Issue 1:
here is my benchmark info (The model is inception-2015-12-05):

I tensorflow/core/util/stat_summarizer.cc:262] 50 runs, avg 2880 ms, 1960 nodes defined 1664 nodes observed

============ Top by duration =================

[start] [first] [avg] [%] [cdf%] [Op] [Name]

348.471 199.520 162.116 5.629% 5.629% QuantizedConv2D conv_4/Conv2D_eightbit_quantized_conv

153.190 115.819 109.304 3.796% 9.425% QuantizedConv2D conv_2/Conv2D_eightbit_quantized_conv

824.866 80.364 76.637 2.661% 12.086% QuantizedConv2D mixed_3/conv/Conv2D_eightbit_quantized_conv

54.955 74.988 65.929 2.289% 14.375% QuantizedConv2D conv_1/Conv2D_eightbit_quantized_conv

1594.582 51.488 52.699 1.830% 16.205% QuantizedConv2D mixed_10/tower_1/conv_1/Conv2D_eightbit_quantized_conv

1464.195 48.764 48.403 1.681% 17.886% QuantizedConv2D mixed_9/tower_1/conv_1/Conv2D_eightbit_quantized_conv

1553.345 40.343 42.581 1.479% 19.365% QuantizedConv2D mixed_10/tower_1/conv/Conv2D_eightbit_quantized_conv

588.883 36.744 39.660 1.377% 20.742% QuantizedConv2D mixed/tower/conv_1/Conv2D_eightbit_quantized_conv

1553.350 45.938 38.929 1.352% 22.094% QuantizedConv2D mixed_10/tower/conv/Conv2D_eightbit_quantized_conv

672.714 33.140 35.053 1.217% 23.311% QuantizedConv2D mixed_1/tower/conv_1/Conv2D_eightbit_quantized_conv

1210.702 28.586 34.865 1.211% 24.521% QuantizedConv2D mixed_7/conv/Conv2D_eightbit_quantized_conv

757.103 37.392 33.253 1.155% 25.676% QuantizedConv2D mixed_2/tower/conv_1/Conv2D_eightbit_quantized_conv

986.100 28.534 33.197 1.153% 26.829% QuantizedConv2D mixed_5/conv/Conv2D_eightbit_quantized_conv

1210.706 33.822 32.936 1.144% 27.973% QuantizedConv2D mixed_7/tower/conv/Conv2D_eightbit_quantized_conv

1553.349 44.802 32.891 1.142% 29.115% QuantizedConv2D mixed_10/conv/Conv2D_eightbit_quantized_conv

1210.701 35.172 32.204 1.118% 30.233% QuantizedConv2D mixed_7/tower_1/conv/Conv2D_eightbit_quantized_conv

1090.376 37.017 31.968 1.110% 31.343% QuantizedConv2D mixed_6/conv/Conv2D_eightbit_quantized_conv

1213.365 32.057 31.738 1.102% 32.445% QuantizedConv2D mixed_7/tower_2/conv/Conv2D_eightbit_quantized_conv

849.401 44.313 31.509 1.094% 33.539% QuantizedConv2D mixed_3/tower/conv_1/Conv2D_eightbit_quantized_conv

589.508 34.897 30.761 1.068% 34.607% QuantizedConv2D mixed/tower_1/conv_1/Conv2D_eightbit_quantized_conv

908.076 26.733 30.611 1.063% 35.670% QuantizedConv2D mixed_4/conv/Conv2D_eightbit_quantized_conv

1093.255 34.497 29.926 1.039% 36.709% QuantizedConv2D mixed_6/tower_2/conv/Conv2D_eightbit_quantized_conv

988.679 27.107 29.897 1.038% 37.748% QuantizedConv2D mixed_5/tower_2/conv/Conv2D_eightbit_quantized_conv

1090.377 34.881 29.526 1.025% 38.773% QuantizedConv2D mixed_6/tower/conv/Conv2D_eightbit_quantized_conv

986.103 29.144 29.099 1.010% 39.783% QuantizedConv2D mixed_5/tower/conv/Conv2D_eightbit_quantized_conv

911.030 32.084 28.822 1.001% 40.784% QuantizedConv2D mixed_4/tower_2/conv/Conv2D_eightbit_quantized_conv

628.323 22.784 28.299 0.983% 41.767% QuantizedConv2D mixed/tower_1/conv_2/Conv2D_eightbit_quantized_conv

682.759 24.791 28.184 0.979% 42.745% QuantizedConv2D mixed_1/tower_1/conv_1/Conv2D_eightbit_quantized_conv

1090.373 37.104 27.889 0.968% 43.714% QuantizedConv2D mixed_6/tower_1/conv/Conv2D_eightbit_quantized_conv

986.098 28.129 27.769 0.964% 44.678% QuantizedConv2D mixed_5/tower_1/conv/Conv2D_eightbit_quantized_conv

1554.331 35.148 26.506 0.920% 45.599% QuantizedConv2D mixed_10/tower_2/conv/Conv2D_eightbit_quantized_conv

1246.348 28.499 26.234 0.911% 46.510% QuantizedConv2D mixed_7/tower/conv_1/Conv2D_eightbit_quantized_conv

908.072 32.080 26.203 0.910% 47.419% QuantizedConv2D mixed_4/tower/conv/Conv2D_eightbit_quantized_conv

274.045 35.524 25.959 0.901% 48.321% QuantizedBatchNormWithGlobalNormalization conv_2/batchnorm_eightbit_quantized_batch_norm

757.224 38.495 25.621 0.890% 49.210% QuantizedConv2D mixed_2/tower_1/conv_1/Conv2D_eightbit_quantized_conv

1670.984 18.898 25.575 0.888% 50.099% QuantizedMatMul softmax/logits/MatMul_eightbit_quantized_bias_add

908.072 19.688 25.503 0.886% 50.984% QuantizedConv2D mixed_4/tower_1/conv/Conv2D_eightbit_quantized_conv

1431.550 31.564 25.326 0.879% 51.864% QuantizedConv2D mixed_9/tower_1/conv/Conv2D_eightbit_quantized_conv

798.592 22.487 25.139 0.873% 52.736% QuantizedConv2D mixed_2/tower_1/conv_2/Conv2D_eightbit_quantized_conv

710.682 28.952 25.041 0.870% 53.606% QuantizedConv2D mixed_1/tower_1/conv_2/Conv2D_eightbit_quantized_conv

1249.958 26.722 24.774 0.860% 54.466% QuantizedConv2D mixed_7/tower_1/conv_1/Conv2D_eightbit_quantized_conv

1276.259 24.995 24.427 0.848% 55.315% QuantizedConv2D mixed_7/tower/conv_2/Conv2D_eightbit_quantized_conv

1289.982 17.597 23.551 0.818% 56.132% QuantizedConv2D mixed_7/tower_1/conv_2/Conv2D_eightbit_quantized_conv

1431.555 18.537 22.818 0.792% 56.925% QuantizedConv2D mixed_9/tower/conv/Conv2D_eightbit_quantized_conv

824.860 21.110 22.180 0.770% 57.695% QuantizedConv2D mixed_3/tower/conv/Conv2D_eightbit_quantized_conv

1646.740 22.990 21.676 0.753% 58.448% QuantizedConv2D mixed_10/tower_1/mixed/conv_1/Conv2D_eightbit_quantized_conv

1646.744 22.860 21.567 0.749% 59.196% QuantizedConv2D mixed_10/tower_1/mixed/conv/Conv2D_eightbit_quantized_conv

1371.468 20.181 21.385 0.743% 59.939% QuantizedConv2D mixed_8/tower/conv_1/Conv2D_eightbit_quantized_conv

1372.601 23.081 20.983 0.729% 60.668% QuantizedConv2D mixed_8/tower_1/conv_1/Conv2D_eightbit_quantized_conv

1043.432 26.873 20.580 0.715% 61.382% QuantizedConv2D mixed_5/tower/conv_2/Conv2D_eightbit_quantized_conv

1149.722 16.327 20.291 0.705% 62.087% QuantizedConv2D mixed_6/tower/conv_2/Conv2D_eightbit_quantized_conv

1600.192 25.630 19.435 0.675% 62.762% QuantizedConv2D mixed_10/tower/mixed/conv/Conv2D_eightbit_quantized_conv

1017.888 21.327 19.281 0.670% 63.431% QuantizedConv2D mixed_5/tower/conv_1/Conv2D_eightbit_quantized_conv

1308.978 18.376 19.117 0.664% 64.095% QuantizedConv2D mixed_7/tower_1/conv_3/Conv2D_eightbit_quantized_conv

1128.559 19.422 18.884 0.656% 64.751% QuantizedConv2D mixed_6/tower/conv_1/Conv2D_eightbit_quantized_conv

1513.946 38.340 18.755 0.651% 65.402% QuantizedConv2D mixed_9/tower_1/mixed/conv/Conv2D_eightbit_quantized_conv

1600.189 29.234 18.674 0.648% 66.050% QuantizedConv2D mixed_10/tower/mixed/conv_1/Conv2D_eightbit_quantized_conv

1397.119 19.557 18.436 0.640% 66.691% QuantizedConv2D mixed_8/tower_1/conv_2/Conv2D_eightbit_quantized_conv

1015.906 20.308 18.426 0.640% 67.330% QuantizedConv2D mixed_5/tower_1/conv_1/Conv2D_eightbit_quantized_conv

1135.983 14.258 18.416 0.639% 67.970% QuantizedConv2D mixed_6/tower_1/conv_1/Conv2D_eightbit_quantized_conv

1450.805 29.566 18.226 0.633% 68.603% QuantizedConv2D mixed_9/tower/mixed/conv_1/Conv2D_eightbit_quantized_conv

1328.743 22.393 18.113 0.629% 69.232% QuantizedConv2D mixed_7/tower_1/conv_4/Conv2D_eightbit_quantized_conv

1450.809 28.226 17.926 0.622% 69.854% QuantizedConv2D mixed_9/tower/mixed/conv/Conv2D_eightbit_quantized_conv

743.108 12.778 17.708 0.615% 70.469% QuantizedConv2D mixed_2/conv/Conv2D_eightbit_quantized_conv

551.000 18.514 17.690 0.614% 71.083% QuantizedBatchNormWithGlobalNormalization conv_4/batchnorm_eightbit_quantized_batch_norm

743.106 11.945 17.686 0.614% 71.698% QuantizedConv2D mixed_2/tower_1/conv/Conv2D_eightbit_quantized_conv

1158.867 17.448 17.553 0.610% 72.307% QuantizedConv2D mixed_6/tower_1/conv_2/Conv2D_eightbit_quantized_conv

1431.553 15.412 17.497 0.608% 72.915% QuantizedConv2D mixed_9/conv/Conv2D_eightbit_quantized_conv

654.795 18.570 17.457 0.606% 73.521% QuantizedConv2D mixed_1/tower_1/conv/Conv2D_eightbit_quantized_conv

1513.932 16.375 17.418 0.605% 74.126% QuantizedConv2D mixed_9/tower_1/mixed/conv_1/Conv2D_eightbit_quantized_conv

654.796 16.350 16.927 0.588% 74.713% QuantizedConv2D mixed_1/conv/Conv2D_eightbit_quantized_conv

1037.406 21.229 16.914 0.587% 75.301% QuantizedConv2D mixed_5/tower_1/conv_2/Conv2D_eightbit_quantized_conv

743.109 12.459 16.895 0.587% 75.887% QuantizedConv2D mixed_2/tower/conv/Conv2D_eightbit_quantized_conv

1352.871 17.220 16.892 0.587% 76.474% QuantizedConv2D mixed_8/tower/conv/Conv2D_eightbit_quantized_conv

1352.867 18.301 16.870 0.586% 77.060% QuantizedConv2D mixed_8/tower_1/conv/Conv2D_eightbit_quantized_conv

1432.532 22.308 16.561 0.575% 77.635% QuantizedConv2D mixed_9/tower_2/conv/Conv2D_eightbit_quantized_conv

952.475 12.333 16.346 0.568% 78.202% QuantizedConv2D mixed_4/tower/conv_2/Conv2D_eightbit_quantized_conv

654.800 16.098 16.232 0.564% 78.766% QuantizedConv2D mixed_1/tower/conv/Conv2D_eightbit_quantized_conv

1191.637 17.268 15.125 0.525% 79.291% QuantizedConv2D mixed_6/tower_1/conv_4/Conv2D_eightbit_quantized_conv

1073.325 15.302 14.567 0.506% 79.797% QuantizedConv2D mixed_5/tower_1/conv_4/Conv2D_eightbit_quantized_conv

27.923 23.420 14.489 0.503% 80.300% QuantizedBatchNormWithGlobalNormalization conv/batchnorm_eightbit_quantized_batch_norm

658.731 11.937 13.903 0.483% 80.783% QuantizedConv2D mixed_1/tower_2/conv/Conv2D_eightbit_quantized_conv

757.306 25.541 13.874 0.482% 81.265% QuantizedConv2D mixed_2/tower_2/conv/Conv2D_eightbit_quantized_conv

1177.505 12.944 13.679 0.475% 81.740% QuantizedConv2D mixed_6/tower_1/conv_3/Conv2D_eightbit_quantized_conv

574.255 13.735 13.379 0.465% 82.204% QuantizedConv2D mixed/conv/Conv2D_eightbit_quantized_conv

574.230 11.661 13.310 0.462% 82.667% QuantizedConv2D mixed/tower_1/conv/Conv2D_eightbit_quantized_conv

1060.333 11.805 13.287 0.461% 83.128% QuantizedConv2D mixed_5/tower_1/conv_3/Conv2D_eightbit_quantized_conv

132.755 17.705 13.125 0.456% 83.584% QuantizedBatchNormWithGlobalNormalization conv_1/batchnorm_eightbit_quantized_batch_norm

971.865 12.488 12.591 0.437% 84.021% QuantizedConv2D mixed_4/tower_1/conv_4/Conv2D_eightbit_quantized_conv

574.298 12.449 12.557 0.436% 84.457% QuantizedConv2D mixed/tower/conv/Conv2D_eightbit_quantized_conv

946.591 15.766 12.203 0.424% 84.881% QuantizedConv2D mixed_4/tower_1/conv_2/Conv2D_eightbit_quantized_conv

941.124 10.019 12.132 0.421% 85.302% QuantizedConv2D mixed_4/tower/conv_1/Conv2D_eightbit_quantized_conv

930.408 14.499 12.010 0.417% 85.719% QuantizedConv2D mixed_4/tower_1/conv_1/Conv2D_eightbit_quantized_conv

1418.545 12.330 10.408 0.361% 86.080% QuantizedConv2D mixed_8/tower_1/conv_3/Conv2D_eightbit_quantized_conv

319.410 10.155 9.309 0.323% 86.404% QuantizedConv2D conv_3/Conv2D_eightbit_quantized_conv

963.651 7.257 8.809 0.306% 86.709% QuantizedConv2D mixed_4/tower_1/conv_3/Conv2D_eightbit_quantized_conv

331.914 14.339 8.533 0.296% 87.006% QuantizedBatchNormWithGlobalNormalization conv_3/batchnorm_eightbit_quantized_batch_norm

7.234 16.748 8.518 0.296% 87.302% QuantizedConv2D conv/Conv2D_eightbit_quantized_conv

578.657 7.823 8.201 0.285% 87.586% QuantizedConv2D mixed/tower_2/conv/Conv2D_eightbit_quantized_conv

590.466 8.945 7.803 0.271% 87.857% QuantizeDownAndShrinkRange mixed/conv/batchnorm_eightbit_quantize_down

758.138 11.852 7.449 0.259% 88.116% QuantizeDownAndShrinkRange mixed_2/conv/batchnorm_eightbit_quantize_down

896.657 7.011 7.431 0.258% 88.374% QuantizedConv2D mixed_3/tower/conv_2/Conv2D_eightbit_quantized_conv

654.795 3.927 5.455 0.189% 88.563% QuantizedAvgPool mixed_1/tower_2/pool_eightbit_quantized

743.107 14.192 5.226 0.181% 88.745% QuantizedAvgPool mixed_2/tower_2/pool_eightbit_quantized

784.526 0.270 5.046 0.175% 88.920% QuantizeDownAndShrinkRange mixed_2/tower_2/conv/batchnorm_eightbit_quantize_down

673.545 0.263 4.586 0.159% 89.079% QuantizeDownAndShrinkRange mixed_1/conv/batchnorm_eightbit_quantize_down

845.982 0.646 4.385 0.152% 89.232% QuantizeDownAndShrinkRange mixed_3/tower/conv/Conv2D_eightbit_quantize_down

673.023 0.279 4.126 0.143% 89.375% QuantizeDownAndShrinkRange mixed_1/tower_2/conv/batchnorm_eightbit_quantize_down

269.022 5.018 4.039 0.140% 89.515% QuantizeDownAndShrinkRange conv_2/Conv2D_eightbit_quantize_down

574.249 4.398 3.825 0.133% 89.648% QuantizedAvgPool mixed/tower_2/pool_eightbit_quantized

1127.402 0.210 3.734 0.130% 89.778% QuantizeDownAndShrinkRange mixed_6/conv/Conv2D_eightbit_quantize_down

309.582 4.882 3.708 0.129% 89.906% QuantizeDownAndShrinkRange conv_2/batchnorm_eightbit_quantize_down

1246.651 0.211 3.177 0.110% 90.017% QuantizeDownAndShrinkRange mixed_7/tower_2/conv/batchnorm_eightbit_quantize_down

1239.296 2.590 3.160 0.110% 90.126% QuantizeDownAndShrinkRange mixed_7/conv/Conv2D_eightbit_quantize_down

1015.791 0.184 3.154 0.110% 90.236% QuantizeDownAndShrinkRange mixed_5/tower_2/conv/Conv2D_eightbit_quantize_down

589.067 0.368 3.109 0.108% 90.344% QuantizeDownAndShrinkRange mixed/tower_1/conv/batchnorm_eightbit_quantize_down

1245.428 0.211 3.066 0.106% 90.450% QuantizeDownAndShrinkRange mixed_7/tower_2/conv/Conv2D_eightbit_quantize_down

1243.366 0.220 2.937 0.102% 90.552% QuantizeDownAndShrinkRange mixed_7/conv/batchnorm_eightbit_quantize_down

314.719 4.671 2.925 0.102% 90.654% QuantizedMaxPool pool_eightbit_quantized

548.004 2.990 2.676 0.093% 90.747% QuantizeDownAndShrinkRange conv_4/Conv2D_eightbit_quantize_down

986.100 2.571 2.643 0.092% 90.839% QuantizedAvgPool mixed_5/tower_2/pool_eightbit_quantized

624.922 2.845 2.627 0.091% 90.930% QuantizedBatchNormWithGlobalNormalization mixed/tower_1/conv_1/batchnorm_eightbit_quantized_batch_norm

1210.698 2.659 2.564 0.089% 91.019% QuantizedAvgPool mixed_7/tower_2/pool_eightbit_quantized

569.522 2.728 2.518 0.087% 91.106% QuantizeDownAndShrinkRange conv_4/batchnorm_eightbit_quantize_down

1014.642 0.200 2.483 0.086% 91.192% QuantizeDownAndShrinkRange mixed_5/conv/Conv2D_eightbit_quantize_down

908.075 2.947 2.448 0.085% 91.277% QuantizedAvgPool mixed_4/tower_2/pool_eightbit_quantized

24.010 3.897 2.405 0.084% 91.361% QuantizeDownAndShrinkRange conv/Conv2D_eightbit_quantize_down

1090.373 2.874 2.401 0.083% 91.444% QuantizedAvgPool mixed_6/tower_2/pool_eightbit_quantized

794.763 1.403 2.383 0.083% 91.527% QuantizedBatchNormWithGlobalNormalization mixed_2/tower/conv_1/batchnorm_eightbit_quantized_batch_norm

1371.251 0.178 2.374 0.082% 91.610% QuantizeDownAndShrinkRange mixed_8/tower/conv/batchnorm_eightbit_quantize_down

651.526 2.474 2.333 0.081% 91.691% QuantizedBatchNormWithGlobalNormalization mixed/tower_1/conv_2/batchnorm_eightbit_quantized_batch_norm

707.929 2.311 2.318 0.081% 91.771% QuantizedBatchNormWithGlobalNormalization mixed_1/tower_1/conv_1/batchnorm_eightbit_quantized_batch_norm

1129.115 5.158 2.287 0.079% 91.850% QuantizeDownAndShrinkRange mixed_6/conv/batchnorm_eightbit_quantize_down

939.397 0.211 2.285 0.079% 91.930% QuantizeDownAndShrinkRange mixed_4/conv/batchnorm_eightbit_quantize_down

51.354 3.404 2.267 0.079% 92.009% QuantizeDownAndShrinkRange conv/batchnorm_eightbit_quantize_down

676.107 6.540 2.243 0.078% 92.086% QuantizeDownAndShrinkRange mixed_1/tower_1/conv/batchnorm_eightbit_quantize_down

894.118 2.012 2.242 0.078% 92.164% QuantizedBatchNormWithGlobalNormalization mixed_3/tower/conv_1/batchnorm_eightbit_quantized_batch_norm

947.078 3.976 2.233 0.078% 92.242% QuantizeDownAndShrinkRange mixed_4/tower_2/conv/batchnorm_eightbit_quantize_down

796.073 2.036 2.229 0.077% 92.319% QuantizedBatchNormWithGlobalNormalization mixed_2/tower_1/conv_1/batchnorm_eightbit_quantized_batch_norm

755.892 0.239 2.216 0.077% 92.396% QuantizeDownAndShrinkRange mixed_2/conv/Conv2D_eightbit_quantize_down

1016.312 0.250 2.215 0.077% 92.473% QuantizeDownAndShrinkRange mixed_5/conv/batchnorm_eightbit_quantize_down

707.511 0.252 2.187 0.076% 92.549% QuantizeDownAndShrinkRange mixed_1/tower/conv_1/batchnorm_eightbit_quantize_down

1129.453 4.033 2.144 0.074% 92.624% QuantizeDownAndShrinkRange mixed_6/tower_2/conv/batchnorm_eightbit_quantize_down

670.963 2.054 2.113 0.073% 92.697% QuantizedBatchNormWithGlobalNormalization mixed_1/tower_2/conv/batchnorm_eightbit_quantized_batch_norm

588.324 2.136 2.103 0.073% 92.770% QuantizedBatchNormWithGlobalNormalization mixed/conv/batchnorm_eightbit_quantized_batch_norm

756.135 1.997 2.080 0.072% 92.842% QuantizedBatchNormWithGlobalNormalization mixed_2/conv/batchnorm_eightbit_quantized_batch_norm

756.893 0.281 2.072 0.072% 92.914% QuantizeDownAndShrinkRange mixed_2/tower_1/conv/batchnorm_eightbit_quantize_down

740.059 2.084 2.069 0.072% 92.986% QuantizedBatchNormWithGlobalNormalization mixed_1/tower_1/conv_2/batchnorm_eightbit_quantized_batch_norm

821.437 2.547 2.067 0.072% 93.058% QuantizedBatchNormWithGlobalNormalization mixed_2/tower_1/conv_2/batchnorm_eightbit_quantized_batch_norm

1017.169 0.408 2.062 0.072% 93.129% QuantizeDownAndShrinkRange mixed_5/tower_2/conv/batchnorm_eightbit_quantize_down

625.635 0.293 2.044 0.071% 93.200% QuantizeDownAndShrinkRange mixed/tower/conv_1/Conv2D_eightbit_quantize_down

129.959 2.789 2.007 0.070% 93.270% QuantizeDownAndShrinkRange conv_1/Conv2D_eightbit_quantize_down

905.567 1.910 1.991 0.069% 93.339% QuantizedBatchNormWithGlobalNormalization mixed_3/conv/batchnorm_eightbit_quantized_batch_norm

1301.262 0.225 1.967 0.068% 93.407% QuantizeDownAndShrinkRange mixed_7/tower/conv_2/Conv2D_eightbit_quantize_down

846.632 2.042 1.963 0.068% 93.476% QuantizedBatchNormWithGlobalNormalization mixed_3/tower/conv/batchnorm_eightbit_quantized_batch_norm

625.932 1.353 1.955 0.068% 93.543% QuantizedBatchNormWithGlobalNormalization mixed/tower/conv_1/batchnorm_eightbit_quantized_batch_norm

150.469 2.571 1.954 0.068% 93.611% QuantizeDownAndShrinkRange conv_1/batchnorm_eightbit_quantize_down

755.340 1.549 1.951 0.068% 93.679% QuantizedBatchNormWithGlobalNormalization mixed_2/tower_1/conv/batchnorm_eightbit_quantized_batch_norm

848.680 0.633 1.913 0.066% 93.745% QuantizeDownAndShrinkRange mixed_3/tower/conv/batchnorm_eightbit_quantize_down

673.656 2.444 1.904 0.066% 93.812% QuantizedBatchNormWithGlobalNormalization mixed_1/tower_1/conv/batchnorm_eightbit_quantized_batch_norm

1276.689 9.140 1.887 0.066% 93.877% QuantizeDownAndShrinkRange mixed_7/tower_1/conv_1/Conv2D_eightbit_quantize_down

586.394 2.666 1.884 0.065% 93.943% QuantizedBatchNormWithGlobalNormalization mixed/tower_1/conv/batchnorm_eightbit_quantized_batch_norm

572.418 1.798 1.769 0.061% 94.004% QuantizedMaxPool pool_1_eightbit_quantized

783.151 1.370 1.756 0.061% 94.065% QuantizedBatchNormWithGlobalNormalization mixed_2/tower_2/conv/batchnorm_eightbit_quantized_batch_norm

671.424 2.115 1.747 0.061% 94.126% QuantizedBatchNormWithGlobalNormalization mixed_1/conv/batchnorm_eightbit_quantized_batch_norm

1127.757 0.201 1.734 0.060% 94.186% QuantizeDownAndShrinkRange mixed_6/tower_2/conv/Conv2D_eightbit_quantize_down

706.134 1.372 1.714 0.060% 94.245% QuantizedBatchNormWithGlobalNormalization mixed_1/tower/conv_1/batchnorm_eightbit_quantized_batch_norm

934.819 3.298 1.690 0.059% 94.304% QuantizeDownAndShrinkRange mixed_4/conv/Conv2D_eightbit_quantize_down

945.612 1.458 1.690 0.059% 94.363% QuantizedBatchNormWithGlobalNormalization mixed_4/tower_2/conv/batchnorm_eightbit_quantized_batch_norm

586.995 1.576 1.690 0.059% 94.421% QuantizedBatchNormWithGlobalNormalization mixed/tower/conv/batchnorm_eightbit_quantized_batch_norm

1241.891 1.468 1.645 0.057% 94.479% QuantizedBatchNormWithGlobalNormalization mixed_7/conv/batchnorm_eightbit_quantized_batch_norm

1244.535 0.188 1.629 0.057% 94.535% QuantizeDownAndShrinkRange mixed_7/tower/conv/Conv2D_eightbit_quantize_down

794.502 0.257 1.624 0.056% 94.592% QuantizeDownAndShrinkRange mixed_2/tower/conv_1/Conv2D_eightbit_quantize_down

1247.636 2.254 1.475 0.051% 94.643% QuantizeDownAndShrinkRange mixed_7/tower_1/conv/batchnorm_eightbit_quantize_down

782.853 0.294 1.471 0.051% 94.694% QuantizeDownAndShrinkRange mixed_2/tower_2/conv/Conv2D_eightbit_quantize_down

796.173 0.242 1.458 0.051% 94.744% QuantizeDownAndShrinkRange mixed_2/tower/conv_1/batchnorm_eightbit_quantize_down

1014.845 1.460 1.450 0.050% 94.795% QuantizedBatchNormWithGlobalNormalization mixed_5/conv/batchnorm_eightbit_quantized_batch_norm

1245.882 0.292 1.438 0.050% 94.845% QuantizeDownAndShrinkRange mixed_7/tower_1/conv/Conv2D_eightbit_quantize_down

1245.641 1.005 1.438 0.050% 94.895% QuantizedBatchNormWithGlobalNormalization mixed_7/tower_2/conv/batchnorm_eightbit_quantized_batch_norm

329.577 2.330 1.415 0.049% 94.944% QuantizeDownAndShrinkRange conv_3/Conv2D_eightbit_quantize_down

755.816 1.034 1.409 0.049% 94.993% QuantizedBatchNormWithGlobalNormalization mixed_2/tower/conv/batchnorm_eightbit_quantized_batch_norm

1285.835 1.461 1.408 0.049% 95.042% QuantizedBatchNormWithGlobalNormalization mixed_7/tower_1/conv_1/batchnorm_eightbit_quantized_batch_norm

943.121 2.486 1.391 0.048% 95.090% QuantizeDownAndShrinkRange mixed_4/tower_2/conv/Conv2D_eightbit_quantize_down

671.166 1.264 1.389 0.048% 95.138% QuantizedBatchNormWithGlobalNormalization mixed_1/tower/conv/batchnorm_eightbit_quantized_batch_norm

1015.256 0.178 1.369 0.048% 95.186% QuantizeDownAndShrinkRange mixed_5/tower/conv/Conv2D_eightbit_quantize_down

938.122 1.264 1.356 0.047% 95.233% QuantizedBatchNormWithGlobalNormalization mixed_4/conv/batchnorm_eightbit_quantized_batch_norm

1015.978 1.184 1.350 0.047% 95.280% QuantizedBatchNormWithGlobalNormalization mixed_5/tower_2/conv/batchnorm_eightbit_quantized_batch_norm

627.290 0.280 1.347 0.047% 95.326% QuantizeDownAndShrinkRange mixed/tower/conv_1/batchnorm_eightbit_quantize_down

705.870 0.261 1.347 0.047% 95.373% QuantizeDownAndShrinkRange mixed_1/tower/conv_1/Conv2D_eightbit_quantize_down

1015.665 0.182 1.340 0.047% 95.420% QuantizeDownAndShrinkRange mixed_5/tower_1/conv/batchnorm_eightbit_quantize_down

1036.229 0.172 1.338 0.046% 95.466% QuantizeDownAndShrinkRange mixed_5/tower_1/conv_1/Conv2D_eightbit_quantize_down

1127.962 1.485 1.338 0.046% 95.513% QuantizedBatchNormWithGlobalNormalization mixed_6/tower_2/conv/batchnorm_eightbit_quantized_batch_norm

1127.616 1.493 1.329 0.046% 95.559% QuantizedBatchNormWithGlobalNormalization mixed_6/conv/batchnorm_eightbit_quantized_batch_norm

1301.492 1.461 1.324 0.046% 95.605% QuantizedBatchNormWithGlobalNormalization mixed_7/tower/conv_2/batchnorm_eightbit_quantized_batch_norm

346.260 2.064 1.319 0.046% 95.651% QuantizeDownAndShrinkRange conv_3/batchnorm_eightbit_quantize_down

1275.068 0.957 1.314 0.046% 95.696% QuantizedBatchNormWithGlobalNormalization mixed_7/tower/conv_1/batchnorm_eightbit_quantized_batch_norm

755.057 0.280 1.281 0.044% 95.741% QuantizeDownAndShrinkRange mixed_2/tower_1/conv/Conv2D_eightbit_quantize_down

673.372 0.281 1.278 0.044% 95.785% QuantizeDownAndShrinkRange mixed_1/tower_1/conv/Conv2D_eightbit_quantize_down

967.976 1.451 1.244 0.043% 95.828% QuantizedBatchNormWithGlobalNormalization mixed_4/tower/conv_2/batchnorm_eightbit_quantized_batch_norm

1244.726 1.385 1.237 0.043% 95.871% QuantizedBatchNormWithGlobalNormalization mixed_7/tower/conv/batchnorm_eightbit_quantized_batch_norm

1246.178 1.451 1.234 0.043% 95.914% QuantizedBatchNormWithGlobalNormalization mixed_7/tower_1/conv/batchnorm_eightbit_quantized_batch_norm

1176.319 0.165 1.228 0.043% 95.957% QuantizeDownAndShrinkRange mixed_6/tower_1/conv_2/Conv2D_eightbit_quantize_down

671.153 0.267 1.220 0.042% 95.999% QuantizeDownAndShrinkRange mixed_1/conv/Conv2D_eightbit_quantize_down

1166.058 0.416 1.216 0.042% 96.041% QuantizeDownAndShrinkRange mixed_6/tower/conv_2/Conv2D_eightbit_quantize_down

1166.479 1.325 1.195 0.041% 96.083% QuantizedBatchNormWithGlobalNormalization mixed_6/tower/conv_2/batchnorm_eightbit_quantized_batch_norm

927.772 1.473 1.193 0.041% 96.124% QuantizeDownAndShrinkRange mixed_4/tower_1/conv/Conv2D_eightbit_quantize_down

1070.499 0.956 1.190 0.041% 96.166% QuantizedBatchNormWithGlobalNormalization mixed_5/tower/conv_2/batchnorm_eightbit_quantized_batch_norm

586.682 1.051 1.169 0.041% 96.206% QuantizedBatchNormWithGlobalNormalization mixed/tower_2/conv/batchnorm_eightbit_quantized_batch_norm

1127.483 0.175 1.164 0.040% 96.247% QuantizeDownAndShrinkRange mixed_6/tower_1/conv/Conv2D_eightbit_quantize_down

1039.225 0.279 1.148 0.040% 96.286% QuantizeDownAndShrinkRange mixed_5/tower/conv_1/Conv2D_eightbit_quantize_down

1370.289 0.956 1.129 0.039% 96.326% QuantizedBatchNormWithGlobalNormalization mixed_8/tower/conv/batchnorm_eightbit_quantized_batch_norm

824.866 1.453 1.122 0.039% 96.365% QuantizedMaxPool mixed_3/pool_eightbit_quantized

1128.346 0.157 1.109 0.039% 96.403% QuantizeDownAndShrinkRange mixed_6/tower/conv/batchnorm_eightbit_quantize_down

1125.273 2.229 1.099 0.038% 96.441% QuantizeDownAndShrinkRange mixed_6/tower/conv/Conv2D_eightbit_quantize_down

588.578 0.230 1.098 0.038% 96.479% QuantizeDownAndShrinkRange mixed/tower/conv/batchnorm_eightbit_quantize_down

587.738 0.192 1.096 0.038% 96.517% QuantizeDownAndShrinkRange mixed/tower_2/conv/batchnorm_eightbit_quantize_down

1036.406 0.799 1.094 0.038% 96.555% QuantizedBatchNormWithGlobalNormalization mixed_5/tower_1/conv_1/batchnorm_eightbit_quantized_batch_norm

1148.374 1.069 1.091 0.038% 96.593% QuantizedBatchNormWithGlobalNormalization mixed_6/tower/conv_1/batchnorm_eightbit_quantized_batch_norm

1371.398 0.965 1.091 0.038% 96.631% QuantizedBatchNormWithGlobalNormalization mixed_8/tower_1/conv/batchnorm_eightbit_quantized_batch_norm

1287.305 2.608 1.086 0.038% 96.669% QuantizeDownAndShrinkRange mixed_7/tower_1/conv_1/batchnorm_eightbit_quantize_down

672.436 0.234 1.086 0.038% 96.707% QuantizeDownAndShrinkRange mixed_1/tower/conv/batchnorm_eightbit_quantize_down

1014.450 1.208 1.083 0.038% 96.744% QuantizedBatchNormWithGlobalNormalization mixed_5/tower_1/conv/batchnorm_eightbit_quantized_batch_norm

1395.893 0.969 1.073 0.037% 96.782% QuantizedBatchNormWithGlobalNormalization mixed_8/tower_1/conv_1/batchnorm_eightbit_quantized_batch_norm

1307.784 0.954 1.062 0.037% 96.818% QuantizedBatchNormWithGlobalNormalization mixed_7/tower_1/conv_2/batchnorm_eightbit_quantized_batch_norm

1015.437 1.117 1.052 0.037% 96.855% QuantizedBatchNormWithGlobalNormalization mixed_5/tower/conv/batchnorm_eightbit_quantized_batch_norm

1127.663 1.496 1.031 0.036% 96.891% QuantizedBatchNormWithGlobalNormalization mixed_6/tower_1/conv/batchnorm_eightbit_quantized_batch_norm

944.914 0.606 1.026 0.036% 96.926% QuantizeDownAndShrinkRange mixed_4/tower_1/conv_1/Conv2D_eightbit_quantize_down

1416.925 1.304 1.026 0.036% 96.962% QuantizedBatchNormWithGlobalNormalization mixed_8/tower_1/conv_2/batchnorm_eightbit_quantized_batch_norm

1351.363 0.955 1.024 0.036% 96.997% QuantizedBatchNormWithGlobalNormalization mixed_7/tower_1/conv_4/batchnorm_eightbit_quantized_batch_norm

1070.312 0.183 1.023 0.036% 97.033% QuantizeDownAndShrinkRange mixed_5/tower/conv_2/Conv2D_eightbit_quantize_down

1327.551 0.954 1.015 0.035% 97.068% QuantizedBatchNormWithGlobalNormalization mixed_7/tower_1/conv_3/batchnorm_eightbit_quantized_batch_norm

1039.509 1.049 1.012 0.035% 97.103% QuantizedBatchNormWithGlobalNormalization mixed_5/tower/conv_1/batchnorm_eightbit_quantized_batch_norm

670.675 0.284 1.010 0.035% 97.138% QuantizeDownAndShrinkRange mixed_1/tower_2/conv/Conv2D_eightbit_quantize_down

1127.506 0.836 1.006 0.035% 97.173% QuantizedBatchNormWithGlobalNormalization mixed_6/tower/conv/batchnorm_eightbit_quantized_batch_norm

964.815 3.157 1.006 0.035% 97.208% QuantizeDownAndShrinkRange mixed_4/tower/conv_2/Conv2D_eightbit_quantize_down

587.998 0.322 0.999 0.035% 97.243% QuantizeDownAndShrinkRange mixed/conv/Conv2D_eightbit_quantize_down

1209.109 0.959 0.997 0.035% 97.278% QuantizedBatchNormWithGlobalNormalization mixed_6/tower_1/conv_4/batchnorm_eightbit_quantized_batch_norm

929.251 0.883 0.995 0.035% 97.312% QuantizedBatchNormWithGlobalNormalization mixed_4/tower_1/conv/batchnorm_eightbit_quantized_batch_norm

1088.848 0.952 0.993 0.034% 97.347% QuantizedBatchNormWithGlobalNormalization mixed_5/tower_1/conv_4/batchnorm_eightbit_quantized_batch_norm

1391.652 0.090 0.992 0.034% 97.381% QuantizeDownAndShrinkRange mixed_8/tower/conv_1/Conv2D_eightbit_quantize_down

1246.118 0.192 0.975 0.034% 97.415% QuantizeDownAndShrinkRange mixed_7/tower/conv/batchnorm_eightbit_quantize_down

984.569 0.956 0.959 0.033% 97.448% QuantizedBatchNormWithGlobalNormalization mixed_4/tower_1/conv_4/batchnorm_eightbit_quantized_batch_norm

1157.845 0.806 0.957 0.033% 97.482% QuantizedBatchNormWithGlobalNormalization mixed_6/tower_1/conv_1/batchnorm_eightbit_quantized_batch_norm

1150.248 7.594 0.951 0.033% 97.515% QuantizeDownAndShrinkRange mixed_6/tower_1/conv_1/Conv2D_eightbit_quantize_down

1058.866 1.213 0.949 0.033% 97.547% QuantizedBatchNormWithGlobalNormalization mixed_5/tower_1/conv_2/batchnorm_eightbit_quantized_batch_norm

1274.860 0.205 0.943 0.033% 97.580% QuantizeDownAndShrinkRange mixed_7/tower/conv_1/Conv2D_eightbit_quantize_down

1040.567 2.812 0.930 0.032% 97.613% QuantizeDownAndShrinkRange mixed_5/tower/conv_1/batchnorm_eightbit_quantize_down

1148.006 0.364 0.925 0.032% 97.645% QuantizeDownAndShrinkRange mixed_6/tower/conv_1/Conv2D_eightbit_quantize_down

1129.167 6.752 0.919 0.032% 97.677% QuantizeDownAndShrinkRange mixed_6/tower_1/conv/batchnorm_eightbit_quantize_down

1014.241 0.205 0.912 0.032% 97.708% QuantizeDownAndShrinkRange mixed_5/tower_1/conv/Conv2D_eightbit_quantize_down

1176.487 0.796 0.902 0.031% 97.740% QuantizedBatchNormWithGlobalNormalization mixed_6/tower_1/conv_2/batchnorm_eightbit_quantized_batch_norm

969.433 0.211 0.894 0.031% 97.771% QuantizeDownAndShrinkRange mixed_4/tower/conv_2/batchnorm_eightbit_quantize_down

1071.460 0.184 0.863 0.030% 97.801% QuantizeDownAndShrinkRange mixed_5/tower/conv_2/batchnorm_eightbit_quantize_down

940.305 0.641 0.854 0.030% 97.830% QuantizedBatchNormWithGlobalNormalization mixed_4/tower/conv/batchnorm_eightbit_quantized_batch_norm

1190.636 0.795 0.853 0.030% 97.860% QuantizedBatchNormWithGlobalNormalization mixed_6/tower_1/conv_3/batchnorm_eightbit_quantized_batch_norm

1058.651 0.211 0.833 0.029% 97.889% QuantizeDownAndShrinkRange mixed_5/tower_1/conv_2/Conv2D_eightbit_quantize_down

1149.454 0.211 0.827 0.029% 97.917% QuantizeDownAndShrinkRange mixed_6/tower/conv_1/batchnorm_eightbit_quantize_down

951.307 0.975 0.824 0.029% 97.946% QuantizedBatchNormWithGlobalNormalization mixed_4/tower/conv_1/batchnorm_eightbit_quantized_batch_norm

1072.316 0.795 0.823 0.029% 97.975% QuantizedBatchNormWithGlobalNormalization mixed_5/tower_1/conv_3/batchnorm_eightbit_quantized_batch_norm

756.856 0.200 0.821 0.029% 98.003% QuantizeDownAndShrinkRange mixed_2/tower/conv/batchnorm_eightbit_quantize_down

1167.811 0.208 0.821 0.029% 98.032% QuantizeDownAndShrinkRange mixed_6/tower/conv_2/batchnorm_eightbit_quantize_down

1370.098 0.187 0.819 0.028% 98.060% QuantizeDownAndShrinkRange mixed_8/tower/conv/Conv2D_eightbit_quantize_down

1553.349 0.971 0.810 0.028% 98.088% QuantizedMaxPool mixed_10/tower_2/pool_eightbit_quantized

1016.560 1.268 0.810 0.028% 98.116% QuantizeDownAndShrinkRange mixed_5/tower/conv/batchnorm_eightbit_quantize_down

795.726 0.341 0.803 0.028% 98.144% QuantizeDownAndShrinkRange mixed_2/tower_1/conv_1/Conv2D_eightbit_quantize_down

951.149 0.154 0.789 0.027% 98.172% QuantizeDownAndShrinkRange mixed_4/tower/conv_1/Conv2D_eightbit_quantize_down

945.523 0.884 0.789 0.027% 98.199% QuantizedBatchNormWithGlobalNormalization mixed_4/tower_1/conv_1/batchnorm_eightbit_quantized_batch_norm

940.952 0.143 0.747 0.026% 98.225% QuantizeDownAndShrinkRange mixed_4/tower/conv/batchnorm_eightbit_quantize_down

962.594 0.873 0.730 0.025% 98.250% QuantizedBatchNormWithGlobalNormalization mixed_4/tower_1/conv_2/batchnorm_eightbit_quantized_batch_norm

952.288 0.155 0.728 0.025% 98.276% QuantizeDownAndShrinkRange mixed_4/tower/conv_1/batchnorm_eightbit_quantize_down

1276.031 0.188 0.705 0.024% 98.300% QuantizeDownAndShrinkRange mixed_7/tower/conv_1/batchnorm_eightbit_quantize_down

962.364 0.227 0.690 0.024% 98.324% QuantizeDownAndShrinkRange mixed_4/tower_1/conv_2/Conv2D_eightbit_quantize_down

586.757 0.233 0.679 0.024% 98.348% QuantizeDownAndShrinkRange mixed/tower/conv/Conv2D_eightbit_quantize_down

971.048 0.638 0.660 0.023% 98.370% QuantizedBatchNormWithGlobalNormalization mixed_4/tower_1/conv_3/batchnorm_eightbit_quantized_batch_norm

1431.550 0.976 0.658 0.023% 98.393% QuantizedAvgPool mixed_9/tower_2/pool_eightbit_quantized

1463.275 0.709 0.650 0.023% 98.416% QuantizedBatchNormWithGlobalNormalization mixed_9/tower_1/conv/batchnorm_eightbit_quantized_batch_norm

940.158 0.142 0.634 0.022% 98.438% QuantizeDownAndShrinkRange mixed_4/tower/conv/Conv2D_eightbit_quantize_down

1593.936 0.467 0.619 0.022% 98.459% QuantizedBatchNormWithGlobalNormalization mixed_10/tower_1/conv/batchnorm_eightbit_quantized_batch_norm

585.913 0.475 0.611 0.021% 98.481% QuantizeDownAndShrinkRange mixed/tower_1/conv/Conv2D_eightbit_quantize_down

1302.961 0.304 0.578 0.020% 98.501% QuantizeDownAndShrinkRange mixed_7/tower/conv_2/batchnorm_eightbit_quantize_down

1392.113 0.097 0.569 0.020% 98.520% QuantizeDownAndShrinkRange mixed_8/tower/conv_1/batchnorm_eightbit_quantize_down

903.803 0.748 0.541 0.019% 98.539% QuantizedBatchNormWithGlobalNormalization mixed_3/tower/conv_2/batchnorm_eightbit_quantized_batch_norm

1669.749 0.458 0.540 0.019% 98.558% QuantizedBatchNormWithGlobalNormalization mixed_10/tower_1/mixed/conv/batchnorm_eightbit_quantized_batch_norm

707.555 0.370 0.540 0.019% 98.577% QuantizeDownAndShrinkRange mixed_1/tower_1/conv_1/Conv2D_eightbit_quantize_down

907.481 0.346 0.529 0.018% 98.595% QuantizeDownAndShrinkRange mixed_3/conv/batchnorm_eightbit_quantize_down

930.142 0.220 0.529 0.018% 98.614% QuantizeDownAndShrinkRange mixed_4/tower_1/conv/batchnorm_eightbit_quantize_down

1629.581 0.498 0.518 0.018% 98.632% QuantizedBatchNormWithGlobalNormalization mixed_10/tower/mixed/conv_1/batchnorm_eightbit_quantized_batch_norm

624.420 0.495 0.516 0.018% 98.649% QuantizeDownAndShrinkRange mixed/tower_1/conv_1/Conv2D_eightbit_quantize_down

654.004 0.422 0.513 0.018% 98.667% QuantizeDownAndShrinkRange mixed/tower_1/conv_2/batchnorm_eightbit_quantize_down

1450.225 0.441 0.508 0.018% 98.685% QuantizedBatchNormWithGlobalNormalization mixed_9/tower/conv/batchnorm_eightbit_quantized_batch_norm

1625.984 0.441 0.504 0.018% 98.702% QuantizedBatchNormWithGlobalNormalization mixed_10/tower/mixed/conv/batchnorm_eightbit_quantized_batch_norm

1479.160 0.426 0.501 0.017% 98.720% QuantizedBatchNormWithGlobalNormalization mixed_9/tower/mixed/conv/batchnorm_eightbit_quantized_batch_norm

1552.490 0.405 0.499 0.017% 98.737% QuantizedBatchNormWithGlobalNormalization mixed_9/tower_1/mixed/conv/batchnorm_eightbit_quantized_batch_norm

1599.427 0.593 0.497 0.017% 98.754% QuantizedBatchNormWithGlobalNormalization mixed_10/tower/conv/batchnorm_eightbit_quantized_batch_norm

1158.655 0.177 0.496 0.017% 98.772% QuantizeDownAndShrinkRange mixed_6/tower_1/conv_1/batchnorm_eightbit_quantize_down

1480.531 0.649 0.495 0.017% 98.789% QuantizedBatchNormWithGlobalNormalization mixed_9/tower/mixed/conv_1/batchnorm_eightbit_quantized_batch_norm

1530.484 0.612 0.484 0.017% 98.806% QuantizedBatchNormWithGlobalNormalization mixed_9/tower_1/mixed/conv_1/batchnorm_eightbit_quantized_batch_norm

1447.088 0.558 0.479 0.017% 98.822% QuantizedBatchNormWithGlobalNormalization mixed_9/conv/batchnorm_eightbit_quantized_batch_norm

1598.267 0.370 0.475 0.016% 98.839% QuantizedBatchNormWithGlobalNormalization mixed_10/conv/batchnorm_eightbit_quantized_batch_norm

798.113 0.408 0.474 0.016% 98.855% QuantizeDownAndShrinkRange mixed_2/tower_1/conv_1/batchnorm_eightbit_quantize_down

1513.106 0.619 0.473 0.016% 98.872% QuantizedBatchNormWithGlobalNormalization mixed_9/tower_1/conv_1/batchnorm_eightbit_quantized_batch_norm

1669.868 0.474 0.468 0.016% 98.888% QuantizedBatchNormWithGlobalNormalization mixed_10/tower_1/mixed/conv_1/batchnorm_eightbit_quantized_batch_norm

893.727 0.384 0.468 0.016% 98.904% QuantizeDownAndShrinkRange mixed_3/tower/conv_1/Conv2D_eightbit_quantize_down

742.641 0.452 0.464 0.016% 98.920% QuantizedConcat mixed_1/join_eightbit_quantized_concat

1037.213 0.158 0.458 0.016% 98.936% QuantizeDownAndShrinkRange mixed_5/tower_1/conv_1/batchnorm_eightbit_quantize_down

1391.744 0.366 0.455 0.016% 98.952% QuantizedBatchNormWithGlobalNormalization mixed_8/tower/conv_1/batchnorm_eightbit_quantized_batch_norm

824.421 0.428 0.454 0.016% 98.968% QuantizedConcat mixed_2/join_eightbit_quantized_concat

1060.085 0.190 0.454 0.016% 98.983% QuantizeDownAndShrinkRange mixed_5/tower_1/conv_2/batchnorm_eightbit_quantize_down

1646.188 0.401 0.449 0.016% 98.999% QuantizedBatchNormWithGlobalNormalization mixed_10/tower_1/conv_1/batchnorm_eightbit_quantized_batch_norm

627.772 0.458 0.443 0.015% 99.014% QuantizeDownAndShrinkRange mixed/tower_1/conv_1/batchnorm_eightbit_quantize_down

6.239 0.976 0.429 0.015% 99.029% QuantizeV2 conv/Conv2D_eightbit_quantize_Mul

651.111 0.411 0.415 0.014% 99.044% QuantizeDownAndShrinkRange mixed/tower_1/conv_2/Conv2D_eightbit_quantize_down

586.490 0.187 0.410 0.014% 99.058% QuantizeDownAndShrinkRange mixed/tower_2/conv/Conv2D_eightbit_quantize_down

946.413 0.133 0.395 0.014% 99.072% QuantizeDownAndShrinkRange mixed_4/tower_1/conv_1/batchnorm_eightbit_quantize_down

0.000 0.165 0.388 0.013% 99.085% _SOURCE

1598.155 0.108 0.379 0.013% 99.098% QuantizeDownAndShrinkRange mixed_10/conv/Conv2D_eightbit_quantize_down

905.237 0.326 0.375 0.013% 99.111% QuantizeDownAndShrinkRange mixed_3/conv/Conv2D_eightbit_quantize_down

896.134 0.375 0.373 0.013% 99.124% QuantizeDownAndShrinkRange mixed_3/tower/conv_1/batchnorm_eightbit_quantize_down

710.245 0.360 0.371 0.013% 99.137% QuantizeDownAndShrinkRange mixed_1/tower_1/conv_1/batchnorm_eightbit_quantize_down

742.147 0.420 0.369 0.013% 99.150% QuantizeDownAndShrinkRange mixed_1/tower_1/conv_2/batchnorm_eightbit_quantize_down

739.647 0.407 0.369 0.013% 99.163% QuantizeDownAndShrinkRange mixed_1/tower_1/conv_2/Conv2D_eightbit_quantize_down

1307.586 0.195 0.366 0.013% 99.175% QuantizeDownAndShrinkRange mixed_7/tower_1/conv_2/Conv2D_eightbit_quantize_down

1670.654 0.283 0.364 0.013% 99.188% QuantizedAvgPool pool_3_eightbit_quantized

821.088 0.345 0.364 0.013% 99.201% QuantizeDownAndShrinkRange mixed_2/tower_1/conv_2/Conv2D_eightbit_quantize_down

1352.869 0.305 0.361 0.013% 99.213% QuantizedMaxPool mixed_8/pool_eightbit_quantized

823.993 0.354 0.356 0.012% 99.226% QuantizeDownAndShrinkRange mixed_2/tower_1/conv_2/batchnorm_eightbit_quantize_down

1352.588 0.267 0.338 0.012% 99.237% QuantizedConcat mixed_7/join_eightbit_quantized_concat

1090.046 0.315 0.338 0.012% 99.249% QuantizedConcat mixed_5/join_eightbit_quantized_concat

1190.454 0.179 0.337 0.012% 99.261% QuantizeDownAndShrinkRange mixed_6/tower_1/conv_3/Conv2D_eightbit_quantize_down

1210.351 0.332 0.331 0.012% 99.272% QuantizedConcat mixed_6/join_eightbit_quantized_concat

1308.742 0.192 0.322 0.011% 99.283% QuantizeDownAndShrinkRange mixed_7/tower_1/conv_2/batchnorm_eightbit_quantize_down

1463.990 0.166 0.321 0.011% 99.295% QuantizeDownAndShrinkRange mixed_9/tower_1/conv/batchnorm_eightbit_quantize_down

673.305 0.085 0.317 0.011% 99.306% QuantizedRelu mixed_1/tower_2/conv_eightbit_quantized

985.777 0.308 0.316 0.011% 99.317% QuantizedConcat mixed_4/join_eightbit_quantized_concat

755.577 0.234 0.304 0.011% 99.327% QuantizeDownAndShrinkRange mixed_2/tower/conv/Conv2D_eightbit_quantize_down

1589.839 0.089 0.297 0.010% 99.337% QuantizeDownAndShrinkRange mixed_10/tower_2/conv/batchnorm_eightbit_quantize_down

670.908 0.254 0.293 0.010% 99.348% QuantizeDownAndShrinkRange mixed_1/tower/conv/Conv2D_eightbit_quantize_down

654.512 0.270 0.293 0.010% 99.358% QuantizedConcat mixed/join_eightbit_quantized_concat

1372.369 0.194 0.292 0.010% 99.368% QuantizeDownAndShrinkRange mixed_8/tower_1/conv/batchnorm_eightbit_quantize_down

1454.917 0.343 0.284 0.010% 99.378% QuantizedBatchNormWithGlobalNormalization mixed_9/tower_2/conv/batchnorm_eightbit_quantized_batch_norm

1589.616 0.220 0.280 0.010% 99.388% QuantizedBatchNormWithGlobalNormalization mixed_10/tower_2/conv/batchnorm_eightbit_quantized_batch_norm

1073.115 0.178 0.277 0.010% 99.397% QuantizeDownAndShrinkRange mixed_5/tower_1/conv_3/batchnorm_eightbit_quantize_down

1593.697 0.236 0.266 0.009% 99.406% QuantizeDownAndShrinkRange mixed_10/tower_1/conv/Conv2D_eightbit_quantize_down

1454.845 0.069 0.261 0.009% 99.416% QuantizeDownAndShrinkRange mixed_9/tower_2/conv/Conv2D_eightbit_quantize_down

1430.985 0.315 0.244 0.008% 99.424% QuantizedBatchNormWithGlobalNormalization mixed_8/tower_1/conv_3/batchnorm_eightbit_quantized_batch_norm

1553.082 0.245 0.224 0.008% 99.432% QuantizedConcat mixed_9/join_eightbit_quantized_concat

1395.688 0.202 0.224 0.008% 99.440% QuantizeDownAndShrinkRange mixed_8/tower_1/conv_1/Conv2D_eightbit_quantize_down

1531.102 0.764 0.221 0.008% 99.447% QuantizeDownAndShrinkRange mixed_9/tower_1/mixed/conv_1/batchnorm_eightbit_quantize_down

1447.650 0.192 0.218 0.008% 99.455% QuantizeDownAndShrinkRange mixed_9/conv/batchnorm_eightbit_quantize_down

1455.264 2.639 0.217 0.008% 99.462% QuantizeDownAndShrinkRange mixed_9/tower_2/conv/batchnorm_eightbit_quantize_down

1327.362 0.186 0.209 0.007% 99.470% QuantizeDownAndShrinkRange mixed_7/tower_1/conv_3/Conv2D_eightbit_quantize_down

1396.867 0.213 0.208 0.007% 99.477% QuantizeDownAndShrinkRange mixed_8/tower_1/conv_1/batchnorm_eightbit_quantize_down

1210.073 0.213 0.208 0.007% 99.484% QuantizeDownAndShrinkRange mixed_6/tower_1/conv_4/batchnorm_eightbit_quantize_down

1352.322 0.222 0.207 0.007% 99.491% QuantizeDownAndShrinkRange mixed_7/tower_1/conv_4/batchnorm_eightbit_quantize_down

1670.479 0.166 0.204 0.007% 99.498% QuantizedConcat mixed_10/join_eightbit_quantized_concat

1351.148 0.212 0.203 0.007% 99.505% QuantizeDownAndShrinkRange mixed_7/tower_1/conv_4/Conv2D_eightbit_quantize_down

1418.237 0.240 0.202 0.007% 99.512% QuantizeDownAndShrinkRange mixed_8/tower_1/conv_2/batchnorm_eightbit_quantize_down

1416.688 0.233 0.201 0.007% 99.519% QuantizeDownAndShrinkRange mixed_8/tower_1/conv_2/Conv2D_eightbit_quantize_down

1328.509 0.196 0.200 0.007% 99.526% QuantizeDownAndShrinkRange mixed_7/tower_1/conv_3/batchnorm_eightbit_quantize_down

985.531 0.208 0.199 0.007% 99.533% QuantizeDownAndShrinkRange mixed_4/tower_1/conv_4/batchnorm_eightbit_quantize_down

1089.804 0.203 0.198 0.007% 99.540% QuantizeDownAndShrinkRange mixed_5/tower_1/conv_4/batchnorm_eightbit_quantize_down

1371.173 0.220 0.198 0.007% 99.547% QuantizeDownAndShrinkRange mixed_8/tower_1/conv/Conv2D_eightbit_quantize_down

1208.909 0.198 0.197 0.007% 99.554% QuantizeDownAndShrinkRange mixed_6/tower_1/conv_4/Conv2D_eightbit_quantize_down

1088.632 0.213 0.197 0.007% 99.561% QuantizeDownAndShrinkRange mixed_5/tower_1/conv_4/Conv2D_eightbit_quantize_down

984.358 0.206 0.197 0.007% 99.567% QuantizeDownAndShrinkRange mixed_4/tower_1/conv_4/Conv2D_eightbit_quantize_down

1479.039 0.118 0.196 0.007% 99.574% QuantizeDownAndShrinkRange mixed_9/tower/mixed/conv/Conv2D_eightbit_quantize_down

1191.435 0.170 0.193 0.007% 99.581% QuantizeDownAndShrinkRange mixed_6/tower_1/conv_3/batchnorm_eightbit_quantize_down

314.482 0.231 0.191 0.007% 99.588% QuantizedRelu conv_2_eightbit_quantized

1446.973 0.111 0.185 0.006% 99.594% QuantizeDownAndShrinkRange mixed_9/conv/Conv2D_eightbit_quantize_down

1177.287 0.185 0.183 0.006% 99.600% QuantizeDownAndShrinkRange mixed_6/tower_1/conv_2/batchnorm_eightbit_quantize_down

971.691 0.145 0.183 0.006% 99.607% QuantizeDownAndShrinkRange mixed_4/tower_1/conv_3/batchnorm_eightbit_quantize_down

907.896 0.164 0.182 0.006% 99.613% QuantizedConcat mixed_3/join_eightbit_quantized_concat

963.472 0.148 0.173 0.006% 99.619% QuantizeDownAndShrinkRange mixed_4/tower_1/conv_2/batchnorm_eightbit_quantize_down

1072.144 0.170 0.171 0.006% 99.625% QuantizeDownAndShrinkRange mixed_5/tower_1/conv_3/Conv2D_eightbit_quantize_down

1463.126 0.144 0.163 0.006% 99.631% QuantizeDownAndShrinkRange mixed_9/tower_1/conv/Conv2D_eightbit_quantize_down

1594.407 0.135 0.159 0.006% 99.636% QuantizeDownAndShrinkRange mixed_10/tower_1/conv/batchnorm_eightbit_quantize_down

1589.488 0.123 0.157 0.005% 99.642% QuantizeDownAndShrinkRange mixed_10/tower_2/conv/Conv2D_eightbit_quantize_down

1598.640 0.151 0.154 0.005% 99.647% QuantizeDownAndShrinkRange mixed_10/conv/batchnorm_eightbit_quantize_down

1599.293 0.129 0.154 0.005% 99.652% QuantizeDownAndShrinkRange mixed_10/tower/conv/Conv2D_eightbit_quantize_down

970.913 0.132 0.149 0.005% 99.658% QuantizeDownAndShrinkRange mixed_4/tower_1/conv_3/Conv2D_eightbit_quantize_down

54.775 0.173 0.149 0.005% 99.663% QuantizedRelu conv_eightbit_quantized

1512.964 0.138 0.143 0.005% 99.668% QuantizeDownAndShrinkRange mixed_9/tower_1/conv_1/Conv2D_eightbit_quantize_down

1629.432 0.145 0.140 0.005% 99.673% QuantizeDownAndShrinkRange mixed_10/tower/mixed/conv_1/Conv2D_eightbit_quantize_down

572.257 0.153 0.139 0.005% 99.677% QuantizedRelu conv_4_eightbit_quantized

1480.376 0.151 0.138 0.005% 99.682% QuantizeDownAndShrinkRange mixed_9/tower/mixed/conv_1/Conv2D_eightbit_quantize_down

1669.608 0.138 0.136 0.005% 99.687% QuantizeDownAndShrinkRange mixed_10/tower_1/mixed/conv/Conv2D_eightbit_quantize_down

1670.210 0.172 0.135 0.005% 99.692% QuantizeDownAndShrinkRange mixed_10/tower_1/mixed/conv/batchnorm_eightbit_quantize_down

1646.075 0.110 0.135 0.005% 99.696% QuantizeDownAndShrinkRange mixed_10/tower_1/conv_1/Conv2D_eightbit_quantize_down

1625.831 0.150 0.133 0.005% 99.701% QuantizeDownAndShrinkRange mixed_10/tower/mixed/conv/Conv2D_eightbit_quantize_down

1481.185 0.129 0.133 0.005% 99.705% QuantizeDownAndShrinkRange mixed_9/tower/mixed/conv_1/batchnorm_eightbit_quantize_down

1552.297 0.190 0.132 0.005% 99.710% QuantizeDownAndShrinkRange mixed_9/tower_1/mixed/conv/Conv2D_eightbit_quantize_down

1530.315 0.165 0.130 0.005% 99.715% QuantizeDownAndShrinkRange mixed_9/tower_1/mixed/conv_1/Conv2D_eightbit_quantize_down

1670.345 0.109 0.128 0.004% 99.719% QuantizeDownAndShrinkRange mixed_10/tower_1/mixed/conv_1/batchnorm_eightbit_quantize_down

153.046 0.140 0.128 0.004% 99.723% QuantizedRelu conv_1_eightbit_quantized

1626.428 0.112 0.128 0.004% 99.728% QuantizeDownAndShrinkRange mixed_10/tower/mixed/conv/batchnorm_eightbit_quantize_down

1450.098 0.124 0.128 0.004% 99.732% QuantizeDownAndShrinkRange mixed_9/tower/conv/Conv2D_eightbit_quantize_down

1630.082 0.111 0.127 0.004% 99.737% QuantizeDownAndShrinkRange mixed_10/tower/mixed/conv_1/batchnorm_eightbit_quantize_down

1669.735 0.129 0.127 0.004% 99.741% QuantizeDownAndShrinkRange mixed_10/tower_1/mixed/conv_1/Conv2D_eightbit_quantize_down

904.558 0.141 0.126 0.004% 99.746% QuantizeDownAndShrinkRange mixed_3/tower/conv_2/batchnorm_eightbit_quantize_down

1600.024 0.116 0.126 0.004% 99.750% QuantizeDownAndShrinkRange mixed_10/tower/conv/batchnorm_eightbit_quantize_down

1646.592 0.124 0.126 0.004% 99.754% QuantizeDownAndShrinkRange mixed_10/tower_1/conv_1/batchnorm_eightbit_quantize_down

903.675 0.123 0.125 0.004% 99.759% QuantizeDownAndShrinkRange mixed_3/tower/conv_2/Conv2D_eightbit_quantize_down

1513.729 0.164 0.124 0.004% 99.763% QuantizeDownAndShrinkRange mixed_9/tower_1/conv_1/batchnorm_eightbit_quantize_down

1479.588 0.145 0.124 0.004% 99.767% QuantizeDownAndShrinkRange mixed_9/tower/mixed/conv/batchnorm_eightbit_quantize_down

1552.898 0.161 0.123 0.004% 99.771% QuantizeDownAndShrinkRange mixed_9/tower_1/mixed/conv/batchnorm_eightbit_quantize_down

1450.669 0.106 0.122 0.004% 99.776% QuantizeDownAndShrinkRange mixed_9/tower/conv/batchnorm_eightbit_quantize_down

348.332 0.135 0.118 0.004% 99.780% QuantizedRelu conv_3_eightbit_quantized

599.414 0.090 0.091 0.003% 99.783% QuantizedRelu mixed/conv_eightbit_quantized

628.234 0.086 0.089 0.003% 99.786% QuantizedRelu mixed/tower_1/conv_1_eightbit_quantized

5.808 0.225 0.084 0.003% 99.789% Max conv/Conv2D_eightbit_max_Mul

896.518 0.134 0.083 0.003% 99.792% QuantizedRelu mixed_3/tower/conv_1_eightbit_quantized

1430.886 0.095 0.081 0.003% 99.795% QuantizeDownAndShrinkRange mixed_8/tower_1/conv_3/Conv2D_eightbit_quantize_down

654.430 0.079 0.080 0.003% 99.797% QuantizedRelu mixed/tower_1/conv_2_eightbit_quantized

798.525 0.064 0.080 0.003% 99.800% QuantizedRelu mixed_2/tower_1/conv_1_eightbit_quantized

5.848 0.383 0.079 0.003% 99.803% Min conv/Conv2D_eightbit_min_Mul

849.317 0.081 0.079 0.003% 99.806% QuantizedRelu mixed_3/tower/conv_eightbit_quantized

589.438 0.067 0.079 0.003% 99.808% QuantizedRelu mixed/tower_1/conv_eightbit_quantized

1431.410 0.125 0.078 0.003% 99.811% QuantizedConcat mixed_8/join_eightbit_quantized_concat

1431.305 0.078 0.078 0.003% 99.814% QuantizeDownAndShrinkRange mixed_8/tower_1/conv_3/batchnorm_eightbit_quantize_down

710.609 0.070 0.078 0.003% 99.817% QuantizedRelu mixed_1/tower_1/conv_1_eightbit_quantized

627.572 0.046 0.078 0.003% 99.819% QuantizedRelu mixed/tower/conv_1_eightbit_quantized

769.994 0.082 0.076 0.003% 99.822% QuantizedRelu mixed_2/conv_eightbit_quantized

796.418 0.045 0.074 0.003% 99.825% QuantizedRelu mixed_2/tower/conv_1_eightbit_quantized

682.652 0.104 0.074 0.003% 99.827% QuantizedRelu mixed_1/tower_1/conv_eightbit_quantized

784.800 0.080 0.073 0.003% 99.830% QuantizedRelu mixed_2/tower_2/conv_eightbit_quantized

707.766 0.046 0.073 0.003% 99.832% QuantizedRelu mixed_1/tower/conv_1_eightbit_quantized

757.177 0.045 0.072 0.003% 99.835% QuantizedRelu mixed_2/tower_1/conv_eightbit_quantized

824.352 0.066 0.072 0.002% 99.837% QuantizedRelu mixed_2/tower_1/conv_2_eightbit_quantized

742.570 0.068 0.070 0.002% 99.840% QuantizedRelu mixed_1/tower_1/conv_2_eightbit_quantized

907.830 0.063 0.069 0.002% 99.842% QuantizedRelu mixed_3/conv_eightbit_quantized

673.812 0.079 0.069 0.002% 99.844% QuantizedRelu mixed_1/conv_eightbit_quantized

588.811 0.069 0.062 0.002% 99.847% QuantizedRelu mixed/tower/conv_eightbit_quantized

939.612 0.064 0.061 0.002% 99.849% QuantizedRelu mixed_4/conv_eightbit_quantized

1134.276 0.065 0.058 0.002% 99.851% QuantizedRelu mixed_6/conv_eightbit_quantized

1017.581 0.065 0.058 0.002% 99.853% QuantizedRelu mixed_5/tower_2/conv_eightbit_quantized

1016.566 0.061 0.058 0.002% 99.855% QuantizedRelu mixed_5/conv_eightbit_quantized

672.675 0.036 0.057 0.002% 99.857% QuantizedRelu mixed_1/tower/conv_eightbit_quantized

951.059 0.068 0.057 0.002% 99.859% QuantizedRelu mixed_4/tower_2/conv_eightbit_quantized

1243.589 0.067 0.057 0.002% 99.861% QuantizedRelu mixed_7/conv_eightbit_quantized

1246.866 0.066 0.056 0.002% 99.863% QuantizedRelu mixed_7/tower_2/conv_eightbit_quantized

1133.490 0.059 0.054 0.002% 99.864% QuantizedRelu mixed_6/tower_2/conv_eightbit_quantized

1168.023 0.034 0.053 0.002% 99.866% QuantizedRelu mixed_6/tower/conv_2_eightbit_quantized

1303.269 0.060 0.052 0.002% 99.868% QuantizedRelu mixed_7/tower/conv_2_eightbit_quantized

1249.895 0.061 0.051 0.002% 99.870% QuantizedRelu mixed_7/tower_1/conv_eightbit_quantized

969.648 0.065 0.051 0.002% 99.872% QuantizedRelu mixed_4/tower/conv_2_eightbit_quantized

1289.918 0.061 0.050 0.002% 99.873% QuantizedRelu mixed_7/tower_1/conv_1_eightbit_quantized

757.059 0.041 0.050 0.002% 99.875% QuantizedRelu mixed_2/tower/conv_eightbit_quantized

1246.313 0.033 0.049 0.002% 99.877% QuantizedRelu mixed_7/tower/conv_eightbit_quantized

1071.647 0.034 0.049 0.002% 99.878% QuantizedRelu mixed_5/tower/conv_2_eightbit_quantized

1371.432 0.033 0.049 0.002% 99.880% QuantizedRelu mixed_8/tower/conv_eightbit_quantized

587.936 0.042 0.048 0.002% 99.882% QuantizedRelu mixed/tower_2/conv_eightbit_quantized

1015.851 0.053 0.047 0.002% 99.883% QuantizedRelu mixed_5/tower_1/conv_eightbit_quantized

1017.831 0.054 0.047 0.002% 99.885% QuantizedRelu mixed_5/tower/conv_eightbit_quantized

1043.385 0.044 0.045 0.002% 99.887% QuantizedRelu mixed_5/tower/conv_1_eightbit_quantized

1276.223 0.034 0.044 0.002% 99.888% QuantizedRelu mixed_7/tower/conv_1_eightbit_quantized

1149.669 0.050 0.044 0.002% 99.890% QuantizedRelu mixed_6/tower/conv_1_eightbit_quantized

1372.566 0.033 0.043 0.001% 99.891% QuantizedRelu mixed_8/tower_1/conv_eightbit_quantized

1135.923 0.057 0.043 0.001% 99.893% QuantizedRelu mixed_6/tower_1/conv_eightbit_quantized

1397.084 0.033 0.043 0.001% 99.894% QuantizedRelu mixed_8/tower_1/conv_1_eightbit_quantized

1308.938 0.038 0.043 0.001% 99.896% QuantizedRelu mixed_7/tower_1/conv_2_eightbit_quantized

1037.374 0.029 0.041 0.001% 99.897% QuantizedRelu mixed_5/tower_1/conv_1_eightbit_quantized

1128.507 0.049 0.041 0.001% 99.899% QuantizedRelu mixed_6/tower/conv_eightbit_quantized

1158.836 0.029 0.041 0.001% 99.900% QuantizedRelu mixed_6/tower_1/conv_1_eightbit_quantized

1060.278 0.052 0.040 0.001% 99.901% QuantizedRelu mixed_5/tower_1/conv_2_eightbit_quantized

1352.549 0.036 0.040 0.001% 99.903% QuantizedRelu mixed_7/tower_1/conv_4_eightbit_quantized

1090.010 0.034 0.040 0.001% 99.904% QuantizedRelu mixed_5/tower_1/conv_4_eightbit_quantized

1328.708 0.034 0.039 0.001% 99.906% QuantizedRelu mixed_7/tower_1/conv_3_eightbit_quantized

1418.481 0.061 0.039 0.001% 99.907% QuantizedRelu mixed_8/tower_1/conv_2_eightbit_quantized

1210.292 0.056 0.038 0.001% 99.908% QuantizedRelu mixed_6/tower_1/conv_4_eightbit_quantized

930.366 0.039 0.037 0.001% 99.910% QuantizedRelu mixed_4/tower_1/conv_eightbit_quantized

952.447 0.026 0.037 0.001% 99.911% QuantizedRelu mixed_4/tower/conv_1_eightbit_quantized

1177.475 0.028 0.037 0.001% 99.912% QuantizedRelu mixed_6/tower_1/conv_2_eightbit_quantized

941.097 0.025 0.036 0.001% 99.913% QuantizedRelu mixed_4/tower/conv_eightbit_quantized

985.741 0.035 0.035 0.001% 99.915% QuantizedRelu mixed_4/tower_1/conv_4_eightbit_quantized

1191.607 0.029 0.034 0.001% 99.916% QuantizedRelu mixed_6/tower_1/conv_3_eightbit_quantized

946.550 0.038 0.034 0.001% 99.917% QuantizedRelu mixed_4/tower_1/conv_1_eightbit_quantized

1073.295 0.028 0.033 0.001% 99.918% QuantizedRelu mixed_5/tower_1/conv_3_eightbit_quantized

1689.900 0.028 0.033 0.001% 99.919% QuantizedBiasAdd softmax/logits_eightbit_quantized_bias_add

1689.945 0.028 0.033 0.001% 99.920% Softmax softmax

963.624 0.025 0.032 0.001% 99.921% QuantizedRelu mixed_4/tower_1/conv_2_eightbit_quantized

1630.197 0.038 0.030 0.001% 99.922% QuantizedRelu mixed_10/tower/mixed/conv_1_eightbit_quantized

1464.160 0.032 0.029 0.001% 99.924% QuantizedRelu mixed_9/tower_1/conv_eightbit_quantized

1594.545 0.035 0.028 0.001% 99.924% QuantizedRelu mixed_10/tower_1/conv_eightbit_quantized

971.838 0.025 0.027 0.001% 99.925% QuantizedRelu mixed_4/tower_1/conv_3_eightbit_quantized

1689.985 0.026 0.026 0.001% 99.926% _SINK

1670.385 0.018 0.026 0.001% 99.927% QuantizedRelu mixed_10/tower_1/mixed/conv_eightbit_quantized

904.702 0.037 0.025 0.001% 99.928% QuantizedRelu mixed_3/tower/conv_2_eightbit_quantized

1598.794 0.017 0.025 0.001% 99.929% QuantizedRelu mixed_10/conv_eightbit_quantized

1626.543 0.019 0.025 0.001% 99.930% QuantizedRelu mixed_10/tower/mixed/conv_eightbit_quantized

1553.062 0.017 0.024 0.001% 99.931% QuantizedRelu mixed_9/tower_1/mixed/conv_eightbit_quantized

1481.317 0.030 0.024 0.001% 99.932% QuantizedRelu mixed_9/tower/mixed/conv_1_eightbit_quantized

1479.735 0.018 0.024 0.001% 99.932% QuantizedRelu mixed_9/tower/mixed/conv_eightbit_quantized

1600.144 0.037 0.024 0.001% 99.933% QuantizedRelu mixed_10/tower/conv_eightbit_quantized

1447.845 0.031 0.024 0.001% 99.934% QuantizedRelu mixed_9/conv_eightbit_quantized

1392.212 0.016 0.024 0.001% 99.935% QuantizedRelu mixed_8/tower/conv_1_eightbit_quantized

1450.780 0.020 0.024 0.001% 99.936% QuantizedRelu mixed_9/tower/conv_eightbit_quantized

1670.458 0.018 0.024 0.001% 99.937% QuantizedRelu mixed_10/tower_1/mixed/conv_1_eightbit_quantized

1531.870 0.028 0.023 0.001% 99.937% QuantizedRelu mixed_9/tower_1/mixed/conv_1_eightbit_quantized

1513.897 0.029 0.022 0.001% 99.938% QuantizedRelu mixed_9/tower_1/conv_1_eightbit_quantized

1646.719 0.017 0.022 0.001% 99.939% QuantizedRelu mixed_10/tower_1/conv_1_eightbit_quantized

4.674 0.033 0.022 0.001% 99.940% Const mixed_9/tower_2/conv/batchnorm/gamma_min

4.709 0.024 0.018 0.001% 99.940% Const mixed_9/tower_2/conv/batchnorm/gamma_max

1589.931 0.012 0.018 0.001% 99.941% QuantizedRelu mixed_10/tower_2/conv_eightbit_quantized

1457.907 0.014 0.017 0.001% 99.941% QuantizedRelu mixed_9/tower_2/conv_eightbit_quantized

1670.970 0.012 0.017 0.001% 99.942% QuantizeV2 softmax/logits/MatMul_eightbit_quantize_pool_3/_reshape

1431.387 0.020 0.015 0.001% 99.943% QuantizedRelu mixed_8/tower_1/conv_3_eightbit_quantized

1689.888 0.010 0.013 0.000% 99.943% QuantizeDownAndShrinkRange softmax/logits/MatMul_eightbit_quantize_down

1670.939 0.009 0.011 0.000% 99.943% Dequantize pool_3

4.656 0.016 0.010 0.000% 99.944% Const mixed_9/tower_2/conv/batchnorm/gamma_quint8_const

1689.930 0.007 0.009 0.000% 99.944% QuantizeDownAndShrinkRange softmax/logits_eightbit_quantize_down

0.247 0.013 0.009 0.000% 99.944% Const mixed_10/join/concat_dim

1689.938 0.006 0.007 0.000% 99.945% Dequantize softmax/logits

0.441 0.008 0.007 0.000% 99.945% Const conv_2/batchnorm/gamma_quint8_const

1670.959 0.005 0.007 0.000% 99.945% Max softmax/logits/MatMul_eightbit_max_pool_3/_reshape

1670.966 0.003 0.005 0.000% 99.945% Min softmax/logits/MatMul_eightbit_min_pool_3/_reshape

2.727 0.014 0.005 0.000% 99.945% Const mixed_5/tower/conv/batchnorm/gamma_quint8_const

0.895 0.005 0.004 0.000% 99.945% Const mixed/tower_1/conv_1/batchnorm/gamma_quint8_const

4.852 0.010 0.004 0.000% 99.946% Const mixed_10/tower/conv/batchnorm/gamma_quint8_const

5.789 0.006 0.003 0.000% 99.946% Reshape conv/Conv2D_eightbit_reshape_Mul

1670.949 0.003 0.003 0.000% 99.946% Reshape pool_3/_reshape

2.164 0.007 0.003 0.000% 99.946% Const mixed_4/tower/conv/batchnorm/gamma_quint8_const

1670.954 0.002 0.003 0.000% 99.946% Reshape softmax/logits/MatMul_eightbit_reshape_pool_3/_reshape

4.225 0.003 0.002 0.000% 99.946% Const mixed_7/tower_2/conv/conv2d_params_quint8_const

0.265 0.004 0.002 0.000% 99.946% Const conv/conv2d_params_quint8_const

1.023 0.007 0.002 0.000% 99.946% Const mixed_1/conv/conv2d_params_quint8_const

0.324 0.003 0.002 0.000% 99.946% Const conv/batchnorm/gamma_quint8_const

0.664 0.005 0.002 0.000% 99.946% Const mixed/tower/conv/batchnorm/gamma_quint8_const

2.054 0.003 0.002 0.000% 99.946% Const mixed_4/conv/conv2d_params_quint8_const

1.136 0.005 0.002 0.000% 99.947% Const mixed_1/tower/conv/batchnorm/beta_quint8_const

4.734 0.004 0.002 0.000% 99.947% Const mixed_10/conv/conv2d_params_quint8_const

0.282 0.003 0.002 0.000% 99.947% Const conv/batchnorm/moving_mean_quint8_const

4.442 0.003 0.002 0.000% 99.947% Const mixed_8/tower_1/conv_1/conv2d_params_quint8_const

2.971 0.004 0.002 0.000% 99.947% Const mixed_5/tower_1/conv_2/conv2d_params_quint8_const

5.310 0.004 0.002 0.000% 99.947% Const softmax/logits/MatMul_eightbit_reduction_dims

5.227 0.003 0.002 0.000% 99.947% Const mixed_10/tower_2/conv/conv2d_params_quint8_const

0.836 0.006 0.002 0.000% 99.947% Const mixed/tower_1/conv_1/conv2d_params_quint8_const

0.592 0.003 0.002 0.000% 99.947% Const mixed/conv/batchnorm/moving_variance_min

4.791 0.003 0.002 0.000% 99.947% Const mixed_10/conv/batchnorm/gamma_quint8_const

1.536 0.003 0.002 0.000% 99.947% Const mixed_2/tower/conv_1/conv2d_params_quint8_const

1.853 0.028 0.002 0.000% 99.947% Const mixed_3/conv/batchnorm/beta_max

3.844 0.005 0.002 0.000% 99.947% Const mixed_7/tower/conv_1/conv2d_params_quint8_const

1.720 0.002 0.002 0.000% 99.947% Const mixed_2/tower_1/conv_2/batchnorm/moving_mean_max

0.559 0.003 0.002 0.000% 99.947% Const mixed/conv/conv2d_params_quint8_const

3.300 0.003 0.002 0.000% 99.948% Const mixed_6/tower/conv_1/conv2d_params_quint8_const

3.193 0.002 0.002 0.000% 99.948% Const mixed_6/conv/conv2d_params_quint8_const

1.205 0.003 0.002 0.000% 99.948% Const mixed_1/tower_1/conv/conv2d_params_quint8_const

0.329 0.004 0.002 0.000% 99.948% Const conv_1/conv2d_params_quint8_const

4.277 0.006 0.002 0.000% 99.948% Const mixed_8/tower/conv/conv2d_params_quint8_const

3.683 0.003 0.002 0.000% 99.948% Const mixed_6/tower_2/conv/conv2d_params_quint8_const

3.352 0.007 0.002 0.000% 99.948% Const mixed_6/tower/conv_2/conv2d_params_quint8_const

2.336 0.005 0.002 0.000% 99.948% Const mixed_4/tower_1/conv_1/conv2d_params_quint8_const

1.643 0.003 0.002 0.000% 99.948% Const mixed_2/tower_1/conv_1/conv2d_params_quint8_const

3.789 0.005 0.002 0.000% 99.948% Const mixed_7/tower/conv/conv2d_params_quint8_const

1.994 0.004 0.002 0.000% 99.948% Const mixed_3/tower/conv_2/conv2d_params_quint8_const

1.424 0.003 0.002 0.000% 99.948% Const mixed_2/conv/conv2d_params_quint8_const

0.451 0.003 0.002 0.000% 99.948% Const conv_3/conv2d_params_quint8_const

0.310 0.003 0.002 0.000% 99.948% Const conv/batchnorm/beta_quint8_const

5.335 0.006 0.002 0.000% 99.948% Const mixed_9/tower/conv/conv2d_params_quint8_const

5.102 0.007 0.002 0.000% 99.948% Const mixed_10/tower_1/mixed/conv/conv2d_params_quint8_const

4.796 0.006 0.002 0.000% 99.949% Const mixed_10/tower/conv/conv2d_params_quint8_const

4.133 0.003 0.002 0.000% 99.949% Const mixed_7/tower_1/conv_3/batchnorm/moving_mean_min

2.395 0.003 0.002 0.000% 99.949% Const mixed_4/tower_1/conv_2/conv2d_params_quint8_const

1.190 0.006 0.002 0.000% 99.949% Const mixed_1/tower/conv_1/batchnorm/beta_quint8_const

0.506 0.004 0.002 0.000% 99.949% Const conv_4/conv2d_params_quint8_const

0.388 0.003 0.002 0.000% 99.949% Const conv_2/conv2d_params_quint8_const

3.737 0.002 0.002 0.000% 99.949% Const mixed_7/conv/conv2d_params_quint8_const

3.463 0.002 0.002 0.000% 99.949% Const mixed_6/tower_1/conv_1/conv2d_params_quint8_const

1.883 0.003 0.002 0.000% 99.949% Const mixed_3/tower/conv/conv2d_params_quint8_const

0.920 0.004 0.002 0.000% 99.949% Const mixed/tower_1/conv_2/batchnorm/moving_mean_quint8_const

5.392 0.006 0.002 0.000% 99.949% Const mixed_9/tower/mixed/conv/conv2d_params_quint8_const

5.165 0.005 0.002 0.000% 99.949% Const mixed_10/tower_1/mixed/conv_1/conv2d_params_quint8_const

4.986 0.005 0.002 0.000% 99.949% Const mixed_10/tower_1/conv/conv2d_params_quint8_const

4.603 0.003 0.002 0.000% 99.949% Const mixed_9/conv/conv2d_params_quint8_const

3.629 0.003 0.002 0.000% 99.949% Const mixed_6/tower_1/conv_4/conv2d_params_quint8_const

3.517 0.004 0.002 0.000% 99.949% Const mixed_6/tower_1/conv_2/conv2d_params_quint8_const

2.805 0.003 0.002 0.000% 99.950% Const mixed_5/tower/conv_2/conv2d_params_quint8_const

2.621 0.003 0.002 0.000% 99.950% Const mixed_5/conv/conv2d_params_quint8_const

1.261 0.002 0.002 0.000% 99.950% Const mixed_1/tower_1/conv_1/conv2d_params_quint8_const

1.220 0.002 0.002 0.000% 99.950% Const mixed_1/tower_1/conv/batchnorm/moving_mean_quint8_const

0.691 0.005 0.002 0.000% 99.950% Const mixed/tower/conv_1/batchnorm/moving_mean_quint8_const

4.930 0.005 0.002 0.000% 99.950% Const mixed_10/tower/mixed/conv_1/conv2d_params_quint8_const

4.870 0.004 0.002 0.000% 99.950% Const mixed_10/tower/mixed/conv/conv2d_params_quint8_const

2.857 0.010 0.002 0.000% 99.950% Const mixed_5/tower_1/conv/conv2d_params_quint8_const

0.968 0.003 0.002 0.000% 99.950% Const mixed/tower_2/conv/conv2d_params_quint8_const

0.902 0.006 0.002 0.000% 99.950% Const mixed/tower_1/conv_2/conv2d_params_quint8_const

0.489 0.003 0.002 0.000% 99.950% Const conv_3/batchnorm/beta_quint8_const

0.425 0.003 0.002 0.000% 99.950% Const conv_2/batchnorm/moving_variance_max

0.402 0.003 0.002 0.000% 99.950% Const conv_2/batchnorm/moving_mean_quint8_const

4.549 0.003 0.002 0.000% 99.950% Const mixed_8/tower_1/conv_3/conv2d_params_quint8_const

4.115 0.003 0.002 0.000% 99.950% Const mixed_7/tower_1/conv_3/conv2d_params_quint8_const

4.062 0.003 0.002 0.000% 99.950% Const mixed_7/tower_1/conv_2/conv2d_params_quint8_const

3.084 0.003 0.002 0.000% 99.950% Const mixed_5/tower_1/conv_4/conv2d_params_quint8_const

2.676 0.003 0.002 0.000% 99.951% Const mixed_5/tower/conv/conv2d_params_quint8_const

2.282 0.007 0.002 0.000% 99.951% Const mixed_4/tower_1/conv/conv2d_params_quint8_const

1.817 0.003 0.002 0.000% 99.951% Const mixed_3/conv/batchnorm/moving_mean_quint8_const

1.749 0.005 0.002 0.000% 99.951% Const mixed_2/tower_2/conv/conv2d_params_quint8_const

1.694 0.005 0.002 0.000% 99.951% Const mixed_2/tower_1/conv_2/conv2d_params_quint8_const

1.082 0.006 0.002 0.000% 99.951% Const mixed_1/tower/conv/conv2d_params_quint8_const

0.851 0.003 0.002 0.000% 99.951% Const mixed/tower_1/conv_1/batchnorm/moving_mean_quint8_const

0.752 0.005 0.002 0.000% 99.951% Const mixed/tower_1/conv/conv2d_params_quint8_const

0.613 0.003 0.002 0.000% 99.951% Const mixed/tower/conv/conv2d_params_quint8_const

5.045 0.006 0.002 0.000% 99.951% Const mixed_10/tower_1/conv_1/conv2d_params_quint8_const

4.331 0.006 0.002 0.000% 99.951% Const mixed_8/tower/conv_1/conv2d_params_quint8_const

3.027 0.003 0.002 0.000% 99.951% Const mixed_5/tower_1/conv_3/conv2d_params_quint8_const

2.918 0.005 0.002 0.000% 99.951% Const mixed_5/tower_1/conv_1/conv2d_params_quint8_const

2.226 0.003 0.002 0.000% 99.951% Const mixed_4/tower/conv_2/conv2d_params_quint8_const

2.172 0.003 0.002 0.000% 99.951% Const mixed_4/tower/conv_1/conv2d_params_quint8_const

1.937 0.003 0.002 0.000% 99.951% Const mixed_3/tower/conv_1/conv2d_params_quint8_const

0.464 0.003 0.002 0.000% 99.951% Const conv_3/batchnorm/moving_mean_quint8_const

0.272 0.003 0.002 0.000% 99.952% Const conv/conv2d_params_min

5.525 0.003 0.002 0.000% 99.952% Const mixed_9/tower_1/conv/batchnorm/moving_mean_quint8_const

4.170 0.002 0.002 0.000% 99.952% Const mixed_7/tower_1/conv_4/conv2d_params_quint8_const

3.598 0.005 0.002 0.000% 99.952% Const mixed_6/tower_1/conv_3/batchnorm/moving_variance_quint8_const

3.571 0.003 0.002 0.000% 99.952% Const mixed_6/tower_1/conv_3/conv2d_params_quint8_const

3.408 0.005 0.002 0.000% 99.952% Const mixed_6/tower_1/conv/conv2d_params_quint8_const

3.246 0.003 0.002 0.000% 99.952% Const mixed_6/tower/conv/conv2d_params_quint8_const

2.816 0.007 0.002 0.000% 99.952% Const mixed_5/tower/conv_2/batchnorm/moving_mean_quint8_const

2.109 0.004 0.002 0.000% 99.952% Const mixed_4/tower/conv/conv2d_params_quint8_const

1.802 0.003 0.002 0.000% 99.952% Const mixed_3/conv/conv2d_params_quint8_const

1.370 0.003 0.002 0.000% 99.952% Const mixed_1/tower_2/conv/conv2d_params_quint8_const

1.051 0.003 0.002 0.000% 99.952% Const mixed_1/conv/batchnorm/moving_mean_max

5.680 0.003 0.002 0.000% 99.952% Const mixed_9/tower_1/mixed/conv_1/conv2d_params_quint8_const

5.623 0.004 0.002 0.000% 99.952% Const mixed_9/tower_1/mixed/conv/conv2d_params_quint8_const

5.509 0.004 0.002 0.000% 99.952% Const mixed_9/tower_1/conv/conv2d_params_quint8_const

5.449 0.003 0.002 0.000% 99.952% Const mixed_9/tower/mixed/conv_1/conv2d_params_quint8_const

3.954 0.003 0.002 0.000% 99.952% Const mixed_7/tower_1/conv/conv2d_params_quint8_const

2.508 0.003 0.002 0.000% 99.952% Const mixed_4/tower_1/conv_4/conv2d_params_quint8_const

2.449 0.003 0.002 0.000% 99.953% Const mixed_4/tower_1/conv_3/conv2d_params_quint8_const

1.287 0.005 0.002 0.000% 99.953% Const mixed_1/tower_1/conv_1/batchnorm/moving_variance_quint8_const

0.374 0.002 0.002 0.000% 99.953% Const conv_1/batchnorm/beta_quint8_const

5.566 0.003 0.002 0.000% 99.953% Const mixed_9/tower_1/conv_1/conv2d_params_quint8_const

5.123 0.003 0.002 0.000% 99.953% Const mixed_10/tower_1/mixed/conv/batchnorm/moving_mean_quint8_const

4.495 0.003 0.002 0.000% 99.953% Const mixed_8/tower_1/conv_2/conv2d_params_quint8_const

4.008 0.003 0.002 0.000% 99.953% Const mixed_7/tower_1/conv_1/conv2d_params_quint8_const

2.688 0.005 0.002 0.000% 99.953% Const mixed_5/tower/conv/batchnorm/moving_mean_quint8_const

2.562 0.003 0.002 0.000% 99.953% Const mixed_4/tower_2/conv/conv2d_params_quint8_const

2.346 0.003 0.002 0.000% 99.953% Const mixed_4/tower_1/conv_1/conv2d_params_max

2.066 0.005 0.002 0.000% 99.953% Const mixed_4/conv/batchnorm/moving_mean_quint8_const

0.711 0.004 0.002 0.000% 99.953% Const mixed/tower/conv_1/batchnorm/moving_variance_quint8_const

0.626 0.002 0.002 0.000% 99.953% Const mixed/tower/conv/batchnorm/moving_mean_quint8_const

0.319 0.003 0.002 0.000% 99.953% Const conv/batchnorm/beta_max

5.737 0.003 0.002 0.000% 99.953% Const mixed_9/tower_2/conv/conv2d_params_quint8_const

4.097 0.003 0.002 0.000% 99.953% Const mixed_7/tower_1/conv_2/batchnorm/moving_variance_max

3.748 0.006 0.002 0.000% 99.953% Const mixed_7/conv/batchnorm/moving_mean_quint8_const

3.113 0.003 0.002 0.000% 99.953% Const mixed_5/tower_1/conv_4/batchnorm/moving_variance_quint8_const

2.751 0.003 0.002 0.000% 99.954% Const mixed_5/tower/conv_1/conv2d_params_quint8_const

1.654 0.006 0.002 0.000% 99.954% Const mixed_2/tower_1/conv_1/batchnorm/moving_mean_quint8_const

1.315 0.003 0.002 0.000% 99.954% Const mixed_1/tower_1/conv_2/conv2d_params_quint8_const

1.164 0.003 0.002 0.000% 99.954% Const mixed_1/tower/conv_1/batchnorm/moving_mean_quint8_const

0.813 0.007 0.002 0.000% 99.954% Const mixed/tower_1/conv/batchnorm/moving_variance_max

0.588 0.003 0.002 0.000% 99.954% Const mixed/conv/batchnorm/moving_variance_quint8_const

0.532 0.003 0.002 0.000% 99.954% Const conv_4/batchnorm/moving_variance_quint8_const

0.477 0.003 0.002 0.000% 99.954% Const conv_3/batchnorm/moving_variance_quint8_const

5.350 0.003 0.002 0.000% 99.954% Const mixed_9/tower/conv/batchnorm/moving_mean_quint8_const

4.386 0.003 0.002 0.000% 99.954% Const mixed_8/tower_1/conv/conv2d_params_quint8_const

3.899 0.003 0.002 0.000% 99.954% Const mixed_7/tower/conv_2/conv2d_params_quint8_const

3.368 0.003 0.002 0.000% 99.954% Const mixed_6/tower/conv_2/batchnorm/moving_mean_quint8_const

2.143 0.002 0.002 0.000% 99.954% Const mixed_4/tower/conv/batchnorm/moving_variance_min

1.590 0.003 0.002 0.000% 99.954% Const mixed_2/tower_1/conv/conv2d_params_quint8_const

1.491 0.002 0.002 0.000% 99.954% Const mixed_2/tower/conv/batchnorm/moving_mean_quint8_const

1.436 0.005 0.002 0.000% 99.954% Const mixed_2/conv/batchnorm/moving_mean_quint8_const

0.980 0.006 0.002 0.000% 99.954% Const mixed/tower_2/conv/batchnorm/moving_mean_quint8_const

0.866 0.003 0.002 0.000% 99.954% Const mixed/tower_1/conv_1/batchnorm/moving_variance_quint8_const

0.416 0.003 0.002 0.000% 99.955% Const conv_2/batchnorm/moving_variance_quint8_const

0.305 0.003 0.002 0.000% 99.955% Const conv/batchnorm/moving_variance_max

5.289 0.007 0.002 0.000% 99.955% Const softmax/weights_quint8_const

4.945 0.003 0.002 0.000% 99.955% Const mixed_10/tower/mixed/conv_1/batchnorm/moving_mean_quint8_const

3.695 0.005 0.002 0.000% 99.955% Const mixed_6/tower_2/conv/batchnorm/moving_mean_quint8_const

3.258 0.005 0.002 0.000% 99.955% Const mixed_6/tower/conv/batchnorm/moving_mean_quint8_const

3.045 0.002 0.002 0.000% 99.955% Const mixed_5/tower_1/conv_3/batchnorm/moving_mean_quint8_const

2.194 0.003 0.002 0.000% 99.955% Const mixed_4/tower/conv_1/batchnorm/moving_mean_max

1.988 0.003 0.002 0.000% 99.955% Const mixed_3/tower/conv_1/batchnorm/beta_max

1.476 0.006 0.002 0.000% 99.955% Const mixed_2/tower/conv/conv2d_params_quint8_const

0.952 0.003 0.002 0.000% 99.955% Const mixed/tower_1/conv_2/batchnorm/beta_quint8_const

0.832 0.003 0.002 0.000% 99.955% Const mixed/tower_1/conv/batchnorm/beta_max

0.780 0.009 0.002 0.000% 99.955% Const mixed/tower_1/conv/batchnorm/moving_mean_min

0.772 0.005 0.002 0.000% 99.955% Const mixed/tower_1/conv/batchnorm/moving_mean_quint8_const

0.469 0.002 0.002 0.000% 99.955% Const conv_3/batchnorm/moving_mean_min

0.360 0.003 0.002 0.000% 99.955% Const conv_1/batchnorm/moving_variance_quint8_const

0.335 0.003 0.002 0.000% 99.955% Const conv_1/conv2d_params_min

5.486 0.002 0.002 0.000% 99.955% Const mixed_9/tower/mixed/conv_1/batchnorm/moving_variance_min

4.034 0.005 0.002 0.000% 99.955% Const mixed_7/tower_1/conv_1/batchnorm/moving_variance_quint8_const

3.803 0.003 0.002 0.000% 99.956% Const mixed_7/tower/conv/batchnorm/moving_mean_quint8_const

3.477 0.003 0.002 0.000% 99.956% Const mixed_6/tower_1/conv_1/batchnorm/moving_mean_quint8_const

3.139 0.003 0.002 0.000% 99.956% Const mixed_5/tower_2/conv/conv2d_params_quint8_const

2.836 0.002 0.002 0.000% 99.956% Const mixed_5/tower/conv_2/batchnorm/moving_variance_min

2.492 0.004 0.002 0.000% 99.956% Const mixed_4/tower_1/conv_3/batchnorm/beta_quint8_const

1.763 0.003 0.002 0.000% 99.956% Const mixed_2/tower_2/conv/batchnorm/moving_mean_quint8_const

1.341 0.003 0.002 0.000% 99.956% Const mixed_1/tower_1/conv_2/batchnorm/moving_variance_quint8_const

1.150 0.002 0.002 0.000% 99.956% Const mixed_1/tower/conv_1/conv2d_params_quint8_const

1.120 0.003 0.002 0.000% 99.956% Const mixed_1/tower/conv/batchnorm/moving_mean_max

0.823 0.003 0.002 0.000% 99.956% Const mixed/tower_1/conv/batchnorm/beta_quint8_const

0.651 0.003 0.002 0.000% 99.956% Const mixed/tower/conv/batchnorm/beta_quint8_const

0.519 0.003 0.002 0.000% 99.956% Const conv_4/batchnorm/moving_mean_quint8_const

0.502 0.003 0.002 0.000% 99.956% Const conv_3/batchnorm/gamma_quint8_const

0.456 0.003 0.002 0.000% 99.956% Const conv_3/conv2d_params_min

0.365 0.002 0.002 0.000% 99.956% Const conv_1/batchnorm/moving_variance_min

5.684 0.003 0.002 0.000% 99.956% Const mixed_9/tower_1/mixed/conv_1/conv2d_params_min

4.292 0.002 0.002 0.000% 99.956% Const mixed_8/tower/conv/batchnorm/moving_mean_quint8_const

4.238 0.002 0.002 0.000% 99.956% Const mixed_7/tower_2/conv/batchnorm/moving_mean_quint8_const

3.968 0.003 0.002 0.000% 99.956% Const mixed_7/tower_1/conv/batchnorm/moving_mean_quint8_const

3.832 0.003 0.002 0.000% 99.957% Const mixed_7/tower/conv/batchnorm/beta_quint8_const

3.586 0.003 0.002 0.000% 99.957% Const mixed_6/tower_1/conv_3/batchnorm/moving_mean_quint8_const

3.532 0.003 0.002 0.000% 99.957% Const mixed_6/tower_1/conv_2/batchnorm/moving_mean_quint8_const

3.423 0.002 0.002 0.000% 99.957% Const mixed_6/tower_1/conv/batchnorm/moving_mean_quint8_const

3.207 0.003 0.002 0.000% 99.957% Const mixed_6/conv/batchnorm/moving_mean_quint8_const

2.354 0.003 0.002 0.000% 99.957% Const mixed_4/tower_1/conv_1/batchnorm/moving_mean_min

2.160 0.002 0.002 0.000% 99.957% Const mixed_4/tower/conv/batchnorm/beta_max

1.668 0.003 0.002 0.000% 99.957% Const mixed_2/tower_1/conv_1/batchnorm/moving_variance_quint8_const

1.382 0.006 0.002 0.000% 99.957% Const mixed_1/tower_2/conv/batchnorm/moving_mean_quint8_const

1.209 0.005 0.002 0.000% 99.957% Const mixed_1/tower_1/conv/conv2d_params_min

1.179 0.002 0.002 0.000% 99.957% Const mixed_1/tower/conv_1/batchnorm/moving_variance_quint8_const

1.070 0.003 0.002 0.000% 99.957% Const mixed_1/conv/batchnorm/beta_quint8_const

0.991 0.003 0.002 0.000% 99.957% Const mixed/tower_2/conv/batchnorm/moving_mean_max

0.930 0.003 0.002 0.000% 99.957% Const mixed/tower_1/conv_2/batchnorm/moving_mean_max

0.799 0.004 0.002 0.000% 99.957% Const mixed/tower_1/conv/batchnorm/moving_variance_quint8_const

0.759 0.004 0.002 0.000% 99.957% Const mixed/tower_1/conv/conv2d_params_min

0.731 0.004 0.002 0.000% 99.957% Const mixed/tower/conv_1/batchnorm/beta_quint8_const

0.671 0.005 0.002 0.000% 99.957% Const mixed/tower/conv_1/conv2d_params_quint8_const

0.541 0.002 0.002 0.000% 99.957% Const conv_4/batchnorm/moving_variance_max

0.494 0.002 0.002 0.000% 99.958% Const conv_3/batchnorm/beta_min

0.346 0.003 0.002 0.000% 99.958% Const conv_1/batchnorm/moving_mean_quint8_const

5.306 0.003 0.001 0.000% 99.958% Const softmax/logits/MatMul_eightbit_reshape_dims

4.811 0.003 0.001 0.000% 99.958% Const mixed_10/tower/conv/batchnorm/moving_mean_quint8_const

3.616 0.008 0.001 0.000% 99.958% Const mixed_6/tower_1/conv_3/batchnorm/beta_min

3.612 0.002 0.001 0.000% 99.958% Const mixed_6/tower_1/conv_3/batchnorm/beta_quint8_const

3.503 0.005 0.001 0.000% 99.958% Const mixed_6/tower_1/conv_1/batchnorm/beta_quint8_const

2.059 0.002 0.001 0.000% 99.958% Const mixed_4/conv/conv2d_params_min

1.962 0.006 0.001 0.000% 99.958% Const mixed_3/tower/conv_1/batchnorm/moving_variance_quint8_const

1.330 0.003 0.001 0.000% 99.958% Const mixed_1/tower_1/conv_2/batchnorm/moving_mean_quint8_const

1.039 0.003 0.001 0.000% 99.958% Const mixed_1/conv/batchnorm/moving_mean_quint8_const

0.973 0.002 0.001 0.000% 99.958% Const mixed/tower_2/conv/conv2d_params_min

0.909 0.003 0.001 0.000% 99.958% Const mixed/tower_1/conv_2/conv2d_params_min

0.577 0.005 0.001 0.000% 99.958% Const mixed/conv/batchnorm/moving_mean_min

5.342 0.003 0.001 0.000% 99.958% Const mixed_9/tower/conv/conv2d_params_min

5.285 0.003 0.001 0.000% 99.958% Const pool_3/_reshape/shape

4.456 0.003 0.001 0.000% 99.958% Const mixed_8/tower_1/conv_1/batchnorm/moving_mean_quint8_const

3.914 0.003 0.001 0.000% 99.958% Const mixed_7/tower/conv_2/batchnorm/moving_mean_quint8_const

3.655 0.003 0.001 0.000% 99.958% Const mixed_6/tower_1/conv_4/batchnorm/moving_variance_quint8_const

3.644 0.002 0.001 0.000% 99.958% Const mixed_6/tower_1/conv_4/batchnorm/moving_mean_quint8_const

3.557 0.003 0.001 0.000% 99.959% Const mixed_6/tower_1/conv_2/batchnorm/beta_quint8_const

2.791 0.002 0.001 0.000% 99.959% Const mixed_5/tower/conv_1/batchnorm/beta_quint8_const

2.716 0.003 0.001 0.000% 99.959% Const mixed_5/tower/conv/batchnorm/beta_quint8_const

2.428 0.002 0.001 0.000% 99.959% Const mixed_4/tower_1/conv_2/batchnorm/moving_variance_min

2.271 0.003 0.001 0.000% 99.959% Const mixed_4/tower/conv_2/batchnorm/beta_quint8_const

2.241 0.004 0.001 0.000% 99.959% Const mixed_4/tower/conv_2/batchnorm/moving_mean_quint8_const

2.184 0.005 0.001 0.000% 99.959% Const mixed_4/tower/conv_1/batchnorm/moving_mean_quint8_const

2.153 0.003 0.001 0.000% 99.959% Const mixed_4/tower/conv/batchnorm/beta_quint8_const

1.825 0.005 0.001 0.000% 99.959% Const mixed_3/conv/batchnorm/moving_mean_max

1.602 0.005 0.001 0.000% 99.959% Const mixed_2/tower_1/conv/batchnorm/moving_mean_quint8_const

1.429 0.002 0.001 0.000% 99.959% Const mixed_2/conv/conv2d_params_min

1.378 0.003 0.001 0.000% 99.959% Const mixed_1/tower_2/conv/conv2d_params_max

1.275 0.003 0.001 0.000% 99.959% Const mixed_1/tower_1/conv_1/batchnorm/moving_mean_quint8_const

1.234 0.003 0.001 0.000% 99.959% Const mixed_1/tower_1/conv/batchnorm/moving_variance_quint8_const

1.097 0.003 0.001 0.000% 99.959% Const mixed_1/tower/conv/batchnorm/moving_mean_quint8_const

0.638 0.003 0.001 0.000% 99.959% Const mixed/tower/conv/batchnorm/moving_variance_quint8_const

0.596 0.003 0.001 0.000% 99.959% Const mixed/conv/batchnorm/moving_variance_max

0.545 0.002 0.001 0.000% 99.959% Const conv_4/batchnorm/beta_quint8_const

0.383 0.003 0.001 0.000% 99.959% Const conv_1/batchnorm/beta_max

5.365 0.003 0.001 0.000% 99.959% Const mixed_9/tower/conv/batchnorm/moving_variance_quint8_const

5.153 0.003 0.001 0.000% 99.960% Const mixed_10/tower_1/mixed/conv/batchnorm/beta_quint8_const

4.765 0.003 0.001 0.000% 99.960% Const mixed_10/conv/batchnorm/moving_variance_quint8_const

4.650 0.002 0.001 0.000% 99.960% Const mixed_9/tower_2/conv/batchnorm/beta_max

4.615 0.005 0.001 0.000% 99.960% Const mixed_9/conv/batchnorm/moving_mean_quint8_const

4.346 0.002 0.001 0.000% 99.960% Const mixed_8/tower/conv_1/batchnorm/moving_mean_quint8_const

4.266 0.003 0.001 0.000% 99.960% Const mixed_7/tower_2/conv/batchnorm/beta_quint8_const

4.129 0.003 0.001 0.000% 99.960% Const mixed_7/tower_1/conv_3/batchnorm/moving_mean_quint8_const

3.777 0.003 0.001 0.000% 99.960% Const mixed_7/conv/batchnorm/beta_quint8_const

3.448 0.006 0.001 0.000% 99.960% Const mixed_6/tower_1/conv/batchnorm/beta_quint8_const

3.341 0.002 0.001 0.000% 99.960% Const mixed_6/tower/conv_1/batchnorm/beta_quint8_const

2.987 0.003 0.001 0.000% 99.960% Const mixed_5/tower_1/conv_2/batchnorm/moving_mean_quint8_const

2.932 0.003 0.001 0.000% 99.960% Const mixed_5/tower_1/conv_1/batchnorm/moving_mean_quint8_const

2.764 0.003 0.001 0.000% 99.960% Const mixed_5/tower/conv_1/batchnorm/moving_mean_quint8_const

2.463 0.003 0.001 0.000% 99.960% Const mixed_4/tower_1/conv_3/batchnorm/moving_mean_quint8_const

2.424 0.003 0.001 0.000% 99.960% Const mixed_4/tower_1/conv_2/batchnorm/moving_variance_quint8_const

2.076 0.002 0.001 0.000% 99.960% Const mixed_4/conv/batchnorm/moving_mean_max

2.014 0.003 0.001 0.000% 99.960% Const mixed_3/tower/conv_2/batchnorm/moving_mean_quint8_const

1.976 0.002 0.001 0.000% 99.960% Const mixed_3/tower/conv_1/batchnorm/beta_quint8_const

1.842 0.006 0.001 0.000% 99.960% Const mixed_3/conv/batchnorm/beta_quint8_const

1.832 0.002 0.001 0.000% 99.960% Const mixed_3/conv/batchnorm/moving_variance_quint8_const

1.708 0.003 0.001 0.000% 99.961% Const mixed_2/tower_1/conv_2/batchnorm/moving_mean_quint8_const

1.450 0.002 0.001 0.000% 99.961% Const mixed_2/conv/batchnorm/moving_variance_quint8_const

1.363 0.006 0.001 0.000% 99.961% Const mixed_1/tower_1/conv_2/batchnorm/beta_max

1.324 0.005 0.001 0.000% 99.961% Const mixed_1/tower_1/conv_2/conv2d_params_max

1.251 0.004 0.001 0.000% 99.961% Const mixed_1/tower_1/conv/batchnorm/beta_min

1.154 0.005 0.001 0.000% 99.961% Const mixed_1/tower/conv_1/conv2d_params_min

1.011 0.003 0.001 0.000% 99.961% Const mixed/tower_2/conv/batchnorm/beta_quint8_const

0.939 0.008 0.001 0.000% 99.961% Const mixed/tower_1/conv_2/batchnorm/moving_variance_min

0.605 0.002 0.001 0.000% 99.961% Const mixed/conv/batchnorm/beta_min

0.473 0.002 0.001 0.000% 99.961% Const conv_3/batchnorm/moving_mean_max

0.407 0.002 0.001 0.000% 99.961% Const conv_2/batchnorm/moving_mean_min

0.296 0.003 0.001 0.000% 99.961% Const conv/batchnorm/moving_variance_quint8_const

5.583 0.002 0.001 0.000% 99.961% Const mixed_9/tower_1/conv_1/batchnorm/moving_mean_quint8_const

4.885 0.003 0.001 0.000% 99.961% Const mixed_10/tower/mixed/conv/batchnorm/moving_mean_quint8_const

4.825 0.003 0.001 0.000% 99.961% Const mixed_10/tower/conv/batchnorm/moving_variance_quint8_const

4.759 0.005 0.001 0.000% 99.961% Const mixed_10/conv/batchnorm/moving_mean_max

4.743 0.003 0.001 0.000% 99.961% Const mixed_10/conv/conv2d_params_min

4.589 0.002 0.001 0.000% 99.961% Const mixed_8/tower_1/conv_3/batchnorm/beta_quint8_const

4.563 0.003 0.001 0.000% 99.961% Const mixed_8/tower_1/conv_3/batchnorm/moving_mean_quint8_const

4.510 0.003 0.001 0.000% 99.961% Const mixed_8/tower_1/conv_2/batchnorm/moving_mean_quint8_const

4.417 0.003 0.001 0.000% 99.962% Const mixed_8/tower_1/conv/batchnorm/moving_variance_quint8_const

4.320 0.002 0.001 0.000% 99.962% Const mixed_8/tower/conv/batchnorm/beta_quint8_const

4.229 0.003 0.001 0.000% 99.962% Const mixed_7/tower_2/conv/conv2d_params_min

4.195 0.003 0.001 0.000% 99.962% Const mixed_7/tower_1/conv_4/batchnorm/moving_variance_quint8_const

4.076 0.003 0.001 0.000% 99.962% Const mixed_7/tower_1/conv_2/batchnorm/moving_mean_quint8_const

4.022 0.003 0.001 0.000% 99.962% Const mixed_7/tower_1/conv_1/batchnorm/moving_mean_quint8_const

3.940 0.005 0.001 0.000% 99.962% Const mixed_7/tower/conv_2/batchnorm/beta_quint8_const

3.872 0.003 0.001 0.000% 99.962% Const mixed_7/tower/conv_1/batchnorm/moving_variance_quint8_const

3.763 0.002 0.001 0.000% 99.962% Const mixed_7/conv/batchnorm/moving_variance_quint8_const

3.441 0.002 0.001 0.000% 99.962% Const mixed_6/tower_1/conv/batchnorm/moving_variance_min

3.360 0.003 0.001 0.000% 99.962% Const mixed_6/tower/conv_2/conv2d_params_min

3.165 0.005 0.001 0.000% 99.962% Const mixed_5/tower_2/conv/batchnorm/moving_variance_quint8_const

3.070 0.005 0.001 0.000% 99.962% Const mixed_5/tower_1/conv_3/batchnorm/beta_quint8_const

3.013 0.005 0.001 0.000% 99.962% Const mixed_5/tower_1/conv_2/batchnorm/beta_quint8_const

2.662 0.002 0.001 0.000% 99.962% Const mixed_5/conv/batchnorm/beta_quint8_const

2.567 0.002 0.001 0.000% 99.962% Const mixed_4/tower_2/conv/conv2d_params_min

2.523 0.002 0.001 0.000% 99.962% Const mixed_4/tower_1/conv_4/batchnorm/moving_mean_quint8_const

2.435 0.005 0.001 0.000% 99.962% Const mixed_4/tower_1/conv_2/batchnorm/beta_quint8_const

2.139 0.003 0.001 0.000% 99.962% Const mixed_4/tower/conv/batchnorm/moving_variance_quint8_const

1.923 0.002 0.001 0.000% 99.962% Const mixed_3/tower/conv/batchnorm/beta_quint8_const

1.912 0.002 0.001 0.000% 99.963% Const mixed_3/tower/conv/batchnorm/moving_variance_quint8_const

1.777 0.002 0.001 0.000% 99.963% Const mixed_2/tower_2/conv/batchnorm/moving_variance_quint8_const

1.576 0.003 0.001 0.000% 99.963% Const mixed_2/tower/conv_1/batchnorm/beta_quint8_const

1.305 0.005 0.001 0.000% 99.963% Const mixed_1/tower_1/conv_1/batchnorm/beta_min

1.297 0.003 0.001 0.000% 99.963% Const mixed_1/tower_1/conv_1/batchnorm/moving_variance_max

0.960 0.006 0.001 0.000% 99.963% Const mixed/tower_1/conv_2/batchnorm/beta_max

0.630 0.003 0.001 0.000% 99.963% Const mixed/tower/conv/batchnorm/moving_mean_min

0.429 0.003 0.001 0.000% 99.963% Const conv_2/batchnorm/beta_quint8_const

0.398 0.002 0.001 0.000% 99.963% Const conv_2/conv2d_params_max

0.340 0.003 0.001 0.000% 99.963% Const conv_1/conv2d_params_max

0.301 0.002 0.001 0.000% 99.963% Const conv/batchnorm/moving_variance_min

5.766 0.003 0.001 0.000% 99.963% Const mixed_9/tower_2/conv/batchnorm/moving_variance_quint8_const

5.750 0.006 0.001 0.000% 99.963% Const mixed_9/tower_2/conv/batchnorm/moving_mean_quint8_const

5.695 0.003 0.001 0.000% 99.963% Const mixed_9/tower_1/mixed/conv_1/batchnorm/moving_mean_quint8_const

5.594 0.006 0.001 0.000% 99.963% Const mixed_9/tower_1/conv_1/batchnorm/moving_variance_quint8_const

5.552 0.005 0.001 0.000% 99.963% Const mixed_9/tower_1/conv/batchnorm/beta_quint8_const

5.494 0.006 0.001 0.000% 99.963% Const mixed_9/tower/mixed/conv_1/batchnorm/beta_quint8_const

5.473 0.007 0.001 0.000% 99.963% Const mixed_9/tower/mixed/conv_1/batchnorm/moving_mean_max

5.408 0.002 0.001 0.000% 99.963% Const mixed_9/tower/mixed/conv/batchnorm/moving_mean_quint8_const

5.380 0.003 0.001 0.000% 99.963% Const mixed_9/tower/conv/batchnorm/beta_quint8_const

5.243 0.003 0.001 0.000% 99.964% Const mixed_10/tower_2/conv/batchnorm/moving_mean_quint8_const

5.034 0.002 0.001 0.000% 99.964% Const mixed_10/tower_1/conv/batchnorm/beta_min

4.902 0.002 0.001 0.000% 99.964% Const mixed_10/tower/mixed/conv/batchnorm/moving_variance_quint8_const

4.777 0.005 0.001 0.000% 99.964% Const mixed_10/conv/batchnorm/beta_quint8_const

4.751 0.002 0.001 0.000% 99.964% Const mixed_10/conv/batchnorm/moving_mean_quint8_const

4.428 0.005 0.001 0.000% 99.964% Const mixed_8/tower_1/conv/batchnorm/beta_quint8_const

4.401 0.003 0.001 0.000% 99.964% Const mixed_8/tower_1/conv/batchnorm/moving_mean_quint8_const

4.360 0.003 0.001 0.000% 99.964% Const mixed_8/tower/conv_1/batchnorm/moving_variance_quint8_const

3.983 0.002 0.001 0.000% 99.964% Const mixed_7/tower_1/conv/batchnorm/moving_variance_quint8_const

3.922 0.006 0.001 0.000% 99.964% Const mixed_7/tower/conv_2/batchnorm/moving_mean_max

3.907 0.002 0.001 0.000% 99.964% Const mixed_7/tower/conv_2/conv2d_params_min

3.741 0.002 0.001 0.000% 99.964% Const mixed_7/conv/conv2d_params_min

3.709 0.002 0.001 0.000% 99.964% Const mixed_6/tower_2/conv/batchnorm/moving_variance_quint8_const

3.633 0.003 0.001 0.000% 99.964% Const mixed_6/tower_1/conv_4/conv2d_params_min

3.444 0.003 0.001 0.000% 99.964% Const mixed_6/tower_1/conv/batchnorm/moving_variance_max

3.437 0.003 0.001 0.000% 99.964% Const mixed_6/tower_1/conv/batchnorm/moving_variance_quint8_const

3.311 0.003 0.001 0.000% 99.964% Const mixed_6/tower/conv_1/batchnorm/moving_mean_quint8_const

3.225 0.002 0.001 0.000% 99.964% Const mixed_6/conv/batchnorm/moving_variance_min

3.178 0.003 0.001 0.000% 99.964% Const mixed_5/tower_2/conv/batchnorm/beta_quint8_const

2.946 0.002 0.001 0.000% 99.964% Const mixed_5/tower_1/conv_1/batchnorm/moving_variance_quint8_const

2.925 0.002 0.001 0.000% 99.964% Const mixed_5/tower_1/conv_1/conv2d_params_min

2.892 0.003 0.001 0.000% 99.965% Const mixed_5/tower_1/conv/batchnorm/moving_variance_quint8_const

2.878 0.002 0.001 0.000% 99.965% Const mixed_5/tower_1/conv/batchnorm/moving_mean_quint8_const

2.853 0.003 0.001 0.000% 99.965% Const mixed_5/tower/conv_2/batchnorm/beta_max

2.846 0.003 0.001 0.000% 99.965% Const mixed_5/tower/conv_2/batchnorm/beta_quint8_const

2.706 0.002 0.001 0.000% 99.965% Const mixed_5/tower/conv/batchnorm/moving_variance_min

2.633 0.006 0.001 0.000% 99.965% Const mixed_5/conv/batchnorm/moving_mean_quint8_const

2.588 0.005 0.001 0.000% 99.965% Const mixed_4/tower_2/conv/batchnorm/moving_variance_quint8_const

2.453 0.005 0.001 0.000% 99.965% Const mixed_4/tower_1/conv_3/conv2d_params_min

2.147 0.005 0.001 0.000% 99.965% Const mixed_4/tower/conv/batchnorm/moving_variance_max

2.080 0.002 0.001 0.000% 99.965% Const mixed_4/conv/batchnorm/moving_variance_quint8_const

2.025 0.003 0.001 0.000% 99.965% Const mixed_3/tower/conv_2/batchnorm/moving_variance_quint8_const

1.767 0.005 0.001 0.000% 99.965% Const mixed_2/tower_2/conv/batchnorm/moving_mean_min

1.626 0.002 0.001 0.000% 99.965% Const mixed_2/tower_1/conv/batchnorm/moving_variance_max

1.551 0.002 0.001 0.000% 99.965% Const mixed_2/tower/conv_1/batchnorm/moving_mean_quint8_const

1.410 0.003 0.001 0.000% 99.965% Const mixed_1/tower_2/conv/batchnorm/beta_quint8_const

1.397 0.002 0.001 0.000% 99.965% Const mixed_1/tower_2/conv/batchnorm/moving_variance_quint8_const

1.338 0.002 0.001 0.000% 99.965% Const mixed_1/tower_1/conv_2/batchnorm/moving_mean_max

1.257 0.002 0.001 0.000% 99.965% Const mixed_1/tower_1/conv/batchnorm/beta_max

1.227 0.003 0.001 0.000% 99.965% Const mixed_1/tower_1/conv/batchnorm/moving_mean_max

1.160 0.003 0.001 0.000% 99.965% Const mixed_1/tower/conv_1/conv2d_params_max

1.031 0.003 0.001 0.000% 99.965% Const mixed_1/conv/conv2d_params_min

0.891 0.002 0.001 0.000% 99.966% Const mixed/tower_1/conv_1/batchnorm/beta_max

0.887 0.002 0.001 0.000% 99.966% Const mixed/tower_1/conv_1/batchnorm/beta_min

0.874 0.003 0.001 0.000% 99.966% Const mixed/tower_1/conv_1/batchnorm/moving_variance_max

0.862 0.003 0.001 0.000% 99.966% Const mixed/tower_1/conv_1/batchnorm/moving_mean_max

0.647 0.002 0.001 0.000% 99.966% Const mixed/tower/conv/batchnorm/moving_variance_max

0.643 0.002 0.001 0.000% 99.966% Const mixed/tower/conv/batchnorm/moving_variance_min

0.634 0.003 0.001 0.000% 99.966% Const mixed/tower/conv/batchnorm/moving_mean_max

0.601 0.002 0.001 0.000% 99.966% Const mixed/conv/batchnorm/beta_quint8_const

0.485 0.003 0.001 0.000% 99.966% Const conv_3/batchnorm/moving_variance_max

5.664 0.003 0.001 0.000% 99.966% Const mixed_9/tower_1/mixed/conv/batchnorm/beta_quint8_const

5.426 0.003 0.001 0.000% 99.966% Const mixed_9/tower/mixed/conv/batchnorm/moving_variance_min

5.270 0.005 0.001 0.000% 99.966% Const mixed_10/tower_2/conv/batchnorm/beta_quint8_const

5.235 0.003 0.001 0.000% 99.966% Const mixed_10/tower_2/conv/conv2d_params_min

5.041 0.003 0.001 0.000% 99.966% Const mixed_10/tower_1/conv/batchnorm/gamma_quint8_const

5.030 0.002 0.001 0.000% 99.966% Const mixed_10/tower_1/conv/batchnorm/beta_quint8_const

4.960 0.003 0.001 0.000% 99.966% Const mixed_10/tower/mixed/conv_1/batchnorm/moving_variance_quint8_const

4.937 0.003 0.001 0.000% 99.966% Const mixed_10/tower/mixed/conv_1/conv2d_params_min

4.829 0.002 0.001 0.000% 99.966% Const mixed_10/tower/conv/batchnorm/moving_variance_min

4.642 0.003 0.001 0.000% 99.966% Const mixed_9/conv/batchnorm/beta_quint8_const

4.567 0.003 0.001 0.000% 99.966% Const mixed_8/tower_1/conv_3/batchnorm/moving_mean_min

4.364 0.002 0.001 0.000% 99.967% Const mixed_8/tower/conv_1/batchnorm/moving_variance_min

4.156 0.002 0.001 0.000% 99.967% Const mixed_7/tower_1/conv_3/batchnorm/beta_quint8_const

4.141 0.002 0.001 0.000% 99.967% Const mixed_7/tower_1/conv_3/batchnorm/moving_variance_quint8_const

4.066 0.003 0.001 0.000% 99.967% Const mixed_7/tower_1/conv_2/conv2d_params_min

3.858 0.003 0.001 0.000% 99.967% Const mixed_7/tower/conv_1/batchnorm/moving_mean_quint8_const

3.759 0.002 0.001 0.000% 99.967% Const mixed_7/conv/batchnorm/moving_mean_max

3.672 0.003 0.001 0.000% 99.967% Const mixed_6/tower_1/conv_4/batchnorm/beta_min

3.522 0.005 0.001 0.000% 99.967% Const mixed_6/tower_1/conv_2/conv2d_params_min

3.513 0.003 0.001 0.000% 99.967% Const mixed_6/tower_1/conv_1/batchnorm/beta_max

3.326 0.003 0.001 0.000% 99.967% Const mixed_6/tower/conv_1/batchnorm/moving_variance_quint8_const

3.272 0.002 0.001 0.000% 99.967% Const mixed_6/tower/conv/batchnorm/moving_variance_quint8_const

3.219 0.002 0.001 0.000% 99.967% Const mixed_6/conv/batchnorm/moving_variance_quint8_const

3.032 0.008 0.001 0.000% 99.967% Const mixed_5/tower_1/conv_3/conv2d_params_min

2.906 0.003 0.001 0.000% 99.967% Const mixed_5/tower_1/conv/batchnorm/beta_quint8_const

2.787 0.003 0.001 0.000% 99.967% Const mixed_5/tower/conv_1/batchnorm/moving_variance_max

2.776 0.003 0.001 0.000% 99.967% Const mixed_5/tower/conv_1/batchnorm/moving_variance_quint8_const

2.769 0.002 0.001 0.000% 99.967% Const mixed_5/tower/conv_1/batchnorm/moving_mean_min

2.577 0.002 0.001 0.000% 99.967% Const mixed_4/tower_2/conv/batchnorm/moving_mean_quint8_const

2.381 0.006 0.001 0.000% 99.967% Const mixed_4/tower_1/conv_1/batchnorm/beta_quint8_const

2.350 0.003 0.001 0.000% 99.967% Const mixed_4/tower_1/conv_1/batchnorm/moving_mean_quint8_const

2.343 0.002 0.001 0.000% 99.967% Const mixed_4/tower_1/conv_1/conv2d_params_min

2.254 0.002 0.001 0.000% 99.968% Const mixed_4/tower/conv_2/batchnorm/moving_mean_max

2.230 0.003 0.001 0.000% 99.968% Const mixed_4/tower/conv_2/conv2d_params_min

2.047 0.006 0.001 0.000% 99.968% Const mixed_3/tower/conv_2/batchnorm/beta_max

2.022 0.002 0.001 0.000% 99.968% Const mixed_3/tower/conv_2/batchnorm/moving_mean_max

1.951 0.003 0.001 0.000% 99.968% Const mixed_3/tower/conv_1/batchnorm/moving_mean_quint8_const

1.933 0.003 0.001 0.000% 99.968% Const mixed_3/tower/conv/batchnorm/beta_max

1.629 0.003 0.001 0.000% 99.968% Const mixed_2/tower_1/conv/batchnorm/beta_quint8_const

1.519 0.003 0.001 0.000% 99.968% Const mixed_2/tower/conv/batchnorm/beta_quint8_const

1.301 0.002 0.001 0.000% 99.968% Const mixed_1/tower_1/conv_1/batchnorm/beta_quint8_const

1.074 0.003 0.001 0.000% 99.968% Const mixed_1/conv/batchnorm/beta_min

1.063 0.006 0.001 0.000% 99.968% Const mixed_1/conv/batchnorm/moving_variance_max

1.055 0.003 0.001 0.000% 99.968% Const mixed_1/conv/batchnorm/moving_variance_quint8_const

0.738 0.004 0.001 0.000% 99.968% Const mixed/tower/conv_1/batchnorm/beta_min

0.724 0.004 0.001 0.000% 99.968% Const mixed/tower/conv_1/batchnorm/moving_variance_max

0.524 0.002 0.001 0.000% 99.968% Const conv_4/batchnorm/moving_mean_min

0.511 0.003 0.001 0.000% 99.968% Const conv_4/conv2d_params_min

0.498 0.002 0.001 0.000% 99.968% Const conv_3/batchnorm/beta_max

0.460 0.003 0.001 0.000% 99.968% Const conv_3/conv2d_params_max

0.433 0.003 0.001 0.000% 99.968% Const conv_2/batchnorm/beta_min

0.421 0.002 0.001 0.000% 99.968% Const conv_2/batchnorm/moving_variance_min

0.393 0.003 0.001 0.000% 99.968% Const conv_2/conv2d_params_min

0.287 0.003 0.001 0.000% 99.969% Const conv/batchnorm/moving_mean_min

5.540 0.003 0.001 0.000% 99.969% Const mixed_9/tower_1/conv/batchnorm/moving_variance_quint8_const

5.138 0.003 0.001 0.000% 99.969% Const mixed_10/tower_1/mixed/conv/batchnorm/moving_variance_quint8_const

4.876 0.003 0.001 0.000% 99.969% Const mixed_10/tower/mixed/conv/conv2d_params_min

4.821 0.003 0.001 0.000% 99.969% Const mixed_10/tower/conv/batchnorm/moving_mean_max

4.787 0.003 0.001 0.000% 99.969% Const mixed_10/conv/batchnorm/beta_max

4.638 0.003 0.001 0.000% 99.969% Const mixed_9/conv/batchnorm/moving_variance_max

4.521 0.005 0.001 0.000% 99.969% Const mixed_8/tower_1/conv_2/batchnorm/moving_variance_quint8_const

4.390 0.006 0.001 0.000% 99.969% Const mixed_8/tower_1/conv/conv2d_params_min

4.048 0.003 0.001 0.000% 99.969% Const mixed_7/tower_1/conv_1/batchnorm/beta_quint8_const

4.004 0.003 0.001 0.000% 99.969% Const mixed_7/tower_1/conv/batchnorm/beta_max

3.851 0.002 0.001 0.000% 99.969% Const mixed_7/tower/conv_1/conv2d_params_min

3.539 0.003 0.001 0.000% 99.969% Const mixed_6/tower_1/conv_2/batchnorm/moving_mean_max

3.492 0.002 0.001 0.000% 99.969% Const mixed_6/tower_1/conv_1/batchnorm/moving_variance_quint8_const

3.322 0.003 0.001 0.000% 99.969% Const mixed_6/tower/conv_1/batchnorm/moving_mean_max

3.304 0.003 0.001 0.000% 99.969% Const mixed_6/tower/conv_1/conv2d_params_min

3.286 0.002 0.001 0.000% 99.969% Const mixed_6/tower/conv/batchnorm/beta_quint8_const

3.088 0.003 0.001 0.000% 99.969% Const mixed_5/tower_1/conv_4/conv2d_params_min

3.023 0.003 0.001 0.000% 99.969% Const mixed_5/tower_1/conv_2/batchnorm/beta_max

3.002 0.002 0.001 0.000% 99.969% Const mixed_5/tower_1/conv_2/batchnorm/moving_variance_quint8_const

2.942 0.002 0.001 0.000% 99.969% Const mixed_5/tower_1/conv_1/batchnorm/moving_mean_max

2.882 0.006 0.001 0.000% 99.970% Const mixed_5/tower_1/conv/batchnorm/moving_mean_min

2.798 0.005 0.001 0.000% 99.970% Const mixed_5/tower/conv_1/batchnorm/beta_max

2.773 0.002 0.001 0.000% 99.970% Const mixed_5/tower/conv_1/batchnorm/moving_mean_max

2.702 0.002 0.001 0.000% 99.970% Const mixed_5/tower/conv/batchnorm/moving_variance_quint8_const

2.698 0.003 0.001 0.000% 99.970% Const mixed_5/tower/conv/batchnorm/moving_mean_max

2.648 0.002 0.001 0.000% 99.970% Const mixed_5/conv/batchnorm/moving_variance_quint8_const

2.534 0.005 0.001 0.000% 99.970% Const mixed_4/tower_1/conv_4/batchnorm/moving_variance_quint8_const

2.513 0.002 0.001 0.000% 99.970% Const mixed_4/tower_1/conv_4/conv2d_params_min

2.410 0.003 0.001 0.000% 99.970% Const mixed_4/tower_1/conv_2/batchnorm/moving_mean_quint8_const

2.298 0.002 0.001 0.000% 99.970% Const mixed_4/tower_1/conv/batchnorm/moving_mean_quint8_const

2.265 0.005 0.001 0.000% 99.970% Const mixed_4/tower/conv_2/batchnorm/moving_variance_max

2.198 0.002 0.001 0.000% 99.970% Const mixed_4/tower/conv_1/batchnorm/moving_variance_quint8_const

2.090 0.002 0.001 0.000% 99.970% Const mixed_4/conv/batchnorm/moving_variance_max

2.000 0.004 0.001 0.000% 99.970% Const mixed_3/tower/conv_2/conv2d_params_min

1.897 0.003 0.001 0.000% 99.970% Const mixed_3/tower/conv/batchnorm/moving_mean_quint8_const

1.887 0.005 0.001 0.000% 99.970% Const mixed_3/tower/conv/conv2d_params_min

1.810 0.002 0.001 0.000% 99.970% Const mixed_3/conv/conv2d_params_min

1.798 0.002 0.001 0.000% 99.970% Const mixed_2/tower_2/conv/batchnorm/beta_max

1.712 0.007 0.001 0.000% 99.970% Const mixed_2/tower_1/conv_2/batchnorm/moving_mean_min

1.690 0.002 0.001 0.000% 99.970% Const mixed_2/tower_1/conv_1/batchnorm/beta_max

1.615 0.003 0.001 0.000% 99.970% Const mixed_2/tower_1/conv/batchnorm/moving_variance_quint8_const

1.513 0.005 0.001 0.000% 99.971% Const mixed_2/tower/conv/batchnorm/moving_variance_max

1.268 0.006 0.001 0.000% 99.971% Const mixed_1/tower_1/conv_1/conv2d_params_max

1.265 0.002 0.001 0.000% 99.971% Const mixed_1/tower_1/conv_1/conv2d_params_min

1.246 0.003 0.001 0.000% 99.971% Const mixed_1/tower_1/conv/batchnorm/beta_quint8_const

1.059 0.003 0.001 0.000% 99.971% Const mixed_1/conv/batchnorm/moving_variance_min

0.704 0.004 0.001 0.000% 99.971% Const mixed/tower/conv_1/batchnorm/moving_mean_max

0.583 0.003 0.001 0.000% 99.971% Const mixed/conv/batchnorm/moving_mean_max

0.528 0.002 0.001 0.000% 99.971% Const conv_4/batchnorm/moving_mean_max

0.351 0.003 0.001 0.000% 99.971% Const conv_1/batchnorm/moving_mean_min

0.315 0.002 0.001 0.000% 99.971% Const conv/batchnorm/beta_min

5.609 0.002 0.001 0.000% 99.971% Const mixed_9/tower_1/conv_1/batchnorm/beta_quint8_const

5.482 0.002 0.001 0.000% 99.971% Const mixed_9/tower/mixed/conv_1/batchnorm/moving_variance_quint8_const

5.388 0.003 0.001 0.000% 99.971% Const mixed_9/tower/conv/batchnorm/beta_max

5.373 0.005 0.001 0.000% 99.971% Const mixed_9/tower/conv/batchnorm/moving_variance_max

5.190 0.003 0.001 0.000% 99.971% Const mixed_10/tower_1/mixed/conv_1/batchnorm/moving_mean_quint8_const

5.011 0.003 0.001 0.000% 99.971% Const mixed_10/tower_1/conv/batchnorm/moving_mean_max

4.803 0.003 0.001 0.000% 99.971% Const mixed_10/tower/conv/conv2d_params_min

4.632 0.005 0.001 0.000% 99.971% Const mixed_9/conv/batchnorm/moving_variance_min

4.553 0.003 0.001 0.000% 99.971% Const mixed_8/tower_1/conv_3/conv2d_params_min

4.409 0.006 0.001 0.000% 99.971% Const mixed_8/tower_1/conv/batchnorm/moving_mean_max

4.182 0.005 0.001 0.000% 99.971% Const mixed_7/tower_1/conv_4/batchnorm/moving_mean_quint8_const

4.070 0.005 0.001 0.000% 99.971% Const mixed_7/tower_1/conv_2/conv2d_params_max

3.888 0.002 0.001 0.000% 99.972% Const mixed_7/tower/conv_1/batchnorm/beta_quint8_const

3.826 0.005 0.001 0.000% 99.972% Const mixed_7/tower/conv/batchnorm/moving_variance_max

3.807 0.006 0.001 0.000% 99.972% Const mixed_7/tower/conv/batchnorm/moving_mean_min

3.800 0.002 0.001 0.000% 99.972% Const mixed_7/tower/conv/conv2d_params_max

3.773 0.003 0.001 0.000% 99.972% Const mixed_7/conv/batchnorm/moving_variance_max

3.722 0.003 0.001 0.000% 99.972% Const mixed_6/tower_2/conv/batchnorm/beta_quint8_const

3.546 0.003 0.001 0.000% 99.972% Const mixed_6/tower_1/conv_2/batchnorm/moving_variance_quint8_const

3.485 0.005 0.001 0.000% 99.972% Const mixed_6/tower_1/conv_1/batchnorm/moving_mean_max

3.397 0.002 0.001 0.000% 99.972% Const mixed_6/tower/conv_2/batchnorm/beta_quint8_const

3.372 0.005 0.001 0.000% 99.972% Const mixed_6/tower/conv_2/batchnorm/moving_mean_min

3.293 0.002 0.001 0.000% 99.972% Const mixed_6/tower/conv/batchnorm/beta_max

3.251 0.002 0.001 0.000% 99.972% Const mixed_6/tower/conv/conv2d_params_min

3.157 0.003 0.001 0.000% 99.972% Const mixed_5/tower_2/conv/batchnorm/moving_mean_min

3.052 0.005 0.001 0.000% 99.972% Const mixed_5/tower_1/conv_3/batchnorm/moving_mean_max

2.900 0.005 0.001 0.000% 99.972% Const mixed_5/tower_1/conv/batchnorm/moving_variance_max

2.828 0.002 0.001 0.000% 99.972% Const mixed_5/tower/conv_2/batchnorm/moving_mean_max

2.780 0.006 0.001 0.000% 99.972% Const mixed_5/tower/conv_1/batchnorm/moving_variance_min

2.756 0.002 0.001 0.000% 99.972% Const mixed_5/tower/conv_1/conv2d_params_min

2.651 0.006 0.001 0.000% 99.972% Const mixed_5/conv/batchnorm/moving_variance_min

2.551 0.007 0.001 0.000% 99.972% Const mixed_4/tower_1/conv_4/batchnorm/beta_min

2.477 0.002 0.001 0.000% 99.972% Const mixed_4/tower_1/conv_3/batchnorm/moving_variance_quint8_const

2.157 0.002 0.001 0.000% 99.973% Const mixed_4/tower/conv/batchnorm/beta_min

2.098 0.002 0.001 0.000% 99.973% Const mixed_4/conv/batchnorm/beta_min

2.018 0.002 0.001 0.000% 99.973% Const mixed_3/tower/conv_2/batchnorm/moving_mean_min

1.742 0.002 0.001 0.000% 99.973% Const mixed_2/tower_1/conv_2/batchnorm/beta_min

1.683 0.002 0.001 0.000% 99.973% Const mixed_2/tower_1/conv_1/batchnorm/beta_quint8_const

1.527 0.003 0.001 0.000% 99.973% Const mixed_2/tower/conv/batchnorm/beta_min

1.495 0.005 0.001 0.000% 99.973% Const mixed_2/tower/conv/batchnorm/moving_mean_min

1.375 0.002 0.001 0.000% 99.973% Const mixed_1/tower_2/conv/conv2d_params_min

1.312 0.002 0.001 0.000% 99.973% Const mixed_1/tower_1/conv_1/batchnorm/beta_max

1.242 0.003 0.001 0.000% 99.973% Const mixed_1/tower_1/conv/batchnorm/moving_variance_max

1.128 0.002 0.001 0.000% 99.973% Const mixed_1/tower/conv/batchnorm/moving_variance_min

1.089 0.003 0.001 0.000% 99.973% Const mixed_1/tower/conv/conv2d_params_min

0.948 0.003 0.001 0.000% 99.973% Const mixed/tower_1/conv_2/batchnorm/moving_variance_max

0.882 0.003 0.001 0.000% 99.973% Const mixed/tower_1/conv_1/batchnorm/beta_quint8_const

0.792 0.004 0.001 0.000% 99.973% Const mixed/tower_1/conv/batchnorm/moving_mean_max

0.745 0.004 0.001 0.000% 99.973% Const mixed/tower/conv_1/batchnorm/beta_max

0.572 0.003 0.001 0.000% 99.973% Const mixed/conv/batchnorm/moving_mean_quint8_const

0.568 0.003 0.001 0.000% 99.973% Const mixed/conv/conv2d_params_max

0.549 0.002 0.001 0.000% 99.973% Const conv_4/batchnorm/beta_min

0.369 0.003 0.001 0.000% 99.973% Const conv_1/batchnorm/moving_variance_max

5.781 0.002 0.001 0.000% 99.973% Const mixed_9/tower_2/conv/batchnorm/beta_quint8_const

5.726 0.002 0.001 0.000% 99.973% Const mixed_9/tower_1/mixed/conv_1/batchnorm/beta_min

5.722 0.002 0.001 0.000% 99.974% Const mixed_9/tower_1/mixed/conv_1/batchnorm/beta_quint8_const

5.441 0.003 0.001 0.000% 99.974% Const mixed_9/tower/mixed/conv/batchnorm/beta_min

5.369 0.003 0.001 0.000% 99.974% Const mixed_9/tower/conv/batchnorm/moving_variance_min

5.142 0.003 0.001 0.000% 99.974% Const mixed_10/tower_1/mixed/conv/batchnorm/moving_variance_min

5.077 0.002 0.001 0.000% 99.974% Const mixed_10/tower_1/conv_1/batchnorm/moving_variance_quint8_const

5.001 0.002 0.001 0.000% 99.974% Const mixed_10/tower_1/conv/batchnorm/moving_mean_quint8_const

4.993 0.003 0.001 0.000% 99.974% Const mixed_10/tower_1/conv/conv2d_params_min

4.956 0.003 0.001 0.000% 99.974% Const mixed_10/tower/mixed/conv_1/batchnorm/moving_mean_max

4.918 0.003 0.001 0.000% 99.974% Const mixed_10/tower/mixed/conv/batchnorm/beta_quint8_const

4.898 0.002 0.001 0.000% 99.974% Const mixed_10/tower/mixed/conv/batchnorm/moving_mean_max

4.629 0.002 0.001 0.000% 99.974% Const mixed_9/conv/batchnorm/moving_variance_quint8_const

4.539 0.005 0.001 0.000% 99.974% Const mixed_8/tower_1/conv_2/batchnorm/beta_min

4.371 0.006 0.001 0.000% 99.974% Const mixed_8/tower/conv_1/batchnorm/beta_quint8_const

4.310 0.002 0.001 0.000% 99.974% Const mixed_8/tower/conv/batchnorm/moving_variance_min

4.274 0.002 0.001 0.000% 99.974% Const mixed_7/tower_2/conv/batchnorm/beta_max

4.211 0.002 0.001 0.000% 99.974% Const mixed_7/tower_1/conv_4/batchnorm/beta_quint8_const

4.101 0.002 0.001 0.000% 99.974% Const mixed_7/tower_1/conv_2/batchnorm/beta_quint8_const

4.087 0.005 0.001 0.000% 99.974% Const mixed_7/tower_1/conv_2/batchnorm/moving_variance_quint8_const

4.058 0.003 0.001 0.000% 99.974% Const mixed_7/tower_1/conv_1/batchnorm/beta_max

4.030 0.003 0.001 0.000% 99.974% Const mixed_7/tower_1/conv_1/batchnorm/moving_mean_max

3.994 0.002 0.001 0.000% 99.974% Const mixed_7/tower_1/conv/batchnorm/beta_quint8_const

3.990 0.003 0.001 0.000% 99.974% Const mixed_7/tower_1/conv/batchnorm/moving_variance_max

3.958 0.005 0.001 0.000% 99.975% Const mixed_7/tower_1/conv/conv2d_params_min

3.929 0.003 0.001 0.000% 99.975% Const mixed_7/tower/conv_2/batchnorm/moving_variance_quint8_const

3.880 0.003 0.001 0.000% 99.975% Const mixed_7/tower/conv_1/batchnorm/moving_variance_max

3.840 0.002 0.001 0.000% 99.975% Const mixed_7/tower/conv/batchnorm/beta_max

3.836 0.003 0.001 0.000% 99.975% Const mixed_7/tower/conv/batchnorm/beta_min

3.796 0.002 0.001 0.000% 99.975% Const mixed_7/tower/conv/conv2d_params_min

3.605 0.002 0.001 0.000% 99.975% Const mixed_6/tower_1/conv_3/batchnorm/moving_variance_min

3.579 0.006 0.001 0.000% 99.975% Const mixed_6/tower_1/conv_3/conv2d_params_max

3.568 0.002 0.001 0.000% 99.975% Const mixed_6/tower_1/conv_2/batchnorm/beta_max

3.383 0.002 0.001 0.000% 99.975% Const mixed_6/tower/conv_2/batchnorm/moving_variance_quint8_const

3.319 0.002 0.001 0.000% 99.975% Const mixed_6/tower/conv_1/batchnorm/moving_mean_min

3.276 0.005 0.001 0.000% 99.975% Const mixed_6/tower/conv/batchnorm/moving_variance_min

3.268 0.002 0.001 0.000% 99.975% Const mixed_6/tower/conv/batchnorm/moving_mean_max

3.175 0.002 0.001 0.000% 99.975% Const mixed_5/tower_2/conv/batchnorm/moving_variance_max

3.154 0.002 0.001 0.000% 99.975% Const mixed_5/tower_2/conv/batchnorm/moving_mean_quint8_const

3.143 0.002 0.001 0.000% 99.975% Const mixed_5/tower_2/conv/conv2d_params_min

3.099 0.003 0.001 0.000% 99.975% Const mixed_5/tower_1/conv_4/batchnorm/moving_mean_quint8_const

3.062 0.003 0.001 0.000% 99.975% Const mixed_5/tower_1/conv_3/batchnorm/moving_variance_min

3.006 0.002 0.001 0.000% 99.975% Const mixed_5/tower_1/conv_2/batchnorm/moving_variance_min

2.936 0.005 0.001 0.000% 99.975% Const mixed_5/tower_1/conv_1/batchnorm/moving_mean_min

2.832 0.002 0.001 0.000% 99.975% Const mixed_5/tower/conv_2/batchnorm/moving_variance_quint8_const

2.813 0.002 0.001 0.000% 99.976% Const mixed_5/tower/conv_2/conv2d_params_max

2.695 0.002 0.001 0.000% 99.976% Const mixed_5/tower/conv/batchnorm/moving_mean_min

2.680 0.003 0.001 0.000% 99.976% Const mixed_5/tower/conv/conv2d_params_min

2.625 0.003 0.001 0.000% 99.976% Const mixed_5/conv/conv2d_params_min

2.400 0.005 0.001 0.000% 99.976% Const mixed_4/tower_1/conv_2/conv2d_params_min

2.369 0.003 0.001 0.000% 99.976% Const mixed_4/tower_1/conv_1/batchnorm/moving_variance_quint8_const

2.325 0.002 0.001 0.000% 99.976% Const mixed_4/tower_1/conv/batchnorm/beta_quint8_const

2.311 0.003 0.001 0.000% 99.976% Const mixed_4/tower_1/conv/batchnorm/moving_variance_quint8_const

2.301 0.005 0.001 0.000% 99.976% Const mixed_4/tower_1/conv/batchnorm/moving_mean_min

2.290 0.003 0.001 0.000% 99.976% Const mixed_4/tower_1/conv/conv2d_params_min

2.258 0.002 0.001 0.000% 99.976% Const mixed_4/tower/conv_2/batchnorm/moving_variance_quint8_const

2.212 0.002 0.001 0.000% 99.976% Const mixed_4/tower/conv_1/batchnorm/beta_quint8_const

2.125 0.002 0.001 0.000% 99.976% Const mixed_4/tower/conv/batchnorm/moving_mean_quint8_const

2.094 0.002 0.001 0.000% 99.976% Const mixed_4/conv/batchnorm/beta_quint8_const

2.073 0.002 0.001 0.000% 99.976% Const mixed_4/conv/batchnorm/moving_mean_min

2.040 0.002 0.001 0.000% 99.976% Const mixed_3/tower/conv_2/batchnorm/beta_quint8_const

1.969 0.002 0.001 0.000% 99.976% Const mixed_3/tower/conv_1/batchnorm/moving_variance_min

1.959 0.002 0.001 0.000% 99.976% Const mixed_3/tower/conv_1/batchnorm/moving_mean_max

1.835 0.003 0.001 0.000% 99.976% Const mixed_3/conv/batchnorm/moving_variance_min

1.724 0.002 0.001 0.000% 99.976% Const mixed_2/tower_1/conv_2/batchnorm/moving_variance_quint8_const

1.701 0.002 0.001 0.000% 99.976% Const mixed_2/tower_1/conv_2/conv2d_params_min

1.562 0.002 0.001 0.000% 99.976% Const mixed_2/tower/conv_1/batchnorm/moving_variance_quint8_const

1.407 0.002 0.001 0.000% 99.977% Const mixed_1/tower_2/conv/batchnorm/moving_variance_max

1.400 0.005 0.001 0.000% 99.977% Const mixed_1/tower_2/conv/batchnorm/moving_variance_min

1.320 0.002 0.001 0.000% 99.977% Const mixed_1/tower_1/conv_2/conv2d_params_min

1.283 0.003 0.001 0.000% 99.977% Const mixed_1/tower_1/conv_1/batchnorm/moving_mean_max

1.239 0.002 0.001 0.000% 99.977% Const mixed_1/tower_1/conv/batchnorm/moving_variance_min

1.201 0.002 0.001 0.000% 99.977% Const mixed_1/tower/conv_1/batchnorm/beta_max

1.186 0.002 0.001 0.000% 99.977% Const mixed_1/tower/conv_1/batchnorm/moving_variance_max

1.172 0.005 0.001 0.000% 99.977% Const mixed_1/tower/conv_1/batchnorm/moving_mean_max

1.142 0.003 0.001 0.000% 99.977% Const mixed_1/tower/conv/batchnorm/beta_min

1.132 0.002 0.001 0.000% 99.977% Const mixed_1/tower/conv/batchnorm/moving_variance_max

1.124 0.003 0.001 0.000% 99.977% Const mixed_1/tower/conv/batchnorm/moving_variance_quint8_const

1.007 0.003 0.001 0.000% 99.977% Const mixed/tower_2/conv/batchnorm/moving_variance_max

0.999 0.003 0.001 0.000% 99.977% Const mixed/tower_2/conv/batchnorm/moving_variance_min

0.871 0.002 0.001 0.000% 99.977% Const mixed/tower_1/conv_1/batchnorm/moving_variance_min

0.765 0.004 0.001 0.000% 99.977% Const mixed/tower_1/conv/conv2d_params_max

0.655 0.003 0.001 0.000% 99.977% Const mixed/tower/conv/batchnorm/beta_min

0.553 0.002 0.001 0.000% 99.977% Const conv_4/batchnorm/beta_max

0.536 0.003 0.001 0.000% 99.977% Const conv_4/batchnorm/moving_variance_min

0.378 0.003 0.001 0.000% 99.977% Const conv_1/batchnorm/beta_min

0.356 0.002 0.001 0.000% 99.977% Const conv_1/batchnorm/moving_mean_max

5.770 0.005 0.001 0.000% 99.977% Const mixed_9/tower_2/conv/batchnorm/moving_variance_min

5.758 0.003 0.001 0.000% 99.977% Const mixed_9/tower_2/conv/batchnorm/moving_mean_min

5.742 0.003 0.001 0.000% 99.978% Const mixed_9/tower_2/conv/conv2d_params_min

5.718 0.002 0.001 0.000% 99.978% Const mixed_9/tower_1/mixed/conv_1/batchnorm/moving_variance_max

5.661 0.002 0.001 0.000% 99.978% Const mixed_9/tower_1/mixed/conv/batchnorm/moving_variance_max

5.638 0.003 0.001 0.000% 99.978% Const mixed_9/tower_1/mixed/conv/batchnorm/moving_mean_quint8_const

5.562 0.003 0.001 0.000% 99.978% Const mixed_9/tower_1/conv/batchnorm/beta_max

5.400 0.002 0.001 0.000% 99.978% Const mixed_9/tower/mixed/conv/conv2d_params_min

5.354 0.006 0.001 0.000% 99.978% Const mixed_9/tower/conv/batchnorm/moving_mean_min

5.215 0.002 0.001 0.000% 99.978% Const mixed_10/tower_1/mixed/conv_1/batchnorm/beta_quint8_const

5.127 0.006 0.001 0.000% 99.978% Const mixed_10/tower_1/mixed/conv/batchnorm/moving_mean_min

5.084 0.006 0.001 0.000% 99.978% Const mixed_10/tower_1/conv_1/batchnorm/moving_variance_max

5.060 0.004 0.001 0.000% 99.978% Const mixed_10/tower_1/conv_1/batchnorm/moving_mean_quint8_const

4.974 0.003 0.001 0.000% 99.978% Const mixed_10/tower/mixed/conv_1/batchnorm/beta_quint8_const

4.881 0.003 0.001 0.000% 99.978% Const mixed_10/tower/mixed/conv/conv2d_params_max

4.754 0.003 0.001 0.000% 99.978% Const mixed_10/conv/batchnorm/moving_mean_min

4.608 0.002 0.001 0.000% 99.978% Const mixed_9/conv/conv2d_params_min

4.517 0.003 0.001 0.000% 99.978% Const mixed_8/tower_1/conv_2/batchnorm/moving_mean_max

4.252 0.003 0.001 0.000% 99.978% Const mixed_7/tower_2/conv/batchnorm/moving_variance_quint8_const

4.199 0.007 0.001 0.000% 99.978% Const mixed_7/tower_1/conv_4/batchnorm/moving_variance_min

4.188 0.003 0.001 0.000% 99.978% Const mixed_7/tower_1/conv_4/batchnorm/moving_mean_min

4.174 0.002 0.001 0.000% 99.978% Const mixed_7/tower_1/conv_4/conv2d_params_min

4.145 0.006 0.001 0.000% 99.978% Const mixed_7/tower_1/conv_3/batchnorm/moving_variance_min

4.105 0.002 0.001 0.000% 99.978% Const mixed_7/tower_1/conv_2/batchnorm/beta_min

4.080 0.002 0.001 0.000% 99.979% Const mixed_7/tower_1/conv_2/batchnorm/moving_mean_min

4.052 0.005 0.001 0.000% 99.979% Const mixed_7/tower_1/conv_1/batchnorm/beta_min

3.876 0.003 0.001 0.000% 99.979% Const mixed_7/tower/conv_1/batchnorm/moving_variance_min

3.854 0.003 0.001 0.000% 99.979% Const mixed_7/tower/conv_1/conv2d_params_max

3.766 0.003 0.001 0.000% 99.979% Const mixed_7/conv/batchnorm/moving_variance_min

3.726 0.003 0.001 0.000% 99.979% Const mixed_6/tower_2/conv/batchnorm/beta_min

3.712 0.006 0.001 0.000% 99.979% Const mixed_6/tower_2/conv/batchnorm/moving_variance_min

3.705 0.002 0.001 0.000% 99.979% Const mixed_6/tower_2/conv/batchnorm/moving_mean_max

3.668 0.003 0.001 0.000% 99.979% Const mixed_6/tower_1/conv_4/batchnorm/beta_quint8_const

3.648 0.002 0.001 0.000% 99.979% Const mixed_6/tower_1/conv_4/batchnorm/moving_mean_min

3.590 0.003 0.001 0.000% 99.979% Const mixed_6/tower_1/conv_3/batchnorm/moving_mean_min

3.576 0.002 0.001 0.000% 99.979% Const mixed_6/tower_1/conv_3/conv2d_params_min

3.482 0.002 0.001 0.000% 99.979% Const mixed_6/tower_1/conv_1/batchnorm/moving_mean_min

3.415 0.002 0.001 0.000% 99.979% Const mixed_6/tower_1/conv/conv2d_params_min

3.289 0.003 0.001 0.000% 99.979% Const mixed_6/tower/conv/batchnorm/beta_min

3.240 0.005 0.001 0.000% 99.979% Const mixed_6/conv/batchnorm/beta_max

3.215 0.002 0.001 0.000% 99.979% Const mixed_6/conv/batchnorm/moving_mean_max

3.197 0.002 0.001 0.000% 99.979% Const mixed_6/conv/conv2d_params_min

3.041 0.002 0.001 0.000% 99.979% Const mixed_5/tower_1/conv_3/conv2d_params_max

2.979 0.003 0.001 0.000% 99.979% Const mixed_5/tower_1/conv_2/conv2d_params_min

2.896 0.003 0.001 0.000% 99.979% Const mixed_5/tower_1/conv/batchnorm/moving_variance_min

2.723 0.003 0.001 0.000% 99.979% Const mixed_5/tower/conv/batchnorm/beta_max

2.713 0.002 0.001 0.000% 99.980% Const mixed_5/tower/conv/batchnorm/moving_variance_max

2.669 0.005 0.001 0.000% 99.980% Const mixed_5/conv/batchnorm/beta_max

2.602 0.002 0.001 0.000% 99.980% Const mixed_4/tower_2/conv/batchnorm/beta_quint8_const

2.559 0.002 0.001 0.000% 99.980% Const mixed_4/tower_1/conv_4/batchnorm/beta_max

2.445 0.003 0.001 0.000% 99.980% Const mixed_4/tower_1/conv_2/batchnorm/beta_max

2.406 0.003 0.001 0.000% 99.980% Const mixed_4/tower_1/conv_2/conv2d_params_max

2.328 0.003 0.001 0.000% 99.980% Const mixed_4/tower_1/conv/batchnorm/beta_min

2.318 0.005 0.001 0.000% 99.980% Const mixed_4/tower_1/conv/batchnorm/moving_variance_max

2.202 0.005 0.001 0.000% 99.980% Const mixed_4/tower/conv_1/batchnorm/moving_variance_min

2.180 0.003 0.001 0.000% 99.980% Const mixed_4/tower/conv_1/conv2d_params_max

2.116 0.004 0.001 0.000% 99.980% Const mixed_4/tower/conv/conv2d_params_min

1.945 0.005 0.001 0.000% 99.980% Const mixed_3/tower/conv_1/conv2d_params_max

1.941 0.002 0.001 0.000% 99.980% Const mixed_3/tower/conv_1/conv2d_params_min

1.814 0.002 0.001 0.000% 99.980% Const mixed_3/conv/conv2d_params_max

1.791 0.002 0.001 0.000% 99.980% Const mixed_2/tower_2/conv/batchnorm/beta_quint8_const

1.784 0.002 0.001 0.000% 99.980% Const mixed_2/tower_2/conv/batchnorm/moving_variance_max

1.738 0.002 0.001 0.000% 99.980% Const mixed_2/tower_1/conv_2/batchnorm/beta_quint8_const

1.636 0.003 0.001 0.000% 99.980% Const mixed_2/tower_1/conv/batchnorm/beta_max

1.619 0.005 0.001 0.000% 99.980% Const mixed_2/tower_1/conv/batchnorm/moving_variance_min

1.558 0.003 0.001 0.000% 99.980% Const mixed_2/tower/conv_1/batchnorm/moving_mean_max

1.414 0.003 0.001 0.000% 99.980% Const mixed_1/tower_2/conv/batchnorm/beta_min

1.356 0.002 0.001 0.000% 99.980% Const mixed_1/tower_1/conv_2/batchnorm/beta_quint8_const

1.279 0.003 0.001 0.000% 99.980% Const mixed_1/tower_1/conv_1/batchnorm/moving_mean_min

1.182 0.003 0.001 0.000% 99.981% Const mixed_1/tower/conv_1/batchnorm/moving_variance_min

1.146 0.002 0.001 0.000% 99.981% Const mixed_1/tower/conv/batchnorm/beta_max

1.101 0.003 0.001 0.000% 99.981% Const mixed_1/tower/conv/batchnorm/moving_mean_min

1.044 0.006 0.001 0.000% 99.981% Const mixed_1/conv/batchnorm/moving_mean_min

1.035 0.003 0.001 0.000% 99.981% Const mixed_1/conv/conv2d_params_max

0.995 0.003 0.001 0.000% 99.981% Const mixed/tower_2/conv/batchnorm/moving_variance_quint8_const

0.935 0.002 0.001 0.000% 99.981% Const mixed/tower_1/conv_2/batchnorm/moving_variance_quint8_const

0.916 0.002 0.001 0.000% 99.981% Const mixed/tower_1/conv_2/conv2d_params_max

0.847 0.003 0.001 0.000% 99.981% Const mixed/tower_1/conv_1/conv2d_params_max

0.806 0.004 0.001 0.000% 99.981% Const mixed/tower_1/conv/batchnorm/moving_variance_min

0.618 0.002 0.001 0.000% 99.981% Const mixed/tower/conv/conv2d_params_min

0.515 0.003 0.001 0.000% 99.981% Const conv_4/conv2d_params_max

0.291 0.003 0.001 0.000% 99.981% Const conv/batchnorm/moving_mean_max

5.707 0.003 0.001 0.000% 99.981% Const mixed_9/tower_1/mixed/conv_1/batchnorm/moving_variance_quint8_const

5.650 0.005 0.001 0.000% 99.981% Const mixed_9/tower_1/mixed/conv/batchnorm/moving_variance_quint8_const

5.465 0.002 0.001 0.000% 99.981% Const mixed_9/tower/mixed/conv_1/batchnorm/moving_mean_quint8_const

5.437 0.003 0.001 0.000% 99.981% Const mixed_9/tower/mixed/conv/batchnorm/beta_quint8_const

5.422 0.002 0.001 0.000% 99.981% Const mixed_9/tower/mixed/conv/batchnorm/moving_variance_quint8_const

5.384 0.003 0.001 0.000% 99.981% Const mixed_9/tower/conv/batchnorm/beta_min

5.331 0.003 0.001 0.000% 99.981% Const mixed_9/conv/batchnorm/beta_max

5.297 0.003 0.001 0.000% 99.981% Const softmax/weights_min

5.280 0.003 0.001 0.000% 99.981% Const mixed_10/tower_2/conv/batchnorm/beta_max

5.202 0.003 0.001 0.000% 99.982% Const mixed_10/tower_1/mixed/conv_1/batchnorm/moving_variance_quint8_const

5.172 0.002 0.001 0.000% 99.982% Const mixed_10/tower_1/mixed/conv_1/conv2d_params_min

5.161 0.002 0.001 0.000% 99.982% Const mixed_10/tower_1/mixed/conv/batchnorm/beta_max

5.053 0.002 0.001 0.000% 99.982% Const mixed_10/tower_1/conv_1/conv2d_params_min

5.015 0.002 0.001 0.000% 99.982% Const mixed_10/tower_1/conv/batchnorm/moving_variance_quint8_const

4.964 0.002 0.001 0.000% 99.982% Const mixed_10/tower/mixed/conv_1/batchnorm/moving_variance_min

4.912 0.004 0.001 0.000% 99.982% Const mixed_10/tower/mixed/conv/batchnorm/moving_variance_max

4.840 0.003 0.001 0.000% 99.982% Const mixed_10/tower/conv/batchnorm/beta_quint8_const

4.773 0.002 0.001 0.000% 99.982% Const mixed_10/conv/batchnorm/moving_variance_max

4.769 0.003 0.001 0.000% 99.982% Const mixed_10/conv/batchnorm/moving_variance_min

4.596 0.006 0.001 0.000% 99.982% Const mixed_8/tower_1/conv_3/batchnorm/beta_max

4.500 0.002 0.001 0.000% 99.982% Const mixed_8/tower_1/conv_2/conv2d_params_min

4.485 0.005 0.001 0.000% 99.982% Const mixed_8/tower_1/conv_1/batchnorm/beta_min

4.481 0.003 0.001 0.000% 99.982% Const mixed_8/tower_1/conv_1/batchnorm/beta_quint8_const

4.474 0.002 0.001 0.000% 99.982% Const mixed_8/tower_1/conv_1/batchnorm/moving_variance_min

4.452 0.003 0.001 0.000% 99.982% Const mixed_8/tower_1/conv_1/conv2d_params_max

4.324 0.002 0.001 0.000% 99.982% Const mixed_8/tower/conv/batchnorm/beta_min

4.314 0.004 0.001 0.000% 99.982% Const mixed_8/tower/conv/batchnorm/moving_variance_max

4.284 0.003 0.001 0.000% 99.982% Const mixed_8/tower/conv/conv2d_params_min

4.152 0.002 0.001 0.000% 99.982% Const mixed_7/tower_1/conv_3/batchnorm/moving_variance_max

4.012 0.003 0.001 0.000% 99.982% Const mixed_7/tower_1/conv_1/conv2d_params_min

3.976 0.002 0.001 0.000% 99.982% Const mixed_7/tower_1/conv/batchnorm/moving_mean_max

3.950 0.003 0.001 0.000% 99.983% Const mixed_7/tower/conv_2/batchnorm/beta_max

3.892 0.002 0.001 0.000% 99.983% Const mixed_7/tower/conv_1/batchnorm/beta_min

3.862 0.003 0.001 0.000% 99.983% Const mixed_7/tower/conv_1/batchnorm/moving_mean_min

3.781 0.002 0.001 0.000% 99.983% Const mixed_7/conv/batchnorm/beta_min

3.755 0.002 0.001 0.000% 99.983% Const mixed_7/conv/batchnorm/moving_mean_min

3.665 0.002 0.001 0.000% 99.983% Const mixed_6/tower_1/conv_4/batchnorm/moving_variance_max

3.594 0.002 0.001 0.000% 99.983% Const mixed_6/tower_1/conv_3/batchnorm/moving_mean_max

3.496 0.002 0.001 0.000% 99.983% Const mixed_6/tower_1/conv_1/batchnorm/moving_variance_min

3.455 0.003 0.001 0.000% 99.983% Const mixed_6/tower_1/conv/batchnorm/beta_min

3.391 0.004 0.001 0.000% 99.983% Const mixed_6/tower/conv_2/batchnorm/moving_variance_max

3.379 0.002 0.001 0.000% 99.983% Const mixed_6/tower/conv_2/batchnorm/moving_mean_max

3.233 0.002 0.001 0.000% 99.983% Const mixed_6/conv/batchnorm/beta_quint8_const

3.182 0.005 0.001 0.000% 99.983% Const mixed_5/tower_2/conv/batchnorm/beta_min

2.949 0.003 0.001 0.000% 99.983% Const mixed_5/tower_1/conv_1/batchnorm/moving_variance_min

2.850 0.002 0.001 0.000% 99.983% Const mixed_5/tower/conv_2/batchnorm/beta_min

2.795 0.002 0.001 0.000% 99.983% Const mixed_5/tower/conv_1/batchnorm/beta_min

2.644 0.002 0.001 0.000% 99.983% Const mixed_5/conv/batchnorm/moving_mean_max

2.541 0.002 0.001 0.000% 99.983% Const mixed_4/tower_1/conv_4/batchnorm/moving_variance_min

2.363 0.004 0.001 0.000% 99.983% Const mixed_4/tower_1/conv_1/batchnorm/moving_mean_max

2.275 0.002 0.001 0.000% 99.983% Const mixed_4/tower/conv_2/batchnorm/beta_min

2.261 0.003 0.001 0.000% 99.983% Const mixed_4/tower/conv_2/batchnorm/moving_variance_min

2.250 0.003 0.001 0.000% 99.983% Const mixed_4/tower/conv_2/batchnorm/moving_mean_min

2.136 0.002 0.001 0.000% 99.983% Const mixed_4/tower/conv/batchnorm/moving_mean_max

2.132 0.002 0.001 0.000% 99.984% Const mixed_4/tower/conv/batchnorm/moving_mean_min

2.006 0.003 0.001 0.000% 99.984% Const mixed_3/tower/conv_2/conv2d_params_max

1.980 0.006 0.001 0.000% 99.984% Const mixed_3/tower/conv_1/batchnorm/beta_min

1.916 0.002 0.001 0.000% 99.984% Const mixed_3/tower/conv/batchnorm/moving_variance_min

1.773 0.003 0.001 0.000% 99.984% Const mixed_2/tower_2/conv/batchnorm/moving_mean_max

1.745 0.002 0.001 0.000% 99.984% Const mixed_2/tower_1/conv_2/batchnorm/beta_max

1.705 0.002 0.001 0.000% 99.984% Const mixed_2/tower_1/conv_2/conv2d_params_max

1.612 0.002 0.001 0.000% 99.984% Const mixed_2/tower_1/conv/batchnorm/moving_mean_max

1.583 0.006 0.001 0.000% 99.984% Const mixed_2/tower/conv_1/batchnorm/beta_max

1.573 0.002 0.001 0.000% 99.984% Const mixed_2/tower/conv_1/batchnorm/moving_variance_max

1.505 0.003 0.001 0.000% 99.984% Const mixed_2/tower/conv/batchnorm/moving_variance_quint8_const

1.443 0.002 0.001 0.000% 99.984% Const mixed_2/conv/batchnorm/moving_mean_min

1.389 0.003 0.001 0.000% 99.984% Const mixed_1/tower_2/conv/batchnorm/moving_mean_min

1.352 0.003 0.001 0.000% 99.984% Const mixed_1/tower_1/conv_2/batchnorm/moving_variance_max

1.294 0.002 0.001 0.000% 99.984% Const mixed_1/tower_1/conv_1/batchnorm/moving_variance_min

1.216 0.002 0.001 0.000% 99.984% Const mixed_1/tower_1/conv/conv2d_params_max

1.198 0.002 0.001 0.000% 99.984% Const mixed_1/tower/conv_1/batchnorm/beta_min

1.093 0.003 0.001 0.000% 99.984% Const mixed_1/tower/conv/conv2d_params_max

1.019 0.002 0.001 0.000% 99.984% Const mixed/tower_2/conv/batchnorm/beta_max

0.843 0.003 0.001 0.000% 99.984% Const mixed/tower_1/conv_1/conv2d_params_min

0.698 0.004 0.001 0.000% 99.984% Const mixed/tower/conv_1/batchnorm/moving_mean_min

0.685 0.004 0.001 0.000% 99.984% Const mixed/tower/conv_1/conv2d_params_max

0.622 0.002 0.001 0.000% 99.985% Const mixed/tower/conv/conv2d_params_max

0.437 0.003 0.001 0.000% 99.985% Const conv_2/batchnorm/beta_max

0.411 0.003 0.001 0.000% 99.985% Const conv_2/batchnorm/moving_mean_max

0.277 0.002 0.001 0.000% 99.985% Const conv/conv2d_params_max

3.427 0.002 0.001 0.000% 99.985% Const mixed_6/tower_1/conv/batchnorm/moving_mean_min

5.544 0.003 0.001 0.000% 99.985% Const mixed_9/tower_1/conv/batchnorm/moving_variance_min

5.457 0.002 0.001 0.000% 99.985% Const mixed_9/tower/mixed/conv_1/conv2d_params_min

5.412 0.002 0.001 0.000% 99.985% Const mixed_9/tower/mixed/conv/batchnorm/moving_mean_min

5.251 0.006 0.001 0.000% 99.985% Const mixed_10/tower_2/conv/batchnorm/moving_mean_max

5.185 0.003 0.001 0.000% 99.985% Const mixed_10/tower_1/mixed/conv_1/conv2d_params_max

5.146 0.006 0.001 0.000% 99.985% Const mixed_10/tower_1/mixed/conv/batchnorm/moving_variance_max

5.073 0.002 0.001 0.000% 99.985% Const mixed_10/tower_1/conv_1/batchnorm/moving_mean_max

4.949 0.006 0.001 0.000% 99.985% Const mixed_10/tower/mixed/conv_1/batchnorm/moving_mean_min

4.783 0.003 0.001 0.000% 99.985% Const mixed_10/conv/batchnorm/beta_min

4.582 0.002 0.001 0.000% 99.985% Const mixed_8/tower_1/conv_3/batchnorm/moving_variance_min

4.535 0.002 0.001 0.000% 99.985% Const mixed_8/tower_1/conv_2/batchnorm/beta_quint8_const

4.528 0.002 0.001 0.000% 99.985% Const mixed_8/tower_1/conv_2/batchnorm/moving_variance_min

4.470 0.003 0.001 0.000% 99.985% Const mixed_8/tower_1/conv_1/batchnorm/moving_variance_quint8_const

4.460 0.003 0.001 0.000% 99.985% Const mixed_8/tower_1/conv_1/batchnorm/moving_mean_min

4.338 0.002 0.001 0.000% 99.985% Const mixed_8/tower/conv_1/conv2d_params_min

4.306 0.003 0.001 0.000% 99.985% Const mixed_8/tower/conv/batchnorm/moving_variance_quint8_const

4.302 0.003 0.001 0.000% 99.985% Const mixed_8/tower/conv/batchnorm/moving_mean_max

4.260 0.005 0.001 0.000% 99.985% Const mixed_7/tower_2/conv/batchnorm/moving_variance_max

4.234 0.002 0.001 0.000% 99.986% Const mixed_7/tower_2/conv/conv2d_params_max

4.160 0.002 0.001 0.000% 99.986% Const mixed_7/tower_1/conv_3/batchnorm/beta_min

4.027 0.002 0.001 0.000% 99.986% Const mixed_7/tower_1/conv_1/batchnorm/moving_mean_min

4.001 0.002 0.001 0.000% 99.986% Const mixed_7/tower_1/conv/batchnorm/beta_min

3.937 0.002 0.001 0.000% 99.986% Const mixed_7/tower/conv_2/batchnorm/moving_variance_max

3.818 0.002 0.001 0.000% 99.986% Const mixed_7/tower/conv/batchnorm/moving_variance_quint8_const

3.702 0.002 0.001 0.000% 99.986% Const mixed_6/tower_2/conv/batchnorm/moving_mean_min

3.687 0.002 0.001 0.000% 99.986% Const mixed_6/tower_2/conv/conv2d_params_min

3.637 0.005 0.001 0.000% 99.986% Const mixed_6/tower_1/conv_4/conv2d_params_max

3.564 0.002 0.001 0.000% 99.986% Const mixed_6/tower_1/conv_2/batchnorm/beta_min

3.554 0.002 0.001 0.000% 99.986% Const mixed_6/tower_1/conv_2/batchnorm/moving_variance_max

3.467 0.005 0.001 0.000% 99.986% Const mixed_6/tower_1/conv_1/conv2d_params_min

3.334 0.005 0.001 0.000% 99.986% Const mixed_6/tower/conv_1/batchnorm/moving_variance_max

3.330 0.003 0.001 0.000% 99.986% Const mixed_6/tower/conv_1/batchnorm/moving_variance_min

3.201 0.002 0.001 0.000% 99.986% Const mixed_6/conv/conv2d_params_max

3.161 0.002 0.001 0.000% 99.986% Const mixed_5/tower_2/conv/batchnorm/moving_mean_max

3.121 0.002 0.001 0.000% 99.986% Const mixed_5/tower_1/conv_4/batchnorm/moving_variance_max

3.049 0.002 0.001 0.000% 99.986% Const mixed_5/tower_1/conv_3/batchnorm/moving_mean_min

3.009 0.002 0.001 0.000% 99.986% Const mixed_5/tower_1/conv_2/batchnorm/moving_variance_max

2.995 0.005 0.001 0.000% 99.986% Const mixed_5/tower_1/conv_2/batchnorm/moving_mean_max

2.914 0.002 0.001 0.000% 99.986% Const mixed_5/tower_1/conv/batchnorm/beta_max

2.720 0.002 0.001 0.000% 99.986% Const mixed_5/tower/conv/batchnorm/beta_min

2.605 0.003 0.001 0.000% 99.986% Const mixed_4/tower_2/conv/batchnorm/beta_min

2.594 0.003 0.001 0.000% 99.987% Const mixed_4/tower_2/conv/batchnorm/moving_variance_min

2.584 0.003 0.001 0.000% 99.987% Const mixed_4/tower_2/conv/batchnorm/moving_mean_max

2.580 0.003 0.001 0.000% 99.987% Const mixed_4/tower_2/conv/batchnorm/moving_mean_min

2.570 0.005 0.001 0.000% 99.987% Const mixed_4/tower_2/conv/conv2d_params_max

2.548 0.002 0.001 0.000% 99.987% Const mixed_4/tower_1/conv_4/batchnorm/beta_quint8_const

2.527 0.002 0.001 0.000% 99.987% Const mixed_4/tower_1/conv_4/batchnorm/moving_mean_min

2.501 0.002 0.001 0.000% 99.987% Const mixed_4/tower_1/conv_3/batchnorm/beta_min

2.121 0.002 0.001 0.000% 99.987% Const mixed_4/tower/conv/conv2d_params_max

2.062 0.002 0.001 0.000% 99.987% Const mixed_4/conv/conv2d_params_max

1.901 0.002 0.001 0.000% 99.987% Const mixed_3/tower/conv/batchnorm/moving_mean_min

1.839 0.002 0.001 0.000% 99.987% Const mixed_3/conv/batchnorm/moving_variance_max

1.821 0.002 0.001 0.000% 99.987% Const mixed_3/conv/batchnorm/moving_mean_min

1.759 0.003 0.001 0.000% 99.987% Const mixed_2/tower_2/conv/conv2d_params_max

1.731 0.005 0.001 0.000% 99.987% Const mixed_2/tower_1/conv_2/batchnorm/moving_variance_max

1.672 0.002 0.001 0.000% 99.987% Const mixed_2/tower_1/conv_1/batchnorm/moving_variance_min

1.598 0.002 0.001 0.000% 99.987% Const mixed_2/tower_1/conv/conv2d_params_max

1.462 0.002 0.001 0.000% 99.987% Const mixed_2/conv/batchnorm/moving_variance_max

1.432 0.003 0.001 0.000% 99.987% Const mixed_2/conv/conv2d_params_max

1.418 0.005 0.001 0.000% 99.987% Const mixed_1/tower_2/conv/batchnorm/beta_max

0.828 0.002 0.001 0.000% 99.987% Const mixed/tower_1/conv/batchnorm/beta_min

0.679 0.004 0.001 0.000% 99.987% Const mixed/tower/conv_1/conv2d_params_min

0.659 0.003 0.001 0.000% 99.987% Const mixed/tower/conv/batchnorm/beta_max

0.481 0.003 0.001 0.000% 99.987% Const conv_3/batchnorm/moving_variance_min

5.656 0.003 0.001 0.000% 99.988% Const mixed_9/tower_1/mixed/conv/batchnorm/moving_variance_min

5.601 0.003 0.001 0.000% 99.988% Const mixed_9/tower_1/conv_1/batchnorm/moving_variance_min

5.571 0.002 0.001 0.000% 99.988% Const mixed_9/tower_1/conv_1/conv2d_params_min

5.514 0.006 0.001 0.000% 99.988% Const mixed_9/tower_1/conv/conv2d_params_min

5.319 0.003 0.001 0.000% 99.988% Const softmax/biases_quint8_const

5.258 0.003 0.001 0.000% 99.988% Const mixed_10/tower_2/conv/batchnorm/moving_variance_quint8_const

5.247 0.003 0.001 0.000% 99.988% Const mixed_10/tower_2/conv/batchnorm/moving_mean_min

5.134 0.003 0.001 0.000% 99.988% Const mixed_10/tower_1/mixed/conv/batchnorm/moving_mean_max

5.037 0.002 0.001 0.000% 99.988% Const mixed_10/tower_1/conv/batchnorm/beta_max

4.815 0.005 0.001 0.000% 99.988% Const mixed_10/tower/conv/batchnorm/moving_mean_min

4.747 0.002 0.001 0.000% 99.988% Const mixed_10/conv/conv2d_params_max

4.622 0.002 0.001 0.000% 99.988% Const mixed_9/conv/batchnorm/moving_mean_min

4.575 0.002 0.001 0.000% 99.988% Const mixed_8/tower_1/conv_3/batchnorm/moving_variance_quint8_const

4.368 0.002 0.001 0.000% 99.988% Const mixed_8/tower/conv_1/batchnorm/moving_variance_max

4.357 0.002 0.001 0.000% 99.988% Const mixed_8/tower/conv_1/batchnorm/moving_mean_max

4.350 0.002 0.001 0.000% 99.988% Const mixed_8/tower/conv_1/batchnorm/moving_mean_min

4.327 0.002 0.001 0.000% 99.988% Const mixed_8/tower/conv/batchnorm/beta_max

4.296 0.005 0.001 0.000% 99.988% Const mixed_8/tower/conv/batchnorm/moving_mean_min

4.218 0.003 0.001 0.000% 99.988% Const mixed_7/tower_1/conv_4/batchnorm/beta_max

4.120 0.002 0.001 0.000% 99.988% Const mixed_7/tower_1/conv_3/conv2d_params_min

4.084 0.002 0.001 0.000% 99.988% Const mixed_7/tower_1/conv_2/batchnorm/moving_mean_max

3.972 0.003 0.001 0.000% 99.988% Const mixed_7/tower_1/conv/batchnorm/moving_mean_min

3.730 0.005 0.001 0.000% 99.988% Const mixed_6/tower_2/conv/batchnorm/beta_max

3.691 0.002 0.001 0.000% 99.989% Const mixed_6/tower_2/conv/conv2d_params_max

3.550 0.002 0.001 0.000% 99.989% Const mixed_6/tower_1/conv_2/batchnorm/moving_variance_min

3.536 0.002 0.001 0.000% 99.989% Const mixed_6/tower_1/conv_2/batchnorm/moving_mean_min

3.499 0.003 0.001 0.000% 99.989% Const mixed_6/tower_1/conv_1/batchnorm/moving_variance_max

3.387 0.002 0.001 0.000% 99.989% Const mixed_6/tower/conv_2/batchnorm/moving_variance_min

3.308 0.002 0.001 0.000% 99.989% Const mixed_6/tower/conv_1/conv2d_params_max

3.189 0.002 0.001 0.000% 99.989% Const mixed_5/tower_2/conv/batchnorm/beta_max

3.171 0.002 0.001 0.000% 99.989% Const mixed_5/tower_2/conv/batchnorm/moving_variance_min

3.129 0.004 0.001 0.000% 99.989% Const mixed_5/tower_1/conv_4/batchnorm/beta_min

3.107 0.002 0.001 0.000% 99.989% Const mixed_5/tower_1/conv_4/batchnorm/moving_mean_max

3.066 0.003 0.001 0.000% 99.989% Const mixed_5/tower_1/conv_3/batchnorm/moving_variance_max

3.059 0.002 0.001 0.000% 99.989% Const mixed_5/tower_1/conv_3/batchnorm/moving_variance_quint8_const

2.960 0.002 0.001 0.000% 99.989% Const mixed_5/tower_1/conv_1/batchnorm/beta_quint8_const

2.910 0.003 0.001 0.000% 99.989% Const mixed_5/tower_1/conv/batchnorm/beta_min

2.889 0.002 0.001 0.000% 99.989% Const mixed_5/tower_1/conv/batchnorm/moving_mean_max

2.869 0.004 0.001 0.000% 99.989% Const mixed_5/tower_1/conv/conv2d_params_min

2.842 0.003 0.001 0.000% 99.989% Const mixed_5/tower/conv_2/batchnorm/moving_variance_max

2.666 0.002 0.001 0.000% 99.989% Const mixed_5/conv/batchnorm/beta_min

2.629 0.002 0.001 0.000% 99.989% Const mixed_5/conv/conv2d_params_max

2.615 0.004 0.001 0.000% 99.989% Const mixed_4/tower_2/conv/batchnorm/beta_max

2.598 0.002 0.001 0.000% 99.989% Const mixed_4/tower_2/conv/batchnorm/moving_variance_max

2.505 0.002 0.001 0.000% 99.989% Const mixed_4/tower_1/conv_3/batchnorm/beta_max

2.432 0.002 0.001 0.000% 99.989% Const mixed_4/tower_1/conv_2/batchnorm/moving_variance_max

2.235 0.004 0.001 0.000% 99.990% Const mixed_4/tower/conv_2/conv2d_params_max

2.215 0.003 0.001 0.000% 99.990% Const mixed_4/tower/conv_1/batchnorm/beta_min

2.177 0.002 0.001 0.000% 99.990% Const mixed_4/tower/conv_1/conv2d_params_min

1.930 0.002 0.001 0.000% 99.990% Const mixed_3/tower/conv/batchnorm/beta_min

1.781 0.002 0.001 0.000% 99.990% Const mixed_2/tower_2/conv/batchnorm/moving_variance_min

1.728 0.002 0.001 0.000% 99.990% Const mixed_2/tower_1/conv_2/batchnorm/moving_variance_min

1.661 0.003 0.001 0.000% 99.990% Const mixed_2/tower_1/conv_1/batchnorm/moving_mean_min

1.651 0.002 0.001 0.000% 99.990% Const mixed_2/tower_1/conv_1/conv2d_params_max

1.647 0.002 0.001 0.000% 99.990% Const mixed_2/tower_1/conv_1/conv2d_params_min

1.633 0.002 0.001 0.000% 99.990% Const mixed_2/tower_1/conv/batchnorm/beta_min

1.608 0.002 0.001 0.000% 99.990% Const mixed_2/tower_1/conv/batchnorm/moving_mean_min

1.580 0.002 0.001 0.000% 99.990% Const mixed_2/tower/conv_1/batchnorm/beta_min

1.569 0.002 0.001 0.000% 99.990% Const mixed_2/tower/conv_1/batchnorm/moving_variance_min

1.544 0.004 0.001 0.000% 99.990% Const mixed_2/tower/conv_1/conv2d_params_max

1.532 0.002 0.001 0.000% 99.990% Const mixed_2/tower/conv/batchnorm/beta_max

1.446 0.003 0.001 0.000% 99.990% Const mixed_2/conv/batchnorm/moving_mean_max

1.360 0.002 0.001 0.000% 99.990% Const mixed_1/tower_1/conv_2/batchnorm/beta_min

1.349 0.002 0.001 0.000% 99.990% Const mixed_1/tower_1/conv_2/batchnorm/moving_variance_min

1.015 0.003 0.001 0.000% 99.990% Const mixed/tower_2/conv/batchnorm/beta_min

0.977 0.002 0.001 0.000% 99.990% Const mixed/tower_2/conv/conv2d_params_max

0.718 0.004 0.001 0.000% 99.990% Const mixed/tower/conv_1/batchnorm/moving_variance_min

0.609 0.002 0.001 0.000% 99.990% Const mixed/conv/batchnorm/beta_max

5.699 0.002 0.001 0.000% 99.990% Const mixed_9/tower_1/mixed/conv_1/batchnorm/moving_mean_min

5.591 0.002 0.001 0.000% 99.990% Const mixed_9/tower_1/conv_1/batchnorm/moving_mean_max

5.533 0.005 0.001 0.000% 99.991% Const mixed_9/tower_1/conv/batchnorm/moving_mean_max

5.529 0.002 0.001 0.000% 99.991% Const mixed_9/tower_1/conv/batchnorm/moving_mean_min

5.490 0.002 0.001 0.000% 99.991% Const mixed_9/tower/mixed/conv_1/batchnorm/moving_variance_max

5.361 0.003 0.001 0.000% 99.991% Const mixed_9/tower/conv/batchnorm/moving_mean_max

5.347 0.002 0.001 0.000% 99.991% Const mixed_9/tower/conv/conv2d_params_max

5.327 0.003 0.001 0.000% 99.991% Const softmax/biases_max

5.239 0.003 0.001 0.000% 99.991% Const mixed_10/tower_2/conv/conv2d_params_max

5.219 0.003 0.001 0.000% 99.991% Const mixed_10/tower_1/mixed/conv_1/batchnorm/beta_min

5.194 0.003 0.001 0.000% 99.991% Const mixed_10/tower_1/mixed/conv_1/batchnorm/moving_mean_min

5.117 0.004 0.001 0.000% 99.991% Const mixed_10/tower_1/mixed/conv/conv2d_params_max

5.111 0.004 0.001 0.000% 99.991% Const mixed_10/tower_1/mixed/conv/conv2d_params_min

5.095 0.002 0.001 0.000% 99.991% Const mixed_10/tower_1/conv_1/batchnorm/beta_min

5.091 0.003 0.001 0.000% 99.991% Const mixed_10/tower_1/conv_1/batchnorm/beta_quint8_const

5.057 0.002 0.001 0.000% 99.991% Const mixed_10/tower_1/conv_1/conv2d_params_max

4.982 0.002 0.001 0.000% 99.991% Const mixed_10/tower/mixed/conv_1/batchnorm/beta_max

4.968 0.005 0.001 0.000% 99.991% Const mixed_10/tower/mixed/conv_1/batchnorm/moving_variance_max

4.941 0.002 0.001 0.000% 99.991% Const mixed_10/tower/mixed/conv_1/conv2d_params_max

4.922 0.003 0.001 0.000% 99.991% Const mixed_10/tower/mixed/conv/batchnorm/beta_min

4.906 0.002 0.001 0.000% 99.991% Const mixed_10/tower/mixed/conv/batchnorm/moving_variance_min

4.503 0.005 0.001 0.000% 99.991% Const mixed_8/tower_1/conv_2/conv2d_params_max

4.446 0.002 0.001 0.000% 99.991% Const mixed_8/tower_1/conv_1/conv2d_params_min

4.435 0.002 0.001 0.000% 99.991% Const mixed_8/tower_1/conv/batchnorm/beta_min

4.425 0.002 0.001 0.000% 99.991% Const mixed_8/tower_1/conv/batchnorm/moving_variance_max

4.342 0.002 0.001 0.000% 99.992% Const mixed_8/tower/conv_1/conv2d_params_max

4.207 0.002 0.001 0.000% 99.992% Const mixed_7/tower_1/conv_4/batchnorm/moving_variance_max

4.178 0.002 0.001 0.000% 99.992% Const mixed_7/tower_1/conv_4/conv2d_params_max

3.987 0.002 0.001 0.000% 99.992% Const mixed_7/tower_1/conv/batchnorm/moving_variance_min

3.933 0.002 0.001 0.000% 99.992% Const mixed_7/tower/conv_2/batchnorm/moving_variance_min

3.814 0.003 0.001 0.000% 99.992% Const mixed_7/tower/conv/batchnorm/moving_mean_max

3.745 0.002 0.001 0.000% 99.992% Const mixed_7/conv/conv2d_params_max

3.528 0.003 0.001 0.000% 99.992% Const mixed_6/tower_1/conv_2/conv2d_params_max

3.510 0.002 0.001 0.000% 99.992% Const mixed_6/tower_1/conv_1/batchnorm/beta_min

3.433 0.003 0.001 0.000% 99.992% Const mixed_6/tower_1/conv/batchnorm/moving_mean_max

3.404 0.002 0.001 0.000% 99.992% Const mixed_6/tower/conv_2/batchnorm/beta_max

3.229 0.002 0.001 0.000% 99.992% Const mixed_6/conv/batchnorm/moving_variance_max

3.147 0.005 0.001 0.000% 99.992% Const mixed_5/tower_2/conv/conv2d_params_max

3.135 0.002 0.001 0.000% 99.992% Const mixed_5/tower_1/conv_4/batchnorm/beta_max

3.076 0.003 0.001 0.000% 99.992% Const mixed_5/tower_1/conv_3/batchnorm/beta_min

2.991 0.003 0.001 0.000% 99.992% Const mixed_5/tower_1/conv_2/batchnorm/moving_mean_min

2.983 0.002 0.001 0.000% 99.992% Const mixed_5/tower_1/conv_2/conv2d_params_max

2.928 0.003 0.001 0.000% 99.992% Const mixed_5/tower_1/conv_1/conv2d_params_max

2.684 0.002 0.001 0.000% 99.992% Const mixed_5/tower/conv/conv2d_params_max

2.640 0.002 0.001 0.000% 99.992% Const mixed_5/conv/batchnorm/moving_mean_min

2.481 0.003 0.001 0.000% 99.992% Const mixed_4/tower_1/conv_3/batchnorm/moving_variance_min

2.471 0.002 0.001 0.000% 99.992% Const mixed_4/tower_1/conv_3/batchnorm/moving_mean_max

2.460 0.002 0.001 0.000% 99.992% Const mixed_4/tower_1/conv_3/conv2d_params_max

2.414 0.002 0.001 0.000% 99.992% Const mixed_4/tower_1/conv_2/batchnorm/moving_mean_min

2.392 0.002 0.001 0.000% 99.993% Const mixed_4/tower_1/conv_1/batchnorm/beta_max

2.374 0.002 0.001 0.000% 99.993% Const mixed_4/tower_1/conv_1/batchnorm/moving_variance_min

2.332 0.002 0.001 0.000% 99.993% Const mixed_4/tower_1/conv/batchnorm/beta_max

2.208 0.002 0.001 0.000% 99.993% Const mixed_4/tower/conv_1/batchnorm/moving_variance_max

2.101 0.003 0.001 0.000% 99.993% Const mixed_4/conv/batchnorm/beta_max

2.084 0.005 0.001 0.000% 99.993% Const mixed_4/conv/batchnorm/moving_variance_min

1.973 0.002 0.001 0.000% 99.993% Const mixed_3/tower/conv_1/batchnorm/moving_variance_max

1.849 0.002 0.001 0.000% 99.993% Const mixed_3/conv/batchnorm/beta_min

1.686 0.003 0.001 0.000% 99.993% Const mixed_2/tower_1/conv_1/batchnorm/beta_min

1.679 0.002 0.001 0.000% 99.993% Const mixed_2/tower_1/conv_1/batchnorm/moving_variance_max

1.665 0.002 0.001 0.000% 99.993% Const mixed_2/tower_1/conv_1/batchnorm/moving_mean_max

1.594 0.003 0.001 0.000% 99.993% Const mixed_2/tower_1/conv/conv2d_params_min

1.541 0.002 0.001 0.000% 99.993% Const mixed_2/tower/conv_1/conv2d_params_min

1.509 0.003 0.001 0.000% 99.993% Const mixed_2/tower/conv/batchnorm/moving_variance_min

1.469 0.002 0.001 0.000% 99.993% Const mixed_2/conv/batchnorm/beta_min

1.466 0.002 0.001 0.000% 99.993% Const mixed_2/conv/batchnorm/beta_quint8_const

1.393 0.002 0.001 0.000% 99.993% Const mixed_1/tower_2/conv/batchnorm/moving_mean_max

1.224 0.002 0.001 0.000% 99.993% Const mixed_1/tower_1/conv/batchnorm/moving_mean_min

1.168 0.002 0.001 0.000% 99.993% Const mixed_1/tower/conv_1/batchnorm/moving_mean_min

0.564 0.002 0.001 0.000% 99.993% Const mixed/conv/conv2d_params_min

5.669 0.005 0.001 0.000% 99.993% Const mixed_9/tower_1/mixed/conv/batchnorm/beta_min

5.612 0.006 0.001 0.000% 99.993% Const mixed_9/tower_1/conv_1/batchnorm/beta_min

5.469 0.002 0.001 0.000% 99.993% Const mixed_9/tower/mixed/conv_1/batchnorm/moving_mean_min

5.461 0.002 0.001 0.000% 99.994% Const mixed_9/tower/mixed/conv_1/conv2d_params_max

5.301 0.003 0.001 0.000% 99.994% Const softmax/weights_max

5.262 0.002 0.001 0.000% 99.994% Const mixed_10/tower_2/conv/batchnorm/moving_variance_min

5.211 0.002 0.001 0.000% 99.994% Const mixed_10/tower_1/mixed/conv_1/batchnorm/moving_variance_max

5.206 0.003 0.001 0.000% 99.994% Const mixed_10/tower_1/mixed/conv_1/batchnorm/moving_variance_min

5.080 0.003 0.001 0.000% 99.994% Const mixed_10/tower_1/conv_1/batchnorm/moving_variance_min

5.019 0.002 0.001 0.000% 99.994% Const mixed_10/tower_1/conv/batchnorm/moving_variance_min

4.844 0.003 0.001 0.000% 99.994% Const mixed_10/tower/conv/batchnorm/beta_min

4.646 0.002 0.001 0.000% 99.994% Const mixed_9/conv/batchnorm/beta_min

4.557 0.003 0.001 0.000% 99.994% Const mixed_8/tower_1/conv_3/conv2d_params_max

4.531 0.003 0.001 0.000% 99.994% Const mixed_8/tower_1/conv_2/batchnorm/moving_variance_max

4.478 0.002 0.001 0.000% 99.994% Const mixed_8/tower_1/conv_1/batchnorm/moving_variance_max

4.421 0.002 0.001 0.000% 99.994% Const mixed_8/tower_1/conv/batchnorm/moving_variance_min

4.256 0.002 0.001 0.000% 99.994% Const mixed_7/tower_2/conv/batchnorm/moving_variance_min

4.094 0.002 0.001 0.000% 99.994% Const mixed_7/tower_1/conv_2/batchnorm/moving_variance_min

4.041 0.002 0.001 0.000% 99.994% Const mixed_7/tower_1/conv_1/batchnorm/moving_variance_min

3.965 0.002 0.001 0.000% 99.994% Const mixed_7/tower_1/conv/conv2d_params_max

3.719 0.002 0.001 0.000% 99.994% Const mixed_6/tower_2/conv/batchnorm/moving_variance_max

3.608 0.002 0.001 0.000% 99.994% Const mixed_6/tower_1/conv_3/batchnorm/moving_variance_max

3.419 0.002 0.001 0.000% 99.994% Const mixed_6/tower_1/conv/conv2d_params_max

3.401 0.002 0.001 0.000% 99.994% Const mixed_6/tower/conv_2/batchnorm/beta_min

3.348 0.003 0.001 0.000% 99.994% Const mixed_6/tower/conv_1/batchnorm/beta_max

3.264 0.003 0.001 0.000% 99.994% Const mixed_6/tower/conv/batchnorm/moving_mean_min

3.236 0.002 0.001 0.000% 99.994% Const mixed_6/conv/batchnorm/beta_min

3.211 0.003 0.001 0.000% 99.995% Const mixed_6/conv/batchnorm/moving_mean_min

3.125 0.002 0.001 0.000% 99.995% Const mixed_5/tower_1/conv_4/batchnorm/beta_quint8_const

3.117 0.003 0.001 0.000% 99.995% Const mixed_5/tower_1/conv_4/batchnorm/moving_variance_min

3.080 0.002 0.001 0.000% 99.995% Const mixed_5/tower_1/conv_3/batchnorm/beta_max

2.953 0.002 0.001 0.000% 99.995% Const mixed_5/tower_1/conv_1/batchnorm/moving_variance_max

2.874 0.002 0.001 0.000% 99.995% Const mixed_5/tower_1/conv/conv2d_params_max

2.824 0.003 0.001 0.000% 99.995% Const mixed_5/tower/conv_2/batchnorm/moving_mean_min

2.658 0.003 0.001 0.000% 99.995% Const mixed_5/conv/batchnorm/moving_variance_max

2.519 0.003 0.001 0.000% 99.995% Const mixed_4/tower_1/conv_4/conv2d_params_max

2.486 0.004 0.001 0.000% 99.995% Const mixed_4/tower_1/conv_3/batchnorm/moving_variance_max

2.467 0.003 0.001 0.000% 99.995% Const mixed_4/tower_1/conv_3/batchnorm/moving_mean_min

2.388 0.002 0.001 0.000% 99.995% Const mixed_4/tower_1/conv_1/batchnorm/beta_min

2.377 0.002 0.001 0.000% 99.995% Const mixed_4/tower_1/conv_1/batchnorm/moving_variance_max

2.219 0.002 0.001 0.000% 99.995% Const mixed_4/tower/conv_1/batchnorm/beta_max

2.044 0.002 0.001 0.000% 99.995% Const mixed_3/tower/conv_2/batchnorm/beta_min

2.032 0.003 0.001 0.000% 99.995% Const mixed_3/tower/conv_2/batchnorm/moving_variance_min

1.756 0.002 0.001 0.000% 99.995% Const mixed_2/tower_2/conv/conv2d_params_min

1.502 0.002 0.001 0.000% 99.995% Const mixed_2/tower/conv/batchnorm/moving_mean_max

1.078 0.002 0.001 0.000% 99.995% Const mixed_1/conv/batchnorm/beta_max

0.957 0.002 0.001 0.000% 99.995% Const mixed/tower_1/conv_2/batchnorm/beta_min

0.925 0.003 0.001 0.000% 99.995% Const mixed/tower_1/conv_2/batchnorm/moving_mean_min

5.733 0.002 0.001 0.000% 99.995% Const mixed_9/tower_1/mixed/conv_1/batchnorm/beta_max

5.703 0.002 0.001 0.000% 99.995% Const mixed_9/tower_1/mixed/conv_1/batchnorm/moving_mean_max

5.688 0.003 0.001 0.000% 99.995% Const mixed_9/tower_1/mixed/conv_1/conv2d_params_max

5.646 0.002 0.001 0.000% 99.996% Const mixed_9/tower_1/mixed/conv/batchnorm/moving_mean_max

5.587 0.002 0.001 0.000% 99.996% Const mixed_9/tower_1/conv_1/batchnorm/moving_mean_min

5.548 0.003 0.001 0.000% 99.996% Const mixed_9/tower_1/conv/batchnorm/moving_variance_max

5.502 0.002 0.001 0.000% 99.996% Const mixed_9/tower/mixed/conv_1/batchnorm/beta_min

5.445 0.002 0.001 0.000% 99.996% Const mixed_9/tower/mixed/conv/batchnorm/beta_max

5.430 0.002 0.001 0.000% 99.996% Const mixed_9/tower/mixed/conv/batchnorm/moving_variance_max

5.418 0.003 0.001 0.000% 99.996% Const mixed_9/tower/mixed/conv/batchnorm/moving_mean_max

5.266 0.002 0.001 0.000% 99.996% Const mixed_10/tower_2/conv/batchnorm/moving_variance_max

5.098 0.003 0.001 0.000% 99.996% Const mixed_10/tower_1/conv_1/batchnorm/beta_max

5.022 0.002 0.001 0.000% 99.996% Const mixed_10/tower_1/conv/batchnorm/moving_variance_max

4.926 0.002 0.001 0.000% 99.996% Const mixed_10/tower/mixed/conv/batchnorm/beta_max

4.848 0.002 0.001 0.000% 99.996% Const mixed_10/tower/conv/batchnorm/beta_max

4.807 0.003 0.001 0.000% 99.996% Const mixed_10/tower/conv/conv2d_params_max

4.612 0.002 0.001 0.000% 99.996% Const mixed_9/conv/conv2d_params_max

4.571 0.002 0.001 0.000% 99.996% Const mixed_8/tower_1/conv_3/batchnorm/moving_mean_max

4.545 0.002 0.001 0.000% 99.996% Const mixed_8/tower_1/conv_2/batchnorm/beta_max

4.514 0.002 0.001 0.000% 99.996% Const mixed_8/tower_1/conv_2/batchnorm/moving_mean_min

4.492 0.002 0.001 0.000% 99.996% Const mixed_8/tower_1/conv_1/batchnorm/beta_max

4.464 0.002 0.001 0.000% 99.996% Const mixed_8/tower_1/conv_1/batchnorm/moving_mean_max

4.438 0.002 0.001 0.000% 99.996% Const mixed_8/tower_1/conv/batchnorm/beta_max

4.397 0.003 0.001 0.000% 99.996% Const mixed_8/tower_1/conv/conv2d_params_max

4.288 0.002 0.001 0.000% 99.996% Const mixed_8/tower/conv/conv2d_params_max

4.270 0.002 0.001 0.000% 99.996% Const mixed_7/tower_2/conv/batchnorm/beta_min

4.163 0.005 0.001 0.000% 99.996% Const mixed_7/tower_1/conv_3/batchnorm/beta_max

4.137 0.002 0.001 0.000% 99.996% Const mixed_7/tower_1/conv_3/batchnorm/moving_mean_max

4.123 0.002 0.001 0.000% 99.997% Const mixed_7/tower_1/conv_3/conv2d_params_max

4.044 0.003 0.001 0.000% 99.997% Const mixed_7/tower_1/conv_1/batchnorm/moving_variance_max

4.019 0.002 0.001 0.000% 99.997% Const mixed_7/tower_1/conv_1/conv2d_params_max

3.947 0.002 0.001 0.000% 99.997% Const mixed_7/tower/conv_2/batchnorm/beta_min

3.918 0.003 0.001 0.000% 99.997% Const mixed_7/tower/conv_2/batchnorm/moving_mean_min

3.911 0.002 0.001 0.000% 99.997% Const mixed_7/tower/conv_2/conv2d_params_max

3.895 0.003 0.001 0.000% 99.997% Const mixed_7/tower/conv_1/batchnorm/beta_max

3.679 0.002 0.001 0.000% 99.997% Const mixed_6/tower_1/conv_4/batchnorm/beta_max

3.661 0.003 0.001 0.000% 99.997% Const mixed_6/tower_1/conv_4/batchnorm/moving_variance_min

3.626 0.002 0.001 0.000% 99.997% Const mixed_6/tower_1/conv_3/batchnorm/beta_max

3.474 0.002 0.001 0.000% 99.997% Const mixed_6/tower_1/conv_1/conv2d_params_max

3.459 0.002 0.001 0.000% 99.997% Const mixed_6/tower_1/conv/batchnorm/beta_max

3.345 0.002 0.001 0.000% 99.997% Const mixed_6/tower/conv_1/batchnorm/beta_min

3.020 0.002 0.001 0.000% 99.997% Const mixed_5/tower_1/conv_2/batchnorm/beta_min

2.968 0.002 0.001 0.000% 99.997% Const mixed_5/tower_1/conv_1/batchnorm/beta_max

2.964 0.002 0.001 0.000% 99.997% Const mixed_5/tower_1/conv_1/batchnorm/beta_min

2.809 0.002 0.001 0.000% 99.997% Const mixed_5/tower/conv_2/conv2d_params_min

2.418 0.005 0.001 0.000% 99.997% Const mixed_4/tower_1/conv_2/batchnorm/moving_mean_max

2.294 0.002 0.001 0.000% 99.997% Const mixed_4/tower_1/conv/conv2d_params_max

2.279 0.002 0.001 0.000% 99.997% Const mixed_4/tower/conv_2/batchnorm/beta_max

2.036 0.002 0.001 0.000% 99.997% Const mixed_3/tower/conv_2/batchnorm/moving_variance_max

1.955 0.003 0.001 0.000% 99.997% Const mixed_3/tower/conv_1/batchnorm/moving_mean_min

1.795 0.002 0.001 0.000% 99.997% Const mixed_2/tower_2/conv/batchnorm/beta_min

1.555 0.002 0.001 0.000% 99.997% Const mixed_2/tower/conv_1/batchnorm/moving_mean_min

1.454 0.002 0.001 0.000% 99.998% Const mixed_2/conv/batchnorm/moving_variance_min

1.334 0.003 0.001 0.000% 99.998% Const mixed_1/tower_1/conv_2/batchnorm/moving_mean_min

0.856 0.002 0.001 0.000% 99.998% Const mixed/tower_1/conv_1/batchnorm/moving_mean_min

5.785 0.002 0.001 0.000% 99.998% Const mixed_9/tower_2/conv/batchnorm/beta_min

5.675 0.003 0.001 0.000% 99.998% Const mixed_9/tower_1/mixed/conv/batchnorm/beta_max

5.632 0.005 0.001 0.000% 99.998% Const mixed_9/tower_1/mixed/conv/conv2d_params_max

5.628 0.002 0.001 0.000% 99.998% Const mixed_9/tower_1/mixed/conv/conv2d_params_min

5.559 0.002 0.001 0.000% 99.998% Const mixed_9/tower_1/conv/batchnorm/beta_min

5.505 0.003 0.001 0.000% 99.998% Const mixed_9/tower/mixed/conv_1/batchnorm/beta_max

5.198 0.003 0.001 0.000% 99.998% Const mixed_10/tower_1/mixed/conv_1/batchnorm/moving_mean_max

5.066 0.005 0.001 0.000% 99.998% Const mixed_10/tower_1/conv_1/batchnorm/moving_mean_min

4.978 0.003 0.001 0.000% 99.998% Const mixed_10/tower/mixed/conv_1/batchnorm/beta_min

4.833 0.002 0.001 0.000% 99.998% Const mixed_10/tower/conv/batchnorm/moving_variance_max

4.625 0.002 0.001 0.000% 99.998% Const mixed_9/conv/batchnorm/moving_mean_max

4.382 0.002 0.001 0.000% 99.998% Const mixed_8/tower/conv_1/batchnorm/beta_max

4.378 0.003 0.001 0.000% 99.998% Const mixed_8/tower/conv_1/batchnorm/beta_min

4.249 0.002 0.001 0.000% 99.998% Const mixed_7/tower_2/conv/batchnorm/moving_mean_max

4.245 0.002 0.001 0.000% 99.998% Const mixed_7/tower_2/conv/batchnorm/moving_mean_min

4.215 0.002 0.001 0.000% 99.998% Const mixed_7/tower_1/conv_4/batchnorm/beta_min

4.192 0.002 0.001 0.000% 99.998% Const mixed_7/tower_1/conv_4/batchnorm/moving_mean_max

3.785 0.002 0.001 0.000% 99.998% Const mixed_7/conv/batchnorm/beta_max

3.651 0.003 0.001 0.000% 99.998% Const mixed_6/tower_1/conv_4/batchnorm/moving_mean_max

3.282 0.002 0.001 0.000% 99.998% Const mixed_6/tower/conv/batchnorm/moving_variance_max

3.254 0.002 0.001 0.000% 99.998% Const mixed_6/tower/conv/conv2d_params_max

3.103 0.002 0.001 0.000% 99.998% Const mixed_5/tower_1/conv_4/batchnorm/moving_mean_min

2.531 0.002 0.001 0.000% 99.999% Const mixed_4/tower_1/conv_4/batchnorm/moving_mean_max

2.442 0.002 0.001 0.000% 99.999% Const mixed_4/tower_1/conv_2/batchnorm/beta_min

2.308 0.002 0.001 0.000% 99.999% Const mixed_4/tower_1/conv/batchnorm/moving_mean_max

1.905 0.002 0.001 0.000% 99.999% Const mixed_3/tower/conv/batchnorm/moving_mean_max

1.473 0.002 0.001 0.000% 99.999% Const mixed_2/conv/batchnorm/beta_max

0.988 0.002 0.001 0.000% 99.999% Const mixed/tower_2/conv/batchnorm/moving_mean_min

5.777 0.002 0.001 0.000% 99.999% Const mixed_9/tower_2/conv/batchnorm/moving_variance_max

5.579 0.002 0.001 0.000% 99.999% Const mixed_9/tower_1/conv_1/conv2d_params_max

5.521 0.002 0.001 0.000% 99.999% Const mixed_9/tower_1/conv/conv2d_params_max

5.404 0.002 0.001 0.000% 99.999% Const mixed_9/tower/mixed/conv/conv2d_params_max

5.157 0.002 0.001 0.000% 99.999% Const mixed_10/tower_1/mixed/conv/batchnorm/beta_min

4.405 0.003 0.001 0.000% 99.999% Const mixed_8/tower_1/conv/batchnorm/moving_mean_min

4.112 0.002 0.001 0.000% 99.999% Const mixed_7/tower_1/conv_2/batchnorm/beta_max

3.822 0.002 0.001 0.000% 99.999% Const mixed_7/tower/conv/batchnorm/moving_variance_min

3.096 0.002 0.001 0.000% 99.999% Const mixed_5/tower_1/conv_4/conv2d_params_max

2.544 0.002 0.001 0.000% 99.999% Const mixed_4/tower_1/conv_4/batchnorm/moving_variance_max

1.919 0.003 0.001 0.000% 99.999% Const mixed_3/tower/conv/batchnorm/moving_variance_max

1.894 0.002 0.001 0.000% 99.999% Const mixed_3/tower/conv/conv2d_params_max

1.487 0.002 0.001 0.000% 99.999% Const mixed_2/tower/conv/conv2d_params_max

1.483 0.003 0.001 0.000% 99.999% Const mixed_2/tower/conv/conv2d_params_min

5.714 0.003 0.001 0.000% 99.999% Const mixed_9/tower_1/mixed/conv_1/batchnorm/moving_variance_min

5.642 0.003 0.001 0.000% 99.999% Const mixed_9/tower_1/mixed/conv/batchnorm/moving_mean_min

5.620 0.002 0.001 0.000% 99.999% Const mixed_9/tower_1/conv_1/batchnorm/beta_max

5.223 0.003 0.001 0.000% 99.999% Const mixed_10/tower_1/mixed/conv_1/batchnorm/beta_max

5.005 0.002 0.001 0.000% 99.999% Const mixed_10/tower_1/conv/batchnorm/moving_mean_min

4.997 0.002 0.001 0.000% 100.000% Const mixed_10/tower_1/conv/conv2d_params_max

2.191 0.002 0.001 0.000% 100.000% Const mixed_4/tower/conv_1/batchnorm/moving_mean_min

5.762 0.002 0.001 0.000% 100.000% Const mixed_9/tower_2/conv/batchnorm/moving_mean_max

5.746 0.003 0.001 0.000% 100.000% Const mixed_9/tower_2/conv/conv2d_params_max

5.323 0.003 0.001 0.000% 100.000% Const softmax/biases_min

5.276 0.003 0.001 0.000% 100.000% Const mixed_10/tower_2/conv/batchnorm/beta_min

4.894 0.002 0.001 0.000% 100.000% Const mixed_10/tower/mixed/conv/batchnorm/moving_mean_min

4.585 0.002 0.001 0.000% 100.000% Const mixed_8/tower_1/conv_3/batchnorm/moving_variance_max

3.869 0.002 0.001 0.000% 100.000% Const mixed_7/tower/conv_1/batchnorm/moving_mean_max

4.593 0.002 0.001 0.000% 100.000% Const mixed_8/tower_1/conv_3/batchnorm/beta_min

3.364 0.002 0.001 0.000% 100.000% Const mixed_6/tower/conv_2/conv2d_params_max

2.760 0.002 0.001 0.000% 100.000% Const mixed_5/tower/conv_1/conv2d_params_max

2.315 0.002 0.001 0.000% 100.000% Const mixed_4/tower_1/conv/batchnorm/moving_variance_min

5.605 0.002 0.001 0.000% 100.000% Const mixed_9/tower_1/conv_1/batchnorm/moving_variance_max

I tensorflow/core/util/stat_summarizer.cc:263]

Issue 2:
On Ubuntu 15.10 with CUDA 7.5, cuDNN 7.0, tensorflow-0.9.0rc0, ran "tensorflow/examples/label_image/" application by taking inception-v3 graph and roughly measure the elapsed time.

Then take "tensorflow/contrib/quantization/tools:quantize_graph" to quant inception-v3, rebuilt application by giving

"//tensorflow/contrib/quantization:cc_ops",
"//tensorflow/contrib/quantization/kernels:quantized_ops",

into "tensorflow/examples/label_image/BUILD" and redo the same classification and measure the time.

Before/After quantization, elapsed time were 6 seconds vs. 17 seconds, i.e. quantization doubled the inference time?

The results looks ok as below so I think I was running it correctly.

Before

military uniform (866): 0.647299

suit (794): 0.0477195

academic gown (896): 0.0232407

bow tie (817): 0.0157355

bolo tie (940): 0.0145023

After

military uniform (866): 0.703474

suit (794): 0.0248454

bow tie (817): 0.0171362

bolo tie (940): 0.0171362

academic gown (896): 0.0164432

My tensor flow was built as CPU only. Have also tried to enable GPU while the timing didn't change. Do we know what the expected performance would be?