<p dir="auto">here is my benchmark info (The model is inception-2015-12-05):<br>
I tensorflow/core/util/stat_summarizer.cc:262] 50 runs, avg 2880 ms, 1960 nodes defined 1664 nodes observed<br>
============ Top by duration =================<br>
[start]  [first]    [avg]      [%]      [cdf%]          [Op]  [Name]<br>
348.471  199.520  162.116   5.629%      5.629%    QuantizedConv2D conv_4/Conv2D_eightbit_quantized_conv<br>
153.190  115.819  109.304   3.796%      9.425%    QuantizedConv2D conv_2/Conv2D_eightbit_quantized_conv<br>
824.866   80.364   76.637   2.661%     12.086%    QuantizedConv2D mixed_3/conv/Conv2D_eightbit_quantized_conv<br>
54.955   74.988   65.929   2.289%     14.375%    QuantizedConv2D conv_1/Conv2D_eightbit_quantized_conv<br>
1594.582   51.488   52.699   1.830%     16.205%    QuantizedConv2D mixed_10/tower_1/conv_1/Conv2D_eightbit_quantized_conv<br>
1464.195   48.764   48.403   1.681%     17.886%    QuantizedConv2D mixed_9/tower_1/conv_1/Conv2D_eightbit_quantized_conv<br>
1553.345   40.343   42.581   1.479%     19.365%    QuantizedConv2D mixed_10/tower_1/conv/Conv2D_eightbit_quantized_conv<br>
588.883   36.744   39.660   1.377%     20.742%    QuantizedConv2D mixed/tower/conv_1/Conv2D_eightbit_quantized_conv<br>
1553.350   45.938   38.929   1.352%     22.094%    QuantizedConv2D mixed_10/tower/conv/Conv2D_eightbit_quantized_conv<br>
672.714   33.140   35.053   1.217%     23.311%    QuantizedConv2D mixed_1/tower/conv_1/Conv2D_eightbit_quantized_conv<br>
1210.702   28.586   34.865   1.211%     24.521%    QuantizedConv2D mixed_7/conv/Conv2D_eightbit_quantized_conv<br>
757.103   37.392   33.253   1.155%     25.676%    QuantizedConv2D mixed_2/tower/conv_1/Conv2D_eightbit_quantized_conv<br>
986.100   28.534   33.197   1.153%     26.829%    QuantizedConv2D mixed_5/conv/Conv2D_eightbit_quantized_conv<br>
1210.706   33.822   32.936   1.144%     27.973%    QuantizedConv2D mixed_7/tower/conv/Conv2D_eightbit_quantized_conv<br>
1553.349   44.802   32.891   1.142%     29.115%    QuantizedConv2D mixed_10/conv/Conv2D_eightbit_quantized_conv<br>
1210.701   35.172   32.204   1.118%     30.233%    QuantizedConv2D mixed_7/tower_1/conv/Conv2D_eightbit_quantized_conv<br>
1090.376   37.017   31.968   1.110%     31.343%    QuantizedConv2D mixed_6/conv/Conv2D_eightbit_quantized_conv<br>
1213.365   32.057   31.738   1.102%     32.445%    QuantizedConv2D mixed_7/tower_2/conv/Conv2D_eightbit_quantized_conv<br>
849.401   44.313   31.509   1.094%     33.539%    QuantizedConv2D mixed_3/tower/conv_1/Conv2D_eightbit_quantized_conv<br>
589.508   34.897   30.761   1.068%     34.607%    QuantizedConv2D mixed/tower_1/conv_1/Conv2D_eightbit_quantized_conv<br>
908.076   26.733   30.611   1.063%     35.670%    QuantizedConv2D mixed_4/conv/Conv2D_eightbit_quantized_conv<br>
1093.255   34.497   29.926   1.039%     36.709%    QuantizedConv2D mixed_6/tower_2/conv/Conv2D_eightbit_quantized_conv<br>
988.679   27.107   29.897   1.038%     37.748%    QuantizedConv2D mixed_5/tower_2/conv/Conv2D_eightbit_quantized_conv<br>
1090.377   34.881   29.526   1.025%     38.773%    QuantizedConv2D mixed_6/tower/conv/Conv2D_eightbit_quantized_conv<br>
986.103   29.144   29.099   1.010%     39.783%    QuantizedConv2D mixed_5/tower/conv/Conv2D_eightbit_quantized_conv<br>
911.030   32.084   28.822   1.001%     40.784%    QuantizedConv2D mixed_4/tower_2/conv/Conv2D_eightbit_quantized_conv<br>
628.323   22.784   28.299   0.983%     41.767%    QuantizedConv2D mixed/tower_1/conv_2/Conv2D_eightbit_quantized_conv<br>
682.759   24.791   28.184   0.979%     42.745%    QuantizedConv2D mixed_1/tower_1/conv_1/Conv2D_eightbit_quantized_conv<br>
1090.373   37.104   27.889   0.968%     43.714%    QuantizedConv2D mixed_6/tower_1/conv/Conv2D_eightbit_quantized_conv<br>
986.098   28.129   27.769   0.964%     44.678%    QuantizedConv2D mixed_5/tower_1/conv/Conv2D_eightbit_quantized_conv<br>
1554.331   35.148   26.506   0.920%     45.599%    QuantizedConv2D mixed_10/tower_2/conv/Conv2D_eightbit_quantized_conv<br>
1246.348   28.499   26.234   0.911%     46.510%    QuantizedConv2D mixed_7/tower/conv_1/Conv2D_eightbit_quantized_conv<br>
908.072   32.080   26.203   0.910%     47.419%    QuantizedConv2D mixed_4/tower/conv/Conv2D_eightbit_quantized_conv<br>
274.045   35.524   25.959   0.901%     48.321%    QuantizedBatchNormWithGlobalNormalization   conv_2/batchnorm_eightbit_quantized_batch_norm<br>
757.224   38.495   25.621   0.890%     49.210%    QuantizedConv2D mixed_2/tower_1/conv_1/Conv2D_eightbit_quantized_conv<br>
1670.984   18.898   25.575   0.888%     50.099%    QuantizedMatMul softmax/logits/MatMul_eightbit_quantized_bias_add<br>
908.072   19.688   25.503   0.886%     50.984%    QuantizedConv2D mixed_4/tower_1/conv/Conv2D_eightbit_quantized_conv<br>
1431.550   31.564   25.326   0.879%     51.864%    QuantizedConv2D mixed_9/tower_1/conv/Conv2D_eightbit_quantized_conv<br>
798.592   22.487   25.139   0.873%     52.736%    QuantizedConv2D mixed_2/tower_1/conv_2/Conv2D_eightbit_quantized_conv<br>
710.682   28.952   25.041   0.870%     53.606%    QuantizedConv2D mixed_1/tower_1/conv_2/Conv2D_eightbit_quantized_conv<br>
1249.958   26.722   24.774   0.860%     54.466%    QuantizedConv2D mixed_7/tower_1/conv_1/Conv2D_eightbit_quantized_conv<br>
1276.259   24.995   24.427   0.848%     55.315%    QuantizedConv2D mixed_7/tower/conv_2/Conv2D_eightbit_quantized_conv<br>
1289.982   17.597   23.551   0.818%     56.132%    QuantizedConv2D mixed_7/tower_1/conv_2/Conv2D_eightbit_quantized_conv<br>
1431.555   18.537   22.818   0.792%     56.925%    QuantizedConv2D mixed_9/tower/conv/Conv2D_eightbit_quantized_conv<br>
824.860   21.110   22.180   0.770%     57.695%    QuantizedConv2D mixed_3/tower/conv/Conv2D_eightbit_quantized_conv<br>
1646.740   22.990   21.676   0.753%     58.448%    QuantizedConv2D mixed_10/tower_1/mixed/conv_1/Conv2D_eightbit_quantized_conv<br>
1646.744   22.860   21.567   0.749%     59.196%    QuantizedConv2D mixed_10/tower_1/mixed/conv/Conv2D_eightbit_quantized_conv<br>
1371.468   20.181   21.385   0.743%     59.939%    QuantizedConv2D mixed_8/tower/conv_1/Conv2D_eightbit_quantized_conv<br>
1372.601   23.081   20.983   0.729%     60.668%    QuantizedConv2D mixed_8/tower_1/conv_1/Conv2D_eightbit_quantized_conv<br>
1043.432   26.873   20.580   0.715%     61.382%    QuantizedConv2D mixed_5/tower/conv_2/Conv2D_eightbit_quantized_conv<br>
1149.722   16.327   20.291   0.705%     62.087%    QuantizedConv2D mixed_6/tower/conv_2/Conv2D_eightbit_quantized_conv<br>
1600.192   25.630   19.435   0.675%     62.762%    QuantizedConv2D mixed_10/tower/mixed/conv/Conv2D_eightbit_quantized_conv<br>
1017.888   21.327   19.281   0.670%     63.431%    QuantizedConv2D mixed_5/tower/conv_1/Conv2D_eightbit_quantized_conv<br>
1308.978   18.376   19.117   0.664%     64.095%    QuantizedConv2D mixed_7/tower_1/conv_3/Conv2D_eightbit_quantized_conv<br>
1128.559   19.422   18.884   0.656%     64.751%    QuantizedConv2D mixed_6/tower/conv_1/Conv2D_eightbit_quantized_conv<br>
1513.946   38.340   18.755   0.651%     65.402%    QuantizedConv2D mixed_9/tower_1/mixed/conv/Conv2D_eightbit_quantized_conv<br>
1600.189   29.234   18.674   0.648%     66.050%    QuantizedConv2D mixed_10/tower/mixed/conv_1/Conv2D_eightbit_quantized_conv<br>
1397.119   19.557   18.436   0.640%     66.691%    QuantizedConv2D mixed_8/tower_1/conv_2/Conv2D_eightbit_quantized_conv<br>
1015.906   20.308   18.426   0.640%     67.330%    QuantizedConv2D mixed_5/tower_1/conv_1/Conv2D_eightbit_quantized_conv<br>
1135.983   14.258   18.416   0.639%     67.970%    QuantizedConv2D mixed_6/tower_1/conv_1/Conv2D_eightbit_quantized_conv<br>
1450.805   29.566   18.226   0.633%     68.603%    QuantizedConv2D mixed_9/tower/mixed/conv_1/Conv2D_eightbit_quantized_conv<br>
1328.743   22.393   18.113   0.629%     69.232%    QuantizedConv2D mixed_7/tower_1/conv_4/Conv2D_eightbit_quantized_conv<br>
1450.809   28.226   17.926   0.622%     69.854%    QuantizedConv2D mixed_9/tower/mixed/conv/Conv2D_eightbit_quantized_conv<br>
743.108   12.778   17.708   0.615%     70.469%    QuantizedConv2D mixed_2/conv/Conv2D_eightbit_quantized_conv<br>
551.000   18.514   17.690   0.614%     71.083%    QuantizedBatchNormWithGlobalNormalization   conv_4/batchnorm_eightbit_quantized_batch_norm<br>
743.106   11.945   17.686   0.614%     71.698%    QuantizedConv2D mixed_2/tower_1/conv/Conv2D_eightbit_quantized_conv<br>
1158.867   17.448   17.553   0.610%     72.307%    QuantizedConv2D mixed_6/tower_1/conv_2/Conv2D_eightbit_quantized_conv<br>
1431.553   15.412   17.497   0.608%     72.915%    QuantizedConv2D mixed_9/conv/Conv2D_eightbit_quantized_conv<br>
654.795   18.570   17.457   0.606%     73.521%    QuantizedConv2D mixed_1/tower_1/conv/Conv2D_eightbit_quantized_conv<br>
1513.932   16.375   17.418   0.605%     74.126%    QuantizedConv2D mixed_9/tower_1/mixed/conv_1/Conv2D_eightbit_quantized_conv<br>
654.796   16.350   16.927   0.588%     74.713%    QuantizedConv2D mixed_1/conv/Conv2D_eightbit_quantized_conv<br>
1037.406   21.229   16.914   0.587%     75.301%    QuantizedConv2D mixed_5/tower_1/conv_2/Conv2D_eightbit_quantized_conv<br>
743.109   12.459   16.895   0.587%     75.887%    QuantizedConv2D mixed_2/tower/conv/Conv2D_eightbit_quantized_conv<br>
1352.871   17.220   16.892   0.587%     76.474%    QuantizedConv2D mixed_8/tower/conv/Conv2D_eightbit_quantized_conv<br>
1352.867   18.301   16.870   0.586%     77.060%    QuantizedConv2D mixed_8/tower_1/conv/Conv2D_eightbit_quantized_conv<br>
1432.532   22.308   16.561   0.575%     77.635%    QuantizedConv2D mixed_9/tower_2/conv/Conv2D_eightbit_quantized_conv<br>
952.475   12.333   16.346   0.568%     78.202%    QuantizedConv2D mixed_4/tower/conv_2/Conv2D_eightbit_quantized_conv<br>
654.800   16.098   16.232   0.564%     78.766%    QuantizedConv2D mixed_1/tower/conv/Conv2D_eightbit_quantized_conv<br>
1191.637   17.268   15.125   0.525%     79.291%    QuantizedConv2D mixed_6/tower_1/conv_4/Conv2D_eightbit_quantized_conv<br>
1073.325   15.302   14.567   0.506%     79.797%    QuantizedConv2D mixed_5/tower_1/conv_4/Conv2D_eightbit_quantized_conv<br>
27.923   23.420   14.489   0.503%     80.300%    QuantizedBatchNormWithGlobalNormalization   conv/batchnorm_eightbit_quantized_batch_norm<br>
658.731   11.937   13.903   0.483%     80.783%    QuantizedConv2D mixed_1/tower_2/conv/Conv2D_eightbit_quantized_conv<br>
757.306   25.541   13.874   0.482%     81.265%    QuantizedConv2D mixed_2/tower_2/conv/Conv2D_eightbit_quantized_conv<br>
1177.505   12.944   13.679   0.475%     81.740%    QuantizedConv2D mixed_6/tower_1/conv_3/Conv2D_eightbit_quantized_conv<br>
574.255   13.735   13.379   0.465%     82.204%    QuantizedConv2D mixed/conv/Conv2D_eightbit_quantized_conv<br>
574.230   11.661   13.310   0.462%     82.667%    QuantizedConv2D mixed/tower_1/conv/Conv2D_eightbit_quantized_conv<br>
1060.333   11.805   13.287   0.461%     83.128%    QuantizedConv2D mixed_5/tower_1/conv_3/Conv2D_eightbit_quantized_conv<br>
132.755   17.705   13.125   0.456%     83.584%    QuantizedBatchNormWithGlobalNormalization   conv_1/batchnorm_eightbit_quantized_batch_norm<br>
971.865   12.488   12.591   0.437%     84.021%    QuantizedConv2D mixed_4/tower_1/conv_4/Conv2D_eightbit_quantized_conv<br>
574.298   12.449   12.557   0.436%     84.457%    QuantizedConv2D mixed/tower/conv/Conv2D_eightbit_quantized_conv<br>
946.591   15.766   12.203   0.424%     84.881%    QuantizedConv2D mixed_4/tower_1/conv_2/Conv2D_eightbit_quantized_conv<br>
941.124   10.019   12.132   0.421%     85.302%    QuantizedConv2D mixed_4/tower/conv_1/Conv2D_eightbit_quantized_conv<br>
930.408   14.499   12.010   0.417%     85.719%    QuantizedConv2D mixed_4/tower_1/conv_1/Conv2D_eightbit_quantized_conv<br>
1418.545   12.330   10.408   0.361%     86.080%    QuantizedConv2D mixed_8/tower_1/conv_3/Conv2D_eightbit_quantized_conv<br>
319.410   10.155    9.309   0.323%     86.404%    QuantizedConv2D conv_3/Conv2D_eightbit_quantized_conv<br>
963.651    7.257    8.809   0.306%     86.709%    QuantizedConv2D mixed_4/tower_1/conv_3/Conv2D_eightbit_quantized_conv<br>
331.914   14.339    8.533   0.296%     87.006%    QuantizedBatchNormWithGlobalNormalization   conv_3/batchnorm_eightbit_quantized_batch_norm<br>
7.234   16.748    8.518   0.296%     87.302%    QuantizedConv2D conv/Conv2D_eightbit_quantized_conv<br>
578.657    7.823    8.201   0.285%     87.586%    QuantizedConv2D mixed/tower_2/conv/Conv2D_eightbit_quantized_conv<br>
590.466    8.945    7.803   0.271%     87.857%    QuantizeDownAndShrinkRange  mixed/conv/batchnorm_eightbit_quantize_down<br>
758.138   11.852    7.449   0.259%     88.116%    QuantizeDownAndShrinkRange  mixed_2/conv/batchnorm_eightbit_quantize_down<br>
896.657    7.011    7.431   0.258%     88.374%    QuantizedConv2D mixed_3/tower/conv_2/Conv2D_eightbit_quantized_conv<br>
654.795    3.927    5.455   0.189%     88.563%    QuantizedAvgPool    mixed_1/tower_2/pool_eightbit_quantized<br>
743.107   14.192    5.226   0.181%     88.745%    QuantizedAvgPool    mixed_2/tower_2/pool_eightbit_quantized<br>
784.526    0.270    5.046   0.175%     88.920%    QuantizeDownAndShrinkRange  mixed_2/tower_2/conv/batchnorm_eightbit_quantize_down<br>
673.545    0.263    4.586   0.159%     89.079%    QuantizeDownAndShrinkRange  mixed_1/conv/batchnorm_eightbit_quantize_down<br>
845.982    0.646    4.385   0.152%     89.232%    QuantizeDownAndShrinkRange  mixed_3/tower/conv/Conv2D_eightbit_quantize_down<br>
673.023    0.279    4.126   0.143%     89.375%    QuantizeDownAndShrinkRange  mixed_1/tower_2/conv/batchnorm_eightbit_quantize_down<br>
269.022    5.018    4.039   0.140%     89.515%    QuantizeDownAndShrinkRange  conv_2/Conv2D_eightbit_quantize_down<br>
574.249    4.398    3.825   0.133%     89.648%    QuantizedAvgPool    mixed/tower_2/pool_eightbit_quantized<br>
1127.402    0.210    3.734   0.130%     89.778%    QuantizeDownAndShrinkRange  mixed_6/conv/Conv2D_eightbit_quantize_down<br>
309.582    4.882    3.708   0.129%     89.906%    QuantizeDownAndShrinkRange  conv_2/batchnorm_eightbit_quantize_down<br>
1246.651    0.211    3.177   0.110%     90.017%    QuantizeDownAndShrinkRange  mixed_7/tower_2/conv/batchnorm_eightbit_quantize_down<br>
1239.296    2.590    3.160   0.110%     90.126%    QuantizeDownAndShrinkRange  mixed_7/conv/Conv2D_eightbit_quantize_down<br>
1015.791    0.184    3.154   0.110%     90.236%    QuantizeDownAndShrinkRange  mixed_5/tower_2/conv/Conv2D_eightbit_quantize_down<br>
589.067    0.368    3.109   0.108%     90.344%    QuantizeDownAndShrinkRange  mixed/tower_1/conv/batchnorm_eightbit_quantize_down<br>
1245.428    0.211    3.066   0.106%     90.450%    QuantizeDownAndShrinkRange  mixed_7/tower_2/conv/Conv2D_eightbit_quantize_down<br>
1243.366    0.220    2.937   0.102%     90.552%    QuantizeDownAndShrinkRange  mixed_7/conv/batchnorm_eightbit_quantize_down<br>
314.719    4.671    2.925   0.102%     90.654%    QuantizedMaxPool    pool_eightbit_quantized<br>
548.004    2.990    2.676   0.093%     90.747%    QuantizeDownAndShrinkRange  conv_4/Conv2D_eightbit_quantize_down<br>
986.100    2.571    2.643   0.092%     90.839%    QuantizedAvgPool    mixed_5/tower_2/pool_eightbit_quantized<br>
624.922    2.845    2.627   0.091%     90.930%    QuantizedBatchNormWithGlobalNormalization   mixed/tower_1/conv_1/batchnorm_eightbit_quantized_batch_norm<br>
1210.698    2.659    2.564   0.089%     91.019%    QuantizedAvgPool    mixed_7/tower_2/pool_eightbit_quantized<br>
569.522    2.728    2.518   0.087%     91.106%    QuantizeDownAndShrinkRange  conv_4/batchnorm_eightbit_quantize_down<br>
1014.642    0.200    2.483   0.086%     91.192%    QuantizeDownAndShrinkRange  mixed_5/conv/Conv2D_eightbit_quantize_down<br>
908.075    2.947    2.448   0.085%     91.277%    QuantizedAvgPool    mixed_4/tower_2/pool_eightbit_quantized<br>
24.010    3.897    2.405   0.084%     91.361%    QuantizeDownAndShrinkRange  conv/Conv2D_eightbit_quantize_down<br>
1090.373    2.874    2.401   0.083%     91.444%    QuantizedAvgPool    mixed_6/tower_2/pool_eightbit_quantized<br>
794.763    1.403    2.383   0.083%     91.527%    QuantizedBatchNormWithGlobalNormalization   mixed_2/tower/conv_1/batchnorm_eightbit_quantized_batch_norm<br>
1371.251    0.178    2.374   0.082%     91.610%    QuantizeDownAndShrinkRange  mixed_8/tower/conv/batchnorm_eightbit_quantize_down<br>
651.526    2.474    2.333   0.081%     91.691%    QuantizedBatchNormWithGlobalNormalization   mixed/tower_1/conv_2/batchnorm_eightbit_quantized_batch_norm<br>
707.929    2.311    2.318   0.081%     91.771%    QuantizedBatchNormWithGlobalNormalization   mixed_1/tower_1/conv_1/batchnorm_eightbit_quantized_batch_norm<br>
1129.115    5.158    2.287   0.079%     91.850%    QuantizeDownAndShrinkRange  mixed_6/conv/batchnorm_eightbit_quantize_down<br>
939.397    0.211    2.285   0.079%     91.930%    QuantizeDownAndShrinkRange  mixed_4/conv/batchnorm_eightbit_quantize_down<br>
51.354    3.404    2.267   0.079%     92.009%    QuantizeDownAndShrinkRange  conv/batchnorm_eightbit_quantize_down<br>
676.107    6.540    2.243   0.078%     92.086%    QuantizeDownAndShrinkRange  mixed_1/tower_1/conv/batchnorm_eightbit_quantize_down<br>
894.118    2.012    2.242   0.078%     92.164%    QuantizedBatchNormWithGlobalNormalization   mixed_3/tower/conv_1/batchnorm_eightbit_quantized_batch_norm<br>
947.078    3.976    2.233   0.078%     92.242%    QuantizeDownAndShrinkRange  mixed_4/tower_2/conv/batchnorm_eightbit_quantize_down<br>
796.073    2.036    2.229   0.077%     92.319%    QuantizedBatchNormWithGlobalNormalization   mixed_2/tower_1/conv_1/batchnorm_eightbit_quantized_batch_norm<br>
755.892    0.239    2.216   0.077%     92.396%    QuantizeDownAndShrinkRange  mixed_2/conv/Conv2D_eightbit_quantize_down<br>
1016.312    0.250    2.215   0.077%     92.473%    QuantizeDownAndShrinkRange  mixed_5/conv/batchnorm_eightbit_quantize_down<br>
707.511    0.252    2.187   0.076%     92.549%    QuantizeDownAndShrinkRange  mixed_1/tower/conv_1/batchnorm_eightbit_quantize_down<br>
1129.453    4.033    2.144   0.074%     92.624%    QuantizeDownAndShrinkRange  mixed_6/tower_2/conv/batchnorm_eightbit_quantize_down<br>
670.963    2.054    2.113   0.073%     92.697%    QuantizedBatchNormWithGlobalNormalization   mixed_1/tower_2/conv/batchnorm_eightbit_quantized_batch_norm<br>
588.324    2.136    2.103   0.073%     92.770%    QuantizedBatchNormWithGlobalNormalization   mixed/conv/batchnorm_eightbit_quantized_batch_norm<br>
756.135    1.997    2.080   0.072%     92.842%    QuantizedBatchNormWithGlobalNormalization   mixed_2/conv/batchnorm_eightbit_quantized_batch_norm<br>
756.893    0.281    2.072   0.072%     92.914%    QuantizeDownAndShrinkRange  mixed_2/tower_1/conv/batchnorm_eightbit_quantize_down<br>
740.059    2.084    2.069   0.072%     92.986%    QuantizedBatchNormWithGlobalNormalization   mixed_1/tower_1/conv_2/batchnorm_eightbit_quantized_batch_norm<br>
821.437    2.547    2.067   0.072%     93.058%    QuantizedBatchNormWithGlobalNormalization   mixed_2/tower_1/conv_2/batchnorm_eightbit_quantized_batch_norm<br>
1017.169    0.408    2.062   0.072%     93.129%    QuantizeDownAndShrinkRange  mixed_5/tower_2/conv/batchnorm_eightbit_quantize_down<br>
625.635    0.293    2.044   0.071%     93.200%    QuantizeDownAndShrinkRange  mixed/tower/conv_1/Conv2D_eightbit_quantize_down<br>
129.959    2.789    2.007   0.070%     93.270%    QuantizeDownAndShrinkRange  conv_1/Conv2D_eightbit_quantize_down<br>
905.567    1.910    1.991   0.069%     93.339%    QuantizedBatchNormWithGlobalNormalization   mixed_3/conv/batchnorm_eightbit_quantized_batch_norm<br>
1301.262    0.225    1.967   0.068%     93.407%    QuantizeDownAndShrinkRange  mixed_7/tower/conv_2/Conv2D_eightbit_quantize_down<br>
846.632    2.042    1.963   0.068%     93.476%    QuantizedBatchNormWithGlobalNormalization   mixed_3/tower/conv/batchnorm_eightbit_quantized_batch_norm<br>
625.932    1.353    1.955   0.068%     93.543%    QuantizedBatchNormWithGlobalNormalization   mixed/tower/conv_1/batchnorm_eightbit_quantized_batch_norm<br>
150.469    2.571    1.954   0.068%     93.611%    QuantizeDownAndShrinkRange  conv_1/batchnorm_eightbit_quantize_down<br>
755.340    1.549    1.951   0.068%     93.679%    QuantizedBatchNormWithGlobalNormalization   mixed_2/tower_1/conv/batchnorm_eightbit_quantized_batch_norm<br>
848.680    0.633    1.913   0.066%     93.745%    QuantizeDownAndShrinkRange  mixed_3/tower/conv/batchnorm_eightbit_quantize_down<br>
673.656    2.444    1.904   0.066%     93.812%    QuantizedBatchNormWithGlobalNormalization   mixed_1/tower_1/conv/batchnorm_eightbit_quantized_batch_norm<br>
1276.689    9.140    1.887   0.066%     93.877%    QuantizeDownAndShrinkRange  mixed_7/tower_1/conv_1/Conv2D_eightbit_quantize_down<br>
586.394    2.666    1.884   0.065%     93.943%    QuantizedBatchNormWithGlobalNormalization   mixed/tower_1/conv/batchnorm_eightbit_quantized_batch_norm<br>
572.418    1.798    1.769   0.061%     94.004%    QuantizedMaxPool    pool_1_eightbit_quantized<br>
783.151    1.370    1.756   0.061%     94.065%    QuantizedBatchNormWithGlobalNormalization   mixed_2/tower_2/conv/batchnorm_eightbit_quantized_batch_norm<br>
671.424    2.115    1.747   0.061%     94.126%    QuantizedBatchNormWithGlobalNormalization   mixed_1/conv/batchnorm_eightbit_quantized_batch_norm<br>
1127.757    0.201    1.734   0.060%     94.186%    QuantizeDownAndShrinkRange  mixed_6/tower_2/conv/Conv2D_eightbit_quantize_down<br>
706.134    1.372    1.714   0.060%     94.245%    QuantizedBatchNormWithGlobalNormalization   mixed_1/tower/conv_1/batchnorm_eightbit_quantized_batch_norm<br>
934.819    3.298    1.690   0.059%     94.304%    QuantizeDownAndShrinkRange  mixed_4/conv/Conv2D_eightbit_quantize_down<br>
945.612    1.458    1.690   0.059%     94.363%    QuantizedBatchNormWithGlobalNormalization   mixed_4/tower_2/conv/batchnorm_eightbit_quantized_batch_norm<br>
586.995    1.576    1.690   0.059%     94.421%    QuantizedBatchNormWithGlobalNormalization   mixed/tower/conv/batchnorm_eightbit_quantized_batch_norm<br>
1241.891    1.468    1.645   0.057%     94.479%    QuantizedBatchNormWithGlobalNormalization   mixed_7/conv/batchnorm_eightbit_quantized_batch_norm<br>
1244.535    0.188    1.629   0.057%     94.535%    QuantizeDownAndShrinkRange  mixed_7/tower/conv/Conv2D_eightbit_quantize_down<br>
794.502    0.257    1.624   0.056%     94.592%    QuantizeDownAndShrinkRange  mixed_2/tower/conv_1/Conv2D_eightbit_quantize_down<br>
1247.636    2.254    1.475   0.051%     94.643%    QuantizeDownAndShrinkRange  mixed_7/tower_1/conv/batchnorm_eightbit_quantize_down<br>
782.853    0.294    1.471   0.051%     94.694%    QuantizeDownAndShrinkRange  mixed_2/tower_2/conv/Conv2D_eightbit_quantize_down<br>
796.173    0.242    1.458   0.051%     94.744%    QuantizeDownAndShrinkRange  mixed_2/tower/conv_1/batchnorm_eightbit_quantize_down<br>
1014.845    1.460    1.450   0.050%     94.795%    QuantizedBatchNormWithGlobalNormalization   mixed_5/conv/batchnorm_eightbit_quantized_batch_norm<br>
1245.882    0.292    1.438   0.050%     94.845%    QuantizeDownAndShrinkRange  mixed_7/tower_1/conv/Conv2D_eightbit_quantize_down<br>
1245.641    1.005    1.438   0.050%     94.895%    QuantizedBatchNormWithGlobalNormalization   mixed_7/tower_2/conv/batchnorm_eightbit_quantized_batch_norm<br>
329.577    2.330    1.415   0.049%     94.944%    QuantizeDownAndShrinkRange  conv_3/Conv2D_eightbit_quantize_down<br>
755.816    1.034    1.409   0.049%     94.993%    QuantizedBatchNormWithGlobalNormalization   mixed_2/tower/conv/batchnorm_eightbit_quantized_batch_norm<br>
1285.835    1.461    1.408   0.049%     95.042%    QuantizedBatchNormWithGlobalNormalization   mixed_7/tower_1/conv_1/batchnorm_eightbit_quantized_batch_norm<br>
943.121    2.486    1.391   0.048%     95.090%    QuantizeDownAndShrinkRange  mixed_4/tower_2/conv/Conv2D_eightbit_quantize_down<br>
671.166    1.264    1.389   0.048%     95.138%    QuantizedBatchNormWithGlobalNormalization   mixed_1/tower/conv/batchnorm_eightbit_quantized_batch_norm<br>
1015.256    0.178    1.369   0.048%     95.186%    QuantizeDownAndShrinkRange  mixed_5/tower/conv/Conv2D_eightbit_quantize_down<br>
938.122    1.264    1.356   0.047%     95.233%    QuantizedBatchNormWithGlobalNormalization   mixed_4/conv/batchnorm_eightbit_quantized_batch_norm<br>
1015.978    1.184    1.350   0.047%     95.280%    QuantizedBatchNormWithGlobalNormalization   mixed_5/tower_2/conv/batchnorm_eightbit_quantized_batch_norm<br>
627.290    0.280    1.347   0.047%     95.326%    QuantizeDownAndShrinkRange  mixed/tower/conv_1/batchnorm_eightbit_quantize_down<br>
705.870    0.261    1.347   0.047%     95.373%    QuantizeDownAndShrinkRange  mixed_1/tower/conv_1/Conv2D_eightbit_quantize_down<br>
1015.665    0.182    1.340   0.047%     95.420%    QuantizeDownAndShrinkRange  mixed_5/tower_1/conv/batchnorm_eightbit_quantize_down<br>
1036.229    0.172    1.338   0.046%     95.466%    QuantizeDownAndShrinkRange  mixed_5/tower_1/conv_1/Conv2D_eightbit_quantize_down<br>
1127.962    1.485    1.338   0.046%     95.513%    QuantizedBatchNormWithGlobalNormalization   mixed_6/tower_2/conv/batchnorm_eightbit_quantized_batch_norm<br>
1127.616    1.493    1.329   0.046%     95.559%    QuantizedBatchNormWithGlobalNormalization   mixed_6/conv/batchnorm_eightbit_quantized_batch_norm<br>
1301.492    1.461    1.324   0.046%     95.605%    QuantizedBatchNormWithGlobalNormalization   mixed_7/tower/conv_2/batchnorm_eightbit_quantized_batch_norm<br>
346.260    2.064    1.319   0.046%     95.651%    QuantizeDownAndShrinkRange  conv_3/batchnorm_eightbit_quantize_down<br>
1275.068    0.957    1.314   0.046%     95.696%    QuantizedBatchNormWithGlobalNormalization   mixed_7/tower/conv_1/batchnorm_eightbit_quantized_batch_norm<br>
755.057    0.280    1.281   0.044%     95.741%    QuantizeDownAndShrinkRange  mixed_2/tower_1/conv/Conv2D_eightbit_quantize_down<br>
673.372    0.281    1.278   0.044%     95.785%    QuantizeDownAndShrinkRange  mixed_1/tower_1/conv/Conv2D_eightbit_quantize_down<br>
967.976    1.451    1.244   0.043%     95.828%    QuantizedBatchNormWithGlobalNormalization   mixed_4/tower/conv_2/batchnorm_eightbit_quantized_batch_norm<br>
1244.726    1.385    1.237   0.043%     95.871%    QuantizedBatchNormWithGlobalNormalization   mixed_7/tower/conv/batchnorm_eightbit_quantized_batch_norm<br>
1246.178    1.451    1.234   0.043%     95.914%    QuantizedBatchNormWithGlobalNormalization   mixed_7/tower_1/conv/batchnorm_eightbit_quantized_batch_norm<br>
1176.319    0.165    1.228   0.043%     95.957%    QuantizeDownAndShrinkRange  mixed_6/tower_1/conv_2/Conv2D_eightbit_quantize_down<br>
671.153    0.267    1.220   0.042%     95.999%    QuantizeDownAndShrinkRange  mixed_1/conv/Conv2D_eightbit_quantize_down<br>
1166.058    0.416    1.216   0.042%     96.041%    QuantizeDownAndShrinkRange  mixed_6/tower/conv_2/Conv2D_eightbit_quantize_down<br>
1166.479    1.325    1.195   0.041%     96.083%    QuantizedBatchNormWithGlobalNormalization   mixed_6/tower/conv_2/batchnorm_eightbit_quantized_batch_norm<br>
927.772    1.473    1.193   0.041%     96.124%    QuantizeDownAndShrinkRange  mixed_4/tower_1/conv/Conv2D_eightbit_quantize_down<br>
1070.499    0.956    1.190   0.041%     96.166%    QuantizedBatchNormWithGlobalNormalization   mixed_5/tower/conv_2/batchnorm_eightbit_quantized_batch_norm<br>
586.682    1.051    1.169   0.041%     96.206%    QuantizedBatchNormWithGlobalNormalization   mixed/tower_2/conv/batchnorm_eightbit_quantized_batch_norm<br>
1127.483    0.175    1.164   0.040%     96.247%    QuantizeDownAndShrinkRange  mixed_6/tower_1/conv/Conv2D_eightbit_quantize_down<br>
1039.225    0.279    1.148   0.040%     96.286%    QuantizeDownAndShrinkRange  mixed_5/tower/conv_1/Conv2D_eightbit_quantize_down<br>
1370.289    0.956    1.129   0.039%     96.326%    QuantizedBatchNormWithGlobalNormalization   mixed_8/tower/conv/batchnorm_eightbit_quantized_batch_norm<br>
824.866    1.453    1.122   0.039%     96.365%    QuantizedMaxPool    mixed_3/pool_eightbit_quantized<br>
1128.346    0.157    1.109   0.039%     96.403%    QuantizeDownAndShrinkRange  mixed_6/tower/conv/batchnorm_eightbit_quantize_down<br>
1125.273    2.229    1.099   0.038%     96.441%    QuantizeDownAndShrinkRange  mixed_6/tower/conv/Conv2D_eightbit_quantize_down<br>
588.578    0.230    1.098   0.038%     96.479%    QuantizeDownAndShrinkRange  mixed/tower/conv/batchnorm_eightbit_quantize_down<br>
587.738    0.192    1.096   0.038%     96.517%    QuantizeDownAndShrinkRange  mixed/tower_2/conv/batchnorm_eightbit_quantize_down<br>
1036.406    0.799    1.094   0.038%     96.555%    QuantizedBatchNormWithGlobalNormalization   mixed_5/tower_1/conv_1/batchnorm_eightbit_quantized_batch_norm<br>
1148.374    1.069    1.091   0.038%     96.593%    QuantizedBatchNormWithGlobalNormalization   mixed_6/tower/conv_1/batchnorm_eightbit_quantized_batch_norm<br>
1371.398    0.965    1.091   0.038%     96.631%    QuantizedBatchNormWithGlobalNormalization   mixed_8/tower_1/conv/batchnorm_eightbit_quantized_batch_norm<br>
1287.305    2.608    1.086   0.038%     96.669%    QuantizeDownAndShrinkRange  mixed_7/tower_1/conv_1/batchnorm_eightbit_quantize_down<br>
672.436    0.234    1.086   0.038%     96.707%    QuantizeDownAndShrinkRange  mixed_1/tower/conv/batchnorm_eightbit_quantize_down<br>
1014.450    1.208    1.083   0.038%     96.744%    QuantizedBatchNormWithGlobalNormalization   mixed_5/tower_1/conv/batchnorm_eightbit_quantized_batch_norm<br>
1395.893    0.969    1.073   0.037%     96.782%    QuantizedBatchNormWithGlobalNormalization   mixed_8/tower_1/conv_1/batchnorm_eightbit_quantized_batch_norm<br>
1307.784    0.954    1.062   0.037%     96.818%    QuantizedBatchNormWithGlobalNormalization   mixed_7/tower_1/conv_2/batchnorm_eightbit_quantized_batch_norm<br>
1015.437    1.117    1.052   0.037%     96.855%    QuantizedBatchNormWithGlobalNormalization   mixed_5/tower/conv/batchnorm_eightbit_quantized_batch_norm<br>
1127.663    1.496    1.031   0.036%     96.891%    QuantizedBatchNormWithGlobalNormalization   mixed_6/tower_1/conv/batchnorm_eightbit_quantized_batch_norm<br>
944.914    0.606    1.026   0.036%     96.926%    QuantizeDownAndShrinkRange  mixed_4/tower_1/conv_1/Conv2D_eightbit_quantize_down<br>
1416.925    1.304    1.026   0.036%     96.962%    QuantizedBatchNormWithGlobalNormalization   mixed_8/tower_1/conv_2/batchnorm_eightbit_quantized_batch_norm<br>
1351.363    0.955    1.024   0.036%     96.997%    QuantizedBatchNormWithGlobalNormalization   mixed_7/tower_1/conv_4/batchnorm_eightbit_quantized_batch_norm<br>
1070.312    0.183    1.023   0.036%     97.033%    QuantizeDownAndShrinkRange  mixed_5/tower/conv_2/Conv2D_eightbit_quantize_down<br>
1327.551    0.954    1.015   0.035%     97.068%    QuantizedBatchNormWithGlobalNormalization   mixed_7/tower_1/conv_3/batchnorm_eightbit_quantized_batch_norm<br>
1039.509    1.049    1.012   0.035%     97.103%    QuantizedBatchNormWithGlobalNormalization   mixed_5/tower/conv_1/batchnorm_eightbit_quantized_batch_norm<br>
670.675    0.284    1.010   0.035%     97.138%    QuantizeDownAndShrinkRange  mixed_1/tower_2/conv/Conv2D_eightbit_quantize_down<br>
1127.506    0.836    1.006   0.035%     97.173%    QuantizedBatchNormWithGlobalNormalization   mixed_6/tower/conv/batchnorm_eightbit_quantized_batch_norm<br>
964.815    3.157    1.006   0.035%     97.208%    QuantizeDownAndShrinkRange  mixed_4/tower/conv_2/Conv2D_eightbit_quantize_down<br>
587.998    0.322    0.999   0.035%     97.243%    QuantizeDownAndShrinkRange  mixed/conv/Conv2D_eightbit_quantize_down<br>
1209.109    0.959    0.997   0.035%     97.278%    QuantizedBatchNormWithGlobalNormalization   mixed_6/tower_1/conv_4/batchnorm_eightbit_quantized_batch_norm<br>
929.251    0.883    0.995   0.035%     97.312%    QuantizedBatchNormWithGlobalNormalization   mixed_4/tower_1/conv/batchnorm_eightbit_quantized_batch_norm<br>
1088.848    0.952    0.993   0.034%     97.347%    QuantizedBatchNormWithGlobalNormalization   mixed_5/tower_1/conv_4/batchnorm_eightbit_quantized_batch_norm<br>
1391.652    0.090    0.992   0.034%     97.381%    QuantizeDownAndShrinkRange  mixed_8/tower/conv_1/Conv2D_eightbit_quantize_down<br>
1246.118    0.192    0.975   0.034%     97.415%    QuantizeDownAndShrinkRange  mixed_7/tower/conv/batchnorm_eightbit_quantize_down<br>
984.569    0.956    0.959   0.033%     97.448%    QuantizedBatchNormWithGlobalNormalization   mixed_4/tower_1/conv_4/batchnorm_eightbit_quantized_batch_norm<br>
1157.845    0.806    0.957   0.033%     97.482%    QuantizedBatchNormWithGlobalNormalization   mixed_6/tower_1/conv_1/batchnorm_eightbit_quantized_batch_norm<br>
1150.248    7.594    0.951   0.033%     97.515%    QuantizeDownAndShrinkRange  mixed_6/tower_1/conv_1/Conv2D_eightbit_quantize_down<br>
1058.866    1.213    0.949   0.033%     97.547%    QuantizedBatchNormWithGlobalNormalization   mixed_5/tower_1/conv_2/batchnorm_eightbit_quantized_batch_norm<br>
1274.860    0.205    0.943   0.033%     97.580%    QuantizeDownAndShrinkRange  mixed_7/tower/conv_1/Conv2D_eightbit_quantize_down<br>
1040.567    2.812    0.930   0.032%     97.613%    QuantizeDownAndShrinkRange  mixed_5/tower/conv_1/batchnorm_eightbit_quantize_down<br>
1148.006    0.364    0.925   0.032%     97.645%    QuantizeDownAndShrinkRange  mixed_6/tower/conv_1/Conv2D_eightbit_quantize_down<br>
1129.167    6.752    0.919   0.032%     97.677%    QuantizeDownAndShrinkRange  mixed_6/tower_1/conv/batchnorm_eightbit_quantize_down<br>
1014.241    0.205    0.912   0.032%     97.708%    QuantizeDownAndShrinkRange  mixed_5/tower_1/conv/Conv2D_eightbit_quantize_down<br>
1176.487    0.796    0.902   0.031%     97.740%    QuantizedBatchNormWithGlobalNormalization   mixed_6/tower_1/conv_2/batchnorm_eightbit_quantized_batch_norm<br>
969.433    0.211    0.894   0.031%     97.771%    QuantizeDownAndShrinkRange  mixed_4/tower/conv_2/batchnorm_eightbit_quantize_down<br>
1071.460    0.184    0.863   0.030%     97.801%    QuantizeDownAndShrinkRange  mixed_5/tower/conv_2/batchnorm_eightbit_quantize_down<br>
940.305    0.641    0.854   0.030%     97.830%    QuantizedBatchNormWithGlobalNormalization   mixed_4/tower/conv/batchnorm_eightbit_quantized_batch_norm<br>
1190.636    0.795    0.853   0.030%     97.860%    QuantizedBatchNormWithGlobalNormalization   mixed_6/tower_1/conv_3/batchnorm_eightbit_quantized_batch_norm<br>
1058.651    0.211    0.833   0.029%     97.889%    QuantizeDownAndShrinkRange  mixed_5/tower_1/conv_2/Conv2D_eightbit_quantize_down<br>
1149.454    0.211    0.827   0.029%     97.917%    QuantizeDownAndShrinkRange  mixed_6/tower/conv_1/batchnorm_eightbit_quantize_down<br>
951.307    0.975    0.824   0.029%     97.946%    QuantizedBatchNormWithGlobalNormalization   mixed_4/tower/conv_1/batchnorm_eightbit_quantized_batch_norm<br>
1072.316    0.795    0.823   0.029%     97.975%    QuantizedBatchNormWithGlobalNormalization   mixed_5/tower_1/conv_3/batchnorm_eightbit_quantized_batch_norm<br>
756.856    0.200    0.821   0.029%     98.003%    QuantizeDownAndShrinkRange  mixed_2/tower/conv/batchnorm_eightbit_quantize_down<br>
1167.811    0.208    0.821   0.029%     98.032%    QuantizeDownAndShrinkRange  mixed_6/tower/conv_2/batchnorm_eightbit_quantize_down<br>
1370.098    0.187    0.819   0.028%     98.060%    QuantizeDownAndShrinkRange  mixed_8/tower/conv/Conv2D_eightbit_quantize_down<br>
1553.349    0.971    0.810   0.028%     98.088%    QuantizedMaxPool    mixed_10/tower_2/pool_eightbit_quantized<br>
1016.560    1.268    0.810   0.028%     98.116%    QuantizeDownAndShrinkRange  mixed_5/tower/conv/batchnorm_eightbit_quantize_down<br>
795.726    0.341    0.803   0.028%     98.144%    QuantizeDownAndShrinkRange  mixed_2/tower_1/conv_1/Conv2D_eightbit_quantize_down<br>
951.149    0.154    0.789   0.027%     98.172%    QuantizeDownAndShrinkRange  mixed_4/tower/conv_1/Conv2D_eightbit_quantize_down<br>
945.523    0.884    0.789   0.027%     98.199%    QuantizedBatchNormWithGlobalNormalization   mixed_4/tower_1/conv_1/batchnorm_eightbit_quantized_batch_norm<br>
940.952    0.143    0.747   0.026%     98.225%    QuantizeDownAndShrinkRange  mixed_4/tower/conv/batchnorm_eightbit_quantize_down<br>
962.594    0.873    0.730   0.025%     98.250%    QuantizedBatchNormWithGlobalNormalization   mixed_4/tower_1/conv_2/batchnorm_eightbit_quantized_batch_norm<br>
952.288    0.155    0.728   0.025%     98.276%    QuantizeDownAndShrinkRange  mixed_4/tower/conv_1/batchnorm_eightbit_quantize_down<br>
1276.031    0.188    0.705   0.024%     98.300%    QuantizeDownAndShrinkRange  mixed_7/tower/conv_1/batchnorm_eightbit_quantize_down<br>
962.364    0.227    0.690   0.024%     98.324%    QuantizeDownAndShrinkRange  mixed_4/tower_1/conv_2/Conv2D_eightbit_quantize_down<br>
586.757    0.233    0.679   0.024%     98.348%    QuantizeDownAndShrinkRange  mixed/tower/conv/Conv2D_eightbit_quantize_down<br>
971.048    0.638    0.660   0.023%     98.370%    QuantizedBatchNormWithGlobalNormalization   mixed_4/tower_1/conv_3/batchnorm_eightbit_quantized_batch_norm<br>
1431.550    0.976    0.658   0.023%     98.393%    QuantizedAvgPool    mixed_9/tower_2/pool_eightbit_quantized<br>
1463.275    0.709    0.650   0.023%     98.416%    QuantizedBatchNormWithGlobalNormalization   mixed_9/tower_1/conv/batchnorm_eightbit_quantized_batch_norm<br>
940.158    0.142    0.634   0.022%     98.438%    QuantizeDownAndShrinkRange  mixed_4/tower/conv/Conv2D_eightbit_quantize_down<br>
1593.936    0.467    0.619   0.022%     98.459%    QuantizedBatchNormWithGlobalNormalization   mixed_10/tower_1/conv/batchnorm_eightbit_quantized_batch_norm<br>
585.913    0.475    0.611   0.021%     98.481%    QuantizeDownAndShrinkRange  mixed/tower_1/conv/Conv2D_eightbit_quantize_down<br>
1302.961    0.304    0.578   0.020%     98.501%    QuantizeDownAndShrinkRange  mixed_7/tower/conv_2/batchnorm_eightbit_quantize_down<br>
1392.113    0.097    0.569   0.020%     98.520%    QuantizeDownAndShrinkRange  mixed_8/tower/conv_1/batchnorm_eightbit_quantize_down<br>
903.803    0.748    0.541   0.019%     98.539%    QuantizedBatchNormWithGlobalNormalization   mixed_3/tower/conv_2/batchnorm_eightbit_quantized_batch_norm<br>
1669.749    0.458    0.540   0.019%     98.558%    QuantizedBatchNormWithGlobalNormalization   mixed_10/tower_1/mixed/conv/batchnorm_eightbit_quantized_batch_norm<br>
707.555    0.370    0.540   0.019%     98.577%    QuantizeDownAndShrinkRange  mixed_1/tower_1/conv_1/Conv2D_eightbit_quantize_down<br>
907.481    0.346    0.529   0.018%     98.595%    QuantizeDownAndShrinkRange  mixed_3/conv/batchnorm_eightbit_quantize_down<br>
930.142    0.220    0.529   0.018%     98.614%    QuantizeDownAndShrinkRange  mixed_4/tower_1/conv/batchnorm_eightbit_quantize_down<br>
1629.581    0.498    0.518   0.018%     98.632%    QuantizedBatchNormWithGlobalNormalization   mixed_10/tower/mixed/conv_1/batchnorm_eightbit_quantized_batch_norm<br>
624.420    0.495    0.516   0.018%     98.649%    QuantizeDownAndShrinkRange  mixed/tower_1/conv_1/Conv2D_eightbit_quantize_down<br>
654.004    0.422    0.513   0.018%     98.667%    QuantizeDownAndShrinkRange  mixed/tower_1/conv_2/batchnorm_eightbit_quantize_down<br>
1450.225    0.441    0.508   0.018%     98.685%    QuantizedBatchNormWithGlobalNormalization   mixed_9/tower/conv/batchnorm_eightbit_quantized_batch_norm<br>
1625.984    0.441    0.504   0.018%     98.702%    QuantizedBatchNormWithGlobalNormalization   mixed_10/tower/mixed/conv/batchnorm_eightbit_quantized_batch_norm<br>
1479.160    0.426    0.501   0.017%     98.720%    QuantizedBatchNormWithGlobalNormalization   mixed_9/tower/mixed/conv/batchnorm_eightbit_quantized_batch_norm<br>
1552.490    0.405    0.499   0.017%     98.737%    QuantizedBatchNormWithGlobalNormalization   mixed_9/tower_1/mixed/conv/batchnorm_eightbit_quantized_batch_norm<br>
1599.427    0.593    0.497   0.017%     98.754%    QuantizedBatchNormWithGlobalNormalization   mixed_10/tower/conv/batchnorm_eightbit_quantized_batch_norm<br>
1158.655    0.177    0.496   0.017%     98.772%    QuantizeDownAndShrinkRange  mixed_6/tower_1/conv_1/batchnorm_eightbit_quantize_down<br>
1480.531    0.649    0.495   0.017%     98.789%    QuantizedBatchNormWithGlobalNormalization   mixed_9/tower/mixed/conv_1/batchnorm_eightbit_quantized_batch_norm<br>
1530.484    0.612    0.484   0.017%     98.806%    QuantizedBatchNormWithGlobalNormalization   mixed_9/tower_1/mixed/conv_1/batchnorm_eightbit_quantized_batch_norm<br>
1447.088    0.558    0.479   0.017%     98.822%    QuantizedBatchNormWithGlobalNormalization   mixed_9/conv/batchnorm_eightbit_quantized_batch_norm<br>
1598.267    0.370    0.475   0.016%     98.839%    QuantizedBatchNormWithGlobalNormalization   mixed_10/conv/batchnorm_eightbit_quantized_batch_norm<br>
798.113    0.408    0.474   0.016%     98.855%    QuantizeDownAndShrinkRange  mixed_2/tower_1/conv_1/batchnorm_eightbit_quantize_down<br>
1513.106    0.619    0.473   0.016%     98.872%    QuantizedBatchNormWithGlobalNormalization   mixed_9/tower_1/conv_1/batchnorm_eightbit_quantized_batch_norm<br>
1669.868    0.474    0.468   0.016%     98.888%    QuantizedBatchNormWithGlobalNormalization   mixed_10/tower_1/mixed/conv_1/batchnorm_eightbit_quantized_batch_norm<br>
893.727    0.384    0.468   0.016%     98.904%    QuantizeDownAndShrinkRange  mixed_3/tower/conv_1/Conv2D_eightbit_quantize_down<br>
742.641    0.452    0.464   0.016%     98.920%    QuantizedConcat mixed_1/join_eightbit_quantized_concat<br>
1037.213    0.158    0.458   0.016%     98.936%    QuantizeDownAndShrinkRange  mixed_5/tower_1/conv_1/batchnorm_eightbit_quantize_down<br>
1391.744    0.366    0.455   0.016%     98.952%    QuantizedBatchNormWithGlobalNormalization   mixed_8/tower/conv_1/batchnorm_eightbit_quantized_batch_norm<br>
824.421    0.428    0.454   0.016%     98.968%    QuantizedConcat mixed_2/join_eightbit_quantized_concat<br>
1060.085    0.190    0.454   0.016%     98.983%    QuantizeDownAndShrinkRange  mixed_5/tower_1/conv_2/batchnorm_eightbit_quantize_down<br>
1646.188    0.401    0.449   0.016%     98.999%    QuantizedBatchNormWithGlobalNormalization   mixed_10/tower_1/conv_1/batchnorm_eightbit_quantized_batch_norm<br>
627.772    0.458    0.443   0.015%     99.014%    QuantizeDownAndShrinkRange  mixed/tower_1/conv_1/batchnorm_eightbit_quantize_down<br>
6.239    0.976    0.429   0.015%     99.029%    QuantizeV2  conv/Conv2D_eightbit_quantize_Mul<br>
651.111    0.411    0.415   0.014%     99.044%    QuantizeDownAndShrinkRange  mixed/tower_1/conv_2/Conv2D_eightbit_quantize_down<br>
586.490    0.187    0.410   0.014%     99.058%    QuantizeDownAndShrinkRange  mixed/tower_2/conv/Conv2D_eightbit_quantize_down<br>
946.413    0.133    0.395   0.014%     99.072%    QuantizeDownAndShrinkRange  mixed_4/tower_1/conv_1/batchnorm_eightbit_quantize_down<br>
0.000    0.165    0.388   0.013%     99.085%                _SOURCE<br>
1598.155    0.108    0.379   0.013%     99.098%    QuantizeDownAndShrinkRange  mixed_10/conv/Conv2D_eightbit_quantize_down<br>
905.237    0.326    0.375   0.013%     99.111%    QuantizeDownAndShrinkRange  mixed_3/conv/Conv2D_eightbit_quantize_down<br>
896.134    0.375    0.373   0.013%     99.124%    QuantizeDownAndShrinkRange  mixed_3/tower/conv_1/batchnorm_eightbit_quantize_down<br>
710.245    0.360    0.371   0.013%     99.137%    QuantizeDownAndShrinkRange  mixed_1/tower_1/conv_1/batchnorm_eightbit_quantize_down<br>
742.147    0.420    0.369   0.013%     99.150%    QuantizeDownAndShrinkRange  mixed_1/tower_1/conv_2/batchnorm_eightbit_quantize_down<br>
739.647    0.407    0.369   0.013%     99.163%    QuantizeDownAndShrinkRange  mixed_1/tower_1/conv_2/Conv2D_eightbit_quantize_down<br>
1307.586    0.195    0.366   0.013%     99.175%    QuantizeDownAndShrinkRange  mixed_7/tower_1/conv_2/Conv2D_eightbit_quantize_down<br>
1670.654    0.283    0.364   0.013%     99.188%    QuantizedAvgPool    pool_3_eightbit_quantized<br>
821.088    0.345    0.364   0.013%     99.201%    QuantizeDownAndShrinkRange  mixed_2/tower_1/conv_2/Conv2D_eightbit_quantize_down<br>
1352.869    0.305    0.361   0.013%     99.213%    QuantizedMaxPool    mixed_8/pool_eightbit_quantized<br>
823.993    0.354    0.356   0.012%     99.226%    QuantizeDownAndShrinkRange  mixed_2/tower_1/conv_2/batchnorm_eightbit_quantize_down<br>
1352.588    0.267    0.338   0.012%     99.237%    QuantizedConcat mixed_7/join_eightbit_quantized_concat<br>
1090.046    0.315    0.338   0.012%     99.249%    QuantizedConcat mixed_5/join_eightbit_quantized_concat<br>
1190.454    0.179    0.337   0.012%     99.261%    QuantizeDownAndShrinkRange  mixed_6/tower_1/conv_3/Conv2D_eightbit_quantize_down<br>
1210.351    0.332    0.331   0.012%     99.272%    QuantizedConcat mixed_6/join_eightbit_quantized_concat<br>
1308.742    0.192    0.322   0.011%     99.283%    QuantizeDownAndShrinkRange  mixed_7/tower_1/conv_2/batchnorm_eightbit_quantize_down<br>
1463.990    0.166    0.321   0.011%     99.295%    QuantizeDownAndShrinkRange  mixed_9/tower_1/conv/batchnorm_eightbit_quantize_down<br>
673.305    0.085    0.317   0.011%     99.306%    QuantizedRelu   mixed_1/tower_2/conv_eightbit_quantized<br>
985.777    0.308    0.316   0.011%     99.317%    QuantizedConcat mixed_4/join_eightbit_quantized_concat<br>
755.577    0.234    0.304   0.011%     99.327%    QuantizeDownAndShrinkRange  mixed_2/tower/conv/Conv2D_eightbit_quantize_down<br>
1589.839    0.089    0.297   0.010%     99.337%    QuantizeDownAndShrinkRange  mixed_10/tower_2/conv/batchnorm_eightbit_quantize_down<br>
670.908    0.254    0.293   0.010%     99.348%    QuantizeDownAndShrinkRange  mixed_1/tower/conv/Conv2D_eightbit_quantize_down<br>
654.512    0.270    0.293   0.010%     99.358%    QuantizedConcat mixed/join_eightbit_quantized_concat<br>
1372.369    0.194    0.292   0.010%     99.368%    QuantizeDownAndShrinkRange  mixed_8/tower_1/conv/batchnorm_eightbit_quantize_down<br>
1454.917    0.343    0.284   0.010%     99.378%    QuantizedBatchNormWithGlobalNormalization   mixed_9/tower_2/conv/batchnorm_eightbit_quantized_batch_norm<br>
1589.616    0.220    0.280   0.010%     99.388%    QuantizedBatchNormWithGlobalNormalization   mixed_10/tower_2/conv/batchnorm_eightbit_quantized_batch_norm<br>
1073.115    0.178    0.277   0.010%     99.397%    QuantizeDownAndShrinkRange  mixed_5/tower_1/conv_3/batchnorm_eightbit_quantize_down<br>
1593.697    0.236    0.266   0.009%     99.406%    QuantizeDownAndShrinkRange  mixed_10/tower_1/conv/Conv2D_eightbit_quantize_down<br>
1454.845    0.069    0.261   0.009%     99.416%    QuantizeDownAndShrinkRange  mixed_9/tower_2/conv/Conv2D_eightbit_quantize_down<br>
1430.985    0.315    0.244   0.008%     99.424%    QuantizedBatchNormWithGlobalNormalization   mixed_8/tower_1/conv_3/batchnorm_eightbit_quantized_batch_norm<br>
1553.082    0.245    0.224   0.008%     99.432%    QuantizedConcat mixed_9/join_eightbit_quantized_concat<br>
1395.688    0.202    0.224   0.008%     99.440%    QuantizeDownAndShrinkRange  mixed_8/tower_1/conv_1/Conv2D_eightbit_quantize_down<br>
1531.102    0.764    0.221   0.008%     99.447%    QuantizeDownAndShrinkRange  mixed_9/tower_1/mixed/conv_1/batchnorm_eightbit_quantize_down<br>
1447.650    0.192    0.218   0.008%     99.455%    QuantizeDownAndShrinkRange  mixed_9/conv/batchnorm_eightbit_quantize_down<br>
1455.264    2.639    0.217   0.008%     99.462%    QuantizeDownAndShrinkRange  mixed_9/tower_2/conv/batchnorm_eightbit_quantize_down<br>
1327.362    0.186    0.209   0.007%     99.470%    QuantizeDownAndShrinkRange  mixed_7/tower_1/conv_3/Conv2D_eightbit_quantize_down<br>
1396.867    0.213    0.208   0.007%     99.477%    QuantizeDownAndShrinkRange  mixed_8/tower_1/conv_1/batchnorm_eightbit_quantize_down<br>
1210.073    0.213    0.208   0.007%     99.484%    QuantizeDownAndShrinkRange  mixed_6/tower_1/conv_4/batchnorm_eightbit_quantize_down<br>
1352.322    0.222    0.207   0.007%     99.491%    QuantizeDownAndShrinkRange  mixed_7/tower_1/conv_4/batchnorm_eightbit_quantize_down<br>
1670.479    0.166    0.204   0.007%     99.498%    QuantizedConcat mixed_10/join_eightbit_quantized_concat<br>
1351.148    0.212    0.203   0.007%     99.505%    QuantizeDownAndShrinkRange  mixed_7/tower_1/conv_4/Conv2D_eightbit_quantize_down<br>
1418.237    0.240    0.202   0.007%     99.512%    QuantizeDownAndShrinkRange  mixed_8/tower_1/conv_2/batchnorm_eightbit_quantize_down<br>
1416.688    0.233    0.201   0.007%     99.519%    QuantizeDownAndShrinkRange  mixed_8/tower_1/conv_2/Conv2D_eightbit_quantize_down<br>
1328.509    0.196    0.200   0.007%     99.526%    QuantizeDownAndShrinkRange  mixed_7/tower_1/conv_3/batchnorm_eightbit_quantize_down<br>
985.531    0.208    0.199   0.007%     99.533%    QuantizeDownAndShrinkRange  mixed_4/tower_1/conv_4/batchnorm_eightbit_quantize_down<br>
1089.804    0.203    0.198   0.007%     99.540%    QuantizeDownAndShrinkRange  mixed_5/tower_1/conv_4/batchnorm_eightbit_quantize_down<br>
1371.173    0.220    0.198   0.007%     99.547%    QuantizeDownAndShrinkRange  mixed_8/tower_1/conv/Conv2D_eightbit_quantize_down<br>
1208.909    0.198    0.197   0.007%     99.554%    QuantizeDownAndShrinkRange  mixed_6/tower_1/conv_4/Conv2D_eightbit_quantize_down<br>
1088.632    0.213    0.197   0.007%     99.561%    QuantizeDownAndShrinkRange  mixed_5/tower_1/conv_4/Conv2D_eightbit_quantize_down<br>
984.358    0.206    0.197   0.007%     99.567%    QuantizeDownAndShrinkRange  mixed_4/tower_1/conv_4/Conv2D_eightbit_quantize_down<br>
1479.039    0.118    0.196   0.007%     99.574%    QuantizeDownAndShrinkRange  mixed_9/tower/mixed/conv/Conv2D_eightbit_quantize_down<br>
1191.435    0.170    0.193   0.007%     99.581%    QuantizeDownAndShrinkRange  mixed_6/tower_1/conv_3/batchnorm_eightbit_quantize_down<br>
314.482    0.231    0.191   0.007%     99.588%    QuantizedRelu   conv_2_eightbit_quantized<br>
1446.973    0.111    0.185   0.006%     99.594%    QuantizeDownAndShrinkRange  mixed_9/conv/Conv2D_eightbit_quantize_down<br>
1177.287    0.185    0.183   0.006%     99.600%    QuantizeDownAndShrinkRange  mixed_6/tower_1/conv_2/batchnorm_eightbit_quantize_down<br>
971.691    0.145    0.183   0.006%     99.607%    QuantizeDownAndShrinkRange  mixed_4/tower_1/conv_3/batchnorm_eightbit_quantize_down<br>
907.896    0.164    0.182   0.006%     99.613%    QuantizedConcat mixed_3/join_eightbit_quantized_concat<br>
963.472    0.148    0.173   0.006%     99.619%    QuantizeDownAndShrinkRange  mixed_4/tower_1/conv_2/batchnorm_eightbit_quantize_down<br>
1072.144    0.170    0.171   0.006%     99.625%    QuantizeDownAndShrinkRange  mixed_5/tower_1/conv_3/Conv2D_eightbit_quantize_down<br>
1463.126    0.144    0.163   0.006%     99.631%    QuantizeDownAndShrinkRange  mixed_9/tower_1/conv/Conv2D_eightbit_quantize_down<br>
1594.407    0.135    0.159   0.006%     99.636%    QuantizeDownAndShrinkRange  mixed_10/tower_1/conv/batchnorm_eightbit_quantize_down<br>
1589.488    0.123    0.157   0.005%     99.642%    QuantizeDownAndShrinkRange  mixed_10/tower_2/conv/Conv2D_eightbit_quantize_down<br>
1598.640    0.151    0.154   0.005%     99.647%    QuantizeDownAndShrinkRange  mixed_10/conv/batchnorm_eightbit_quantize_down<br>
1599.293    0.129    0.154   0.005%     99.652%    QuantizeDownAndShrinkRange  mixed_10/tower/conv/Conv2D_eightbit_quantize_down<br>
970.913    0.132    0.149   0.005%     99.658%    QuantizeDownAndShrinkRange  mixed_4/tower_1/conv_3/Conv2D_eightbit_quantize_down<br>
54.775    0.173    0.149   0.005%     99.663%    QuantizedRelu   conv_eightbit_quantized<br>
1512.964    0.138    0.143   0.005%     99.668%    QuantizeDownAndShrinkRange  mixed_9/tower_1/conv_1/Conv2D_eightbit_quantize_down<br>
1629.432    0.145    0.140   0.005%     99.673%    QuantizeDownAndShrinkRange  mixed_10/tower/mixed/conv_1/Conv2D_eightbit_quantize_down<br>
572.257    0.153    0.139   0.005%     99.677%    QuantizedRelu   conv_4_eightbit_quantized<br>
1480.376    0.151    0.138   0.005%     99.682%    QuantizeDownAndShrinkRange  mixed_9/tower/mixed/conv_1/Conv2D_eightbit_quantize_down<br>
1669.608    0.138    0.136   0.005%     99.687%    QuantizeDownAndShrinkRange  mixed_10/tower_1/mixed/conv/Conv2D_eightbit_quantize_down<br>
1670.210    0.172    0.135   0.005%     99.692%    QuantizeDownAndShrinkRange  mixed_10/tower_1/mixed/conv/batchnorm_eightbit_quantize_down<br>
1646.075    0.110    0.135   0.005%     99.696%    QuantizeDownAndShrinkRange  mixed_10/tower_1/conv_1/Conv2D_eightbit_quantize_down<br>
1625.831    0.150    0.133   0.005%     99.701%    QuantizeDownAndShrinkRange  mixed_10/tower/mixed/conv/Conv2D_eightbit_quantize_down<br>
1481.185    0.129    0.133   0.005%     99.705%    QuantizeDownAndShrinkRange  mixed_9/tower/mixed/conv_1/batchnorm_eightbit_quantize_down<br>
1552.297    0.190    0.132   0.005%     99.710%    QuantizeDownAndShrinkRange  mixed_9/tower_1/mixed/conv/Conv2D_eightbit_quantize_down<br>
1530.315    0.165    0.130   0.005%     99.715%    QuantizeDownAndShrinkRange  mixed_9/tower_1/mixed/conv_1/Conv2D_eightbit_quantize_down<br>
1670.345    0.109    0.128   0.004%     99.719%    QuantizeDownAndShrinkRange  mixed_10/tower_1/mixed/conv_1/batchnorm_eightbit_quantize_down<br>
153.046    0.140    0.128   0.004%     99.723%    QuantizedRelu   conv_1_eightbit_quantized<br>
1626.428    0.112    0.128   0.004%     99.728%    QuantizeDownAndShrinkRange  mixed_10/tower/mixed/conv/batchnorm_eightbit_quantize_down<br>
1450.098    0.124    0.128   0.004%     99.732%    QuantizeDownAndShrinkRange  mixed_9/tower/conv/Conv2D_eightbit_quantize_down<br>
1630.082    0.111    0.127   0.004%     99.737%    QuantizeDownAndShrinkRange  mixed_10/tower/mixed/conv_1/batchnorm_eightbit_quantize_down<br>
1669.735    0.129    0.127   0.004%     99.741%    QuantizeDownAndShrinkRange  mixed_10/tower_1/mixed/conv_1/Conv2D_eightbit_quantize_down<br>
904.558    0.141    0.126   0.004%     99.746%    QuantizeDownAndShrinkRange  mixed_3/tower/conv_2/batchnorm_eightbit_quantize_down<br>
1600.024    0.116    0.126   0.004%     99.750%    QuantizeDownAndShrinkRange  mixed_10/tower/conv/batchnorm_eightbit_quantize_down<br>
1646.592    0.124    0.126   0.004%     99.754%    QuantizeDownAndShrinkRange  mixed_10/tower_1/conv_1/batchnorm_eightbit_quantize_down<br>
903.675    0.123    0.125   0.004%     99.759%    QuantizeDownAndShrinkRange  mixed_3/tower/conv_2/Conv2D_eightbit_quantize_down<br>
1513.729    0.164    0.124   0.004%     99.763%    QuantizeDownAndShrinkRange  mixed_9/tower_1/conv_1/batchnorm_eightbit_quantize_down<br>
1479.588    0.145    0.124   0.004%     99.767%    QuantizeDownAndShrinkRange  mixed_9/tower/mixed/conv/batchnorm_eightbit_quantize_down<br>
1552.898    0.161    0.123   0.004%     99.771%    QuantizeDownAndShrinkRange  mixed_9/tower_1/mixed/conv/batchnorm_eightbit_quantize_down<br>
1450.669    0.106    0.122   0.004%     99.776%    QuantizeDownAndShrinkRange  mixed_9/tower/conv/batchnorm_eightbit_quantize_down<br>
348.332    0.135    0.118   0.004%     99.780%    QuantizedRelu   conv_3_eightbit_quantized<br>
599.414    0.090    0.091   0.003%     99.783%    QuantizedRelu   mixed/conv_eightbit_quantized<br>
628.234    0.086    0.089   0.003%     99.786%    QuantizedRelu   mixed/tower_1/conv_1_eightbit_quantized<br>
5.808    0.225    0.084   0.003%     99.789%           Max  conv/Conv2D_eightbit_max_Mul<br>
896.518    0.134    0.083   0.003%     99.792%    QuantizedRelu   mixed_3/tower/conv_1_eightbit_quantized<br>
1430.886    0.095    0.081   0.003%     99.795%    QuantizeDownAndShrinkRange  mixed_8/tower_1/conv_3/Conv2D_eightbit_quantize_down<br>
654.430    0.079    0.080   0.003%     99.797%    QuantizedRelu   mixed/tower_1/conv_2_eightbit_quantized<br>
798.525    0.064    0.080   0.003%     99.800%    QuantizedRelu   mixed_2/tower_1/conv_1_eightbit_quantized<br>
5.848    0.383    0.079   0.003%     99.803%           Min  conv/Conv2D_eightbit_min_Mul<br>
849.317    0.081    0.079   0.003%     99.806%    QuantizedRelu   mixed_3/tower/conv_eightbit_quantized<br>
589.438    0.067    0.079   0.003%     99.808%    QuantizedRelu   mixed/tower_1/conv_eightbit_quantized<br>
1431.410    0.125    0.078   0.003%     99.811%    QuantizedConcat mixed_8/join_eightbit_quantized_concat<br>
1431.305    0.078    0.078   0.003%     99.814%    QuantizeDownAndShrinkRange  mixed_8/tower_1/conv_3/batchnorm_eightbit_quantize_down<br>
710.609    0.070    0.078   0.003%     99.817%    QuantizedRelu   mixed_1/tower_1/conv_1_eightbit_quantized<br>
627.572    0.046    0.078   0.003%     99.819%    QuantizedRelu   mixed/tower/conv_1_eightbit_quantized<br>
769.994    0.082    0.076   0.003%     99.822%    QuantizedRelu   mixed_2/conv_eightbit_quantized<br>
796.418    0.045    0.074   0.003%     99.825%    QuantizedRelu   mixed_2/tower/conv_1_eightbit_quantized<br>
682.652    0.104    0.074   0.003%     99.827%    QuantizedRelu   mixed_1/tower_1/conv_eightbit_quantized<br>
784.800    0.080    0.073   0.003%     99.830%    QuantizedRelu   mixed_2/tower_2/conv_eightbit_quantized<br>
707.766    0.046    0.073   0.003%     99.832%    QuantizedRelu   mixed_1/tower/conv_1_eightbit_quantized<br>
757.177    0.045    0.072   0.003%     99.835%    QuantizedRelu   mixed_2/tower_1/conv_eightbit_quantized<br>
824.352    0.066    0.072   0.002%     99.837%    QuantizedRelu   mixed_2/tower_1/conv_2_eightbit_quantized<br>
742.570    0.068    0.070   0.002%     99.840%    QuantizedRelu   mixed_1/tower_1/conv_2_eightbit_quantized<br>
907.830    0.063    0.069   0.002%     99.842%    QuantizedRelu   mixed_3/conv_eightbit_quantized<br>
673.812    0.079    0.069   0.002%     99.844%    QuantizedRelu   mixed_1/conv_eightbit_quantized<br>
588.811    0.069    0.062   0.002%     99.847%    QuantizedRelu   mixed/tower/conv_eightbit_quantized<br>
939.612    0.064    0.061   0.002%     99.849%    QuantizedRelu   mixed_4/conv_eightbit_quantized<br>
1134.276    0.065    0.058   0.002%     99.851%    QuantizedRelu   mixed_6/conv_eightbit_quantized<br>
1017.581    0.065    0.058   0.002%     99.853%    QuantizedRelu   mixed_5/tower_2/conv_eightbit_quantized<br>
1016.566    0.061    0.058   0.002%     99.855%    QuantizedRelu   mixed_5/conv_eightbit_quantized<br>
672.675    0.036    0.057   0.002%     99.857%    QuantizedRelu   mixed_1/tower/conv_eightbit_quantized<br>
951.059    0.068    0.057   0.002%     99.859%    QuantizedRelu   mixed_4/tower_2/conv_eightbit_quantized<br>
1243.589    0.067    0.057   0.002%     99.861%    QuantizedRelu   mixed_7/conv_eightbit_quantized<br>
1246.866    0.066    0.056   0.002%     99.863%    QuantizedRelu   mixed_7/tower_2/conv_eightbit_quantized<br>
1133.490    0.059    0.054   0.002%     99.864%    QuantizedRelu   mixed_6/tower_2/conv_eightbit_quantized<br>
1168.023    0.034    0.053   0.002%     99.866%    QuantizedRelu   mixed_6/tower/conv_2_eightbit_quantized<br>
1303.269    0.060    0.052   0.002%     99.868%    QuantizedRelu   mixed_7/tower/conv_2_eightbit_quantized<br>
1249.895    0.061    0.051   0.002%     99.870%    QuantizedRelu   mixed_7/tower_1/conv_eightbit_quantized<br>
969.648    0.065    0.051   0.002%     99.872%    QuantizedRelu   mixed_4/tower/conv_2_eightbit_quantized<br>
1289.918    0.061    0.050   0.002%     99.873%    QuantizedRelu   mixed_7/tower_1/conv_1_eightbit_quantized<br>
757.059    0.041    0.050   0.002%     99.875%    QuantizedRelu   mixed_2/tower/conv_eightbit_quantized<br>
1246.313    0.033    0.049   0.002%     99.877%    QuantizedRelu   mixed_7/tower/conv_eightbit_quantized<br>
1071.647    0.034    0.049   0.002%     99.878%    QuantizedRelu   mixed_5/tower/conv_2_eightbit_quantized<br>
1371.432    0.033    0.049   0.002%     99.880%    QuantizedRelu   mixed_8/tower/conv_eightbit_quantized<br>
587.936    0.042    0.048   0.002%     99.882%    QuantizedRelu   mixed/tower_2/conv_eightbit_quantized<br>
1015.851    0.053    0.047   0.002%     99.883%    QuantizedRelu   mixed_5/tower_1/conv_eightbit_quantized<br>
1017.831    0.054    0.047   0.002%     99.885%    QuantizedRelu   mixed_5/tower/conv_eightbit_quantized<br>
1043.385    0.044    0.045   0.002%     99.887%    QuantizedRelu   mixed_5/tower/conv_1_eightbit_quantized<br>
1276.223    0.034    0.044   0.002%     99.888%    QuantizedRelu   mixed_7/tower/conv_1_eightbit_quantized<br>
1149.669    0.050    0.044   0.002%     99.890%    QuantizedRelu   mixed_6/tower/conv_1_eightbit_quantized<br>
1372.566    0.033    0.043   0.001%     99.891%    QuantizedRelu   mixed_8/tower_1/conv_eightbit_quantized<br>
1135.923    0.057    0.043   0.001%     99.893%    QuantizedRelu   mixed_6/tower_1/conv_eightbit_quantized<br>
1397.084    0.033    0.043   0.001%     99.894%    QuantizedRelu   mixed_8/tower_1/conv_1_eightbit_quantized<br>
1308.938    0.038    0.043   0.001%     99.896%    QuantizedRelu   mixed_7/tower_1/conv_2_eightbit_quantized<br>
1037.374    0.029    0.041   0.001%     99.897%    QuantizedRelu   mixed_5/tower_1/conv_1_eightbit_quantized<br>
1128.507    0.049    0.041   0.001%     99.899%    QuantizedRelu   mixed_6/tower/conv_eightbit_quantized<br>
1158.836    0.029    0.041   0.001%     99.900%    QuantizedRelu   mixed_6/tower_1/conv_1_eightbit_quantized<br>
1060.278    0.052    0.040   0.001%     99.901%    QuantizedRelu   mixed_5/tower_1/conv_2_eightbit_quantized<br>
1352.549    0.036    0.040   0.001%     99.903%    QuantizedRelu   mixed_7/tower_1/conv_4_eightbit_quantized<br>
1090.010    0.034    0.040   0.001%     99.904%    QuantizedRelu   mixed_5/tower_1/conv_4_eightbit_quantized<br>
1328.708    0.034    0.039   0.001%     99.906%    QuantizedRelu   mixed_7/tower_1/conv_3_eightbit_quantized<br>
1418.481    0.061    0.039   0.001%     99.907%    QuantizedRelu   mixed_8/tower_1/conv_2_eightbit_quantized<br>
1210.292    0.056    0.038   0.001%     99.908%    QuantizedRelu   mixed_6/tower_1/conv_4_eightbit_quantized<br>
930.366    0.039    0.037   0.001%     99.910%    QuantizedRelu   mixed_4/tower_1/conv_eightbit_quantized<br>
952.447    0.026    0.037   0.001%     99.911%    QuantizedRelu   mixed_4/tower/conv_1_eightbit_quantized<br>
1177.475    0.028    0.037   0.001%     99.912%    QuantizedRelu   mixed_6/tower_1/conv_2_eightbit_quantized<br>
941.097    0.025    0.036   0.001%     99.913%    QuantizedRelu   mixed_4/tower/conv_eightbit_quantized<br>
985.741    0.035    0.035   0.001%     99.915%    QuantizedRelu   mixed_4/tower_1/conv_4_eightbit_quantized<br>
1191.607    0.029    0.034   0.001%     99.916%    QuantizedRelu   mixed_6/tower_1/conv_3_eightbit_quantized<br>
946.550    0.038    0.034   0.001%     99.917%    QuantizedRelu   mixed_4/tower_1/conv_1_eightbit_quantized<br>
1073.295    0.028    0.033   0.001%     99.918%    QuantizedRelu   mixed_5/tower_1/conv_3_eightbit_quantized<br>
1689.900    0.028    0.033   0.001%     99.919%    QuantizedBiasAdd    softmax/logits_eightbit_quantized_bias_add<br>
1689.945    0.028    0.033   0.001%     99.920%       Softmax  softmax<br>
963.624    0.025    0.032   0.001%     99.921%    QuantizedRelu   mixed_4/tower_1/conv_2_eightbit_quantized<br>
1630.197    0.038    0.030   0.001%     99.922%    QuantizedRelu   mixed_10/tower/mixed/conv_1_eightbit_quantized<br>
1464.160    0.032    0.029   0.001%     99.924%    QuantizedRelu   mixed_9/tower_1/conv_eightbit_quantized<br>
1594.545    0.035    0.028   0.001%     99.924%    QuantizedRelu   mixed_10/tower_1/conv_eightbit_quantized<br>
971.838    0.025    0.027   0.001%     99.925%    QuantizedRelu   mixed_4/tower_1/conv_3_eightbit_quantized<br>
1689.985    0.026    0.026   0.001%     99.926%                _SINK<br>
1670.385    0.018    0.026   0.001%     99.927%    QuantizedRelu   mixed_10/tower_1/mixed/conv_eightbit_quantized<br>
904.702    0.037    0.025   0.001%     99.928%    QuantizedRelu   mixed_3/tower/conv_2_eightbit_quantized<br>
1598.794    0.017    0.025   0.001%     99.929%    QuantizedRelu   mixed_10/conv_eightbit_quantized<br>
1626.543    0.019    0.025   0.001%     99.930%    QuantizedRelu   mixed_10/tower/mixed/conv_eightbit_quantized<br>
1553.062    0.017    0.024   0.001%     99.931%    QuantizedRelu   mixed_9/tower_1/mixed/conv_eightbit_quantized<br>
1481.317    0.030    0.024   0.001%     99.932%    QuantizedRelu   mixed_9/tower/mixed/conv_1_eightbit_quantized<br>
1479.735    0.018    0.024   0.001%     99.932%    QuantizedRelu   mixed_9/tower/mixed/conv_eightbit_quantized<br>
1600.144    0.037    0.024   0.001%     99.933%    QuantizedRelu   mixed_10/tower/conv_eightbit_quantized<br>
1447.845    0.031    0.024   0.001%     99.934%    QuantizedRelu   mixed_9/conv_eightbit_quantized<br>
1392.212    0.016    0.024   0.001%     99.935%    QuantizedRelu   mixed_8/tower/conv_1_eightbit_quantized<br>
1450.780    0.020    0.024   0.001%     99.936%    QuantizedRelu   mixed_9/tower/conv_eightbit_quantized<br>
1670.458    0.018    0.024   0.001%     99.937%    QuantizedRelu   mixed_10/tower_1/mixed/conv_1_eightbit_quantized<br>
1531.870    0.028    0.023   0.001%     99.937%    QuantizedRelu   mixed_9/tower_1/mixed/conv_1_eightbit_quantized<br>
1513.897    0.029    0.022   0.001%     99.938%    QuantizedRelu   mixed_9/tower_1/conv_1_eightbit_quantized<br>
1646.719    0.017    0.022   0.001%     99.939%    QuantizedRelu   mixed_10/tower_1/conv_1_eightbit_quantized<br>
4.674    0.033    0.022   0.001%     99.940%         Const  mixed_9/tower_2/conv/batchnorm/gamma_min<br>
4.709    0.024    0.018   0.001%     99.940%         Const  mixed_9/tower_2/conv/batchnorm/gamma_max<br>
1589.931    0.012    0.018   0.001%     99.941%    QuantizedRelu   mixed_10/tower_2/conv_eightbit_quantized<br>
1457.907    0.014    0.017   0.001%     99.941%    QuantizedRelu   mixed_9/tower_2/conv_eightbit_quantized<br>
1670.970    0.012    0.017   0.001%     99.942%    QuantizeV2  softmax/logits/MatMul_eightbit_quantize_pool_3/_reshape<br>
1431.387    0.020    0.015   0.001%     99.943%    QuantizedRelu   mixed_8/tower_1/conv_3_eightbit_quantized<br>
1689.888    0.010    0.013   0.000%     99.943%    QuantizeDownAndShrinkRange  softmax/logits/MatMul_eightbit_quantize_down<br>
1670.939    0.009    0.011   0.000%     99.943%    Dequantize  pool_3<br>
4.656    0.016    0.010   0.000%     99.944%         Const  mixed_9/tower_2/conv/batchnorm/gamma_quint8_const<br>
1689.930    0.007    0.009   0.000%     99.944%    QuantizeDownAndShrinkRange  softmax/logits_eightbit_quantize_down<br>
0.247    0.013    0.009   0.000%     99.944%         Const  mixed_10/join/concat_dim<br>
1689.938    0.006    0.007   0.000%     99.945%    Dequantize  softmax/logits<br>
0.441    0.008    0.007   0.000%     99.945%         Const  conv_2/batchnorm/gamma_quint8_const<br>
1670.959    0.005    0.007   0.000%     99.945%           Max  softmax/logits/MatMul_eightbit_max_pool_3/_reshape<br>
1670.966    0.003    0.005   0.000%     99.945%           Min  softmax/logits/MatMul_eightbit_min_pool_3/_reshape<br>
2.727    0.014    0.005   0.000%     99.945%         Const  mixed_5/tower/conv/batchnorm/gamma_quint8_const<br>
0.895    0.005    0.004   0.000%     99.945%         Const  mixed/tower_1/conv_1/batchnorm/gamma_quint8_const<br>
4.852    0.010    0.004   0.000%     99.946%         Const  mixed_10/tower/conv/batchnorm/gamma_quint8_const<br>
5.789    0.006    0.003   0.000%     99.946%       Reshape  conv/Conv2D_eightbit_reshape_Mul<br>
1670.949    0.003    0.003   0.000%     99.946%       Reshape  pool_3/_reshape<br>
2.164    0.007    0.003   0.000%     99.946%         Const  mixed_4/tower/conv/batchnorm/gamma_quint8_const<br>
1670.954    0.002    0.003   0.000%     99.946%       Reshape  softmax/logits/MatMul_eightbit_reshape_pool_3/_reshape<br>
4.225    0.003    0.002   0.000%     99.946%         Const  mixed_7/tower_2/conv/conv2d_params_quint8_const<br>
0.265    0.004    0.002   0.000%     99.946%         Const  conv/conv2d_params_quint8_const<br>
1.023    0.007    0.002   0.000%     99.946%         Const  mixed_1/conv/conv2d_params_quint8_const<br>
0.324    0.003    0.002   0.000%     99.946%         Const  conv/batchnorm/gamma_quint8_const<br>
0.664    0.005    0.002   0.000%     99.946%         Const  mixed/tower/conv/batchnorm/gamma_quint8_const<br>
2.054    0.003    0.002   0.000%     99.946%         Const  mixed_4/conv/conv2d_params_quint8_const<br>
1.136    0.005    0.002   0.000%     99.947%         Const  mixed_1/tower/conv/batchnorm/beta_quint8_const<br>
4.734    0.004    0.002   0.000%     99.947%         Const  mixed_10/conv/conv2d_params_quint8_const<br>
0.282    0.003    0.002   0.000%     99.947%         Const  conv/batchnorm/moving_mean_quint8_const<br>
4.442    0.003    0.002   0.000%     99.947%         Const  mixed_8/tower_1/conv_1/conv2d_params_quint8_const<br>
2.971    0.004    0.002   0.000%     99.947%         Const  mixed_5/tower_1/conv_2/conv2d_params_quint8_const<br>
5.310    0.004    0.002   0.000%     99.947%         Const  softmax/logits/MatMul_eightbit_reduction_dims<br>
5.227    0.003    0.002   0.000%     99.947%         Const  mixed_10/tower_2/conv/conv2d_params_quint8_const<br>
0.836    0.006    0.002   0.000%     99.947%         Const  mixed/tower_1/conv_1/conv2d_params_quint8_const<br>
0.592    0.003    0.002   0.000%     99.947%         Const  mixed/conv/batchnorm/moving_variance_min<br>
4.791    0.003    0.002   0.000%     99.947%         Const  mixed_10/conv/batchnorm/gamma_quint8_const<br>
1.536    0.003    0.002   0.000%     99.947%         Const  mixed_2/tower/conv_1/conv2d_params_quint8_const<br>
1.853    0.028    0.002   0.000%     99.947%         Const  mixed_3/conv/batchnorm/beta_max<br>
3.844    0.005    0.002   0.000%     99.947%         Const  mixed_7/tower/conv_1/conv2d_params_quint8_const<br>
1.720    0.002    0.002   0.000%     99.947%         Const  mixed_2/tower_1/conv_2/batchnorm/moving_mean_max<br>
0.559    0.003    0.002   0.000%     99.947%         Const  mixed/conv/conv2d_params_quint8_const<br>
3.300    0.003    0.002   0.000%     99.948%         Const  mixed_6/tower/conv_1/conv2d_params_quint8_const<br>
3.193    0.002    0.002   0.000%     99.948%         Const  mixed_6/conv/conv2d_params_quint8_const<br>
1.205    0.003    0.002   0.000%     99.948%         Const  mixed_1/tower_1/conv/conv2d_params_quint8_const<br>
0.329    0.004    0.002   0.000%     99.948%         Const  conv_1/conv2d_params_quint8_const<br>
4.277    0.006    0.002   0.000%     99.948%         Const  mixed_8/tower/conv/conv2d_params_quint8_const<br>
3.683    0.003    0.002   0.000%     99.948%         Const  mixed_6/tower_2/conv/conv2d_params_quint8_const<br>
3.352    0.007    0.002   0.000%     99.948%         Const  mixed_6/tower/conv_2/conv2d_params_quint8_const<br>
2.336    0.005    0.002   0.000%     99.948%         Const  mixed_4/tower_1/conv_1/conv2d_params_quint8_const<br>
1.643    0.003    0.002   0.000%     99.948%         Const  mixed_2/tower_1/conv_1/conv2d_params_quint8_const<br>
3.789    0.005    0.002   0.000%     99.948%         Const  mixed_7/tower/conv/conv2d_params_quint8_const<br>
1.994    0.004    0.002   0.000%     99.948%         Const  mixed_3/tower/conv_2/conv2d_params_quint8_const<br>
1.424    0.003    0.002   0.000%     99.948%         Const  mixed_2/conv/conv2d_params_quint8_const<br>
0.451    0.003    0.002   0.000%     99.948%         Const  conv_3/conv2d_params_quint8_const<br>
0.310    0.003    0.002   0.000%     99.948%         Const  conv/batchnorm/beta_quint8_const<br>
5.335    0.006    0.002   0.000%     99.948%         Const  mixed_9/tower/conv/conv2d_params_quint8_const<br>
5.102    0.007    0.002   0.000%     99.948%         Const  mixed_10/tower_1/mixed/conv/conv2d_params_quint8_const<br>
4.796    0.006    0.002   0.000%     99.949%         Const  mixed_10/tower/conv/conv2d_params_quint8_const<br>
4.133    0.003    0.002   0.000%     99.949%         Const  mixed_7/tower_1/conv_3/batchnorm/moving_mean_min<br>
2.395    0.003    0.002   0.000%     99.949%         Const  mixed_4/tower_1/conv_2/conv2d_params_quint8_const<br>
1.190    0.006    0.002   0.000%     99.949%         Const  mixed_1/tower/conv_1/batchnorm/beta_quint8_const<br>
0.506    0.004    0.002   0.000%     99.949%         Const  conv_4/conv2d_params_quint8_const<br>
0.388    0.003    0.002   0.000%     99.949%         Const  conv_2/conv2d_params_quint8_const<br>
3.737    0.002    0.002   0.000%     99.949%         Const  mixed_7/conv/conv2d_params_quint8_const<br>
3.463    0.002    0.002   0.000%     99.949%         Const  mixed_6/tower_1/conv_1/conv2d_params_quint8_const<br>
1.883    0.003    0.002   0.000%     99.949%         Const  mixed_3/tower/conv/conv2d_params_quint8_const<br>
0.920    0.004    0.002   0.000%     99.949%         Const  mixed/tower_1/conv_2/batchnorm/moving_mean_quint8_const<br>
5.392    0.006    0.002   0.000%     99.949%         Const  mixed_9/tower/mixed/conv/conv2d_params_quint8_const<br>
5.165    0.005    0.002   0.000%     99.949%         Const  mixed_10/tower_1/mixed/conv_1/conv2d_params_quint8_const<br>
4.986    0.005    0.002   0.000%     99.949%         Const  mixed_10/tower_1/conv/conv2d_params_quint8_const<br>
4.603    0.003    0.002   0.000%     99.949%         Const  mixed_9/conv/conv2d_params_quint8_const<br>
3.629    0.003    0.002   0.000%     99.949%         Const  mixed_6/tower_1/conv_4/conv2d_params_quint8_const<br>
3.517    0.004    0.002   0.000%     99.949%         Const  mixed_6/tower_1/conv_2/conv2d_params_quint8_const<br>
2.805    0.003    0.002   0.000%     99.950%         Const  mixed_5/tower/conv_2/conv2d_params_quint8_const<br>
2.621    0.003    0.002   0.000%     99.950%         Const  mixed_5/conv/conv2d_params_quint8_const<br>
1.261    0.002    0.002   0.000%     99.950%         Const  mixed_1/tower_1/conv_1/conv2d_params_quint8_const<br>
1.220    0.002    0.002   0.000%     99.950%         Const  mixed_1/tower_1/conv/batchnorm/moving_mean_quint8_const<br>
0.691    0.005    0.002   0.000%     99.950%         Const  mixed/tower/conv_1/batchnorm/moving_mean_quint8_const<br>
4.930    0.005    0.002   0.000%     99.950%         Const  mixed_10/tower/mixed/conv_1/conv2d_params_quint8_const<br>
4.870    0.004    0.002   0.000%     99.950%         Const  mixed_10/tower/mixed/conv/conv2d_params_quint8_const<br>
2.857    0.010    0.002   0.000%     99.950%         Const  mixed_5/tower_1/conv/conv2d_params_quint8_const<br>
0.968    0.003    0.002   0.000%     99.950%         Const  mixed/tower_2/conv/conv2d_params_quint8_const<br>
0.902    0.006    0.002   0.000%     99.950%         Const  mixed/tower_1/conv_2/conv2d_params_quint8_const<br>
0.489    0.003    0.002   0.000%     99.950%         Const  conv_3/batchnorm/beta_quint8_const<br>
0.425    0.003    0.002   0.000%     99.950%         Const  conv_2/batchnorm/moving_variance_max<br>
0.402    0.003    0.002   0.000%     99.950%         Const  conv_2/batchnorm/moving_mean_quint8_const<br>
4.549    0.003    0.002   0.000%     99.950%         Const  mixed_8/tower_1/conv_3/conv2d_params_quint8_const<br>
4.115    0.003    0.002   0.000%     99.950%         Const  mixed_7/tower_1/conv_3/conv2d_params_quint8_const<br>
4.062    0.003    0.002   0.000%     99.950%         Const  mixed_7/tower_1/conv_2/conv2d_params_quint8_const<br>
3.084    0.003    0.002   0.000%     99.950%         Const  mixed_5/tower_1/conv_4/conv2d_params_quint8_const<br>
2.676    0.003    0.002   0.000%     99.951%         Const  mixed_5/tower/conv/conv2d_params_quint8_const<br>
2.282    0.007    0.002   0.000%     99.951%         Const  mixed_4/tower_1/conv/conv2d_params_quint8_const<br>
1.817    0.003    0.002   0.000%     99.951%         Const  mixed_3/conv/batchnorm/moving_mean_quint8_const<br>
1.749    0.005    0.002   0.000%     99.951%         Const  mixed_2/tower_2/conv/conv2d_params_quint8_const<br>
1.694    0.005    0.002   0.000%     99.951%         Const  mixed_2/tower_1/conv_2/conv2d_params_quint8_const<br>
1.082    0.006    0.002   0.000%     99.951%         Const  mixed_1/tower/conv/conv2d_params_quint8_const<br>
0.851    0.003    0.002   0.000%     99.951%         Const  mixed/tower_1/conv_1/batchnorm/moving_mean_quint8_const<br>
0.752    0.005    0.002   0.000%     99.951%         Const  mixed/tower_1/conv/conv2d_params_quint8_const<br>
0.613    0.003    0.002   0.000%     99.951%         Const  mixed/tower/conv/conv2d_params_quint8_const<br>
5.045    0.006    0.002   0.000%     99.951%         Const  mixed_10/tower_1/conv_1/conv2d_params_quint8_const<br>
4.331    0.006    0.002   0.000%     99.951%         Const  mixed_8/tower/conv_1/conv2d_params_quint8_const<br>
3.027    0.003    0.002   0.000%     99.951%         Const  mixed_5/tower_1/conv_3/conv2d_params_quint8_const<br>
2.918    0.005    0.002   0.000%     99.951%         Const  mixed_5/tower_1/conv_1/conv2d_params_quint8_const<br>
2.226    0.003    0.002   0.000%     99.951%         Const  mixed_4/tower/conv_2/conv2d_params_quint8_const<br>
2.172    0.003    0.002   0.000%     99.951%         Const  mixed_4/tower/conv_1/conv2d_params_quint8_const<br>
1.937    0.003    0.002   0.000%     99.951%         Const  mixed_3/tower/conv_1/conv2d_params_quint8_const<br>
0.464    0.003    0.002   0.000%     99.951%         Const  conv_3/batchnorm/moving_mean_quint8_const<br>
0.272    0.003    0.002   0.000%     99.952%         Const  conv/conv2d_params_min<br>
5.525    0.003    0.002   0.000%     99.952%         Const  mixed_9/tower_1/conv/batchnorm/moving_mean_quint8_const<br>
4.170    0.002    0.002   0.000%     99.952%         Const  mixed_7/tower_1/conv_4/conv2d_params_quint8_const<br>
3.598    0.005    0.002   0.000%     99.952%         Const  mixed_6/tower_1/conv_3/batchnorm/moving_variance_quint8_const<br>
3.571    0.003    0.002   0.000%     99.952%         Const  mixed_6/tower_1/conv_3/conv2d_params_quint8_const<br>
3.408    0.005    0.002   0.000%     99.952%         Const  mixed_6/tower_1/conv/conv2d_params_quint8_const<br>
3.246    0.003    0.002   0.000%     99.952%         Const  mixed_6/tower/conv/conv2d_params_quint8_const<br>
2.816    0.007    0.002   0.000%     99.952%         Const  mixed_5/tower/conv_2/batchnorm/moving_mean_quint8_const<br>
2.109    0.004    0.002   0.000%     99.952%         Const  mixed_4/tower/conv/conv2d_params_quint8_const<br>
1.802    0.003    0.002   0.000%     99.952%         Const  mixed_3/conv/conv2d_params_quint8_const<br>
1.370    0.003    0.002   0.000%     99.952%         Const  mixed_1/tower_2/conv/conv2d_params_quint8_const<br>
1.051    0.003    0.002   0.000%     99.952%         Const  mixed_1/conv/batchnorm/moving_mean_max<br>
5.680    0.003    0.002   0.000%     99.952%         Const  mixed_9/tower_1/mixed/conv_1/conv2d_params_quint8_const<br>
5.623    0.004    0.002   0.000%     99.952%         Const  mixed_9/tower_1/mixed/conv/conv2d_params_quint8_const<br>
5.509    0.004    0.002   0.000%     99.952%         Const  mixed_9/tower_1/conv/conv2d_params_quint8_const<br>
5.449    0.003    0.002   0.000%     99.952%         Const  mixed_9/tower/mixed/conv_1/conv2d_params_quint8_const<br>
3.954    0.003    0.002   0.000%     99.952%         Const  mixed_7/tower_1/conv/conv2d_params_quint8_const<br>
2.508    0.003    0.002   0.000%     99.952%         Const  mixed_4/tower_1/conv_4/conv2d_params_quint8_const<br>
2.449    0.003    0.002   0.000%     99.953%         Const  mixed_4/tower_1/conv_3/conv2d_params_quint8_const<br>
1.287    0.005    0.002   0.000%     99.953%         Const  mixed_1/tower_1/conv_1/batchnorm/moving_variance_quint8_const<br>
0.374    0.002    0.002   0.000%     99.953%         Const  conv_1/batchnorm/beta_quint8_const<br>
5.566    0.003    0.002   0.000%     99.953%         Const  mixed_9/tower_1/conv_1/conv2d_params_quint8_const<br>
5.123    0.003    0.002   0.000%     99.953%         Const  mixed_10/tower_1/mixed/conv/batchnorm/moving_mean_quint8_const<br>
4.495    0.003    0.002   0.000%     99.953%         Const  mixed_8/tower_1/conv_2/conv2d_params_quint8_const<br>
4.008    0.003    0.002   0.000%     99.953%         Const  mixed_7/tower_1/conv_1/conv2d_params_quint8_const<br>
2.688    0.005    0.002   0.000%     99.953%         Const  mixed_5/tower/conv/batchnorm/moving_mean_quint8_const<br>
2.562    0.003    0.002   0.000%     99.953%         Const  mixed_4/tower_2/conv/conv2d_params_quint8_const<br>
2.346    0.003    0.002   0.000%     99.953%         Const  mixed_4/tower_1/conv_1/conv2d_params_max<br>
2.066    0.005    0.002   0.000%     99.953%         Const  mixed_4/conv/batchnorm/moving_mean_quint8_const<br>
0.711    0.004    0.002   0.000%     99.953%         Const  mixed/tower/conv_1/batchnorm/moving_variance_quint8_const<br>
0.626    0.002    0.002   0.000%     99.953%         Const  mixed/tower/conv/batchnorm/moving_mean_quint8_const<br>
0.319    0.003    0.002   0.000%     99.953%         Const  conv/batchnorm/beta_max<br>
5.737    0.003    0.002   0.000%     99.953%         Const  mixed_9/tower_2/conv/conv2d_params_quint8_const<br>
4.097    0.003    0.002   0.000%     99.953%         Const  mixed_7/tower_1/conv_2/batchnorm/moving_variance_max<br>
3.748    0.006    0.002   0.000%     99.953%         Const  mixed_7/conv/batchnorm/moving_mean_quint8_const<br>
3.113    0.003    0.002   0.000%     99.953%         Const  mixed_5/tower_1/conv_4/batchnorm/moving_variance_quint8_const<br>
2.751    0.003    0.002   0.000%     99.954%         Const  mixed_5/tower/conv_1/conv2d_params_quint8_const<br>
1.654    0.006    0.002   0.000%     99.954%         Const  mixed_2/tower_1/conv_1/batchnorm/moving_mean_quint8_const<br>
1.315    0.003    0.002   0.000%     99.954%         Const  mixed_1/tower_1/conv_2/conv2d_params_quint8_const<br>
1.164    0.003    0.002   0.000%     99.954%         Const  mixed_1/tower/conv_1/batchnorm/moving_mean_quint8_const<br>
0.813    0.007    0.002   0.000%     99.954%         Const  mixed/tower_1/conv/batchnorm/moving_variance_max<br>
0.588    0.003    0.002   0.000%     99.954%         Const  mixed/conv/batchnorm/moving_variance_quint8_const<br>
0.532    0.003    0.002   0.000%     99.954%         Const  conv_4/batchnorm/moving_variance_quint8_const<br>
0.477    0.003    0.002   0.000%     99.954%         Const  conv_3/batchnorm/moving_variance_quint8_const<br>
5.350    0.003    0.002   0.000%     99.954%         Const  mixed_9/tower/conv/batchnorm/moving_mean_quint8_const<br>
4.386    0.003    0.002   0.000%     99.954%         Const  mixed_8/tower_1/conv/conv2d_params_quint8_const<br>
3.899    0.003    0.002   0.000%     99.954%         Const  mixed_7/tower/conv_2/conv2d_params_quint8_const<br>
3.368    0.003    0.002   0.000%     99.954%         Const  mixed_6/tower/conv_2/batchnorm/moving_mean_quint8_const<br>
2.143    0.002    0.002   0.000%     99.954%         Const  mixed_4/tower/conv/batchnorm/moving_variance_min<br>
1.590    0.003    0.002   0.000%     99.954%         Const  mixed_2/tower_1/conv/conv2d_params_quint8_const<br>
1.491    0.002    0.002   0.000%     99.954%         Const  mixed_2/tower/conv/batchnorm/moving_mean_quint8_const<br>
1.436    0.005    0.002   0.000%     99.954%         Const  mixed_2/conv/batchnorm/moving_mean_quint8_const<br>
0.980    0.006    0.002   0.000%     99.954%         Const  mixed/tower_2/conv/batchnorm/moving_mean_quint8_const<br>
0.866    0.003    0.002   0.000%     99.954%         Const  mixed/tower_1/conv_1/batchnorm/moving_variance_quint8_const<br>
0.416    0.003    0.002   0.000%     99.955%         Const  conv_2/batchnorm/moving_variance_quint8_const<br>
0.305    0.003    0.002   0.000%     99.955%         Const  conv/batchnorm/moving_variance_max<br>
5.289    0.007    0.002   0.000%     99.955%         Const  softmax/weights_quint8_const<br>
4.945    0.003    0.002   0.000%     99.955%         Const  mixed_10/tower/mixed/conv_1/batchnorm/moving_mean_quint8_const<br>
3.695    0.005    0.002   0.000%     99.955%         Const  mixed_6/tower_2/conv/batchnorm/moving_mean_quint8_const<br>
3.258    0.005    0.002   0.000%     99.955%         Const  mixed_6/tower/conv/batchnorm/moving_mean_quint8_const<br>
3.045    0.002    0.002   0.000%     99.955%         Const  mixed_5/tower_1/conv_3/batchnorm/moving_mean_quint8_const<br>
2.194    0.003    0.002   0.000%     99.955%         Const  mixed_4/tower/conv_1/batchnorm/moving_mean_max<br>
1.988    0.003    0.002   0.000%     99.955%         Const  mixed_3/tower/conv_1/batchnorm/beta_max<br>
1.476    0.006    0.002   0.000%     99.955%         Const  mixed_2/tower/conv/conv2d_params_quint8_const<br>
0.952    0.003    0.002   0.000%     99.955%         Const  mixed/tower_1/conv_2/batchnorm/beta_quint8_const<br>
0.832    0.003    0.002   0.000%     99.955%         Const  mixed/tower_1/conv/batchnorm/beta_max<br>
0.780    0.009    0.002   0.000%     99.955%         Const  mixed/tower_1/conv/batchnorm/moving_mean_min<br>
0.772    0.005    0.002   0.000%     99.955%         Const  mixed/tower_1/conv/batchnorm/moving_mean_quint8_const<br>
0.469    0.002    0.002   0.000%     99.955%         Const  conv_3/batchnorm/moving_mean_min<br>
0.360    0.003    0.002   0.000%     99.955%         Const  conv_1/batchnorm/moving_variance_quint8_const<br>
0.335    0.003    0.002   0.000%     99.955%         Const  conv_1/conv2d_params_min<br>
5.486    0.002    0.002   0.000%     99.955%         Const  mixed_9/tower/mixed/conv_1/batchnorm/moving_variance_min<br>
4.034    0.005    0.002   0.000%     99.955%         Const  mixed_7/tower_1/conv_1/batchnorm/moving_variance_quint8_const<br>
3.803    0.003    0.002   0.000%     99.956%         Const  mixed_7/tower/conv/batchnorm/moving_mean_quint8_const<br>
3.477    0.003    0.002   0.000%     99.956%         Const  mixed_6/tower_1/conv_1/batchnorm/moving_mean_quint8_const<br>
3.139    0.003    0.002   0.000%     99.956%         Const  mixed_5/tower_2/conv/conv2d_params_quint8_const<br>
2.836    0.002    0.002   0.000%     99.956%         Const  mixed_5/tower/conv_2/batchnorm/moving_variance_min<br>
2.492    0.004    0.002   0.000%     99.956%         Const  mixed_4/tower_1/conv_3/batchnorm/beta_quint8_const<br>
1.763    0.003    0.002   0.000%     99.956%         Const  mixed_2/tower_2/conv/batchnorm/moving_mean_quint8_const<br>
1.341    0.003    0.002   0.000%     99.956%         Const  mixed_1/tower_1/conv_2/batchnorm/moving_variance_quint8_const<br>
1.150    0.002    0.002   0.000%     99.956%         Const  mixed_1/tower/conv_1/conv2d_params_quint8_const<br>
1.120    0.003    0.002   0.000%     99.956%         Const  mixed_1/tower/conv/batchnorm/moving_mean_max<br>
0.823    0.003    0.002   0.000%     99.956%         Const  mixed/tower_1/conv/batchnorm/beta_quint8_const<br>
0.651    0.003    0.002   0.000%     99.956%         Const  mixed/tower/conv/batchnorm/beta_quint8_const<br>
0.519    0.003    0.002   0.000%     99.956%         Const  conv_4/batchnorm/moving_mean_quint8_const<br>
0.502    0.003    0.002   0.000%     99.956%         Const  conv_3/batchnorm/gamma_quint8_const<br>
0.456    0.003    0.002   0.000%     99.956%         Const  conv_3/conv2d_params_min<br>
0.365    0.002    0.002   0.000%     99.956%         Const  conv_1/batchnorm/moving_variance_min<br>
5.684    0.003    0.002   0.000%     99.956%         Const  mixed_9/tower_1/mixed/conv_1/conv2d_params_min<br>
4.292    0.002    0.002   0.000%     99.956%         Const  mixed_8/tower/conv/batchnorm/moving_mean_quint8_const<br>
4.238    0.002    0.002   0.000%     99.956%         Const  mixed_7/tower_2/conv/batchnorm/moving_mean_quint8_const<br>
3.968    0.003    0.002   0.000%     99.956%         Const  mixed_7/tower_1/conv/batchnorm/moving_mean_quint8_const<br>
3.832    0.003    0.002   0.000%     99.957%         Const  mixed_7/tower/conv/batchnorm/beta_quint8_const<br>
3.586    0.003    0.002   0.000%     99.957%         Const  mixed_6/tower_1/conv_3/batchnorm/moving_mean_quint8_const<br>
3.532    0.003    0.002   0.000%     99.957%         Const  mixed_6/tower_1/conv_2/batchnorm/moving_mean_quint8_const<br>
3.423    0.002    0.002   0.000%     99.957%         Const  mixed_6/tower_1/conv/batchnorm/moving_mean_quint8_const<br>
3.207    0.003    0.002   0.000%     99.957%         Const  mixed_6/conv/batchnorm/moving_mean_quint8_const<br>
2.354    0.003    0.002   0.000%     99.957%         Const  mixed_4/tower_1/conv_1/batchnorm/moving_mean_min<br>
2.160    0.002    0.002   0.000%     99.957%         Const  mixed_4/tower/conv/batchnorm/beta_max<br>
1.668    0.003    0.002   0.000%     99.957%         Const  mixed_2/tower_1/conv_1/batchnorm/moving_variance_quint8_const<br>
1.382    0.006    0.002   0.000%     99.957%         Const  mixed_1/tower_2/conv/batchnorm/moving_mean_quint8_const<br>
1.209    0.005    0.002   0.000%     99.957%         Const  mixed_1/tower_1/conv/conv2d_params_min<br>
1.179    0.002    0.002   0.000%     99.957%         Const  mixed_1/tower/conv_1/batchnorm/moving_variance_quint8_const<br>
1.070    0.003    0.002   0.000%     99.957%         Const  mixed_1/conv/batchnorm/beta_quint8_const<br>
0.991    0.003    0.002   0.000%     99.957%         Const  mixed/tower_2/conv/batchnorm/moving_mean_max<br>
0.930    0.003    0.002   0.000%     99.957%         Const  mixed/tower_1/conv_2/batchnorm/moving_mean_max<br>
0.799    0.004    0.002   0.000%     99.957%         Const  mixed/tower_1/conv/batchnorm/moving_variance_quint8_const<br>
0.759    0.004    0.002   0.000%     99.957%         Const  mixed/tower_1/conv/conv2d_params_min<br>
0.731    0.004    0.002   0.000%     99.957%         Const  mixed/tower/conv_1/batchnorm/beta_quint8_const<br>
0.671    0.005    0.002   0.000%     99.957%         Const  mixed/tower/conv_1/conv2d_params_quint8_const<br>
0.541    0.002    0.002   0.000%     99.957%         Const  conv_4/batchnorm/moving_variance_max<br>
0.494    0.002    0.002   0.000%     99.958%         Const  conv_3/batchnorm/beta_min<br>
0.346    0.003    0.002   0.000%     99.958%         Const  conv_1/batchnorm/moving_mean_quint8_const<br>
5.306    0.003    0.001   0.000%     99.958%         Const  softmax/logits/MatMul_eightbit_reshape_dims<br>
4.811    0.003    0.001   0.000%     99.958%         Const  mixed_10/tower/conv/batchnorm/moving_mean_quint8_const<br>
3.616    0.008    0.001   0.000%     99.958%         Const  mixed_6/tower_1/conv_3/batchnorm/beta_min<br>
3.612    0.002    0.001   0.000%     99.958%         Const  mixed_6/tower_1/conv_3/batchnorm/beta_quint8_const<br>
3.503    0.005    0.001   0.000%     99.958%         Const  mixed_6/tower_1/conv_1/batchnorm/beta_quint8_const<br>
2.059    0.002    0.001   0.000%     99.958%         Const  mixed_4/conv/conv2d_params_min<br>
1.962    0.006    0.001   0.000%     99.958%         Const  mixed_3/tower/conv_1/batchnorm/moving_variance_quint8_const<br>
1.330    0.003    0.001   0.000%     99.958%         Const  mixed_1/tower_1/conv_2/batchnorm/moving_mean_quint8_const<br>
1.039    0.003    0.001   0.000%     99.958%         Const  mixed_1/conv/batchnorm/moving_mean_quint8_const<br>
0.973    0.002    0.001   0.000%     99.958%         Const  mixed/tower_2/conv/conv2d_params_min<br>
0.909    0.003    0.001   0.000%     99.958%         Const  mixed/tower_1/conv_2/conv2d_params_min<br>
0.577    0.005    0.001   0.000%     99.958%         Const  mixed/conv/batchnorm/moving_mean_min<br>
5.342    0.003    0.001   0.000%     99.958%         Const  mixed_9/tower/conv/conv2d_params_min<br>
5.285    0.003    0.001   0.000%     99.958%         Const  pool_3/_reshape/shape<br>
4.456    0.003    0.001   0.000%     99.958%         Const  mixed_8/tower_1/conv_1/batchnorm/moving_mean_quint8_const<br>
3.914    0.003    0.001   0.000%     99.958%         Const  mixed_7/tower/conv_2/batchnorm/moving_mean_quint8_const<br>
3.655    0.003    0.001   0.000%     99.958%         Const  mixed_6/tower_1/conv_4/batchnorm/moving_variance_quint8_const<br>
3.644    0.002    0.001   0.000%     99.958%         Const  mixed_6/tower_1/conv_4/batchnorm/moving_mean_quint8_const<br>
3.557    0.003    0.001   0.000%     99.959%         Const  mixed_6/tower_1/conv_2/batchnorm/beta_quint8_const<br>
2.791    0.002    0.001   0.000%     99.959%         Const  mixed_5/tower/conv_1/batchnorm/beta_quint8_const<br>
2.716    0.003    0.001   0.000%     99.959%         Const  mixed_5/tower/conv/batchnorm/beta_quint8_const<br>
2.428    0.002    0.001   0.000%     99.959%         Const  mixed_4/tower_1/conv_2/batchnorm/moving_variance_min<br>
2.271    0.003    0.001   0.000%     99.959%         Const  mixed_4/tower/conv_2/batchnorm/beta_quint8_const<br>
2.241    0.004    0.001   0.000%     99.959%         Const  mixed_4/tower/conv_2/batchnorm/moving_mean_quint8_const<br>
2.184    0.005    0.001   0.000%     99.959%         Const  mixed_4/tower/conv_1/batchnorm/moving_mean_quint8_const<br>
2.153    0.003    0.001   0.000%     99.959%         Const  mixed_4/tower/conv/batchnorm/beta_quint8_const<br>
1.825    0.005    0.001   0.000%     99.959%         Const  mixed_3/conv/batchnorm/moving_mean_max<br>
1.602    0.005    0.001   0.000%     99.959%         Const  mixed_2/tower_1/conv/batchnorm/moving_mean_quint8_const<br>
1.429    0.002    0.001   0.000%     99.959%         Const  mixed_2/conv/conv2d_params_min<br>
1.378    0.003    0.001   0.000%     99.959%         Const  mixed_1/tower_2/conv/conv2d_params_max<br>
1.275    0.003    0.001   0.000%     99.959%         Const  mixed_1/tower_1/conv_1/batchnorm/moving_mean_quint8_const<br>
1.234    0.003    0.001   0.000%     99.959%         Const  mixed_1/tower_1/conv/batchnorm/moving_variance_quint8_const<br>
1.097    0.003    0.001   0.000%     99.959%         Const  mixed_1/tower/conv/batchnorm/moving_mean_quint8_const<br>
0.638    0.003    0.001   0.000%     99.959%         Const  mixed/tower/conv/batchnorm/moving_variance_quint8_const<br>
0.596    0.003    0.001   0.000%     99.959%         Const  mixed/conv/batchnorm/moving_variance_max<br>
0.545    0.002    0.001   0.000%     99.959%         Const  conv_4/batchnorm/beta_quint8_const<br>
0.383    0.003    0.001   0.000%     99.959%         Const  conv_1/batchnorm/beta_max<br>
5.365    0.003    0.001   0.000%     99.959%         Const  mixed_9/tower/conv/batchnorm/moving_variance_quint8_const<br>
5.153    0.003    0.001   0.000%     99.960%         Const  mixed_10/tower_1/mixed/conv/batchnorm/beta_quint8_const<br>
4.765    0.003    0.001   0.000%     99.960%         Const  mixed_10/conv/batchnorm/moving_variance_quint8_const<br>
4.650    0.002    0.001   0.000%     99.960%         Const  mixed_9/tower_2/conv/batchnorm/beta_max<br>
4.615    0.005    0.001   0.000%     99.960%         Const  mixed_9/conv/batchnorm/moving_mean_quint8_const<br>
4.346    0.002    0.001   0.000%     99.960%         Const  mixed_8/tower/conv_1/batchnorm/moving_mean_quint8_const<br>
4.266    0.003    0.001   0.000%     99.960%         Const  mixed_7/tower_2/conv/batchnorm/beta_quint8_const<br>
4.129    0.003    0.001   0.000%     99.960%         Const  mixed_7/tower_1/conv_3/batchnorm/moving_mean_quint8_const<br>
3.777    0.003    0.001   0.000%     99.960%         Const  mixed_7/conv/batchnorm/beta_quint8_const<br>
3.448    0.006    0.001   0.000%     99.960%         Const  mixed_6/tower_1/conv/batchnorm/beta_quint8_const<br>
3.341    0.002    0.001   0.000%     99.960%         Const  mixed_6/tower/conv_1/batchnorm/beta_quint8_const<br>
2.987    0.003    0.001   0.000%     99.960%         Const  mixed_5/tower_1/conv_2/batchnorm/moving_mean_quint8_const<br>
2.932    0.003    0.001   0.000%     99.960%         Const  mixed_5/tower_1/conv_1/batchnorm/moving_mean_quint8_const<br>
2.764    0.003    0.001   0.000%     99.960%         Const  mixed_5/tower/conv_1/batchnorm/moving_mean_quint8_const<br>
2.463    0.003    0.001   0.000%     99.960%         Const  mixed_4/tower_1/conv_3/batchnorm/moving_mean_quint8_const<br>
2.424    0.003    0.001   0.000%     99.960%         Const  mixed_4/tower_1/conv_2/batchnorm/moving_variance_quint8_const<br>
2.076    0.002    0.001   0.000%     99.960%         Const  mixed_4/conv/batchnorm/moving_mean_max<br>
2.014    0.003    0.001   0.000%     99.960%         Const  mixed_3/tower/conv_2/batchnorm/moving_mean_quint8_const<br>
1.976    0.002    0.001   0.000%     99.960%         Const  mixed_3/tower/conv_1/batchnorm/beta_quint8_const<br>
1.842    0.006    0.001   0.000%     99.960%         Const  mixed_3/conv/batchnorm/beta_quint8_const<br>
1.832    0.002    0.001   0.000%     99.960%         Const  mixed_3/conv/batchnorm/moving_variance_quint8_const<br>
1.708    0.003    0.001   0.000%     99.961%         Const  mixed_2/tower_1/conv_2/batchnorm/moving_mean_quint8_const<br>
1.450    0.002    0.001   0.000%     99.961%         Const  mixed_2/conv/batchnorm/moving_variance_quint8_const<br>
1.363    0.006    0.001   0.000%     99.961%         Const  mixed_1/tower_1/conv_2/batchnorm/beta_max<br>
1.324    0.005    0.001   0.000%     99.961%         Const  mixed_1/tower_1/conv_2/conv2d_params_max<br>
1.251    0.004    0.001   0.000%     99.961%         Const  mixed_1/tower_1/conv/batchnorm/beta_min<br>
1.154    0.005    0.001   0.000%     99.961%         Const  mixed_1/tower/conv_1/conv2d_params_min<br>
1.011    0.003    0.001   0.000%     99.961%         Const  mixed/tower_2/conv/batchnorm/beta_quint8_const<br>
0.939    0.008    0.001   0.000%     99.961%         Const  mixed/tower_1/conv_2/batchnorm/moving_variance_min<br>
0.605    0.002    0.001   0.000%     99.961%         Const  mixed/conv/batchnorm/beta_min<br>
0.473    0.002    0.001   0.000%     99.961%         Const  conv_3/batchnorm/moving_mean_max<br>
0.407    0.002    0.001   0.000%     99.961%         Const  conv_2/batchnorm/moving_mean_min<br>
0.296    0.003    0.001   0.000%     99.961%         Const  conv/batchnorm/moving_variance_quint8_const<br>
5.583    0.002    0.001   0.000%     99.961%         Const  mixed_9/tower_1/conv_1/batchnorm/moving_mean_quint8_const<br>
4.885    0.003    0.001   0.000%     99.961%         Const  mixed_10/tower/mixed/conv/batchnorm/moving_mean_quint8_const<br>
4.825    0.003    0.001   0.000%     99.961%         Const  mixed_10/tower/conv/batchnorm/moving_variance_quint8_const<br>
4.759    0.005    0.001   0.000%     99.961%         Const  mixed_10/conv/batchnorm/moving_mean_max<br>
4.743    0.003    0.001   0.000%     99.961%         Const  mixed_10/conv/conv2d_params_min<br>
4.589    0.002    0.001   0.000%     99.961%         Const  mixed_8/tower_1/conv_3/batchnorm/beta_quint8_const<br>
4.563    0.003    0.001   0.000%     99.961%         Const  mixed_8/tower_1/conv_3/batchnorm/moving_mean_quint8_const<br>
4.510    0.003    0.001   0.000%     99.961%         Const  mixed_8/tower_1/conv_2/batchnorm/moving_mean_quint8_const<br>
4.417    0.003    0.001   0.000%     99.962%         Const  mixed_8/tower_1/conv/batchnorm/moving_variance_quint8_const<br>
4.320    0.002    0.001   0.000%     99.962%         Const  mixed_8/tower/conv/batchnorm/beta_quint8_const<br>
4.229    0.003    0.001   0.000%     99.962%         Const  mixed_7/tower_2/conv/conv2d_params_min<br>
4.195    0.003    0.001   0.000%     99.962%         Const  mixed_7/tower_1/conv_4/batchnorm/moving_variance_quint8_const<br>
4.076    0.003    0.001   0.000%     99.962%         Const  mixed_7/tower_1/conv_2/batchnorm/moving_mean_quint8_const<br>
4.022    0.003    0.001   0.000%     99.962%         Const  mixed_7/tower_1/conv_1/batchnorm/moving_mean_quint8_const<br>
3.940    0.005    0.001   0.000%     99.962%         Const  mixed_7/tower/conv_2/batchnorm/beta_quint8_const<br>
3.872    0.003    0.001   0.000%     99.962%         Const  mixed_7/tower/conv_1/batchnorm/moving_variance_quint8_const<br>
3.763    0.002    0.001   0.000%     99.962%         Const  mixed_7/conv/batchnorm/moving_variance_quint8_const<br>
3.441    0.002    0.001   0.000%     99.962%         Const  mixed_6/tower_1/conv/batchnorm/moving_variance_min<br>
3.360    0.003    0.001   0.000%     99.962%         Const  mixed_6/tower/conv_2/conv2d_params_min<br>
3.165    0.005    0.001   0.000%     99.962%         Const  mixed_5/tower_2/conv/batchnorm/moving_variance_quint8_const<br>
3.070    0.005    0.001   0.000%     99.962%         Const  mixed_5/tower_1/conv_3/batchnorm/beta_quint8_const<br>
3.013    0.005    0.001   0.000%     99.962%         Const  mixed_5/tower_1/conv_2/batchnorm/beta_quint8_const<br>
2.662    0.002    0.001   0.000%     99.962%         Const  mixed_5/conv/batchnorm/beta_quint8_const<br>
2.567    0.002    0.001   0.000%     99.962%         Const  mixed_4/tower_2/conv/conv2d_params_min<br>
2.523    0.002    0.001   0.000%     99.962%         Const  mixed_4/tower_1/conv_4/batchnorm/moving_mean_quint8_const<br>
2.435    0.005    0.001   0.000%     99.962%         Const  mixed_4/tower_1/conv_2/batchnorm/beta_quint8_const<br>
2.139    0.003    0.001   0.000%     99.962%         Const  mixed_4/tower/conv/batchnorm/moving_variance_quint8_const<br>
1.923    0.002    0.001   0.000%     99.962%         Const  mixed_3/tower/conv/batchnorm/beta_quint8_const<br>
1.912    0.002    0.001   0.000%     99.963%         Const  mixed_3/tower/conv/batchnorm/moving_variance_quint8_const<br>
1.777    0.002    0.001   0.000%     99.963%         Const  mixed_2/tower_2/conv/batchnorm/moving_variance_quint8_const<br>
1.576    0.003    0.001   0.000%     99.963%         Const  mixed_2/tower/conv_1/batchnorm/beta_quint8_const<br>
1.305    0.005    0.001   0.000%     99.963%         Const  mixed_1/tower_1/conv_1/batchnorm/beta_min<br>
1.297    0.003    0.001   0.000%     99.963%         Const  mixed_1/tower_1/conv_1/batchnorm/moving_variance_max<br>
0.960    0.006    0.001   0.000%     99.963%         Const  mixed/tower_1/conv_2/batchnorm/beta_max<br>
0.630    0.003    0.001   0.000%     99.963%         Const  mixed/tower/conv/batchnorm/moving_mean_min<br>
0.429    0.003    0.001   0.000%     99.963%         Const  conv_2/batchnorm/beta_quint8_const<br>
0.398    0.002    0.001   0.000%     99.963%         Const  conv_2/conv2d_params_max<br>
0.340    0.003    0.001   0.000%     99.963%         Const  conv_1/conv2d_params_max<br>
0.301    0.002    0.001   0.000%     99.963%         Const  conv/batchnorm/moving_variance_min<br>
5.766    0.003    0.001   0.000%     99.963%         Const  mixed_9/tower_2/conv/batchnorm/moving_variance_quint8_const<br>
5.750    0.006    0.001   0.000%     99.963%         Const  mixed_9/tower_2/conv/batchnorm/moving_mean_quint8_const<br>
5.695    0.003    0.001   0.000%     99.963%         Const  mixed_9/tower_1/mixed/conv_1/batchnorm/moving_mean_quint8_const<br>
5.594    0.006    0.001   0.000%     99.963%         Const  mixed_9/tower_1/conv_1/batchnorm/moving_variance_quint8_const<br>
5.552    0.005    0.001   0.000%     99.963%         Const  mixed_9/tower_1/conv/batchnorm/beta_quint8_const<br>
5.494    0.006    0.001   0.000%     99.963%         Const  mixed_9/tower/mixed/conv_1/batchnorm/beta_quint8_const<br>
5.473    0.007    0.001   0.000%     99.963%         Const  mixed_9/tower/mixed/conv_1/batchnorm/moving_mean_max<br>
5.408    0.002    0.001   0.000%     99.963%         Const  mixed_9/tower/mixed/conv/batchnorm/moving_mean_quint8_const<br>
5.380    0.003    0.001   0.000%     99.963%         Const  mixed_9/tower/conv/batchnorm/beta_quint8_const<br>
5.243    0.003    0.001   0.000%     99.964%         Const  mixed_10/tower_2/conv/batchnorm/moving_mean_quint8_const<br>
5.034    0.002    0.001   0.000%     99.964%         Const  mixed_10/tower_1/conv/batchnorm/beta_min<br>
4.902    0.002    0.001   0.000%     99.964%         Const  mixed_10/tower/mixed/conv/batchnorm/moving_variance_quint8_const<br>
4.777    0.005    0.001   0.000%     99.964%         Const  mixed_10/conv/batchnorm/beta_quint8_const<br>
4.751    0.002    0.001   0.000%     99.964%         Const  mixed_10/conv/batchnorm/moving_mean_quint8_const<br>
4.428    0.005    0.001   0.000%     99.964%         Const  mixed_8/tower_1/conv/batchnorm/beta_quint8_const<br>
4.401    0.003    0.001   0.000%     99.964%         Const  mixed_8/tower_1/conv/batchnorm/moving_mean_quint8_const<br>
4.360    0.003    0.001   0.000%     99.964%         Const  mixed_8/tower/conv_1/batchnorm/moving_variance_quint8_const<br>
3.983    0.002    0.001   0.000%     99.964%         Const  mixed_7/tower_1/conv/batchnorm/moving_variance_quint8_const<br>
3.922    0.006    0.001   0.000%     99.964%         Const  mixed_7/tower/conv_2/batchnorm/moving_mean_max<br>
3.907    0.002    0.001   0.000%     99.964%         Const  mixed_7/tower/conv_2/conv2d_params_min<br>
3.741    0.002    0.001   0.000%     99.964%         Const  mixed_7/conv/conv2d_params_min<br>
3.709    0.002    0.001   0.000%     99.964%         Const  mixed_6/tower_2/conv/batchnorm/moving_variance_quint8_const<br>
3.633    0.003    0.001   0.000%     99.964%         Const  mixed_6/tower_1/conv_4/conv2d_params_min<br>
3.444    0.003    0.001   0.000%     99.964%         Const  mixed_6/tower_1/conv/batchnorm/moving_variance_max<br>
3.437    0.003    0.001   0.000%     99.964%         Const  mixed_6/tower_1/conv/batchnorm/moving_variance_quint8_const<br>
3.311    0.003    0.001   0.000%     99.964%         Const  mixed_6/tower/conv_1/batchnorm/moving_mean_quint8_const<br>
3.225    0.002    0.001   0.000%     99.964%         Const  mixed_6/conv/batchnorm/moving_variance_min<br>
3.178    0.003    0.001   0.000%     99.964%         Const  mixed_5/tower_2/conv/batchnorm/beta_quint8_const<br>
2.946    0.002    0.001   0.000%     99.964%         Const  mixed_5/tower_1/conv_1/batchnorm/moving_variance_quint8_const<br>
2.925    0.002    0.001   0.000%     99.964%         Const  mixed_5/tower_1/conv_1/conv2d_params_min<br>
2.892    0.003    0.001   0.000%     99.965%         Const  mixed_5/tower_1/conv/batchnorm/moving_variance_quint8_const<br>
2.878    0.002    0.001   0.000%     99.965%         Const  mixed_5/tower_1/conv/batchnorm/moving_mean_quint8_const<br>
2.853    0.003    0.001   0.000%     99.965%         Const  mixed_5/tower/conv_2/batchnorm/beta_max<br>
2.846    0.003    0.001   0.000%     99.965%         Const  mixed_5/tower/conv_2/batchnorm/beta_quint8_const<br>
2.706    0.002    0.001   0.000%     99.965%         Const  mixed_5/tower/conv/batchnorm/moving_variance_min<br>
2.633    0.006    0.001   0.000%     99.965%         Const  mixed_5/conv/batchnorm/moving_mean_quint8_const<br>
2.588    0.005    0.001   0.000%     99.965%         Const  mixed_4/tower_2/conv/batchnorm/moving_variance_quint8_const<br>
2.453    0.005    0.001   0.000%     99.965%         Const  mixed_4/tower_1/conv_3/conv2d_params_min<br>
2.147    0.005    0.001   0.000%     99.965%         Const  mixed_4/tower/conv/batchnorm/moving_variance_max<br>
2.080    0.002    0.001   0.000%     99.965%         Const  mixed_4/conv/batchnorm/moving_variance_quint8_const<br>
2.025    0.003    0.001   0.000%     99.965%         Const  mixed_3/tower/conv_2/batchnorm/moving_variance_quint8_const<br>
1.767    0.005    0.001   0.000%     99.965%         Const  mixed_2/tower_2/conv/batchnorm/moving_mean_min<br>
1.626    0.002    0.001   0.000%     99.965%         Const  mixed_2/tower_1/conv/batchnorm/moving_variance_max<br>
1.551    0.002    0.001   0.000%     99.965%         Const  mixed_2/tower/conv_1/batchnorm/moving_mean_quint8_const<br>
1.410    0.003    0.001   0.000%     99.965%         Const  mixed_1/tower_2/conv/batchnorm/beta_quint8_const<br>
1.397    0.002    0.001   0.000%     99.965%         Const  mixed_1/tower_2/conv/batchnorm/moving_variance_quint8_const<br>
1.338    0.002    0.001   0.000%     99.965%         Const  mixed_1/tower_1/conv_2/batchnorm/moving_mean_max<br>
1.257    0.002    0.001   0.000%     99.965%         Const  mixed_1/tower_1/conv/batchnorm/beta_max<br>
1.227    0.003    0.001   0.000%     99.965%         Const  mixed_1/tower_1/conv/batchnorm/moving_mean_max<br>
1.160    0.003    0.001   0.000%     99.965%         Const  mixed_1/tower/conv_1/conv2d_params_max<br>
1.031    0.003    0.001   0.000%     99.965%         Const  mixed_1/conv/conv2d_params_min<br>
0.891    0.002    0.001   0.000%     99.966%         Const  mixed/tower_1/conv_1/batchnorm/beta_max<br>
0.887    0.002    0.001   0.000%     99.966%         Const  mixed/tower_1/conv_1/batchnorm/beta_min<br>
0.874    0.003    0.001   0.000%     99.966%         Const  mixed/tower_1/conv_1/batchnorm/moving_variance_max<br>
0.862    0.003    0.001   0.000%     99.966%         Const  mixed/tower_1/conv_1/batchnorm/moving_mean_max<br>
0.647    0.002    0.001   0.000%     99.966%         Const  mixed/tower/conv/batchnorm/moving_variance_max<br>
0.643    0.002    0.001   0.000%     99.966%         Const  mixed/tower/conv/batchnorm/moving_variance_min<br>
0.634    0.003    0.001   0.000%     99.966%         Const  mixed/tower/conv/batchnorm/moving_mean_max<br>
0.601    0.002    0.001   0.000%     99.966%         Const  mixed/conv/batchnorm/beta_quint8_const<br>
0.485    0.003    0.001   0.000%     99.966%         Const  conv_3/batchnorm/moving_variance_max<br>
5.664    0.003    0.001   0.000%     99.966%         Const  mixed_9/tower_1/mixed/conv/batchnorm/beta_quint8_const<br>
5.426    0.003    0.001   0.000%     99.966%         Const  mixed_9/tower/mixed/conv/batchnorm/moving_variance_min<br>
5.270    0.005    0.001   0.000%     99.966%         Const  mixed_10/tower_2/conv/batchnorm/beta_quint8_const<br>
5.235    0.003    0.001   0.000%     99.966%         Const  mixed_10/tower_2/conv/conv2d_params_min<br>
5.041    0.003    0.001   0.000%     99.966%         Const  mixed_10/tower_1/conv/batchnorm/gamma_quint8_const<br>
5.030    0.002    0.001   0.000%     99.966%         Const  mixed_10/tower_1/conv/batchnorm/beta_quint8_const<br>
4.960    0.003    0.001   0.000%     99.966%         Const  mixed_10/tower/mixed/conv_1/batchnorm/moving_variance_quint8_const<br>
4.937    0.003    0.001   0.000%     99.966%         Const  mixed_10/tower/mixed/conv_1/conv2d_params_min<br>
4.829    0.002    0.001   0.000%     99.966%         Const  mixed_10/tower/conv/batchnorm/moving_variance_min<br>
4.642    0.003    0.001   0.000%     99.966%         Const  mixed_9/conv/batchnorm/beta_quint8_const<br>
4.567    0.003    0.001   0.000%     99.966%         Const  mixed_8/tower_1/conv_3/batchnorm/moving_mean_min<br>
4.364    0.002    0.001   0.000%     99.967%         Const  mixed_8/tower/conv_1/batchnorm/moving_variance_min<br>
4.156    0.002    0.001   0.000%     99.967%         Const  mixed_7/tower_1/conv_3/batchnorm/beta_quint8_const<br>
4.141    0.002    0.001   0.000%     99.967%         Const  mixed_7/tower_1/conv_3/batchnorm/moving_variance_quint8_const<br>
4.066    0.003    0.001   0.000%     99.967%         Const  mixed_7/tower_1/conv_2/conv2d_params_min<br>
3.858    0.003    0.001   0.000%     99.967%         Const  mixed_7/tower/conv_1/batchnorm/moving_mean_quint8_const<br>
3.759    0.002    0.001   0.000%     99.967%         Const  mixed_7/conv/batchnorm/moving_mean_max<br>
3.672    0.003    0.001   0.000%     99.967%         Const  mixed_6/tower_1/conv_4/batchnorm/beta_min<br>
3.522    0.005    0.001   0.000%     99.967%         Const  mixed_6/tower_1/conv_2/conv2d_params_min<br>
3.513    0.003    0.001   0.000%     99.967%         Const  mixed_6/tower_1/conv_1/batchnorm/beta_max<br>
3.326    0.003    0.001   0.000%     99.967%         Const  mixed_6/tower/conv_1/batchnorm/moving_variance_quint8_const<br>
3.272    0.002    0.001   0.000%     99.967%         Const  mixed_6/tower/conv/batchnorm/moving_variance_quint8_const<br>
3.219    0.002    0.001   0.000%     99.967%         Const  mixed_6/conv/batchnorm/moving_variance_quint8_const<br>
3.032    0.008    0.001   0.000%     99.967%         Const  mixed_5/tower_1/conv_3/conv2d_params_min<br>
2.906    0.003    0.001   0.000%     99.967%         Const  mixed_5/tower_1/conv/batchnorm/beta_quint8_const<br>
2.787    0.003    0.001   0.000%     99.967%         Const  mixed_5/tower/conv_1/batchnorm/moving_variance_max<br>
2.776    0.003    0.001   0.000%     99.967%         Const  mixed_5/tower/conv_1/batchnorm/moving_variance_quint8_const<br>
2.769    0.002    0.001   0.000%     99.967%         Const  mixed_5/tower/conv_1/batchnorm/moving_mean_min<br>
2.577    0.002    0.001   0.000%     99.967%         Const  mixed_4/tower_2/conv/batchnorm/moving_mean_quint8_const<br>
2.381    0.006    0.001   0.000%     99.967%         Const  mixed_4/tower_1/conv_1/batchnorm/beta_quint8_const<br>
2.350    0.003    0.001   0.000%     99.967%         Const  mixed_4/tower_1/conv_1/batchnorm/moving_mean_quint8_const<br>
2.343    0.002    0.001   0.000%     99.967%         Const  mixed_4/tower_1/conv_1/conv2d_params_min<br>
2.254    0.002    0.001   0.000%     99.968%         Const  mixed_4/tower/conv_2/batchnorm/moving_mean_max<br>
2.230    0.003    0.001   0.000%     99.968%         Const  mixed_4/tower/conv_2/conv2d_params_min<br>
2.047    0.006    0.001   0.000%     99.968%         Const  mixed_3/tower/conv_2/batchnorm/beta_max<br>
2.022    0.002    0.001   0.000%     99.968%         Const  mixed_3/tower/conv_2/batchnorm/moving_mean_max<br>
1.951    0.003    0.001   0.000%     99.968%         Const  mixed_3/tower/conv_1/batchnorm/moving_mean_quint8_const<br>
1.933    0.003    0.001   0.000%     99.968%         Const  mixed_3/tower/conv/batchnorm/beta_max<br>
1.629    0.003    0.001   0.000%     99.968%         Const  mixed_2/tower_1/conv/batchnorm/beta_quint8_const<br>
1.519    0.003    0.001   0.000%     99.968%         Const  mixed_2/tower/conv/batchnorm/beta_quint8_const<br>
1.301    0.002    0.001   0.000%     99.968%         Const  mixed_1/tower_1/conv_1/batchnorm/beta_quint8_const<br>
1.074    0.003    0.001   0.000%     99.968%         Const  mixed_1/conv/batchnorm/beta_min<br>
1.063    0.006    0.001   0.000%     99.968%         Const  mixed_1/conv/batchnorm/moving_variance_max<br>
1.055    0.003    0.001   0.000%     99.968%         Const  mixed_1/conv/batchnorm/moving_variance_quint8_const<br>
0.738    0.004    0.001   0.000%     99.968%         Const  mixed/tower/conv_1/batchnorm/beta_min<br>
0.724    0.004    0.001   0.000%     99.968%         Const  mixed/tower/conv_1/batchnorm/moving_variance_max<br>
0.524    0.002    0.001   0.000%     99.968%         Const  conv_4/batchnorm/moving_mean_min<br>
0.511    0.003    0.001   0.000%     99.968%         Const  conv_4/conv2d_params_min<br>
0.498    0.002    0.001   0.000%     99.968%         Const  conv_3/batchnorm/beta_max<br>
0.460    0.003    0.001   0.000%     99.968%         Const  conv_3/conv2d_params_max<br>
0.433    0.003    0.001   0.000%     99.968%         Const  conv_2/batchnorm/beta_min<br>
0.421    0.002    0.001   0.000%     99.968%         Const  conv_2/batchnorm/moving_variance_min<br>
0.393    0.003    0.001   0.000%     99.968%         Const  conv_2/conv2d_params_min<br>
0.287    0.003    0.001   0.000%     99.969%         Const  conv/batchnorm/moving_mean_min<br>
5.540    0.003    0.001   0.000%     99.969%         Const  mixed_9/tower_1/conv/batchnorm/moving_variance_quint8_const<br>
5.138    0.003    0.001   0.000%     99.969%         Const  mixed_10/tower_1/mixed/conv/batchnorm/moving_variance_quint8_const<br>
4.876    0.003    0.001   0.000%     99.969%         Const  mixed_10/tower/mixed/conv/conv2d_params_min<br>
4.821    0.003    0.001   0.000%     99.969%         Const  mixed_10/tower/conv/batchnorm/moving_mean_max<br>
4.787    0.003    0.001   0.000%     99.969%         Const  mixed_10/conv/batchnorm/beta_max<br>
4.638    0.003    0.001   0.000%     99.969%         Const  mixed_9/conv/batchnorm/moving_variance_max<br>
4.521    0.005    0.001   0.000%     99.969%         Const  mixed_8/tower_1/conv_2/batchnorm/moving_variance_quint8_const<br>
4.390    0.006    0.001   0.000%     99.969%         Const  mixed_8/tower_1/conv/conv2d_params_min<br>
4.048    0.003    0.001   0.000%     99.969%         Const  mixed_7/tower_1/conv_1/batchnorm/beta_quint8_const<br>
4.004    0.003    0.001   0.000%     99.969%         Const  mixed_7/tower_1/conv/batchnorm/beta_max<br>
3.851    0.002    0.001   0.000%     99.969%         Const  mixed_7/tower/conv_1/conv2d_params_min<br>
3.539    0.003    0.001   0.000%     99.969%         Const  mixed_6/tower_1/conv_2/batchnorm/moving_mean_max<br>
3.492    0.002    0.001   0.000%     99.969%         Const  mixed_6/tower_1/conv_1/batchnorm/moving_variance_quint8_const<br>
3.322    0.003    0.001   0.000%     99.969%         Const  mixed_6/tower/conv_1/batchnorm/moving_mean_max<br>
3.304    0.003    0.001   0.000%     99.969%         Const  mixed_6/tower/conv_1/conv2d_params_min<br>
3.286    0.002    0.001   0.000%     99.969%         Const  mixed_6/tower/conv/batchnorm/beta_quint8_const<br>
3.088    0.003    0.001   0.000%     99.969%         Const  mixed_5/tower_1/conv_4/conv2d_params_min<br>
3.023    0.003    0.001   0.000%     99.969%         Const  mixed_5/tower_1/conv_2/batchnorm/beta_max<br>
3.002    0.002    0.001   0.000%     99.969%         Const  mixed_5/tower_1/conv_2/batchnorm/moving_variance_quint8_const<br>
2.942    0.002    0.001   0.000%     99.969%         Const  mixed_5/tower_1/conv_1/batchnorm/moving_mean_max<br>
2.882    0.006    0.001   0.000%     99.970%         Const  mixed_5/tower_1/conv/batchnorm/moving_mean_min<br>
2.798    0.005    0.001   0.000%     99.970%         Const  mixed_5/tower/conv_1/batchnorm/beta_max<br>
2.773    0.002    0.001   0.000%     99.970%         Const  mixed_5/tower/conv_1/batchnorm/moving_mean_max<br>
2.702    0.002    0.001   0.000%     99.970%         Const  mixed_5/tower/conv/batchnorm/moving_variance_quint8_const<br>
2.698    0.003    0.001   0.000%     99.970%         Const  mixed_5/tower/conv/batchnorm/moving_mean_max<br>
2.648    0.002    0.001   0.000%     99.970%         Const  mixed_5/conv/batchnorm/moving_variance_quint8_const<br>
2.534    0.005    0.001   0.000%     99.970%         Const  mixed_4/tower_1/conv_4/batchnorm/moving_variance_quint8_const<br>
2.513    0.002    0.001   0.000%     99.970%         Const  mixed_4/tower_1/conv_4/conv2d_params_min<br>
2.410    0.003    0.001   0.000%     99.970%         Const  mixed_4/tower_1/conv_2/batchnorm/moving_mean_quint8_const<br>
2.298    0.002    0.001   0.000%     99.970%         Const  mixed_4/tower_1/conv/batchnorm/moving_mean_quint8_const<br>
2.265    0.005    0.001   0.000%     99.970%         Const  mixed_4/tower/conv_2/batchnorm/moving_variance_max<br>
2.198    0.002    0.001   0.000%     99.970%         Const  mixed_4/tower/conv_1/batchnorm/moving_variance_quint8_const<br>
2.090    0.002    0.001   0.000%     99.970%         Const  mixed_4/conv/batchnorm/moving_variance_max<br>
2.000    0.004    0.001   0.000%     99.970%         Const  mixed_3/tower/conv_2/conv2d_params_min<br>
1.897    0.003    0.001   0.000%     99.970%         Const  mixed_3/tower/conv/batchnorm/moving_mean_quint8_const<br>
1.887    0.005    0.001   0.000%     99.970%         Const  mixed_3/tower/conv/conv2d_params_min<br>
1.810    0.002    0.001   0.000%     99.970%         Const  mixed_3/conv/conv2d_params_min<br>
1.798    0.002    0.001   0.000%     99.970%         Const  mixed_2/tower_2/conv/batchnorm/beta_max<br>
1.712    0.007    0.001   0.000%     99.970%         Const  mixed_2/tower_1/conv_2/batchnorm/moving_mean_min<br>
1.690    0.002    0.001   0.000%     99.970%         Const  mixed_2/tower_1/conv_1/batchnorm/beta_max<br>
1.615    0.003    0.001   0.000%     99.970%         Const  mixed_2/tower_1/conv/batchnorm/moving_variance_quint8_const<br>
1.513    0.005    0.001   0.000%     99.971%         Const  mixed_2/tower/conv/batchnorm/moving_variance_max<br>
1.268    0.006    0.001   0.000%     99.971%         Const  mixed_1/tower_1/conv_1/conv2d_params_max<br>
1.265    0.002    0.001   0.000%     99.971%         Const  mixed_1/tower_1/conv_1/conv2d_params_min<br>
1.246    0.003    0.001   0.000%     99.971%         Const  mixed_1/tower_1/conv/batchnorm/beta_quint8_const<br>
1.059    0.003    0.001   0.000%     99.971%         Const  mixed_1/conv/batchnorm/moving_variance_min<br>
0.704    0.004    0.001   0.000%     99.971%         Const  mixed/tower/conv_1/batchnorm/moving_mean_max<br>
0.583    0.003    0.001   0.000%     99.971%         Const  mixed/conv/batchnorm/moving_mean_max<br>
0.528    0.002    0.001   0.000%     99.971%         Const  conv_4/batchnorm/moving_mean_max<br>
0.351    0.003    0.001   0.000%     99.971%         Const  conv_1/batchnorm/moving_mean_min<br>
0.315    0.002    0.001   0.000%     99.971%         Const  conv/batchnorm/beta_min<br>
5.609    0.002    0.001   0.000%     99.971%         Const  mixed_9/tower_1/conv_1/batchnorm/beta_quint8_const<br>
5.482    0.002    0.001   0.000%     99.971%         Const  mixed_9/tower/mixed/conv_1/batchnorm/moving_variance_quint8_const<br>
5.388    0.003    0.001   0.000%     99.971%         Const  mixed_9/tower/conv/batchnorm/beta_max<br>
5.373    0.005    0.001   0.000%     99.971%         Const  mixed_9/tower/conv/batchnorm/moving_variance_max<br>
5.190    0.003    0.001   0.000%     99.971%         Const  mixed_10/tower_1/mixed/conv_1/batchnorm/moving_mean_quint8_const<br>
5.011    0.003    0.001   0.000%     99.971%         Const  mixed_10/tower_1/conv/batchnorm/moving_mean_max<br>
4.803    0.003    0.001   0.000%     99.971%         Const  mixed_10/tower/conv/conv2d_params_min<br>
4.632    0.005    0.001   0.000%     99.971%         Const  mixed_9/conv/batchnorm/moving_variance_min<br>
4.553    0.003    0.001   0.000%     99.971%         Const  mixed_8/tower_1/conv_3/conv2d_params_min<br>
4.409    0.006    0.001   0.000%     99.971%         Const  mixed_8/tower_1/conv/batchnorm/moving_mean_max<br>
4.182    0.005    0.001   0.000%     99.971%         Const  mixed_7/tower_1/conv_4/batchnorm/moving_mean_quint8_const<br>
4.070    0.005    0.001   0.000%     99.971%         Const  mixed_7/tower_1/conv_2/conv2d_params_max<br>
3.888    0.002    0.001   0.000%     99.972%         Const  mixed_7/tower/conv_1/batchnorm/beta_quint8_const<br>
3.826    0.005    0.001   0.000%     99.972%         Const  mixed_7/tower/conv/batchnorm/moving_variance_max<br>
3.807    0.006    0.001   0.000%     99.972%         Const  mixed_7/tower/conv/batchnorm/moving_mean_min<br>
3.800    0.002    0.001   0.000%     99.972%         Const  mixed_7/tower/conv/conv2d_params_max<br>
3.773    0.003    0.001   0.000%     99.972%         Const  mixed_7/conv/batchnorm/moving_variance_max<br>
3.722    0.003    0.001   0.000%     99.972%         Const  mixed_6/tower_2/conv/batchnorm/beta_quint8_const<br>
3.546    0.003    0.001   0.000%     99.972%         Const  mixed_6/tower_1/conv_2/batchnorm/moving_variance_quint8_const<br>
3.485    0.005    0.001   0.000%     99.972%         Const  mixed_6/tower_1/conv_1/batchnorm/moving_mean_max<br>
3.397    0.002    0.001   0.000%     99.972%         Const  mixed_6/tower/conv_2/batchnorm/beta_quint8_const<br>
3.372    0.005    0.001   0.000%     99.972%         Const  mixed_6/tower/conv_2/batchnorm/moving_mean_min<br>
3.293    0.002    0.001   0.000%     99.972%         Const  mixed_6/tower/conv/batchnorm/beta_max<br>
3.251    0.002    0.001   0.000%     99.972%         Const  mixed_6/tower/conv/conv2d_params_min<br>
3.157    0.003    0.001   0.000%     99.972%         Const  mixed_5/tower_2/conv/batchnorm/moving_mean_min<br>
3.052    0.005    0.001   0.000%     99.972%         Const  mixed_5/tower_1/conv_3/batchnorm/moving_mean_max<br>
2.900    0.005    0.001   0.000%     99.972%         Const  mixed_5/tower_1/conv/batchnorm/moving_variance_max<br>
2.828    0.002    0.001   0.000%     99.972%         Const  mixed_5/tower/conv_2/batchnorm/moving_mean_max<br>
2.780    0.006    0.001   0.000%     99.972%         Const  mixed_5/tower/conv_1/batchnorm/moving_variance_min<br>
2.756    0.002    0.001   0.000%     99.972%         Const  mixed_5/tower/conv_1/conv2d_params_min<br>
2.651    0.006    0.001   0.000%     99.972%         Const  mixed_5/conv/batchnorm/moving_variance_min<br>
2.551    0.007    0.001   0.000%     99.972%         Const  mixed_4/tower_1/conv_4/batchnorm/beta_min<br>
2.477    0.002    0.001   0.000%     99.972%         Const  mixed_4/tower_1/conv_3/batchnorm/moving_variance_quint8_const<br>
2.157    0.002    0.001   0.000%     99.973%         Const  mixed_4/tower/conv/batchnorm/beta_min<br>
2.098    0.002    0.001   0.000%     99.973%         Const  mixed_4/conv/batchnorm/beta_min<br>
2.018    0.002    0.001   0.000%     99.973%         Const  mixed_3/tower/conv_2/batchnorm/moving_mean_min<br>
1.742    0.002    0.001   0.000%     99.973%         Const  mixed_2/tower_1/conv_2/batchnorm/beta_min<br>
1.683    0.002    0.001   0.000%     99.973%         Const  mixed_2/tower_1/conv_1/batchnorm/beta_quint8_const<br>
1.527    0.003    0.001   0.000%     99.973%         Const  mixed_2/tower/conv/batchnorm/beta_min<br>
1.495    0.005    0.001   0.000%     99.973%         Const  mixed_2/tower/conv/batchnorm/moving_mean_min<br>
1.375    0.002    0.001   0.000%     99.973%         Const  mixed_1/tower_2/conv/conv2d_params_min<br>
1.312    0.002    0.001   0.000%     99.973%         Const  mixed_1/tower_1/conv_1/batchnorm/beta_max<br>
1.242    0.003    0.001   0.000%     99.973%         Const  mixed_1/tower_1/conv/batchnorm/moving_variance_max<br>
1.128    0.002    0.001   0.000%     99.973%         Const  mixed_1/tower/conv/batchnorm/moving_variance_min<br>
1.089    0.003    0.001   0.000%     99.973%         Const  mixed_1/tower/conv/conv2d_params_min<br>
0.948    0.003    0.001   0.000%     99.973%         Const  mixed/tower_1/conv_2/batchnorm/moving_variance_max<br>
0.882    0.003    0.001   0.000%     99.973%         Const  mixed/tower_1/conv_1/batchnorm/beta_quint8_const<br>
0.792    0.004    0.001   0.000%     99.973%         Const  mixed/tower_1/conv/batchnorm/moving_mean_max<br>
0.745    0.004    0.001   0.000%     99.973%         Const  mixed/tower/conv_1/batchnorm/beta_max<br>
0.572    0.003    0.001   0.000%     99.973%         Const  mixed/conv/batchnorm/moving_mean_quint8_const<br>
0.568    0.003    0.001   0.000%     99.973%         Const  mixed/conv/conv2d_params_max<br>
0.549    0.002    0.001   0.000%     99.973%         Const  conv_4/batchnorm/beta_min<br>
0.369    0.003    0.001   0.000%     99.973%         Const  conv_1/batchnorm/moving_variance_max<br>
5.781    0.002    0.001   0.000%     99.973%         Const  mixed_9/tower_2/conv/batchnorm/beta_quint8_const<br>
5.726    0.002    0.001   0.000%     99.973%         Const  mixed_9/tower_1/mixed/conv_1/batchnorm/beta_min<br>
5.722    0.002    0.001   0.000%     99.974%         Const  mixed_9/tower_1/mixed/conv_1/batchnorm/beta_quint8_const<br>
5.441    0.003    0.001   0.000%     99.974%         Const  mixed_9/tower/mixed/conv/batchnorm/beta_min<br>
5.369    0.003    0.001   0.000%     99.974%         Const  mixed_9/tower/conv/batchnorm/moving_variance_min<br>
5.142    0.003    0.001   0.000%     99.974%         Const  mixed_10/tower_1/mixed/conv/batchnorm/moving_variance_min<br>
5.077    0.002    0.001   0.000%     99.974%         Const  mixed_10/tower_1/conv_1/batchnorm/moving_variance_quint8_const<br>
5.001    0.002    0.001   0.000%     99.974%         Const  mixed_10/tower_1/conv/batchnorm/moving_mean_quint8_const<br>
4.993    0.003    0.001   0.000%     99.974%         Const  mixed_10/tower_1/conv/conv2d_params_min<br>
4.956    0.003    0.001   0.000%     99.974%         Const  mixed_10/tower/mixed/conv_1/batchnorm/moving_mean_max<br>
4.918    0.003    0.001   0.000%     99.974%         Const  mixed_10/tower/mixed/conv/batchnorm/beta_quint8_const<br>
4.898    0.002    0.001   0.000%     99.974%         Const  mixed_10/tower/mixed/conv/batchnorm/moving_mean_max<br>
4.629    0.002    0.001   0.000%     99.974%         Const  mixed_9/conv/batchnorm/moving_variance_quint8_const<br>
4.539    0.005    0.001   0.000%     99.974%         Const  mixed_8/tower_1/conv_2/batchnorm/beta_min<br>
4.371    0.006    0.001   0.000%     99.974%         Const  mixed_8/tower/conv_1/batchnorm/beta_quint8_const<br>
4.310    0.002    0.001   0.000%     99.974%         Const  mixed_8/tower/conv/batchnorm/moving_variance_min<br>
4.274    0.002    0.001   0.000%     99.974%         Const  mixed_7/tower_2/conv/batchnorm/beta_max<br>
4.211    0.002    0.001   0.000%     99.974%         Const  mixed_7/tower_1/conv_4/batchnorm/beta_quint8_const<br>
4.101    0.002    0.001   0.000%     99.974%         Const  mixed_7/tower_1/conv_2/batchnorm/beta_quint8_const<br>
4.087    0.005    0.001   0.000%     99.974%         Const  mixed_7/tower_1/conv_2/batchnorm/moving_variance_quint8_const<br>
4.058    0.003    0.001   0.000%     99.974%         Const  mixed_7/tower_1/conv_1/batchnorm/beta_max<br>
4.030    0.003    0.001   0.000%     99.974%         Const  mixed_7/tower_1/conv_1/batchnorm/moving_mean_max<br>
3.994    0.002    0.001   0.000%     99.974%         Const  mixed_7/tower_1/conv/batchnorm/beta_quint8_const<br>
3.990    0.003    0.001   0.000%     99.974%         Const  mixed_7/tower_1/conv/batchnorm/moving_variance_max<br>
3.958    0.005    0.001   0.000%     99.975%         Const  mixed_7/tower_1/conv/conv2d_params_min<br>
3.929    0.003    0.001   0.000%     99.975%         Const  mixed_7/tower/conv_2/batchnorm/moving_variance_quint8_const<br>
3.880    0.003    0.001   0.000%     99.975%         Const  mixed_7/tower/conv_1/batchnorm/moving_variance_max<br>
3.840    0.002    0.001   0.000%     99.975%         Const  mixed_7/tower/conv/batchnorm/beta_max<br>
3.836    0.003    0.001   0.000%     99.975%         Const  mixed_7/tower/conv/batchnorm/beta_min<br>
3.796    0.002    0.001   0.000%     99.975%         Const  mixed_7/tower/conv/conv2d_params_min<br>
3.605    0.002    0.001   0.000%     99.975%         Const  mixed_6/tower_1/conv_3/batchnorm/moving_variance_min<br>
3.579    0.006    0.001   0.000%     99.975%         Const  mixed_6/tower_1/conv_3/conv2d_params_max<br>
3.568    0.002    0.001   0.000%     99.975%         Const  mixed_6/tower_1/conv_2/batchnorm/beta_max<br>
3.383    0.002    0.001   0.000%     99.975%         Const  mixed_6/tower/conv_2/batchnorm/moving_variance_quint8_const<br>
3.319    0.002    0.001   0.000%     99.975%         Const  mixed_6/tower/conv_1/batchnorm/moving_mean_min<br>
3.276    0.005    0.001   0.000%     99.975%         Const  mixed_6/tower/conv/batchnorm/moving_variance_min<br>
3.268    0.002    0.001   0.000%     99.975%         Const  mixed_6/tower/conv/batchnorm/moving_mean_max<br>
3.175    0.002    0.001   0.000%     99.975%         Const  mixed_5/tower_2/conv/batchnorm/moving_variance_max<br>
3.154    0.002    0.001   0.000%     99.975%         Const  mixed_5/tower_2/conv/batchnorm/moving_mean_quint8_const<br>
3.143    0.002    0.001   0.000%     99.975%         Const  mixed_5/tower_2/conv/conv2d_params_min<br>
3.099    0.003    0.001   0.000%     99.975%         Const  mixed_5/tower_1/conv_4/batchnorm/moving_mean_quint8_const<br>
3.062    0.003    0.001   0.000%     99.975%         Const  mixed_5/tower_1/conv_3/batchnorm/moving_variance_min<br>
3.006    0.002    0.001   0.000%     99.975%         Const  mixed_5/tower_1/conv_2/batchnorm/moving_variance_min<br>
2.936    0.005    0.001   0.000%     99.975%         Const  mixed_5/tower_1/conv_1/batchnorm/moving_mean_min<br>
2.832    0.002    0.001   0.000%     99.975%         Const  mixed_5/tower/conv_2/batchnorm/moving_variance_quint8_const<br>
2.813    0.002    0.001   0.000%     99.976%         Const  mixed_5/tower/conv_2/conv2d_params_max<br>
2.695    0.002    0.001   0.000%     99.976%         Const  mixed_5/tower/conv/batchnorm/moving_mean_min<br>
2.680    0.003    0.001   0.000%     99.976%         Const  mixed_5/tower/conv/conv2d_params_min<br>
2.625    0.003    0.001   0.000%     99.976%         Const  mixed_5/conv/conv2d_params_min<br>
2.400    0.005    0.001   0.000%     99.976%         Const  mixed_4/tower_1/conv_2/conv2d_params_min<br>
2.369    0.003    0.001   0.000%     99.976%         Const  mixed_4/tower_1/conv_1/batchnorm/moving_variance_quint8_const<br>
2.325    0.002    0.001   0.000%     99.976%         Const  mixed_4/tower_1/conv/batchnorm/beta_quint8_const<br>
2.311    0.003    0.001   0.000%     99.976%         Const  mixed_4/tower_1/conv/batchnorm/moving_variance_quint8_const<br>
2.301    0.005    0.001   0.000%     99.976%         Const  mixed_4/tower_1/conv/batchnorm/moving_mean_min<br>
2.290    0.003    0.001   0.000%     99.976%         Const  mixed_4/tower_1/conv/conv2d_params_min<br>
2.258    0.002    0.001   0.000%     99.976%         Const  mixed_4/tower/conv_2/batchnorm/moving_variance_quint8_const<br>
2.212    0.002    0.001   0.000%     99.976%         Const  mixed_4/tower/conv_1/batchnorm/beta_quint8_const<br>
2.125    0.002    0.001   0.000%     99.976%         Const  mixed_4/tower/conv/batchnorm/moving_mean_quint8_const<br>
2.094    0.002    0.001   0.000%     99.976%         Const  mixed_4/conv/batchnorm/beta_quint8_const<br>
2.073    0.002    0.001   0.000%     99.976%         Const  mixed_4/conv/batchnorm/moving_mean_min<br>
2.040    0.002    0.001   0.000%     99.976%         Const  mixed_3/tower/conv_2/batchnorm/beta_quint8_const<br>
1.969    0.002    0.001   0.000%     99.976%         Const  mixed_3/tower/conv_1/batchnorm/moving_variance_min<br>
1.959    0.002    0.001   0.000%     99.976%         Const  mixed_3/tower/conv_1/batchnorm/moving_mean_max<br>
1.835    0.003    0.001   0.000%     99.976%         Const  mixed_3/conv/batchnorm/moving_variance_min<br>
1.724    0.002    0.001   0.000%     99.976%         Const  mixed_2/tower_1/conv_2/batchnorm/moving_variance_quint8_const<br>
1.701    0.002    0.001   0.000%     99.976%         Const  mixed_2/tower_1/conv_2/conv2d_params_min<br>
1.562    0.002    0.001   0.000%     99.976%         Const  mixed_2/tower/conv_1/batchnorm/moving_variance_quint8_const<br>
1.407    0.002    0.001   0.000%     99.977%         Const  mixed_1/tower_2/conv/batchnorm/moving_variance_max<br>
1.400    0.005    0.001   0.000%     99.977%         Const  mixed_1/tower_2/conv/batchnorm/moving_variance_min<br>
1.320    0.002    0.001   0.000%     99.977%         Const  mixed_1/tower_1/conv_2/conv2d_params_min<br>
1.283    0.003    0.001   0.000%     99.977%         Const  mixed_1/tower_1/conv_1/batchnorm/moving_mean_max<br>
1.239    0.002    0.001   0.000%     99.977%         Const  mixed_1/tower_1/conv/batchnorm/moving_variance_min<br>
1.201    0.002    0.001   0.000%     99.977%         Const  mixed_1/tower/conv_1/batchnorm/beta_max<br>
1.186    0.002    0.001   0.000%     99.977%         Const  mixed_1/tower/conv_1/batchnorm/moving_variance_max<br>
1.172    0.005    0.001   0.000%     99.977%         Const  mixed_1/tower/conv_1/batchnorm/moving_mean_max<br>
1.142    0.003    0.001   0.000%     99.977%         Const  mixed_1/tower/conv/batchnorm/beta_min<br>
1.132    0.002    0.001   0.000%     99.977%         Const  mixed_1/tower/conv/batchnorm/moving_variance_max<br>
1.124    0.003    0.001   0.000%     99.977%         Const  mixed_1/tower/conv/batchnorm/moving_variance_quint8_const<br>
1.007    0.003    0.001   0.000%     99.977%         Const  mixed/tower_2/conv/batchnorm/moving_variance_max<br>
0.999    0.003    0.001   0.000%     99.977%         Const  mixed/tower_2/conv/batchnorm/moving_variance_min<br>
0.871    0.002    0.001   0.000%     99.977%         Const  mixed/tower_1/conv_1/batchnorm/moving_variance_min<br>
0.765    0.004    0.001   0.000%     99.977%         Const  mixed/tower_1/conv/conv2d_params_max<br>
0.655    0.003    0.001   0.000%     99.977%         Const  mixed/tower/conv/batchnorm/beta_min<br>
0.553    0.002    0.001   0.000%     99.977%         Const  conv_4/batchnorm/beta_max<br>
0.536    0.003    0.001   0.000%     99.977%         Const  conv_4/batchnorm/moving_variance_min<br>
0.378    0.003    0.001   0.000%     99.977%         Const  conv_1/batchnorm/beta_min<br>
0.356    0.002    0.001   0.000%     99.977%         Const  conv_1/batchnorm/moving_mean_max<br>
5.770    0.005    0.001   0.000%     99.977%         Const  mixed_9/tower_2/conv/batchnorm/moving_variance_min<br>
5.758    0.003    0.001   0.000%     99.977%         Const  mixed_9/tower_2/conv/batchnorm/moving_mean_min<br>
5.742    0.003    0.001   0.000%     99.978%         Const  mixed_9/tower_2/conv/conv2d_params_min<br>
5.718    0.002    0.001   0.000%     99.978%         Const  mixed_9/tower_1/mixed/conv_1/batchnorm/moving_variance_max<br>
5.661    0.002    0.001   0.000%     99.978%         Const  mixed_9/tower_1/mixed/conv/batchnorm/moving_variance_max<br>
5.638    0.003    0.001   0.000%     99.978%         Const  mixed_9/tower_1/mixed/conv/batchnorm/moving_mean_quint8_const<br>
5.562    0.003    0.001   0.000%     99.978%         Const  mixed_9/tower_1/conv/batchnorm/beta_max<br>
5.400    0.002    0.001   0.000%     99.978%         Const  mixed_9/tower/mixed/conv/conv2d_params_min<br>
5.354    0.006    0.001   0.000%     99.978%         Const  mixed_9/tower/conv/batchnorm/moving_mean_min<br>
5.215    0.002    0.001   0.000%     99.978%         Const  mixed_10/tower_1/mixed/conv_1/batchnorm/beta_quint8_const<br>
5.127    0.006    0.001   0.000%     99.978%         Const  mixed_10/tower_1/mixed/conv/batchnorm/moving_mean_min<br>
5.084    0.006    0.001   0.000%     99.978%         Const  mixed_10/tower_1/conv_1/batchnorm/moving_variance_max<br>
5.060    0.004    0.001   0.000%     99.978%         Const  mixed_10/tower_1/conv_1/batchnorm/moving_mean_quint8_const<br>
4.974    0.003    0.001   0.000%     99.978%         Const  mixed_10/tower/mixed/conv_1/batchnorm/beta_quint8_const<br>
4.881    0.003    0.001   0.000%     99.978%         Const  mixed_10/tower/mixed/conv/conv2d_params_max<br>
4.754    0.003    0.001   0.000%     99.978%         Const  mixed_10/conv/batchnorm/moving_mean_min<br>
4.608    0.002    0.001   0.000%     99.978%         Const  mixed_9/conv/conv2d_params_min<br>
4.517    0.003    0.001   0.000%     99.978%         Const  mixed_8/tower_1/conv_2/batchnorm/moving_mean_max<br>
4.252    0.003    0.001   0.000%     99.978%         Const  mixed_7/tower_2/conv/batchnorm/moving_variance_quint8_const<br>
4.199    0.007    0.001   0.000%     99.978%         Const  mixed_7/tower_1/conv_4/batchnorm/moving_variance_min<br>
4.188    0.003    0.001   0.000%     99.978%         Const  mixed_7/tower_1/conv_4/batchnorm/moving_mean_min<br>
4.174    0.002    0.001   0.000%     99.978%         Const  mixed_7/tower_1/conv_4/conv2d_params_min<br>
4.145    0.006    0.001   0.000%     99.978%         Const  mixed_7/tower_1/conv_3/batchnorm/moving_variance_min<br>
4.105    0.002    0.001   0.000%     99.978%         Const  mixed_7/tower_1/conv_2/batchnorm/beta_min<br>
4.080    0.002    0.001   0.000%     99.979%         Const  mixed_7/tower_1/conv_2/batchnorm/moving_mean_min<br>
4.052    0.005    0.001   0.000%     99.979%         Const  mixed_7/tower_1/conv_1/batchnorm/beta_min<br>
3.876    0.003    0.001   0.000%     99.979%         Const  mixed_7/tower/conv_1/batchnorm/moving_variance_min<br>
3.854    0.003    0.001   0.000%     99.979%         Const  mixed_7/tower/conv_1/conv2d_params_max<br>
3.766    0.003    0.001   0.000%     99.979%         Const  mixed_7/conv/batchnorm/moving_variance_min<br>
3.726    0.003    0.001   0.000%     99.979%         Const  mixed_6/tower_2/conv/batchnorm/beta_min<br>
3.712    0.006    0.001   0.000%     99.979%         Const  mixed_6/tower_2/conv/batchnorm/moving_variance_min<br>
3.705    0.002    0.001   0.000%     99.979%         Const  mixed_6/tower_2/conv/batchnorm/moving_mean_max<br>
3.668    0.003    0.001   0.000%     99.979%         Const  mixed_6/tower_1/conv_4/batchnorm/beta_quint8_const<br>
3.648    0.002    0.001   0.000%     99.979%         Const  mixed_6/tower_1/conv_4/batchnorm/moving_mean_min<br>
3.590    0.003    0.001   0.000%     99.979%         Const  mixed_6/tower_1/conv_3/batchnorm/moving_mean_min<br>
3.576    0.002    0.001   0.000%     99.979%         Const  mixed_6/tower_1/conv_3/conv2d_params_min<br>
3.482    0.002    0.001   0.000%     99.979%         Const  mixed_6/tower_1/conv_1/batchnorm/moving_mean_min<br>
3.415    0.002    0.001   0.000%     99.979%         Const  mixed_6/tower_1/conv/conv2d_params_min<br>
3.289    0.003    0.001   0.000%     99.979%         Const  mixed_6/tower/conv/batchnorm/beta_min<br>
3.240    0.005    0.001   0.000%     99.979%         Const  mixed_6/conv/batchnorm/beta_max<br>
3.215    0.002    0.001   0.000%     99.979%         Const  mixed_6/conv/batchnorm/moving_mean_max<br>
3.197    0.002    0.001   0.000%     99.979%         Const  mixed_6/conv/conv2d_params_min<br>
3.041    0.002    0.001   0.000%     99.979%         Const  mixed_5/tower_1/conv_3/conv2d_params_max<br>
2.979    0.003    0.001   0.000%     99.979%         Const  mixed_5/tower_1/conv_2/conv2d_params_min<br>
2.896    0.003    0.001   0.000%     99.979%         Const  mixed_5/tower_1/conv/batchnorm/moving_variance_min<br>
2.723    0.003    0.001   0.000%     99.979%         Const  mixed_5/tower/conv/batchnorm/beta_max<br>
2.713    0.002    0.001   0.000%     99.980%         Const  mixed_5/tower/conv/batchnorm/moving_variance_max<br>
2.669    0.005    0.001   0.000%     99.980%         Const  mixed_5/conv/batchnorm/beta_max<br>
2.602    0.002    0.001   0.000%     99.980%         Const  mixed_4/tower_2/conv/batchnorm/beta_quint8_const<br>
2.559    0.002    0.001   0.000%     99.980%         Const  mixed_4/tower_1/conv_4/batchnorm/beta_max<br>
2.445    0.003    0.001   0.000%     99.980%         Const  mixed_4/tower_1/conv_2/batchnorm/beta_max<br>
2.406    0.003    0.001   0.000%     99.980%         Const  mixed_4/tower_1/conv_2/conv2d_params_max<br>
2.328    0.003    0.001   0.000%     99.980%         Const  mixed_4/tower_1/conv/batchnorm/beta_min<br>
2.318    0.005    0.001   0.000%     99.980%         Const  mixed_4/tower_1/conv/batchnorm/moving_variance_max<br>
2.202    0.005    0.001   0.000%     99.980%         Const  mixed_4/tower/conv_1/batchnorm/moving_variance_min<br>
2.180    0.003    0.001   0.000%     99.980%         Const  mixed_4/tower/conv_1/conv2d_params_max<br>
2.116    0.004    0.001   0.000%     99.980%         Const  mixed_4/tower/conv/conv2d_params_min<br>
1.945    0.005    0.001   0.000%     99.980%         Const  mixed_3/tower/conv_1/conv2d_params_max<br>
1.941    0.002    0.001   0.000%     99.980%         Const  mixed_3/tower/conv_1/conv2d_params_min<br>
1.814    0.002    0.001   0.000%     99.980%         Const  mixed_3/conv/conv2d_params_max<br>
1.791    0.002    0.001   0.000%     99.980%         Const  mixed_2/tower_2/conv/batchnorm/beta_quint8_const<br>
1.784    0.002    0.001   0.000%     99.980%         Const  mixed_2/tower_2/conv/batchnorm/moving_variance_max<br>
1.738    0.002    0.001   0.000%     99.980%         Const  mixed_2/tower_1/conv_2/batchnorm/beta_quint8_const<br>
1.636    0.003    0.001   0.000%     99.980%         Const  mixed_2/tower_1/conv/batchnorm/beta_max<br>
1.619    0.005    0.001   0.000%     99.980%         Const  mixed_2/tower_1/conv/batchnorm/moving_variance_min<br>
1.558    0.003    0.001   0.000%     99.980%         Const  mixed_2/tower/conv_1/batchnorm/moving_mean_max<br>
1.414    0.003    0.001   0.000%     99.980%         Const  mixed_1/tower_2/conv/batchnorm/beta_min<br>
1.356    0.002    0.001   0.000%     99.980%         Const  mixed_1/tower_1/conv_2/batchnorm/beta_quint8_const<br>
1.279    0.003    0.001   0.000%     99.980%         Const  mixed_1/tower_1/conv_1/batchnorm/moving_mean_min<br>
1.182    0.003    0.001   0.000%     99.981%         Const  mixed_1/tower/conv_1/batchnorm/moving_variance_min<br>
1.146    0.002    0.001   0.000%     99.981%         Const  mixed_1/tower/conv/batchnorm/beta_max<br>
1.101    0.003    0.001   0.000%     99.981%         Const  mixed_1/tower/conv/batchnorm/moving_mean_min<br>
1.044    0.006    0.001   0.000%     99.981%         Const  mixed_1/conv/batchnorm/moving_mean_min<br>
1.035    0.003    0.001   0.000%     99.981%         Const  mixed_1/conv/conv2d_params_max<br>
0.995    0.003    0.001   0.000%     99.981%         Const  mixed/tower_2/conv/batchnorm/moving_variance_quint8_const<br>
0.935    0.002    0.001   0.000%     99.981%         Const  mixed/tower_1/conv_2/batchnorm/moving_variance_quint8_const<br>
0.916    0.002    0.001   0.000%     99.981%         Const  mixed/tower_1/conv_2/conv2d_params_max<br>
0.847    0.003    0.001   0.000%     99.981%         Const  mixed/tower_1/conv_1/conv2d_params_max<br>
0.806    0.004    0.001   0.000%     99.981%         Const  mixed/tower_1/conv/batchnorm/moving_variance_min<br>
0.618    0.002    0.001   0.000%     99.981%         Const  mixed/tower/conv/conv2d_params_min<br>
0.515    0.003    0.001   0.000%     99.981%         Const  conv_4/conv2d_params_max<br>
0.291    0.003    0.001   0.000%     99.981%         Const  conv/batchnorm/moving_mean_max<br>
5.707    0.003    0.001   0.000%     99.981%         Const  mixed_9/tower_1/mixed/conv_1/batchnorm/moving_variance_quint8_const<br>
5.650    0.005    0.001   0.000%     99.981%         Const  mixed_9/tower_1/mixed/conv/batchnorm/moving_variance_quint8_const<br>
5.465    0.002    0.001   0.000%     99.981%         Const  mixed_9/tower/mixed/conv_1/batchnorm/moving_mean_quint8_const<br>
5.437    0.003    0.001   0.000%     99.981%         Const  mixed_9/tower/mixed/conv/batchnorm/beta_quint8_const<br>
5.422    0.002    0.001   0.000%     99.981%         Const  mixed_9/tower/mixed/conv/batchnorm/moving_variance_quint8_const<br>
5.384    0.003    0.001   0.000%     99.981%         Const  mixed_9/tower/conv/batchnorm/beta_min<br>
5.331    0.003    0.001   0.000%     99.981%         Const  mixed_9/conv/batchnorm/beta_max<br>
5.297    0.003    0.001   0.000%     99.981%         Const  softmax/weights_min<br>
5.280    0.003    0.001   0.000%     99.981%         Const  mixed_10/tower_2/conv/batchnorm/beta_max<br>
5.202    0.003    0.001   0.000%     99.982%         Const  mixed_10/tower_1/mixed/conv_1/batchnorm/moving_variance_quint8_const<br>
5.172    0.002    0.001   0.000%     99.982%         Const  mixed_10/tower_1/mixed/conv_1/conv2d_params_min<br>
5.161    0.002    0.001   0.000%     99.982%         Const  mixed_10/tower_1/mixed/conv/batchnorm/beta_max<br>
5.053    0.002    0.001   0.000%     99.982%         Const  mixed_10/tower_1/conv_1/conv2d_params_min<br>
5.015    0.002    0.001   0.000%     99.982%         Const  mixed_10/tower_1/conv/batchnorm/moving_variance_quint8_const<br>
4.964    0.002    0.001   0.000%     99.982%         Const  mixed_10/tower/mixed/conv_1/batchnorm/moving_variance_min<br>
4.912    0.004    0.001   0.000%     99.982%         Const  mixed_10/tower/mixed/conv/batchnorm/moving_variance_max<br>
4.840    0.003    0.001   0.000%     99.982%         Const  mixed_10/tower/conv/batchnorm/beta_quint8_const<br>
4.773    0.002    0.001   0.000%     99.982%         Const  mixed_10/conv/batchnorm/moving_variance_max<br>
4.769    0.003    0.001   0.000%     99.982%         Const  mixed_10/conv/batchnorm/moving_variance_min<br>
4.596    0.006    0.001   0.000%     99.982%         Const  mixed_8/tower_1/conv_3/batchnorm/beta_max<br>
4.500    0.002    0.001   0.000%     99.982%         Const  mixed_8/tower_1/conv_2/conv2d_params_min<br>
4.485    0.005    0.001   0.000%     99.982%         Const  mixed_8/tower_1/conv_1/batchnorm/beta_min<br>
4.481    0.003    0.001   0.000%     99.982%         Const  mixed_8/tower_1/conv_1/batchnorm/beta_quint8_const<br>
4.474    0.002    0.001   0.000%     99.982%         Const  mixed_8/tower_1/conv_1/batchnorm/moving_variance_min<br>
4.452    0.003    0.001   0.000%     99.982%         Const  mixed_8/tower_1/conv_1/conv2d_params_max<br>
4.324    0.002    0.001   0.000%     99.982%         Const  mixed_8/tower/conv/batchnorm/beta_min<br>
4.314    0.004    0.001   0.000%     99.982%         Const  mixed_8/tower/conv/batchnorm/moving_variance_max<br>
4.284    0.003    0.001   0.000%     99.982%         Const  mixed_8/tower/conv/conv2d_params_min<br>
4.152    0.002    0.001   0.000%     99.982%         Const  mixed_7/tower_1/conv_3/batchnorm/moving_variance_max<br>
4.012    0.003    0.001   0.000%     99.982%         Const  mixed_7/tower_1/conv_1/conv2d_params_min<br>
3.976    0.002    0.001   0.000%     99.982%         Const  mixed_7/tower_1/conv/batchnorm/moving_mean_max<br>
3.950    0.003    0.001   0.000%     99.983%         Const  mixed_7/tower/conv_2/batchnorm/beta_max<br>
3.892    0.002    0.001   0.000%     99.983%         Const  mixed_7/tower/conv_1/batchnorm/beta_min<br>
3.862    0.003    0.001   0.000%     99.983%         Const  mixed_7/tower/conv_1/batchnorm/moving_mean_min<br>
3.781    0.002    0.001   0.000%     99.983%         Const  mixed_7/conv/batchnorm/beta_min<br>
3.755    0.002    0.001   0.000%     99.983%         Const  mixed_7/conv/batchnorm/moving_mean_min<br>
3.665    0.002    0.001   0.000%     99.983%         Const  mixed_6/tower_1/conv_4/batchnorm/moving_variance_max<br>
3.594    0.002    0.001   0.000%     99.983%         Const  mixed_6/tower_1/conv_3/batchnorm/moving_mean_max<br>
3.496    0.002    0.001   0.000%     99.983%         Const  mixed_6/tower_1/conv_1/batchnorm/moving_variance_min<br>
3.455    0.003    0.001   0.000%     99.983%         Const  mixed_6/tower_1/conv/batchnorm/beta_min<br>
3.391    0.004    0.001   0.000%     99.983%         Const  mixed_6/tower/conv_2/batchnorm/moving_variance_max<br>
3.379    0.002    0.001   0.000%     99.983%         Const  mixed_6/tower/conv_2/batchnorm/moving_mean_max<br>
3.233    0.002    0.001   0.000%     99.983%         Const  mixed_6/conv/batchnorm/beta_quint8_const<br>
3.182    0.005    0.001   0.000%     99.983%         Const  mixed_5/tower_2/conv/batchnorm/beta_min<br>
2.949    0.003    0.001   0.000%     99.983%         Const  mixed_5/tower_1/conv_1/batchnorm/moving_variance_min<br>
2.850    0.002    0.001   0.000%     99.983%         Const  mixed_5/tower/conv_2/batchnorm/beta_min<br>
2.795    0.002    0.001   0.000%     99.983%         Const  mixed_5/tower/conv_1/batchnorm/beta_min<br>
2.644    0.002    0.001   0.000%     99.983%         Const  mixed_5/conv/batchnorm/moving_mean_max<br>
2.541    0.002    0.001   0.000%     99.983%         Const  mixed_4/tower_1/conv_4/batchnorm/moving_variance_min<br>
2.363    0.004    0.001   0.000%     99.983%         Const  mixed_4/tower_1/conv_1/batchnorm/moving_mean_max<br>
2.275    0.002    0.001   0.000%     99.983%         Const  mixed_4/tower/conv_2/batchnorm/beta_min<br>
2.261    0.003    0.001   0.000%     99.983%         Const  mixed_4/tower/conv_2/batchnorm/moving_variance_min<br>
2.250    0.003    0.001   0.000%     99.983%         Const  mixed_4/tower/conv_2/batchnorm/moving_mean_min<br>
2.136    0.002    0.001   0.000%     99.983%         Const  mixed_4/tower/conv/batchnorm/moving_mean_max<br>
2.132    0.002    0.001   0.000%     99.984%         Const  mixed_4/tower/conv/batchnorm/moving_mean_min<br>
2.006    0.003    0.001   0.000%     99.984%         Const  mixed_3/tower/conv_2/conv2d_params_max<br>
1.980    0.006    0.001   0.000%     99.984%         Const  mixed_3/tower/conv_1/batchnorm/beta_min<br>
1.916    0.002    0.001   0.000%     99.984%         Const  mixed_3/tower/conv/batchnorm/moving_variance_min<br>
1.773    0.003    0.001   0.000%     99.984%         Const  mixed_2/tower_2/conv/batchnorm/moving_mean_max<br>
1.745    0.002    0.001   0.000%     99.984%         Const  mixed_2/tower_1/conv_2/batchnorm/beta_max<br>
1.705    0.002    0.001   0.000%     99.984%         Const  mixed_2/tower_1/conv_2/conv2d_params_max<br>
1.612    0.002    0.001   0.000%     99.984%         Const  mixed_2/tower_1/conv/batchnorm/moving_mean_max<br>
1.583    0.006    0.001   0.000%     99.984%         Const  mixed_2/tower/conv_1/batchnorm/beta_max<br>
1.573    0.002    0.001   0.000%     99.984%         Const  mixed_2/tower/conv_1/batchnorm/moving_variance_max<br>
1.505    0.003    0.001   0.000%     99.984%         Const  mixed_2/tower/conv/batchnorm/moving_variance_quint8_const<br>
1.443    0.002    0.001   0.000%     99.984%         Const  mixed_2/conv/batchnorm/moving_mean_min<br>
1.389    0.003    0.001   0.000%     99.984%         Const  mixed_1/tower_2/conv/batchnorm/moving_mean_min<br>
1.352    0.003    0.001   0.000%     99.984%         Const  mixed_1/tower_1/conv_2/batchnorm/moving_variance_max<br>
1.294    0.002    0.001   0.000%     99.984%         Const  mixed_1/tower_1/conv_1/batchnorm/moving_variance_min<br>
1.216    0.002    0.001   0.000%     99.984%         Const  mixed_1/tower_1/conv/conv2d_params_max<br>
1.198    0.002    0.001   0.000%     99.984%         Const  mixed_1/tower/conv_1/batchnorm/beta_min<br>
1.093    0.003    0.001   0.000%     99.984%         Const  mixed_1/tower/conv/conv2d_params_max<br>
1.019    0.002    0.001   0.000%     99.984%         Const  mixed/tower_2/conv/batchnorm/beta_max<br>
0.843    0.003    0.001   0.000%     99.984%         Const  mixed/tower_1/conv_1/conv2d_params_min<br>
0.698    0.004    0.001   0.000%     99.984%         Const  mixed/tower/conv_1/batchnorm/moving_mean_min<br>
0.685    0.004    0.001   0.000%     99.984%         Const  mixed/tower/conv_1/conv2d_params_max<br>
0.622    0.002    0.001   0.000%     99.985%         Const  mixed/tower/conv/conv2d_params_max<br>
0.437    0.003    0.001   0.000%     99.985%         Const  conv_2/batchnorm/beta_max<br>
0.411    0.003    0.001   0.000%     99.985%         Const  conv_2/batchnorm/moving_mean_max<br>
0.277    0.002    0.001   0.000%     99.985%         Const  conv/conv2d_params_max<br>
3.427    0.002    0.001   0.000%     99.985%         Const  mixed_6/tower_1/conv/batchnorm/moving_mean_min<br>
5.544    0.003    0.001   0.000%     99.985%         Const  mixed_9/tower_1/conv/batchnorm/moving_variance_min<br>
5.457    0.002    0.001   0.000%     99.985%         Const  mixed_9/tower/mixed/conv_1/conv2d_params_min<br>
5.412    0.002    0.001   0.000%     99.985%         Const  mixed_9/tower/mixed/conv/batchnorm/moving_mean_min<br>
5.251    0.006    0.001   0.000%     99.985%         Const  mixed_10/tower_2/conv/batchnorm/moving_mean_max<br>
5.185    0.003    0.001   0.000%     99.985%         Const  mixed_10/tower_1/mixed/conv_1/conv2d_params_max<br>
5.146    0.006    0.001   0.000%     99.985%         Const  mixed_10/tower_1/mixed/conv/batchnorm/moving_variance_max<br>
5.073    0.002    0.001   0.000%     99.985%         Const  mixed_10/tower_1/conv_1/batchnorm/moving_mean_max<br>
4.949    0.006    0.001   0.000%     99.985%         Const  mixed_10/tower/mixed/conv_1/batchnorm/moving_mean_min<br>
4.783    0.003    0.001   0.000%     99.985%         Const  mixed_10/conv/batchnorm/beta_min<br>
4.582    0.002    0.001   0.000%     99.985%         Const  mixed_8/tower_1/conv_3/batchnorm/moving_variance_min<br>
4.535    0.002    0.001   0.000%     99.985%         Const  mixed_8/tower_1/conv_2/batchnorm/beta_quint8_const<br>
4.528    0.002    0.001   0.000%     99.985%         Const  mixed_8/tower_1/conv_2/batchnorm/moving_variance_min<br>
4.470    0.003    0.001   0.000%     99.985%         Const  mixed_8/tower_1/conv_1/batchnorm/moving_variance_quint8_const<br>
4.460    0.003    0.001   0.000%     99.985%         Const  mixed_8/tower_1/conv_1/batchnorm/moving_mean_min<br>
4.338    0.002    0.001   0.000%     99.985%         Const  mixed_8/tower/conv_1/conv2d_params_min<br>
4.306    0.003    0.001   0.000%     99.985%         Const  mixed_8/tower/conv/batchnorm/moving_variance_quint8_const<br>
4.302    0.003    0.001   0.000%     99.985%         Const  mixed_8/tower/conv/batchnorm/moving_mean_max<br>
4.260    0.005    0.001   0.000%     99.985%         Const  mixed_7/tower_2/conv/batchnorm/moving_variance_max<br>
4.234    0.002    0.001   0.000%     99.986%         Const  mixed_7/tower_2/conv/conv2d_params_max<br>
4.160    0.002    0.001   0.000%     99.986%         Const  mixed_7/tower_1/conv_3/batchnorm/beta_min<br>
4.027    0.002    0.001   0.000%     99.986%         Const  mixed_7/tower_1/conv_1/batchnorm/moving_mean_min<br>
4.001    0.002    0.001   0.000%     99.986%         Const  mixed_7/tower_1/conv/batchnorm/beta_min<br>
3.937    0.002    0.001   0.000%     99.986%         Const  mixed_7/tower/conv_2/batchnorm/moving_variance_max<br>
3.818    0.002    0.001   0.000%     99.986%         Const  mixed_7/tower/conv/batchnorm/moving_variance_quint8_const<br>
3.702    0.002    0.001   0.000%     99.986%         Const  mixed_6/tower_2/conv/batchnorm/moving_mean_min<br>
3.687    0.002    0.001   0.000%     99.986%         Const  mixed_6/tower_2/conv/conv2d_params_min<br>
3.637    0.005    0.001   0.000%     99.986%         Const  mixed_6/tower_1/conv_4/conv2d_params_max<br>
3.564    0.002    0.001   0.000%     99.986%         Const  mixed_6/tower_1/conv_2/batchnorm/beta_min<br>
3.554    0.002    0.001   0.000%     99.986%         Const  mixed_6/tower_1/conv_2/batchnorm/moving_variance_max<br>
3.467    0.005    0.001   0.000%     99.986%         Const  mixed_6/tower_1/conv_1/conv2d_params_min<br>
3.334    0.005    0.001   0.000%     99.986%         Const  mixed_6/tower/conv_1/batchnorm/moving_variance_max<br>
3.330    0.003    0.001   0.000%     99.986%         Const  mixed_6/tower/conv_1/batchnorm/moving_variance_min<br>
3.201    0.002    0.001   0.000%     99.986%         Const  mixed_6/conv/conv2d_params_max<br>
3.161    0.002    0.001   0.000%     99.986%         Const  mixed_5/tower_2/conv/batchnorm/moving_mean_max<br>
3.121    0.002    0.001   0.000%     99.986%         Const  mixed_5/tower_1/conv_4/batchnorm/moving_variance_max<br>
3.049    0.002    0.001   0.000%     99.986%         Const  mixed_5/tower_1/conv_3/batchnorm/moving_mean_min<br>
3.009    0.002    0.001   0.000%     99.986%         Const  mixed_5/tower_1/conv_2/batchnorm/moving_variance_max<br>
2.995    0.005    0.001   0.000%     99.986%         Const  mixed_5/tower_1/conv_2/batchnorm/moving_mean_max<br>
2.914    0.002    0.001   0.000%     99.986%         Const  mixed_5/tower_1/conv/batchnorm/beta_max<br>
2.720    0.002    0.001   0.000%     99.986%         Const  mixed_5/tower/conv/batchnorm/beta_min<br>
2.605    0.003    0.001   0.000%     99.986%         Const  mixed_4/tower_2/conv/batchnorm/beta_min<br>
2.594    0.003    0.001   0.000%     99.987%         Const  mixed_4/tower_2/conv/batchnorm/moving_variance_min<br>
2.584    0.003    0.001   0.000%     99.987%         Const  mixed_4/tower_2/conv/batchnorm/moving_mean_max<br>
2.580    0.003    0.001   0.000%     99.987%         Const  mixed_4/tower_2/conv/batchnorm/moving_mean_min<br>
2.570    0.005    0.001   0.000%     99.987%         Const  mixed_4/tower_2/conv/conv2d_params_max<br>
2.548    0.002    0.001   0.000%     99.987%         Const  mixed_4/tower_1/conv_4/batchnorm/beta_quint8_const<br>
2.527    0.002    0.001   0.000%     99.987%         Const  mixed_4/tower_1/conv_4/batchnorm/moving_mean_min<br>
2.501    0.002    0.001   0.000%     99.987%         Const  mixed_4/tower_1/conv_3/batchnorm/beta_min<br>
2.121    0.002    0.001   0.000%     99.987%         Const  mixed_4/tower/conv/conv2d_params_max<br>
2.062    0.002    0.001   0.000%     99.987%         Const  mixed_4/conv/conv2d_params_max<br>
1.901    0.002    0.001   0.000%     99.987%         Const  mixed_3/tower/conv/batchnorm/moving_mean_min<br>
1.839    0.002    0.001   0.000%     99.987%         Const  mixed_3/conv/batchnorm/moving_variance_max<br>
1.821    0.002    0.001   0.000%     99.987%         Const  mixed_3/conv/batchnorm/moving_mean_min<br>
1.759    0.003    0.001   0.000%     99.987%         Const  mixed_2/tower_2/conv/conv2d_params_max<br>
1.731    0.005    0.001   0.000%     99.987%         Const  mixed_2/tower_1/conv_2/batchnorm/moving_variance_max<br>
1.672    0.002    0.001   0.000%     99.987%         Const  mixed_2/tower_1/conv_1/batchnorm/moving_variance_min<br>
1.598    0.002    0.001   0.000%     99.987%         Const  mixed_2/tower_1/conv/conv2d_params_max<br>
1.462    0.002    0.001   0.000%     99.987%         Const  mixed_2/conv/batchnorm/moving_variance_max<br>
1.432    0.003    0.001   0.000%     99.987%         Const  mixed_2/conv/conv2d_params_max<br>
1.418    0.005    0.001   0.000%     99.987%         Const  mixed_1/tower_2/conv/batchnorm/beta_max<br>
0.828    0.002    0.001   0.000%     99.987%         Const  mixed/tower_1/conv/batchnorm/beta_min<br>
0.679    0.004    0.001   0.000%     99.987%         Const  mixed/tower/conv_1/conv2d_params_min<br>
0.659    0.003    0.001   0.000%     99.987%         Const  mixed/tower/conv/batchnorm/beta_max<br>
0.481    0.003    0.001   0.000%     99.987%         Const  conv_3/batchnorm/moving_variance_min<br>
5.656    0.003    0.001   0.000%     99.988%         Const  mixed_9/tower_1/mixed/conv/batchnorm/moving_variance_min<br>
5.601    0.003    0.001   0.000%     99.988%         Const  mixed_9/tower_1/conv_1/batchnorm/moving_variance_min<br>
5.571    0.002    0.001   0.000%     99.988%         Const  mixed_9/tower_1/conv_1/conv2d_params_min<br>
5.514    0.006    0.001   0.000%     99.988%         Const  mixed_9/tower_1/conv/conv2d_params_min<br>
5.319    0.003    0.001   0.000%     99.988%         Const  softmax/biases_quint8_const<br>
5.258    0.003    0.001   0.000%     99.988%         Const  mixed_10/tower_2/conv/batchnorm/moving_variance_quint8_const<br>
5.247    0.003    0.001   0.000%     99.988%         Const  mixed_10/tower_2/conv/batchnorm/moving_mean_min<br>
5.134    0.003    0.001   0.000%     99.988%         Const  mixed_10/tower_1/mixed/conv/batchnorm/moving_mean_max<br>
5.037    0.002    0.001   0.000%     99.988%         Const  mixed_10/tower_1/conv/batchnorm/beta_max<br>
4.815    0.005    0.001   0.000%     99.988%         Const  mixed_10/tower/conv/batchnorm/moving_mean_min<br>
4.747    0.002    0.001   0.000%     99.988%         Const  mixed_10/conv/conv2d_params_max<br>
4.622    0.002    0.001   0.000%     99.988%         Const  mixed_9/conv/batchnorm/moving_mean_min<br>
4.575    0.002    0.001   0.000%     99.988%         Const  mixed_8/tower_1/conv_3/batchnorm/moving_variance_quint8_const<br>
4.368    0.002    0.001   0.000%     99.988%         Const  mixed_8/tower/conv_1/batchnorm/moving_variance_max<br>
4.357    0.002    0.001   0.000%     99.988%         Const  mixed_8/tower/conv_1/batchnorm/moving_mean_max<br>
4.350    0.002    0.001   0.000%     99.988%         Const  mixed_8/tower/conv_1/batchnorm/moving_mean_min<br>
4.327    0.002    0.001   0.000%     99.988%         Const  mixed_8/tower/conv/batchnorm/beta_max<br>
4.296    0.005    0.001   0.000%     99.988%         Const  mixed_8/tower/conv/batchnorm/moving_mean_min<br>
4.218    0.003    0.001   0.000%     99.988%         Const  mixed_7/tower_1/conv_4/batchnorm/beta_max<br>
4.120    0.002    0.001   0.000%     99.988%         Const  mixed_7/tower_1/conv_3/conv2d_params_min<br>
4.084    0.002    0.001   0.000%     99.988%         Const  mixed_7/tower_1/conv_2/batchnorm/moving_mean_max<br>
3.972    0.003    0.001   0.000%     99.988%         Const  mixed_7/tower_1/conv/batchnorm/moving_mean_min<br>
3.730    0.005    0.001   0.000%     99.988%         Const  mixed_6/tower_2/conv/batchnorm/beta_max<br>
3.691    0.002    0.001   0.000%     99.989%         Const  mixed_6/tower_2/conv/conv2d_params_max<br>
3.550    0.002    0.001   0.000%     99.989%         Const  mixed_6/tower_1/conv_2/batchnorm/moving_variance_min<br>
3.536    0.002    0.001   0.000%     99.989%         Const  mixed_6/tower_1/conv_2/batchnorm/moving_mean_min<br>
3.499    0.003    0.001   0.000%     99.989%         Const  mixed_6/tower_1/conv_1/batchnorm/moving_variance_max<br>
3.387    0.002    0.001   0.000%     99.989%         Const  mixed_6/tower/conv_2/batchnorm/moving_variance_min<br>
3.308    0.002    0.001   0.000%     99.989%         Const  mixed_6/tower/conv_1/conv2d_params_max<br>
3.189    0.002    0.001   0.000%     99.989%         Const  mixed_5/tower_2/conv/batchnorm/beta_max<br>
3.171    0.002    0.001   0.000%     99.989%         Const  mixed_5/tower_2/conv/batchnorm/moving_variance_min<br>
3.129    0.004    0.001   0.000%     99.989%         Const  mixed_5/tower_1/conv_4/batchnorm/beta_min<br>
3.107    0.002    0.001   0.000%     99.989%         Const  mixed_5/tower_1/conv_4/batchnorm/moving_mean_max<br>
3.066    0.003    0.001   0.000%     99.989%         Const  mixed_5/tower_1/conv_3/batchnorm/moving_variance_max<br>
3.059    0.002    0.001   0.000%     99.989%         Const  mixed_5/tower_1/conv_3/batchnorm/moving_variance_quint8_const<br>
2.960    0.002    0.001   0.000%     99.989%         Const  mixed_5/tower_1/conv_1/batchnorm/beta_quint8_const<br>
2.910    0.003    0.001   0.000%     99.989%         Const  mixed_5/tower_1/conv/batchnorm/beta_min<br>
2.889    0.002    0.001   0.000%     99.989%         Const  mixed_5/tower_1/conv/batchnorm/moving_mean_max<br>
2.869    0.004    0.001   0.000%     99.989%         Const  mixed_5/tower_1/conv/conv2d_params_min<br>
2.842    0.003    0.001   0.000%     99.989%         Const  mixed_5/tower/conv_2/batchnorm/moving_variance_max<br>
2.666    0.002    0.001   0.000%     99.989%         Const  mixed_5/conv/batchnorm/beta_min<br>
2.629    0.002    0.001   0.000%     99.989%         Const  mixed_5/conv/conv2d_params_max<br>
2.615    0.004    0.001   0.000%     99.989%         Const  mixed_4/tower_2/conv/batchnorm/beta_max<br>
2.598    0.002    0.001   0.000%     99.989%         Const  mixed_4/tower_2/conv/batchnorm/moving_variance_max<br>
2.505    0.002    0.001   0.000%     99.989%         Const  mixed_4/tower_1/conv_3/batchnorm/beta_max<br>
2.432    0.002    0.001   0.000%     99.989%         Const  mixed_4/tower_1/conv_2/batchnorm/moving_variance_max<br>
2.235    0.004    0.001   0.000%     99.990%         Const  mixed_4/tower/conv_2/conv2d_params_max<br>
2.215    0.003    0.001   0.000%     99.990%         Const  mixed_4/tower/conv_1/batchnorm/beta_min<br>
2.177    0.002    0.001   0.000%     99.990%         Const  mixed_4/tower/conv_1/conv2d_params_min<br>
1.930    0.002    0.001   0.000%     99.990%         Const  mixed_3/tower/conv/batchnorm/beta_min<br>
1.781    0.002    0.001   0.000%     99.990%         Const  mixed_2/tower_2/conv/batchnorm/moving_variance_min<br>
1.728    0.002    0.001   0.000%     99.990%         Const  mixed_2/tower_1/conv_2/batchnorm/moving_variance_min<br>
1.661    0.003    0.001   0.000%     99.990%         Const  mixed_2/tower_1/conv_1/batchnorm/moving_mean_min<br>
1.651    0.002    0.001   0.000%     99.990%         Const  mixed_2/tower_1/conv_1/conv2d_params_max<br>
1.647    0.002    0.001   0.000%     99.990%         Const  mixed_2/tower_1/conv_1/conv2d_params_min<br>
1.633    0.002    0.001   0.000%     99.990%         Const  mixed_2/tower_1/conv/batchnorm/beta_min<br>
1.608    0.002    0.001   0.000%     99.990%         Const  mixed_2/tower_1/conv/batchnorm/moving_mean_min<br>
1.580    0.002    0.001   0.000%     99.990%         Const  mixed_2/tower/conv_1/batchnorm/beta_min<br>
1.569    0.002    0.001   0.000%     99.990%         Const  mixed_2/tower/conv_1/batchnorm/moving_variance_min<br>
1.544    0.004    0.001   0.000%     99.990%         Const  mixed_2/tower/conv_1/conv2d_params_max<br>
1.532    0.002    0.001   0.000%     99.990%         Const  mixed_2/tower/conv/batchnorm/beta_max<br>
1.446    0.003    0.001   0.000%     99.990%         Const  mixed_2/conv/batchnorm/moving_mean_max<br>
1.360    0.002    0.001   0.000%     99.990%         Const  mixed_1/tower_1/conv_2/batchnorm/beta_min<br>
1.349    0.002    0.001   0.000%     99.990%         Const  mixed_1/tower_1/conv_2/batchnorm/moving_variance_min<br>
1.015    0.003    0.001   0.000%     99.990%         Const  mixed/tower_2/conv/batchnorm/beta_min<br>
0.977    0.002    0.001   0.000%     99.990%         Const  mixed/tower_2/conv/conv2d_params_max<br>
0.718    0.004    0.001   0.000%     99.990%         Const  mixed/tower/conv_1/batchnorm/moving_variance_min<br>
0.609    0.002    0.001   0.000%     99.990%         Const  mixed/conv/batchnorm/beta_max<br>
5.699    0.002    0.001   0.000%     99.990%         Const  mixed_9/tower_1/mixed/conv_1/batchnorm/moving_mean_min<br>
5.591    0.002    0.001   0.000%     99.990%         Const  mixed_9/tower_1/conv_1/batchnorm/moving_mean_max<br>
5.533    0.005    0.001   0.000%     99.991%         Const  mixed_9/tower_1/conv/batchnorm/moving_mean_max<br>
5.529    0.002    0.001   0.000%     99.991%         Const  mixed_9/tower_1/conv/batchnorm/moving_mean_min<br>
5.490    0.002    0.001   0.000%     99.991%         Const  mixed_9/tower/mixed/conv_1/batchnorm/moving_variance_max<br>
5.361    0.003    0.001   0.000%     99.991%         Const  mixed_9/tower/conv/batchnorm/moving_mean_max<br>
5.347    0.002    0.001   0.000%     99.991%         Const  mixed_9/tower/conv/conv2d_params_max<br>
5.327    0.003    0.001   0.000%     99.991%         Const  softmax/biases_max<br>
5.239    0.003    0.001   0.000%     99.991%         Const  mixed_10/tower_2/conv/conv2d_params_max<br>
5.219    0.003    0.001   0.000%     99.991%         Const  mixed_10/tower_1/mixed/conv_1/batchnorm/beta_min<br>
5.194    0.003    0.001   0.000%     99.991%         Const  mixed_10/tower_1/mixed/conv_1/batchnorm/moving_mean_min<br>
5.117    0.004    0.001   0.000%     99.991%         Const  mixed_10/tower_1/mixed/conv/conv2d_params_max<br>
5.111    0.004    0.001   0.000%     99.991%         Const  mixed_10/tower_1/mixed/conv/conv2d_params_min<br>
5.095    0.002    0.001   0.000%     99.991%         Const  mixed_10/tower_1/conv_1/batchnorm/beta_min<br>
5.091    0.003    0.001   0.000%     99.991%         Const  mixed_10/tower_1/conv_1/batchnorm/beta_quint8_const<br>
5.057    0.002    0.001   0.000%     99.991%         Const  mixed_10/tower_1/conv_1/conv2d_params_max<br>
4.982    0.002    0.001   0.000%     99.991%         Const  mixed_10/tower/mixed/conv_1/batchnorm/beta_max<br>
4.968    0.005    0.001   0.000%     99.991%         Const  mixed_10/tower/mixed/conv_1/batchnorm/moving_variance_max<br>
4.941    0.002    0.001   0.000%     99.991%         Const  mixed_10/tower/mixed/conv_1/conv2d_params_max<br>
4.922    0.003    0.001   0.000%     99.991%         Const  mixed_10/tower/mixed/conv/batchnorm/beta_min<br>
4.906    0.002    0.001   0.000%     99.991%         Const  mixed_10/tower/mixed/conv/batchnorm/moving_variance_min<br>
4.503    0.005    0.001   0.000%     99.991%         Const  mixed_8/tower_1/conv_2/conv2d_params_max<br>
4.446    0.002    0.001   0.000%     99.991%         Const  mixed_8/tower_1/conv_1/conv2d_params_min<br>
4.435    0.002    0.001   0.000%     99.991%         Const  mixed_8/tower_1/conv/batchnorm/beta_min<br>
4.425    0.002    0.001   0.000%     99.991%         Const  mixed_8/tower_1/conv/batchnorm/moving_variance_max<br>
4.342    0.002    0.001   0.000%     99.992%         Const  mixed_8/tower/conv_1/conv2d_params_max<br>
4.207    0.002    0.001   0.000%     99.992%         Const  mixed_7/tower_1/conv_4/batchnorm/moving_variance_max<br>
4.178    0.002    0.001   0.000%     99.992%         Const  mixed_7/tower_1/conv_4/conv2d_params_max<br>
3.987    0.002    0.001   0.000%     99.992%         Const  mixed_7/tower_1/conv/batchnorm/moving_variance_min<br>
3.933    0.002    0.001   0.000%     99.992%         Const  mixed_7/tower/conv_2/batchnorm/moving_variance_min<br>
3.814    0.003    0.001   0.000%     99.992%         Const  mixed_7/tower/conv/batchnorm/moving_mean_max<br>
3.745    0.002    0.001   0.000%     99.992%         Const  mixed_7/conv/conv2d_params_max<br>
3.528    0.003    0.001   0.000%     99.992%         Const  mixed_6/tower_1/conv_2/conv2d_params_max<br>
3.510    0.002    0.001   0.000%     99.992%         Const  mixed_6/tower_1/conv_1/batchnorm/beta_min<br>
3.433    0.003    0.001   0.000%     99.992%         Const  mixed_6/tower_1/conv/batchnorm/moving_mean_max<br>
3.404    0.002    0.001   0.000%     99.992%         Const  mixed_6/tower/conv_2/batchnorm/beta_max<br>
3.229    0.002    0.001   0.000%     99.992%         Const  mixed_6/conv/batchnorm/moving_variance_max<br>
3.147    0.005    0.001   0.000%     99.992%         Const  mixed_5/tower_2/conv/conv2d_params_max<br>
3.135    0.002    0.001   0.000%     99.992%         Const  mixed_5/tower_1/conv_4/batchnorm/beta_max<br>
3.076    0.003    0.001   0.000%     99.992%         Const  mixed_5/tower_1/conv_3/batchnorm/beta_min<br>
2.991    0.003    0.001   0.000%     99.992%         Const  mixed_5/tower_1/conv_2/batchnorm/moving_mean_min<br>
2.983    0.002    0.001   0.000%     99.992%         Const  mixed_5/tower_1/conv_2/conv2d_params_max<br>
2.928    0.003    0.001   0.000%     99.992%         Const  mixed_5/tower_1/conv_1/conv2d_params_max<br>
2.684    0.002    0.001   0.000%     99.992%         Const  mixed_5/tower/conv/conv2d_params_max<br>
2.640    0.002    0.001   0.000%     99.992%         Const  mixed_5/conv/batchnorm/moving_mean_min<br>
2.481    0.003    0.001   0.000%     99.992%         Const  mixed_4/tower_1/conv_3/batchnorm/moving_variance_min<br>
2.471    0.002    0.001   0.000%     99.992%         Const  mixed_4/tower_1/conv_3/batchnorm/moving_mean_max<br>
2.460    0.002    0.001   0.000%     99.992%         Const  mixed_4/tower_1/conv_3/conv2d_params_max<br>
2.414    0.002    0.001   0.000%     99.992%         Const  mixed_4/tower_1/conv_2/batchnorm/moving_mean_min<br>
2.392    0.002    0.001   0.000%     99.993%         Const  mixed_4/tower_1/conv_1/batchnorm/beta_max<br>
2.374    0.002    0.001   0.000%     99.993%         Const  mixed_4/tower_1/conv_1/batchnorm/moving_variance_min<br>
2.332    0.002    0.001   0.000%     99.993%         Const  mixed_4/tower_1/conv/batchnorm/beta_max<br>
2.208    0.002    0.001   0.000%     99.993%         Const  mixed_4/tower/conv_1/batchnorm/moving_variance_max<br>
2.101    0.003    0.001   0.000%     99.993%         Const  mixed_4/conv/batchnorm/beta_max<br>
2.084    0.005    0.001   0.000%     99.993%         Const  mixed_4/conv/batchnorm/moving_variance_min<br>
1.973    0.002    0.001   0.000%     99.993%         Const  mixed_3/tower/conv_1/batchnorm/moving_variance_max<br>
1.849    0.002    0.001   0.000%     99.993%         Const  mixed_3/conv/batchnorm/beta_min<br>
1.686    0.003    0.001   0.000%     99.993%         Const  mixed_2/tower_1/conv_1/batchnorm/beta_min<br>
1.679    0.002    0.001   0.000%     99.993%         Const  mixed_2/tower_1/conv_1/batchnorm/moving_variance_max<br>
1.665    0.002    0.001   0.000%     99.993%         Const  mixed_2/tower_1/conv_1/batchnorm/moving_mean_max<br>
1.594    0.003    0.001   0.000%     99.993%         Const  mixed_2/tower_1/conv/conv2d_params_min<br>
1.541    0.002    0.001   0.000%     99.993%         Const  mixed_2/tower/conv_1/conv2d_params_min<br>
1.509    0.003    0.001   0.000%     99.993%         Const  mixed_2/tower/conv/batchnorm/moving_variance_min<br>
1.469    0.002    0.001   0.000%     99.993%         Const  mixed_2/conv/batchnorm/beta_min<br>
1.466    0.002    0.001   0.000%     99.993%         Const  mixed_2/conv/batchnorm/beta_quint8_const<br>
1.393    0.002    0.001   0.000%     99.993%         Const  mixed_1/tower_2/conv/batchnorm/moving_mean_max<br>
1.224    0.002    0.001   0.000%     99.993%         Const  mixed_1/tower_1/conv/batchnorm/moving_mean_min<br>
1.168    0.002    0.001   0.000%     99.993%         Const  mixed_1/tower/conv_1/batchnorm/moving_mean_min<br>
0.564    0.002    0.001   0.000%     99.993%         Const  mixed/conv/conv2d_params_min<br>
5.669    0.005    0.001   0.000%     99.993%         Const  mixed_9/tower_1/mixed/conv/batchnorm/beta_min<br>
5.612    0.006    0.001   0.000%     99.993%         Const  mixed_9/tower_1/conv_1/batchnorm/beta_min<br>
5.469    0.002    0.001   0.000%     99.993%         Const  mixed_9/tower/mixed/conv_1/batchnorm/moving_mean_min<br>
5.461    0.002    0.001   0.000%     99.994%         Const  mixed_9/tower/mixed/conv_1/conv2d_params_max<br>
5.301    0.003    0.001   0.000%     99.994%         Const  softmax/weights_max<br>
5.262    0.002    0.001   0.000%     99.994%         Const  mixed_10/tower_2/conv/batchnorm/moving_variance_min<br>
5.211    0.002    0.001   0.000%     99.994%         Const  mixed_10/tower_1/mixed/conv_1/batchnorm/moving_variance_max<br>
5.206    0.003    0.001   0.000%     99.994%         Const  mixed_10/tower_1/mixed/conv_1/batchnorm/moving_variance_min<br>
5.080    0.003    0.001   0.000%     99.994%         Const  mixed_10/tower_1/conv_1/batchnorm/moving_variance_min<br>
5.019    0.002    0.001   0.000%     99.994%         Const  mixed_10/tower_1/conv/batchnorm/moving_variance_min<br>
4.844    0.003    0.001   0.000%     99.994%         Const  mixed_10/tower/conv/batchnorm/beta_min<br>
4.646    0.002    0.001   0.000%     99.994%         Const  mixed_9/conv/batchnorm/beta_min<br>
4.557    0.003    0.001   0.000%     99.994%         Const  mixed_8/tower_1/conv_3/conv2d_params_max<br>
4.531    0.003    0.001   0.000%     99.994%         Const  mixed_8/tower_1/conv_2/batchnorm/moving_variance_max<br>
4.478    0.002    0.001   0.000%     99.994%         Const  mixed_8/tower_1/conv_1/batchnorm/moving_variance_max<br>
4.421    0.002    0.001   0.000%     99.994%         Const  mixed_8/tower_1/conv/batchnorm/moving_variance_min<br>
4.256    0.002    0.001   0.000%     99.994%         Const  mixed_7/tower_2/conv/batchnorm/moving_variance_min<br>
4.094    0.002    0.001   0.000%     99.994%         Const  mixed_7/tower_1/conv_2/batchnorm/moving_variance_min<br>
4.041    0.002    0.001   0.000%     99.994%         Const  mixed_7/tower_1/conv_1/batchnorm/moving_variance_min<br>
3.965    0.002    0.001   0.000%     99.994%         Const  mixed_7/tower_1/conv/conv2d_params_max<br>
3.719    0.002    0.001   0.000%     99.994%         Const  mixed_6/tower_2/conv/batchnorm/moving_variance_max<br>
3.608    0.002    0.001   0.000%     99.994%         Const  mixed_6/tower_1/conv_3/batchnorm/moving_variance_max<br>
3.419    0.002    0.001   0.000%     99.994%         Const  mixed_6/tower_1/conv/conv2d_params_max<br>
3.401    0.002    0.001   0.000%     99.994%         Const  mixed_6/tower/conv_2/batchnorm/beta_min<br>
3.348    0.003    0.001   0.000%     99.994%         Const  mixed_6/tower/conv_1/batchnorm/beta_max<br>
3.264    0.003    0.001   0.000%     99.994%         Const  mixed_6/tower/conv/batchnorm/moving_mean_min<br>
3.236    0.002    0.001   0.000%     99.994%         Const  mixed_6/conv/batchnorm/beta_min<br>
3.211    0.003    0.001   0.000%     99.995%         Const  mixed_6/conv/batchnorm/moving_mean_min<br>
3.125    0.002    0.001   0.000%     99.995%         Const  mixed_5/tower_1/conv_4/batchnorm/beta_quint8_const<br>
3.117    0.003    0.001   0.000%     99.995%         Const  mixed_5/tower_1/conv_4/batchnorm/moving_variance_min<br>
3.080    0.002    0.001   0.000%     99.995%         Const  mixed_5/tower_1/conv_3/batchnorm/beta_max<br>
2.953    0.002    0.001   0.000%     99.995%         Const  mixed_5/tower_1/conv_1/batchnorm/moving_variance_max<br>
2.874    0.002    0.001   0.000%     99.995%         Const  mixed_5/tower_1/conv/conv2d_params_max<br>
2.824    0.003    0.001   0.000%     99.995%         Const  mixed_5/tower/conv_2/batchnorm/moving_mean_min<br>
2.658    0.003    0.001   0.000%     99.995%         Const  mixed_5/conv/batchnorm/moving_variance_max<br>
2.519    0.003    0.001   0.000%     99.995%         Const  mixed_4/tower_1/conv_4/conv2d_params_max<br>
2.486    0.004    0.001   0.000%     99.995%         Const  mixed_4/tower_1/conv_3/batchnorm/moving_variance_max<br>
2.467    0.003    0.001   0.000%     99.995%         Const  mixed_4/tower_1/conv_3/batchnorm/moving_mean_min<br>
2.388    0.002    0.001   0.000%     99.995%         Const  mixed_4/tower_1/conv_1/batchnorm/beta_min<br>
2.377    0.002    0.001   0.000%     99.995%         Const  mixed_4/tower_1/conv_1/batchnorm/moving_variance_max<br>
2.219    0.002    0.001   0.000%     99.995%         Const  mixed_4/tower/conv_1/batchnorm/beta_max<br>
2.044    0.002    0.001   0.000%     99.995%         Const  mixed_3/tower/conv_2/batchnorm/beta_min<br>
2.032    0.003    0.001   0.000%     99.995%         Const  mixed_3/tower/conv_2/batchnorm/moving_variance_min<br>
1.756    0.002    0.001   0.000%     99.995%         Const  mixed_2/tower_2/conv/conv2d_params_min<br>
1.502    0.002    0.001   0.000%     99.995%         Const  mixed_2/tower/conv/batchnorm/moving_mean_max<br>
1.078    0.002    0.001   0.000%     99.995%         Const  mixed_1/conv/batchnorm/beta_max<br>
0.957    0.002    0.001   0.000%     99.995%         Const  mixed/tower_1/conv_2/batchnorm/beta_min<br>
0.925    0.003    0.001   0.000%     99.995%         Const  mixed/tower_1/conv_2/batchnorm/moving_mean_min<br>
5.733    0.002    0.001   0.000%     99.995%         Const  mixed_9/tower_1/mixed/conv_1/batchnorm/beta_max<br>
5.703    0.002    0.001   0.000%     99.995%         Const  mixed_9/tower_1/mixed/conv_1/batchnorm/moving_mean_max<br>
5.688    0.003    0.001   0.000%     99.995%         Const  mixed_9/tower_1/mixed/conv_1/conv2d_params_max<br>
5.646    0.002    0.001   0.000%     99.996%         Const  mixed_9/tower_1/mixed/conv/batchnorm/moving_mean_max<br>
5.587    0.002    0.001   0.000%     99.996%         Const  mixed_9/tower_1/conv_1/batchnorm/moving_mean_min<br>
5.548    0.003    0.001   0.000%     99.996%         Const  mixed_9/tower_1/conv/batchnorm/moving_variance_max<br>
5.502    0.002    0.001   0.000%     99.996%         Const  mixed_9/tower/mixed/conv_1/batchnorm/beta_min<br>
5.445    0.002    0.001   0.000%     99.996%         Const  mixed_9/tower/mixed/conv/batchnorm/beta_max<br>
5.430    0.002    0.001   0.000%     99.996%         Const  mixed_9/tower/mixed/conv/batchnorm/moving_variance_max<br>
5.418    0.003    0.001   0.000%     99.996%         Const  mixed_9/tower/mixed/conv/batchnorm/moving_mean_max<br>
5.266    0.002    0.001   0.000%     99.996%         Const  mixed_10/tower_2/conv/batchnorm/moving_variance_max<br>
5.098    0.003    0.001   0.000%     99.996%         Const  mixed_10/tower_1/conv_1/batchnorm/beta_max<br>
5.022    0.002    0.001   0.000%     99.996%         Const  mixed_10/tower_1/conv/batchnorm/moving_variance_max<br>
4.926    0.002    0.001   0.000%     99.996%         Const  mixed_10/tower/mixed/conv/batchnorm/beta_max<br>
4.848    0.002    0.001   0.000%     99.996%         Const  mixed_10/tower/conv/batchnorm/beta_max<br>
4.807    0.003    0.001   0.000%     99.996%         Const  mixed_10/tower/conv/conv2d_params_max<br>
4.612    0.002    0.001   0.000%     99.996%         Const  mixed_9/conv/conv2d_params_max<br>
4.571    0.002    0.001   0.000%     99.996%         Const  mixed_8/tower_1/conv_3/batchnorm/moving_mean_max<br>
4.545    0.002    0.001   0.000%     99.996%         Const  mixed_8/tower_1/conv_2/batchnorm/beta_max<br>
4.514    0.002    0.001   0.000%     99.996%         Const  mixed_8/tower_1/conv_2/batchnorm/moving_mean_min<br>
4.492    0.002    0.001   0.000%     99.996%         Const  mixed_8/tower_1/conv_1/batchnorm/beta_max<br>
4.464    0.002    0.001   0.000%     99.996%         Const  mixed_8/tower_1/conv_1/batchnorm/moving_mean_max<br>
4.438    0.002    0.001   0.000%     99.996%         Const  mixed_8/tower_1/conv/batchnorm/beta_max<br>
4.397    0.003    0.001   0.000%     99.996%         Const  mixed_8/tower_1/conv/conv2d_params_max<br>
4.288    0.002    0.001   0.000%     99.996%         Const  mixed_8/tower/conv/conv2d_params_max<br>
4.270    0.002    0.001   0.000%     99.996%         Const  mixed_7/tower_2/conv/batchnorm/beta_min<br>
4.163    0.005    0.001   0.000%     99.996%         Const  mixed_7/tower_1/conv_3/batchnorm/beta_max<br>
4.137    0.002    0.001   0.000%     99.996%         Const  mixed_7/tower_1/conv_3/batchnorm/moving_mean_max<br>
4.123    0.002    0.001   0.000%     99.997%         Const  mixed_7/tower_1/conv_3/conv2d_params_max<br>
4.044    0.003    0.001   0.000%     99.997%         Const  mixed_7/tower_1/conv_1/batchnorm/moving_variance_max<br>
4.019    0.002    0.001   0.000%     99.997%         Const  mixed_7/tower_1/conv_1/conv2d_params_max<br>
3.947    0.002    0.001   0.000%     99.997%         Const  mixed_7/tower/conv_2/batchnorm/beta_min<br>
3.918    0.003    0.001   0.000%     99.997%         Const  mixed_7/tower/conv_2/batchnorm/moving_mean_min<br>
3.911    0.002    0.001   0.000%     99.997%         Const  mixed_7/tower/conv_2/conv2d_params_max<br>
3.895    0.003    0.001   0.000%     99.997%         Const  mixed_7/tower/conv_1/batchnorm/beta_max<br>
3.679    0.002    0.001   0.000%     99.997%         Const  mixed_6/tower_1/conv_4/batchnorm/beta_max<br>
3.661    0.003    0.001   0.000%     99.997%         Const  mixed_6/tower_1/conv_4/batchnorm/moving_variance_min<br>
3.626    0.002    0.001   0.000%     99.997%         Const  mixed_6/tower_1/conv_3/batchnorm/beta_max<br>
3.474    0.002    0.001   0.000%     99.997%         Const  mixed_6/tower_1/conv_1/conv2d_params_max<br>
3.459    0.002    0.001   0.000%     99.997%         Const  mixed_6/tower_1/conv/batchnorm/beta_max<br>
3.345    0.002    0.001   0.000%     99.997%         Const  mixed_6/tower/conv_1/batchnorm/beta_min<br>
3.020    0.002    0.001   0.000%     99.997%         Const  mixed_5/tower_1/conv_2/batchnorm/beta_min<br>
2.968    0.002    0.001   0.000%     99.997%         Const  mixed_5/tower_1/conv_1/batchnorm/beta_max<br>
2.964    0.002    0.001   0.000%     99.997%         Const  mixed_5/tower_1/conv_1/batchnorm/beta_min<br>
2.809    0.002    0.001   0.000%     99.997%         Const  mixed_5/tower/conv_2/conv2d_params_min<br>
2.418    0.005    0.001   0.000%     99.997%         Const  mixed_4/tower_1/conv_2/batchnorm/moving_mean_max<br>
2.294    0.002    0.001   0.000%     99.997%         Const  mixed_4/tower_1/conv/conv2d_params_max<br>
2.279    0.002    0.001   0.000%     99.997%         Const  mixed_4/tower/conv_2/batchnorm/beta_max<br>
2.036    0.002    0.001   0.000%     99.997%         Const  mixed_3/tower/conv_2/batchnorm/moving_variance_max<br>
1.955    0.003    0.001   0.000%     99.997%         Const  mixed_3/tower/conv_1/batchnorm/moving_mean_min<br>
1.795    0.002    0.001   0.000%     99.997%         Const  mixed_2/tower_2/conv/batchnorm/beta_min<br>
1.555    0.002    0.001   0.000%     99.997%         Const  mixed_2/tower/conv_1/batchnorm/moving_mean_min<br>
1.454    0.002    0.001   0.000%     99.998%         Const  mixed_2/conv/batchnorm/moving_variance_min<br>
1.334    0.003    0.001   0.000%     99.998%         Const  mixed_1/tower_1/conv_2/batchnorm/moving_mean_min<br>
0.856    0.002    0.001   0.000%     99.998%         Const  mixed/tower_1/conv_1/batchnorm/moving_mean_min<br>
5.785    0.002    0.001   0.000%     99.998%         Const  mixed_9/tower_2/conv/batchnorm/beta_min<br>
5.675    0.003    0.001   0.000%     99.998%         Const  mixed_9/tower_1/mixed/conv/batchnorm/beta_max<br>
5.632    0.005    0.001   0.000%     99.998%         Const  mixed_9/tower_1/mixed/conv/conv2d_params_max<br>
5.628    0.002    0.001   0.000%     99.998%         Const  mixed_9/tower_1/mixed/conv/conv2d_params_min<br>
5.559    0.002    0.001   0.000%     99.998%         Const  mixed_9/tower_1/conv/batchnorm/beta_min<br>
5.505    0.003    0.001   0.000%     99.998%         Const  mixed_9/tower/mixed/conv_1/batchnorm/beta_max<br>
5.198    0.003    0.001   0.000%     99.998%         Const  mixed_10/tower_1/mixed/conv_1/batchnorm/moving_mean_max<br>
5.066    0.005    0.001   0.000%     99.998%         Const  mixed_10/tower_1/conv_1/batchnorm/moving_mean_min<br>
4.978    0.003    0.001   0.000%     99.998%         Const  mixed_10/tower/mixed/conv_1/batchnorm/beta_min<br>
4.833    0.002    0.001   0.000%     99.998%         Const  mixed_10/tower/conv/batchnorm/moving_variance_max<br>
4.625    0.002    0.001   0.000%     99.998%         Const  mixed_9/conv/batchnorm/moving_mean_max<br>
4.382    0.002    0.001   0.000%     99.998%         Const  mixed_8/tower/conv_1/batchnorm/beta_max<br>
4.378    0.003    0.001   0.000%     99.998%         Const  mixed_8/tower/conv_1/batchnorm/beta_min<br>
4.249    0.002    0.001   0.000%     99.998%         Const  mixed_7/tower_2/conv/batchnorm/moving_mean_max<br>
4.245    0.002    0.001   0.000%     99.998%         Const  mixed_7/tower_2/conv/batchnorm/moving_mean_min<br>
4.215    0.002    0.001   0.000%     99.998%         Const  mixed_7/tower_1/conv_4/batchnorm/beta_min<br>
4.192    0.002    0.001   0.000%     99.998%         Const  mixed_7/tower_1/conv_4/batchnorm/moving_mean_max<br>
3.785    0.002    0.001   0.000%     99.998%         Const  mixed_7/conv/batchnorm/beta_max<br>
3.651    0.003    0.001   0.000%     99.998%         Const  mixed_6/tower_1/conv_4/batchnorm/moving_mean_max<br>
3.282    0.002    0.001   0.000%     99.998%         Const  mixed_6/tower/conv/batchnorm/moving_variance_max<br>
3.254    0.002    0.001   0.000%     99.998%         Const  mixed_6/tower/conv/conv2d_params_max<br>
3.103    0.002    0.001   0.000%     99.998%         Const  mixed_5/tower_1/conv_4/batchnorm/moving_mean_min<br>
2.531    0.002    0.001   0.000%     99.999%         Const  mixed_4/tower_1/conv_4/batchnorm/moving_mean_max<br>
2.442    0.002    0.001   0.000%     99.999%         Const  mixed_4/tower_1/conv_2/batchnorm/beta_min<br>
2.308    0.002    0.001   0.000%     99.999%         Const  mixed_4/tower_1/conv/batchnorm/moving_mean_max<br>
1.905    0.002    0.001   0.000%     99.999%         Const  mixed_3/tower/conv/batchnorm/moving_mean_max<br>
1.473    0.002    0.001   0.000%     99.999%         Const  mixed_2/conv/batchnorm/beta_max<br>
0.988    0.002    0.001   0.000%     99.999%         Const  mixed/tower_2/conv/batchnorm/moving_mean_min<br>
5.777    0.002    0.001   0.000%     99.999%         Const  mixed_9/tower_2/conv/batchnorm/moving_variance_max<br>
5.579    0.002    0.001   0.000%     99.999%         Const  mixed_9/tower_1/conv_1/conv2d_params_max<br>
5.521    0.002    0.001   0.000%     99.999%         Const  mixed_9/tower_1/conv/conv2d_params_max<br>
5.404    0.002    0.001   0.000%     99.999%         Const  mixed_9/tower/mixed/conv/conv2d_params_max<br>
5.157    0.002    0.001   0.000%     99.999%         Const  mixed_10/tower_1/mixed/conv/batchnorm/beta_min<br>
4.405    0.003    0.001   0.000%     99.999%         Const  mixed_8/tower_1/conv/batchnorm/moving_mean_min<br>
4.112    0.002    0.001   0.000%     99.999%         Const  mixed_7/tower_1/conv_2/batchnorm/beta_max<br>
3.822    0.002    0.001   0.000%     99.999%         Const  mixed_7/tower/conv/batchnorm/moving_variance_min<br>
3.096    0.002    0.001   0.000%     99.999%         Const  mixed_5/tower_1/conv_4/conv2d_params_max<br>
2.544    0.002    0.001   0.000%     99.999%         Const  mixed_4/tower_1/conv_4/batchnorm/moving_variance_max<br>
1.919    0.003    0.001   0.000%     99.999%         Const  mixed_3/tower/conv/batchnorm/moving_variance_max<br>
1.894    0.002    0.001   0.000%     99.999%         Const  mixed_3/tower/conv/conv2d_params_max<br>
1.487    0.002    0.001   0.000%     99.999%         Const  mixed_2/tower/conv/conv2d_params_max<br>
1.483    0.003    0.001   0.000%     99.999%         Const  mixed_2/tower/conv/conv2d_params_min<br>
5.714    0.003    0.001   0.000%     99.999%         Const  mixed_9/tower_1/mixed/conv_1/batchnorm/moving_variance_min<br>
5.642    0.003    0.001   0.000%     99.999%         Const  mixed_9/tower_1/mixed/conv/batchnorm/moving_mean_min<br>
5.620    0.002    0.001   0.000%     99.999%         Const  mixed_9/tower_1/conv_1/batchnorm/beta_max<br>
5.223    0.003    0.001   0.000%     99.999%         Const  mixed_10/tower_1/mixed/conv_1/batchnorm/beta_max<br>
5.005    0.002    0.001   0.000%     99.999%         Const  mixed_10/tower_1/conv/batchnorm/moving_mean_min<br>
4.997    0.002    0.001   0.000%    100.000%         Const  mixed_10/tower_1/conv/conv2d_params_max<br>
2.191    0.002    0.001   0.000%    100.000%         Const  mixed_4/tower/conv_1/batchnorm/moving_mean_min<br>
5.762    0.002    0.001   0.000%    100.000%         Const  mixed_9/tower_2/conv/batchnorm/moving_mean_max<br>
5.746    0.003    0.001   0.000%    100.000%         Const  mixed_9/tower_2/conv/conv2d_params_max<br>
5.323    0.003    0.001   0.000%    100.000%         Const  softmax/biases_min<br>
5.276    0.003    0.001   0.000%    100.000%         Const  mixed_10/tower_2/conv/batchnorm/beta_min<br>
4.894    0.002    0.001   0.000%    100.000%         Const  mixed_10/tower/mixed/conv/batchnorm/moving_mean_min<br>
4.585    0.002    0.001   0.000%    100.000%         Const  mixed_8/tower_1/conv_3/batchnorm/moving_variance_max<br>
3.869    0.002    0.001   0.000%    100.000%         Const  mixed_7/tower/conv_1/batchnorm/moving_mean_max<br>
4.593    0.002    0.001   0.000%    100.000%         Const  mixed_8/tower_1/conv_3/batchnorm/beta_min<br>
3.364    0.002    0.001   0.000%    100.000%         Const  mixed_6/tower/conv_2/conv2d_params_max<br>
2.760    0.002    0.001   0.000%    100.000%         Const  mixed_5/tower/conv_1/conv2d_params_max<br>
2.315    0.002    0.001   0.000%    100.000%         Const  mixed_4/tower_1/conv/batchnorm/moving_variance_min<br>
5.605    0.002    0.001   0.000%    100.000%         Const  mixed_9/tower_1/conv_1/batchnorm/moving_variance_max</p>
<p dir="auto">I tensorflow/core/util/stat_summarizer.cc:263]</p>
<ol dir="auto">
<li>
<p dir="auto">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.</p>
</li>
<li>
<p dir="auto">Then take "tensorflow/contrib/quantization/tools:quantize_graph" to quant inception-v3, rebuilt application by giving</p>
<div class="snippet-clipboard-content notranslate position-relative overflow-auto" data-snippet-clipboard-copy-content="&quot;//tensorflow/contrib/quantization:cc_ops&quot;,
&quot;//tensorflow/contrib/quantization/kernels:quantized_ops&quot;,"><pre class="notranslate"><code class="notranslate">"//tensorflow/contrib/quantization:cc_ops",
"//tensorflow/contrib/quantization/kernels:quantized_ops",
</code></pre></div>
</li>
</ol>
<p dir="auto">into "tensorflow/examples/label_image/BUILD" and redo the same classification and measure the time.</p>
<p dir="auto">Before/After quantization, elapsed time were 6 seconds vs. 17 seconds, i.e. quantization doubled the inference time?</p>
<p dir="auto">The results looks ok as below so I think I was running it correctly.<br>
Before</p>
<ul dir="auto">
<li>military uniform (866): 0.647299</li>
<li>suit (794): 0.0477195</li>
<li>academic gown (896): 0.0232407</li>
<li>bow tie (817): 0.0157355</li>
<li>bolo tie (940): 0.0145023</li>
</ul>
<p dir="auto">After</p>
<ul dir="auto">
<li>military uniform (866): 0.703474</li>
<li>suit (794): 0.0248454</li>
<li>bow tie (817): 0.0171362</li>
<li>bolo tie (940): 0.0171362</li>
<li>academic gown (896): 0.0164432</li>
</ul>
<p dir="auto">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?</p>