Skip to content

Instantly share code, notes, and snippets.

@vade

vade/Image Label InceptionV3 Inference Optimized Quantized Eightbit.txt

Created November 21, 2016 20:34
Show Gist options
  • Star 0 You must be signed in to star a gist
  • Fork 0 You must be signed in to fork a gist
  • Save vade/1d9d5e102878cfb42f9c02a4200b3a50 to your computer and use it in GitHub Desktop.
Save vade/1d9d5e102878cfb42f9c02a4200b3a50 to your computer and use it in GitHub Desktop.
Download ZIP
Output of Trace Label Image for Straight Inception V3 graph Inference Optimized Quantized Eightbit
Raw
Image Label InceptionV3 Inference Optimized Quantized Eightbit.txt
Andromeda:tensorflow vade$ time bazel-bin/tensorflow/examples/label_image/label_image
I tensorflow/core/util/stat_summarizer.cc:33] StatSummarizer found 1282 nodes
I tensorflow/core/util/stat_summarizer.cc:353] Total time (us): curr=29388151 count=11 runs, avg 2.939e+04 ms, 1282 nodes defined 1271 nodes observed
104120.371 avg KB per run.
============ By run order (ms) =================
[start] [first] [avg] [%] [cdf%] [Op] [Name]
0.000 0.186 0.186 0.001% 0.001% _SOURCE
0.260 0.021 0.021 0.000% 0.001% Const mixed_10/join/concat_dim
0.288 0.007 0.007 0.000% 0.001% Const conv/conv2d_params_quint8_const
0.298 0.004 0.004 0.000% 0.001% Const conv/conv2d_params_min
0.304 0.005 0.005 0.000% 0.001% Const conv/conv2d_params_max
0.311 0.005 0.005 0.000% 0.001% Const conv/Conv2D_eightbit_reshape_dims
0.318 0.005 0.005 0.000% 0.001% Const conv/Conv2D_eightbit_reduction_dims
0.325 0.005 0.005 0.000% 0.001% Const conv/Conv2D_bn_offset_quint8_const
0.332 0.018 0.018 0.000% 0.001% Const conv/Conv2D_bn_offset_min
0.355 0.006 0.006 0.000% 0.001% Const conv/Conv2D_bn_offset_max
0.364 0.016 0.016 0.000% 0.001% Const conv_1/conv2d_params_quint8_const
0.382 0.004 0.004 0.000% 0.001% Const conv_1/conv2d_params_min
0.382 0.021 0.021 0.000% 0.001% Reshape conv/Conv2D_eightbit_reshape_Mul
0.389 0.004 0.004 0.000% 0.001% Const conv_1/conv2d_params_max
0.395 0.010 0.010 0.000% 0.001% Const conv_1/Conv2D_bn_offset_quint8_const
0.413 0.006 0.006 0.000% 0.001% Const conv_1/Conv2D_bn_offset_min
0.421 0.004 0.004 0.000% 0.001% Const conv_1/Conv2D_bn_offset_max
0.423 0.601 0.601 0.002% 0.003% Max conv/Conv2D_eightbit_max_Mul
0.427 0.530 0.530 0.002% 0.005% Min conv/Conv2D_eightbit_min_Mul
0.428 0.005 0.005 0.000% 0.005% Const conv_2/conv2d_params_quint8_const
0.435 0.004 0.004 0.000% 0.005% Const conv_2/conv2d_params_min
0.441 0.005 0.005 0.000% 0.005% Const conv_2/conv2d_params_max
0.448 0.005 0.005 0.000% 0.005% Const conv_2/Conv2D_bn_offset_quint8_const
0.455 0.004 0.004 0.000% 0.005% Const conv_2/Conv2D_bn_offset_min
0.462 0.004 0.004 0.000% 0.005% Const conv_2/Conv2D_bn_offset_max
0.468 0.005 0.005 0.000% 0.005% Const conv_3/conv2d_params_quint8_const
0.475 0.004 0.004 0.000% 0.005% Const conv_3/conv2d_params_min
0.481 0.005 0.005 0.000% 0.005% Const conv_3/conv2d_params_max
0.489 0.008 0.008 0.000% 0.005% Const conv_3/Conv2D_bn_offset_quint8_const
0.501 0.007 0.007 0.000% 0.005% Const conv_3/Conv2D_bn_offset_min
0.511 0.006 0.006 0.000% 0.005% Const conv_3/Conv2D_bn_offset_max
0.520 0.008 0.008 0.000% 0.005% Const conv_4/conv2d_params_quint8_const
0.531 0.007 0.007 0.000% 0.005% Const conv_4/conv2d_params_min
0.541 0.007 0.007 0.000% 0.005% Const conv_4/conv2d_params_max
0.551 0.007 0.007 0.000% 0.005% Const conv_4/Conv2D_bn_offset_quint8_const
0.562 0.007 0.007 0.000% 0.005% Const conv_4/Conv2D_bn_offset_min
0.572 0.006 0.006 0.000% 0.005% Const conv_4/Conv2D_bn_offset_max
0.582 0.007 0.007 0.000% 0.005% Const mixed/conv/conv2d_params_quint8_const
0.593 0.006 0.006 0.000% 0.005% Const mixed/conv/conv2d_params_min
0.602 0.007 0.007 0.000% 0.005% Const mixed/conv/conv2d_params_max
0.612 0.007 0.007 0.000% 0.005% Const mixed/conv/Conv2D_bn_offset_quint8_const
0.622 0.007 0.007 0.000% 0.005% Const mixed/conv/Conv2D_bn_offset_min
0.632 0.006 0.006 0.000% 0.005% Const mixed/conv/Conv2D_bn_offset_max
0.641 0.008 0.008 0.000% 0.005% Const mixed/tower/conv/conv2d_params_quint8_const
0.653 0.006 0.006 0.000% 0.005% Const mixed/tower/conv/conv2d_params_min
0.662 0.007 0.007 0.000% 0.006% Const mixed/tower/conv/conv2d_params_max
0.672 0.007 0.007 0.000% 0.006% Const mixed/tower/conv/Conv2D_bn_offset_quint8_const
0.682 0.007 0.007 0.000% 0.006% Const mixed/tower/conv/Conv2D_bn_offset_min
0.692 0.006 0.006 0.000% 0.006% Const mixed/tower/conv/Conv2D_bn_offset_max
0.702 0.007 0.007 0.000% 0.006% Const mixed/tower/conv_1/conv2d_params_quint8_const
0.713 0.006 0.006 0.000% 0.006% Const mixed/tower/conv_1/conv2d_params_min
0.722 0.006 0.006 0.000% 0.006% Const mixed/tower/conv_1/conv2d_params_max
0.732 0.007 0.007 0.000% 0.006% Const mixed/tower/conv_1/Conv2D_bn_offset_quint8_const
0.742 0.007 0.007 0.000% 0.006% Const mixed/tower/conv_1/Conv2D_bn_offset_min
0.752 0.006 0.006 0.000% 0.006% Const mixed/tower/conv_1/Conv2D_bn_offset_max
0.762 0.007 0.007 0.000% 0.006% Const mixed/tower_1/conv/conv2d_params_quint8_const
0.773 0.006 0.006 0.000% 0.006% Const mixed/tower_1/conv/conv2d_params_min
0.782 0.007 0.007 0.000% 0.006% Const mixed/tower_1/conv/conv2d_params_max
0.792 0.007 0.007 0.000% 0.006% Const mixed/tower_1/conv/Conv2D_bn_offset_quint8_const
0.803 0.006 0.006 0.000% 0.006% Const mixed/tower_1/conv/Conv2D_bn_offset_min
0.812 0.007 0.007 0.000% 0.006% Const mixed/tower_1/conv/Conv2D_bn_offset_max
0.822 0.008 0.008 0.000% 0.006% Const mixed/tower_1/conv_1/conv2d_params_quint8_const
0.833 0.006 0.006 0.000% 0.006% Const mixed/tower_1/conv_1/conv2d_params_min
0.843 0.006 0.006 0.000% 0.006% Const mixed/tower_1/conv_1/conv2d_params_max
0.853 0.006 0.006 0.000% 0.006% Const mixed/tower_1/conv_1/Conv2D_bn_offset_quint8_const
0.863 0.006 0.006 0.000% 0.006% Const mixed/tower_1/conv_1/Conv2D_bn_offset_min
0.872 0.007 0.007 0.000% 0.006% Const mixed/tower_1/conv_1/Conv2D_bn_offset_max
0.883 0.008 0.008 0.000% 0.006% Const mixed/tower_1/conv_2/conv2d_params_quint8_const
0.894 0.007 0.007 0.000% 0.006% Const mixed/tower_1/conv_2/conv2d_params_min
0.904 0.006 0.006 0.000% 0.006% Const mixed/tower_1/conv_2/conv2d_params_max
0.913 0.007 0.007 0.000% 0.006% Const mixed/tower_1/conv_2/Conv2D_bn_offset_quint8_const
0.924 0.006 0.006 0.000% 0.006% Const mixed/tower_1/conv_2/Conv2D_bn_offset_min
0.933 0.007 0.007 0.000% 0.006% Const mixed/tower_1/conv_2/Conv2D_bn_offset_max
0.943 0.009 0.009 0.000% 0.006% Const mixed/tower_2/conv/conv2d_params_quint8_const
0.955 0.004 0.004 0.000% 0.006% Const mixed/tower_2/conv/conv2d_params_min
0.961 0.005 0.005 0.000% 0.006% Const mixed/tower_2/conv/conv2d_params_max
0.968 0.005 0.005 0.000% 0.006% Const mixed/tower_2/conv/Conv2D_bn_offset_quint8_const
0.975 0.004 0.004 0.000% 0.006% Const mixed/tower_2/conv/Conv2D_bn_offset_min
0.981 0.004 0.004 0.000% 0.006% Const mixed/tower_2/conv/Conv2D_bn_offset_max
0.988 0.005 0.005 0.000% 0.006% Const mixed_1/conv/conv2d_params_quint8_const
0.996 0.004 0.004 0.000% 0.006% Const mixed_1/conv/conv2d_params_min
1.002 0.004 0.004 0.000% 0.006% Const mixed_1/conv/conv2d_params_max
1.008 0.005 0.005 0.000% 0.006% Const mixed_1/conv/Conv2D_bn_offset_quint8_const
1.015 0.004 0.004 0.000% 0.006% Const mixed_1/conv/Conv2D_bn_offset_min
1.022 0.004 0.004 0.000% 0.006% Const mixed_1/conv/Conv2D_bn_offset_max
1.028 0.006 0.006 0.000% 0.006% Const mixed_1/tower/conv/conv2d_params_quint8_const
1.033 5.525 5.525 0.019% 0.025% QuantizeV2 conv/Conv2D_eightbit_quantize_Mul
1.036 0.004 0.004 0.000% 0.025% Const mixed_1/tower/conv/conv2d_params_min
1.043 0.004 0.004 0.000% 0.025% Const mixed_1/tower/conv/conv2d_params_max
1.049 0.004 0.004 0.000% 0.025% Const mixed_1/tower/conv/Conv2D_bn_offset_quint8_const
1.056 0.004 0.004 0.000% 0.025% Const mixed_1/tower/conv/Conv2D_bn_offset_min
1.062 0.005 0.005 0.000% 0.025% Const mixed_1/tower/conv/Conv2D_bn_offset_max
1.069 0.005 0.005 0.000% 0.025% Const mixed_1/tower/conv_1/conv2d_params_quint8_const
1.076 0.004 0.004 0.000% 0.025% Const mixed_1/tower/conv_1/conv2d_params_min
1.082 0.005 0.005 0.000% 0.025% Const mixed_1/tower/conv_1/conv2d_params_max
1.089 0.005 0.005 0.000% 0.025% Const mixed_1/tower/conv_1/Conv2D_bn_offset_quint8_const
1.096 0.004 0.004 0.000% 0.025% Const mixed_1/tower/conv_1/Conv2D_bn_offset_min
1.103 0.006 0.006 0.000% 0.025% Const mixed_1/tower/conv_1/Conv2D_bn_offset_max
1.112 0.009 0.009 0.000% 0.025% Const mixed_1/tower_1/conv/conv2d_params_quint8_const
1.125 0.006 0.006 0.000% 0.025% Const mixed_1/tower_1/conv/conv2d_params_min
1.135 0.007 0.007 0.000% 0.025% Const mixed_1/tower_1/conv/conv2d_params_max
1.146 0.007 0.007 0.000% 0.025% Const mixed_1/tower_1/conv/Conv2D_bn_offset_quint8_const
1.156 0.007 0.007 0.000% 0.025% Const mixed_1/tower_1/conv/Conv2D_bn_offset_min
1.167 0.006 0.006 0.000% 0.025% Const mixed_1/tower_1/conv/Conv2D_bn_offset_max
1.177 0.008 0.008 0.000% 0.025% Const mixed_1/tower_1/conv_1/conv2d_params_quint8_const
1.188 0.007 0.007 0.000% 0.026% Const mixed_1/tower_1/conv_1/conv2d_params_min
1.199 0.006 0.006 0.000% 0.026% Const mixed_1/tower_1/conv_1/conv2d_params_max
1.209 0.007 0.007 0.000% 0.026% Const mixed_1/tower_1/conv_1/Conv2D_bn_offset_quint8_const
1.219 0.007 0.007 0.000% 0.026% Const mixed_1/tower_1/conv_1/Conv2D_bn_offset_min
1.229 0.007 0.007 0.000% 0.026% Const mixed_1/tower_1/conv_1/Conv2D_bn_offset_max
1.239 0.008 0.008 0.000% 0.026% Const mixed_1/tower_1/conv_2/conv2d_params_quint8_const
1.251 0.006 0.006 0.000% 0.026% Const mixed_1/tower_1/conv_2/conv2d_params_min
1.261 0.006 0.006 0.000% 0.026% Const mixed_1/tower_1/conv_2/conv2d_params_max
1.271 0.007 0.007 0.000% 0.026% Const mixed_1/tower_1/conv_2/Conv2D_bn_offset_quint8_const
1.281 0.007 0.007 0.000% 0.026% Const mixed_1/tower_1/conv_2/Conv2D_bn_offset_min
1.292 0.007 0.007 0.000% 0.026% Const mixed_1/tower_1/conv_2/Conv2D_bn_offset_max
1.302 0.008 0.008 0.000% 0.026% Const mixed_1/tower_2/conv/conv2d_params_quint8_const
1.313 0.007 0.007 0.000% 0.026% Const mixed_1/tower_2/conv/conv2d_params_min
1.323 0.007 0.007 0.000% 0.026% Const mixed_1/tower_2/conv/conv2d_params_max
1.333 0.007 0.007 0.000% 0.026% Const mixed_1/tower_2/conv/Conv2D_bn_offset_quint8_const
1.344 0.007 0.007 0.000% 0.026% Const mixed_1/tower_2/conv/Conv2D_bn_offset_min
1.354 0.007 0.007 0.000% 0.026% Const mixed_1/tower_2/conv/Conv2D_bn_offset_max
1.364 0.008 0.008 0.000% 0.026% Const mixed_2/conv/conv2d_params_quint8_const
1.376 0.006 0.006 0.000% 0.026% Const mixed_2/conv/conv2d_params_min
1.386 0.006 0.006 0.000% 0.026% Const mixed_2/conv/conv2d_params_max
1.396 0.007 0.007 0.000% 0.026% Const mixed_2/conv/Conv2D_bn_offset_quint8_const
1.406 0.007 0.007 0.000% 0.026% Const mixed_2/conv/Conv2D_bn_offset_min
1.417 0.006 0.006 0.000% 0.026% Const mixed_2/conv/Conv2D_bn_offset_max
1.427 0.008 0.008 0.000% 0.026% Const mixed_2/tower/conv/conv2d_params_quint8_const
1.438 0.007 0.007 0.000% 0.026% Const mixed_2/tower/conv/conv2d_params_min
1.449 0.007 0.007 0.000% 0.026% Const mixed_2/tower/conv/conv2d_params_max
1.459 0.008 0.008 0.000% 0.026% Const mixed_2/tower/conv/Conv2D_bn_offset_quint8_const
1.470 0.007 0.007 0.000% 0.026% Const mixed_2/tower/conv/Conv2D_bn_offset_min
1.480 0.007 0.007 0.000% 0.026% Const mixed_2/tower/conv/Conv2D_bn_offset_max
1.490 0.008 0.008 0.000% 0.026% Const mixed_2/tower/conv_1/conv2d_params_quint8_const
1.501 0.007 0.007 0.000% 0.026% Const mixed_2/tower/conv_1/conv2d_params_min
1.512 0.006 0.006 0.000% 0.026% Const mixed_2/tower/conv_1/conv2d_params_max
1.522 0.007 0.007 0.000% 0.026% Const mixed_2/tower/conv_1/Conv2D_bn_offset_quint8_const
1.532 0.007 0.007 0.000% 0.026% Const mixed_2/tower/conv_1/Conv2D_bn_offset_min
1.542 0.007 0.007 0.000% 0.026% Const mixed_2/tower/conv_1/Conv2D_bn_offset_max
1.552 0.008 0.008 0.000% 0.026% Const mixed_2/tower_1/conv/conv2d_params_quint8_const
1.564 0.006 0.006 0.000% 0.026% Const mixed_2/tower_1/conv/conv2d_params_min
1.574 0.006 0.006 0.000% 0.026% Const mixed_2/tower_1/conv/conv2d_params_max
1.584 0.007 0.007 0.000% 0.026% Const mixed_2/tower_1/conv/Conv2D_bn_offset_quint8_const
1.594 0.007 0.007 0.000% 0.026% Const mixed_2/tower_1/conv/Conv2D_bn_offset_min
1.605 0.006 0.006 0.000% 0.026% Const mixed_2/tower_1/conv/Conv2D_bn_offset_max
1.615 0.008 0.008 0.000% 0.026% Const mixed_2/tower_1/conv_1/conv2d_params_quint8_const
1.626 0.007 0.007 0.000% 0.027% Const mixed_2/tower_1/conv_1/conv2d_params_min
1.636 0.007 0.007 0.000% 0.027% Const mixed_2/tower_1/conv_1/conv2d_params_max
1.646 0.007 0.007 0.000% 0.027% Const mixed_2/tower_1/conv_1/Conv2D_bn_offset_quint8_const
1.657 0.007 0.007 0.000% 0.027% Const mixed_2/tower_1/conv_1/Conv2D_bn_offset_min
1.667 0.007 0.007 0.000% 0.027% Const mixed_2/tower_1/conv_1/Conv2D_bn_offset_max
1.677 0.008 0.008 0.000% 0.027% Const mixed_2/tower_1/conv_2/conv2d_params_quint8_const
1.688 0.007 0.007 0.000% 0.027% Const mixed_2/tower_1/conv_2/conv2d_params_min
1.698 0.007 0.007 0.000% 0.027% Const mixed_2/tower_1/conv_2/conv2d_params_max
1.708 0.008 0.008 0.000% 0.027% Const mixed_2/tower_1/conv_2/Conv2D_bn_offset_quint8_const
1.719 0.006 0.006 0.000% 0.027% Const mixed_2/tower_1/conv_2/Conv2D_bn_offset_min
1.729 0.006 0.006 0.000% 0.027% Const mixed_2/tower_1/conv_2/Conv2D_bn_offset_max
1.739 0.008 0.008 0.000% 0.027% Const mixed_2/tower_2/conv/conv2d_params_quint8_const
1.750 0.007 0.007 0.000% 0.027% Const mixed_2/tower_2/conv/conv2d_params_min
1.760 0.007 0.007 0.000% 0.027% Const mixed_2/tower_2/conv/conv2d_params_max
1.770 0.008 0.008 0.000% 0.027% Const mixed_2/tower_2/conv/Conv2D_bn_offset_quint8_const
1.781 0.007 0.007 0.000% 0.027% Const mixed_2/tower_2/conv/Conv2D_bn_offset_min
1.792 0.006 0.006 0.000% 0.027% Const mixed_2/tower_2/conv/Conv2D_bn_offset_max
1.801 0.008 0.008 0.000% 0.027% Const mixed_3/conv/conv2d_params_quint8_const
1.813 0.006 0.006 0.000% 0.027% Const mixed_3/conv/conv2d_params_min
1.823 0.007 0.007 0.000% 0.027% Const mixed_3/conv/conv2d_params_max
1.833 0.007 0.007 0.000% 0.027% Const mixed_3/conv/Conv2D_bn_offset_quint8_const
1.844 0.006 0.006 0.000% 0.027% Const mixed_3/conv/Conv2D_bn_offset_min
1.854 0.006 0.006 0.000% 0.027% Const mixed_3/conv/Conv2D_bn_offset_max
1.864 0.008 0.008 0.000% 0.027% Const mixed_3/tower/conv/conv2d_params_quint8_const
1.875 0.007 0.007 0.000% 0.027% Const mixed_3/tower/conv/conv2d_params_min
1.885 0.007 0.007 0.000% 0.027% Const mixed_3/tower/conv/conv2d_params_max
1.895 0.008 0.008 0.000% 0.027% Const mixed_3/tower/conv/Conv2D_bn_offset_quint8_const
1.906 0.007 0.007 0.000% 0.027% Const mixed_3/tower/conv/Conv2D_bn_offset_min
1.916 0.007 0.007 0.000% 0.027% Const mixed_3/tower/conv/Conv2D_bn_offset_max
1.926 0.009 0.009 0.000% 0.027% Const mixed_3/tower/conv_1/conv2d_params_quint8_const
1.938 0.007 0.007 0.000% 0.027% Const mixed_3/tower/conv_1/conv2d_params_min
1.948 0.007 0.007 0.000% 0.027% Const mixed_3/tower/conv_1/conv2d_params_max
1.958 0.007 0.007 0.000% 0.027% Const mixed_3/tower/conv_1/Conv2D_bn_offset_quint8_const
1.968 0.007 0.007 0.000% 0.027% Const mixed_3/tower/conv_1/Conv2D_bn_offset_min
1.979 0.006 0.006 0.000% 0.027% Const mixed_3/tower/conv_1/Conv2D_bn_offset_max
1.989 0.008 0.008 0.000% 0.027% Const mixed_3/tower/conv_2/conv2d_params_quint8_const
2.000 0.007 0.007 0.000% 0.027% Const mixed_3/tower/conv_2/conv2d_params_min
2.010 0.007 0.007 0.000% 0.027% Const mixed_3/tower/conv_2/conv2d_params_max
2.020 0.007 0.007 0.000% 0.027% Const mixed_3/tower/conv_2/Conv2D_bn_offset_quint8_const
2.031 0.007 0.007 0.000% 0.027% Const mixed_3/tower/conv_2/Conv2D_bn_offset_min
2.041 0.007 0.007 0.000% 0.027% Const mixed_3/tower/conv_2/Conv2D_bn_offset_max
2.051 0.008 0.008 0.000% 0.027% Const mixed_4/conv/conv2d_params_quint8_const
2.063 0.007 0.007 0.000% 0.028% Const mixed_4/conv/conv2d_params_min
2.073 0.007 0.007 0.000% 0.028% Const mixed_4/conv/conv2d_params_max
2.083 0.008 0.008 0.000% 0.028% Const mixed_4/conv/Conv2D_bn_offset_quint8_const
2.094 0.007 0.007 0.000% 0.028% Const mixed_4/conv/Conv2D_bn_offset_min
2.104 0.007 0.007 0.000% 0.028% Const mixed_4/conv/Conv2D_bn_offset_max
2.114 0.008 0.008 0.000% 0.028% Const mixed_4/tower/conv/conv2d_params_quint8_const
2.128 0.007 0.007 0.000% 0.028% Const mixed_4/tower/conv/conv2d_params_min
2.138 0.007 0.007 0.000% 0.028% Const mixed_4/tower/conv/conv2d_params_max
2.149 0.007 0.007 0.000% 0.028% Const mixed_4/tower/conv/Conv2D_bn_offset_quint8_const
2.160 0.006 0.006 0.000% 0.028% Const mixed_4/tower/conv/Conv2D_bn_offset_min
2.169 0.007 0.007 0.000% 0.028% Const mixed_4/tower/conv/Conv2D_bn_offset_max
2.180 0.008 0.008 0.000% 0.028% Const mixed_4/tower/conv_1/conv2d_params_quint8_const
2.191 0.007 0.007 0.000% 0.028% Const mixed_4/tower/conv_1/conv2d_params_min
2.202 0.006 0.006 0.000% 0.028% Const mixed_4/tower/conv_1/conv2d_params_max
2.212 0.007 0.007 0.000% 0.028% Const mixed_4/tower/conv_1/Conv2D_bn_offset_quint8_const
2.222 0.007 0.007 0.000% 0.028% Const mixed_4/tower/conv_1/Conv2D_bn_offset_min
2.232 0.007 0.007 0.000% 0.028% Const mixed_4/tower/conv_1/Conv2D_bn_offset_max
2.242 0.009 0.009 0.000% 0.028% Const mixed_4/tower/conv_2/conv2d_params_quint8_const
2.254 0.007 0.007 0.000% 0.028% Const mixed_4/tower/conv_2/conv2d_params_min
2.264 0.007 0.007 0.000% 0.028% Const mixed_4/tower/conv_2/conv2d_params_max
2.274 0.007 0.007 0.000% 0.028% Const mixed_4/tower/conv_2/Conv2D_bn_offset_quint8_const
2.285 0.006 0.006 0.000% 0.028% Const mixed_4/tower/conv_2/Conv2D_bn_offset_min
2.295 0.006 0.006 0.000% 0.028% Const mixed_4/tower/conv_2/Conv2D_bn_offset_max
2.305 0.008 0.008 0.000% 0.028% Const mixed_4/tower_1/conv/conv2d_params_quint8_const
2.316 0.007 0.007 0.000% 0.028% Const mixed_4/tower_1/conv/conv2d_params_min
2.326 0.007 0.007 0.000% 0.028% Const mixed_4/tower_1/conv/conv2d_params_max
2.336 0.007 0.007 0.000% 0.028% Const mixed_4/tower_1/conv/Conv2D_bn_offset_quint8_const
2.347 0.007 0.007 0.000% 0.028% Const mixed_4/tower_1/conv/Conv2D_bn_offset_min
2.357 0.007 0.007 0.000% 0.028% Const mixed_4/tower_1/conv/Conv2D_bn_offset_max
2.367 0.008 0.008 0.000% 0.028% Const mixed_4/tower_1/conv_1/conv2d_params_quint8_const
2.378 0.007 0.007 0.000% 0.028% Const mixed_4/tower_1/conv_1/conv2d_params_min
2.389 0.006 0.006 0.000% 0.028% Const mixed_4/tower_1/conv_1/conv2d_params_max
2.398 0.008 0.008 0.000% 0.028% Const mixed_4/tower_1/conv_1/Conv2D_bn_offset_quint8_const
2.409 0.007 0.007 0.000% 0.028% Const mixed_4/tower_1/conv_1/Conv2D_bn_offset_min
2.419 0.007 0.007 0.000% 0.028% Const mixed_4/tower_1/conv_1/Conv2D_bn_offset_max
2.429 0.008 0.008 0.000% 0.028% Const mixed_4/tower_1/conv_2/conv2d_params_quint8_const
2.440 0.007 0.007 0.000% 0.028% Const mixed_4/tower_1/conv_2/conv2d_params_min
2.451 0.006 0.006 0.000% 0.028% Const mixed_4/tower_1/conv_2/conv2d_params_max
2.461 0.007 0.007 0.000% 0.028% Const mixed_4/tower_1/conv_2/Conv2D_bn_offset_quint8_const
2.471 0.007 0.007 0.000% 0.028% Const mixed_4/tower_1/conv_2/Conv2D_bn_offset_min
2.482 0.006 0.006 0.000% 0.028% Const mixed_4/tower_1/conv_2/Conv2D_bn_offset_max
2.491 0.008 0.008 0.000% 0.029% Const mixed_4/tower_1/conv_3/conv2d_params_quint8_const
2.503 0.006 0.006 0.000% 0.029% Const mixed_4/tower_1/conv_3/conv2d_params_min
2.513 0.006 0.006 0.000% 0.029% Const mixed_4/tower_1/conv_3/conv2d_params_max
2.523 0.007 0.007 0.000% 0.029% Const mixed_4/tower_1/conv_3/Conv2D_bn_offset_quint8_const
2.534 0.007 0.007 0.000% 0.029% Const mixed_4/tower_1/conv_3/Conv2D_bn_offset_min
2.544 0.007 0.007 0.000% 0.029% Const mixed_4/tower_1/conv_3/Conv2D_bn_offset_max
2.554 0.008 0.008 0.000% 0.029% Const mixed_4/tower_1/conv_4/conv2d_params_quint8_const
2.565 0.007 0.007 0.000% 0.029% Const mixed_4/tower_1/conv_4/conv2d_params_min
2.575 0.007 0.007 0.000% 0.029% Const mixed_4/tower_1/conv_4/conv2d_params_max
2.585 0.007 0.007 0.000% 0.029% Const mixed_4/tower_1/conv_4/Conv2D_bn_offset_quint8_const
2.596 0.006 0.006 0.000% 0.029% Const mixed_4/tower_1/conv_4/Conv2D_bn_offset_min
2.606 0.006 0.006 0.000% 0.029% Const mixed_4/tower_1/conv_4/Conv2D_bn_offset_max
2.615 0.008 0.008 0.000% 0.029% Const mixed_4/tower_2/conv/conv2d_params_quint8_const
2.627 0.007 0.007 0.000% 0.029% Const mixed_4/tower_2/conv/conv2d_params_min
2.637 0.007 0.007 0.000% 0.029% Const mixed_4/tower_2/conv/conv2d_params_max
2.647 0.007 0.007 0.000% 0.029% Const mixed_4/tower_2/conv/Conv2D_bn_offset_quint8_const
2.658 0.007 0.007 0.000% 0.029% Const mixed_4/tower_2/conv/Conv2D_bn_offset_min
2.668 0.007 0.007 0.000% 0.029% Const mixed_4/tower_2/conv/Conv2D_bn_offset_max
2.678 0.008 0.008 0.000% 0.029% Const mixed_5/conv/conv2d_params_quint8_const
2.689 0.007 0.007 0.000% 0.029% Const mixed_5/conv/conv2d_params_min
2.699 0.007 0.007 0.000% 0.029% Const mixed_5/conv/conv2d_params_max
2.709 0.008 0.008 0.000% 0.029% Const mixed_5/conv/Conv2D_bn_offset_quint8_const
2.720 0.007 0.007 0.000% 0.029% Const mixed_5/conv/Conv2D_bn_offset_min
2.730 0.007 0.007 0.000% 0.029% Const mixed_5/conv/Conv2D_bn_offset_max
2.740 0.008 0.008 0.000% 0.029% Const mixed_5/tower/conv/conv2d_params_quint8_const
2.752 0.006 0.006 0.000% 0.029% Const mixed_5/tower/conv/conv2d_params_min
2.761 0.007 0.007 0.000% 0.029% Const mixed_5/tower/conv/conv2d_params_max
2.771 0.008 0.008 0.000% 0.029% Const mixed_5/tower/conv/Conv2D_bn_offset_quint8_const
2.783 0.007 0.007 0.000% 0.029% Const mixed_5/tower/conv/Conv2D_bn_offset_min
2.793 0.007 0.007 0.000% 0.029% Const mixed_5/tower/conv/Conv2D_bn_offset_max
2.803 0.008 0.008 0.000% 0.029% Const mixed_5/tower/conv_1/conv2d_params_quint8_const
2.814 0.007 0.007 0.000% 0.029% Const mixed_5/tower/conv_1/conv2d_params_min
2.825 0.006 0.006 0.000% 0.029% Const mixed_5/tower/conv_1/conv2d_params_max
2.834 0.008 0.008 0.000% 0.029% Const mixed_5/tower/conv_1/Conv2D_bn_offset_quint8_const
2.845 0.007 0.007 0.000% 0.029% Const mixed_5/tower/conv_1/Conv2D_bn_offset_min
2.855 0.007 0.007 0.000% 0.029% Const mixed_5/tower/conv_1/Conv2D_bn_offset_max
2.865 0.008 0.008 0.000% 0.029% Const mixed_5/tower/conv_2/conv2d_params_quint8_const
2.876 0.007 0.007 0.000% 0.029% Const mixed_5/tower/conv_2/conv2d_params_min
2.886 0.007 0.007 0.000% 0.029% Const mixed_5/tower/conv_2/conv2d_params_max
2.896 0.007 0.007 0.000% 0.029% Const mixed_5/tower/conv_2/Conv2D_bn_offset_quint8_const
2.906 0.007 0.007 0.000% 0.029% Const mixed_5/tower/conv_2/Conv2D_bn_offset_min
2.916 0.007 0.007 0.000% 0.029% Const mixed_5/tower/conv_2/Conv2D_bn_offset_max
2.926 0.008 0.008 0.000% 0.030% Const mixed_5/tower_1/conv/conv2d_params_quint8_const
2.938 0.006 0.006 0.000% 0.030% Const mixed_5/tower_1/conv/conv2d_params_min
2.948 0.006 0.006 0.000% 0.030% Const mixed_5/tower_1/conv/conv2d_params_max
2.958 0.007 0.007 0.000% 0.030% Const mixed_5/tower_1/conv/Conv2D_bn_offset_quint8_const
2.968 0.007 0.007 0.000% 0.030% Const mixed_5/tower_1/conv/Conv2D_bn_offset_min
2.978 0.007 0.007 0.000% 0.030% Const mixed_5/tower_1/conv/Conv2D_bn_offset_max
2.988 0.008 0.008 0.000% 0.030% Const mixed_5/tower_1/conv_1/conv2d_params_quint8_const
2.999 0.007 0.007 0.000% 0.030% Const mixed_5/tower_1/conv_1/conv2d_params_min
3.009 0.006 0.006 0.000% 0.030% Const mixed_5/tower_1/conv_1/conv2d_params_max
3.019 0.007 0.007 0.000% 0.030% Const mixed_5/tower_1/conv_1/Conv2D_bn_offset_quint8_const
3.029 0.007 0.007 0.000% 0.030% Const mixed_5/tower_1/conv_1/Conv2D_bn_offset_min
3.039 0.007 0.007 0.000% 0.030% Const mixed_5/tower_1/conv_1/Conv2D_bn_offset_max
3.049 0.008 0.008 0.000% 0.030% Const mixed_5/tower_1/conv_2/conv2d_params_quint8_const
3.061 0.006 0.006 0.000% 0.030% Const mixed_5/tower_1/conv_2/conv2d_params_min
3.070 0.007 0.007 0.000% 0.030% Const mixed_5/tower_1/conv_2/conv2d_params_max
3.080 0.008 0.008 0.000% 0.030% Const mixed_5/tower_1/conv_2/Conv2D_bn_offset_quint8_const
3.091 0.007 0.007 0.000% 0.030% Const mixed_5/tower_1/conv_2/Conv2D_bn_offset_min
3.101 0.007 0.007 0.000% 0.030% Const mixed_5/tower_1/conv_2/Conv2D_bn_offset_max
3.111 0.008 0.008 0.000% 0.030% Const mixed_5/tower_1/conv_3/conv2d_params_quint8_const
3.122 0.007 0.007 0.000% 0.030% Const mixed_5/tower_1/conv_3/conv2d_params_min
3.132 0.007 0.007 0.000% 0.030% Const mixed_5/tower_1/conv_3/conv2d_params_max
3.143 0.007 0.007 0.000% 0.030% Const mixed_5/tower_1/conv_3/Conv2D_bn_offset_quint8_const
3.154 0.006 0.006 0.000% 0.030% Const mixed_5/tower_1/conv_3/Conv2D_bn_offset_min
3.164 0.006 0.006 0.000% 0.030% Const mixed_5/tower_1/conv_3/Conv2D_bn_offset_max
3.174 0.008 0.008 0.000% 0.030% Const mixed_5/tower_1/conv_4/conv2d_params_quint8_const
3.185 0.007 0.007 0.000% 0.030% Const mixed_5/tower_1/conv_4/conv2d_params_min
3.195 0.007 0.007 0.000% 0.030% Const mixed_5/tower_1/conv_4/conv2d_params_max
3.205 0.008 0.008 0.000% 0.030% Const mixed_5/tower_1/conv_4/Conv2D_bn_offset_quint8_const
3.216 0.007 0.007 0.000% 0.030% Const mixed_5/tower_1/conv_4/Conv2D_bn_offset_min
3.226 0.007 0.007 0.000% 0.030% Const mixed_5/tower_1/conv_4/Conv2D_bn_offset_max
3.236 0.008 0.008 0.000% 0.030% Const mixed_5/tower_2/conv/conv2d_params_quint8_const
3.248 0.007 0.007 0.000% 0.030% Const mixed_5/tower_2/conv/conv2d_params_min
3.258 0.007 0.007 0.000% 0.030% Const mixed_5/tower_2/conv/conv2d_params_max
3.268 0.007 0.007 0.000% 0.030% Const mixed_5/tower_2/conv/Conv2D_bn_offset_quint8_const
3.279 0.006 0.006 0.000% 0.030% Const mixed_5/tower_2/conv/Conv2D_bn_offset_min
3.289 0.006 0.006 0.000% 0.030% Const mixed_5/tower_2/conv/Conv2D_bn_offset_max
3.299 0.008 0.008 0.000% 0.030% Const mixed_6/conv/conv2d_params_quint8_const
3.310 0.007 0.007 0.000% 0.030% Const mixed_6/conv/conv2d_params_min
3.321 0.006 0.006 0.000% 0.030% Const mixed_6/conv/conv2d_params_max
3.331 0.007 0.007 0.000% 0.030% Const mixed_6/conv/Conv2D_bn_offset_quint8_const
3.341 0.007 0.007 0.000% 0.030% Const mixed_6/conv/Conv2D_bn_offset_min
3.351 0.007 0.007 0.000% 0.030% Const mixed_6/conv/Conv2D_bn_offset_max
3.361 0.008 0.008 0.000% 0.031% Const mixed_6/tower/conv/conv2d_params_quint8_const
3.373 0.007 0.007 0.000% 0.031% Const mixed_6/tower/conv/conv2d_params_min
3.383 0.007 0.007 0.000% 0.031% Const mixed_6/tower/conv/conv2d_params_max
3.393 0.008 0.008 0.000% 0.031% Const mixed_6/tower/conv/Conv2D_bn_offset_quint8_const
3.404 0.006 0.006 0.000% 0.031% Const mixed_6/tower/conv/Conv2D_bn_offset_min
3.414 0.006 0.006 0.000% 0.031% Const mixed_6/tower/conv/Conv2D_bn_offset_max
3.424 0.008 0.008 0.000% 0.031% Const mixed_6/tower/conv_1/conv2d_params_quint8_const
3.435 0.007 0.007 0.000% 0.031% Const mixed_6/tower/conv_1/conv2d_params_min
3.446 0.006 0.006 0.000% 0.031% Const mixed_6/tower/conv_1/conv2d_params_max
3.456 0.007 0.007 0.000% 0.031% Const mixed_6/tower/conv_1/Conv2D_bn_offset_quint8_const
3.466 0.007 0.007 0.000% 0.031% Const mixed_6/tower/conv_1/Conv2D_bn_offset_min
3.476 0.007 0.007 0.000% 0.031% Const mixed_6/tower/conv_1/Conv2D_bn_offset_max
3.486 0.008 0.008 0.000% 0.031% Const mixed_6/tower/conv_2/conv2d_params_quint8_const
3.497 0.007 0.007 0.000% 0.031% Const mixed_6/tower/conv_2/conv2d_params_min
3.508 0.006 0.006 0.000% 0.031% Const mixed_6/tower/conv_2/conv2d_params_max
3.518 0.007 0.007 0.000% 0.031% Const mixed_6/tower/conv_2/Conv2D_bn_offset_quint8_const
3.528 0.007 0.007 0.000% 0.031% Const mixed_6/tower/conv_2/Conv2D_bn_offset_min
3.539 0.006 0.006 0.000% 0.031% Const mixed_6/tower/conv_2/Conv2D_bn_offset_max
3.549 0.008 0.008 0.000% 0.031% Const mixed_6/tower_1/conv/conv2d_params_quint8_const
3.560 0.007 0.007 0.000% 0.031% Const mixed_6/tower_1/conv/conv2d_params_min
3.570 0.006 0.006 0.000% 0.031% Const mixed_6/tower_1/conv/conv2d_params_max
3.580 0.007 0.007 0.000% 0.031% Const mixed_6/tower_1/conv/Conv2D_bn_offset_quint8_const
3.590 0.007 0.007 0.000% 0.031% Const mixed_6/tower_1/conv/Conv2D_bn_offset_min
3.600 0.007 0.007 0.000% 0.031% Const mixed_6/tower_1/conv/Conv2D_bn_offset_max
3.610 0.008 0.008 0.000% 0.031% Const mixed_6/tower_1/conv_1/conv2d_params_quint8_const
3.621 0.007 0.007 0.000% 0.031% Const mixed_6/tower_1/conv_1/conv2d_params_min
3.631 0.007 0.007 0.000% 0.031% Const mixed_6/tower_1/conv_1/conv2d_params_max
3.641 0.007 0.007 0.000% 0.031% Const mixed_6/tower_1/conv_1/Conv2D_bn_offset_quint8_const
3.652 0.007 0.007 0.000% 0.031% Const mixed_6/tower_1/conv_1/Conv2D_bn_offset_min
3.662 0.007 0.007 0.000% 0.031% Const mixed_6/tower_1/conv_1/Conv2D_bn_offset_max
3.672 0.008 0.008 0.000% 0.031% Const mixed_6/tower_1/conv_2/conv2d_params_quint8_const
3.684 0.006 0.006 0.000% 0.031% Const mixed_6/tower_1/conv_2/conv2d_params_min
3.694 0.006 0.006 0.000% 0.031% Const mixed_6/tower_1/conv_2/conv2d_params_max
3.704 0.007 0.007 0.000% 0.031% Const mixed_6/tower_1/conv_2/Conv2D_bn_offset_quint8_const
3.714 0.007 0.007 0.000% 0.031% Const mixed_6/tower_1/conv_2/Conv2D_bn_offset_min
3.724 0.007 0.007 0.000% 0.031% Const mixed_6/tower_1/conv_2/Conv2D_bn_offset_max
3.734 0.008 0.008 0.000% 0.031% Const mixed_6/tower_1/conv_3/conv2d_params_quint8_const
3.746 0.006 0.006 0.000% 0.031% Const mixed_6/tower_1/conv_3/conv2d_params_min
3.756 0.007 0.007 0.000% 0.031% Const mixed_6/tower_1/conv_3/conv2d_params_max
3.766 0.007 0.007 0.000% 0.031% Const mixed_6/tower_1/conv_3/Conv2D_bn_offset_quint8_const
3.777 0.007 0.007 0.000% 0.031% Const mixed_6/tower_1/conv_3/Conv2D_bn_offset_min
3.787 0.007 0.007 0.000% 0.031% Const mixed_6/tower_1/conv_3/Conv2D_bn_offset_max
3.797 0.008 0.008 0.000% 0.032% Const mixed_6/tower_1/conv_4/conv2d_params_quint8_const
3.808 0.007 0.007 0.000% 0.032% Const mixed_6/tower_1/conv_4/conv2d_params_min
3.818 0.007 0.007 0.000% 0.032% Const mixed_6/tower_1/conv_4/conv2d_params_max
3.828 0.007 0.007 0.000% 0.032% Const mixed_6/tower_1/conv_4/Conv2D_bn_offset_quint8_const
3.839 0.006 0.006 0.000% 0.032% Const mixed_6/tower_1/conv_4/Conv2D_bn_offset_min
3.849 0.006 0.006 0.000% 0.032% Const mixed_6/tower_1/conv_4/Conv2D_bn_offset_max
3.858 0.009 0.009 0.000% 0.032% Const mixed_6/tower_2/conv/conv2d_params_quint8_const
3.870 0.007 0.007 0.000% 0.032% Const mixed_6/tower_2/conv/conv2d_params_min
3.880 0.007 0.007 0.000% 0.032% Const mixed_6/tower_2/conv/conv2d_params_max
3.890 0.007 0.007 0.000% 0.032% Const mixed_6/tower_2/conv/Conv2D_bn_offset_quint8_const
3.901 0.006 0.006 0.000% 0.032% Const mixed_6/tower_2/conv/Conv2D_bn_offset_min
3.911 0.006 0.006 0.000% 0.032% Const mixed_6/tower_2/conv/Conv2D_bn_offset_max
3.921 0.008 0.008 0.000% 0.032% Const mixed_7/conv/conv2d_params_quint8_const
3.932 0.007 0.007 0.000% 0.032% Const mixed_7/conv/conv2d_params_min
3.942 0.007 0.007 0.000% 0.032% Const mixed_7/conv/conv2d_params_max
3.952 0.008 0.008 0.000% 0.032% Const mixed_7/conv/Conv2D_bn_offset_quint8_const
3.963 0.007 0.007 0.000% 0.032% Const mixed_7/conv/Conv2D_bn_offset_min
3.973 0.007 0.007 0.000% 0.032% Const mixed_7/conv/Conv2D_bn_offset_max
3.983 0.008 0.008 0.000% 0.032% Const mixed_7/tower/conv/conv2d_params_quint8_const
3.995 0.006 0.006 0.000% 0.032% Const mixed_7/tower/conv/conv2d_params_min
4.005 0.006 0.006 0.000% 0.032% Const mixed_7/tower/conv/conv2d_params_max
4.015 0.007 0.007 0.000% 0.032% Const mixed_7/tower/conv/Conv2D_bn_offset_quint8_const
4.025 0.007 0.007 0.000% 0.032% Const mixed_7/tower/conv/Conv2D_bn_offset_min
4.035 0.007 0.007 0.000% 0.032% Const mixed_7/tower/conv/Conv2D_bn_offset_max
4.045 0.008 0.008 0.000% 0.032% Const mixed_7/tower/conv_1/conv2d_params_quint8_const
4.056 0.007 0.007 0.000% 0.032% Const mixed_7/tower/conv_1/conv2d_params_min
4.066 0.007 0.007 0.000% 0.032% Const mixed_7/tower/conv_1/conv2d_params_max
4.076 0.008 0.008 0.000% 0.032% Const mixed_7/tower/conv_1/Conv2D_bn_offset_quint8_const
4.087 0.007 0.007 0.000% 0.032% Const mixed_7/tower/conv_1/Conv2D_bn_offset_min
4.097 0.007 0.007 0.000% 0.032% Const mixed_7/tower/conv_1/Conv2D_bn_offset_max
4.107 0.008 0.008 0.000% 0.032% Const mixed_7/tower/conv_2/conv2d_params_quint8_const
4.119 0.006 0.006 0.000% 0.032% Const mixed_7/tower/conv_2/conv2d_params_min
4.129 0.006 0.006 0.000% 0.032% Const mixed_7/tower/conv_2/conv2d_params_max
4.139 0.007 0.007 0.000% 0.032% Const mixed_7/tower/conv_2/Conv2D_bn_offset_quint8_const
4.150 0.006 0.006 0.000% 0.032% Const mixed_7/tower/conv_2/Conv2D_bn_offset_min
4.160 0.007 0.007 0.000% 0.032% Const mixed_7/tower/conv_2/Conv2D_bn_offset_max
4.170 0.008 0.008 0.000% 0.032% Const mixed_7/tower_1/conv/conv2d_params_quint8_const
4.182 0.006 0.006 0.000% 0.032% Const mixed_7/tower_1/conv/conv2d_params_min
4.192 0.007 0.007 0.000% 0.032% Const mixed_7/tower_1/conv/conv2d_params_max
4.202 0.007 0.007 0.000% 0.032% Const mixed_7/tower_1/conv/Conv2D_bn_offset_quint8_const
4.213 0.006 0.006 0.000% 0.032% Const mixed_7/tower_1/conv/Conv2D_bn_offset_min
4.223 0.006 0.006 0.000% 0.032% Const mixed_7/tower_1/conv/Conv2D_bn_offset_max
4.233 0.008 0.008 0.000% 0.033% Const mixed_7/tower_1/conv_1/conv2d_params_quint8_const
4.244 0.007 0.007 0.000% 0.033% Const mixed_7/tower_1/conv_1/conv2d_params_min
4.255 0.006 0.006 0.000% 0.033% Const mixed_7/tower_1/conv_1/conv2d_params_max
4.265 0.007 0.007 0.000% 0.033% Const mixed_7/tower_1/conv_1/Conv2D_bn_offset_quint8_const
4.275 0.007 0.007 0.000% 0.033% Const mixed_7/tower_1/conv_1/Conv2D_bn_offset_min
4.285 0.007 0.007 0.000% 0.033% Const mixed_7/tower_1/conv_1/Conv2D_bn_offset_max
4.296 0.007 0.007 0.000% 0.033% Const mixed_7/tower_1/conv_2/conv2d_params_quint8_const
4.307 0.007 0.007 0.000% 0.033% Const mixed_7/tower_1/conv_2/conv2d_params_min
4.317 0.007 0.007 0.000% 0.033% Const mixed_7/tower_1/conv_2/conv2d_params_max
4.327 0.008 0.008 0.000% 0.033% Const mixed_7/tower_1/conv_2/Conv2D_bn_offset_quint8_const
4.338 0.007 0.007 0.000% 0.033% Const mixed_7/tower_1/conv_2/Conv2D_bn_offset_min
4.348 0.007 0.007 0.000% 0.033% Const mixed_7/tower_1/conv_2/Conv2D_bn_offset_max
4.358 0.008 0.008 0.000% 0.033% Const mixed_7/tower_1/conv_3/conv2d_params_quint8_const
4.370 0.006 0.006 0.000% 0.033% Const mixed_7/tower_1/conv_3/conv2d_params_min
4.380 0.006 0.006 0.000% 0.033% Const mixed_7/tower_1/conv_3/conv2d_params_max
4.390 0.007 0.007 0.000% 0.033% Const mixed_7/tower_1/conv_3/Conv2D_bn_offset_quint8_const
4.400 0.007 0.007 0.000% 0.033% Const mixed_7/tower_1/conv_3/Conv2D_bn_offset_min
4.411 0.006 0.006 0.000% 0.033% Const mixed_7/tower_1/conv_3/Conv2D_bn_offset_max
4.421 0.008 0.008 0.000% 0.033% Const mixed_7/tower_1/conv_4/conv2d_params_quint8_const
4.433 0.006 0.006 0.000% 0.033% Const mixed_7/tower_1/conv_4/conv2d_params_min
4.443 0.006 0.006 0.000% 0.033% Const mixed_7/tower_1/conv_4/conv2d_params_max
4.453 0.007 0.007 0.000% 0.033% Const mixed_7/tower_1/conv_4/Conv2D_bn_offset_quint8_const
4.463 0.007 0.007 0.000% 0.033% Const mixed_7/tower_1/conv_4/Conv2D_bn_offset_min
4.474 0.006 0.006 0.000% 0.033% Const mixed_7/tower_1/conv_4/Conv2D_bn_offset_max
4.484 0.008 0.008 0.000% 0.033% Const mixed_7/tower_2/conv/conv2d_params_quint8_const
4.495 0.007 0.007 0.000% 0.033% Const mixed_7/tower_2/conv/conv2d_params_min
4.505 0.007 0.007 0.000% 0.033% Const mixed_7/tower_2/conv/conv2d_params_max
4.516 0.007 0.007 0.000% 0.033% Const mixed_7/tower_2/conv/Conv2D_bn_offset_quint8_const
4.526 0.007 0.007 0.000% 0.033% Const mixed_7/tower_2/conv/Conv2D_bn_offset_min
4.536 0.007 0.007 0.000% 0.033% Const mixed_7/tower_2/conv/Conv2D_bn_offset_max
4.546 0.009 0.009 0.000% 0.033% Const mixed_8/tower/conv/conv2d_params_quint8_const
4.558 0.007 0.007 0.000% 0.033% Const mixed_8/tower/conv/conv2d_params_min
4.568 0.007 0.007 0.000% 0.033% Const mixed_8/tower/conv/conv2d_params_max
4.578 0.007 0.007 0.000% 0.033% Const mixed_8/tower/conv/Conv2D_bn_offset_quint8_const
4.589 0.006 0.006 0.000% 0.033% Const mixed_8/tower/conv/Conv2D_bn_offset_min
4.599 0.006 0.006 0.000% 0.033% Const mixed_8/tower/conv/Conv2D_bn_offset_max
4.609 0.008 0.008 0.000% 0.033% Const mixed_8/tower/conv_1/conv2d_params_quint8_const
4.620 0.007 0.007 0.000% 0.033% Const mixed_8/tower/conv_1/conv2d_params_min
4.630 0.007 0.007 0.000% 0.033% Const mixed_8/tower/conv_1/conv2d_params_max
4.640 0.007 0.007 0.000% 0.033% Const mixed_8/tower/conv_1/Conv2D_bn_offset_quint8_const
4.651 0.007 0.007 0.000% 0.033% Const mixed_8/tower/conv_1/Conv2D_bn_offset_min
4.661 0.006 0.006 0.000% 0.033% Const mixed_8/tower/conv_1/Conv2D_bn_offset_max
4.671 0.008 0.008 0.000% 0.034% Const mixed_8/tower_1/conv/conv2d_params_quint8_const
4.683 0.007 0.007 0.000% 0.034% Const mixed_8/tower_1/conv/conv2d_params_min
4.693 0.006 0.006 0.000% 0.034% Const mixed_8/tower_1/conv/conv2d_params_max
4.703 0.007 0.007 0.000% 0.034% Const mixed_8/tower_1/conv/Conv2D_bn_offset_quint8_const
4.714 0.006 0.006 0.000% 0.034% Const mixed_8/tower_1/conv/Conv2D_bn_offset_min
4.724 0.006 0.006 0.000% 0.034% Const mixed_8/tower_1/conv/Conv2D_bn_offset_max
4.734 0.008 0.008 0.000% 0.034% Const mixed_8/tower_1/conv_1/conv2d_params_quint8_const
4.745 0.007 0.007 0.000% 0.034% Const mixed_8/tower_1/conv_1/conv2d_params_min
4.755 0.007 0.007 0.000% 0.034% Const mixed_8/tower_1/conv_1/conv2d_params_max
4.766 0.007 0.007 0.000% 0.034% Const mixed_8/tower_1/conv_1/Conv2D_bn_offset_quint8_const
4.776 0.007 0.007 0.000% 0.034% Const mixed_8/tower_1/conv_1/Conv2D_bn_offset_min
4.786 0.007 0.007 0.000% 0.034% Const mixed_8/tower_1/conv_1/Conv2D_bn_offset_max
4.796 0.008 0.008 0.000% 0.034% Const mixed_8/tower_1/conv_2/conv2d_params_quint8_const
4.808 0.006 0.006 0.000% 0.034% Const mixed_8/tower_1/conv_2/conv2d_params_min
4.818 0.006 0.006 0.000% 0.034% Const mixed_8/tower_1/conv_2/conv2d_params_max
4.827 0.008 0.008 0.000% 0.034% Const mixed_8/tower_1/conv_2/Conv2D_bn_offset_quint8_const
4.838 0.007 0.007 0.000% 0.034% Const mixed_8/tower_1/conv_2/Conv2D_bn_offset_min
4.848 0.007 0.007 0.000% 0.034% Const mixed_8/tower_1/conv_2/Conv2D_bn_offset_max
4.858 0.008 0.008 0.000% 0.034% Const mixed_8/tower_1/conv_3/conv2d_params_quint8_const
4.870 0.007 0.007 0.000% 0.034% Const mixed_8/tower_1/conv_3/conv2d_params_min
4.880 0.007 0.007 0.000% 0.034% Const mixed_8/tower_1/conv_3/conv2d_params_max
4.890 0.007 0.007 0.000% 0.034% Const mixed_8/tower_1/conv_3/Conv2D_bn_offset_quint8_const
4.901 0.006 0.006 0.000% 0.034% Const mixed_8/tower_1/conv_3/Conv2D_bn_offset_min
4.911 0.007 0.007 0.000% 0.034% Const mixed_8/tower_1/conv_3/Conv2D_bn_offset_max
4.921 0.008 0.008 0.000% 0.034% Const mixed_9/conv/conv2d_params_quint8_const
4.933 0.007 0.007 0.000% 0.034% Const mixed_9/conv/conv2d_params_min
4.943 0.006 0.006 0.000% 0.034% Const mixed_9/conv/conv2d_params_max
4.953 0.007 0.007 0.000% 0.034% Const mixed_9/conv/Conv2D_bn_offset_quint8_const
4.963 0.007 0.007 0.000% 0.034% Const mixed_9/conv/Conv2D_bn_offset_min
4.973 0.007 0.007 0.000% 0.034% Const mixed_9/conv/Conv2D_bn_offset_max
4.983 0.008 0.008 0.000% 0.034% Const mixed_9/tower/conv/conv2d_params_quint8_const
4.995 0.007 0.007 0.000% 0.034% Const mixed_9/tower/conv/conv2d_params_min
5.005 0.007 0.007 0.000% 0.034% Const mixed_9/tower/conv/conv2d_params_max
5.015 0.007 0.007 0.000% 0.034% Const mixed_9/tower/conv/Conv2D_bn_offset_quint8_const
5.026 0.007 0.007 0.000% 0.034% Const mixed_9/tower/conv/Conv2D_bn_offset_min
5.036 0.007 0.007 0.000% 0.034% Const mixed_9/tower/conv/Conv2D_bn_offset_max
5.046 0.008 0.008 0.000% 0.034% Const mixed_9/tower/mixed/conv/conv2d_params_quint8_const
5.058 0.007 0.007 0.000% 0.034% Const mixed_9/tower/mixed/conv/conv2d_params_min
5.068 0.006 0.006 0.000% 0.034% Const mixed_9/tower/mixed/conv/conv2d_params_max
5.078 0.007 0.007 0.000% 0.034% Const mixed_9/tower/mixed/conv/Conv2D_bn_offset_quint8_const
5.089 0.006 0.006 0.000% 0.034% Const mixed_9/tower/mixed/conv/Conv2D_bn_offset_min
5.099 0.006 0.006 0.000% 0.034% Const mixed_9/tower/mixed/conv/Conv2D_bn_offset_max
5.109 0.008 0.008 0.000% 0.034% Const mixed_9/tower/mixed/conv_1/conv2d_params_quint8_const
5.120 0.007 0.007 0.000% 0.035% Const mixed_9/tower/mixed/conv_1/conv2d_params_min
5.131 0.006 0.006 0.000% 0.035% Const mixed_9/tower/mixed/conv_1/conv2d_params_max
5.141 0.007 0.007 0.000% 0.035% Const mixed_9/tower/mixed/conv_1/Conv2D_bn_offset_quint8_const
5.151 0.007 0.007 0.000% 0.035% Const mixed_9/tower/mixed/conv_1/Conv2D_bn_offset_min
5.161 0.006 0.006 0.000% 0.035% Const mixed_9/tower/mixed/conv_1/Conv2D_bn_offset_max
5.171 0.008 0.008 0.000% 0.035% Const mixed_9/tower_1/conv/conv2d_params_quint8_const
5.183 0.006 0.006 0.000% 0.035% Const mixed_9/tower_1/conv/conv2d_params_min
5.193 0.006 0.006 0.000% 0.035% Const mixed_9/tower_1/conv/conv2d_params_max
5.203 0.007 0.007 0.000% 0.035% Const mixed_9/tower_1/conv/Conv2D_bn_offset_quint8_const
5.213 0.007 0.007 0.000% 0.035% Const mixed_9/tower_1/conv/Conv2D_bn_offset_min
5.223 0.007 0.007 0.000% 0.035% Const mixed_9/tower_1/conv/Conv2D_bn_offset_max
5.233 0.009 0.009 0.000% 0.035% Const mixed_9/tower_1/conv_1/conv2d_params_quint8_const
5.245 0.007 0.007 0.000% 0.035% Const mixed_9/tower_1/conv_1/conv2d_params_min
5.255 0.007 0.007 0.000% 0.035% Const mixed_9/tower_1/conv_1/conv2d_params_max
5.265 0.008 0.008 0.000% 0.035% Const mixed_9/tower_1/conv_1/Conv2D_bn_offset_quint8_const
5.276 0.007 0.007 0.000% 0.035% Const mixed_9/tower_1/conv_1/Conv2D_bn_offset_min
5.286 0.007 0.007 0.000% 0.035% Const mixed_9/tower_1/conv_1/Conv2D_bn_offset_max
5.296 0.008 0.008 0.000% 0.035% Const mixed_9/tower_1/mixed/conv/conv2d_params_quint8_const
5.307 0.007 0.007 0.000% 0.035% Const mixed_9/tower_1/mixed/conv/conv2d_params_min
5.317 0.007 0.007 0.000% 0.035% Const mixed_9/tower_1/mixed/conv/conv2d_params_max
5.327 0.007 0.007 0.000% 0.035% Const mixed_9/tower_1/mixed/conv/Conv2D_bn_offset_quint8_const
5.338 0.006 0.006 0.000% 0.035% Const mixed_9/tower_1/mixed/conv/Conv2D_bn_offset_min
5.348 0.007 0.007 0.000% 0.035% Const mixed_9/tower_1/mixed/conv/Conv2D_bn_offset_max
5.358 0.008 0.008 0.000% 0.035% Const mixed_9/tower_1/mixed/conv_1/conv2d_params_quint8_const
5.370 0.006 0.006 0.000% 0.035% Const mixed_9/tower_1/mixed/conv_1/conv2d_params_min
5.380 0.007 0.007 0.000% 0.035% Const mixed_9/tower_1/mixed/conv_1/conv2d_params_max
5.390 0.007 0.007 0.000% 0.035% Const mixed_9/tower_1/mixed/conv_1/Conv2D_bn_offset_quint8_const
5.401 0.007 0.007 0.000% 0.035% Const mixed_9/tower_1/mixed/conv_1/Conv2D_bn_offset_min
5.412 0.006 0.006 0.000% 0.035% Const mixed_9/tower_1/mixed/conv_1/Conv2D_bn_offset_max
5.421 0.008 0.008 0.000% 0.035% Const mixed_9/tower_2/conv/conv2d_params_quint8_const
5.433 0.007 0.007 0.000% 0.035% Const mixed_9/tower_2/conv/conv2d_params_min
5.444 0.007 0.007 0.000% 0.035% Const mixed_9/tower_2/conv/conv2d_params_max
5.454 0.007 0.007 0.000% 0.035% Const mixed_9/tower_2/conv/Conv2D_bn_offset_quint8_const
5.465 0.007 0.007 0.000% 0.035% Const mixed_9/tower_2/conv/Conv2D_bn_offset_min
5.475 0.006 0.006 0.000% 0.035% Const mixed_9/tower_2/conv/Conv2D_bn_offset_max
5.485 0.008 0.008 0.000% 0.035% Const mixed_10/conv/conv2d_params_quint8_const
5.496 0.007 0.007 0.000% 0.035% Const mixed_10/conv/conv2d_params_min
5.506 0.007 0.007 0.000% 0.035% Const mixed_10/conv/conv2d_params_max
5.517 0.007 0.007 0.000% 0.035% Const mixed_10/conv/Conv2D_bn_offset_quint8_const
5.527 0.007 0.007 0.000% 0.035% Const mixed_10/conv/Conv2D_bn_offset_min
5.537 0.007 0.007 0.000% 0.035% Const mixed_10/conv/Conv2D_bn_offset_max
5.547 0.009 0.009 0.000% 0.036% Const mixed_10/tower/conv/conv2d_params_quint8_const
5.559 0.007 0.007 0.000% 0.036% Const mixed_10/tower/conv/conv2d_params_min
5.569 0.007 0.007 0.000% 0.036% Const mixed_10/tower/conv/conv2d_params_max
5.579 0.007 0.007 0.000% 0.036% Const mixed_10/tower/conv/Conv2D_bn_offset_quint8_const
5.590 0.006 0.006 0.000% 0.036% Const mixed_10/tower/conv/Conv2D_bn_offset_min
5.600 0.006 0.006 0.000% 0.036% Const mixed_10/tower/conv/Conv2D_bn_offset_max
5.610 0.008 0.008 0.000% 0.036% Const mixed_10/tower/mixed/conv/conv2d_params_quint8_const
5.621 0.007 0.007 0.000% 0.036% Const mixed_10/tower/mixed/conv/conv2d_params_min
5.631 0.006 0.006 0.000% 0.036% Const mixed_10/tower/mixed/conv/conv2d_params_max
5.641 0.007 0.007 0.000% 0.036% Const mixed_10/tower/mixed/conv/Conv2D_bn_offset_quint8_const
5.651 0.007 0.007 0.000% 0.036% Const mixed_10/tower/mixed/conv/Conv2D_bn_offset_min
5.661 0.007 0.007 0.000% 0.036% Const mixed_10/tower/mixed/conv/Conv2D_bn_offset_max
5.671 0.008 0.008 0.000% 0.036% Const mixed_10/tower/mixed/conv_1/conv2d_params_quint8_const
5.683 0.006 0.006 0.000% 0.036% Const mixed_10/tower/mixed/conv_1/conv2d_params_min
5.693 0.006 0.006 0.000% 0.036% Const mixed_10/tower/mixed/conv_1/conv2d_params_max
5.703 0.007 0.007 0.000% 0.036% Const mixed_10/tower/mixed/conv_1/Conv2D_bn_offset_quint8_const
5.713 0.007 0.007 0.000% 0.036% Const mixed_10/tower/mixed/conv_1/Conv2D_bn_offset_min
5.723 0.007 0.007 0.000% 0.036% Const mixed_10/tower/mixed/conv_1/Conv2D_bn_offset_max
5.734 0.008 0.008 0.000% 0.036% Const mixed_10/tower_1/conv/conv2d_params_quint8_const
5.745 0.006 0.006 0.000% 0.036% Const mixed_10/tower_1/conv/conv2d_params_min
5.754 0.007 0.007 0.000% 0.036% Const mixed_10/tower_1/conv/conv2d_params_max
5.765 0.007 0.007 0.000% 0.036% Const mixed_10/tower_1/conv/Conv2D_bn_offset_quint8_const
5.775 0.007 0.007 0.000% 0.036% Const mixed_10/tower_1/conv/Conv2D_bn_offset_min
5.785 0.006 0.006 0.000% 0.036% Const mixed_10/tower_1/conv/Conv2D_bn_offset_max
5.795 0.008 0.008 0.000% 0.036% Const mixed_10/tower_1/conv_1/conv2d_params_quint8_const
5.806 0.007 0.007 0.000% 0.036% Const mixed_10/tower_1/conv_1/conv2d_params_min
5.816 0.007 0.007 0.000% 0.036% Const mixed_10/tower_1/conv_1/conv2d_params_max
5.826 0.007 0.007 0.000% 0.036% Const mixed_10/tower_1/conv_1/Conv2D_bn_offset_quint8_const
5.836 0.007 0.007 0.000% 0.036% Const mixed_10/tower_1/conv_1/Conv2D_bn_offset_min
5.846 0.007 0.007 0.000% 0.036% Const mixed_10/tower_1/conv_1/Conv2D_bn_offset_max
5.856 0.008 0.008 0.000% 0.036% Const mixed_10/tower_1/mixed/conv/conv2d_params_quint8_const
5.867 0.007 0.007 0.000% 0.036% Const mixed_10/tower_1/mixed/conv/conv2d_params_min
5.877 0.007 0.007 0.000% 0.036% Const mixed_10/tower_1/mixed/conv/conv2d_params_max
5.887 0.007 0.007 0.000% 0.036% Const mixed_10/tower_1/mixed/conv/Conv2D_bn_offset_quint8_const
5.898 0.007 0.007 0.000% 0.036% Const mixed_10/tower_1/mixed/conv/Conv2D_bn_offset_min
5.908 0.007 0.007 0.000% 0.036% Const mixed_10/tower_1/mixed/conv/Conv2D_bn_offset_max
5.918 0.008 0.008 0.000% 0.036% Const mixed_10/tower_1/mixed/conv_1/conv2d_params_quint8_const
5.929 0.007 0.007 0.000% 0.036% Const mixed_10/tower_1/mixed/conv_1/conv2d_params_min
5.939 0.007 0.007 0.000% 0.036% Const mixed_10/tower_1/mixed/conv_1/conv2d_params_max
5.949 0.007 0.007 0.000% 0.036% Const mixed_10/tower_1/mixed/conv_1/Conv2D_bn_offset_quint8_const
5.960 0.007 0.007 0.000% 0.036% Const mixed_10/tower_1/mixed/conv_1/Conv2D_bn_offset_min
5.970 0.006 0.006 0.000% 0.036% Const mixed_10/tower_1/mixed/conv_1/Conv2D_bn_offset_max
5.980 0.008 0.008 0.000% 0.037% Const mixed_10/tower_2/conv/conv2d_params_quint8_const
5.991 0.007 0.007 0.000% 0.037% Const mixed_10/tower_2/conv/conv2d_params_min
6.001 0.007 0.007 0.000% 0.037% Const mixed_10/tower_2/conv/conv2d_params_max
6.011 0.008 0.008 0.000% 0.037% Const mixed_10/tower_2/conv/Conv2D_bn_offset_quint8_const
6.022 0.007 0.007 0.000% 0.037% Const mixed_10/tower_2/conv/Conv2D_bn_offset_min
6.032 0.006 0.006 0.000% 0.037% Const mixed_10/tower_2/conv/Conv2D_bn_offset_max
6.041 0.008 0.008 0.000% 0.037% Const pool_3/_reshape/shape
6.052 0.007 0.007 0.000% 0.037% Const softmax/weights_quint8_const
6.062 0.007 0.007 0.000% 0.037% Const softmax/weights_min
6.072 0.007 0.007 0.000% 0.037% Const softmax/weights_max
6.082 0.007 0.007 0.000% 0.037% Const softmax/biases_quint8_const
6.092 0.006 0.006 0.000% 0.037% Const softmax/biases_min
6.102 0.006 0.006 0.000% 0.037% Const softmax/biases_max
6.586 54.936 54.936 0.187% 0.224% QuantizedConv2D conv/Conv2D_eightbit_quantized_conv
61.543 22.003 22.003 0.075% 0.299% RequantizationRange conv/Conv2D_eightbit_requant_range
83.560 13.609 13.609 0.046% 0.345% Requantize conv/Conv2D_eightbit_requantize
97.186 44.399 44.399 0.151% 0.496% QuantizedBiasAdd conv/batchnorm_eightbit_quantized_bias_add
141.605 20.825 20.825 0.071% 0.567% RequantizationRange conv/batchnorm_eightbit_requant_range
162.441 14.169 14.169 0.048% 0.615% Requantize conv/batchnorm_eightbit_requantize
176.625 7.436 7.436 0.025% 0.640% QuantizedRelu conv_eightbit_quantized
184.073 436.928 436.928 1.487% 2.127% QuantizedConv2D conv_1/Conv2D_eightbit_quantized_conv
621.029 27.414 27.414 0.093% 2.220% RequantizationRange conv_1/Conv2D_eightbit_requant_range
648.472 25.298 25.298 0.086% 2.306% Requantize conv_1/Conv2D_eightbit_requantize
673.797 57.167 57.167 0.195% 2.501% QuantizedBiasAdd conv_1/batchnorm_eightbit_quantized_bias_add
730.984 18.654 18.654 0.063% 2.564% RequantizationRange conv_1/batchnorm_eightbit_requant_range
749.653 13.679 13.679 0.047% 2.611% Requantize conv_1/batchnorm_eightbit_requantize
763.350 7.895 7.895 0.027% 2.638% QuantizedRelu conv_1_eightbit_quantized
771.259 819.780 819.780 2.789% 5.427% QuantizedConv2D conv_2/Conv2D_eightbit_quantized_conv
1591.061 37.604 37.604 0.128% 5.555% RequantizationRange conv_2/Conv2D_eightbit_requant_range
1628.679 28.570 28.570 0.097% 5.653% Requantize conv_2/Conv2D_eightbit_requantize
1657.269 85.527 85.527 0.291% 5.944% QuantizedBiasAdd conv_2/batchnorm_eightbit_quantized_bias_add
1742.817 33.065 33.065 0.113% 6.056% RequantizationRange conv_2/batchnorm_eightbit_requant_range
1775.891 27.587 27.587 0.094% 6.150% Requantize conv_2/batchnorm_eightbit_requantize
1803.500 13.270 13.270 0.045% 6.195% QuantizedRelu conv_2_eightbit_quantized
1816.780 123.266 123.266 0.419% 6.615% QuantizedMaxPool pool_eightbit_quantized
1940.066 57.877 57.877 0.197% 6.811% QuantizedConv2D conv_3/Conv2D_eightbit_quantized_conv
1997.967 12.812 12.812 0.044% 6.855% RequantizationRange conv_3/Conv2D_eightbit_requant_range
2010.794 8.985 8.985 0.031% 6.886% Requantize conv_3/Conv2D_eightbit_requantize
2019.795 28.209 28.209 0.096% 6.982% QuantizedBiasAdd conv_3/batchnorm_eightbit_quantized_bias_add
2048.024 10.496 10.496 0.036% 7.017% RequantizationRange conv_3/batchnorm_eightbit_requant_range
2058.530 10.950 10.950 0.037% 7.055% Requantize conv_3/batchnorm_eightbit_requantize
2069.497 5.101 5.101 0.017% 7.072% QuantizedRelu conv_3_eightbit_quantized
2074.607 1265.496 1265.496 4.306% 11.378% QuantizedConv2D conv_4/Conv2D_eightbit_quantized_conv
3340.125 23.132 23.132 0.079% 11.457% RequantizationRange conv_4/Conv2D_eightbit_requant_range
3363.264 19.983 19.983 0.068% 11.525% Requantize conv_4/Conv2D_eightbit_requantize
3383.266 62.298 62.298 0.212% 11.737% QuantizedBiasAdd conv_4/batchnorm_eightbit_quantized_bias_add
3445.584 23.399 23.399 0.080% 11.816% RequantizationRange conv_4/batchnorm_eightbit_requant_range
3468.990 20.242 20.242 0.069% 11.885% Requantize conv_4/batchnorm_eightbit_requantize
3489.248 10.491 10.491 0.036% 11.921% QuantizedRelu conv_4_eightbit_quantized
3499.751 72.859 72.859 0.248% 12.169% QuantizedMaxPool pool_1_eightbit_quantized
3572.641 91.500 91.500 0.311% 12.480% QuantizedConv2D mixed/tower_1/conv/Conv2D_eightbit_quantized_conv
3572.664 72.353 72.353 0.246% 12.726% QuantizedAvgPool mixed/tower_2/pool_eightbit_quantized
3572.674 104.197 104.197 0.355% 13.081% QuantizedConv2D mixed/conv/Conv2D_eightbit_quantized_conv
3572.677 95.532 95.532 0.325% 13.406% QuantizedConv2D mixed/tower/conv/Conv2D_eightbit_quantized_conv
3645.039 35.503 35.503 0.121% 13.527% QuantizedConv2D mixed/tower_2/conv/Conv2D_eightbit_quantized_conv
3664.159 3.138 3.138 0.011% 13.538% RequantizationRange mixed/tower_1/conv/Conv2D_eightbit_requant_range
3667.306 12.514 12.514 0.043% 13.580% Requantize mixed/tower_1/conv/Conv2D_eightbit_requantize
3668.225 2.352 2.352 0.008% 13.588% RequantizationRange mixed/tower/conv/Conv2D_eightbit_requant_range
3670.585 5.358 5.358 0.018% 13.606% Requantize mixed/tower/conv/Conv2D_eightbit_requantize
3675.955 8.922 8.922 0.030% 13.637% QuantizedBiasAdd mixed/tower/conv/batchnorm_eightbit_quantized_bias_add
3676.886 3.107 3.107 0.011% 13.647% RequantizationRange mixed/conv/Conv2D_eightbit_requant_range
3679.831 14.017 14.017 0.048% 13.695% QuantizedBiasAdd mixed/tower_1/conv/batchnorm_eightbit_quantized_bias_add
3680.003 7.146 7.146 0.024% 13.719% Requantize mixed/conv/Conv2D_eightbit_requantize
3680.556 1.575 1.575 0.005% 13.725% RequantizationRange mixed/tower_2/conv/Conv2D_eightbit_requant_range
3682.139 5.574 5.574 0.019% 13.744% Requantize mixed/tower_2/conv/Conv2D_eightbit_requantize
3684.892 2.387 2.387 0.008% 13.752% RequantizationRange mixed/tower/conv/batchnorm_eightbit_requant_range
3687.160 13.531 13.531 0.046% 13.798% QuantizedBiasAdd mixed/conv/batchnorm_eightbit_quantized_bias_add
3687.288 8.756 8.756 0.030% 13.828% Requantize mixed/tower/conv/batchnorm_eightbit_requantize
3687.723 6.086 6.086 0.021% 13.848% QuantizedBiasAdd mixed/tower_2/conv/batchnorm_eightbit_quantized_bias_add
3693.826 1.578 1.578 0.005% 13.854% RequantizationRange mixed/tower_2/conv/batchnorm_eightbit_requant_range
3693.862 3.162 3.162 0.011% 13.864% RequantizationRange mixed/tower_1/conv/batchnorm_eightbit_requant_range
3695.412 2.555 2.555 0.009% 13.873% Requantize mixed/tower_2/conv/batchnorm_eightbit_requantize
3696.059 4.430 4.430 0.015% 13.888% QuantizedRelu mixed/tower/conv_eightbit_quantized
3697.033 3.798 3.798 0.013% 13.901% Requantize mixed/tower_1/conv/batchnorm_eightbit_requantize
3697.978 2.812 2.812 0.010% 13.911% QuantizedRelu mixed/tower_2/conv_eightbit_quantized
3700.498 224.894 224.894 0.765% 14.676% QuantizedConv2D mixed/tower/conv_1/Conv2D_eightbit_quantized_conv
3700.702 2.026 2.026 0.007% 14.683% RequantizationRange mixed/conv/batchnorm_eightbit_requant_range
3700.843 5.009 5.009 0.017% 14.700% QuantizedRelu mixed/tower_1/conv_eightbit_quantized
3702.734 2.018 2.018 0.007% 14.707% Requantize mixed/conv/batchnorm_eightbit_requantize
3704.761 3.411 3.411 0.012% 14.718% QuantizedRelu mixed/conv_eightbit_quantized
3705.859 322.344 322.344 1.097% 15.815% QuantizedConv2D mixed/tower_1/conv_1/Conv2D_eightbit_quantized_conv
3925.420 3.231 3.231 0.011% 15.826% RequantizationRange mixed/tower/conv_1/Conv2D_eightbit_requant_range
3928.659 8.732 8.732 0.030% 15.856% Requantize mixed/tower/conv_1/Conv2D_eightbit_requantize
3937.405 20.853 20.853 0.071% 15.927% QuantizedBiasAdd mixed/tower/conv_1/batchnorm_eightbit_quantized_bias_add
3958.276 3.217 3.217 0.011% 15.938% RequantizationRange mixed/tower/conv_1/batchnorm_eightbit_requant_range
3961.505 6.014 6.014 0.020% 15.958% Requantize mixed/tower/conv_1/batchnorm_eightbit_requantize
3967.532 12.292 12.292 0.042% 16.000% QuantizedRelu mixed/tower/conv_1_eightbit_quantized
4028.225 2.893 2.893 0.010% 16.010% RequantizationRange mixed/tower_1/conv_1/Conv2D_eightbit_requant_range
4031.124 2.561 2.561 0.009% 16.019% Requantize mixed/tower_1/conv_1/Conv2D_eightbit_requantize
4033.695 7.805 7.805 0.027% 16.045% QuantizedBiasAdd mixed/tower_1/conv_1/batchnorm_eightbit_quantized_bias_add
4041.511 2.816 2.816 0.010% 16.055% RequantizationRange mixed/tower_1/conv_1/batchnorm_eightbit_requant_range
4044.333 2.491 2.491 0.008% 16.063% Requantize mixed/tower_1/conv_1/batchnorm_eightbit_requantize
4046.835 5.362 5.362 0.018% 16.082% QuantizedRelu mixed/tower_1/conv_1_eightbit_quantized
4052.205 200.576 200.576 0.683% 16.764% QuantizedConv2D mixed/tower_1/conv_2/Conv2D_eightbit_quantized_conv
4252.800 2.976 2.976 0.010% 16.774% RequantizationRange mixed/tower_1/conv_2/Conv2D_eightbit_requant_range
4255.782 2.921 2.921 0.010% 16.784% Requantize mixed/tower_1/conv_2/Conv2D_eightbit_requantize
4258.714 9.337 9.337 0.032% 16.816% QuantizedBiasAdd mixed/tower_1/conv_2/batchnorm_eightbit_quantized_bias_add
4268.064 2.898 2.898 0.010% 16.826% RequantizationRange mixed/tower_1/conv_2/batchnorm_eightbit_requant_range
4270.968 2.634 2.634 0.009% 16.835% Requantize mixed/tower_1/conv_2/batchnorm_eightbit_requantize
4273.611 5.733 5.733 0.020% 16.854% QuantizedRelu mixed/tower_1/conv_2_eightbit_quantized
4279.363 10.787 10.787 0.037% 16.891% QuantizedConcat mixed/join_eightbit_quantized_concat
4290.194 98.622 98.622 0.336% 17.227% QuantizedAvgPool mixed_1/tower_2/pool_eightbit_quantized
4290.199 185.178 185.178 0.630% 17.857% QuantizedConv2D mixed_1/conv/Conv2D_eightbit_quantized_conv
4290.215 161.535 161.535 0.550% 18.406% QuantizedConv2D mixed_1/tower_1/conv/Conv2D_eightbit_quantized_conv
4290.215 168.396 168.396 0.573% 18.979% QuantizedConv2D mixed_1/tower/conv/Conv2D_eightbit_quantized_conv
4388.842 92.779 92.779 0.316% 19.295% QuantizedConv2D mixed_1/tower_2/conv/Conv2D_eightbit_quantized_conv
4451.780 3.240 3.240 0.011% 19.306% RequantizationRange mixed_1/tower_1/conv/Conv2D_eightbit_requant_range
4455.030 4.192 4.192 0.014% 19.320% Requantize mixed_1/tower_1/conv/Conv2D_eightbit_requantize
4458.632 2.448 2.448 0.008% 19.329% RequantizationRange mixed_1/tower/conv/Conv2D_eightbit_requant_range
4459.238 12.288 12.288 0.042% 19.370% QuantizedBiasAdd mixed_1/tower_1/conv/batchnorm_eightbit_quantized_bias_add
4461.090 6.684 6.684 0.023% 19.393% Requantize mixed_1/tower/conv/Conv2D_eightbit_requantize
4467.787 7.246 7.246 0.025% 19.418% QuantizedBiasAdd mixed_1/tower/conv/batchnorm_eightbit_quantized_bias_add
4471.546 3.276 3.276 0.011% 19.429% RequantizationRange mixed_1/tower_1/conv/batchnorm_eightbit_requant_range
4474.831 2.414 2.414 0.008% 19.437% Requantize mixed_1/tower_1/conv/batchnorm_eightbit_requantize
4475.048 2.288 2.288 0.008% 19.445% RequantizationRange mixed_1/tower/conv/batchnorm_eightbit_requant_range
4475.391 2.935 2.935 0.010% 19.455% RequantizationRange mixed_1/conv/Conv2D_eightbit_requant_range
4477.257 5.755 5.755 0.020% 19.475% QuantizedRelu mixed_1/tower_1/conv_eightbit_quantized
4477.343 3.546 3.546 0.012% 19.487% Requantize mixed_1/tower/conv/batchnorm_eightbit_requantize
4478.340 3.124 3.124 0.011% 19.497% Requantize mixed_1/conv/Conv2D_eightbit_requantize
4480.900 4.421 4.421 0.015% 19.512% QuantizedRelu mixed_1/tower/conv_eightbit_quantized
4481.475 26.266 26.266 0.089% 19.602% QuantizedBiasAdd mixed_1/conv/batchnorm_eightbit_quantized_bias_add
4481.637 3.212 3.212 0.011% 19.613% RequantizationRange mixed_1/tower_2/conv/Conv2D_eightbit_requant_range
4483.022 174.785 174.785 0.595% 20.207% QuantizedConv2D mixed_1/tower_1/conv_1/Conv2D_eightbit_quantized_conv
4484.858 10.438 10.438 0.036% 20.243% Requantize mixed_1/tower_2/conv/Conv2D_eightbit_requantize
4485.331 374.623 374.623 1.275% 21.518% QuantizedConv2D mixed_1/tower/conv_1/Conv2D_eightbit_quantized_conv
4495.310 177.666 177.666 0.605% 22.122% QuantizedBiasAdd mixed_1/tower_2/conv/batchnorm_eightbit_quantized_bias_add
4507.760 3.202 3.202 0.011% 22.133% RequantizationRange mixed_1/conv/batchnorm_eightbit_requant_range
4510.970 152.004 152.004 0.517% 22.650% Requantize mixed_1/conv/batchnorm_eightbit_requantize
4657.829 4.780 4.780 0.016% 22.667% RequantizationRange mixed_1/tower_1/conv_1/Conv2D_eightbit_requant_range
4662.617 38.432 38.432 0.131% 22.797% Requantize mixed_1/tower_1/conv_1/Conv2D_eightbit_requantize
4662.986 5.882 5.882 0.020% 22.817% QuantizedRelu mixed_1/conv_eightbit_quantized
4672.992 3.194 3.194 0.011% 22.828% RequantizationRange mixed_1/tower_2/conv/batchnorm_eightbit_requant_range
4676.199 23.557 23.557 0.080% 22.908% Requantize mixed_1/tower_2/conv/batchnorm_eightbit_requantize
4699.768 6.012 6.012 0.020% 22.929% QuantizedRelu mixed_1/tower_2/conv_eightbit_quantized
4701.065 39.653 39.653 0.135% 23.064% QuantizedBiasAdd mixed_1/tower_1/conv_1/batchnorm_eightbit_quantized_bias_add
4740.736 5.154 5.154 0.018% 23.081% RequantizationRange mixed_1/tower_1/conv_1/batchnorm_eightbit_requant_range
4745.900 9.328 9.328 0.032% 23.113% Requantize mixed_1/tower_1/conv_1/batchnorm_eightbit_requantize
4755.243 8.343 8.343 0.028% 23.141% QuantizedRelu mixed_1/tower_1/conv_1_eightbit_quantized
4763.594 259.816 259.816 0.884% 24.025% QuantizedConv2D mixed_1/tower_1/conv_2/Conv2D_eightbit_quantized_conv
4859.983 3.335 3.335 0.011% 24.037% RequantizationRange mixed_1/tower/conv_1/Conv2D_eightbit_requant_range
4863.327 13.660 13.660 0.046% 24.083% Requantize mixed_1/tower/conv_1/Conv2D_eightbit_requantize
4876.998 43.627 43.627 0.148% 24.232% QuantizedBiasAdd mixed_1/tower/conv_1/batchnorm_eightbit_quantized_bias_add
4920.642 3.321 3.321 0.011% 24.243% RequantizationRange mixed_1/tower/conv_1/batchnorm_eightbit_requant_range
4923.971 13.248 13.248 0.045% 24.288% Requantize mixed_1/tower/conv_1/batchnorm_eightbit_requantize
4937.233 6.012 6.012 0.020% 24.309% QuantizedRelu mixed_1/tower/conv_1_eightbit_quantized
5023.429 2.896 2.896 0.010% 24.318% RequantizationRange mixed_1/tower_1/conv_2/Conv2D_eightbit_requant_range
5026.331 2.760 2.760 0.009% 24.328% Requantize mixed_1/tower_1/conv_2/Conv2D_eightbit_requantize
5029.103 8.063 8.063 0.027% 24.355% QuantizedBiasAdd mixed_1/tower_1/conv_2/batchnorm_eightbit_quantized_bias_add
5037.178 2.845 2.845 0.010% 24.365% RequantizationRange mixed_1/tower_1/conv_2/batchnorm_eightbit_requant_range
5040.028 2.533 2.533 0.009% 24.374% Requantize mixed_1/tower_1/conv_2/batchnorm_eightbit_requantize
5042.573 5.173 5.173 0.018% 24.391% QuantizedRelu mixed_1/tower_1/conv_2_eightbit_quantized
5047.753 13.048 13.048 0.044% 24.436% QuantizedConcat mixed_1/join_eightbit_quantized_concat
5060.829 200.175 200.175 0.681% 25.117% QuantizedConv2D mixed_2/tower_1/conv/Conv2D_eightbit_quantized_conv
5060.835 111.886 111.886 0.381% 25.497% QuantizedAvgPool mixed_2/tower_2/pool_eightbit_quantized
5060.836 178.605 178.605 0.608% 26.105% QuantizedConv2D mixed_2/conv/Conv2D_eightbit_quantized_conv
5060.841 106.191 106.191 0.361% 26.467% QuantizedConv2D mixed_2/tower/conv/Conv2D_eightbit_quantized_conv
5167.061 2.493 2.493 0.008% 26.475% RequantizationRange mixed_2/tower/conv/Conv2D_eightbit_requant_range
5169.563 44.091 44.091 0.150% 26.625% Requantize mixed_2/tower/conv/Conv2D_eightbit_requantize
5172.738 92.061 92.061 0.313% 26.938% QuantizedConv2D mixed_2/tower_2/conv/Conv2D_eightbit_quantized_conv
5213.667 21.568 21.568 0.073% 27.012% QuantizedBiasAdd mixed_2/tower/conv/batchnorm_eightbit_quantized_bias_add
5235.247 1.565 1.565 0.005% 27.017% RequantizationRange mixed_2/tower/conv/batchnorm_eightbit_requant_range
5236.818 3.607 3.607 0.012% 27.029% Requantize mixed_2/tower/conv/batchnorm_eightbit_requantize
5239.451 2.050 2.050 0.007% 27.036% RequantizationRange mixed_2/conv/Conv2D_eightbit_requant_range
5240.434 2.835 2.835 0.010% 27.046% QuantizedRelu mixed_2/tower/conv_eightbit_quantized
5241.507 3.696 3.696 0.013% 27.059% Requantize mixed_2/conv/Conv2D_eightbit_requantize
5243.275 227.285 227.285 0.773% 27.832% QuantizedConv2D mixed_2/tower/conv_1/Conv2D_eightbit_quantized_conv
5245.211 22.308 22.308 0.076% 27.908% QuantizedBiasAdd mixed_2/conv/batchnorm_eightbit_quantized_bias_add
5261.027 3.301 3.301 0.011% 27.919% RequantizationRange mixed_2/tower_1/conv/Conv2D_eightbit_requant_range
5264.337 86.173 86.173 0.293% 28.212% Requantize mixed_2/tower_1/conv/Conv2D_eightbit_requantize
5264.813 3.354 3.354 0.011% 28.224% RequantizationRange mixed_2/tower_2/conv/Conv2D_eightbit_requant_range
5267.537 3.402 3.402 0.012% 28.235% RequantizationRange mixed_2/conv/batchnorm_eightbit_requant_range
5268.177 47.070 47.070 0.160% 28.395% Requantize mixed_2/tower_2/conv/Conv2D_eightbit_requantize
5270.949 46.507 46.507 0.158% 28.554% Requantize mixed_2/conv/batchnorm_eightbit_requantize
5315.260 47.287 47.287 0.161% 28.715% QuantizedBiasAdd mixed_2/tower_2/conv/batchnorm_eightbit_quantized_bias_add
5317.469 6.311 6.311 0.021% 28.736% QuantizedRelu mixed_2/conv_eightbit_quantized
5350.523 70.927 70.927 0.241% 28.977% QuantizedBiasAdd mixed_2/tower_1/conv/batchnorm_eightbit_quantized_bias_add
5362.565 3.376 3.376 0.011% 28.989% RequantizationRange mixed_2/tower_2/conv/batchnorm_eightbit_requant_range
5365.950 44.781 44.781 0.152% 29.141% Requantize mixed_2/tower_2/conv/batchnorm_eightbit_requantize
5410.743 6.094 6.094 0.021% 29.162% QuantizedRelu mixed_2/tower_2/conv_eightbit_quantized
5421.467 3.251 3.251 0.011% 29.173% RequantizationRange mixed_2/tower_1/conv/batchnorm_eightbit_requant_range
5424.727 16.844 16.844 0.057% 29.230% Requantize mixed_2/tower_1/conv/batchnorm_eightbit_requantize
5441.593 6.293 6.293 0.021% 29.252% QuantizedRelu mixed_2/tower_1/conv_eightbit_quantized
5447.895 150.086 150.086 0.511% 29.762% QuantizedConv2D mixed_2/tower_1/conv_1/Conv2D_eightbit_quantized_conv
5470.583 3.293 3.293 0.011% 29.774% RequantizationRange mixed_2/tower/conv_1/Conv2D_eightbit_requant_range
5473.885 20.346 20.346 0.069% 29.843% Requantize mixed_2/tower/conv_1/Conv2D_eightbit_requantize
5494.244 39.648 39.648 0.135% 29.978% QuantizedBiasAdd mixed_2/tower/conv_1/batchnorm_eightbit_quantized_bias_add
5533.907 3.278 3.278 0.011% 29.989% RequantizationRange mixed_2/tower/conv_1/batchnorm_eightbit_requant_range
5537.193 13.104 13.104 0.045% 30.034% Requantize mixed_2/tower/conv_1/batchnorm_eightbit_requantize
5550.308 6.206 6.206 0.021% 30.055% QuantizedRelu mixed_2/tower/conv_1_eightbit_quantized
5597.994 3.082 3.082 0.010% 30.065% RequantizationRange mixed_2/tower_1/conv_1/Conv2D_eightbit_requant_range
5601.085 2.623 2.623 0.009% 30.074% Requantize mixed_2/tower_1/conv_1/Conv2D_eightbit_requantize
5603.727 7.999 7.999 0.027% 30.101% QuantizedBiasAdd mixed_2/tower_1/conv_1/batchnorm_eightbit_quantized_bias_add
5611.737 2.956 2.956 0.010% 30.111% RequantizationRange mixed_2/tower_1/conv_1/batchnorm_eightbit_requant_range
5614.699 2.506 2.506 0.009% 30.120% Requantize mixed_2/tower_1/conv_1/batchnorm_eightbit_requantize
5617.218 5.244 5.244 0.018% 30.138% QuantizedRelu mixed_2/tower_1/conv_1_eightbit_quantized
5622.469 205.145 205.145 0.698% 30.836% QuantizedConv2D mixed_2/tower_1/conv_2/Conv2D_eightbit_quantized_conv
5827.636 3.004 3.004 0.010% 30.846% RequantizationRange mixed_2/tower_1/conv_2/Conv2D_eightbit_requant_range
5830.646 2.462 2.462 0.008% 30.854% Requantize mixed_2/tower_1/conv_2/Conv2D_eightbit_requantize
5833.119 7.692 7.692 0.026% 30.881% QuantizedBiasAdd mixed_2/tower_1/conv_2/batchnorm_eightbit_quantized_bias_add
5840.829 2.872 2.872 0.010% 30.890% RequantizationRange mixed_2/tower_1/conv_2/batchnorm_eightbit_requant_range
5843.706 2.483 2.483 0.008% 30.899% Requantize mixed_2/tower_1/conv_2/batchnorm_eightbit_requantize
5846.200 5.162 5.162 0.018% 30.916% QuantizedRelu mixed_2/tower_1/conv_2_eightbit_quantized
5851.369 9.161 9.161 0.031% 30.948% QuantizedConcat mixed_2/join_eightbit_quantized_concat
5860.563 74.351 74.351 0.253% 31.201% QuantizedConv2D mixed_3/tower/conv/Conv2D_eightbit_quantized_conv
5860.576 44.102 44.102 0.150% 31.351% QuantizedMaxPool mixed_3/pool_eightbit_quantized
5860.583 874.336 874.336 2.975% 34.326% QuantizedConv2D mixed_3/conv/Conv2D_eightbit_quantized_conv
5934.936 3.291 3.291 0.011% 34.337% RequantizationRange mixed_3/tower/conv/Conv2D_eightbit_requant_range
5938.236 13.040 13.040 0.044% 34.381% Requantize mixed_3/tower/conv/Conv2D_eightbit_requantize
5951.288 47.630 47.630 0.162% 34.543% QuantizedBiasAdd mixed_3/tower/conv/batchnorm_eightbit_quantized_bias_add
5998.940 3.999 3.999 0.014% 34.557% RequantizationRange mixed_3/tower/conv/batchnorm_eightbit_requant_range
6002.952 16.352 16.352 0.056% 34.613% Requantize mixed_3/tower/conv/batchnorm_eightbit_requantize
6019.320 7.475 7.475 0.025% 34.638% QuantizedRelu mixed_3/tower/conv_eightbit_quantized
6026.806 707.939 707.939 2.409% 37.047% QuantizedConv2D mixed_3/tower/conv_1/Conv2D_eightbit_quantized_conv
6734.770 3.895 3.895 0.013% 37.060% RequantizationRange mixed_3/tower/conv_1/Conv2D_eightbit_requant_range
6734.936 3.659 3.659 0.012% 37.073% RequantizationRange mixed_3/conv/Conv2D_eightbit_requant_range
6738.602 5.762 5.762 0.020% 37.092% Requantize mixed_3/conv/Conv2D_eightbit_requantize
6738.675 5.681 5.681 0.019% 37.112% Requantize mixed_3/tower/conv_1/Conv2D_eightbit_requantize
6744.373 18.856 18.856 0.064% 37.176% QuantizedBiasAdd mixed_3/tower/conv_1/batchnorm_eightbit_quantized_bias_add
6744.380 18.501 18.501 0.063% 37.239% QuantizedBiasAdd mixed_3/conv/batchnorm_eightbit_quantized_bias_add
6762.898 3.731 3.731 0.013% 37.251% RequantizationRange mixed_3/conv/batchnorm_eightbit_requant_range
6763.244 3.880 3.880 0.013% 37.265% RequantizationRange mixed_3/tower/conv_1/batchnorm_eightbit_requant_range
6766.636 5.964 5.964 0.020% 37.285% Requantize mixed_3/conv/batchnorm_eightbit_requantize
6767.131 5.461 5.461 0.019% 37.304% Requantize mixed_3/tower/conv_1/batchnorm_eightbit_requantize
6772.607 6.676 6.676 0.023% 37.326% QuantizedRelu mixed_3/tower/conv_1_eightbit_quantized
6772.613 6.473 6.473 0.022% 37.348% QuantizedRelu mixed_3/conv_eightbit_quantized
6779.297 62.116 62.116 0.211% 37.560% QuantizedConv2D mixed_3/tower/conv_2/Conv2D_eightbit_quantized_conv
6841.435 0.937 0.937 0.003% 37.563% RequantizationRange mixed_3/tower/conv_2/Conv2D_eightbit_requant_range
6842.379 0.802 0.802 0.003% 37.566% Requantize mixed_3/tower/conv_2/Conv2D_eightbit_requantize
6843.193 2.356 2.356 0.008% 37.574% QuantizedBiasAdd mixed_3/tower/conv_2/batchnorm_eightbit_quantized_bias_add
6845.563 0.930 0.930 0.003% 37.577% RequantizationRange mixed_3/tower/conv_2/batchnorm_eightbit_requant_range
6846.499 0.792 0.792 0.003% 37.579% Requantize mixed_3/tower/conv_2/batchnorm_eightbit_requantize
6847.304 1.738 1.738 0.006% 37.585% QuantizedRelu mixed_3/tower/conv_2_eightbit_quantized
6849.055 5.631 5.631 0.019% 37.604% QuantizedConcat mixed_3/join_eightbit_quantized_concat
6854.716 187.588 187.588 0.638% 38.243% QuantizedConv2D mixed_4/tower_1/conv/Conv2D_eightbit_quantized_conv
6854.726 80.866 80.866 0.275% 38.518% QuantizedAvgPool mixed_4/tower_2/pool_eightbit_quantized
6854.735 249.295 249.295 0.848% 39.366% QuantizedConv2D mixed_4/tower/conv/Conv2D_eightbit_quantized_conv
6854.735 354.018 354.018 1.205% 40.571% QuantizedConv2D mixed_4/conv/Conv2D_eightbit_quantized_conv
6935.618 282.780 282.780 0.962% 41.533% QuantizedConv2D mixed_4/tower_2/conv/Conv2D_eightbit_quantized_conv
7042.333 1.682 1.682 0.006% 41.539% RequantizationRange mixed_4/tower_1/conv/Conv2D_eightbit_requant_range
7044.025 88.651 88.651 0.302% 41.840% Requantize mixed_4/tower_1/conv/Conv2D_eightbit_requantize
7104.047 1.667 1.667 0.006% 41.846% RequantizationRange mixed_4/tower/conv/Conv2D_eightbit_requant_range
7105.722 27.723 27.723 0.094% 41.940% Requantize mixed_4/tower/conv/Conv2D_eightbit_requantize
7132.689 24.309 24.309 0.083% 42.023% QuantizedBiasAdd mixed_4/tower_1/conv/batchnorm_eightbit_quantized_bias_add
7133.460 22.284 22.284 0.076% 42.099% QuantizedBiasAdd mixed_4/tower/conv/batchnorm_eightbit_quantized_bias_add
7155.762 1.657 1.657 0.006% 42.105% RequantizationRange mixed_4/tower/conv/batchnorm_eightbit_requant_range
7157.015 1.660 1.660 0.006% 42.110% RequantizationRange mixed_4/tower_1/conv/batchnorm_eightbit_requant_range
7157.429 3.090 3.090 0.011% 42.121% Requantize mixed_4/tower/conv/batchnorm_eightbit_requantize
7158.685 3.344 3.344 0.011% 42.132% Requantize mixed_4/tower_1/conv/batchnorm_eightbit_requantize
7160.533 3.126 3.126 0.011% 42.143% QuantizedRelu mixed_4/tower/conv_eightbit_quantized
7162.041 3.189 3.189 0.011% 42.154% QuantizedRelu mixed_4/tower_1/conv_eightbit_quantized
7163.670 171.958 171.958 0.585% 42.739% QuantizedConv2D mixed_4/tower/conv_1/Conv2D_eightbit_quantized_conv
7165.241 167.316 167.316 0.569% 43.308% QuantizedConv2D mixed_4/tower_1/conv_1/Conv2D_eightbit_quantized_conv
7208.775 2.512 2.512 0.009% 43.317% RequantizationRange mixed_4/conv/Conv2D_eightbit_requant_range
7211.296 51.134 51.134 0.174% 43.491% Requantize mixed_4/conv/Conv2D_eightbit_requantize
7218.415 2.467 2.467 0.008% 43.499% RequantizationRange mixed_4/tower_2/conv/Conv2D_eightbit_requant_range
7220.892 37.498 37.498 0.128% 43.627% Requantize mixed_4/tower_2/conv/Conv2D_eightbit_requantize
7258.402 24.042 24.042 0.082% 43.709% QuantizedBiasAdd mixed_4/tower_2/conv/batchnorm_eightbit_quantized_bias_add
7262.443 25.957 25.957 0.088% 43.797% QuantizedBiasAdd mixed_4/conv/batchnorm_eightbit_quantized_bias_add
7282.459 2.465 2.465 0.008% 43.805% RequantizationRange mixed_4/tower_2/conv/batchnorm_eightbit_requant_range
7284.933 14.785 14.785 0.050% 43.856% Requantize mixed_4/tower_2/conv/batchnorm_eightbit_requantize
7288.415 2.466 2.466 0.008% 43.864% RequantizationRange mixed_4/conv/batchnorm_eightbit_requant_range
7290.890 8.819 8.819 0.030% 43.894% Requantize mixed_4/conv/batchnorm_eightbit_requantize
7299.721 4.623 4.623 0.016% 43.910% QuantizedRelu mixed_4/conv_eightbit_quantized
7299.730 4.381 4.381 0.015% 43.925% QuantizedRelu mixed_4/tower_2/conv_eightbit_quantized
7332.572 1.069 1.069 0.004% 43.928% RequantizationRange mixed_4/tower_1/conv_1/Conv2D_eightbit_requant_range
7333.648 1.100 1.100 0.004% 43.932% Requantize mixed_4/tower_1/conv_1/Conv2D_eightbit_requantize
7334.758 4.764 4.764 0.016% 43.948% QuantizedBiasAdd mixed_4/tower_1/conv_1/batchnorm_eightbit_quantized_bias_add
7335.639 1.069 1.069 0.004% 43.952% RequantizationRange mixed_4/tower/conv_1/Conv2D_eightbit_requant_range
7336.714 2.074 2.074 0.007% 43.959% Requantize mixed_4/tower/conv_1/Conv2D_eightbit_requantize
7338.799 3.527 3.527 0.012% 43.971% QuantizedBiasAdd mixed_4/tower/conv_1/batchnorm_eightbit_quantized_bias_add
7339.539 1.671 1.671 0.006% 43.977% RequantizationRange mixed_4/tower_1/conv_1/batchnorm_eightbit_requant_range
7341.219 1.237 1.237 0.004% 43.981% Requantize mixed_4/tower_1/conv_1/batchnorm_eightbit_requantize
7342.340 1.072 1.072 0.004% 43.984% RequantizationRange mixed_4/tower/conv_1/batchnorm_eightbit_requant_range
7342.468 2.222 2.222 0.008% 43.992% QuantizedRelu mixed_4/tower_1/conv_1_eightbit_quantized
7343.418 1.128 1.128 0.004% 43.996% Requantize mixed_4/tower/conv_1/batchnorm_eightbit_requantize
7344.556 1.937 1.937 0.007% 44.002% QuantizedRelu mixed_4/tower/conv_1_eightbit_quantized
7344.697 106.866 106.866 0.364% 44.366% QuantizedConv2D mixed_4/tower_1/conv_2/Conv2D_eightbit_quantized_conv
7346.499 221.305 221.305 0.753% 45.119% QuantizedConv2D mixed_4/tower/conv_2/Conv2D_eightbit_quantized_conv
7451.584 1.667 1.667 0.006% 45.125% RequantizationRange mixed_4/tower_1/conv_2/Conv2D_eightbit_requant_range
7453.260 6.900 6.900 0.023% 45.148% Requantize mixed_4/tower_1/conv_2/Conv2D_eightbit_requantize
7460.174 15.875 15.875 0.054% 45.202% QuantizedBiasAdd mixed_4/tower_1/conv_2/batchnorm_eightbit_quantized_bias_add
7476.070 1.665 1.665 0.006% 45.208% RequantizationRange mixed_4/tower_1/conv_2/batchnorm_eightbit_requant_range
7477.744 3.526 3.526 0.012% 45.220% Requantize mixed_4/tower_1/conv_2/batchnorm_eightbit_requantize
7481.283 2.959 2.959 0.010% 45.230% QuantizedRelu mixed_4/tower_1/conv_2_eightbit_quantized
7484.248 123.856 123.856 0.421% 45.651% QuantizedConv2D mixed_4/tower_1/conv_3/Conv2D_eightbit_quantized_conv
7567.824 2.486 2.486 0.008% 45.660% RequantizationRange mixed_4/tower/conv_2/Conv2D_eightbit_requant_range
7570.325 4.083 4.083 0.014% 45.674% Requantize mixed_4/tower/conv_2/Conv2D_eightbit_requantize
7574.421 7.485 7.485 0.025% 45.699% QuantizedBiasAdd mixed_4/tower/conv_2/batchnorm_eightbit_quantized_bias_add
7581.918 1.572 1.572 0.005% 45.705% RequantizationRange mixed_4/tower/conv_2/batchnorm_eightbit_requant_range
7583.496 1.702 1.702 0.006% 45.710% Requantize mixed_4/tower/conv_2/batchnorm_eightbit_requantize
7585.206 2.806 2.806 0.010% 45.720% QuantizedRelu mixed_4/tower/conv_2_eightbit_quantized
7608.120 1.176 1.176 0.004% 45.724% RequantizationRange mixed_4/tower_1/conv_3/Conv2D_eightbit_requant_range
7609.303 1.073 1.073 0.004% 45.728% Requantize mixed_4/tower_1/conv_3/Conv2D_eightbit_requantize
7610.389 2.998 2.998 0.010% 45.738% QuantizedBiasAdd mixed_4/tower_1/conv_3/batchnorm_eightbit_quantized_bias_add
7613.399 1.053 1.053 0.004% 45.741% RequantizationRange mixed_4/tower_1/conv_3/batchnorm_eightbit_requant_range
7614.458 0.938 0.938 0.003% 45.745% Requantize mixed_4/tower_1/conv_3/batchnorm_eightbit_requantize
7615.406 1.957 1.957 0.007% 45.751% QuantizedRelu mixed_4/tower_1/conv_3_eightbit_quantized
7617.372 115.118 115.118 0.392% 46.143% QuantizedConv2D mixed_4/tower_1/conv_4/Conv2D_eightbit_quantized_conv
7732.506 1.575 1.575 0.005% 46.148% RequantizationRange mixed_4/tower_1/conv_4/Conv2D_eightbit_requant_range
7734.087 1.245 1.245 0.004% 46.153% Requantize mixed_4/tower_1/conv_4/Conv2D_eightbit_requantize
7735.343 3.874 3.874 0.013% 46.166% QuantizedBiasAdd mixed_4/tower_1/conv_4/batchnorm_eightbit_quantized_bias_add
7739.229 1.568 1.568 0.005% 46.171% RequantizationRange mixed_4/tower_1/conv_4/batchnorm_eightbit_requant_range
7740.808 1.252 1.252 0.004% 46.175% Requantize mixed_4/tower_1/conv_4/batchnorm_eightbit_requantize
7742.071 2.706 2.706 0.009% 46.185% QuantizedRelu mixed_4/tower_1/conv_4_eightbit_quantized
7744.784 7.755 7.755 0.026% 46.211% QuantizedConcat mixed_4/join_eightbit_quantized_concat
7752.564 254.368 254.368 0.866% 47.076% QuantizedConv2D mixed_5/tower_1/conv/Conv2D_eightbit_quantized_conv
7752.572 70.489 70.489 0.240% 47.316% QuantizedAvgPool mixed_5/tower_2/pool_eightbit_quantized
7752.577 378.828 378.828 1.289% 48.605% QuantizedConv2D mixed_5/conv/Conv2D_eightbit_quantized_conv
7752.579 214.386 214.386 0.729% 49.335% QuantizedConv2D mixed_5/tower/conv/Conv2D_eightbit_quantized_conv
7823.089 288.889 288.889 0.983% 50.318% QuantizedConv2D mixed_5/tower_2/conv/Conv2D_eightbit_quantized_conv
7966.991 2.137 2.137 0.007% 50.325% RequantizationRange mixed_5/tower/conv/Conv2D_eightbit_requant_range
7969.137 91.958 91.958 0.313% 50.638% Requantize mixed_5/tower/conv/Conv2D_eightbit_requantize
8006.951 2.143 2.143 0.007% 50.645% RequantizationRange mixed_5/tower_1/conv/Conv2D_eightbit_requant_range
8009.108 56.972 56.972 0.194% 50.839% Requantize mixed_5/tower_1/conv/Conv2D_eightbit_requantize
8061.108 21.391 21.391 0.073% 50.912% QuantizedBiasAdd mixed_5/tower/conv/batchnorm_eightbit_quantized_bias_add
8066.094 15.006 15.006 0.051% 50.963% QuantizedBiasAdd mixed_5/tower_1/conv/batchnorm_eightbit_quantized_bias_add
8081.120 1.938 1.938 0.007% 50.970% RequantizationRange mixed_5/tower_1/conv/batchnorm_eightbit_requant_range
8082.514 2.173 2.173 0.007% 50.977% RequantizationRange mixed_5/tower/conv/batchnorm_eightbit_requant_range
8083.067 3.010 3.010 0.010% 50.987% Requantize mixed_5/tower_1/conv/batchnorm_eightbit_requantize
8084.697 2.045 2.045 0.007% 50.994% Requantize mixed_5/tower/conv/batchnorm_eightbit_requantize
8086.089 2.633 2.633 0.009% 51.003% QuantizedRelu mixed_5/tower_1/conv_eightbit_quantized
8086.751 2.343 2.343 0.008% 51.011% QuantizedRelu mixed_5/tower/conv_eightbit_quantized
8088.728 239.475 239.475 0.815% 51.826% QuantizedConv2D mixed_5/tower_1/conv_1/Conv2D_eightbit_quantized_conv
8089.101 247.388 247.388 0.842% 52.668% QuantizedConv2D mixed_5/tower/conv_1/Conv2D_eightbit_quantized_conv
8112.002 2.586 2.586 0.009% 52.677% RequantizationRange mixed_5/tower_2/conv/Conv2D_eightbit_requant_range
8114.598 116.657 116.657 0.397% 53.074% Requantize mixed_5/tower_2/conv/Conv2D_eightbit_requantize
8131.426 2.589 2.589 0.009% 53.082% RequantizationRange mixed_5/conv/Conv2D_eightbit_requant_range
8134.024 116.449 116.449 0.396% 53.479% Requantize mixed_5/conv/Conv2D_eightbit_requantize
8231.270 41.002 41.002 0.140% 53.618% QuantizedBiasAdd mixed_5/tower_2/conv/batchnorm_eightbit_quantized_bias_add
8250.485 19.658 19.658 0.067% 53.685% QuantizedBiasAdd mixed_5/conv/batchnorm_eightbit_quantized_bias_add
8270.163 2.560 2.560 0.009% 53.694% RequantizationRange mixed_5/conv/batchnorm_eightbit_requant_range
8272.296 2.559 2.559 0.009% 53.702% RequantizationRange mixed_5/tower_2/conv/batchnorm_eightbit_requant_range
8272.732 7.400 7.400 0.025% 53.728% Requantize mixed_5/conv/batchnorm_eightbit_requantize
8274.865 7.294 7.294 0.025% 53.752% Requantize mixed_5/tower_2/conv/batchnorm_eightbit_requantize
8280.144 4.748 4.748 0.016% 53.769% QuantizedRelu mixed_5/conv_eightbit_quantized
8282.171 4.603 4.603 0.016% 53.784% QuantizedRelu mixed_5/tower_2/conv_eightbit_quantized
8328.225 1.386 1.386 0.005% 53.789% RequantizationRange mixed_5/tower_1/conv_1/Conv2D_eightbit_requant_range
8329.618 2.385 2.385 0.008% 53.797% Requantize mixed_5/tower_1/conv_1/Conv2D_eightbit_requantize
8332.014 5.335 5.335 0.018% 53.815% QuantizedBiasAdd mixed_5/tower_1/conv_1/batchnorm_eightbit_quantized_bias_add
8336.504 1.418 1.418 0.005% 53.820% RequantizationRange mixed_5/tower/conv_1/Conv2D_eightbit_requant_range
8337.361 1.780 1.780 0.006% 53.826% RequantizationRange mixed_5/tower_1/conv_1/batchnorm_eightbit_requant_range
8337.936 1.374 1.374 0.005% 53.831% Requantize mixed_5/tower/conv_1/Conv2D_eightbit_requantize
8339.150 3.609 3.609 0.012% 53.843% Requantize mixed_5/tower_1/conv_1/batchnorm_eightbit_requantize
8339.319 4.997 4.997 0.017% 53.860% QuantizedBiasAdd mixed_5/tower/conv_1/batchnorm_eightbit_quantized_bias_add
8342.771 2.423 2.423 0.008% 53.868% QuantizedRelu mixed_5/tower_1/conv_1_eightbit_quantized
8344.329 1.355 1.355 0.005% 53.873% RequantizationRange mixed_5/tower/conv_1/batchnorm_eightbit_requant_range
8345.201 190.598 190.598 0.649% 54.522% QuantizedConv2D mixed_5/tower_1/conv_2/Conv2D_eightbit_quantized_conv
8345.690 1.423 1.423 0.005% 54.526% Requantize mixed_5/tower/conv_1/batchnorm_eightbit_requantize
8347.123 2.442 2.442 0.008% 54.535% QuantizedRelu mixed_5/tower/conv_1_eightbit_quantized
8349.572 294.850 294.850 1.003% 55.538% QuantizedConv2D mixed_5/tower/conv_2/Conv2D_eightbit_quantized_conv
8535.838 2.145 2.145 0.007% 55.545% RequantizationRange mixed_5/tower_1/conv_2/Conv2D_eightbit_requant_range
8537.992 8.624 8.624 0.029% 55.575% Requantize mixed_5/tower_1/conv_2/Conv2D_eightbit_requantize
8546.632 13.984 13.984 0.048% 55.622% QuantizedBiasAdd mixed_5/tower_1/conv_2/batchnorm_eightbit_quantized_bias_add
8560.637 1.678 1.678 0.006% 55.628% RequantizationRange mixed_5/tower_1/conv_2/batchnorm_eightbit_requant_range
8562.327 2.665 2.665 0.009% 55.637% Requantize mixed_5/tower_1/conv_2/batchnorm_eightbit_requantize
8565.007 3.875 3.875 0.013% 55.650% QuantizedRelu mixed_5/tower_1/conv_2_eightbit_quantized
8568.894 148.138 148.138 0.504% 56.154% QuantizedConv2D mixed_5/tower_1/conv_3/Conv2D_eightbit_quantized_conv
8644.444 2.634 2.634 0.009% 56.163% RequantizationRange mixed_5/tower/conv_2/Conv2D_eightbit_requant_range
8647.089 10.145 10.145 0.035% 56.198% Requantize mixed_5/tower/conv_2/Conv2D_eightbit_requantize
8657.249 25.519 25.519 0.087% 56.285% QuantizedBiasAdd mixed_5/tower/conv_2/batchnorm_eightbit_quantized_bias_add
8682.786 1.932 1.932 0.007% 56.291% RequantizationRange mixed_5/tower/conv_2/batchnorm_eightbit_requant_range
8684.724 4.359 4.359 0.015% 56.306% Requantize mixed_5/tower/conv_2/batchnorm_eightbit_requantize
8689.096 4.472 4.472 0.015% 56.321% QuantizedRelu mixed_5/tower/conv_2_eightbit_quantized
8717.046 1.402 1.402 0.005% 56.326% RequantizationRange mixed_5/tower_1/conv_3/Conv2D_eightbit_requant_range
8718.455 1.276 1.276 0.004% 56.330% Requantize mixed_5/tower_1/conv_3/Conv2D_eightbit_requantize
8719.742 3.571 3.571 0.012% 56.342% QuantizedBiasAdd mixed_5/tower_1/conv_3/batchnorm_eightbit_quantized_bias_add
8723.327 1.395 1.395 0.005% 56.347% RequantizationRange mixed_5/tower_1/conv_3/batchnorm_eightbit_requant_range
8724.729 1.308 1.308 0.004% 56.352% Requantize mixed_5/tower_1/conv_3/batchnorm_eightbit_requantize
8726.048 2.542 2.542 0.009% 56.360% QuantizedRelu mixed_5/tower_1/conv_3_eightbit_quantized
8728.597 143.670 143.670 0.489% 56.849% QuantizedConv2D mixed_5/tower_1/conv_4/Conv2D_eightbit_quantized_conv
8872.290 1.676 1.676 0.006% 56.855% RequantizationRange mixed_5/tower_1/conv_4/Conv2D_eightbit_requant_range
8873.973 1.434 1.434 0.005% 56.860% Requantize mixed_5/tower_1/conv_4/Conv2D_eightbit_requantize
8875.416 4.129 4.129 0.014% 56.874% QuantizedBiasAdd mixed_5/tower_1/conv_4/batchnorm_eightbit_quantized_bias_add
8879.559 1.671 1.671 0.006% 56.879% RequantizationRange mixed_5/tower_1/conv_4/batchnorm_eightbit_requant_range
8881.237 1.335 1.335 0.005% 56.884% Requantize mixed_5/tower_1/conv_4/batchnorm_eightbit_requantize
8882.583 2.952 2.952 0.010% 56.894% QuantizedRelu mixed_5/tower_1/conv_4_eightbit_quantized
8885.542 8.256 8.256 0.028% 56.922% QuantizedConcat mixed_5/join_eightbit_quantized_concat
8893.827 286.353 286.353 0.974% 57.897% QuantizedConv2D mixed_6/tower_1/conv/Conv2D_eightbit_quantized_conv
8893.838 74.264 74.264 0.253% 58.149% QuantizedAvgPool mixed_6/tower_2/pool_eightbit_quantized
8893.844 404.038 404.038 1.375% 59.524% QuantizedConv2D mixed_6/conv/Conv2D_eightbit_quantized_conv
8893.851 204.927 204.927 0.697% 60.221% QuantizedConv2D mixed_6/tower/conv/Conv2D_eightbit_quantized_conv
8968.128 326.116 326.116 1.110% 61.331% QuantizedConv2D mixed_6/tower_2/conv/Conv2D_eightbit_quantized_conv
9098.807 2.102 2.102 0.007% 61.338% RequantizationRange mixed_6/tower/conv/Conv2D_eightbit_requant_range
9100.918 52.459 52.459 0.179% 61.517% Requantize mixed_6/tower/conv/Conv2D_eightbit_requantize
9153.394 39.393 39.393 0.134% 61.651% QuantizedBiasAdd mixed_6/tower/conv/batchnorm_eightbit_quantized_bias_add
9180.199 2.083 2.083 0.007% 61.658% RequantizationRange mixed_6/tower_1/conv/Conv2D_eightbit_requant_range
9182.291 18.545 18.545 0.063% 61.721% Requantize mixed_6/tower_1/conv/Conv2D_eightbit_requantize
9192.813 2.137 2.137 0.007% 61.728% RequantizationRange mixed_6/tower/conv/batchnorm_eightbit_requant_range
9194.966 8.062 8.062 0.027% 61.756% Requantize mixed_6/tower/conv/batchnorm_eightbit_requantize
9200.855 9.528 9.528 0.032% 61.788% QuantizedBiasAdd mixed_6/tower_1/conv/batchnorm_eightbit_quantized_bias_add
9203.041 3.726 3.726 0.013% 61.801% QuantizedRelu mixed_6/tower/conv_eightbit_quantized
9206.777 267.692 267.692 0.911% 62.712% QuantizedConv2D mixed_6/tower/conv_1/Conv2D_eightbit_quantized_conv
9210.401 2.146 2.146 0.007% 62.719% RequantizationRange mixed_6/tower_1/conv/batchnorm_eightbit_requant_range
9212.558 5.944 5.944 0.020% 62.739% Requantize mixed_6/tower_1/conv/batchnorm_eightbit_requantize
9218.517 3.716 3.716 0.013% 62.752% QuantizedRelu mixed_6/tower_1/conv_eightbit_quantized
9222.242 273.568 273.568 0.931% 63.683% QuantizedConv2D mixed_6/tower_1/conv_1/Conv2D_eightbit_quantized_conv
9294.268 2.482 2.482 0.008% 63.691% RequantizationRange mixed_6/tower_2/conv/Conv2D_eightbit_requant_range
9296.760 71.323 71.323 0.243% 63.934% Requantize mixed_6/tower_2/conv/Conv2D_eightbit_requantize
9297.898 2.488 2.488 0.008% 63.942% RequantizationRange mixed_6/conv/Conv2D_eightbit_requant_range
9300.401 69.042 69.042 0.235% 64.177% Requantize mixed_6/conv/Conv2D_eightbit_requantize
9368.101 72.443 72.443 0.247% 64.424% QuantizedBiasAdd mixed_6/tower_2/conv/batchnorm_eightbit_quantized_bias_add
9369.455 73.401 73.401 0.250% 64.673% QuantizedBiasAdd mixed_6/conv/batchnorm_eightbit_quantized_bias_add
9440.575 2.403 2.403 0.008% 64.682% RequantizationRange mixed_6/tower_2/conv/batchnorm_eightbit_requant_range
9442.876 2.571 2.571 0.009% 64.690% RequantizationRange mixed_6/conv/batchnorm_eightbit_requant_range
9442.985 6.316 6.316 0.021% 64.712% Requantize mixed_6/tower_2/conv/batchnorm_eightbit_requantize
9445.466 4.206 4.206 0.014% 64.726% Requantize mixed_6/conv/batchnorm_eightbit_requantize
9449.314 4.452 4.452 0.015% 64.741% QuantizedRelu mixed_6/tower_2/conv_eightbit_quantized
9449.683 5.079 5.079 0.017% 64.759% QuantizedRelu mixed_6/conv_eightbit_quantized
9474.490 1.352 1.352 0.005% 64.763% RequantizationRange mixed_6/tower/conv_1/Conv2D_eightbit_requant_range
9475.849 1.294 1.294 0.004% 64.768% Requantize mixed_6/tower/conv_1/Conv2D_eightbit_requantize
9477.153 4.170 4.170 0.014% 64.782% QuantizedBiasAdd mixed_6/tower/conv_1/batchnorm_eightbit_quantized_bias_add
9481.342 1.318 1.318 0.004% 64.786% RequantizationRange mixed_6/tower/conv_1/batchnorm_eightbit_requant_range
9482.666 1.322 1.322 0.004% 64.791% Requantize mixed_6/tower/conv_1/batchnorm_eightbit_requantize
9483.996 2.402 2.402 0.008% 64.799% QuantizedRelu mixed_6/tower/conv_1_eightbit_quantized
9486.407 244.343 244.343 0.831% 65.630% QuantizedConv2D mixed_6/tower/conv_2/Conv2D_eightbit_quantized_conv
9495.833 2.097 2.097 0.007% 65.638% RequantizationRange mixed_6/tower_1/conv_1/Conv2D_eightbit_requant_range
9497.938 8.535 8.535 0.029% 65.667% Requantize mixed_6/tower_1/conv_1/Conv2D_eightbit_requantize
9506.487 26.171 26.171 0.089% 65.756% QuantizedBiasAdd mixed_6/tower_1/conv_1/batchnorm_eightbit_quantized_bias_add
9532.681 2.076 2.076 0.007% 65.763% RequantizationRange mixed_6/tower_1/conv_1/batchnorm_eightbit_requant_range
9534.765 19.349 19.349 0.066% 65.829% Requantize mixed_6/tower_1/conv_1/batchnorm_eightbit_requantize
9554.138 3.734 3.734 0.013% 65.841% QuantizedRelu mixed_6/tower_1/conv_1_eightbit_quantized
9557.882 193.357 193.357 0.658% 66.499% QuantizedConv2D mixed_6/tower_1/conv_2/Conv2D_eightbit_quantized_conv
9730.771 1.606 1.606 0.005% 66.505% RequantizationRange mixed_6/tower/conv_2/Conv2D_eightbit_requant_range
9732.384 2.364 2.364 0.008% 66.513% Requantize mixed_6/tower/conv_2/Conv2D_eightbit_requantize
9734.760 6.885 6.885 0.023% 66.536% QuantizedBiasAdd mixed_6/tower/conv_2/batchnorm_eightbit_quantized_bias_add
9741.672 1.965 1.965 0.007% 66.543% RequantizationRange mixed_6/tower/conv_2/batchnorm_eightbit_requant_range
9743.645 2.623 2.623 0.009% 66.552% Requantize mixed_6/tower/conv_2/batchnorm_eightbit_requantize
9746.278 2.761 2.761 0.009% 66.561% QuantizedRelu mixed_6/tower/conv_2_eightbit_quantized
9751.254 1.477 1.477 0.005% 66.566% RequantizationRange mixed_6/tower_1/conv_2/Conv2D_eightbit_requant_range
9752.741 1.980 1.980 0.007% 66.573% Requantize mixed_6/tower_1/conv_2/Conv2D_eightbit_requantize
9754.735 4.700 4.700 0.016% 66.589% QuantizedBiasAdd mixed_6/tower_1/conv_2/batchnorm_eightbit_quantized_bias_add
9759.450 1.317 1.317 0.004% 66.593% RequantizationRange mixed_6/tower_1/conv_2/batchnorm_eightbit_requant_range
9760.773 1.986 1.986 0.007% 66.600% Requantize mixed_6/tower_1/conv_2/batchnorm_eightbit_requantize
9762.770 2.336 2.336 0.008% 66.608% QuantizedRelu mixed_6/tower_1/conv_2_eightbit_quantized
9765.113 143.438 143.438 0.488% 67.096% QuantizedConv2D mixed_6/tower_1/conv_3/Conv2D_eightbit_quantized_conv
9908.574 1.377 1.377 0.005% 67.101% RequantizationRange mixed_6/tower_1/conv_3/Conv2D_eightbit_requant_range
9909.957 2.335 2.335 0.008% 67.109% Requantize mixed_6/tower_1/conv_3/Conv2D_eightbit_requantize
9912.305 6.366 6.366 0.022% 67.130% QuantizedBiasAdd mixed_6/tower_1/conv_3/batchnorm_eightbit_quantized_bias_add
9918.692 1.362 1.362 0.005% 67.135% RequantizationRange mixed_6/tower_1/conv_3/batchnorm_eightbit_requant_range
9920.068 1.370 1.370 0.005% 67.140% Requantize mixed_6/tower_1/conv_3/batchnorm_eightbit_requantize
9921.448 2.459 2.459 0.008% 67.148% QuantizedRelu mixed_6/tower_1/conv_3_eightbit_quantized
9923.913 155.242 155.242 0.528% 67.676% QuantizedConv2D mixed_6/tower_1/conv_4/Conv2D_eightbit_quantized_conv
10079.178 1.794 1.794 0.006% 67.682% RequantizationRange mixed_6/tower_1/conv_4/Conv2D_eightbit_requant_range
10080.979 2.044 2.044 0.007% 67.689% Requantize mixed_6/tower_1/conv_4/Conv2D_eightbit_requantize
10083.036 4.929 4.929 0.017% 67.706% QuantizedBiasAdd mixed_6/tower_1/conv_4/batchnorm_eightbit_quantized_bias_add
10087.978 1.781 1.781 0.006% 67.712% RequantizationRange mixed_6/tower_1/conv_4/batchnorm_eightbit_requant_range
10089.766 1.800 1.800 0.006% 67.718% Requantize mixed_6/tower_1/conv_4/batchnorm_eightbit_requantize
10091.577 3.103 3.103 0.011% 67.729% QuantizedRelu mixed_6/tower_1/conv_4_eightbit_quantized
10094.687 10.437 10.437 0.036% 67.764% QuantizedConcat mixed_6/join_eightbit_quantized_concat
10105.162 71.442 71.442 0.243% 68.008% QuantizedAvgPool mixed_7/tower_2/pool_eightbit_quantized
10105.163 383.530 383.530 1.305% 69.313% QuantizedConv2D mixed_7/conv/Conv2D_eightbit_quantized_conv
10105.165 434.363 434.363 1.478% 70.791% QuantizedConv2D mixed_7/tower/conv/Conv2D_eightbit_quantized_conv
10105.168 273.819 273.819 0.932% 71.722% QuantizedConv2D mixed_7/tower_1/conv/Conv2D_eightbit_quantized_conv
10176.631 394.298 394.298 1.342% 73.064% QuantizedConv2D mixed_7/tower_2/conv/Conv2D_eightbit_quantized_conv
10379.017 2.818 2.818 0.010% 73.074% RequantizationRange mixed_7/tower_1/conv/Conv2D_eightbit_requant_range
10381.845 102.452 102.452 0.349% 73.422% Requantize mixed_7/tower_1/conv/Conv2D_eightbit_requantize
10484.321 15.694 15.694 0.053% 73.476% QuantizedBiasAdd mixed_7/tower_1/conv/batchnorm_eightbit_quantized_bias_add
10488.718 2.830 2.830 0.010% 73.485% RequantizationRange mixed_7/conv/Conv2D_eightbit_requant_range
10491.559 8.606 8.606 0.029% 73.515% Requantize mixed_7/conv/Conv2D_eightbit_requantize
10500.036 2.815 2.815 0.010% 73.524% RequantizationRange mixed_7/tower_1/conv/batchnorm_eightbit_requant_range
10500.178 11.856 11.856 0.040% 73.565% QuantizedBiasAdd mixed_7/conv/batchnorm_eightbit_quantized_bias_add
10502.861 8.880 8.880 0.030% 73.595% Requantize mixed_7/tower_1/conv/batchnorm_eightbit_requantize
10511.758 3.331 3.331 0.011% 73.606% QuantizedRelu mixed_7/tower_1/conv_eightbit_quantized
10512.052 2.796 2.796 0.010% 73.616% RequantizationRange mixed_7/conv/batchnorm_eightbit_requant_range
10514.858 3.021 3.021 0.010% 73.626% Requantize mixed_7/conv/batchnorm_eightbit_requantize
10515.100 248.176 248.176 0.844% 74.470% QuantizedConv2D mixed_7/tower_1/conv_1/Conv2D_eightbit_quantized_conv
10517.889 3.016 3.016 0.010% 74.481% QuantizedRelu mixed_7/conv_eightbit_quantized
10539.547 2.823 2.823 0.010% 74.490% RequantizationRange mixed_7/tower/conv/Conv2D_eightbit_requant_range
10542.381 17.138 17.138 0.058% 74.549% Requantize mixed_7/tower/conv/Conv2D_eightbit_requantize
10559.534 54.652 54.652 0.186% 74.734% QuantizedBiasAdd mixed_7/tower/conv/batchnorm_eightbit_quantized_bias_add
10570.955 2.830 2.830 0.010% 74.744% RequantizationRange mixed_7/tower_2/conv/Conv2D_eightbit_requant_range
10573.795 36.251 36.251 0.123% 74.867% Requantize mixed_7/tower_2/conv/Conv2D_eightbit_requantize
10610.061 56.512 56.512 0.192% 75.060% QuantizedBiasAdd mixed_7/tower_2/conv/batchnorm_eightbit_quantized_bias_add
10614.204 2.819 2.819 0.010% 75.069% RequantizationRange mixed_7/tower/conv/batchnorm_eightbit_requant_range
10617.033 44.958 44.958 0.153% 75.222% Requantize mixed_7/tower/conv/batchnorm_eightbit_requantize
10662.006 4.997 4.997 0.017% 75.239% QuantizedRelu mixed_7/tower/conv_eightbit_quantized
10666.591 2.833 2.833 0.010% 75.249% RequantizationRange mixed_7/tower_2/conv/batchnorm_eightbit_requant_range
10667.013 291.274 291.274 0.991% 76.240% QuantizedConv2D mixed_7/tower/conv_1/Conv2D_eightbit_quantized_conv
10669.434 10.651 10.651 0.036% 76.276% Requantize mixed_7/tower_2/conv/batchnorm_eightbit_requantize
10680.100 4.965 4.965 0.017% 76.293% QuantizedRelu mixed_7/tower_2/conv_eightbit_quantized
10763.297 2.796 2.796 0.010% 76.303% RequantizationRange mixed_7/tower_1/conv_1/Conv2D_eightbit_requant_range
10766.103 14.119 14.119 0.048% 76.351% Requantize mixed_7/tower_1/conv_1/Conv2D_eightbit_requantize
10780.238 41.792 41.792 0.142% 76.493% QuantizedBiasAdd mixed_7/tower_1/conv_1/batchnorm_eightbit_quantized_bias_add
10822.057 2.801 2.801 0.010% 76.503% RequantizationRange mixed_7/tower_1/conv_1/batchnorm_eightbit_requant_range
10824.868 11.071 11.071 0.038% 76.540% Requantize mixed_7/tower_1/conv_1/batchnorm_eightbit_requantize
10835.953 5.086 5.086 0.017% 76.558% QuantizedRelu mixed_7/tower_1/conv_1_eightbit_quantized
10841.049 271.798 271.798 0.925% 77.482% QuantizedConv2D mixed_7/tower_1/conv_2/Conv2D_eightbit_quantized_conv
10958.318 2.817 2.817 0.010% 77.492% RequantizationRange mixed_7/tower/conv_1/Conv2D_eightbit_requant_range
10961.145 10.705 10.705 0.036% 77.528% Requantize mixed_7/tower/conv_1/Conv2D_eightbit_requantize
10971.866 36.275 36.275 0.123% 77.652% QuantizedBiasAdd mixed_7/tower/conv_1/batchnorm_eightbit_quantized_bias_add
11008.162 2.796 2.796 0.010% 77.661% RequantizationRange mixed_7/tower/conv_1/batchnorm_eightbit_requant_range
11010.968 10.886 10.886 0.037% 77.698% Requantize mixed_7/tower/conv_1/batchnorm_eightbit_requantize
11021.874 5.097 5.097 0.017% 77.716% QuantizedRelu mixed_7/tower/conv_1_eightbit_quantized
11026.981 271.441 271.441 0.924% 78.639% QuantizedConv2D mixed_7/tower/conv_2/Conv2D_eightbit_quantized_conv
11112.869 2.565 2.565 0.009% 78.648% RequantizationRange mixed_7/tower_1/conv_2/Conv2D_eightbit_requant_range
11115.443 10.476 10.476 0.036% 78.684% Requantize mixed_7/tower_1/conv_2/Conv2D_eightbit_requantize
11125.934 30.087 30.087 0.102% 78.786% QuantizedBiasAdd mixed_7/tower_1/conv_2/batchnorm_eightbit_quantized_bias_add
11156.038 2.540 2.540 0.009% 78.795% RequantizationRange mixed_7/tower_1/conv_2/batchnorm_eightbit_requant_range
11158.587 9.778 9.778 0.033% 78.828% Requantize mixed_7/tower_1/conv_2/batchnorm_eightbit_requantize
11168.378 4.560 4.560 0.016% 78.844% QuantizedRelu mixed_7/tower_1/conv_2_eightbit_quantized
11172.948 236.092 236.092 0.803% 79.647% QuantizedConv2D mixed_7/tower_1/conv_3/Conv2D_eightbit_quantized_conv
11298.450 2.563 2.563 0.009% 79.656% RequantizationRange mixed_7/tower/conv_2/Conv2D_eightbit_requant_range
11301.023 10.594 10.594 0.036% 79.692% Requantize mixed_7/tower/conv_2/Conv2D_eightbit_requantize
11311.634 31.324 31.324 0.107% 79.798% QuantizedBiasAdd mixed_7/tower/conv_2/batchnorm_eightbit_quantized_bias_add
11342.977 2.558 2.558 0.009% 79.807% RequantizationRange mixed_7/tower/conv_2/batchnorm_eightbit_requant_range
11345.554 10.942 10.942 0.037% 79.844% Requantize mixed_7/tower/conv_2/batchnorm_eightbit_requantize
11356.514 4.508 4.508 0.015% 79.860% QuantizedRelu mixed_7/tower/conv_2_eightbit_quantized
11409.066 1.926 1.926 0.007% 79.866% RequantizationRange mixed_7/tower_1/conv_3/Conv2D_eightbit_requant_range
11411.000 1.692 1.692 0.006% 79.872% Requantize mixed_7/tower_1/conv_3/Conv2D_eightbit_requantize
11412.702 4.679 4.679 0.016% 79.888% QuantizedBiasAdd mixed_7/tower_1/conv_3/batchnorm_eightbit_quantized_bias_add
11417.394 1.673 1.673 0.006% 79.893% RequantizationRange mixed_7/tower_1/conv_3/batchnorm_eightbit_requant_range
11419.076 1.505 1.505 0.005% 79.899% Requantize mixed_7/tower_1/conv_3/batchnorm_eightbit_requantize
11420.594 2.916 2.916 0.010% 79.909% QuantizedRelu mixed_7/tower_1/conv_3_eightbit_quantized
11423.518 172.140 172.140 0.586% 80.494% QuantizedConv2D mixed_7/tower_1/conv_4/Conv2D_eightbit_quantized_conv
11595.680 1.622 1.622 0.006% 80.500% RequantizationRange mixed_7/tower_1/conv_4/Conv2D_eightbit_requant_range
11597.309 1.421 1.421 0.005% 80.505% Requantize mixed_7/tower_1/conv_4/Conv2D_eightbit_requantize
11598.742 4.609 4.609 0.016% 80.520% QuantizedBiasAdd mixed_7/tower_1/conv_4/batchnorm_eightbit_quantized_bias_add
11603.372 1.623 1.623 0.006% 80.526% RequantizationRange mixed_7/tower_1/conv_4/batchnorm_eightbit_requant_range
11605.002 1.411 1.411 0.005% 80.531% Requantize mixed_7/tower_1/conv_4/batchnorm_eightbit_requantize
11606.423 2.704 2.704 0.009% 80.540% QuantizedRelu mixed_7/tower_1/conv_4_eightbit_quantized
11609.133 10.768 10.768 0.037% 80.576% QuantizedConcat mixed_7/join_eightbit_quantized_concat
11619.929 190.012 190.012 0.647% 81.223% QuantizedConv2D mixed_8/tower_1/conv/Conv2D_eightbit_quantized_conv
11619.950 17.036 17.036 0.058% 81.281% QuantizedMaxPool mixed_8/pool_eightbit_quantized
11619.955 195.893 195.893 0.667% 81.948% QuantizedConv2D mixed_8/tower/conv/Conv2D_eightbit_quantized_conv
11809.964 1.654 1.654 0.006% 81.953% RequantizationRange mixed_8/tower_1/conv/Conv2D_eightbit_requant_range
11811.625 1.633 1.633 0.006% 81.959% Requantize mixed_8/tower_1/conv/Conv2D_eightbit_requantize
11813.268 4.925 4.925 0.017% 81.976% QuantizedBiasAdd mixed_8/tower_1/conv/batchnorm_eightbit_quantized_bias_add
11815.867 2.337 2.337 0.008% 81.983% RequantizationRange mixed_8/tower/conv/Conv2D_eightbit_requant_range
11818.207 1.613 1.613 0.005% 81.989% RequantizationRange mixed_8/tower_1/conv/batchnorm_eightbit_requant_range
11818.212 1.885 1.885 0.006% 81.995% Requantize mixed_8/tower/conv/Conv2D_eightbit_requantize
11819.827 3.519 3.519 0.012% 82.007% Requantize mixed_8/tower_1/conv/batchnorm_eightbit_requantize
11820.105 6.178 6.178 0.021% 82.028% QuantizedBiasAdd mixed_8/tower/conv/batchnorm_eightbit_quantized_bias_add
11823.356 2.871 2.871 0.010% 82.038% QuantizedRelu mixed_8/tower_1/conv_eightbit_quantized
11826.238 210.548 210.548 0.716% 82.755% QuantizedConv2D mixed_8/tower_1/conv_1/Conv2D_eightbit_quantized_conv
11826.294 1.610 1.610 0.005% 82.760% RequantizationRange mixed_8/tower/conv/batchnorm_eightbit_requant_range
11827.911 1.814 1.814 0.006% 82.766% Requantize mixed_8/tower/conv/batchnorm_eightbit_requantize
11829.733 2.767 2.767 0.009% 82.776% QuantizedRelu mixed_8/tower/conv_eightbit_quantized
11832.506 320.578 320.578 1.091% 83.866% QuantizedConv2D mixed_8/tower/conv_1/Conv2D_eightbit_quantized_conv
12036.807 1.620 1.620 0.006% 83.872% RequantizationRange mixed_8/tower_1/conv_1/Conv2D_eightbit_requant_range
12038.434 2.730 2.730 0.009% 83.881% Requantize mixed_8/tower_1/conv_1/Conv2D_eightbit_requantize
12041.175 5.235 5.235 0.018% 83.899% QuantizedBiasAdd mixed_8/tower_1/conv_1/batchnorm_eightbit_quantized_bias_add
12046.424 1.621 1.621 0.006% 83.905% RequantizationRange mixed_8/tower_1/conv_1/batchnorm_eightbit_requant_range
12048.052 1.823 1.823 0.006% 83.911% Requantize mixed_8/tower_1/conv_1/batchnorm_eightbit_requantize
12049.883 2.942 2.942 0.010% 83.921% QuantizedRelu mixed_8/tower_1/conv_1_eightbit_quantized
12052.832 213.516 213.516 0.727% 84.647% QuantizedConv2D mixed_8/tower_1/conv_2/Conv2D_eightbit_quantized_conv
12153.102 1.000 1.000 0.003% 84.651% RequantizationRange mixed_8/tower/conv_1/Conv2D_eightbit_requant_range
12154.112 4.105 4.105 0.014% 84.665% Requantize mixed_8/tower/conv_1/Conv2D_eightbit_requantize
12158.231 12.512 12.512 0.043% 84.707% QuantizedBiasAdd mixed_8/tower/conv_1/batchnorm_eightbit_quantized_bias_add
12170.757 0.990 0.990 0.003% 84.711% RequantizationRange mixed_8/tower/conv_1/batchnorm_eightbit_requant_range
12171.756 5.166 5.166 0.018% 84.728% Requantize mixed_8/tower/conv_1/batchnorm_eightbit_requantize
12176.935 1.768 1.768 0.006% 84.734% QuantizedRelu mixed_8/tower/conv_1_eightbit_quantized
12266.365 1.673 1.673 0.006% 84.740% RequantizationRange mixed_8/tower_1/conv_2/Conv2D_eightbit_requant_range
12268.045 1.518 1.518 0.005% 84.745% Requantize mixed_8/tower_1/conv_2/Conv2D_eightbit_requantize
12269.575 4.643 4.643 0.016% 84.761% QuantizedBiasAdd mixed_8/tower_1/conv_2/batchnorm_eightbit_quantized_bias_add
12274.230 1.670 1.670 0.006% 84.767% RequantizationRange mixed_8/tower_1/conv_2/batchnorm_eightbit_requant_range
12275.906 1.454 1.454 0.005% 84.772% Requantize mixed_8/tower_1/conv_2/batchnorm_eightbit_requantize
12277.372 2.918 2.918 0.010% 84.781% QuantizedRelu mixed_8/tower_1/conv_2_eightbit_quantized
12280.297 55.654 55.654 0.189% 84.971% QuantizedConv2D mixed_8/tower_1/conv_3/Conv2D_eightbit_quantized_conv
12335.961 0.385 0.385 0.001% 84.972% RequantizationRange mixed_8/tower_1/conv_3/Conv2D_eightbit_requant_range
12336.352 0.392 0.392 0.001% 84.973% Requantize mixed_8/tower_1/conv_3/Conv2D_eightbit_requantize
12336.755 1.114 1.114 0.004% 84.977% QuantizedBiasAdd mixed_8/tower_1/conv_3/batchnorm_eightbit_quantized_bias_add
12337.880 0.383 0.383 0.001% 84.979% RequantizationRange mixed_8/tower_1/conv_3/batchnorm_eightbit_requant_range
12338.269 0.391 0.391 0.001% 84.980% Requantize mixed_8/tower_1/conv_3/batchnorm_eightbit_requantize
12338.672 0.663 0.663 0.002% 84.982% QuantizedRelu mixed_8/tower_1/conv_3_eightbit_quantized
12339.341 10.868 10.868 0.037% 85.019% QuantizedConcat mixed_8/join_eightbit_quantized_concat
12350.232 251.258 251.258 0.855% 85.874% QuantizedConv2D mixed_9/tower/conv/Conv2D_eightbit_quantized_conv
12350.252 16.430 16.430 0.056% 85.930% QuantizedAvgPool mixed_9/tower_2/pool_eightbit_quantized
12350.258 168.304 168.304 0.573% 86.503% QuantizedConv2D mixed_9/conv/Conv2D_eightbit_quantized_conv
12350.259 260.907 260.907 0.888% 87.391% QuantizedConv2D mixed_9/tower_1/conv/Conv2D_eightbit_quantized_conv
12366.700 133.954 133.954 0.456% 87.846% QuantizedConv2D mixed_9/tower_2/conv/Conv2D_eightbit_quantized_conv
12500.677 0.613 0.613 0.002% 87.848% RequantizationRange mixed_9/tower_2/conv/Conv2D_eightbit_requant_range
12501.299 2.235 2.235 0.008% 87.856% Requantize mixed_9/tower_2/conv/Conv2D_eightbit_requantize
12503.549 9.703 9.703 0.033% 87.889% QuantizedBiasAdd mixed_9/tower_2/conv/batchnorm_eightbit_quantized_bias_add
12513.265 0.634 0.634 0.002% 87.891% RequantizationRange mixed_9/tower_2/conv/batchnorm_eightbit_requant_range
12513.908 1.950 1.950 0.007% 87.898% Requantize mixed_9/tower_2/conv/batchnorm_eightbit_requantize
12515.871 1.085 1.085 0.004% 87.902% QuantizedRelu mixed_9/tower_2/conv_eightbit_quantized
12518.576 0.998 0.998 0.003% 87.905% RequantizationRange mixed_9/conv/Conv2D_eightbit_requant_range
12519.582 3.193 3.193 0.011% 87.916% Requantize mixed_9/conv/Conv2D_eightbit_requantize
12522.791 6.027 6.027 0.021% 87.936% QuantizedBiasAdd mixed_9/conv/batchnorm_eightbit_quantized_bias_add
12528.831 0.985 0.985 0.003% 87.940% RequantizationRange mixed_9/conv/batchnorm_eightbit_requant_range
12529.825 3.117 3.117 0.011% 87.950% Requantize mixed_9/conv/batchnorm_eightbit_requantize
12532.954 1.743 1.743 0.006% 87.956% QuantizedRelu mixed_9/conv_eightbit_quantized
12601.507 0.757 0.757 0.003% 87.959% RequantizationRange mixed_9/tower/conv/Conv2D_eightbit_requant_range
12602.270 0.887 0.887 0.003% 87.962% Requantize mixed_9/tower/conv/Conv2D_eightbit_requantize
12603.166 2.097 2.097 0.007% 87.969% QuantizedBiasAdd mixed_9/tower/conv/batchnorm_eightbit_quantized_bias_add
12605.281 0.753 0.753 0.003% 87.971% RequantizationRange mixed_9/tower/conv/batchnorm_eightbit_requant_range
12606.041 0.797 0.797 0.003% 87.974% Requantize mixed_9/tower/conv/batchnorm_eightbit_requantize
12606.846 1.308 1.308 0.004% 87.979% QuantizedRelu mixed_9/tower/conv_eightbit_quantized
12608.168 173.446 173.446 0.590% 88.569% QuantizedConv2D mixed_9/tower/mixed/conv_1/Conv2D_eightbit_quantized_conv
12608.192 191.093 191.093 0.650% 89.219% QuantizedConv2D mixed_9/tower/mixed/conv/Conv2D_eightbit_quantized_conv
12611.182 0.889 0.889 0.003% 89.222% RequantizationRange mixed_9/tower_1/conv/Conv2D_eightbit_requant_range
12612.078 1.242 1.242 0.004% 89.226% Requantize mixed_9/tower_1/conv/Conv2D_eightbit_requantize
12613.330 5.296 5.296 0.018% 89.244% QuantizedBiasAdd mixed_9/tower_1/conv/batchnorm_eightbit_quantized_bias_add
12618.643 1.378 1.378 0.005% 89.249% RequantizationRange mixed_9/tower_1/conv/batchnorm_eightbit_requant_range
12620.029 7.840 7.840 0.027% 89.276% Requantize mixed_9/tower_1/conv/batchnorm_eightbit_requantize
12627.888 2.459 2.459 0.008% 89.284% QuantizedRelu mixed_9/tower_1/conv_eightbit_quantized
12630.356 356.026 356.026 1.211% 90.496% QuantizedConv2D mixed_9/tower_1/conv_1/Conv2D_eightbit_quantized_conv
12781.637 1.191 1.191 0.004% 90.500% RequantizationRange mixed_9/tower/mixed/conv_1/Conv2D_eightbit_requant_range
12782.844 1.710 1.710 0.006% 90.505% Requantize mixed_9/tower/mixed/conv_1/Conv2D_eightbit_requantize
12784.570 3.675 3.675 0.013% 90.518% QuantizedBiasAdd mixed_9/tower/mixed/conv_1/batchnorm_eightbit_quantized_bias_add
12788.254 0.966 0.966 0.003% 90.521% RequantizationRange mixed_9/tower/mixed/conv_1/batchnorm_eightbit_requant_range
12789.229 2.227 2.227 0.008% 90.529% Requantize mixed_9/tower/mixed/conv_1/batchnorm_eightbit_requantize
12791.468 2.063 2.063 0.007% 90.536% QuantizedRelu mixed_9/tower/mixed/conv_1_eightbit_quantized
12799.302 0.766 0.766 0.003% 90.538% RequantizationRange mixed_9/tower/mixed/conv/Conv2D_eightbit_requant_range
12800.074 1.353 1.353 0.005% 90.543% Requantize mixed_9/tower/mixed/conv/Conv2D_eightbit_requantize
12801.441 3.629 3.629 0.012% 90.555% QuantizedBiasAdd mixed_9/tower/mixed/conv/batchnorm_eightbit_quantized_bias_add
12805.086 1.193 1.193 0.004% 90.559% RequantizationRange mixed_9/tower/mixed/conv/batchnorm_eightbit_requant_range
12806.289 1.683 1.683 0.006% 90.565% Requantize mixed_9/tower/mixed/conv/batchnorm_eightbit_requantize
12807.983 1.249 1.249 0.004% 90.569% QuantizedRelu mixed_9/tower/mixed/conv_eightbit_quantized
12986.399 0.767 0.767 0.003% 90.572% RequantizationRange mixed_9/tower_1/conv_1/Conv2D_eightbit_requant_range
12987.173 0.723 0.723 0.002% 90.574% Requantize mixed_9/tower_1/conv_1/Conv2D_eightbit_requantize
12987.908 2.124 2.124 0.007% 90.582% QuantizedBiasAdd mixed_9/tower_1/conv_1/batchnorm_eightbit_quantized_bias_add
12990.048 0.751 0.751 0.003% 90.584% RequantizationRange mixed_9/tower_1/conv_1/batchnorm_eightbit_requant_range
12990.805 0.725 0.725 0.002% 90.587% Requantize mixed_9/tower_1/conv_1/batchnorm_eightbit_requantize
12991.541 1.325 1.325 0.005% 90.591% QuantizedRelu mixed_9/tower_1/conv_1_eightbit_quantized
12992.881 125.786 125.786 0.428% 91.019% QuantizedConv2D mixed_9/tower_1/mixed/conv_1/Conv2D_eightbit_quantized_conv
12992.906 135.832 135.832 0.462% 91.481% QuantizedConv2D mixed_9/tower_1/mixed/conv/Conv2D_eightbit_quantized_conv
13118.684 0.755 0.755 0.003% 91.484% RequantizationRange mixed_9/tower_1/mixed/conv_1/Conv2D_eightbit_requant_range
13119.453 1.319 1.319 0.004% 91.488% Requantize mixed_9/tower_1/mixed/conv_1/Conv2D_eightbit_requantize
13120.784 3.607 3.607 0.012% 91.501% QuantizedBiasAdd mixed_9/tower_1/mixed/conv_1/batchnorm_eightbit_quantized_bias_add
13124.400 0.746 0.746 0.003% 91.503% RequantizationRange mixed_9/tower_1/mixed/conv_1/batchnorm_eightbit_requant_range
13125.152 0.839 0.839 0.003% 91.506% Requantize mixed_9/tower_1/mixed/conv_1/batchnorm_eightbit_requantize
13126.002 1.262 1.262 0.004% 91.510% QuantizedRelu mixed_9/tower_1/mixed/conv_1_eightbit_quantized
13128.749 0.753 0.753 0.003% 91.513% RequantizationRange mixed_9/tower_1/mixed/conv/Conv2D_eightbit_requant_range
13129.508 0.690 0.690 0.002% 91.515% Requantize mixed_9/tower_1/mixed/conv/Conv2D_eightbit_requantize
13130.209 2.088 2.088 0.007% 91.522% QuantizedBiasAdd mixed_9/tower_1/mixed/conv/batchnorm_eightbit_quantized_bias_add
13132.311 0.749 0.749 0.003% 91.525% RequantizationRange mixed_9/tower_1/mixed/conv/batchnorm_eightbit_requant_range
13133.066 0.694 0.694 0.002% 91.527% Requantize mixed_9/tower_1/mixed/conv/batchnorm_eightbit_requantize
13133.770 1.253 1.253 0.004% 91.532% QuantizedRelu mixed_9/tower_1/mixed/conv_eightbit_quantized
13135.030 16.496 16.496 0.056% 91.588% QuantizedConcat mixed_9/join_eightbit_quantized_concat
13151.558 430.363 430.363 1.464% 93.052% QuantizedConv2D mixed_10/tower_1/conv/Conv2D_eightbit_quantized_conv
13151.578 48.888 48.888 0.166% 93.219% QuantizedMaxPool mixed_10/tower_2/pool_eightbit_quantized
13151.583 251.217 251.217 0.855% 94.073% QuantizedConv2D mixed_10/conv/Conv2D_eightbit_quantized_conv
13151.584 358.254 358.254 1.219% 95.292% QuantizedConv2D mixed_10/tower/conv/Conv2D_eightbit_quantized_conv
13200.492 251.197 251.197 0.855% 96.147% QuantizedConv2D mixed_10/tower_2/conv/Conv2D_eightbit_quantized_conv
13402.820 0.939 0.939 0.003% 96.150% RequantizationRange mixed_10/conv/Conv2D_eightbit_requant_range
13403.767 3.945 3.945 0.013% 96.164% Requantize mixed_10/conv/Conv2D_eightbit_requantize
13407.727 7.018 7.018 0.024% 96.188% QuantizedBiasAdd mixed_10/conv/batchnorm_eightbit_quantized_bias_add
13414.758 0.957 0.957 0.003% 96.191% RequantizationRange mixed_10/conv/batchnorm_eightbit_requant_range
13415.724 1.921 1.921 0.007% 96.197% Requantize mixed_10/conv/batchnorm_eightbit_requantize
13417.664 1.719 1.719 0.006% 96.203% QuantizedRelu mixed_10/conv_eightbit_quantized
13451.702 0.370 0.370 0.001% 96.205% RequantizationRange mixed_10/tower_2/conv/Conv2D_eightbit_requant_range
13452.077 0.916 0.916 0.003% 96.208% Requantize mixed_10/tower_2/conv/Conv2D_eightbit_requantize
13453.001 2.574 2.574 0.009% 96.216% QuantizedBiasAdd mixed_10/tower_2/conv/batchnorm_eightbit_quantized_bias_add
13455.595 0.570 0.570 0.002% 96.218% RequantizationRange mixed_10/tower_2/conv/batchnorm_eightbit_requant_range
13456.174 0.837 0.837 0.003% 96.221% Requantize mixed_10/tower_2/conv/batchnorm_eightbit_requantize
13457.026 1.056 1.056 0.004% 96.225% QuantizedRelu mixed_10/tower_2/conv_eightbit_quantized
13509.850 0.719 0.719 0.002% 96.227% RequantizationRange mixed_10/tower/conv/Conv2D_eightbit_requant_range
13510.575 1.226 1.226 0.004% 96.231% Requantize mixed_10/tower/conv/Conv2D_eightbit_requantize
13511.811 2.656 2.656 0.009% 96.240% QuantizedBiasAdd mixed_10/tower/conv/batchnorm_eightbit_quantized_bias_add
13514.477 0.707 0.707 0.002% 96.243% RequantizationRange mixed_10/tower/conv/batchnorm_eightbit_requant_range
13515.189 0.851 0.851 0.003% 96.246% Requantize mixed_10/tower/conv/batchnorm_eightbit_requantize
13516.049 1.246 1.246 0.004% 96.250% QuantizedRelu mixed_10/tower/conv_eightbit_quantized
13517.309 157.559 157.559 0.536% 96.786% QuantizedConv2D mixed_10/tower/mixed/conv_1/Conv2D_eightbit_quantized_conv
13517.331 134.200 134.200 0.457% 97.243% QuantizedConv2D mixed_10/tower/mixed/conv/Conv2D_eightbit_quantized_conv
13581.948 1.333 1.333 0.005% 97.247% RequantizationRange mixed_10/tower_1/conv/Conv2D_eightbit_requant_range
13583.291 11.782 11.782 0.040% 97.287% Requantize mixed_10/tower_1/conv/Conv2D_eightbit_requantize
13595.087 18.767 18.767 0.064% 97.351% QuantizedBiasAdd mixed_10/tower_1/conv/batchnorm_eightbit_quantized_bias_add
13613.877 1.294 1.294 0.004% 97.356% RequantizationRange mixed_10/tower_1/conv/batchnorm_eightbit_requant_range
13615.180 6.901 6.901 0.023% 97.379% Requantize mixed_10/tower_1/conv/batchnorm_eightbit_requantize
13622.095 2.412 2.412 0.008% 97.387% QuantizedRelu mixed_10/tower_1/conv_eightbit_quantized
13624.523 264.421 264.421 0.900% 98.287% QuantizedConv2D mixed_10/tower_1/conv_1/Conv2D_eightbit_quantized_conv
13651.544 0.708 0.708 0.002% 98.290% RequantizationRange mixed_10/tower/mixed/conv/Conv2D_eightbit_requant_range
13652.257 1.227 1.227 0.004% 98.294% Requantize mixed_10/tower/mixed/conv/Conv2D_eightbit_requantize
13653.494 3.392 3.392 0.012% 98.305% QuantizedBiasAdd mixed_10/tower/mixed/conv/batchnorm_eightbit_quantized_bias_add
13656.896 0.708 0.708 0.002% 98.308% RequantizationRange mixed_10/tower/mixed/conv/batchnorm_eightbit_requant_range
13657.610 1.360 1.360 0.005% 98.312% Requantize mixed_10/tower/mixed/conv/batchnorm_eightbit_requantize
13658.981 1.244 1.244 0.004% 98.317% QuantizedRelu mixed_10/tower/mixed/conv_eightbit_quantized
13674.878 0.718 0.718 0.002% 98.319% RequantizationRange mixed_10/tower/mixed/conv_1/Conv2D_eightbit_requant_range
13675.601 2.269 2.269 0.008% 98.327% Requantize mixed_10/tower/mixed/conv_1/Conv2D_eightbit_requantize
13677.883 4.894 4.894 0.017% 98.343% QuantizedBiasAdd mixed_10/tower/mixed/conv_1/batchnorm_eightbit_quantized_bias_add
13682.790 1.114 1.114 0.004% 98.347% RequantizationRange mixed_10/tower/mixed/conv_1/batchnorm_eightbit_requant_range
13683.919 1.605 1.605 0.005% 98.353% Requantize mixed_10/tower/mixed/conv_1/batchnorm_eightbit_requantize
13685.541 1.368 1.368 0.005% 98.357% QuantizedRelu mixed_10/tower/mixed/conv_1_eightbit_quantized
13888.961 0.711 0.711 0.002% 98.360% RequantizationRange mixed_10/tower_1/conv_1/Conv2D_eightbit_requant_range
13889.678 0.669 0.669 0.002% 98.362% Requantize mixed_10/tower_1/conv_1/Conv2D_eightbit_requantize
13890.358 1.996 1.996 0.007% 98.369% QuantizedBiasAdd mixed_10/tower_1/conv_1/batchnorm_eightbit_quantized_bias_add
13892.366 0.706 0.706 0.002% 98.371% RequantizationRange mixed_10/tower_1/conv_1/batchnorm_eightbit_requant_range
13893.078 0.658 0.658 0.002% 98.373% Requantize mixed_10/tower_1/conv_1/batchnorm_eightbit_requantize
13893.752 1.240 1.240 0.004% 98.378% QuantizedRelu mixed_10/tower_1/conv_1_eightbit_quantized
13895.005 138.217 138.217 0.470% 98.848% QuantizedConv2D mixed_10/tower_1/mixed/conv_1/Conv2D_eightbit_quantized_conv
13895.029 122.897 122.897 0.418% 99.266% QuantizedConv2D mixed_10/tower_1/mixed/conv/Conv2D_eightbit_quantized_conv
14017.944 0.737 0.737 0.003% 99.269% RequantizationRange mixed_10/tower_1/mixed/conv/Conv2D_eightbit_requant_range
14018.687 0.903 0.903 0.003% 99.272% Requantize mixed_10/tower_1/mixed/conv/Conv2D_eightbit_requantize
14019.607 3.204 3.204 0.011% 99.283% QuantizedBiasAdd mixed_10/tower_1/mixed/conv/batchnorm_eightbit_quantized_bias_add
14022.823 0.706 0.706 0.002% 99.285% RequantizationRange mixed_10/tower_1/mixed/conv/batchnorm_eightbit_requant_range
14023.534 1.066 1.066 0.004% 99.289% Requantize mixed_10/tower_1/mixed/conv/batchnorm_eightbit_requantize
14024.610 1.261 1.261 0.004% 99.293% QuantizedRelu mixed_10/tower_1/mixed/conv_eightbit_quantized
14033.234 0.709 0.709 0.002% 99.295% RequantizationRange mixed_10/tower_1/mixed/conv_1/Conv2D_eightbit_requant_range
14033.949 0.655 0.655 0.002% 99.298% Requantize mixed_10/tower_1/mixed/conv_1/Conv2D_eightbit_requantize
14034.614 2.382 2.382 0.008% 99.306% QuantizedBiasAdd mixed_10/tower_1/mixed/conv_1/batchnorm_eightbit_quantized_bias_add
14037.008 0.709 0.709 0.002% 99.308% RequantizationRange mixed_10/tower_1/mixed/conv_1/batchnorm_eightbit_requant_range
14037.723 0.664 0.664 0.002% 99.310% Requantize mixed_10/tower_1/mixed/conv_1/batchnorm_eightbit_requantize
14038.398 1.248 1.248 0.004% 99.315% QuantizedRelu mixed_10/tower_1/mixed/conv_1_eightbit_quantized
14039.652 14.181 14.181 0.048% 99.363% QuantizedConcat mixed_10/join_eightbit_quantized_concat
14053.859 3.789 3.789 0.013% 99.376% QuantizedAvgPool pool_3_eightbit_quantized
14057.655 0.020 0.020 0.000% 99.376% QuantizedReshape pool_3/_reshape_eightbit_quantized_reshape
14057.681 182.385 182.385 0.621% 99.996% QuantizedMatMul softmax/logits/MatMul_eightbit_quantized_mat_mul
14240.083 0.050 0.050 0.000% 99.997% RequantizationRange softmax/logits/MatMul_eightbit_requant_range
14240.139 0.129 0.129 0.000% 99.997% Requantize softmax/logits/MatMul_eightbit_requantize
14240.275 0.356 0.356 0.001% 99.998% QuantizedBiasAdd softmax/logits_eightbit_quantized_bias_add
14240.638 0.042 0.042 0.000% 99.998% RequantizationRange softmax/logits_eightbit_requant_range
14240.685 0.118 0.118 0.000% 99.999% Requantize softmax/logits_eightbit_requantize
14240.809 0.053 0.053 0.000% 99.999% Dequantize softmax/logits
14240.868 0.317 0.317 0.001% 100.000% Softmax softmax
1 runs, avg 2.939e+04 ms, 1282 nodes defined 1271 nodes observed
104120.371 avg KB per run.
============ Top by duration in ms =================
[start] [first] [avg] [%] [cdf%] [Op] [Name]
2074.607 1265.496 1265.496 4.306% 4.306% QuantizedConv2D conv_4/Conv2D_eightbit_quantized_conv
5860.583 874.336 874.336 2.975% 7.281% QuantizedConv2D mixed_3/conv/Conv2D_eightbit_quantized_conv
771.259 819.780 819.780 2.789% 10.071% QuantizedConv2D conv_2/Conv2D_eightbit_quantized_conv
6026.806 707.939 707.939 2.409% 12.480% QuantizedConv2D mixed_3/tower/conv_1/Conv2D_eightbit_quantized_conv
184.073 436.928 436.928 1.487% 13.966% QuantizedConv2D conv_1/Conv2D_eightbit_quantized_conv
10105.165 434.363 434.363 1.478% 15.444% QuantizedConv2D mixed_7/tower/conv/Conv2D_eightbit_quantized_conv
13151.558 430.363 430.363 1.464% 16.909% QuantizedConv2D mixed_10/tower_1/conv/Conv2D_eightbit_quantized_conv
8893.844 404.038 404.038 1.375% 18.284% QuantizedConv2D mixed_6/conv/Conv2D_eightbit_quantized_conv
10176.631 394.298 394.298 1.342% 19.625% QuantizedConv2D mixed_7/tower_2/conv/Conv2D_eightbit_quantized_conv
10105.163 383.530 383.530 1.305% 20.930% QuantizedConv2D mixed_7/conv/Conv2D_eightbit_quantized_conv
7752.577 378.828 378.828 1.289% 22.219% QuantizedConv2D mixed_5/conv/Conv2D_eightbit_quantized_conv
4485.331 374.623 374.623 1.275% 23.494% QuantizedConv2D mixed_1/tower/conv_1/Conv2D_eightbit_quantized_conv
13151.584 358.254 358.254 1.219% 24.713% QuantizedConv2D mixed_10/tower/conv/Conv2D_eightbit_quantized_conv
12630.356 356.026 356.026 1.211% 25.925% QuantizedConv2D mixed_9/tower_1/conv_1/Conv2D_eightbit_quantized_conv
6854.735 354.018 354.018 1.205% 27.129% QuantizedConv2D mixed_4/conv/Conv2D_eightbit_quantized_conv
8968.128 326.116 326.116 1.110% 28.239% QuantizedConv2D mixed_6/tower_2/conv/Conv2D_eightbit_quantized_conv
3705.859 322.344 322.344 1.097% 29.336% QuantizedConv2D mixed/tower_1/conv_1/Conv2D_eightbit_quantized_conv
11832.506 320.578 320.578 1.091% 30.427% QuantizedConv2D mixed_8/tower/conv_1/Conv2D_eightbit_quantized_conv
8349.572 294.850 294.850 1.003% 31.430% QuantizedConv2D mixed_5/tower/conv_2/Conv2D_eightbit_quantized_conv
10667.013 291.274 291.274 0.991% 32.421% QuantizedConv2D mixed_7/tower/conv_1/Conv2D_eightbit_quantized_conv
7823.089 288.889 288.889 0.983% 33.404% QuantizedConv2D mixed_5/tower_2/conv/Conv2D_eightbit_quantized_conv
8893.827 286.353 286.353 0.974% 34.379% QuantizedConv2D mixed_6/tower_1/conv/Conv2D_eightbit_quantized_conv
6935.618 282.780 282.780 0.962% 35.341% QuantizedConv2D mixed_4/tower_2/conv/Conv2D_eightbit_quantized_conv
10105.168 273.819 273.819 0.932% 36.273% QuantizedConv2D mixed_7/tower_1/conv/Conv2D_eightbit_quantized_conv
9222.242 273.568 273.568 0.931% 37.203% QuantizedConv2D mixed_6/tower_1/conv_1/Conv2D_eightbit_quantized_conv
10841.049 271.798 271.798 0.925% 38.128% QuantizedConv2D mixed_7/tower_1/conv_2/Conv2D_eightbit_quantized_conv
11026.981 271.441 271.441 0.924% 39.052% QuantizedConv2D mixed_7/tower/conv_2/Conv2D_eightbit_quantized_conv
9206.777 267.692 267.692 0.911% 39.963% QuantizedConv2D mixed_6/tower/conv_1/Conv2D_eightbit_quantized_conv
13624.523 264.421 264.421 0.900% 40.863% QuantizedConv2D mixed_10/tower_1/conv_1/Conv2D_eightbit_quantized_conv
12350.259 260.907 260.907 0.888% 41.750% QuantizedConv2D mixed_9/tower_1/conv/Conv2D_eightbit_quantized_conv
4763.594 259.816 259.816 0.884% 42.634% QuantizedConv2D mixed_1/tower_1/conv_2/Conv2D_eightbit_quantized_conv
7752.564 254.368 254.368 0.866% 43.500% QuantizedConv2D mixed_5/tower_1/conv/Conv2D_eightbit_quantized_conv
12350.232 251.258 251.258 0.855% 44.355% QuantizedConv2D mixed_9/tower/conv/Conv2D_eightbit_quantized_conv
13151.583 251.217 251.217 0.855% 45.210% QuantizedConv2D mixed_10/conv/Conv2D_eightbit_quantized_conv
13200.492 251.197 251.197 0.855% 46.065% QuantizedConv2D mixed_10/tower_2/conv/Conv2D_eightbit_quantized_conv
6854.735 249.295 249.295 0.848% 46.913% QuantizedConv2D mixed_4/tower/conv/Conv2D_eightbit_quantized_conv
10515.100 248.176 248.176 0.844% 47.757% QuantizedConv2D mixed_7/tower_1/conv_1/Conv2D_eightbit_quantized_conv
8089.101 247.388 247.388 0.842% 48.599% QuantizedConv2D mixed_5/tower/conv_1/Conv2D_eightbit_quantized_conv
9486.407 244.343 244.343 0.831% 49.430% QuantizedConv2D mixed_6/tower/conv_2/Conv2D_eightbit_quantized_conv
8088.728 239.475 239.475 0.815% 50.245% QuantizedConv2D mixed_5/tower_1/conv_1/Conv2D_eightbit_quantized_conv
11172.948 236.092 236.092 0.803% 51.049% QuantizedConv2D mixed_7/tower_1/conv_3/Conv2D_eightbit_quantized_conv
5243.275 227.285 227.285 0.773% 51.822% QuantizedConv2D mixed_2/tower/conv_1/Conv2D_eightbit_quantized_conv
3700.498 224.894 224.894 0.765% 52.587% QuantizedConv2D mixed/tower/conv_1/Conv2D_eightbit_quantized_conv
7346.499 221.305 221.305 0.753% 53.340% QuantizedConv2D mixed_4/tower/conv_2/Conv2D_eightbit_quantized_conv
7752.579 214.386 214.386 0.729% 54.070% QuantizedConv2D mixed_5/tower/conv/Conv2D_eightbit_quantized_conv
12052.832 213.516 213.516 0.727% 54.796% QuantizedConv2D mixed_8/tower_1/conv_2/Conv2D_eightbit_quantized_conv
11826.238 210.548 210.548 0.716% 55.513% QuantizedConv2D mixed_8/tower_1/conv_1/Conv2D_eightbit_quantized_conv
5622.469 205.145 205.145 0.698% 56.211% QuantizedConv2D mixed_2/tower_1/conv_2/Conv2D_eightbit_quantized_conv
8893.851 204.927 204.927 0.697% 56.908% QuantizedConv2D mixed_6/tower/conv/Conv2D_eightbit_quantized_conv
4052.205 200.576 200.576 0.683% 57.591% QuantizedConv2D mixed/tower_1/conv_2/Conv2D_eightbit_quantized_conv
5060.829 200.175 200.175 0.681% 58.272% QuantizedConv2D mixed_2/tower_1/conv/Conv2D_eightbit_quantized_conv
11619.955 195.893 195.893 0.667% 58.938% QuantizedConv2D mixed_8/tower/conv/Conv2D_eightbit_quantized_conv
9557.882 193.357 193.357 0.658% 59.596% QuantizedConv2D mixed_6/tower_1/conv_2/Conv2D_eightbit_quantized_conv
12608.192 191.093 191.093 0.650% 60.247% QuantizedConv2D mixed_9/tower/mixed/conv/Conv2D_eightbit_quantized_conv
8345.201 190.598 190.598 0.649% 60.895% QuantizedConv2D mixed_5/tower_1/conv_2/Conv2D_eightbit_quantized_conv
11619.929 190.012 190.012 0.647% 61.542% QuantizedConv2D mixed_8/tower_1/conv/Conv2D_eightbit_quantized_conv
6854.716 187.588 187.588 0.638% 62.180% QuantizedConv2D mixed_4/tower_1/conv/Conv2D_eightbit_quantized_conv
4290.199 185.178 185.178 0.630% 62.810% QuantizedConv2D mixed_1/conv/Conv2D_eightbit_quantized_conv
14057.681 182.385 182.385 0.621% 63.431% QuantizedMatMul softmax/logits/MatMul_eightbit_quantized_mat_mul
5060.836 178.605 178.605 0.608% 64.039% QuantizedConv2D mixed_2/conv/Conv2D_eightbit_quantized_conv
4495.310 177.666 177.666 0.605% 64.643% QuantizedBiasAdd mixed_1/tower_2/conv/batchnorm_eightbit_quantized_bias_add
4483.022 174.785 174.785 0.595% 65.238% QuantizedConv2D mixed_1/tower_1/conv_1/Conv2D_eightbit_quantized_conv
12608.168 173.446 173.446 0.590% 65.828% QuantizedConv2D mixed_9/tower/mixed/conv_1/Conv2D_eightbit_quantized_conv
11423.518 172.140 172.140 0.586% 66.414% QuantizedConv2D mixed_7/tower_1/conv_4/Conv2D_eightbit_quantized_conv
7163.670 171.958 171.958 0.585% 66.999% QuantizedConv2D mixed_4/tower/conv_1/Conv2D_eightbit_quantized_conv
4290.215 168.396 168.396 0.573% 67.572% QuantizedConv2D mixed_1/tower/conv/Conv2D_eightbit_quantized_conv
12350.258 168.304 168.304 0.573% 68.145% QuantizedConv2D mixed_9/conv/Conv2D_eightbit_quantized_conv
7165.241 167.316 167.316 0.569% 68.714% QuantizedConv2D mixed_4/tower_1/conv_1/Conv2D_eightbit_quantized_conv
4290.215 161.535 161.535 0.550% 69.264% QuantizedConv2D mixed_1/tower_1/conv/Conv2D_eightbit_quantized_conv
13517.309 157.559 157.559 0.536% 69.800% QuantizedConv2D mixed_10/tower/mixed/conv_1/Conv2D_eightbit_quantized_conv
9923.913 155.242 155.242 0.528% 70.328% QuantizedConv2D mixed_6/tower_1/conv_4/Conv2D_eightbit_quantized_conv
4510.970 152.004 152.004 0.517% 70.845% Requantize mixed_1/conv/batchnorm_eightbit_requantize
5447.895 150.086 150.086 0.511% 71.356% QuantizedConv2D mixed_2/tower_1/conv_1/Conv2D_eightbit_quantized_conv
8568.894 148.138 148.138 0.504% 71.860% QuantizedConv2D mixed_5/tower_1/conv_3/Conv2D_eightbit_quantized_conv
8728.597 143.670 143.670 0.489% 72.349% QuantizedConv2D mixed_5/tower_1/conv_4/Conv2D_eightbit_quantized_conv
9765.113 143.438 143.438 0.488% 72.837% QuantizedConv2D mixed_6/tower_1/conv_3/Conv2D_eightbit_quantized_conv
13895.005 138.217 138.217 0.470% 73.307% QuantizedConv2D mixed_10/tower_1/mixed/conv_1/Conv2D_eightbit_quantized_conv
12992.906 135.832 135.832 0.462% 73.769% QuantizedConv2D mixed_9/tower_1/mixed/conv/Conv2D_eightbit_quantized_conv
13517.331 134.200 134.200 0.457% 74.226% QuantizedConv2D mixed_10/tower/mixed/conv/Conv2D_eightbit_quantized_conv
12366.700 133.954 133.954 0.456% 74.682% QuantizedConv2D mixed_9/tower_2/conv/Conv2D_eightbit_quantized_conv
12992.881 125.786 125.786 0.428% 75.110% QuantizedConv2D mixed_9/tower_1/mixed/conv_1/Conv2D_eightbit_quantized_conv
7484.248 123.856 123.856 0.421% 75.531% QuantizedConv2D mixed_4/tower_1/conv_3/Conv2D_eightbit_quantized_conv
1816.780 123.266 123.266 0.419% 75.951% QuantizedMaxPool pool_eightbit_quantized
13895.029 122.897 122.897 0.418% 76.369% QuantizedConv2D mixed_10/tower_1/mixed/conv/Conv2D_eightbit_quantized_conv
8114.598 116.657 116.657 0.397% 76.766% Requantize mixed_5/tower_2/conv/Conv2D_eightbit_requantize
8134.024 116.449 116.449 0.396% 77.162% Requantize mixed_5/conv/Conv2D_eightbit_requantize
7617.372 115.118 115.118 0.392% 77.554% QuantizedConv2D mixed_4/tower_1/conv_4/Conv2D_eightbit_quantized_conv
5060.835 111.886 111.886 0.381% 77.935% QuantizedAvgPool mixed_2/tower_2/pool_eightbit_quantized
7344.697 106.866 106.866 0.364% 78.298% QuantizedConv2D mixed_4/tower_1/conv_2/Conv2D_eightbit_quantized_conv
5060.841 106.191 106.191 0.361% 78.660% QuantizedConv2D mixed_2/tower/conv/Conv2D_eightbit_quantized_conv
3572.674 104.197 104.197 0.355% 79.014% QuantizedConv2D mixed/conv/Conv2D_eightbit_quantized_conv
10381.845 102.452 102.452 0.349% 79.363% Requantize mixed_7/tower_1/conv/Conv2D_eightbit_requantize
4290.194 98.622 98.622 0.336% 79.698% QuantizedAvgPool mixed_1/tower_2/pool_eightbit_quantized
3572.677 95.532 95.532 0.325% 80.023% QuantizedConv2D mixed/tower/conv/Conv2D_eightbit_quantized_conv
4388.842 92.779 92.779 0.316% 80.339% QuantizedConv2D mixed_1/tower_2/conv/Conv2D_eightbit_quantized_conv
5172.738 92.061 92.061 0.313% 80.652% QuantizedConv2D mixed_2/tower_2/conv/Conv2D_eightbit_quantized_conv
7969.137 91.958 91.958 0.313% 80.965% Requantize mixed_5/tower/conv/Conv2D_eightbit_requantize
3572.641 91.500 91.500 0.311% 81.277% QuantizedConv2D mixed/tower_1/conv/Conv2D_eightbit_quantized_conv
7044.025 88.651 88.651 0.302% 81.578% Requantize mixed_4/tower_1/conv/Conv2D_eightbit_requantize
5264.337 86.173 86.173 0.293% 81.872% Requantize mixed_2/tower_1/conv/Conv2D_eightbit_requantize
1657.269 85.527 85.527 0.291% 82.163% QuantizedBiasAdd conv_2/batchnorm_eightbit_quantized_bias_add
6854.726 80.866 80.866 0.275% 82.438% QuantizedAvgPool mixed_4/tower_2/pool_eightbit_quantized
5860.563 74.351 74.351 0.253% 82.691% QuantizedConv2D mixed_3/tower/conv/Conv2D_eightbit_quantized_conv
8893.838 74.264 74.264 0.253% 82.943% QuantizedAvgPool mixed_6/tower_2/pool_eightbit_quantized
9369.455 73.401 73.401 0.250% 83.193% QuantizedBiasAdd mixed_6/conv/batchnorm_eightbit_quantized_bias_add
3499.751 72.859 72.859 0.248% 83.441% QuantizedMaxPool pool_1_eightbit_quantized
9368.101 72.443 72.443 0.247% 83.688% QuantizedBiasAdd mixed_6/tower_2/conv/batchnorm_eightbit_quantized_bias_add
3572.664 72.353 72.353 0.246% 83.934% QuantizedAvgPool mixed/tower_2/pool_eightbit_quantized
10105.162 71.442 71.442 0.243% 84.177% QuantizedAvgPool mixed_7/tower_2/pool_eightbit_quantized
9296.760 71.323 71.323 0.243% 84.420% Requantize mixed_6/tower_2/conv/Conv2D_eightbit_requantize
5350.523 70.927 70.927 0.241% 84.661% QuantizedBiasAdd mixed_2/tower_1/conv/batchnorm_eightbit_quantized_bias_add
7752.572 70.489 70.489 0.240% 84.901% QuantizedAvgPool mixed_5/tower_2/pool_eightbit_quantized
9300.401 69.042 69.042 0.235% 85.136% Requantize mixed_6/conv/Conv2D_eightbit_requantize
3383.266 62.298 62.298 0.212% 85.348% QuantizedBiasAdd conv_4/batchnorm_eightbit_quantized_bias_add
6779.297 62.116 62.116 0.211% 85.559% QuantizedConv2D mixed_3/tower/conv_2/Conv2D_eightbit_quantized_conv
1940.066 57.877 57.877 0.197% 85.756% QuantizedConv2D conv_3/Conv2D_eightbit_quantized_conv
673.797 57.167 57.167 0.195% 85.951% QuantizedBiasAdd conv_1/batchnorm_eightbit_quantized_bias_add
8009.108 56.972 56.972 0.194% 86.144% Requantize mixed_5/tower_1/conv/Conv2D_eightbit_requantize
10610.061 56.512 56.512 0.192% 86.337% QuantizedBiasAdd mixed_7/tower_2/conv/batchnorm_eightbit_quantized_bias_add
12280.297 55.654 55.654 0.189% 86.526% QuantizedConv2D mixed_8/tower_1/conv_3/Conv2D_eightbit_quantized_conv
6.586 54.936 54.936 0.187% 86.713% QuantizedConv2D conv/Conv2D_eightbit_quantized_conv
10559.534 54.652 54.652 0.186% 86.899% QuantizedBiasAdd mixed_7/tower/conv/batchnorm_eightbit_quantized_bias_add
9100.918 52.459 52.459 0.179% 87.077% Requantize mixed_6/tower/conv/Conv2D_eightbit_requantize
7211.296 51.134 51.134 0.174% 87.251% Requantize mixed_4/conv/Conv2D_eightbit_requantize
13151.578 48.888 48.888 0.166% 87.418% QuantizedMaxPool mixed_10/tower_2/pool_eightbit_quantized
5951.288 47.630 47.630 0.162% 87.580% QuantizedBiasAdd mixed_3/tower/conv/batchnorm_eightbit_quantized_bias_add
5315.260 47.287 47.287 0.161% 87.741% QuantizedBiasAdd mixed_2/tower_2/conv/batchnorm_eightbit_quantized_bias_add
5268.177 47.070 47.070 0.160% 87.901% Requantize mixed_2/tower_2/conv/Conv2D_eightbit_requantize
5270.949 46.507 46.507 0.158% 88.059% Requantize mixed_2/conv/batchnorm_eightbit_requantize
10617.033 44.958 44.958 0.153% 88.212% Requantize mixed_7/tower/conv/batchnorm_eightbit_requantize
5365.950 44.781 44.781 0.152% 88.365% Requantize mixed_2/tower_2/conv/batchnorm_eightbit_requantize
97.186 44.399 44.399 0.151% 88.516% QuantizedBiasAdd conv/batchnorm_eightbit_quantized_bias_add
5860.576 44.102 44.102 0.150% 88.666% QuantizedMaxPool mixed_3/pool_eightbit_quantized
5169.563 44.091 44.091 0.150% 88.816% Requantize mixed_2/tower/conv/Conv2D_eightbit_requantize
4876.998 43.627 43.627 0.148% 88.964% QuantizedBiasAdd mixed_1/tower/conv_1/batchnorm_eightbit_quantized_bias_add
10780.238 41.792 41.792 0.142% 89.106% QuantizedBiasAdd mixed_7/tower_1/conv_1/batchnorm_eightbit_quantized_bias_add
8231.270 41.002 41.002 0.140% 89.246% QuantizedBiasAdd mixed_5/tower_2/conv/batchnorm_eightbit_quantized_bias_add
4701.065 39.653 39.653 0.135% 89.381% QuantizedBiasAdd mixed_1/tower_1/conv_1/batchnorm_eightbit_quantized_bias_add
5494.244 39.648 39.648 0.135% 89.516% QuantizedBiasAdd mixed_2/tower/conv_1/batchnorm_eightbit_quantized_bias_add
9153.394 39.393 39.393 0.134% 89.650% QuantizedBiasAdd mixed_6/tower/conv/batchnorm_eightbit_quantized_bias_add
4662.617 38.432 38.432 0.131% 89.781% Requantize mixed_1/tower_1/conv_1/Conv2D_eightbit_requantize
1591.061 37.604 37.604 0.128% 89.909% RequantizationRange conv_2/Conv2D_eightbit_requant_range
7220.892 37.498 37.498 0.128% 90.036% Requantize mixed_4/tower_2/conv/Conv2D_eightbit_requantize
10971.866 36.275 36.275 0.123% 90.160% QuantizedBiasAdd mixed_7/tower/conv_1/batchnorm_eightbit_quantized_bias_add
10573.795 36.251 36.251 0.123% 90.283% Requantize mixed_7/tower_2/conv/Conv2D_eightbit_requantize
3645.039 35.503 35.503 0.121% 90.404% QuantizedConv2D mixed/tower_2/conv/Conv2D_eightbit_quantized_conv
1742.817 33.065 33.065 0.113% 90.516% RequantizationRange conv_2/batchnorm_eightbit_requant_range
11311.634 31.324 31.324 0.107% 90.623% QuantizedBiasAdd mixed_7/tower/conv_2/batchnorm_eightbit_quantized_bias_add
11125.934 30.087 30.087 0.102% 90.725% QuantizedBiasAdd mixed_7/tower_1/conv_2/batchnorm_eightbit_quantized_bias_add
1628.679 28.570 28.570 0.097% 90.822% Requantize conv_2/Conv2D_eightbit_requantize
2019.795 28.209 28.209 0.096% 90.918% QuantizedBiasAdd conv_3/batchnorm_eightbit_quantized_bias_add
7105.722 27.723 27.723 0.094% 91.013% Requantize mixed_4/tower/conv/Conv2D_eightbit_requantize
1775.891 27.587 27.587 0.094% 91.107% Requantize conv_2/batchnorm_eightbit_requantize
621.029 27.414 27.414 0.093% 91.200% RequantizationRange conv_1/Conv2D_eightbit_requant_range
4481.475 26.266 26.266 0.089% 91.289% QuantizedBiasAdd mixed_1/conv/batchnorm_eightbit_quantized_bias_add
9506.487 26.171 26.171 0.089% 91.378% QuantizedBiasAdd mixed_6/tower_1/conv_1/batchnorm_eightbit_quantized_bias_add
7262.443 25.957 25.957 0.088% 91.467% QuantizedBiasAdd mixed_4/conv/batchnorm_eightbit_quantized_bias_add
8657.249 25.519 25.519 0.087% 91.553% QuantizedBiasAdd mixed_5/tower/conv_2/batchnorm_eightbit_quantized_bias_add
648.472 25.298 25.298 0.086% 91.640% Requantize conv_1/Conv2D_eightbit_requantize
7132.689 24.309 24.309 0.083% 91.722% QuantizedBiasAdd mixed_4/tower_1/conv/batchnorm_eightbit_quantized_bias_add
7258.402 24.042 24.042 0.082% 91.804% QuantizedBiasAdd mixed_4/tower_2/conv/batchnorm_eightbit_quantized_bias_add
4676.199 23.557 23.557 0.080% 91.884% Requantize mixed_1/tower_2/conv/batchnorm_eightbit_requantize
3445.584 23.399 23.399 0.080% 91.964% RequantizationRange conv_4/batchnorm_eightbit_requant_range
3340.125 23.132 23.132 0.079% 92.043% RequantizationRange conv_4/Conv2D_eightbit_requant_range
5245.211 22.308 22.308 0.076% 92.118% QuantizedBiasAdd mixed_2/conv/batchnorm_eightbit_quantized_bias_add
7133.460 22.284 22.284 0.076% 92.194% QuantizedBiasAdd mixed_4/tower/conv/batchnorm_eightbit_quantized_bias_add
61.543 22.003 22.003 0.075% 92.269% RequantizationRange conv/Conv2D_eightbit_requant_range
5213.667 21.568 21.568 0.073% 92.343% QuantizedBiasAdd mixed_2/tower/conv/batchnorm_eightbit_quantized_bias_add
8061.108 21.391 21.391 0.073% 92.415% QuantizedBiasAdd mixed_5/tower/conv/batchnorm_eightbit_quantized_bias_add
3937.405 20.853 20.853 0.071% 92.486% QuantizedBiasAdd mixed/tower/conv_1/batchnorm_eightbit_quantized_bias_add
141.605 20.825 20.825 0.071% 92.557% RequantizationRange conv/batchnorm_eightbit_requant_range
5473.885 20.346 20.346 0.069% 92.626% Requantize mixed_2/tower/conv_1/Conv2D_eightbit_requantize
3468.990 20.242 20.242 0.069% 92.695% Requantize conv_4/batchnorm_eightbit_requantize
3363.264 19.983 19.983 0.068% 92.763% Requantize conv_4/Conv2D_eightbit_requantize
8250.485 19.658 19.658 0.067% 92.830% QuantizedBiasAdd mixed_5/conv/batchnorm_eightbit_quantized_bias_add
9534.765 19.349 19.349 0.066% 92.896% Requantize mixed_6/tower_1/conv_1/batchnorm_eightbit_requantize
6744.373 18.856 18.856 0.064% 92.960% QuantizedBiasAdd mixed_3/tower/conv_1/batchnorm_eightbit_quantized_bias_add
13595.087 18.767 18.767 0.064% 93.024% QuantizedBiasAdd mixed_10/tower_1/conv/batchnorm_eightbit_quantized_bias_add
730.984 18.654 18.654 0.063% 93.087% RequantizationRange conv_1/batchnorm_eightbit_requant_range
9182.291 18.545 18.545 0.063% 93.151% Requantize mixed_6/tower_1/conv/Conv2D_eightbit_requantize
6744.380 18.501 18.501 0.063% 93.214% QuantizedBiasAdd mixed_3/conv/batchnorm_eightbit_quantized_bias_add
10542.381 17.138 17.138 0.058% 93.272% Requantize mixed_7/tower/conv/Conv2D_eightbit_requantize
11619.950 17.036 17.036 0.058% 93.330% QuantizedMaxPool mixed_8/pool_eightbit_quantized
5424.727 16.844 16.844 0.057% 93.387% Requantize mixed_2/tower_1/conv/batchnorm_eightbit_requantize
13135.030 16.496 16.496 0.056% 93.443% QuantizedConcat mixed_9/join_eightbit_quantized_concat
12350.252 16.430 16.430 0.056% 93.499% QuantizedAvgPool mixed_9/tower_2/pool_eightbit_quantized
6002.952 16.352 16.352 0.056% 93.555% Requantize mixed_3/tower/conv/batchnorm_eightbit_requantize
7460.174 15.875 15.875 0.054% 93.609% QuantizedBiasAdd mixed_4/tower_1/conv_2/batchnorm_eightbit_quantized_bias_add
10484.321 15.694 15.694 0.053% 93.662% QuantizedBiasAdd mixed_7/tower_1/conv/batchnorm_eightbit_quantized_bias_add
8066.094 15.006 15.006 0.051% 93.713% QuantizedBiasAdd mixed_5/tower_1/conv/batchnorm_eightbit_quantized_bias_add
7284.933 14.785 14.785 0.050% 93.764% Requantize mixed_4/tower_2/conv/batchnorm_eightbit_requantize
14039.652 14.181 14.181 0.048% 93.812% QuantizedConcat mixed_10/join_eightbit_quantized_concat
162.441 14.169 14.169 0.048% 93.860% Requantize conv/batchnorm_eightbit_requantize
10766.103 14.119 14.119 0.048% 93.908% Requantize mixed_7/tower_1/conv_1/Conv2D_eightbit_requantize
3679.831 14.017 14.017 0.048% 93.956% QuantizedBiasAdd mixed/tower_1/conv/batchnorm_eightbit_quantized_bias_add
8546.632 13.984 13.984 0.048% 94.003% QuantizedBiasAdd mixed_5/tower_1/conv_2/batchnorm_eightbit_quantized_bias_add
749.653 13.679 13.679 0.047% 94.050% Requantize conv_1/batchnorm_eightbit_requantize
4863.327 13.660 13.660 0.046% 94.096% Requantize mixed_1/tower/conv_1/Conv2D_eightbit_requantize
83.560 13.609 13.609 0.046% 94.143% Requantize conv/Conv2D_eightbit_requantize
3687.160 13.531 13.531 0.046% 94.189% QuantizedBiasAdd mixed/conv/batchnorm_eightbit_quantized_bias_add
1803.500 13.270 13.270 0.045% 94.234% QuantizedRelu conv_2_eightbit_quantized
4923.971 13.248 13.248 0.045% 94.279% Requantize mixed_1/tower/conv_1/batchnorm_eightbit_requantize
5537.193 13.104 13.104 0.045% 94.324% Requantize mixed_2/tower/conv_1/batchnorm_eightbit_requantize
5047.753 13.048 13.048 0.044% 94.368% QuantizedConcat mixed_1/join_eightbit_quantized_concat
5938.236 13.040 13.040 0.044% 94.412% Requantize mixed_3/tower/conv/Conv2D_eightbit_requantize
1997.967 12.812 12.812 0.044% 94.456% RequantizationRange conv_3/Conv2D_eightbit_requant_range
3667.306 12.514 12.514 0.043% 94.499% Requantize mixed/tower_1/conv/Conv2D_eightbit_requantize
12158.231 12.512 12.512 0.043% 94.541% QuantizedBiasAdd mixed_8/tower/conv_1/batchnorm_eightbit_quantized_bias_add
3967.532 12.292 12.292 0.042% 94.583% QuantizedRelu mixed/tower/conv_1_eightbit_quantized
4459.238 12.288 12.288 0.042% 94.625% QuantizedBiasAdd mixed_1/tower_1/conv/batchnorm_eightbit_quantized_bias_add
10500.178 11.856 11.856 0.040% 94.665% QuantizedBiasAdd mixed_7/conv/batchnorm_eightbit_quantized_bias_add
13583.291 11.782 11.782 0.040% 94.705% Requantize mixed_10/tower_1/conv/Conv2D_eightbit_requantize
10824.868 11.071 11.071 0.038% 94.743% Requantize mixed_7/tower_1/conv_1/batchnorm_eightbit_requantize
2058.530 10.950 10.950 0.037% 94.780% Requantize conv_3/batchnorm_eightbit_requantize
11345.554 10.942 10.942 0.037% 94.817% Requantize mixed_7/tower/conv_2/batchnorm_eightbit_requantize
11010.968 10.886 10.886 0.037% 94.854% Requantize mixed_7/tower/conv_1/batchnorm_eightbit_requantize
12339.341 10.868 10.868 0.037% 94.891% QuantizedConcat mixed_8/join_eightbit_quantized_concat
4279.363 10.787 10.787 0.037% 94.928% QuantizedConcat mixed/join_eightbit_quantized_concat
11609.133 10.768 10.768 0.037% 94.965% QuantizedConcat mixed_7/join_eightbit_quantized_concat
10961.145 10.705 10.705 0.036% 95.001% Requantize mixed_7/tower/conv_1/Conv2D_eightbit_requantize
10669.434 10.651 10.651 0.036% 95.037% Requantize mixed_7/tower_2/conv/batchnorm_eightbit_requantize
11301.023 10.594 10.594 0.036% 95.073% Requantize mixed_7/tower/conv_2/Conv2D_eightbit_requantize
2048.024 10.496 10.496 0.036% 95.109% RequantizationRange conv_3/batchnorm_eightbit_requant_range
3489.248 10.491 10.491 0.036% 95.145% QuantizedRelu conv_4_eightbit_quantized
11115.443 10.476 10.476 0.036% 95.181% Requantize mixed_7/tower_1/conv_2/Conv2D_eightbit_requantize
4484.858 10.438 10.438 0.036% 95.216% Requantize mixed_1/tower_2/conv/Conv2D_eightbit_requantize
10094.687 10.437 10.437 0.036% 95.252% QuantizedConcat mixed_6/join_eightbit_quantized_concat
8647.089 10.145 10.145 0.035% 95.286% Requantize mixed_5/tower/conv_2/Conv2D_eightbit_requantize
11158.587 9.778 9.778 0.033% 95.319% Requantize mixed_7/tower_1/conv_2/batchnorm_eightbit_requantize
12503.549 9.703 9.703 0.033% 95.352% QuantizedBiasAdd mixed_9/tower_2/conv/batchnorm_eightbit_quantized_bias_add
9200.855 9.528 9.528 0.032% 95.385% QuantizedBiasAdd mixed_6/tower_1/conv/batchnorm_eightbit_quantized_bias_add
4258.714 9.337 9.337 0.032% 95.417% QuantizedBiasAdd mixed/tower_1/conv_2/batchnorm_eightbit_quantized_bias_add
4745.900 9.328 9.328 0.032% 95.448% Requantize mixed_1/tower_1/conv_1/batchnorm_eightbit_requantize
5851.369 9.161 9.161 0.031% 95.479% QuantizedConcat mixed_2/join_eightbit_quantized_concat
2010.794 8.985 8.985 0.031% 95.510% Requantize conv_3/Conv2D_eightbit_requantize
3675.955 8.922 8.922 0.030% 95.540% QuantizedBiasAdd mixed/tower/conv/batchnorm_eightbit_quantized_bias_add
10502.861 8.880 8.880 0.030% 95.571% Requantize mixed_7/tower_1/conv/batchnorm_eightbit_requantize
7290.890 8.819 8.819 0.030% 95.601% Requantize mixed_4/conv/batchnorm_eightbit_requantize
3687.288 8.756 8.756 0.030% 95.630% Requantize mixed/tower/conv/batchnorm_eightbit_requantize
3928.659 8.732 8.732 0.030% 95.660% Requantize mixed/tower/conv_1/Conv2D_eightbit_requantize
8537.992 8.624 8.624 0.029% 95.689% Requantize mixed_5/tower_1/conv_2/Conv2D_eightbit_requantize
10491.559 8.606 8.606 0.029% 95.719% Requantize mixed_7/conv/Conv2D_eightbit_requantize
9497.938 8.535 8.535 0.029% 95.748% Requantize mixed_6/tower_1/conv_1/Conv2D_eightbit_requantize
4755.243 8.343 8.343 0.028% 95.776% QuantizedRelu mixed_1/tower_1/conv_1_eightbit_quantized
8885.542 8.256 8.256 0.028% 95.804% QuantizedConcat mixed_5/join_eightbit_quantized_concat
5029.103 8.063 8.063 0.027% 95.832% QuantizedBiasAdd mixed_1/tower_1/conv_2/batchnorm_eightbit_quantized_bias_add
9194.966 8.062 8.062 0.027% 95.859% Requantize mixed_6/tower/conv/batchnorm_eightbit_requantize
5603.727 7.999 7.999 0.027% 95.886% QuantizedBiasAdd mixed_2/tower_1/conv_1/batchnorm_eightbit_quantized_bias_add
763.350 7.895 7.895 0.027% 95.913% QuantizedRelu conv_1_eightbit_quantized
12620.029 7.840 7.840 0.027% 95.940% Requantize mixed_9/tower_1/conv/batchnorm_eightbit_requantize
4033.695 7.805 7.805 0.027% 95.966% QuantizedBiasAdd mixed/tower_1/conv_1/batchnorm_eightbit_quantized_bias_add
7744.784 7.755 7.755 0.026% 95.993% QuantizedConcat mixed_4/join_eightbit_quantized_concat
5833.119 7.692 7.692 0.026% 96.019% QuantizedBiasAdd mixed_2/tower_1/conv_2/batchnorm_eightbit_quantized_bias_add
7574.421 7.485 7.485 0.025% 96.045% QuantizedBiasAdd mixed_4/tower/conv_2/batchnorm_eightbit_quantized_bias_add
6019.320 7.475 7.475 0.025% 96.070% QuantizedRelu mixed_3/tower/conv_eightbit_quantized
176.625 7.436 7.436 0.025% 96.095% QuantizedRelu conv_eightbit_quantized
8272.732 7.400 7.400 0.025% 96.120% Requantize mixed_5/conv/batchnorm_eightbit_requantize
8274.865 7.294 7.294 0.025% 96.145% Requantize mixed_5/tower_2/conv/batchnorm_eightbit_requantize
4467.787 7.246 7.246 0.025% 96.170% QuantizedBiasAdd mixed_1/tower/conv/batchnorm_eightbit_quantized_bias_add
3680.003 7.146 7.146 0.024% 96.194% Requantize mixed/conv/Conv2D_eightbit_requantize
13407.727 7.018 7.018 0.024% 96.218% QuantizedBiasAdd mixed_10/conv/batchnorm_eightbit_quantized_bias_add
13615.180 6.901 6.901 0.023% 96.242% Requantize mixed_10/tower_1/conv/batchnorm_eightbit_requantize
7453.260 6.900 6.900 0.023% 96.265% Requantize mixed_4/tower_1/conv_2/Conv2D_eightbit_requantize
9734.760 6.885 6.885 0.023% 96.288% QuantizedBiasAdd mixed_6/tower/conv_2/batchnorm_eightbit_quantized_bias_add
4461.090 6.684 6.684 0.023% 96.311% Requantize mixed_1/tower/conv/Conv2D_eightbit_requantize
6772.607 6.676 6.676 0.023% 96.334% QuantizedRelu mixed_3/tower/conv_1_eightbit_quantized
6772.613 6.473 6.473 0.022% 96.356% QuantizedRelu mixed_3/conv_eightbit_quantized
9912.305 6.366 6.366 0.022% 96.378% QuantizedBiasAdd mixed_6/tower_1/conv_3/batchnorm_eightbit_quantized_bias_add
9442.985 6.316 6.316 0.021% 96.399% Requantize mixed_6/tower_2/conv/batchnorm_eightbit_requantize
5317.469 6.311 6.311 0.021% 96.421% QuantizedRelu mixed_2/conv_eightbit_quantized
5441.593 6.293 6.293 0.021% 96.442% QuantizedRelu mixed_2/tower_1/conv_eightbit_quantized
5550.308 6.206 6.206 0.021% 96.463% QuantizedRelu mixed_2/tower/conv_1_eightbit_quantized
11820.105 6.178 6.178 0.021% 96.484% QuantizedBiasAdd mixed_8/tower/conv/batchnorm_eightbit_quantized_bias_add
5410.743 6.094 6.094 0.021% 96.505% QuantizedRelu mixed_2/tower_2/conv_eightbit_quantized
3687.723 6.086 6.086 0.021% 96.526% QuantizedBiasAdd mixed/tower_2/conv/batchnorm_eightbit_quantized_bias_add
12522.791 6.027 6.027 0.021% 96.546% QuantizedBiasAdd mixed_9/conv/batchnorm_eightbit_quantized_bias_add
3961.505 6.014 6.014 0.020% 96.567% Requantize mixed/tower/conv_1/batchnorm_eightbit_requantize
4699.768 6.012 6.012 0.020% 96.587% QuantizedRelu mixed_1/tower_2/conv_eightbit_quantized
4937.233 6.012 6.012 0.020% 96.607% QuantizedRelu mixed_1/tower/conv_1_eightbit_quantized
6766.636 5.964 5.964 0.020% 96.628% Requantize mixed_3/conv/batchnorm_eightbit_requantize
9212.558 5.944 5.944 0.020% 96.648% Requantize mixed_6/tower_1/conv/batchnorm_eightbit_requantize
4662.986 5.882 5.882 0.020% 96.668% QuantizedRelu mixed_1/conv_eightbit_quantized
6738.602 5.762 5.762 0.020% 96.688% Requantize mixed_3/conv/Conv2D_eightbit_requantize
4477.257 5.755 5.755 0.020% 96.707% QuantizedRelu mixed_1/tower_1/conv_eightbit_quantized
4273.611 5.733 5.733 0.020% 96.727% QuantizedRelu mixed/tower_1/conv_2_eightbit_quantized
6738.675 5.681 5.681 0.019% 96.746% Requantize mixed_3/tower/conv_1/Conv2D_eightbit_requantize
6849.055 5.631 5.631 0.019% 96.765% QuantizedConcat mixed_3/join_eightbit_quantized_concat
3682.139 5.574 5.574 0.019% 96.784% Requantize mixed/tower_2/conv/Conv2D_eightbit_requantize
1.033 5.525 5.525 0.019% 96.803% QuantizeV2 conv/Conv2D_eightbit_quantize_Mul
6767.131 5.461 5.461 0.019% 96.822% Requantize mixed_3/tower/conv_1/batchnorm_eightbit_requantize
4046.835 5.362 5.362 0.018% 96.840% QuantizedRelu mixed/tower_1/conv_1_eightbit_quantized
3670.585 5.358 5.358 0.018% 96.858% Requantize mixed/tower/conv/Conv2D_eightbit_requantize
8332.014 5.335 5.335 0.018% 96.876% QuantizedBiasAdd mixed_5/tower_1/conv_1/batchnorm_eightbit_quantized_bias_add
12613.330 5.296 5.296 0.018% 96.894% QuantizedBiasAdd mixed_9/tower_1/conv/batchnorm_eightbit_quantized_bias_add
5617.218 5.244 5.244 0.018% 96.912% QuantizedRelu mixed_2/tower_1/conv_1_eightbit_quantized
12041.175 5.235 5.235 0.018% 96.930% QuantizedBiasAdd mixed_8/tower_1/conv_1/batchnorm_eightbit_quantized_bias_add
5042.573 5.173 5.173 0.018% 96.947% QuantizedRelu mixed_1/tower_1/conv_2_eightbit_quantized
12171.756 5.166 5.166 0.018% 96.965% Requantize mixed_8/tower/conv_1/batchnorm_eightbit_requantize
5846.200 5.162 5.162 0.018% 96.983% QuantizedRelu mixed_2/tower_1/conv_2_eightbit_quantized
4740.736 5.154 5.154 0.018% 97.000% RequantizationRange mixed_1/tower_1/conv_1/batchnorm_eightbit_requant_range
2069.497 5.101 5.101 0.017% 97.018% QuantizedRelu conv_3_eightbit_quantized
11021.874 5.097 5.097 0.017% 97.035% QuantizedRelu mixed_7/tower/conv_1_eightbit_quantized
10835.953 5.086 5.086 0.017% 97.052% QuantizedRelu mixed_7/tower_1/conv_1_eightbit_quantized
9449.683 5.079 5.079 0.017% 97.069% QuantizedRelu mixed_6/conv_eightbit_quantized
3700.843 5.009 5.009 0.017% 97.086% QuantizedRelu mixed/tower_1/conv_eightbit_quantized
10662.006 4.997 4.997 0.017% 97.103% QuantizedRelu mixed_7/tower/conv_eightbit_quantized
8339.319 4.997 4.997 0.017% 97.120% QuantizedBiasAdd mixed_5/tower/conv_1/batchnorm_eightbit_quantized_bias_add
10680.100 4.965 4.965 0.017% 97.137% QuantizedRelu mixed_7/tower_2/conv_eightbit_quantized
10083.036 4.929 4.929 0.017% 97.154% QuantizedBiasAdd mixed_6/tower_1/conv_4/batchnorm_eightbit_quantized_bias_add
11813.268 4.925 4.925 0.017% 97.171% QuantizedBiasAdd mixed_8/tower_1/conv/batchnorm_eightbit_quantized_bias_add
13677.883 4.894 4.894 0.017% 97.188% QuantizedBiasAdd mixed_10/tower/mixed/conv_1/batchnorm_eightbit_quantized_bias_add
4657.829 4.780 4.780 0.016% 97.204% RequantizationRange mixed_1/tower_1/conv_1/Conv2D_eightbit_requant_range
7334.758 4.764 4.764 0.016% 97.220% QuantizedBiasAdd mixed_4/tower_1/conv_1/batchnorm_eightbit_quantized_bias_add
8280.144 4.748 4.748 0.016% 97.236% QuantizedRelu mixed_5/conv_eightbit_quantized
9754.735 4.700 4.700 0.016% 97.252% QuantizedBiasAdd mixed_6/tower_1/conv_2/batchnorm_eightbit_quantized_bias_add
11412.702 4.679 4.679 0.016% 97.268% QuantizedBiasAdd mixed_7/tower_1/conv_3/batchnorm_eightbit_quantized_bias_add
12269.575 4.643 4.643 0.016% 97.284% QuantizedBiasAdd mixed_8/tower_1/conv_2/batchnorm_eightbit_quantized_bias_add
7299.721 4.623 4.623 0.016% 97.300% QuantizedRelu mixed_4/conv_eightbit_quantized
11598.742 4.609 4.609 0.016% 97.315% QuantizedBiasAdd mixed_7/tower_1/conv_4/batchnorm_eightbit_quantized_bias_add
8282.171 4.603 4.603 0.016% 97.331% QuantizedRelu mixed_5/tower_2/conv_eightbit_quantized
11168.378 4.560 4.560 0.016% 97.347% QuantizedRelu mixed_7/tower_1/conv_2_eightbit_quantized
11356.514 4.508 4.508 0.015% 97.362% QuantizedRelu mixed_7/tower/conv_2_eightbit_quantized
8689.096 4.472 4.472 0.015% 97.377% QuantizedRelu mixed_5/tower/conv_2_eightbit_quantized
9449.314 4.452 4.452 0.015% 97.392% QuantizedRelu mixed_6/tower_2/conv_eightbit_quantized
3696.059 4.430 4.430 0.015% 97.407% QuantizedRelu mixed/tower/conv_eightbit_quantized
4480.900 4.421 4.421 0.015% 97.422% QuantizedRelu mixed_1/tower/conv_eightbit_quantized
7299.730 4.381 4.381 0.015% 97.437% QuantizedRelu mixed_4/tower_2/conv_eightbit_quantized
8684.724 4.359 4.359 0.015% 97.452% Requantize mixed_5/tower/conv_2/batchnorm_eightbit_requantize
9445.466 4.206 4.206 0.014% 97.466% Requantize mixed_6/conv/batchnorm_eightbit_requantize
4455.030 4.192 4.192 0.014% 97.481% Requantize mixed_1/tower_1/conv/Conv2D_eightbit_requantize
9477.153 4.170 4.170 0.014% 97.495% QuantizedBiasAdd mixed_6/tower/conv_1/batchnorm_eightbit_quantized_bias_add
8875.416 4.129 4.129 0.014% 97.509% QuantizedBiasAdd mixed_5/tower_1/conv_4/batchnorm_eightbit_quantized_bias_add
12154.112 4.105 4.105 0.014% 97.523% Requantize mixed_8/tower/conv_1/Conv2D_eightbit_requantize
7570.325 4.083 4.083 0.014% 97.537% Requantize mixed_4/tower/conv_2/Conv2D_eightbit_requantize
5998.940 3.999 3.999 0.014% 97.550% RequantizationRange mixed_3/tower/conv/batchnorm_eightbit_requant_range
13403.767 3.945 3.945 0.013% 97.564% Requantize mixed_10/conv/Conv2D_eightbit_requantize
6734.770 3.895 3.895 0.013% 97.577% RequantizationRange mixed_3/tower/conv_1/Conv2D_eightbit_requant_range
6763.244 3.880 3.880 0.013% 97.590% RequantizationRange mixed_3/tower/conv_1/batchnorm_eightbit_requant_range
8565.007 3.875 3.875 0.013% 97.603% QuantizedRelu mixed_5/tower_1/conv_2_eightbit_quantized
7735.343 3.874 3.874 0.013% 97.617% QuantizedBiasAdd mixed_4/tower_1/conv_4/batchnorm_eightbit_quantized_bias_add
3697.033 3.798 3.798 0.013% 97.630% Requantize mixed/tower_1/conv/batchnorm_eightbit_requantize
14053.859 3.789 3.789 0.013% 97.642% QuantizedAvgPool pool_3_eightbit_quantized
9554.138 3.734 3.734 0.013% 97.655% QuantizedRelu mixed_6/tower_1/conv_1_eightbit_quantized
6762.898 3.731 3.731 0.013% 97.668% RequantizationRange mixed_3/conv/batchnorm_eightbit_requant_range
9203.041 3.726 3.726 0.013% 97.681% QuantizedRelu mixed_6/tower/conv_eightbit_quantized
9218.517 3.716 3.716 0.013% 97.693% QuantizedRelu mixed_6/tower_1/conv_eightbit_quantized
5241.507 3.696 3.696 0.013% 97.706% Requantize mixed_2/conv/Conv2D_eightbit_requantize
12784.570 3.675 3.675 0.013% 97.718% QuantizedBiasAdd mixed_9/tower/mixed/conv_1/batchnorm_eightbit_quantized_bias_add
6734.936 3.659 3.659 0.012% 97.731% RequantizationRange mixed_3/conv/Conv2D_eightbit_requant_range
12801.441 3.629 3.629 0.012% 97.743% QuantizedBiasAdd mixed_9/tower/mixed/conv/batchnorm_eightbit_quantized_bias_add
8339.150 3.609 3.609 0.012% 97.755% Requantize mixed_5/tower_1/conv_1/batchnorm_eightbit_requantize
13120.784 3.607 3.607 0.012% 97.768% QuantizedBiasAdd mixed_9/tower_1/mixed/conv_1/batchnorm_eightbit_quantized_bias_add
5236.818 3.607 3.607 0.012% 97.780% Requantize mixed_2/tower/conv/batchnorm_eightbit_requantize
8719.742 3.571 3.571 0.012% 97.792% QuantizedBiasAdd mixed_5/tower_1/conv_3/batchnorm_eightbit_quantized_bias_add
4477.343 3.546 3.546 0.012% 97.804% Requantize mixed_1/tower/conv/batchnorm_eightbit_requantize
7338.799 3.527 3.527 0.012% 97.816% QuantizedBiasAdd mixed_4/tower/conv_1/batchnorm_eightbit_quantized_bias_add
7477.744 3.526 3.526 0.012% 97.828% Requantize mixed_4/tower_1/conv_2/batchnorm_eightbit_requantize
11819.827 3.519 3.519 0.012% 97.840% Requantize mixed_8/tower_1/conv/batchnorm_eightbit_requantize
3704.761 3.411 3.411 0.012% 97.852% QuantizedRelu mixed/conv_eightbit_quantized
5267.537 3.402 3.402 0.012% 97.863% RequantizationRange mixed_2/conv/batchnorm_eightbit_requant_range
13653.494 3.392 3.392 0.012% 97.875% QuantizedBiasAdd mixed_10/tower/mixed/conv/batchnorm_eightbit_quantized_bias_add
5362.565 3.376 3.376 0.011% 97.886% RequantizationRange mixed_2/tower_2/conv/batchnorm_eightbit_requant_range
5264.813 3.354 3.354 0.011% 97.898% RequantizationRange mixed_2/tower_2/conv/Conv2D_eightbit_requant_range
7158.685 3.344 3.344 0.011% 97.909% Requantize mixed_4/tower_1/conv/batchnorm_eightbit_requantize
4859.983 3.335 3.335 0.011% 97.920% RequantizationRange mixed_1/tower/conv_1/Conv2D_eightbit_requant_range
10511.758 3.331 3.331 0.011% 97.932% QuantizedRelu mixed_7/tower_1/conv_eightbit_quantized
4920.642 3.321 3.321 0.011% 97.943% RequantizationRange mixed_1/tower/conv_1/batchnorm_eightbit_requant_range
5261.027 3.301 3.301 0.011% 97.954% RequantizationRange mixed_2/tower_1/conv/Conv2D_eightbit_requant_range
5470.583 3.293 3.293 0.011% 97.965% RequantizationRange mixed_2/tower/conv_1/Conv2D_eightbit_requant_range
5934.936 3.291 3.291 0.011% 97.977% RequantizationRange mixed_3/tower/conv/Conv2D_eightbit_requant_range
5533.907 3.278 3.278 0.011% 97.988% RequantizationRange mixed_2/tower/conv_1/batchnorm_eightbit_requant_range
4471.546 3.276 3.276 0.011% 97.999% RequantizationRange mixed_1/tower_1/conv/batchnorm_eightbit_requant_range
5421.467 3.251 3.251 0.011% 98.010% RequantizationRange mixed_2/tower_1/conv/batchnorm_eightbit_requant_range
4451.780 3.240 3.240 0.011% 98.021% RequantizationRange mixed_1/tower_1/conv/Conv2D_eightbit_requant_range
3925.420 3.231 3.231 0.011% 98.032% RequantizationRange mixed/tower/conv_1/Conv2D_eightbit_requant_range
3958.276 3.217 3.217 0.011% 98.043% RequantizationRange mixed/tower/conv_1/batchnorm_eightbit_requant_range
4481.637 3.212 3.212 0.011% 98.054% RequantizationRange mixed_1/tower_2/conv/Conv2D_eightbit_requant_range
14019.607 3.204 3.204 0.011% 98.065% QuantizedBiasAdd mixed_10/tower_1/mixed/conv/batchnorm_eightbit_quantized_bias_add
4507.760 3.202 3.202 0.011% 98.076% RequantizationRange mixed_1/conv/batchnorm_eightbit_requant_range
4672.992 3.194 3.194 0.011% 98.087% RequantizationRange mixed_1/tower_2/conv/batchnorm_eightbit_requant_range
12519.582 3.193 3.193 0.011% 98.097% Requantize mixed_9/conv/Conv2D_eightbit_requantize
7162.041 3.189 3.189 0.011% 98.108% QuantizedRelu mixed_4/tower_1/conv_eightbit_quantized
3693.862 3.162 3.162 0.011% 98.119% RequantizationRange mixed/tower_1/conv/batchnorm_eightbit_requant_range
3664.159 3.138 3.138 0.011% 98.130% RequantizationRange mixed/tower_1/conv/Conv2D_eightbit_requant_range
7160.533 3.126 3.126 0.011% 98.140% QuantizedRelu mixed_4/tower/conv_eightbit_quantized
4478.340 3.124 3.124 0.011% 98.151% Requantize mixed_1/conv/Conv2D_eightbit_requantize
12529.825 3.117 3.117 0.011% 98.162% Requantize mixed_9/conv/batchnorm_eightbit_requantize
3676.886 3.107 3.107 0.011% 98.172% RequantizationRange mixed/conv/Conv2D_eightbit_requant_range
10091.577 3.103 3.103 0.011% 98.183% QuantizedRelu mixed_6/tower_1/conv_4_eightbit_quantized
7157.429 3.090 3.090 0.011% 98.193% Requantize mixed_4/tower/conv/batchnorm_eightbit_requantize
5597.994 3.082 3.082 0.010% 98.204% RequantizationRange mixed_2/tower_1/conv_1/Conv2D_eightbit_requant_range
10514.858 3.021 3.021 0.010% 98.214% Requantize mixed_7/conv/batchnorm_eightbit_requantize
10517.889 3.016 3.016 0.010% 98.224% QuantizedRelu mixed_7/conv_eightbit_quantized
8083.067 3.010 3.010 0.010% 98.235% Requantize mixed_5/tower_1/conv/batchnorm_eightbit_requantize
5827.636 3.004 3.004 0.010% 98.245% RequantizationRange mixed_2/tower_1/conv_2/Conv2D_eightbit_requant_range
7610.389 2.998 2.998 0.010% 98.255% QuantizedBiasAdd mixed_4/tower_1/conv_3/batchnorm_eightbit_quantized_bias_add
4252.800 2.976 2.976 0.010% 98.265% RequantizationRange mixed/tower_1/conv_2/Conv2D_eightbit_requant_range
7481.283 2.959 2.959 0.010% 98.275% QuantizedRelu mixed_4/tower_1/conv_2_eightbit_quantized
5611.737 2.956 2.956 0.010% 98.285% RequantizationRange mixed_2/tower_1/conv_1/batchnorm_eightbit_requant_range
8882.583 2.952 2.952 0.010% 98.295% QuantizedRelu mixed_5/tower_1/conv_4_eightbit_quantized
12049.883 2.942 2.942 0.010% 98.305% QuantizedRelu mixed_8/tower_1/conv_1_eightbit_quantized
4475.391 2.935 2.935 0.010% 98.315% RequantizationRange mixed_1/conv/Conv2D_eightbit_requant_range
4255.782 2.921 2.921 0.010% 98.325% Requantize mixed/tower_1/conv_2/Conv2D_eightbit_requantize
12277.372 2.918 2.918 0.010% 98.335% QuantizedRelu mixed_8/tower_1/conv_2_eightbit_quantized
11420.594 2.916 2.916 0.010% 98.345% QuantizedRelu mixed_7/tower_1/conv_3_eightbit_quantized
4268.064 2.898 2.898 0.010% 98.355% RequantizationRange mixed/tower_1/conv_2/batchnorm_eightbit_requant_range
5023.429 2.896 2.896 0.010% 98.365% RequantizationRange mixed_1/tower_1/conv_2/Conv2D_eightbit_requant_range
4028.225 2.893 2.893 0.010% 98.375% RequantizationRange mixed/tower_1/conv_1/Conv2D_eightbit_requant_range
5840.829 2.872 2.872 0.010% 98.384% RequantizationRange mixed_2/tower_1/conv_2/batchnorm_eightbit_requant_range
11823.356 2.871 2.871 0.010% 98.394% QuantizedRelu mixed_8/tower_1/conv_eightbit_quantized
5037.178 2.845 2.845 0.010% 98.404% RequantizationRange mixed_1/tower_1/conv_2/batchnorm_eightbit_requant_range
5240.434 2.835 2.835 0.010% 98.413% QuantizedRelu mixed_2/tower/conv_eightbit_quantized
10666.591 2.833 2.833 0.010% 98.423% RequantizationRange mixed_7/tower_2/conv/batchnorm_eightbit_requant_range
10570.955 2.830 2.830 0.010% 98.433% RequantizationRange mixed_7/tower_2/conv/Conv2D_eightbit_requant_range
10488.718 2.830 2.830 0.010% 98.442% RequantizationRange mixed_7/conv/Conv2D_eightbit_requant_range
10539.547 2.823 2.823 0.010% 98.452% RequantizationRange mixed_7/tower/conv/Conv2D_eightbit_requant_range
10614.204 2.819 2.819 0.010% 98.462% RequantizationRange mixed_7/tower/conv/batchnorm_eightbit_requant_range
10379.017 2.818 2.818 0.010% 98.471% RequantizationRange mixed_7/tower_1/conv/Conv2D_eightbit_requant_range
10958.318 2.817 2.817 0.010% 98.481% RequantizationRange mixed_7/tower/conv_1/Conv2D_eightbit_requant_range
4041.511 2.816 2.816 0.010% 98.490% RequantizationRange mixed/tower_1/conv_1/batchnorm_eightbit_requant_range
10500.036 2.815 2.815 0.010% 98.500% RequantizationRange mixed_7/tower_1/conv/batchnorm_eightbit_requant_range
3697.978 2.812 2.812 0.010% 98.509% QuantizedRelu mixed/tower_2/conv_eightbit_quantized
7585.206 2.806 2.806 0.010% 98.519% QuantizedRelu mixed_4/tower/conv_2_eightbit_quantized
10822.057 2.801 2.801 0.010% 98.529% RequantizationRange mixed_7/tower_1/conv_1/batchnorm_eightbit_requant_range
10763.297 2.796 2.796 0.010% 98.538% RequantizationRange mixed_7/tower_1/conv_1/Conv2D_eightbit_requant_range
11008.162 2.796 2.796 0.010% 98.548% RequantizationRange mixed_7/tower/conv_1/batchnorm_eightbit_requant_range
10512.052 2.796 2.796 0.010% 98.557% RequantizationRange mixed_7/conv/batchnorm_eightbit_requant_range
11829.733 2.767 2.767 0.009% 98.567% QuantizedRelu mixed_8/tower/conv_eightbit_quantized
9746.278 2.761 2.761 0.009% 98.576% QuantizedRelu mixed_6/tower/conv_2_eightbit_quantized
5026.331 2.760 2.760 0.009% 98.585% Requantize mixed_1/tower_1/conv_2/Conv2D_eightbit_requantize
12038.434 2.730 2.730 0.009% 98.595% Requantize mixed_8/tower_1/conv_1/Conv2D_eightbit_requantize
7742.071 2.706 2.706 0.009% 98.604% QuantizedRelu mixed_4/tower_1/conv_4_eightbit_quantized
11606.423 2.704 2.704 0.009% 98.613% QuantizedRelu mixed_7/tower_1/conv_4_eightbit_quantized
8562.327 2.665 2.665 0.009% 98.622% Requantize mixed_5/tower_1/conv_2/batchnorm_eightbit_requantize
13511.811 2.656 2.656 0.009% 98.631% QuantizedBiasAdd mixed_10/tower/conv/batchnorm_eightbit_quantized_bias_add
8644.444 2.634 2.634 0.009% 98.640% RequantizationRange mixed_5/tower/conv_2/Conv2D_eightbit_requant_range
4270.968 2.634 2.634 0.009% 98.649% Requantize mixed/tower_1/conv_2/batchnorm_eightbit_requantize
8086.089 2.633 2.633 0.009% 98.658% QuantizedRelu mixed_5/tower_1/conv_eightbit_quantized
9743.645 2.623 2.623 0.009% 98.667% Requantize mixed_6/tower/conv_2/batchnorm_eightbit_requantize
5601.085 2.623 2.623 0.009% 98.676% Requantize mixed_2/tower_1/conv_1/Conv2D_eightbit_requantize
8131.426 2.589 2.589 0.009% 98.685% RequantizationRange mixed_5/conv/Conv2D_eightbit_requant_range
8112.002 2.586 2.586 0.009% 98.693% RequantizationRange mixed_5/tower_2/conv/Conv2D_eightbit_requant_range
13453.001 2.574 2.574 0.009% 98.702% QuantizedBiasAdd mixed_10/tower_2/conv/batchnorm_eightbit_quantized_bias_add
9442.876 2.571 2.571 0.009% 98.711% RequantizationRange mixed_6/conv/batchnorm_eightbit_requant_range
11112.869 2.565 2.565 0.009% 98.720% RequantizationRange mixed_7/tower_1/conv_2/Conv2D_eightbit_requant_range
11298.450 2.563 2.563 0.009% 98.728% RequantizationRange mixed_7/tower/conv_2/Conv2D_eightbit_requant_range
4031.124 2.561 2.561 0.009% 98.737% Requantize mixed/tower_1/conv_1/Conv2D_eightbit_requantize
8270.163 2.560 2.560 0.009% 98.746% RequantizationRange mixed_5/conv/batchnorm_eightbit_requant_range
8272.296 2.559 2.559 0.009% 98.755% RequantizationRange mixed_5/tower_2/conv/batchnorm_eightbit_requant_range
11342.977 2.558 2.558 0.009% 98.763% RequantizationRange mixed_7/tower/conv_2/batchnorm_eightbit_requant_range
3695.412 2.555 2.555 0.009% 98.772% Requantize mixed/tower_2/conv/batchnorm_eightbit_requantize
8726.048 2.542 2.542 0.009% 98.781% QuantizedRelu mixed_5/tower_1/conv_3_eightbit_quantized
11156.038 2.540 2.540 0.009% 98.789% RequantizationRange mixed_7/tower_1/conv_2/batchnorm_eightbit_requant_range
5040.028 2.533 2.533 0.009% 98.798% Requantize mixed_1/tower_1/conv_2/batchnorm_eightbit_requantize
7208.775 2.512 2.512 0.009% 98.806% RequantizationRange mixed_4/conv/Conv2D_eightbit_requant_range
5614.699 2.506 2.506 0.009% 98.815% Requantize mixed_2/tower_1/conv_1/batchnorm_eightbit_requantize
5167.061 2.493 2.493 0.008% 98.823% RequantizationRange mixed_2/tower/conv/Conv2D_eightbit_requant_range
4044.333 2.491 2.491 0.008% 98.832% Requantize mixed/tower_1/conv_1/batchnorm_eightbit_requantize
9297.898 2.488 2.488 0.008% 98.840% RequantizationRange mixed_6/conv/Conv2D_eightbit_requant_range
7567.824 2.486 2.486 0.008% 98.849% RequantizationRange mixed_4/tower/conv_2/Conv2D_eightbit_requant_range
5843.706 2.483 2.483 0.008% 98.857% Requantize mixed_2/tower_1/conv_2/batchnorm_eightbit_requantize
9294.268 2.482 2.482 0.008% 98.866% RequantizationRange mixed_6/tower_2/conv/Conv2D_eightbit_requant_range
7218.415 2.467 2.467 0.008% 98.874% RequantizationRange mixed_4/tower_2/conv/Conv2D_eightbit_requant_range
7288.415 2.466 2.466 0.008% 98.882% RequantizationRange mixed_4/conv/batchnorm_eightbit_requant_range
7282.459 2.465 2.465 0.008% 98.891% RequantizationRange mixed_4/tower_2/conv/batchnorm_eightbit_requant_range
5830.646 2.462 2.462 0.008% 98.899% Requantize mixed_2/tower_1/conv_2/Conv2D_eightbit_requantize
12627.888 2.459 2.459 0.008% 98.908% QuantizedRelu mixed_9/tower_1/conv_eightbit_quantized
9921.448 2.459 2.459 0.008% 98.916% QuantizedRelu mixed_6/tower_1/conv_3_eightbit_quantized
4458.632 2.448 2.448 0.008% 98.924% RequantizationRange mixed_1/tower/conv/Conv2D_eightbit_requant_range
8347.123 2.442 2.442 0.008% 98.933% QuantizedRelu mixed_5/tower/conv_1_eightbit_quantized
8342.771 2.423 2.423 0.008% 98.941% QuantizedRelu mixed_5/tower_1/conv_1_eightbit_quantized
4474.831 2.414 2.414 0.008% 98.949% Requantize mixed_1/tower_1/conv/batchnorm_eightbit_requantize
13622.095 2.412 2.412 0.008% 98.957% QuantizedRelu mixed_10/tower_1/conv_eightbit_quantized
9440.575 2.403 2.403 0.008% 98.965% RequantizationRange mixed_6/tower_2/conv/batchnorm_eightbit_requant_range
9483.996 2.402 2.402 0.008% 98.974% QuantizedRelu mixed_6/tower/conv_1_eightbit_quantized
3684.892 2.387 2.387 0.008% 98.982% RequantizationRange mixed/tower/conv/batchnorm_eightbit_requant_range
8329.618 2.385 2.385 0.008% 98.990% Requantize mixed_5/tower_1/conv_1/Conv2D_eightbit_requantize
14034.614 2.382 2.382 0.008% 98.998% QuantizedBiasAdd mixed_10/tower_1/mixed/conv_1/batchnorm_eightbit_quantized_bias_add
9732.384 2.364 2.364 0.008% 99.006% Requantize mixed_6/tower/conv_2/Conv2D_eightbit_requantize
6843.193 2.356 2.356 0.008% 99.014% QuantizedBiasAdd mixed_3/tower/conv_2/batchnorm_eightbit_quantized_bias_add
3668.225 2.352 2.352 0.008% 99.022% RequantizationRange mixed/tower/conv/Conv2D_eightbit_requant_range
8086.751 2.343 2.343 0.008% 99.030% QuantizedRelu mixed_5/tower/conv_eightbit_quantized
11815.867 2.337 2.337 0.008% 99.038% RequantizationRange mixed_8/tower/conv/Conv2D_eightbit_requant_range
9762.770 2.336 2.336 0.008% 99.046% QuantizedRelu mixed_6/tower_1/conv_2_eightbit_quantized
9909.957 2.335 2.335 0.008% 99.054% Requantize mixed_6/tower_1/conv_3/Conv2D_eightbit_requantize
4475.048 2.288 2.288 0.008% 99.062% RequantizationRange mixed_1/tower/conv/batchnorm_eightbit_requant_range
13675.601 2.269 2.269 0.008% 99.069% Requantize mixed_10/tower/mixed/conv_1/Conv2D_eightbit_requantize
12501.299 2.235 2.235 0.008% 99.077% Requantize mixed_9/tower_2/conv/Conv2D_eightbit_requantize
12789.229 2.227 2.227 0.008% 99.085% Requantize mixed_9/tower/mixed/conv_1/batchnorm_eightbit_requantize
7342.468 2.222 2.222 0.008% 99.092% QuantizedRelu mixed_4/tower_1/conv_1_eightbit_quantized
8082.514 2.173 2.173 0.007% 99.100% RequantizationRange mixed_5/tower/conv/batchnorm_eightbit_requant_range
9210.401 2.146 2.146 0.007% 99.107% RequantizationRange mixed_6/tower_1/conv/batchnorm_eightbit_requant_range
8535.838 2.145 2.145 0.007% 99.114% RequantizationRange mixed_5/tower_1/conv_2/Conv2D_eightbit_requant_range
8006.951 2.143 2.143 0.007% 99.121% RequantizationRange mixed_5/tower_1/conv/Conv2D_eightbit_requant_range
9192.813 2.137 2.137 0.007% 99.129% RequantizationRange mixed_6/tower/conv/batchnorm_eightbit_requant_range
7966.991 2.137 2.137 0.007% 99.136% RequantizationRange mixed_5/tower/conv/Conv2D_eightbit_requant_range
12987.908 2.124 2.124 0.007% 99.143% QuantizedBiasAdd mixed_9/tower_1/conv_1/batchnorm_eightbit_quantized_bias_add
9098.807 2.102 2.102 0.007% 99.150% RequantizationRange mixed_6/tower/conv/Conv2D_eightbit_requant_range
12603.166 2.097 2.097 0.007% 99.157% QuantizedBiasAdd mixed_9/tower/conv/batchnorm_eightbit_quantized_bias_add
9495.833 2.097 2.097 0.007% 99.165% RequantizationRange mixed_6/tower_1/conv_1/Conv2D_eightbit_requant_range
13130.209 2.088 2.088 0.007% 99.172% QuantizedBiasAdd mixed_9/tower_1/mixed/conv/batchnorm_eightbit_quantized_bias_add
9180.199 2.083 2.083 0.007% 99.179% RequantizationRange mixed_6/tower_1/conv/Conv2D_eightbit_requant_range
9532.681 2.076 2.076 0.007% 99.186% RequantizationRange mixed_6/tower_1/conv_1/batchnorm_eightbit_requant_range
7336.714 2.074 2.074 0.007% 99.193% Requantize mixed_4/tower/conv_1/Conv2D_eightbit_requantize
12791.468 2.063 2.063 0.007% 99.200% QuantizedRelu mixed_9/tower/mixed/conv_1_eightbit_quantized
5239.451 2.050 2.050 0.007% 99.207% RequantizationRange mixed_2/conv/Conv2D_eightbit_requant_range
8084.697 2.045 2.045 0.007% 99.214% Requantize mixed_5/tower/conv/batchnorm_eightbit_requantize
10080.979 2.044 2.044 0.007% 99.221% Requantize mixed_6/tower_1/conv_4/Conv2D_eightbit_requantize
3700.702 2.026 2.026 0.007% 99.228% RequantizationRange mixed/conv/batchnorm_eightbit_requant_range
3702.734 2.018 2.018 0.007% 99.235% Requantize mixed/conv/batchnorm_eightbit_requantize
13890.358 1.996 1.996 0.007% 99.241% QuantizedBiasAdd mixed_10/tower_1/conv_1/batchnorm_eightbit_quantized_bias_add
9760.773 1.986 1.986 0.007% 99.248% Requantize mixed_6/tower_1/conv_2/batchnorm_eightbit_requantize
9752.741 1.980 1.980 0.007% 99.255% Requantize mixed_6/tower_1/conv_2/Conv2D_eightbit_requantize
9741.672 1.965 1.965 0.007% 99.262% RequantizationRange mixed_6/tower/conv_2/batchnorm_eightbit_requant_range
7615.406 1.957 1.957 0.007% 99.268% QuantizedRelu mixed_4/tower_1/conv_3_eightbit_quantized
12513.908 1.950 1.950 0.007% 99.275% Requantize mixed_9/tower_2/conv/batchnorm_eightbit_requantize
8081.120 1.938 1.938 0.007% 99.281% RequantizationRange mixed_5/tower_1/conv/batchnorm_eightbit_requant_range
7344.556 1.937 1.937 0.007% 99.288% QuantizedRelu mixed_4/tower/conv_1_eightbit_quantized
8682.786 1.932 1.932 0.007% 99.295% RequantizationRange mixed_5/tower/conv_2/batchnorm_eightbit_requant_range
11409.066 1.926 1.926 0.007% 99.301% RequantizationRange mixed_7/tower_1/conv_3/Conv2D_eightbit_requant_range
13415.724 1.921 1.921 0.007% 99.308% Requantize mixed_10/conv/batchnorm_eightbit_requantize
11818.212 1.885 1.885 0.006% 99.314% Requantize mixed_8/tower/conv/Conv2D_eightbit_requantize
12048.052 1.823 1.823 0.006% 99.320% Requantize mixed_8/tower_1/conv_1/batchnorm_eightbit_requantize
11827.911 1.814 1.814 0.006% 99.326% Requantize mixed_8/tower/conv/batchnorm_eightbit_requantize
10089.766 1.800 1.800 0.006% 99.333% Requantize mixed_6/tower_1/conv_4/batchnorm_eightbit_requantize
10079.178 1.794 1.794 0.006% 99.339% RequantizationRange mixed_6/tower_1/conv_4/Conv2D_eightbit_requant_range
10087.978 1.781 1.781 0.006% 99.345% RequantizationRange mixed_6/tower_1/conv_4/batchnorm_eightbit_requant_range
8337.361 1.780 1.780 0.006% 99.351% RequantizationRange mixed_5/tower_1/conv_1/batchnorm_eightbit_requant_range
12176.935 1.768 1.768 0.006% 99.357% QuantizedRelu mixed_8/tower/conv_1_eightbit_quantized
12532.954 1.743 1.743 0.006% 99.363% QuantizedRelu mixed_9/conv_eightbit_quantized
6847.304 1.738 1.738 0.006% 99.369% QuantizedRelu mixed_3/tower/conv_2_eightbit_quantized
13417.664 1.719 1.719 0.006% 99.375% QuantizedRelu mixed_10/conv_eightbit_quantized
12782.844 1.710 1.710 0.006% 99.380% Requantize mixed_9/tower/mixed/conv_1/Conv2D_eightbit_requantize
7583.496 1.702 1.702 0.006% 99.386% Requantize mixed_4/tower/conv_2/batchnorm_eightbit_requantize
11411.000 1.692 1.692 0.006% 99.392% Requantize mixed_7/tower_1/conv_3/Conv2D_eightbit_requantize
12806.289 1.683 1.683 0.006% 99.398% Requantize mixed_9/tower/mixed/conv/batchnorm_eightbit_requantize
7042.333 1.682 1.682 0.006% 99.403% RequantizationRange mixed_4/tower_1/conv/Conv2D_eightbit_requant_range
8560.637 1.678 1.678 0.006% 99.409% RequantizationRange mixed_5/tower_1/conv_2/batchnorm_eightbit_requant_range
8872.290 1.676 1.676 0.006% 99.415% RequantizationRange mixed_5/tower_1/conv_4/Conv2D_eightbit_requant_range
12266.365 1.673 1.673 0.006% 99.420% RequantizationRange mixed_8/tower_1/conv_2/Conv2D_eightbit_requant_range
11417.394 1.673 1.673 0.006% 99.426% RequantizationRange mixed_7/tower_1/conv_3/batchnorm_eightbit_requant_range
8879.559 1.671 1.671 0.006% 99.432% RequantizationRange mixed_5/tower_1/conv_4/batchnorm_eightbit_requant_range
7339.539 1.671 1.671 0.006% 99.438% RequantizationRange mixed_4/tower_1/conv_1/batchnorm_eightbit_requant_range
12274.230 1.670 1.670 0.006% 99.443% RequantizationRange mixed_8/tower_1/conv_2/batchnorm_eightbit_requant_range
7451.584 1.667 1.667 0.006% 99.449% RequantizationRange mixed_4/tower_1/conv_2/Conv2D_eightbit_requant_range
7104.047 1.667 1.667 0.006% 99.455% RequantizationRange mixed_4/tower/conv/Conv2D_eightbit_requant_range
7476.070 1.665 1.665 0.006% 99.460% RequantizationRange mixed_4/tower_1/conv_2/batchnorm_eightbit_requant_range
7157.015 1.660 1.660 0.006% 99.466% RequantizationRange mixed_4/tower_1/conv/batchnorm_eightbit_requant_range
7155.762 1.657 1.657 0.006% 99.472% RequantizationRange mixed_4/tower/conv/batchnorm_eightbit_requant_range
11809.964 1.654 1.654 0.006% 99.477% RequantizationRange mixed_8/tower_1/conv/Conv2D_eightbit_requant_range
11811.625 1.633 1.633 0.006% 99.483% Requantize mixed_8/tower_1/conv/Conv2D_eightbit_requantize
11603.372 1.623 1.623 0.006% 99.488% RequantizationRange mixed_7/tower_1/conv_4/batchnorm_eightbit_requant_range
11595.680 1.622 1.622 0.006% 99.494% RequantizationRange mixed_7/tower_1/conv_4/Conv2D_eightbit_requant_range
12046.424 1.621 1.621 0.006% 99.499% RequantizationRange mixed_8/tower_1/conv_1/batchnorm_eightbit_requant_range
12036.807 1.620 1.620 0.006% 99.505% RequantizationRange mixed_8/tower_1/conv_1/Conv2D_eightbit_requant_range
11818.207 1.613 1.613 0.005% 99.510% RequantizationRange mixed_8/tower_1/conv/batchnorm_eightbit_requant_range
11826.294 1.610 1.610 0.005% 99.516% RequantizationRange mixed_8/tower/conv/batchnorm_eightbit_requant_range
9730.771 1.606 1.606 0.005% 99.521% RequantizationRange mixed_6/tower/conv_2/Conv2D_eightbit_requant_range
13683.919 1.605 1.605 0.005% 99.527% Requantize mixed_10/tower/mixed/conv_1/batchnorm_eightbit_requantize
3693.826 1.578 1.578 0.005% 99.532% RequantizationRange mixed/tower_2/conv/batchnorm_eightbit_requant_range
7732.506 1.575 1.575 0.005% 99.537% RequantizationRange mixed_4/tower_1/conv_4/Conv2D_eightbit_requant_range
3680.556 1.575 1.575 0.005% 99.543% RequantizationRange mixed/tower_2/conv/Conv2D_eightbit_requant_range
7581.918 1.572 1.572 0.005% 99.548% RequantizationRange mixed_4/tower/conv_2/batchnorm_eightbit_requant_range
7739.229 1.568 1.568 0.005% 99.553% RequantizationRange mixed_4/tower_1/conv_4/batchnorm_eightbit_requant_range
5235.247 1.565 1.565 0.005% 99.559% RequantizationRange mixed_2/tower/conv/batchnorm_eightbit_requant_range
12268.045 1.518 1.518 0.005% 99.564% Requantize mixed_8/tower_1/conv_2/Conv2D_eightbit_requantize
11419.076 1.505 1.505 0.005% 99.569% Requantize mixed_7/tower_1/conv_3/batchnorm_eightbit_requantize
9751.254 1.477 1.477 0.005% 99.574% RequantizationRange mixed_6/tower_1/conv_2/Conv2D_eightbit_requant_range
12275.906 1.454 1.454 0.005% 99.579% Requantize mixed_8/tower_1/conv_2/batchnorm_eightbit_requantize
8873.973 1.434 1.434 0.005% 99.584% Requantize mixed_5/tower_1/conv_4/Conv2D_eightbit_requantize
8345.690 1.423 1.423 0.005% 99.589% Requantize mixed_5/tower/conv_1/batchnorm_eightbit_requantize
11597.309 1.421 1.421 0.005% 99.594% Requantize mixed_7/tower_1/conv_4/Conv2D_eightbit_requantize
8336.504 1.418 1.418 0.005% 99.598% RequantizationRange mixed_5/tower/conv_1/Conv2D_eightbit_requant_range
11605.002 1.411 1.411 0.005% 99.603% Requantize mixed_7/tower_1/conv_4/batchnorm_eightbit_requantize
8717.046 1.402 1.402 0.005% 99.608% RequantizationRange mixed_5/tower_1/conv_3/Conv2D_eightbit_requant_range
8723.327 1.395 1.395 0.005% 99.613% RequantizationRange mixed_5/tower_1/conv_3/batchnorm_eightbit_requant_range
8328.225 1.386 1.386 0.005% 99.617% RequantizationRange mixed_5/tower_1/conv_1/Conv2D_eightbit_requant_range
12618.643 1.378 1.378 0.005% 99.622% RequantizationRange mixed_9/tower_1/conv/batchnorm_eightbit_requant_range
9908.574 1.377 1.377 0.005% 99.627% RequantizationRange mixed_6/tower_1/conv_3/Conv2D_eightbit_requant_range
8337.936 1.374 1.374 0.005% 99.631% Requantize mixed_5/tower/conv_1/Conv2D_eightbit_requantize
9920.068 1.370 1.370 0.005% 99.636% Requantize mixed_6/tower_1/conv_3/batchnorm_eightbit_requantize
13685.541 1.368 1.368 0.005% 99.641% QuantizedRelu mixed_10/tower/mixed/conv_1_eightbit_quantized
9918.692 1.362 1.362 0.005% 99.645% RequantizationRange mixed_6/tower_1/conv_3/batchnorm_eightbit_requant_range
13657.610 1.360 1.360 0.005% 99.650% Requantize mixed_10/tower/mixed/conv/batchnorm_eightbit_requantize
8344.329 1.355 1.355 0.005% 99.655% RequantizationRange mixed_5/tower/conv_1/batchnorm_eightbit_requant_range
12800.074 1.353 1.353 0.005% 99.659% Requantize mixed_9/tower/mixed/conv/Conv2D_eightbit_requantize
9474.490 1.352 1.352 0.005% 99.664% RequantizationRange mixed_6/tower/conv_1/Conv2D_eightbit_requant_range
8881.237 1.335 1.335 0.005% 99.668% Requantize mixed_5/tower_1/conv_4/batchnorm_eightbit_requantize
13581.948 1.333 1.333 0.005% 99.673% RequantizationRange mixed_10/tower_1/conv/Conv2D_eightbit_requant_range
12991.541 1.325 1.325 0.005% 99.677% QuantizedRelu mixed_9/tower_1/conv_1_eightbit_quantized
9482.666 1.322 1.322 0.004% 99.682% Requantize mixed_6/tower/conv_1/batchnorm_eightbit_requantize
13119.453 1.319 1.319 0.004% 99.686% Requantize mixed_9/tower_1/mixed/conv_1/Conv2D_eightbit_requantize
9481.342 1.318 1.318 0.004% 99.691% RequantizationRange mixed_6/tower/conv_1/batchnorm_eightbit_requant_range
9759.450 1.317 1.317 0.004% 99.695% RequantizationRange mixed_6/tower_1/conv_2/batchnorm_eightbit_requant_range
12606.846 1.308 1.308 0.004% 99.700% QuantizedRelu mixed_9/tower/conv_eightbit_quantized
8724.729 1.308 1.308 0.004% 99.704% Requantize mixed_5/tower_1/conv_3/batchnorm_eightbit_requantize
9475.849 1.294 1.294 0.004% 99.709% Requantize mixed_6/tower/conv_1/Conv2D_eightbit_requantize
13613.877 1.294 1.294 0.004% 99.713% RequantizationRange mixed_10/tower_1/conv/batchnorm_eightbit_requant_range
8718.455 1.276 1.276 0.004% 99.717% Requantize mixed_5/tower_1/conv_3/Conv2D_eightbit_requantize
13126.002 1.262 1.262 0.004% 99.722% QuantizedRelu mixed_9/tower_1/mixed/conv_1_eightbit_quantized
14024.610 1.261 1.261 0.004% 99.726% QuantizedRelu mixed_10/tower_1/mixed/conv_eightbit_quantized
13133.770 1.253 1.253 0.004% 99.730% QuantizedRelu mixed_9/tower_1/mixed/conv_eightbit_quantized
7740.808 1.252 1.252 0.004% 99.735% Requantize mixed_4/tower_1/conv_4/batchnorm_eightbit_requantize
12807.983 1.249 1.249 0.004% 99.739% QuantizedRelu mixed_9/tower/mixed/conv_eightbit_quantized
14038.398 1.248 1.248 0.004% 99.743% QuantizedRelu mixed_10/tower_1/mixed/conv_1_eightbit_quantized
13516.049 1.246 1.246 0.004% 99.747% QuantizedRelu mixed_10/tower/conv_eightbit_quantized
7734.087 1.245 1.245 0.004% 99.752% Requantize mixed_4/tower_1/conv_4/Conv2D_eightbit_requantize
13658.981 1.244 1.244 0.004% 99.756% QuantizedRelu mixed_10/tower/mixed/conv_eightbit_quantized
12612.078 1.242 1.242 0.004% 99.760% Requantize mixed_9/tower_1/conv/Conv2D_eightbit_requantize
13893.752 1.240 1.240 0.004% 99.764% QuantizedRelu mixed_10/tower_1/conv_1_eightbit_quantized
7341.219 1.237 1.237 0.004% 99.768% Requantize mixed_4/tower_1/conv_1/batchnorm_eightbit_requantize
13652.257 1.227 1.227 0.004% 99.773% Requantize mixed_10/tower/mixed/conv/Conv2D_eightbit_requantize
13510.575 1.226 1.226 0.004% 99.777% Requantize mixed_10/tower/conv/Conv2D_eightbit_requantize
12805.086 1.193 1.193 0.004% 99.781% RequantizationRange mixed_9/tower/mixed/conv/batchnorm_eightbit_requant_range
12781.637 1.191 1.191 0.004% 99.785% RequantizationRange mixed_9/tower/mixed/conv_1/Conv2D_eightbit_requant_range
7608.120 1.176 1.176 0.004% 99.789% RequantizationRange mixed_4/tower_1/conv_3/Conv2D_eightbit_requant_range
7343.418 1.128 1.128 0.004% 99.793% Requantize mixed_4/tower/conv_1/batchnorm_eightbit_requantize
12336.755 1.114 1.114 0.004% 99.797% QuantizedBiasAdd mixed_8/tower_1/conv_3/batchnorm_eightbit_quantized_bias_add
13682.790 1.114 1.114 0.004% 99.800% RequantizationRange mixed_10/tower/mixed/conv_1/batchnorm_eightbit_requant_range
7333.648 1.100 1.100 0.004% 99.804% Requantize mixed_4/tower_1/conv_1/Conv2D_eightbit_requantize
12515.871 1.085 1.085 0.004% 99.808% QuantizedRelu mixed_9/tower_2/conv_eightbit_quantized
7609.303 1.073 1.073 0.004% 99.811% Requantize mixed_4/tower_1/conv_3/Conv2D_eightbit_requantize
7342.340 1.072 1.072 0.004% 99.815% RequantizationRange mixed_4/tower/conv_1/batchnorm_eightbit_requant_range
7332.572 1.069 1.069 0.004% 99.819% RequantizationRange mixed_4/tower_1/conv_1/Conv2D_eightbit_requant_range
7335.639 1.069 1.069 0.004% 99.822% RequantizationRange mixed_4/tower/conv_1/Conv2D_eightbit_requant_range
14023.534 1.066 1.066 0.004% 99.826% Requantize mixed_10/tower_1/mixed/conv/batchnorm_eightbit_requantize
13457.026 1.056 1.056 0.004% 99.830% QuantizedRelu mixed_10/tower_2/conv_eightbit_quantized
7613.399 1.053 1.053 0.004% 99.833% RequantizationRange mixed_4/tower_1/conv_3/batchnorm_eightbit_requant_range
12153.102 1.000 1.000 0.003% 99.837% RequantizationRange mixed_8/tower/conv_1/Conv2D_eightbit_requant_range
12518.576 0.998 0.998 0.003% 99.840% RequantizationRange mixed_9/conv/Conv2D_eightbit_requant_range
12170.757 0.990 0.990 0.003% 99.843% RequantizationRange mixed_8/tower/conv_1/batchnorm_eightbit_requant_range
12528.831 0.985 0.985 0.003% 99.847% RequantizationRange mixed_9/conv/batchnorm_eightbit_requant_range
12788.254 0.966 0.966 0.003% 99.850% RequantizationRange mixed_9/tower/mixed/conv_1/batchnorm_eightbit_requant_range
13414.758 0.957 0.957 0.003% 99.853% RequantizationRange mixed_10/conv/batchnorm_eightbit_requant_range
13402.820 0.939 0.939 0.003% 99.856% RequantizationRange mixed_10/conv/Conv2D_eightbit_requant_range
7614.458 0.938 0.938 0.003% 99.860% Requantize mixed_4/tower_1/conv_3/batchnorm_eightbit_requantize
6841.435 0.937 0.937 0.003% 99.863% RequantizationRange mixed_3/tower/conv_2/Conv2D_eightbit_requant_range
6845.563 0.930 0.930 0.003% 99.866% RequantizationRange mixed_3/tower/conv_2/batchnorm_eightbit_requant_range
13452.077 0.916 0.916 0.003% 99.869% Requantize mixed_10/tower_2/conv/Conv2D_eightbit_requantize
14018.687 0.903 0.903 0.003% 99.872% Requantize mixed_10/tower_1/mixed/conv/Conv2D_eightbit_requantize
12611.182 0.889 0.889 0.003% 99.875% RequantizationRange mixed_9/tower_1/conv/Conv2D_eightbit_requant_range
12602.270 0.887 0.887 0.003% 99.878% Requantize mixed_9/tower/conv/Conv2D_eightbit_requantize
13515.189 0.851 0.851 0.003% 99.881% Requantize mixed_10/tower/conv/batchnorm_eightbit_requantize
13125.152 0.839 0.839 0.003% 99.884% Requantize mixed_9/tower_1/mixed/conv_1/batchnorm_eightbit_requantize
13456.174 0.837 0.837 0.003% 99.887% Requantize mixed_10/tower_2/conv/batchnorm_eightbit_requantize
6842.379 0.802 0.802 0.003% 99.890% Requantize mixed_3/tower/conv_2/Conv2D_eightbit_requantize
12606.041 0.797 0.797 0.003% 99.892% Requantize mixed_9/tower/conv/batchnorm_eightbit_requantize
6846.499 0.792 0.792 0.003% 99.895% Requantize mixed_3/tower/conv_2/batchnorm_eightbit_requantize
12986.399 0.767 0.767 0.003% 99.898% RequantizationRange mixed_9/tower_1/conv_1/Conv2D_eightbit_requant_range
12799.302 0.766 0.766 0.003% 99.900% RequantizationRange mixed_9/tower/mixed/conv/Conv2D_eightbit_requant_range
12601.507 0.757 0.757 0.003% 99.903% RequantizationRange mixed_9/tower/conv/Conv2D_eightbit_requant_range
13118.684 0.755 0.755 0.003% 99.905% RequantizationRange mixed_9/tower_1/mixed/conv_1/Conv2D_eightbit_requant_range
13128.749 0.753 0.753 0.003% 99.908% RequantizationRange mixed_9/tower_1/mixed/conv/Conv2D_eightbit_requant_range
12605.281 0.753 0.753 0.003% 99.910% RequantizationRange mixed_9/tower/conv/batchnorm_eightbit_requant_range
12990.048 0.751 0.751 0.003% 99.913% RequantizationRange mixed_9/tower_1/conv_1/batchnorm_eightbit_requant_range
13132.311 0.749 0.749 0.003% 99.915% RequantizationRange mixed_9/tower_1/mixed/conv/batchnorm_eightbit_requant_range
13124.400 0.746 0.746 0.003% 99.918% RequantizationRange mixed_9/tower_1/mixed/conv_1/batchnorm_eightbit_requant_range
14017.944 0.737 0.737 0.003% 99.921% RequantizationRange mixed_10/tower_1/mixed/conv/Conv2D_eightbit_requant_range
12990.805 0.725 0.725 0.002% 99.923% Requantize mixed_9/tower_1/conv_1/batchnorm_eightbit_requantize
12987.173 0.723 0.723 0.002% 99.925% Requantize mixed_9/tower_1/conv_1/Conv2D_eightbit_requantize
13509.850 0.719 0.719 0.002% 99.928% RequantizationRange mixed_10/tower/conv/Conv2D_eightbit_requant_range
13674.878 0.718 0.718 0.002% 99.930% RequantizationRange mixed_10/tower/mixed/conv_1/Conv2D_eightbit_requant_range
13888.961 0.711 0.711 0.002% 99.933% RequantizationRange mixed_10/tower_1/conv_1/Conv2D_eightbit_requant_range
14037.008 0.709 0.709 0.002% 99.935% RequantizationRange mixed_10/tower_1/mixed/conv_1/batchnorm_eightbit_requant_range
14033.234 0.709 0.709 0.002% 99.938% RequantizationRange mixed_10/tower_1/mixed/conv_1/Conv2D_eightbit_requant_range
13656.896 0.708 0.708 0.002% 99.940% RequantizationRange mixed_10/tower/mixed/conv/batchnorm_eightbit_requant_range
13651.544 0.708 0.708 0.002% 99.942% RequantizationRange mixed_10/tower/mixed/conv/Conv2D_eightbit_requant_range
13514.477 0.707 0.707 0.002% 99.945% RequantizationRange mixed_10/tower/conv/batchnorm_eightbit_requant_range
14022.823 0.706 0.706 0.002% 99.947% RequantizationRange mixed_10/tower_1/mixed/conv/batchnorm_eightbit_requant_range
13892.366 0.706 0.706 0.002% 99.950% RequantizationRange mixed_10/tower_1/conv_1/batchnorm_eightbit_requant_range
13133.066 0.694 0.694 0.002% 99.952% Requantize mixed_9/tower_1/mixed/conv/batchnorm_eightbit_requantize
13129.508 0.690 0.690 0.002% 99.954% Requantize mixed_9/tower_1/mixed/conv/Conv2D_eightbit_requantize
13889.678 0.669 0.669 0.002% 99.957% Requantize mixed_10/tower_1/conv_1/Conv2D_eightbit_requantize
14037.723 0.664 0.664 0.002% 99.959% Requantize mixed_10/tower_1/mixed/conv_1/batchnorm_eightbit_requantize
12338.672 0.663 0.663 0.002% 99.961% QuantizedRelu mixed_8/tower_1/conv_3_eightbit_quantized
13893.078 0.658 0.658 0.002% 99.963% Requantize mixed_10/tower_1/conv_1/batchnorm_eightbit_requantize
14033.949 0.655 0.655 0.002% 99.966% Requantize mixed_10/tower_1/mixed/conv_1/Conv2D_eightbit_requantize
12513.265 0.634 0.634 0.002% 99.968% RequantizationRange mixed_9/tower_2/conv/batchnorm_eightbit_requant_range
12500.677 0.613 0.613 0.002% 99.970% RequantizationRange mixed_9/tower_2/conv/Conv2D_eightbit_requant_range
0.423 0.601 0.601 0.002% 99.972% Max conv/Conv2D_eightbit_max_Mul
13455.595 0.570 0.570 0.002% 99.974% RequantizationRange mixed_10/tower_2/conv/batchnorm_eightbit_requant_range
0.427 0.530 0.530 0.002% 99.976% Min conv/Conv2D_eightbit_min_Mul
12336.352 0.392 0.392 0.001% 99.977% Requantize mixed_8/tower_1/conv_3/Conv2D_eightbit_requantize
12338.269 0.391 0.391 0.001% 99.978% Requantize mixed_8/tower_1/conv_3/batchnorm_eightbit_requantize
12335.961 0.385 0.385 0.001% 99.980% RequantizationRange mixed_8/tower_1/conv_3/Conv2D_eightbit_requant_range
12337.880 0.383 0.383 0.001% 99.981% RequantizationRange mixed_8/tower_1/conv_3/batchnorm_eightbit_requant_range
13451.702 0.370 0.370 0.001% 99.982% RequantizationRange mixed_10/tower_2/conv/Conv2D_eightbit_requant_range
14240.275 0.356 0.356 0.001% 99.983% QuantizedBiasAdd softmax/logits_eightbit_quantized_bias_add
14240.868 0.317 0.317 0.001% 99.984% Softmax softmax
0.000 0.186 0.186 0.001% 99.985% _SOURCE
14240.139 0.129 0.129 0.000% 99.986% Requantize softmax/logits/MatMul_eightbit_requantize
14240.685 0.118 0.118 0.000% 99.986% Requantize softmax/logits_eightbit_requantize
14240.809 0.053 0.053 0.000% 99.986% Dequantize softmax/logits
14240.083 0.050 0.050 0.000% 99.986% RequantizationRange softmax/logits/MatMul_eightbit_requant_range
14240.638 0.042 0.042 0.000% 99.986% RequantizationRange softmax/logits_eightbit_requant_range
0.260 0.021 0.021 0.000% 99.987% Const mixed_10/join/concat_dim
0.382 0.021 0.021 0.000% 99.987% Reshape conv/Conv2D_eightbit_reshape_Mul
14057.655 0.020 0.020 0.000% 99.987% QuantizedReshape pool_3/_reshape_eightbit_quantized_reshape
0.332 0.018 0.018 0.000% 99.987% Const conv/Conv2D_bn_offset_min
0.364 0.016 0.016 0.000% 99.987% Const conv_1/conv2d_params_quint8_const
0.395 0.010 0.010 0.000% 99.987% Const conv_1/Conv2D_bn_offset_quint8_const
5.233 0.009 0.009 0.000% 99.987% Const mixed_9/tower_1/conv_1/conv2d_params_quint8_const
4.546 0.009 0.009 0.000% 99.987% Const mixed_8/tower/conv/conv2d_params_quint8_const
3.858 0.009 0.009 0.000% 99.987% Const mixed_6/tower_2/conv/conv2d_params_quint8_const
2.242 0.009 0.009 0.000% 99.987% Const mixed_4/tower/conv_2/conv2d_params_quint8_const
1.926 0.009 0.009 0.000% 99.987% Const mixed_3/tower/conv_1/conv2d_params_quint8_const
5.547 0.009 0.009 0.000% 99.987% Const mixed_10/tower/conv/conv2d_params_quint8_const
1.112 0.009 0.009 0.000% 99.987% Const mixed_1/tower_1/conv/conv2d_params_quint8_const
0.943 0.009 0.009 0.000% 99.987% Const mixed/tower_2/conv/conv2d_params_quint8_const
6.041 0.008 0.008 0.000% 99.987% Const pool_3/_reshape/shape
5.421 0.008 0.008 0.000% 99.987% Const mixed_9/tower_2/conv/conv2d_params_quint8_const
5.358 0.008 0.008 0.000% 99.987% Const mixed_9/tower_1/mixed/conv_1/conv2d_params_quint8_const
5.296 0.008 0.008 0.000% 99.987% Const mixed_9/tower_1/mixed/conv/conv2d_params_quint8_const
5.265 0.008 0.008 0.000% 99.987% Const mixed_9/tower_1/conv_1/Conv2D_bn_offset_quint8_const
5.171 0.008 0.008 0.000% 99.987% Const mixed_9/tower_1/conv/conv2d_params_quint8_const
5.109 0.008 0.008 0.000% 99.987% Const mixed_9/tower/mixed/conv_1/conv2d_params_quint8_const
5.046 0.008 0.008 0.000% 99.987% Const mixed_9/tower/mixed/conv/conv2d_params_quint8_const
4.983 0.008 0.008 0.000% 99.987% Const mixed_9/tower/conv/conv2d_params_quint8_const
4.921 0.008 0.008 0.000% 99.987% Const mixed_9/conv/conv2d_params_quint8_const
4.858 0.008 0.008 0.000% 99.987% Const mixed_8/tower_1/conv_3/conv2d_params_quint8_const
4.796 0.008 0.008 0.000% 99.987% Const mixed_8/tower_1/conv_2/conv2d_params_quint8_const
4.827 0.008 0.008 0.000% 99.987% Const mixed_8/tower_1/conv_2/Conv2D_bn_offset_quint8_const
4.734 0.008 0.008 0.000% 99.987% Const mixed_8/tower_1/conv_1/conv2d_params_quint8_const
4.671 0.008 0.008 0.000% 99.987% Const mixed_8/tower_1/conv/conv2d_params_quint8_const
4.609 0.008 0.008 0.000% 99.987% Const mixed_8/tower/conv_1/conv2d_params_quint8_const
4.484 0.008 0.008 0.000% 99.987% Const mixed_7/tower_2/conv/conv2d_params_quint8_const
4.421 0.008 0.008 0.000% 99.988% Const mixed_7/tower_1/conv_4/conv2d_params_quint8_const
4.358 0.008 0.008 0.000% 99.988% Const mixed_7/tower_1/conv_3/conv2d_params_quint8_const
4.327 0.008 0.008 0.000% 99.988% Const mixed_7/tower_1/conv_2/Conv2D_bn_offset_quint8_const
4.233 0.008 0.008 0.000% 99.988% Const mixed_7/tower_1/conv_1/conv2d_params_quint8_const
4.170 0.008 0.008 0.000% 99.988% Const mixed_7/tower_1/conv/conv2d_params_quint8_const
4.107 0.008 0.008 0.000% 99.988% Const mixed_7/tower/conv_2/conv2d_params_quint8_const
4.045 0.008 0.008 0.000% 99.988% Const mixed_7/tower/conv_1/conv2d_params_quint8_const
4.076 0.008 0.008 0.000% 99.988% Const mixed_7/tower/conv_1/Conv2D_bn_offset_quint8_const
3.983 0.008 0.008 0.000% 99.988% Const mixed_7/tower/conv/conv2d_params_quint8_const
3.921 0.008 0.008 0.000% 99.988% Const mixed_7/conv/conv2d_params_quint8_const
3.952 0.008 0.008 0.000% 99.988% Const mixed_7/conv/Conv2D_bn_offset_quint8_const
3.797 0.008 0.008 0.000% 99.988% Const mixed_6/tower_1/conv_4/conv2d_params_quint8_const
3.734 0.008 0.008 0.000% 99.988% Const mixed_6/tower_1/conv_3/conv2d_params_quint8_const
3.672 0.008 0.008 0.000% 99.988% Const mixed_6/tower_1/conv_2/conv2d_params_quint8_const
3.610 0.008 0.008 0.000% 99.988% Const mixed_6/tower_1/conv_1/conv2d_params_quint8_const
3.549 0.008 0.008 0.000% 99.988% Const mixed_6/tower_1/conv/conv2d_params_quint8_const
3.486 0.008 0.008 0.000% 99.988% Const mixed_6/tower/conv_2/conv2d_params_quint8_const
3.424 0.008 0.008 0.000% 99.988% Const mixed_6/tower/conv_1/conv2d_params_quint8_const
3.361 0.008 0.008 0.000% 99.988% Const mixed_6/tower/conv/conv2d_params_quint8_const
3.393 0.008 0.008 0.000% 99.988% Const mixed_6/tower/conv/Conv2D_bn_offset_quint8_const
3.299 0.008 0.008 0.000% 99.988% Const mixed_6/conv/conv2d_params_quint8_const
3.236 0.008 0.008 0.000% 99.988% Const mixed_5/tower_2/conv/conv2d_params_quint8_const
3.174 0.008 0.008 0.000% 99.988% Const mixed_5/tower_1/conv_4/conv2d_params_quint8_const
3.205 0.008 0.008 0.000% 99.988% Const mixed_5/tower_1/conv_4/Conv2D_bn_offset_quint8_const
3.111 0.008 0.008 0.000% 99.988% Const mixed_5/tower_1/conv_3/conv2d_params_quint8_const
3.049 0.008 0.008 0.000% 99.988% Const mixed_5/tower_1/conv_2/conv2d_params_quint8_const
3.080 0.008 0.008 0.000% 99.988% Const mixed_5/tower_1/conv_2/Conv2D_bn_offset_quint8_const
2.988 0.008 0.008 0.000% 99.988% Const mixed_5/tower_1/conv_1/conv2d_params_quint8_const
2.926 0.008 0.008 0.000% 99.988% Const mixed_5/tower_1/conv/conv2d_params_quint8_const
2.865 0.008 0.008 0.000% 99.988% Const mixed_5/tower/conv_2/conv2d_params_quint8_const
2.803 0.008 0.008 0.000% 99.988% Const mixed_5/tower/conv_1/conv2d_params_quint8_const
2.834 0.008 0.008 0.000% 99.988% Const mixed_5/tower/conv_1/Conv2D_bn_offset_quint8_const
2.740 0.008 0.008 0.000% 99.988% Const mixed_5/tower/conv/conv2d_params_quint8_const
2.771 0.008 0.008 0.000% 99.988% Const mixed_5/tower/conv/Conv2D_bn_offset_quint8_const
2.678 0.008 0.008 0.000% 99.988% Const mixed_5/conv/conv2d_params_quint8_const
2.709 0.008 0.008 0.000% 99.988% Const mixed_5/conv/Conv2D_bn_offset_quint8_const
2.615 0.008 0.008 0.000% 99.989% Const mixed_4/tower_2/conv/conv2d_params_quint8_const
2.554 0.008 0.008 0.000% 99.989% Const mixed_4/tower_1/conv_4/conv2d_params_quint8_const
2.491 0.008 0.008 0.000% 99.989% Const mixed_4/tower_1/conv_3/conv2d_params_quint8_const
2.429 0.008 0.008 0.000% 99.989% Const mixed_4/tower_1/conv_2/conv2d_params_quint8_const
2.367 0.008 0.008 0.000% 99.989% Const mixed_4/tower_1/conv_1/conv2d_params_quint8_const
2.398 0.008 0.008 0.000% 99.989% Const mixed_4/tower_1/conv_1/Conv2D_bn_offset_quint8_const
2.305 0.008 0.008 0.000% 99.989% Const mixed_4/tower_1/conv/conv2d_params_quint8_const
2.180 0.008 0.008 0.000% 99.989% Const mixed_4/tower/conv_1/conv2d_params_quint8_const
2.114 0.008 0.008 0.000% 99.989% Const mixed_4/tower/conv/conv2d_params_quint8_const
2.051 0.008 0.008 0.000% 99.989% Const mixed_4/conv/conv2d_params_quint8_const
2.083 0.008 0.008 0.000% 99.989% Const mixed_4/conv/Conv2D_bn_offset_quint8_const
1.989 0.008 0.008 0.000% 99.989% Const mixed_3/tower/conv_2/conv2d_params_quint8_const
1.864 0.008 0.008 0.000% 99.989% Const mixed_3/tower/conv/conv2d_params_quint8_const
1.895 0.008 0.008 0.000% 99.989% Const mixed_3/tower/conv/Conv2D_bn_offset_quint8_const
1.801 0.008 0.008 0.000% 99.989% Const mixed_3/conv/conv2d_params_quint8_const
1.739 0.008 0.008 0.000% 99.989% Const mixed_2/tower_2/conv/conv2d_params_quint8_const
1.770 0.008 0.008 0.000% 99.989% Const mixed_2/tower_2/conv/Conv2D_bn_offset_quint8_const
1.677 0.008 0.008 0.000% 99.989% Const mixed_2/tower_1/conv_2/conv2d_params_quint8_const
1.708 0.008 0.008 0.000% 99.989% Const mixed_2/tower_1/conv_2/Conv2D_bn_offset_quint8_const
1.615 0.008 0.008 0.000% 99.989% Const mixed_2/tower_1/conv_1/conv2d_params_quint8_const
1.552 0.008 0.008 0.000% 99.989% Const mixed_2/tower_1/conv/conv2d_params_quint8_const
1.490 0.008 0.008 0.000% 99.989% Const mixed_2/tower/conv_1/conv2d_params_quint8_const
1.427 0.008 0.008 0.000% 99.989% Const mixed_2/tower/conv/conv2d_params_quint8_const
1.459 0.008 0.008 0.000% 99.989% Const mixed_2/tower/conv/Conv2D_bn_offset_quint8_const
1.364 0.008 0.008 0.000% 99.989% Const mixed_2/conv/conv2d_params_quint8_const
5.980 0.008 0.008 0.000% 99.989% Const mixed_10/tower_2/conv/conv2d_params_quint8_const
6.011 0.008 0.008 0.000% 99.989% Const mixed_10/tower_2/conv/Conv2D_bn_offset_quint8_const
5.918 0.008 0.008 0.000% 99.989% Const mixed_10/tower_1/mixed/conv_1/conv2d_params_quint8_const
5.856 0.008 0.008 0.000% 99.989% Const mixed_10/tower_1/mixed/conv/conv2d_params_quint8_const
5.795 0.008 0.008 0.000% 99.989% Const mixed_10/tower_1/conv_1/conv2d_params_quint8_const
5.734 0.008 0.008 0.000% 99.989% Const mixed_10/tower_1/conv/conv2d_params_quint8_const
5.671 0.008 0.008 0.000% 99.989% Const mixed_10/tower/mixed/conv_1/conv2d_params_quint8_const
5.610 0.008 0.008 0.000% 99.989% Const mixed_10/tower/mixed/conv/conv2d_params_quint8_const
5.485 0.008 0.008 0.000% 99.989% Const mixed_10/conv/conv2d_params_quint8_const
1.302 0.008 0.008 0.000% 99.989% Const mixed_1/tower_2/conv/conv2d_params_quint8_const
1.239 0.008 0.008 0.000% 99.989% Const mixed_1/tower_1/conv_2/conv2d_params_quint8_const
1.177 0.008 0.008 0.000% 99.989% Const mixed_1/tower_1/conv_1/conv2d_params_quint8_const
0.883 0.008 0.008 0.000% 99.990% Const mixed/tower_1/conv_2/conv2d_params_quint8_const
0.822 0.008 0.008 0.000% 99.990% Const mixed/tower_1/conv_1/conv2d_params_quint8_const
0.641 0.008 0.008 0.000% 99.990% Const mixed/tower/conv/conv2d_params_quint8_const
0.520 0.008 0.008 0.000% 99.990% Const conv_4/conv2d_params_quint8_const
0.489 0.008 0.008 0.000% 99.990% Const conv_3/Conv2D_bn_offset_quint8_const
6.052 0.007 0.007 0.000% 99.990% Const softmax/weights_quint8_const
6.062 0.007 0.007 0.000% 99.990% Const softmax/weights_min
6.072 0.007 0.007 0.000% 99.990% Const softmax/weights_max
6.082 0.007 0.007 0.000% 99.990% Const softmax/biases_quint8_const
5.433 0.007 0.007 0.000% 99.990% Const mixed_9/tower_2/conv/conv2d_params_min
5.444 0.007 0.007 0.000% 99.990% Const mixed_9/tower_2/conv/conv2d_params_max
5.454 0.007 0.007 0.000% 99.990% Const mixed_9/tower_2/conv/Conv2D_bn_offset_quint8_const
5.465 0.007 0.007 0.000% 99.990% Const mixed_9/tower_2/conv/Conv2D_bn_offset_min
5.380 0.007 0.007 0.000% 99.990% Const mixed_9/tower_1/mixed/conv_1/conv2d_params_max
5.390 0.007 0.007 0.000% 99.990% Const mixed_9/tower_1/mixed/conv_1/Conv2D_bn_offset_quint8_const
5.401 0.007 0.007 0.000% 99.990% Const mixed_9/tower_1/mixed/conv_1/Conv2D_bn_offset_min
5.307 0.007 0.007 0.000% 99.990% Const mixed_9/tower_1/mixed/conv/conv2d_params_min
5.317 0.007 0.007 0.000% 99.990% Const mixed_9/tower_1/mixed/conv/conv2d_params_max
5.327 0.007 0.007 0.000% 99.990% Const mixed_9/tower_1/mixed/conv/Conv2D_bn_offset_quint8_const
5.348 0.007 0.007 0.000% 99.990% Const mixed_9/tower_1/mixed/conv/Conv2D_bn_offset_max
5.245 0.007 0.007 0.000% 99.990% Const mixed_9/tower_1/conv_1/conv2d_params_min
5.255 0.007 0.007 0.000% 99.990% Const mixed_9/tower_1/conv_1/conv2d_params_max
5.276 0.007 0.007 0.000% 99.990% Const mixed_9/tower_1/conv_1/Conv2D_bn_offset_min
5.286 0.007 0.007 0.000% 99.990% Const mixed_9/tower_1/conv_1/Conv2D_bn_offset_max
5.203 0.007 0.007 0.000% 99.990% Const mixed_9/tower_1/conv/Conv2D_bn_offset_quint8_const
5.213 0.007 0.007 0.000% 99.990% Const mixed_9/tower_1/conv/Conv2D_bn_offset_min
5.223 0.007 0.007 0.000% 99.990% Const mixed_9/tower_1/conv/Conv2D_bn_offset_max
5.120 0.007 0.007 0.000% 99.990% Const mixed_9/tower/mixed/conv_1/conv2d_params_min
5.141 0.007 0.007 0.000% 99.990% Const mixed_9/tower/mixed/conv_1/Conv2D_bn_offset_quint8_const
5.151 0.007 0.007 0.000% 99.990% Const mixed_9/tower/mixed/conv_1/Conv2D_bn_offset_min
5.058 0.007 0.007 0.000% 99.990% Const mixed_9/tower/mixed/conv/conv2d_params_min
5.078 0.007 0.007 0.000% 99.990% Const mixed_9/tower/mixed/conv/Conv2D_bn_offset_quint8_const
4.995 0.007 0.007 0.000% 99.990% Const mixed_9/tower/conv/conv2d_params_min
5.005 0.007 0.007 0.000% 99.990% Const mixed_9/tower/conv/conv2d_params_max
5.015 0.007 0.007 0.000% 99.990% Const mixed_9/tower/conv/Conv2D_bn_offset_quint8_const
5.026 0.007 0.007 0.000% 99.990% Const mixed_9/tower/conv/Conv2D_bn_offset_min
5.036 0.007 0.007 0.000% 99.990% Const mixed_9/tower/conv/Conv2D_bn_offset_max
4.933 0.007 0.007 0.000% 99.990% Const mixed_9/conv/conv2d_params_min
4.953 0.007 0.007 0.000% 99.990% Const mixed_9/conv/Conv2D_bn_offset_quint8_const
4.963 0.007 0.007 0.000% 99.990% Const mixed_9/conv/Conv2D_bn_offset_min
4.973 0.007 0.007 0.000% 99.990% Const mixed_9/conv/Conv2D_bn_offset_max
4.870 0.007 0.007 0.000% 99.991% Const mixed_8/tower_1/conv_3/conv2d_params_min
4.880 0.007 0.007 0.000% 99.991% Const mixed_8/tower_1/conv_3/conv2d_params_max
4.890 0.007 0.007 0.000% 99.991% Const mixed_8/tower_1/conv_3/Conv2D_bn_offset_quint8_const
4.911 0.007 0.007 0.000% 99.991% Const mixed_8/tower_1/conv_3/Conv2D_bn_offset_max
4.838 0.007 0.007 0.000% 99.991% Const mixed_8/tower_1/conv_2/Conv2D_bn_offset_min
4.848 0.007 0.007 0.000% 99.991% Const mixed_8/tower_1/conv_2/Conv2D_bn_offset_max
4.745 0.007 0.007 0.000% 99.991% Const mixed_8/tower_1/conv_1/conv2d_params_min
4.755 0.007 0.007 0.000% 99.991% Const mixed_8/tower_1/conv_1/conv2d_params_max
4.766 0.007 0.007 0.000% 99.991% Const mixed_8/tower_1/conv_1/Conv2D_bn_offset_quint8_const
4.776 0.007 0.007 0.000% 99.991% Const mixed_8/tower_1/conv_1/Conv2D_bn_offset_min
4.786 0.007 0.007 0.000% 99.991% Const mixed_8/tower_1/conv_1/Conv2D_bn_offset_max
4.683 0.007 0.007 0.000% 99.991% Const mixed_8/tower_1/conv/conv2d_params_min
4.703 0.007 0.007 0.000% 99.991% Const mixed_8/tower_1/conv/Conv2D_bn_offset_quint8_const
4.620 0.007 0.007 0.000% 99.991% Const mixed_8/tower/conv_1/conv2d_params_min
4.630 0.007 0.007 0.000% 99.991% Const mixed_8/tower/conv_1/conv2d_params_max
4.640 0.007 0.007 0.000% 99.991% Const mixed_8/tower/conv_1/Conv2D_bn_offset_quint8_const
4.651 0.007 0.007 0.000% 99.991% Const mixed_8/tower/conv_1/Conv2D_bn_offset_min
4.558 0.007 0.007 0.000% 99.991% Const mixed_8/tower/conv/conv2d_params_min
4.568 0.007 0.007 0.000% 99.991% Const mixed_8/tower/conv/conv2d_params_max
4.578 0.007 0.007 0.000% 99.991% Const mixed_8/tower/conv/Conv2D_bn_offset_quint8_const
4.495 0.007 0.007 0.000% 99.991% Const mixed_7/tower_2/conv/conv2d_params_min
4.505 0.007 0.007 0.000% 99.991% Const mixed_7/tower_2/conv/conv2d_params_max
4.516 0.007 0.007 0.000% 99.991% Const mixed_7/tower_2/conv/Conv2D_bn_offset_quint8_const
4.526 0.007 0.007 0.000% 99.991% Const mixed_7/tower_2/conv/Conv2D_bn_offset_min
4.536 0.007 0.007 0.000% 99.991% Const mixed_7/tower_2/conv/Conv2D_bn_offset_max
4.453 0.007 0.007 0.000% 99.991% Const mixed_7/tower_1/conv_4/Conv2D_bn_offset_quint8_const
4.463 0.007 0.007 0.000% 99.991% Const mixed_7/tower_1/conv_4/Conv2D_bn_offset_min
4.390 0.007 0.007 0.000% 99.991% Const mixed_7/tower_1/conv_3/Conv2D_bn_offset_quint8_const
4.400 0.007 0.007 0.000% 99.991% Const mixed_7/tower_1/conv_3/Conv2D_bn_offset_min
4.296 0.007 0.007 0.000% 99.991% Const mixed_7/tower_1/conv_2/conv2d_params_quint8_const
4.307 0.007 0.007 0.000% 99.991% Const mixed_7/tower_1/conv_2/conv2d_params_min
4.317 0.007 0.007 0.000% 99.991% Const mixed_7/tower_1/conv_2/conv2d_params_max
4.338 0.007 0.007 0.000% 99.991% Const mixed_7/tower_1/conv_2/Conv2D_bn_offset_min
4.348 0.007 0.007 0.000% 99.991% Const mixed_7/tower_1/conv_2/Conv2D_bn_offset_max
4.244 0.007 0.007 0.000% 99.991% Const mixed_7/tower_1/conv_1/conv2d_params_min
4.265 0.007 0.007 0.000% 99.991% Const mixed_7/tower_1/conv_1/Conv2D_bn_offset_quint8_const
4.275 0.007 0.007 0.000% 99.991% Const mixed_7/tower_1/conv_1/Conv2D_bn_offset_min
4.285 0.007 0.007 0.000% 99.991% Const mixed_7/tower_1/conv_1/Conv2D_bn_offset_max
4.192 0.007 0.007 0.000% 99.991% Const mixed_7/tower_1/conv/conv2d_params_max
4.202 0.007 0.007 0.000% 99.991% Const mixed_7/tower_1/conv/Conv2D_bn_offset_quint8_const
4.139 0.007 0.007 0.000% 99.991% Const mixed_7/tower/conv_2/Conv2D_bn_offset_quint8_const
4.160 0.007 0.007 0.000% 99.991% Const mixed_7/tower/conv_2/Conv2D_bn_offset_max
4.056 0.007 0.007 0.000% 99.992% Const mixed_7/tower/conv_1/conv2d_params_min
4.066 0.007 0.007 0.000% 99.992% Const mixed_7/tower/conv_1/conv2d_params_max
4.087 0.007 0.007 0.000% 99.992% Const mixed_7/tower/conv_1/Conv2D_bn_offset_min
4.097 0.007 0.007 0.000% 99.992% Const mixed_7/tower/conv_1/Conv2D_bn_offset_max
4.015 0.007 0.007 0.000% 99.992% Const mixed_7/tower/conv/Conv2D_bn_offset_quint8_const
4.025 0.007 0.007 0.000% 99.992% Const mixed_7/tower/conv/Conv2D_bn_offset_min
4.035 0.007 0.007 0.000% 99.992% Const mixed_7/tower/conv/Conv2D_bn_offset_max
3.932 0.007 0.007 0.000% 99.992% Const mixed_7/conv/conv2d_params_min
3.942 0.007 0.007 0.000% 99.992% Const mixed_7/conv/conv2d_params_max
3.963 0.007 0.007 0.000% 99.992% Const mixed_7/conv/Conv2D_bn_offset_min
3.973 0.007 0.007 0.000% 99.992% Const mixed_7/conv/Conv2D_bn_offset_max
3.870 0.007 0.007 0.000% 99.992% Const mixed_6/tower_2/conv/conv2d_params_min
3.880 0.007 0.007 0.000% 99.992% Const mixed_6/tower_2/conv/conv2d_params_max
3.890 0.007 0.007 0.000% 99.992% Const mixed_6/tower_2/conv/Conv2D_bn_offset_quint8_const
3.808 0.007 0.007 0.000% 99.992% Const mixed_6/tower_1/conv_4/conv2d_params_min
3.818 0.007 0.007 0.000% 99.992% Const mixed_6/tower_1/conv_4/conv2d_params_max
3.828 0.007 0.007 0.000% 99.992% Const mixed_6/tower_1/conv_4/Conv2D_bn_offset_quint8_const
3.756 0.007 0.007 0.000% 99.992% Const mixed_6/tower_1/conv_3/conv2d_params_max
3.766 0.007 0.007 0.000% 99.992% Const mixed_6/tower_1/conv_3/Conv2D_bn_offset_quint8_const
3.777 0.007 0.007 0.000% 99.992% Const mixed_6/tower_1/conv_3/Conv2D_bn_offset_min
3.787 0.007 0.007 0.000% 99.992% Const mixed_6/tower_1/conv_3/Conv2D_bn_offset_max
3.704 0.007 0.007 0.000% 99.992% Const mixed_6/tower_1/conv_2/Conv2D_bn_offset_quint8_const
3.714 0.007 0.007 0.000% 99.992% Const mixed_6/tower_1/conv_2/Conv2D_bn_offset_min
3.724 0.007 0.007 0.000% 99.992% Const mixed_6/tower_1/conv_2/Conv2D_bn_offset_max
3.621 0.007 0.007 0.000% 99.992% Const mixed_6/tower_1/conv_1/conv2d_params_min
3.631 0.007 0.007 0.000% 99.992% Const mixed_6/tower_1/conv_1/conv2d_params_max
3.641 0.007 0.007 0.000% 99.992% Const mixed_6/tower_1/conv_1/Conv2D_bn_offset_quint8_const
3.652 0.007 0.007 0.000% 99.992% Const mixed_6/tower_1/conv_1/Conv2D_bn_offset_min
3.662 0.007 0.007 0.000% 99.992% Const mixed_6/tower_1/conv_1/Conv2D_bn_offset_max
3.560 0.007 0.007 0.000% 99.992% Const mixed_6/tower_1/conv/conv2d_params_min
3.580 0.007 0.007 0.000% 99.992% Const mixed_6/tower_1/conv/Conv2D_bn_offset_quint8_const
3.590 0.007 0.007 0.000% 99.992% Const mixed_6/tower_1/conv/Conv2D_bn_offset_min
3.600 0.007 0.007 0.000% 99.992% Const mixed_6/tower_1/conv/Conv2D_bn_offset_max
3.497 0.007 0.007 0.000% 99.992% Const mixed_6/tower/conv_2/conv2d_params_min
3.518 0.007 0.007 0.000% 99.992% Const mixed_6/tower/conv_2/Conv2D_bn_offset_quint8_const
3.528 0.007 0.007 0.000% 99.992% Const mixed_6/tower/conv_2/Conv2D_bn_offset_min
3.435 0.007 0.007 0.000% 99.992% Const mixed_6/tower/conv_1/conv2d_params_min
3.456 0.007 0.007 0.000% 99.992% Const mixed_6/tower/conv_1/Conv2D_bn_offset_quint8_const
3.466 0.007 0.007 0.000% 99.992% Const mixed_6/tower/conv_1/Conv2D_bn_offset_min
3.476 0.007 0.007 0.000% 99.992% Const mixed_6/tower/conv_1/Conv2D_bn_offset_max
3.373 0.007 0.007 0.000% 99.992% Const mixed_6/tower/conv/conv2d_params_min
3.383 0.007 0.007 0.000% 99.992% Const mixed_6/tower/conv/conv2d_params_max
3.310 0.007 0.007 0.000% 99.993% Const mixed_6/conv/conv2d_params_min
3.331 0.007 0.007 0.000% 99.993% Const mixed_6/conv/Conv2D_bn_offset_quint8_const
3.341 0.007 0.007 0.000% 99.993% Const mixed_6/conv/Conv2D_bn_offset_min
3.351 0.007 0.007 0.000% 99.993% Const mixed_6/conv/Conv2D_bn_offset_max
3.248 0.007 0.007 0.000% 99.993% Const mixed_5/tower_2/conv/conv2d_params_min
3.258 0.007 0.007 0.000% 99.993% Const mixed_5/tower_2/conv/conv2d_params_max
3.268 0.007 0.007 0.000% 99.993% Const mixed_5/tower_2/conv/Conv2D_bn_offset_quint8_const
3.185 0.007 0.007 0.000% 99.993% Const mixed_5/tower_1/conv_4/conv2d_params_min
3.195 0.007 0.007 0.000% 99.993% Const mixed_5/tower_1/conv_4/conv2d_params_max
3.216 0.007 0.007 0.000% 99.993% Const mixed_5/tower_1/conv_4/Conv2D_bn_offset_min
3.226 0.007 0.007 0.000% 99.993% Const mixed_5/tower_1/conv_4/Conv2D_bn_offset_max
3.122 0.007 0.007 0.000% 99.993% Const mixed_5/tower_1/conv_3/conv2d_params_min
3.132 0.007 0.007 0.000% 99.993% Const mixed_5/tower_1/conv_3/conv2d_params_max
3.143 0.007 0.007 0.000% 99.993% Const mixed_5/tower_1/conv_3/Conv2D_bn_offset_quint8_const
3.070 0.007 0.007 0.000% 99.993% Const mixed_5/tower_1/conv_2/conv2d_params_max
3.091 0.007 0.007 0.000% 99.993% Const mixed_5/tower_1/conv_2/Conv2D_bn_offset_min
3.101 0.007 0.007 0.000% 99.993% Const mixed_5/tower_1/conv_2/Conv2D_bn_offset_max
2.999 0.007 0.007 0.000% 99.993% Const mixed_5/tower_1/conv_1/conv2d_params_min
3.019 0.007 0.007 0.000% 99.993% Const mixed_5/tower_1/conv_1/Conv2D_bn_offset_quint8_const
3.029 0.007 0.007 0.000% 99.993% Const mixed_5/tower_1/conv_1/Conv2D_bn_offset_min
3.039 0.007 0.007 0.000% 99.993% Const mixed_5/tower_1/conv_1/Conv2D_bn_offset_max
2.958 0.007 0.007 0.000% 99.993% Const mixed_5/tower_1/conv/Conv2D_bn_offset_quint8_const
2.968 0.007 0.007 0.000% 99.993% Const mixed_5/tower_1/conv/Conv2D_bn_offset_min
2.978 0.007 0.007 0.000% 99.993% Const mixed_5/tower_1/conv/Conv2D_bn_offset_max
2.876 0.007 0.007 0.000% 99.993% Const mixed_5/tower/conv_2/conv2d_params_min
2.886 0.007 0.007 0.000% 99.993% Const mixed_5/tower/conv_2/conv2d_params_max
2.896 0.007 0.007 0.000% 99.993% Const mixed_5/tower/conv_2/Conv2D_bn_offset_quint8_const
2.906 0.007 0.007 0.000% 99.993% Const mixed_5/tower/conv_2/Conv2D_bn_offset_min
2.916 0.007 0.007 0.000% 99.993% Const mixed_5/tower/conv_2/Conv2D_bn_offset_max
2.814 0.007 0.007 0.000% 99.993% Const mixed_5/tower/conv_1/conv2d_params_min
2.845 0.007 0.007 0.000% 99.993% Const mixed_5/tower/conv_1/Conv2D_bn_offset_min
2.855 0.007 0.007 0.000% 99.993% Const mixed_5/tower/conv_1/Conv2D_bn_offset_max
2.761 0.007 0.007 0.000% 99.993% Const mixed_5/tower/conv/conv2d_params_max
2.783 0.007 0.007 0.000% 99.993% Const mixed_5/tower/conv/Conv2D_bn_offset_min
2.793 0.007 0.007 0.000% 99.993% Const mixed_5/tower/conv/Conv2D_bn_offset_max
2.689 0.007 0.007 0.000% 99.993% Const mixed_5/conv/conv2d_params_min
2.699 0.007 0.007 0.000% 99.993% Const mixed_5/conv/conv2d_params_max
2.720 0.007 0.007 0.000% 99.993% Const mixed_5/conv/Conv2D_bn_offset_min
2.730 0.007 0.007 0.000% 99.993% Const mixed_5/conv/Conv2D_bn_offset_max
2.627 0.007 0.007 0.000% 99.993% Const mixed_4/tower_2/conv/conv2d_params_min
2.637 0.007 0.007 0.000% 99.993% Const mixed_4/tower_2/conv/conv2d_params_max
2.647 0.007 0.007 0.000% 99.993% Const mixed_4/tower_2/conv/Conv2D_bn_offset_quint8_const
2.658 0.007 0.007 0.000% 99.994% Const mixed_4/tower_2/conv/Conv2D_bn_offset_min
2.668 0.007 0.007 0.000% 99.994% Const mixed_4/tower_2/conv/Conv2D_bn_offset_max
2.565 0.007 0.007 0.000% 99.994% Const mixed_4/tower_1/conv_4/conv2d_params_min
2.575 0.007 0.007 0.000% 99.994% Const mixed_4/tower_1/conv_4/conv2d_params_max
2.585 0.007 0.007 0.000% 99.994% Const mixed_4/tower_1/conv_4/Conv2D_bn_offset_quint8_const
2.523 0.007 0.007 0.000% 99.994% Const mixed_4/tower_1/conv_3/Conv2D_bn_offset_quint8_const
2.534 0.007 0.007 0.000% 99.994% Const mixed_4/tower_1/conv_3/Conv2D_bn_offset_min
2.544 0.007 0.007 0.000% 99.994% Const mixed_4/tower_1/conv_3/Conv2D_bn_offset_max
2.440 0.007 0.007 0.000% 99.994% Const mixed_4/tower_1/conv_2/conv2d_params_min
2.461 0.007 0.007 0.000% 99.994% Const mixed_4/tower_1/conv_2/Conv2D_bn_offset_quint8_const
2.471 0.007 0.007 0.000% 99.994% Const mixed_4/tower_1/conv_2/Conv2D_bn_offset_min
2.378 0.007 0.007 0.000% 99.994% Const mixed_4/tower_1/conv_1/conv2d_params_min
2.409 0.007 0.007 0.000% 99.994% Const mixed_4/tower_1/conv_1/Conv2D_bn_offset_min
2.419 0.007 0.007 0.000% 99.994% Const mixed_4/tower_1/conv_1/Conv2D_bn_offset_max
2.316 0.007 0.007 0.000% 99.994% Const mixed_4/tower_1/conv/conv2d_params_min
2.326 0.007 0.007 0.000% 99.994% Const mixed_4/tower_1/conv/conv2d_params_max
2.336 0.007 0.007 0.000% 99.994% Const mixed_4/tower_1/conv/Conv2D_bn_offset_quint8_const
2.347 0.007 0.007 0.000% 99.994% Const mixed_4/tower_1/conv/Conv2D_bn_offset_min
2.357 0.007 0.007 0.000% 99.994% Const mixed_4/tower_1/conv/Conv2D_bn_offset_max
2.254 0.007 0.007 0.000% 99.994% Const mixed_4/tower/conv_2/conv2d_params_min
2.264 0.007 0.007 0.000% 99.994% Const mixed_4/tower/conv_2/conv2d_params_max
2.274 0.007 0.007 0.000% 99.994% Const mixed_4/tower/conv_2/Conv2D_bn_offset_quint8_const
2.191 0.007 0.007 0.000% 99.994% Const mixed_4/tower/conv_1/conv2d_params_min
2.212 0.007 0.007 0.000% 99.994% Const mixed_4/tower/conv_1/Conv2D_bn_offset_quint8_const
2.222 0.007 0.007 0.000% 99.994% Const mixed_4/tower/conv_1/Conv2D_bn_offset_min
2.232 0.007 0.007 0.000% 99.994% Const mixed_4/tower/conv_1/Conv2D_bn_offset_max
2.128 0.007 0.007 0.000% 99.994% Const mixed_4/tower/conv/conv2d_params_min
2.138 0.007 0.007 0.000% 99.994% Const mixed_4/tower/conv/conv2d_params_max
2.149 0.007 0.007 0.000% 99.994% Const mixed_4/tower/conv/Conv2D_bn_offset_quint8_const
2.169 0.007 0.007 0.000% 99.994% Const mixed_4/tower/conv/Conv2D_bn_offset_max
2.063 0.007 0.007 0.000% 99.994% Const mixed_4/conv/conv2d_params_min
2.073 0.007 0.007 0.000% 99.994% Const mixed_4/conv/conv2d_params_max
2.094 0.007 0.007 0.000% 99.994% Const mixed_4/conv/Conv2D_bn_offset_min
2.104 0.007 0.007 0.000% 99.994% Const mixed_4/conv/Conv2D_bn_offset_max
2.000 0.007 0.007 0.000% 99.994% Const mixed_3/tower/conv_2/conv2d_params_min
2.010 0.007 0.007 0.000% 99.994% Const mixed_3/tower/conv_2/conv2d_params_max
2.020 0.007 0.007 0.000% 99.994% Const mixed_3/tower/conv_2/Conv2D_bn_offset_quint8_const
2.031 0.007 0.007 0.000% 99.994% Const mixed_3/tower/conv_2/Conv2D_bn_offset_min
2.041 0.007 0.007 0.000% 99.994% Const mixed_3/tower/conv_2/Conv2D_bn_offset_max
1.938 0.007 0.007 0.000% 99.994% Const mixed_3/tower/conv_1/conv2d_params_min
1.948 0.007 0.007 0.000% 99.994% Const mixed_3/tower/conv_1/conv2d_params_max
1.958 0.007 0.007 0.000% 99.994% Const mixed_3/tower/conv_1/Conv2D_bn_offset_quint8_const
1.968 0.007 0.007 0.000% 99.995% Const mixed_3/tower/conv_1/Conv2D_bn_offset_min
1.875 0.007 0.007 0.000% 99.995% Const mixed_3/tower/conv/conv2d_params_min
1.885 0.007 0.007 0.000% 99.995% Const mixed_3/tower/conv/conv2d_params_max
1.906 0.007 0.007 0.000% 99.995% Const mixed_3/tower/conv/Conv2D_bn_offset_min
1.916 0.007 0.007 0.000% 99.995% Const mixed_3/tower/conv/Conv2D_bn_offset_max
1.823 0.007 0.007 0.000% 99.995% Const mixed_3/conv/conv2d_params_max
1.833 0.007 0.007 0.000% 99.995% Const mixed_3/conv/Conv2D_bn_offset_quint8_const
1.750 0.007 0.007 0.000% 99.995% Const mixed_2/tower_2/conv/conv2d_params_min
1.760 0.007 0.007 0.000% 99.995% Const mixed_2/tower_2/conv/conv2d_params_max
1.781 0.007 0.007 0.000% 99.995% Const mixed_2/tower_2/conv/Conv2D_bn_offset_min
1.688 0.007 0.007 0.000% 99.995% Const mixed_2/tower_1/conv_2/conv2d_params_min
1.698 0.007 0.007 0.000% 99.995% Const mixed_2/tower_1/conv_2/conv2d_params_max
1.626 0.007 0.007 0.000% 99.995% Const mixed_2/tower_1/conv_1/conv2d_params_min
1.636 0.007 0.007 0.000% 99.995% Const mixed_2/tower_1/conv_1/conv2d_params_max
1.646 0.007 0.007 0.000% 99.995% Const mixed_2/tower_1/conv_1/Conv2D_bn_offset_quint8_const
1.657 0.007 0.007 0.000% 99.995% Const mixed_2/tower_1/conv_1/Conv2D_bn_offset_min
1.667 0.007 0.007 0.000% 99.995% Const mixed_2/tower_1/conv_1/Conv2D_bn_offset_max
1.584 0.007 0.007 0.000% 99.995% Const mixed_2/tower_1/conv/Conv2D_bn_offset_quint8_const
1.594 0.007 0.007 0.000% 99.995% Const mixed_2/tower_1/conv/Conv2D_bn_offset_min
1.501 0.007 0.007 0.000% 99.995% Const mixed_2/tower/conv_1/conv2d_params_min
1.522 0.007 0.007 0.000% 99.995% Const mixed_2/tower/conv_1/Conv2D_bn_offset_quint8_const
1.532 0.007 0.007 0.000% 99.995% Const mixed_2/tower/conv_1/Conv2D_bn_offset_min
1.542 0.007 0.007 0.000% 99.995% Const mixed_2/tower/conv_1/Conv2D_bn_offset_max
1.438 0.007 0.007 0.000% 99.995% Const mixed_2/tower/conv/conv2d_params_min
1.449 0.007 0.007 0.000% 99.995% Const mixed_2/tower/conv/conv2d_params_max
1.470 0.007 0.007 0.000% 99.995% Const mixed_2/tower/conv/Conv2D_bn_offset_min
1.480 0.007 0.007 0.000% 99.995% Const mixed_2/tower/conv/Conv2D_bn_offset_max
1.396 0.007 0.007 0.000% 99.995% Const mixed_2/conv/Conv2D_bn_offset_quint8_const
1.406 0.007 0.007 0.000% 99.995% Const mixed_2/conv/Conv2D_bn_offset_min
5.991 0.007 0.007 0.000% 99.995% Const mixed_10/tower_2/conv/conv2d_params_min
6.001 0.007 0.007 0.000% 99.995% Const mixed_10/tower_2/conv/conv2d_params_max
6.022 0.007 0.007 0.000% 99.995% Const mixed_10/tower_2/conv/Conv2D_bn_offset_min
5.929 0.007 0.007 0.000% 99.995% Const mixed_10/tower_1/mixed/conv_1/conv2d_params_min
5.939 0.007 0.007 0.000% 99.995% Const mixed_10/tower_1/mixed/conv_1/conv2d_params_max
5.949 0.007 0.007 0.000% 99.995% Const mixed_10/tower_1/mixed/conv_1/Conv2D_bn_offset_quint8_const
5.960 0.007 0.007 0.000% 99.995% Const mixed_10/tower_1/mixed/conv_1/Conv2D_bn_offset_min
5.867 0.007 0.007 0.000% 99.995% Const mixed_10/tower_1/mixed/conv/conv2d_params_min
5.877 0.007 0.007 0.000% 99.995% Const mixed_10/tower_1/mixed/conv/conv2d_params_max
5.887 0.007 0.007 0.000% 99.995% Const mixed_10/tower_1/mixed/conv/Conv2D_bn_offset_quint8_const
5.898 0.007 0.007 0.000% 99.995% Const mixed_10/tower_1/mixed/conv/Conv2D_bn_offset_min
5.908 0.007 0.007 0.000% 99.995% Const mixed_10/tower_1/mixed/conv/Conv2D_bn_offset_max
5.806 0.007 0.007 0.000% 99.995% Const mixed_10/tower_1/conv_1/conv2d_params_min
5.816 0.007 0.007 0.000% 99.996% Const mixed_10/tower_1/conv_1/conv2d_params_max
5.826 0.007 0.007 0.000% 99.996% Const mixed_10/tower_1/conv_1/Conv2D_bn_offset_quint8_const
5.836 0.007 0.007 0.000% 99.996% Const mixed_10/tower_1/conv_1/Conv2D_bn_offset_min
5.846 0.007 0.007 0.000% 99.996% Const mixed_10/tower_1/conv_1/Conv2D_bn_offset_max
5.754 0.007 0.007 0.000% 99.996% Const mixed_10/tower_1/conv/conv2d_params_max
5.765 0.007 0.007 0.000% 99.996% Const mixed_10/tower_1/conv/Conv2D_bn_offset_quint8_const
5.775 0.007 0.007 0.000% 99.996% Const mixed_10/tower_1/conv/Conv2D_bn_offset_min
5.703 0.007 0.007 0.000% 99.996% Const mixed_10/tower/mixed/conv_1/Conv2D_bn_offset_quint8_const
5.713 0.007 0.007 0.000% 99.996% Const mixed_10/tower/mixed/conv_1/Conv2D_bn_offset_min
5.723 0.007 0.007 0.000% 99.996% Const mixed_10/tower/mixed/conv_1/Conv2D_bn_offset_max
5.621 0.007 0.007 0.000% 99.996% Const mixed_10/tower/mixed/conv/conv2d_params_min
5.641 0.007 0.007 0.000% 99.996% Const mixed_10/tower/mixed/conv/Conv2D_bn_offset_quint8_const
5.651 0.007 0.007 0.000% 99.996% Const mixed_10/tower/mixed/conv/Conv2D_bn_offset_min
5.661 0.007 0.007 0.000% 99.996% Const mixed_10/tower/mixed/conv/Conv2D_bn_offset_max
5.559 0.007 0.007 0.000% 99.996% Const mixed_10/tower/conv/conv2d_params_min
5.569 0.007 0.007 0.000% 99.996% Const mixed_10/tower/conv/conv2d_params_max
5.579 0.007 0.007 0.000% 99.996% Const mixed_10/tower/conv/Conv2D_bn_offset_quint8_const
5.496 0.007 0.007 0.000% 99.996% Const mixed_10/conv/conv2d_params_min
5.506 0.007 0.007 0.000% 99.996% Const mixed_10/conv/conv2d_params_max
5.517 0.007 0.007 0.000% 99.996% Const mixed_10/conv/Conv2D_bn_offset_quint8_const
5.527 0.007 0.007 0.000% 99.996% Const mixed_10/conv/Conv2D_bn_offset_min
5.537 0.007 0.007 0.000% 99.996% Const mixed_10/conv/Conv2D_bn_offset_max
1.313 0.007 0.007 0.000% 99.996% Const mixed_1/tower_2/conv/conv2d_params_min
1.323 0.007 0.007 0.000% 99.996% Const mixed_1/tower_2/conv/conv2d_params_max
1.333 0.007 0.007 0.000% 99.996% Const mixed_1/tower_2/conv/Conv2D_bn_offset_quint8_const
1.344 0.007 0.007 0.000% 99.996% Const mixed_1/tower_2/conv/Conv2D_bn_offset_min
1.354 0.007 0.007 0.000% 99.996% Const mixed_1/tower_2/conv/Conv2D_bn_offset_max
1.271 0.007 0.007 0.000% 99.996% Const mixed_1/tower_1/conv_2/Conv2D_bn_offset_quint8_const
1.281 0.007 0.007 0.000% 99.996% Const mixed_1/tower_1/conv_2/Conv2D_bn_offset_min
1.292 0.007 0.007 0.000% 99.996% Const mixed_1/tower_1/conv_2/Conv2D_bn_offset_max
1.188 0.007 0.007 0.000% 99.996% Const mixed_1/tower_1/conv_1/conv2d_params_min
1.209 0.007 0.007 0.000% 99.996% Const mixed_1/tower_1/conv_1/Conv2D_bn_offset_quint8_const
1.219 0.007 0.007 0.000% 99.996% Const mixed_1/tower_1/conv_1/Conv2D_bn_offset_min
1.229 0.007 0.007 0.000% 99.996% Const mixed_1/tower_1/conv_1/Conv2D_bn_offset_max
1.135 0.007 0.007 0.000% 99.996% Const mixed_1/tower_1/conv/conv2d_params_max
1.146 0.007 0.007 0.000% 99.996% Const mixed_1/tower_1/conv/Conv2D_bn_offset_quint8_const
1.156 0.007 0.007 0.000% 99.996% Const mixed_1/tower_1/conv/Conv2D_bn_offset_min
0.894 0.007 0.007 0.000% 99.996% Const mixed/tower_1/conv_2/conv2d_params_min
0.913 0.007 0.007 0.000% 99.996% Const mixed/tower_1/conv_2/Conv2D_bn_offset_quint8_const
0.933 0.007 0.007 0.000% 99.996% Const mixed/tower_1/conv_2/Conv2D_bn_offset_max
0.872 0.007 0.007 0.000% 99.996% Const mixed/tower_1/conv_1/Conv2D_bn_offset_max
0.762 0.007 0.007 0.000% 99.996% Const mixed/tower_1/conv/conv2d_params_quint8_const
0.782 0.007 0.007 0.000% 99.997% Const mixed/tower_1/conv/conv2d_params_max
0.792 0.007 0.007 0.000% 99.997% Const mixed/tower_1/conv/Conv2D_bn_offset_quint8_const
0.812 0.007 0.007 0.000% 99.997% Const mixed/tower_1/conv/Conv2D_bn_offset_max
0.702 0.007 0.007 0.000% 99.997% Const mixed/tower/conv_1/conv2d_params_quint8_const
0.732 0.007 0.007 0.000% 99.997% Const mixed/tower/conv_1/Conv2D_bn_offset_quint8_const
0.742 0.007 0.007 0.000% 99.997% Const mixed/tower/conv_1/Conv2D_bn_offset_min
0.662 0.007 0.007 0.000% 99.997% Const mixed/tower/conv/conv2d_params_max
0.672 0.007 0.007 0.000% 99.997% Const mixed/tower/conv/Conv2D_bn_offset_quint8_const
0.682 0.007 0.007 0.000% 99.997% Const mixed/tower/conv/Conv2D_bn_offset_min
0.582 0.007 0.007 0.000% 99.997% Const mixed/conv/conv2d_params_quint8_const
0.602 0.007 0.007 0.000% 99.997% Const mixed/conv/conv2d_params_max
0.612 0.007 0.007 0.000% 99.997% Const mixed/conv/Conv2D_bn_offset_quint8_const
0.622 0.007 0.007 0.000% 99.997% Const mixed/conv/Conv2D_bn_offset_min
0.531 0.007 0.007 0.000% 99.997% Const conv_4/conv2d_params_min
0.541 0.007 0.007 0.000% 99.997% Const conv_4/conv2d_params_max
0.551 0.007 0.007 0.000% 99.997% Const conv_4/Conv2D_bn_offset_quint8_const
0.562 0.007 0.007 0.000% 99.997% Const conv_4/Conv2D_bn_offset_min
0.501 0.007 0.007 0.000% 99.997% Const conv_3/Conv2D_bn_offset_min
0.288 0.007 0.007 0.000% 99.997% Const conv/conv2d_params_quint8_const
6.092 0.006 0.006 0.000% 99.997% Const softmax/biases_min
6.102 0.006 0.006 0.000% 99.997% Const softmax/biases_max
5.475 0.006 0.006 0.000% 99.997% Const mixed_9/tower_2/conv/Conv2D_bn_offset_max
5.370 0.006 0.006 0.000% 99.997% Const mixed_9/tower_1/mixed/conv_1/conv2d_params_min
5.412 0.006 0.006 0.000% 99.997% Const mixed_9/tower_1/mixed/conv_1/Conv2D_bn_offset_max
5.338 0.006 0.006 0.000% 99.997% Const mixed_9/tower_1/mixed/conv/Conv2D_bn_offset_min
5.183 0.006 0.006 0.000% 99.997% Const mixed_9/tower_1/conv/conv2d_params_min
5.193 0.006 0.006 0.000% 99.997% Const mixed_9/tower_1/conv/conv2d_params_max
5.131 0.006 0.006 0.000% 99.997% Const mixed_9/tower/mixed/conv_1/conv2d_params_max
5.161 0.006 0.006 0.000% 99.997% Const mixed_9/tower/mixed/conv_1/Conv2D_bn_offset_max
5.068 0.006 0.006 0.000% 99.997% Const mixed_9/tower/mixed/conv/conv2d_params_max
5.089 0.006 0.006 0.000% 99.997% Const mixed_9/tower/mixed/conv/Conv2D_bn_offset_min
5.099 0.006 0.006 0.000% 99.997% Const mixed_9/tower/mixed/conv/Conv2D_bn_offset_max
4.943 0.006 0.006 0.000% 99.997% Const mixed_9/conv/conv2d_params_max
4.901 0.006 0.006 0.000% 99.997% Const mixed_8/tower_1/conv_3/Conv2D_bn_offset_min
4.808 0.006 0.006 0.000% 99.997% Const mixed_8/tower_1/conv_2/conv2d_params_min
4.818 0.006 0.006 0.000% 99.997% Const mixed_8/tower_1/conv_2/conv2d_params_max
4.693 0.006 0.006 0.000% 99.997% Const mixed_8/tower_1/conv/conv2d_params_max
4.714 0.006 0.006 0.000% 99.997% Const mixed_8/tower_1/conv/Conv2D_bn_offset_min
4.724 0.006 0.006 0.000% 99.997% Const mixed_8/tower_1/conv/Conv2D_bn_offset_max
4.661 0.006 0.006 0.000% 99.997% Const mixed_8/tower/conv_1/Conv2D_bn_offset_max
4.589 0.006 0.006 0.000% 99.997% Const mixed_8/tower/conv/Conv2D_bn_offset_min
4.599 0.006 0.006 0.000% 99.997% Const mixed_8/tower/conv/Conv2D_bn_offset_max
4.433 0.006 0.006 0.000% 99.997% Const mixed_7/tower_1/conv_4/conv2d_params_min
4.443 0.006 0.006 0.000% 99.997% Const mixed_7/tower_1/conv_4/conv2d_params_max
4.474 0.006 0.006 0.000% 99.997% Const mixed_7/tower_1/conv_4/Conv2D_bn_offset_max
4.370 0.006 0.006 0.000% 99.997% Const mixed_7/tower_1/conv_3/conv2d_params_min
4.380 0.006 0.006 0.000% 99.998% Const mixed_7/tower_1/conv_3/conv2d_params_max
4.411 0.006 0.006 0.000% 99.998% Const mixed_7/tower_1/conv_3/Conv2D_bn_offset_max
4.255 0.006 0.006 0.000% 99.998% Const mixed_7/tower_1/conv_1/conv2d_params_max
4.182 0.006 0.006 0.000% 99.998% Const mixed_7/tower_1/conv/conv2d_params_min
4.213 0.006 0.006 0.000% 99.998% Const mixed_7/tower_1/conv/Conv2D_bn_offset_min
4.223 0.006 0.006 0.000% 99.998% Const mixed_7/tower_1/conv/Conv2D_bn_offset_max
4.119 0.006 0.006 0.000% 99.998% Const mixed_7/tower/conv_2/conv2d_params_min
4.129 0.006 0.006 0.000% 99.998% Const mixed_7/tower/conv_2/conv2d_params_max
4.150 0.006 0.006 0.000% 99.998% Const mixed_7/tower/conv_2/Conv2D_bn_offset_min
3.995 0.006 0.006 0.000% 99.998% Const mixed_7/tower/conv/conv2d_params_min
4.005 0.006 0.006 0.000% 99.998% Const mixed_7/tower/conv/conv2d_params_max
3.901 0.006 0.006 0.000% 99.998% Const mixed_6/tower_2/conv/Conv2D_bn_offset_min
3.911 0.006 0.006 0.000% 99.998% Const mixed_6/tower_2/conv/Conv2D_bn_offset_max
3.839 0.006 0.006 0.000% 99.998% Const mixed_6/tower_1/conv_4/Conv2D_bn_offset_min
3.849 0.006 0.006 0.000% 99.998% Const mixed_6/tower_1/conv_4/Conv2D_bn_offset_max
3.746 0.006 0.006 0.000% 99.998% Const mixed_6/tower_1/conv_3/conv2d_params_min
3.684 0.006 0.006 0.000% 99.998% Const mixed_6/tower_1/conv_2/conv2d_params_min
3.694 0.006 0.006 0.000% 99.998% Const mixed_6/tower_1/conv_2/conv2d_params_max
3.570 0.006 0.006 0.000% 99.998% Const mixed_6/tower_1/conv/conv2d_params_max
3.508 0.006 0.006 0.000% 99.998% Const mixed_6/tower/conv_2/conv2d_params_max
3.539 0.006 0.006 0.000% 99.998% Const mixed_6/tower/conv_2/Conv2D_bn_offset_max
3.446 0.006 0.006 0.000% 99.998% Const mixed_6/tower/conv_1/conv2d_params_max
3.404 0.006 0.006 0.000% 99.998% Const mixed_6/tower/conv/Conv2D_bn_offset_min
3.414 0.006 0.006 0.000% 99.998% Const mixed_6/tower/conv/Conv2D_bn_offset_max
3.321 0.006 0.006 0.000% 99.998% Const mixed_6/conv/conv2d_params_max
3.279 0.006 0.006 0.000% 99.998% Const mixed_5/tower_2/conv/Conv2D_bn_offset_min
3.289 0.006 0.006 0.000% 99.998% Const mixed_5/tower_2/conv/Conv2D_bn_offset_max
3.154 0.006 0.006 0.000% 99.998% Const mixed_5/tower_1/conv_3/Conv2D_bn_offset_min
3.164 0.006 0.006 0.000% 99.998% Const mixed_5/tower_1/conv_3/Conv2D_bn_offset_max
3.061 0.006 0.006 0.000% 99.998% Const mixed_5/tower_1/conv_2/conv2d_params_min
3.009 0.006 0.006 0.000% 99.998% Const mixed_5/tower_1/conv_1/conv2d_params_max
2.938 0.006 0.006 0.000% 99.998% Const mixed_5/tower_1/conv/conv2d_params_min
2.948 0.006 0.006 0.000% 99.998% Const mixed_5/tower_1/conv/conv2d_params_max
2.825 0.006 0.006 0.000% 99.998% Const mixed_5/tower/conv_1/conv2d_params_max
2.752 0.006 0.006 0.000% 99.998% Const mixed_5/tower/conv/conv2d_params_min
2.596 0.006 0.006 0.000% 99.998% Const mixed_4/tower_1/conv_4/Conv2D_bn_offset_min
2.606 0.006 0.006 0.000% 99.998% Const mixed_4/tower_1/conv_4/Conv2D_bn_offset_max
2.503 0.006 0.006 0.000% 99.998% Const mixed_4/tower_1/conv_3/conv2d_params_min
2.513 0.006 0.006 0.000% 99.998% Const mixed_4/tower_1/conv_3/conv2d_params_max
2.451 0.006 0.006 0.000% 99.998% Const mixed_4/tower_1/conv_2/conv2d_params_max
2.482 0.006 0.006 0.000% 99.998% Const mixed_4/tower_1/conv_2/Conv2D_bn_offset_max
2.389 0.006 0.006 0.000% 99.998% Const mixed_4/tower_1/conv_1/conv2d_params_max
2.285 0.006 0.006 0.000% 99.998% Const mixed_4/tower/conv_2/Conv2D_bn_offset_min
2.295 0.006 0.006 0.000% 99.998% Const mixed_4/tower/conv_2/Conv2D_bn_offset_max
2.202 0.006 0.006 0.000% 99.998% Const mixed_4/tower/conv_1/conv2d_params_max
2.160 0.006 0.006 0.000% 99.998% Const mixed_4/tower/conv/Conv2D_bn_offset_min
1.979 0.006 0.006 0.000% 99.998% Const mixed_3/tower/conv_1/Conv2D_bn_offset_max
1.813 0.006 0.006 0.000% 99.998% Const mixed_3/conv/conv2d_params_min
1.844 0.006 0.006 0.000% 99.998% Const mixed_3/conv/Conv2D_bn_offset_min
1.854 0.006 0.006 0.000% 99.999% Const mixed_3/conv/Conv2D_bn_offset_max
1.792 0.006 0.006 0.000% 99.999% Const mixed_2/tower_2/conv/Conv2D_bn_offset_max
1.719 0.006 0.006 0.000% 99.999% Const mixed_2/tower_1/conv_2/Conv2D_bn_offset_min
1.729 0.006 0.006 0.000% 99.999% Const mixed_2/tower_1/conv_2/Conv2D_bn_offset_max
1.564 0.006 0.006 0.000% 99.999% Const mixed_2/tower_1/conv/conv2d_params_min
1.574 0.006 0.006 0.000% 99.999% Const mixed_2/tower_1/conv/conv2d_params_max
1.605 0.006 0.006 0.000% 99.999% Const mixed_2/tower_1/conv/Conv2D_bn_offset_max
1.512 0.006 0.006 0.000% 99.999% Const mixed_2/tower/conv_1/conv2d_params_max
1.376 0.006 0.006 0.000% 99.999% Const mixed_2/conv/conv2d_params_min
1.386 0.006 0.006 0.000% 99.999% Const mixed_2/conv/conv2d_params_max
1.417 0.006 0.006 0.000% 99.999% Const mixed_2/conv/Conv2D_bn_offset_max
6.032 0.006 0.006 0.000% 99.999% Const mixed_10/tower_2/conv/Conv2D_bn_offset_max
5.970 0.006 0.006 0.000% 99.999% Const mixed_10/tower_1/mixed/conv_1/Conv2D_bn_offset_max
5.745 0.006 0.006 0.000% 99.999% Const mixed_10/tower_1/conv/conv2d_params_min
5.785 0.006 0.006 0.000% 99.999% Const mixed_10/tower_1/conv/Conv2D_bn_offset_max
5.683 0.006 0.006 0.000% 99.999% Const mixed_10/tower/mixed/conv_1/conv2d_params_min
5.693 0.006 0.006 0.000% 99.999% Const mixed_10/tower/mixed/conv_1/conv2d_params_max
5.631 0.006 0.006 0.000% 99.999% Const mixed_10/tower/mixed/conv/conv2d_params_max
5.590 0.006 0.006 0.000% 99.999% Const mixed_10/tower/conv/Conv2D_bn_offset_min
5.600 0.006 0.006 0.000% 99.999% Const mixed_10/tower/conv/Conv2D_bn_offset_max
1.251 0.006 0.006 0.000% 99.999% Const mixed_1/tower_1/conv_2/conv2d_params_min
1.261 0.006 0.006 0.000% 99.999% Const mixed_1/tower_1/conv_2/conv2d_params_max
1.199 0.006 0.006 0.000% 99.999% Const mixed_1/tower_1/conv_1/conv2d_params_max
1.125 0.006 0.006 0.000% 99.999% Const mixed_1/tower_1/conv/conv2d_params_min
1.167 0.006 0.006 0.000% 99.999% Const mixed_1/tower_1/conv/Conv2D_bn_offset_max
1.103 0.006 0.006 0.000% 99.999% Const mixed_1/tower/conv_1/Conv2D_bn_offset_max
1.028 0.006 0.006 0.000% 99.999% Const mixed_1/tower/conv/conv2d_params_quint8_const
0.904 0.006 0.006 0.000% 99.999% Const mixed/tower_1/conv_2/conv2d_params_max
0.924 0.006 0.006 0.000% 99.999% Const mixed/tower_1/conv_2/Conv2D_bn_offset_min
0.833 0.006 0.006 0.000% 99.999% Const mixed/tower_1/conv_1/conv2d_params_min
0.843 0.006 0.006 0.000% 99.999% Const mixed/tower_1/conv_1/conv2d_params_max
0.853 0.006 0.006 0.000% 99.999% Const mixed/tower_1/conv_1/Conv2D_bn_offset_quint8_const
0.863 0.006 0.006 0.000% 99.999% Const mixed/tower_1/conv_1/Conv2D_bn_offset_min
0.773 0.006 0.006 0.000% 99.999% Const mixed/tower_1/conv/conv2d_params_min
0.803 0.006 0.006 0.000% 99.999% Const mixed/tower_1/conv/Conv2D_bn_offset_min
0.713 0.006 0.006 0.000% 99.999% Const mixed/tower/conv_1/conv2d_params_min
0.722 0.006 0.006 0.000% 99.999% Const mixed/tower/conv_1/conv2d_params_max
0.752 0.006 0.006 0.000% 99.999% Const mixed/tower/conv_1/Conv2D_bn_offset_max
0.653 0.006 0.006 0.000% 99.999% Const mixed/tower/conv/conv2d_params_min
0.692 0.006 0.006 0.000% 99.999% Const mixed/tower/conv/Conv2D_bn_offset_max
0.593 0.006 0.006 0.000% 99.999% Const mixed/conv/conv2d_params_min
0.632 0.006 0.006 0.000% 99.999% Const mixed/conv/Conv2D_bn_offset_max
0.572 0.006 0.006 0.000% 99.999% Const conv_4/Conv2D_bn_offset_max
0.511 0.006 0.006 0.000% 99.999% Const conv_3/Conv2D_bn_offset_max
0.413 0.006 0.006 0.000% 99.999% Const conv_1/Conv2D_bn_offset_min
0.355 0.006 0.006 0.000% 99.999% Const conv/Conv2D_bn_offset_max
1.069 0.005 0.005 0.000% 99.999% Const mixed_1/tower/conv_1/conv2d_params_quint8_const
1.082 0.005 0.005 0.000% 99.999% Const mixed_1/tower/conv_1/conv2d_params_max
1.089 0.005 0.005 0.000% 99.999% Const mixed_1/tower/conv_1/Conv2D_bn_offset_quint8_const
1.062 0.005 0.005 0.000% 99.999% Const mixed_1/tower/conv/Conv2D_bn_offset_max
0.988 0.005 0.005 0.000% 100.000% Const mixed_1/conv/conv2d_params_quint8_const
1.008 0.005 0.005 0.000% 100.000% Const mixed_1/conv/Conv2D_bn_offset_quint8_const
0.961 0.005 0.005 0.000% 100.000% Const mixed/tower_2/conv/conv2d_params_max
0.968 0.005 0.005 0.000% 100.000% Const mixed/tower_2/conv/Conv2D_bn_offset_quint8_const
0.468 0.005 0.005 0.000% 100.000% Const conv_3/conv2d_params_quint8_const
0.481 0.005 0.005 0.000% 100.000% Const conv_3/conv2d_params_max
0.428 0.005 0.005 0.000% 100.000% Const conv_2/conv2d_params_quint8_const
0.441 0.005 0.005 0.000% 100.000% Const conv_2/conv2d_params_max
0.448 0.005 0.005 0.000% 100.000% Const conv_2/Conv2D_bn_offset_quint8_const
0.304 0.005 0.005 0.000% 100.000% Const conv/conv2d_params_max
0.311 0.005 0.005 0.000% 100.000% Const conv/Conv2D_eightbit_reshape_dims
0.318 0.005 0.005 0.000% 100.000% Const conv/Conv2D_eightbit_reduction_dims
0.325 0.005 0.005 0.000% 100.000% Const conv/Conv2D_bn_offset_quint8_const
1.076 0.004 0.004 0.000% 100.000% Const mixed_1/tower/conv_1/conv2d_params_min
1.096 0.004 0.004 0.000% 100.000% Const mixed_1/tower/conv_1/Conv2D_bn_offset_min
1.036 0.004 0.004 0.000% 100.000% Const mixed_1/tower/conv/conv2d_params_min
1.043 0.004 0.004 0.000% 100.000% Const mixed_1/tower/conv/conv2d_params_max
1.049 0.004 0.004 0.000% 100.000% Const mixed_1/tower/conv/Conv2D_bn_offset_quint8_const
1.056 0.004 0.004 0.000% 100.000% Const mixed_1/tower/conv/Conv2D_bn_offset_min
0.996 0.004 0.004 0.000% 100.000% Const mixed_1/conv/conv2d_params_min
1.002 0.004 0.004 0.000% 100.000% Const mixed_1/conv/conv2d_params_max
1.015 0.004 0.004 0.000% 100.000% Const mixed_1/conv/Conv2D_bn_offset_min
1.022 0.004 0.004 0.000% 100.000% Const mixed_1/conv/Conv2D_bn_offset_max
0.955 0.004 0.004 0.000% 100.000% Const mixed/tower_2/conv/conv2d_params_min
0.975 0.004 0.004 0.000% 100.000% Const mixed/tower_2/conv/Conv2D_bn_offset_min
0.981 0.004 0.004 0.000% 100.000% Const mixed/tower_2/conv/Conv2D_bn_offset_max
0.475 0.004 0.004 0.000% 100.000% Const conv_3/conv2d_params_min
0.435 0.004 0.004 0.000% 100.000% Const conv_2/conv2d_params_min
0.455 0.004 0.004 0.000% 100.000% Const conv_2/Conv2D_bn_offset_min
0.462 0.004 0.004 0.000% 100.000% Const conv_2/Conv2D_bn_offset_max
0.382 0.004 0.004 0.000% 100.000% Const conv_1/conv2d_params_min
0.389 0.004 0.004 0.000% 100.000% Const conv_1/conv2d_params_max
0.421 0.004 0.004 0.000% 100.000% Const conv_1/Conv2D_bn_offset_max
0.298 0.004 0.004 0.000% 100.000% Const conv/conv2d_params_min
Total Memory (bytes): curr=104120371 count=11 runs, avg 2.939e+04 ms, 1282 nodes defined 1271 nodes observed
104120.371 avg KB per run.
============ By run order (KB) =================
[start] [first] [avg] [%] [cdf%] [Op] [Name]
0.000 0.000 0.000 0.000% 0.000% _SOURCE
0.000 0.000 0.000 0.000% 0.000% Const mixed_10/join/concat_dim
0.000 0.000 0.000 0.000% 0.000% Const mixed/tower_2/conv/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed/tower_2/conv/conv2d_params_min
0.000 0.000 0.000 0.000% 0.000% Const mixed/tower_1/conv_2/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed/tower_1/conv_2/conv2d_params_min
0.000 0.000 0.000 0.000% 0.000% Const mixed/tower_1/conv_2/conv2d_params_max
0.000 0.000 0.000 0.000% 0.000% Const mixed/tower_1/conv_2/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed/tower_1/conv_2/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 0.000% Const mixed/tower_1/conv_2/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 0.000% Const mixed/tower_1/conv_1/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed/tower_1/conv_1/conv2d_params_min
0.000 0.000 0.000 0.000% 0.000% Const mixed/tower_1/conv_1/conv2d_params_max
0.000 0.000 0.000 0.000% 0.000% Const mixed/tower_1/conv_1/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed/tower_1/conv_1/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 0.000% Const mixed/tower_1/conv_1/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 0.000% Const mixed/tower_1/conv/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed/tower_1/conv/conv2d_params_min
0.000 0.000 0.000 0.000% 0.000% Const mixed/tower_1/conv/conv2d_params_max
0.000 0.000 0.000 0.000% 0.000% Const mixed/tower_1/conv/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed/tower_1/conv/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 0.000% Const mixed/tower_1/conv/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 0.000% Const mixed/tower/conv_1/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed/tower/conv_1/conv2d_params_min
0.000 0.000 0.000 0.000% 0.000% Const mixed/tower/conv_1/conv2d_params_max
0.000 0.000 0.000 0.000% 0.000% Const mixed/tower/conv_1/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed/tower/conv_1/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 0.000% Const mixed/tower/conv_1/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 0.000% Const mixed/tower/conv/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed/tower/conv/conv2d_params_min
0.000 0.000 0.000 0.000% 0.000% Const mixed/tower/conv/conv2d_params_max
0.000 0.000 0.000 0.000% 0.000% Const mixed/tower/conv/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed/tower/conv/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 0.000% Const mixed/tower/conv/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 0.000% Const mixed/conv/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed/conv/conv2d_params_min
0.000 0.000 0.000 0.000% 0.000% Const mixed/conv/conv2d_params_max
0.000 0.000 0.000 0.000% 0.000% Const mixed/conv/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed/conv/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 0.000% Const mixed/conv/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 0.000% Const conv_4/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const conv_4/conv2d_params_min
0.000 0.000 0.000 0.000% 0.000% Const conv_4/conv2d_params_max
0.000 0.000 0.000 0.000% 0.000% Const conv_4/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const conv_4/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 0.000% Const conv_4/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 0.000% Const conv_3/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const conv_3/conv2d_params_min
0.000 0.000 0.000 0.000% 0.000% Const conv_3/conv2d_params_max
0.000 0.000 0.000 0.000% 0.000% Const conv_3/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const conv_3/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 0.000% Const conv_3/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 0.000% Const conv_2/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const conv_2/conv2d_params_min
0.000 0.000 0.000 0.000% 0.000% Const conv_2/conv2d_params_max
0.000 0.000 0.000 0.000% 0.000% Const conv_2/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const conv_2/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 0.000% Const conv_2/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 0.000% Const conv_1/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const conv_1/conv2d_params_min
0.000 0.000 0.000 0.000% 0.000% Const conv_1/conv2d_params_max
0.000 0.000 0.000 0.000% 0.000% Const conv_1/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const conv_1/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 0.000% Const conv_1/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 0.000% Const conv/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const conv/conv2d_params_min
0.000 0.000 0.000 0.000% 0.000% Const conv/conv2d_params_max
0.000 0.000 0.000 0.000% 0.000% Const conv/Conv2D_eightbit_reshape_dims
0.000 0.000 0.000 0.000% 0.000% Reshape conv/Conv2D_eightbit_reshape_Mul
0.000 0.000 0.000 0.000% 0.000% Const conv/Conv2D_eightbit_reduction_dims
0.000 0.008 0.008 0.000% 0.000% Min conv/Conv2D_eightbit_min_Mul
0.000 0.000 0.000 0.000% 0.000% Const conv/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const conv/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 0.000% Const conv/Conv2D_bn_offset_max
0.008 0.000 0.000 0.000% 0.000% Const mixed_1/conv/conv2d_params_quint8_const
0.008 0.000 0.000 0.000% 0.000% Const mixed_1/conv/conv2d_params_min
0.008 0.000 0.000 0.000% 0.000% Const mixed_1/conv/conv2d_params_max
0.008 0.000 0.000 0.000% 0.000% Const mixed_1/conv/Conv2D_bn_offset_quint8_const
0.008 0.000 0.000 0.000% 0.000% Const mixed_1/conv/Conv2D_bn_offset_min
0.008 0.000 0.000 0.000% 0.000% Const mixed_1/conv/Conv2D_bn_offset_max
0.008 0.000 0.000 0.000% 0.000% Const mixed/tower_2/conv/conv2d_params_max
0.008 0.000 0.000 0.000% 0.000% Const mixed/tower_2/conv/Conv2D_bn_offset_quint8_const
0.008 0.000 0.000 0.000% 0.000% Const mixed/tower_2/conv/Conv2D_bn_offset_min
0.008 0.000 0.000 0.000% 0.000% Const mixed/tower_2/conv/Conv2D_bn_offset_max
0.008 0.008 0.008 0.000% 0.000% Max conv/Conv2D_eightbit_max_Mul
0.016 0.000 0.000 0.000% 0.000% Const softmax/weights_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const softmax/weights_min
0.016 0.000 0.000 0.000% 0.000% Const softmax/weights_max
0.016 0.000 0.000 0.000% 0.000% Const softmax/biases_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const softmax/biases_min
0.016 0.000 0.000 0.000% 0.000% Const softmax/biases_max
0.016 0.000 0.000 0.000% 0.000% Const pool_3/_reshape/shape
0.016 0.000 0.000 0.000% 0.000% Const mixed_9/tower_2/conv/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_9/tower_2/conv/conv2d_params_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_9/tower_2/conv/conv2d_params_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_9/tower_2/conv/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_9/tower_2/conv/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_9/tower_2/conv/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_9/tower_1/mixed/conv_1/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_9/tower_1/mixed/conv_1/conv2d_params_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_9/tower_1/mixed/conv_1/conv2d_params_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_9/tower_1/mixed/conv_1/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_9/tower_1/mixed/conv_1/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_9/tower_1/mixed/conv_1/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_9/tower_1/mixed/conv/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_9/tower_1/mixed/conv/conv2d_params_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_9/tower_1/mixed/conv/conv2d_params_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_9/tower_1/mixed/conv/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_9/tower_1/mixed/conv/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_9/tower_1/mixed/conv/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_9/tower_1/conv_1/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_9/tower_1/conv_1/conv2d_params_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_9/tower_1/conv_1/conv2d_params_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_9/tower_1/conv_1/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_9/tower_1/conv_1/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_9/tower_1/conv_1/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_9/tower_1/conv/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_9/tower_1/conv/conv2d_params_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_9/tower_1/conv/conv2d_params_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_9/tower_1/conv/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_9/tower_1/conv/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_9/tower_1/conv/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_9/tower/mixed/conv_1/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_9/tower/mixed/conv_1/conv2d_params_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_9/tower/mixed/conv_1/conv2d_params_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_9/tower/mixed/conv_1/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_9/tower/mixed/conv_1/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_9/tower/mixed/conv_1/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_9/tower/mixed/conv/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_9/tower/mixed/conv/conv2d_params_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_9/tower/mixed/conv/conv2d_params_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_9/tower/mixed/conv/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_9/tower/mixed/conv/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_9/tower/mixed/conv/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_9/tower/conv/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_9/tower/conv/conv2d_params_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_9/tower/conv/conv2d_params_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_9/tower/conv/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_9/tower/conv/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_9/tower/conv/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_9/conv/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_9/conv/conv2d_params_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_9/conv/conv2d_params_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_9/conv/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_9/conv/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_9/conv/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_8/tower_1/conv_3/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_8/tower_1/conv_3/conv2d_params_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_8/tower_1/conv_3/conv2d_params_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_8/tower_1/conv_3/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_8/tower_1/conv_3/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_8/tower_1/conv_3/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_8/tower_1/conv_2/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_8/tower_1/conv_2/conv2d_params_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_8/tower_1/conv_2/conv2d_params_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_8/tower_1/conv_2/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_8/tower_1/conv_2/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_8/tower_1/conv_2/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_8/tower_1/conv_1/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_8/tower_1/conv_1/conv2d_params_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_8/tower_1/conv_1/conv2d_params_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_8/tower_1/conv_1/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_8/tower_1/conv_1/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_8/tower_1/conv_1/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_8/tower_1/conv/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_8/tower_1/conv/conv2d_params_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_8/tower_1/conv/conv2d_params_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_8/tower_1/conv/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_8/tower_1/conv/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_8/tower_1/conv/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_8/tower/conv_1/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_8/tower/conv_1/conv2d_params_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_8/tower/conv_1/conv2d_params_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_8/tower/conv_1/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_8/tower/conv_1/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_8/tower/conv_1/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_8/tower/conv/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_8/tower/conv/conv2d_params_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_8/tower/conv/conv2d_params_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_8/tower/conv/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_8/tower/conv/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_8/tower/conv/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_7/tower_2/conv/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_7/tower_2/conv/conv2d_params_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_7/tower_2/conv/conv2d_params_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_7/tower_2/conv/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_7/tower_2/conv/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_7/tower_2/conv/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_7/tower_1/conv_4/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_7/tower_1/conv_4/conv2d_params_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_7/tower_1/conv_4/conv2d_params_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_7/tower_1/conv_4/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_7/tower_1/conv_4/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_7/tower_1/conv_4/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_7/tower_1/conv_3/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_7/tower_1/conv_3/conv2d_params_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_7/tower_1/conv_3/conv2d_params_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_7/tower_1/conv_3/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_7/tower_1/conv_3/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_7/tower_1/conv_3/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_7/tower_1/conv_2/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_7/tower_1/conv_2/conv2d_params_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_7/tower_1/conv_2/conv2d_params_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_7/tower_1/conv_2/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_7/tower_1/conv_2/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_7/tower_1/conv_2/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_7/tower_1/conv_1/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_7/tower_1/conv_1/conv2d_params_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_7/tower_1/conv_1/conv2d_params_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_7/tower_1/conv_1/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_7/tower_1/conv_1/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_7/tower_1/conv_1/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_7/tower_1/conv/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_7/tower_1/conv/conv2d_params_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_7/tower_1/conv/conv2d_params_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_7/tower_1/conv/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_7/tower_1/conv/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_7/tower_1/conv/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_7/tower/conv_2/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_7/tower/conv_2/conv2d_params_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_7/tower/conv_2/conv2d_params_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_7/tower/conv_2/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_7/tower/conv_2/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_7/tower/conv_2/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_7/tower/conv_1/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_7/tower/conv_1/conv2d_params_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_7/tower/conv_1/conv2d_params_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_7/tower/conv_1/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_7/tower/conv_1/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_7/tower/conv_1/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_7/tower/conv/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_7/tower/conv/conv2d_params_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_7/tower/conv/conv2d_params_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_7/tower/conv/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_7/tower/conv/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_7/tower/conv/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_7/conv/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_7/conv/conv2d_params_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_7/conv/conv2d_params_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_7/conv/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_7/conv/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_7/conv/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_6/tower_2/conv/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_6/tower_2/conv/conv2d_params_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_6/tower_2/conv/conv2d_params_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_6/tower_2/conv/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_6/tower_2/conv/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_6/tower_2/conv/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_6/tower_1/conv_4/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_6/tower_1/conv_4/conv2d_params_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_6/tower_1/conv_4/conv2d_params_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_6/tower_1/conv_4/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_6/tower_1/conv_4/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_6/tower_1/conv_4/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_6/tower_1/conv_3/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_6/tower_1/conv_3/conv2d_params_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_6/tower_1/conv_3/conv2d_params_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_6/tower_1/conv_3/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_6/tower_1/conv_3/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_6/tower_1/conv_3/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_6/tower_1/conv_2/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_6/tower_1/conv_2/conv2d_params_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_6/tower_1/conv_2/conv2d_params_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_6/tower_1/conv_2/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_6/tower_1/conv_2/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_6/tower_1/conv_2/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_6/tower_1/conv_1/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_6/tower_1/conv_1/conv2d_params_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_6/tower_1/conv_1/conv2d_params_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_6/tower_1/conv_1/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_6/tower_1/conv_1/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_6/tower_1/conv_1/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_6/tower_1/conv/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_6/tower_1/conv/conv2d_params_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_6/tower_1/conv/conv2d_params_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_6/tower_1/conv/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_6/tower_1/conv/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_6/tower_1/conv/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_6/tower/conv_2/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_6/tower/conv_2/conv2d_params_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_6/tower/conv_2/conv2d_params_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_6/tower/conv_2/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_6/tower/conv_2/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_6/tower/conv_2/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_6/tower/conv_1/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_6/tower/conv_1/conv2d_params_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_6/tower/conv_1/conv2d_params_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_6/tower/conv_1/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_6/tower/conv_1/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_6/tower/conv_1/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_6/tower/conv/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_6/tower/conv/conv2d_params_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_6/tower/conv/conv2d_params_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_6/tower/conv/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_6/tower/conv/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_6/tower/conv/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_6/conv/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_6/conv/conv2d_params_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_6/conv/conv2d_params_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_6/conv/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_6/conv/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_6/conv/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_5/tower_2/conv/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_5/tower_2/conv/conv2d_params_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_5/tower_2/conv/conv2d_params_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_5/tower_2/conv/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_5/tower_2/conv/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_5/tower_2/conv/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_5/tower_1/conv_4/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_5/tower_1/conv_4/conv2d_params_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_5/tower_1/conv_4/conv2d_params_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_5/tower_1/conv_4/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_5/tower_1/conv_4/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_5/tower_1/conv_4/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_5/tower_1/conv_3/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_5/tower_1/conv_3/conv2d_params_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_5/tower_1/conv_3/conv2d_params_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_5/tower_1/conv_3/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_5/tower_1/conv_3/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_5/tower_1/conv_3/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_5/tower_1/conv_2/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_5/tower_1/conv_2/conv2d_params_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_5/tower_1/conv_2/conv2d_params_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_5/tower_1/conv_2/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_5/tower_1/conv_2/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_5/tower_1/conv_2/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_5/tower_1/conv_1/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_5/tower_1/conv_1/conv2d_params_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_5/tower_1/conv_1/conv2d_params_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_5/tower_1/conv_1/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_5/tower_1/conv_1/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_5/tower_1/conv_1/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_5/tower_1/conv/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_5/tower_1/conv/conv2d_params_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_5/tower_1/conv/conv2d_params_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_5/tower_1/conv/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_5/tower_1/conv/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_5/tower_1/conv/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_5/tower/conv_2/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_5/tower/conv_2/conv2d_params_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_5/tower/conv_2/conv2d_params_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_5/tower/conv_2/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_5/tower/conv_2/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_5/tower/conv_2/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_5/tower/conv_1/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_5/tower/conv_1/conv2d_params_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_5/tower/conv_1/conv2d_params_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_5/tower/conv_1/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_5/tower/conv_1/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_5/tower/conv_1/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_5/tower/conv/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_5/tower/conv/conv2d_params_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_5/tower/conv/conv2d_params_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_5/tower/conv/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_5/tower/conv/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_5/tower/conv/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_5/conv/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_5/conv/conv2d_params_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_5/conv/conv2d_params_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_5/conv/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_5/conv/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_5/conv/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_4/tower_2/conv/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_4/tower_2/conv/conv2d_params_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_4/tower_2/conv/conv2d_params_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_4/tower_2/conv/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_4/tower_2/conv/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_4/tower_2/conv/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_4/tower_1/conv_4/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_4/tower_1/conv_4/conv2d_params_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_4/tower_1/conv_4/conv2d_params_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_4/tower_1/conv_4/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_4/tower_1/conv_4/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_4/tower_1/conv_4/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_4/tower_1/conv_3/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_4/tower_1/conv_3/conv2d_params_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_4/tower_1/conv_3/conv2d_params_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_4/tower_1/conv_3/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_4/tower_1/conv_3/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_4/tower_1/conv_3/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_4/tower_1/conv_2/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_4/tower_1/conv_2/conv2d_params_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_4/tower_1/conv_2/conv2d_params_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_4/tower_1/conv_2/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_4/tower_1/conv_2/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_4/tower_1/conv_2/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_4/tower_1/conv_1/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_4/tower_1/conv_1/conv2d_params_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_4/tower_1/conv_1/conv2d_params_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_4/tower_1/conv_1/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_4/tower_1/conv_1/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_4/tower_1/conv_1/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_4/tower_1/conv/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_4/tower_1/conv/conv2d_params_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_4/tower_1/conv/conv2d_params_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_4/tower_1/conv/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_4/tower_1/conv/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_4/tower_1/conv/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_4/tower/conv_2/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_4/tower/conv_2/conv2d_params_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_4/tower/conv_2/conv2d_params_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_4/tower/conv_2/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_4/tower/conv_2/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_4/tower/conv_2/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_4/tower/conv_1/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_4/tower/conv_1/conv2d_params_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_4/tower/conv_1/conv2d_params_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_4/tower/conv_1/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_4/tower/conv_1/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_4/tower/conv_1/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_4/tower/conv/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_4/tower/conv/conv2d_params_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_4/tower/conv/conv2d_params_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_4/tower/conv/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_4/tower/conv/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_4/tower/conv/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_4/conv/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_4/conv/conv2d_params_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_4/conv/conv2d_params_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_4/conv/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_4/conv/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_4/conv/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_3/tower/conv_2/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_3/tower/conv_2/conv2d_params_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_3/tower/conv_2/conv2d_params_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_3/tower/conv_2/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_3/tower/conv_2/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_3/tower/conv_2/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_3/tower/conv_1/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_3/tower/conv_1/conv2d_params_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_3/tower/conv_1/conv2d_params_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_3/tower/conv_1/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_3/tower/conv_1/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_3/tower/conv_1/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_3/tower/conv/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_3/tower/conv/conv2d_params_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_3/tower/conv/conv2d_params_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_3/tower/conv/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_3/tower/conv/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_3/tower/conv/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_3/conv/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_3/conv/conv2d_params_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_3/conv/conv2d_params_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_3/conv/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_3/conv/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_3/conv/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_2/tower_2/conv/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_2/tower_2/conv/conv2d_params_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_2/tower_2/conv/conv2d_params_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_2/tower_2/conv/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_2/tower_2/conv/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_2/tower_2/conv/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_2/tower_1/conv_2/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_2/tower_1/conv_2/conv2d_params_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_2/tower_1/conv_2/conv2d_params_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_2/tower_1/conv_2/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_2/tower_1/conv_2/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_2/tower_1/conv_2/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_2/tower_1/conv_1/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_2/tower_1/conv_1/conv2d_params_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_2/tower_1/conv_1/conv2d_params_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_2/tower_1/conv_1/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_2/tower_1/conv_1/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_2/tower_1/conv_1/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_2/tower_1/conv/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_2/tower_1/conv/conv2d_params_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_2/tower_1/conv/conv2d_params_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_2/tower_1/conv/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_2/tower_1/conv/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_2/tower_1/conv/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_2/tower/conv_1/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_2/tower/conv_1/conv2d_params_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_2/tower/conv_1/conv2d_params_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_2/tower/conv_1/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_2/tower/conv_1/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_2/tower/conv_1/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_2/tower/conv/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_2/tower/conv/conv2d_params_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_2/tower/conv/conv2d_params_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_2/tower/conv/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_2/tower/conv/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_2/tower/conv/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_2/conv/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_2/conv/conv2d_params_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_2/conv/conv2d_params_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_2/conv/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_2/conv/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_2/conv/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_10/tower_2/conv/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_10/tower_2/conv/conv2d_params_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_10/tower_2/conv/conv2d_params_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_10/tower_2/conv/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_10/tower_2/conv/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_10/tower_2/conv/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_10/tower_1/mixed/conv_1/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_10/tower_1/mixed/conv_1/conv2d_params_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_10/tower_1/mixed/conv_1/conv2d_params_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_10/tower_1/mixed/conv_1/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_10/tower_1/mixed/conv_1/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_10/tower_1/mixed/conv_1/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_10/tower_1/mixed/conv/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_10/tower_1/mixed/conv/conv2d_params_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_10/tower_1/mixed/conv/conv2d_params_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_10/tower_1/mixed/conv/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_10/tower_1/mixed/conv/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_10/tower_1/mixed/conv/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_10/tower_1/conv_1/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_10/tower_1/conv_1/conv2d_params_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_10/tower_1/conv_1/conv2d_params_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_10/tower_1/conv_1/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_10/tower_1/conv_1/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_10/tower_1/conv_1/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_10/tower_1/conv/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_10/tower_1/conv/conv2d_params_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_10/tower_1/conv/conv2d_params_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_10/tower_1/conv/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_10/tower_1/conv/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_10/tower_1/conv/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_10/tower/mixed/conv_1/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_10/tower/mixed/conv_1/conv2d_params_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_10/tower/mixed/conv_1/conv2d_params_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_10/tower/mixed/conv_1/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_10/tower/mixed/conv_1/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_10/tower/mixed/conv_1/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_10/tower/mixed/conv/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_10/tower/mixed/conv/conv2d_params_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_10/tower/mixed/conv/conv2d_params_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_10/tower/mixed/conv/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_10/tower/mixed/conv/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_10/tower/mixed/conv/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_10/tower/conv/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_10/tower/conv/conv2d_params_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_10/tower/conv/conv2d_params_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_10/tower/conv/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_10/tower/conv/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_10/tower/conv/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_10/conv/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_10/conv/conv2d_params_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_10/conv/conv2d_params_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_10/conv/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_10/conv/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_10/conv/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_1/tower_2/conv/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_1/tower_2/conv/conv2d_params_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_1/tower_2/conv/conv2d_params_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_1/tower_2/conv/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_1/tower_2/conv/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_1/tower_2/conv/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_1/tower_1/conv_2/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_1/tower_1/conv_2/conv2d_params_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_1/tower_1/conv_2/conv2d_params_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_1/tower_1/conv_2/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_1/tower_1/conv_2/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_1/tower_1/conv_2/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_1/tower_1/conv_1/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_1/tower_1/conv_1/conv2d_params_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_1/tower_1/conv_1/conv2d_params_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_1/tower_1/conv_1/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_1/tower_1/conv_1/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_1/tower_1/conv_1/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_1/tower_1/conv/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_1/tower_1/conv/conv2d_params_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_1/tower_1/conv/conv2d_params_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_1/tower_1/conv/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_1/tower_1/conv/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_1/tower_1/conv/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_1/tower/conv_1/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_1/tower/conv_1/conv2d_params_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_1/tower/conv_1/conv2d_params_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_1/tower/conv_1/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_1/tower/conv_1/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_1/tower/conv_1/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_1/tower/conv/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_1/tower/conv/conv2d_params_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_1/tower/conv/conv2d_params_max
0.016 0.000 0.000 0.000% 0.000% Const mixed_1/tower/conv/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 0.000% Const mixed_1/tower/conv/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 0.000% Const mixed_1/tower/conv/Conv2D_bn_offset_max
0.016 268.211 268.211 0.258% 0.258% QuantizeV2 conv/Conv2D_eightbit_quantize_Mul
268.227 2841.736 2841.736 2.729% 2.987% QuantizedConv2D conv/Conv2D_eightbit_quantized_conv
3109.963 0.008 0.008 0.000% 2.987% RequantizationRange conv/Conv2D_eightbit_requant_range
3109.971 710.440 710.440 0.682% 3.669% Requantize conv/Conv2D_eightbit_requantize
3820.411 2841.736 2841.736 2.729% 6.399% QuantizedBiasAdd conv/batchnorm_eightbit_quantized_bias_add
6662.147 0.008 0.008 0.000% 6.399% RequantizationRange conv/batchnorm_eightbit_requant_range
6662.155 710.440 710.440 0.682% 7.081% Requantize conv/batchnorm_eightbit_requantize
7372.595 710.440 710.440 0.682% 7.763% QuantizedRelu conv_eightbit_quantized
8083.035 2765.960 2765.960 2.657% 10.420% QuantizedConv2D conv_1/Conv2D_eightbit_quantized_conv
10848.995 0.008 0.008 0.000% 10.420% RequantizationRange conv_1/Conv2D_eightbit_requant_range
10849.003 691.496 691.496 0.664% 11.084% Requantize conv_1/Conv2D_eightbit_requantize
11540.499 2765.960 2765.960 2.657% 13.740% QuantizedBiasAdd conv_1/batchnorm_eightbit_quantized_bias_add
14306.459 0.008 0.008 0.000% 13.740% RequantizationRange conv_1/batchnorm_eightbit_requant_range
14306.467 691.496 691.496 0.664% 14.404% Requantize conv_1/batchnorm_eightbit_requantize
14997.963 691.496 691.496 0.664% 15.069% QuantizedRelu conv_1_eightbit_quantized
15689.459 5531.912 5531.912 5.313% 20.382% QuantizedConv2D conv_2/Conv2D_eightbit_quantized_conv
21221.371 0.008 0.008 0.000% 20.382% RequantizationRange conv_2/Conv2D_eightbit_requant_range
21221.379 1382.984 1382.984 1.328% 21.710% Requantize conv_2/Conv2D_eightbit_requantize
22604.363 5531.912 5531.912 5.313% 27.023% QuantizedBiasAdd conv_2/batchnorm_eightbit_quantized_bias_add
28136.275 0.008 0.008 0.000% 27.023% RequantizationRange conv_2/batchnorm_eightbit_requant_range
28136.283 1382.984 1382.984 1.328% 28.351% Requantize conv_2/batchnorm_eightbit_requantize
29519.267 1382.984 1382.984 1.328% 29.679% QuantizedRelu conv_2_eightbit_quantized
30902.251 341.064 341.064 0.328% 30.007% QuantizedMaxPool pool_eightbit_quantized
31243.315 1705.288 1705.288 1.638% 31.645% QuantizedConv2D conv_3/Conv2D_eightbit_quantized_conv
32948.603 0.008 0.008 0.000% 31.645% RequantizationRange conv_3/Conv2D_eightbit_requant_range
32948.611 426.328 426.328 0.409% 32.054% Requantize conv_3/Conv2D_eightbit_requantize
33374.939 1705.288 1705.288 1.638% 33.692% QuantizedBiasAdd conv_3/batchnorm_eightbit_quantized_bias_add
35080.227 0.008 0.008 0.000% 33.692% RequantizationRange conv_3/batchnorm_eightbit_requant_range
35080.235 426.328 426.328 0.409% 34.101% Requantize conv_3/batchnorm_eightbit_requantize
35506.563 426.328 426.328 0.409% 34.511% QuantizedRelu conv_3_eightbit_quantized
35932.891 3871.496 3871.496 3.718% 38.229% QuantizedConv2D conv_4/Conv2D_eightbit_quantized_conv
39804.387 0.008 0.008 0.000% 38.229% RequantizationRange conv_4/Conv2D_eightbit_requant_range
39804.395 967.880 967.880 0.930% 39.159% Requantize conv_4/Conv2D_eightbit_requantize
40772.275 3871.496 3871.496 3.718% 42.877% QuantizedBiasAdd conv_4/batchnorm_eightbit_quantized_bias_add
44643.771 0.008 0.008 0.000% 42.877% RequantizationRange conv_4/batchnorm_eightbit_requant_range
44643.779 967.880 967.880 0.930% 43.807% Requantize conv_4/batchnorm_eightbit_requantize
45611.659 967.880 967.880 0.930% 44.736% QuantizedRelu conv_4_eightbit_quantized
46579.539 235.208 235.208 0.226% 44.962% QuantizedMaxPool pool_1_eightbit_quantized
46814.747 235.208 235.208 0.226% 45.188% QuantizedAvgPool mixed/tower_2/pool_eightbit_quantized
47049.955 313.608 313.608 0.301% 45.489% QuantizedConv2D mixed/tower_1/conv/Conv2D_eightbit_quantized_conv
47363.563 0.008 0.008 0.000% 45.489% RequantizationRange mixed/tower_1/conv/Conv2D_eightbit_requant_range
47363.571 235.208 235.208 0.226% 45.715% QuantizedConv2D mixed/tower/conv/Conv2D_eightbit_quantized_conv
47598.779 0.008 0.008 0.000% 45.715% RequantizationRange mixed/tower/conv/Conv2D_eightbit_requant_range
47598.787 58.808 58.808 0.056% 45.772% Requantize mixed/tower/conv/Conv2D_eightbit_requantize
47657.595 313.608 313.608 0.301% 46.073% QuantizedConv2D mixed/conv/Conv2D_eightbit_quantized_conv
47971.203 78.408 78.408 0.075% 46.148% Requantize mixed/tower_1/conv/Conv2D_eightbit_requantize
48049.611 0.008 0.008 0.000% 46.148% RequantizationRange mixed/conv/Conv2D_eightbit_requant_range
48049.619 156.808 156.808 0.151% 46.299% QuantizedConv2D mixed/tower_2/conv/Conv2D_eightbit_quantized_conv
48206.427 0.008 0.008 0.000% 46.299% RequantizationRange mixed/tower_2/conv/Conv2D_eightbit_requant_range
48206.435 235.208 235.208 0.226% 46.525% QuantizedBiasAdd mixed/tower/conv/batchnorm_eightbit_quantized_bias_add
48441.643 78.408 78.408 0.075% 46.600% Requantize mixed/conv/Conv2D_eightbit_requantize
48520.051 0.008 0.008 0.000% 46.600% RequantizationRange mixed/tower/conv/batchnorm_eightbit_requant_range
48520.059 39.208 39.208 0.038% 46.638% Requantize mixed/tower_2/conv/Conv2D_eightbit_requantize
48559.267 156.808 156.808 0.151% 46.788% QuantizedBiasAdd mixed/tower_2/conv/batchnorm_eightbit_quantized_bias_add
48716.075 313.608 313.608 0.301% 47.089% QuantizedBiasAdd mixed/tower_1/conv/batchnorm_eightbit_quantized_bias_add
49029.683 0.008 0.008 0.000% 47.089% RequantizationRange mixed/tower_2/conv/batchnorm_eightbit_requant_range
49029.691 58.808 58.808 0.056% 47.146% Requantize mixed/tower/conv/batchnorm_eightbit_requantize
49088.499 0.008 0.008 0.000% 47.146% RequantizationRange mixed/tower_1/conv/batchnorm_eightbit_requant_range
49088.507 39.208 39.208 0.038% 47.184% Requantize mixed/tower_2/conv/batchnorm_eightbit_requantize
49127.715 58.808 58.808 0.056% 47.240% QuantizedRelu mixed/tower/conv_eightbit_quantized
49186.523 313.608 313.608 0.301% 47.541% QuantizedBiasAdd mixed/conv/batchnorm_eightbit_quantized_bias_add
49500.131 39.208 39.208 0.038% 47.579% QuantizedRelu mixed/tower_2/conv_eightbit_quantized
49539.339 78.408 78.408 0.075% 47.654% Requantize mixed/tower_1/conv/batchnorm_eightbit_requantize
49617.747 0.008 0.008 0.000% 47.654% RequantizationRange mixed/conv/batchnorm_eightbit_requant_range
49617.755 78.408 78.408 0.075% 47.730% Requantize mixed/conv/batchnorm_eightbit_requantize
49696.163 78.408 78.408 0.075% 47.805% QuantizedRelu mixed/tower_1/conv_eightbit_quantized
49774.571 78.408 78.408 0.075% 47.880% QuantizedRelu mixed/conv_eightbit_quantized
49852.979 313.608 313.608 0.301% 48.181% QuantizedConv2D mixed/tower/conv_1/Conv2D_eightbit_quantized_conv
50166.587 0.008 0.008 0.000% 48.181% RequantizationRange mixed/tower/conv_1/Conv2D_eightbit_requant_range
50166.595 78.408 78.408 0.075% 48.257% Requantize mixed/tower/conv_1/Conv2D_eightbit_requantize
50245.003 313.608 313.608 0.301% 48.558% QuantizedBiasAdd mixed/tower/conv_1/batchnorm_eightbit_quantized_bias_add
50558.611 0.008 0.008 0.000% 48.558% RequantizationRange mixed/tower/conv_1/batchnorm_eightbit_requant_range
50558.619 78.408 78.408 0.075% 48.633% Requantize mixed/tower/conv_1/batchnorm_eightbit_requantize
50637.027 78.408 78.408 0.075% 48.708% QuantizedRelu mixed/tower/conv_1_eightbit_quantized
50715.435 470.408 470.408 0.452% 49.160% QuantizedConv2D mixed/tower_1/conv_1/Conv2D_eightbit_quantized_conv
51185.843 0.008 0.008 0.000% 49.160% RequantizationRange mixed/tower_1/conv_1/Conv2D_eightbit_requant_range
51185.851 117.608 117.608 0.113% 49.273% Requantize mixed/tower_1/conv_1/Conv2D_eightbit_requantize
51303.459 470.408 470.408 0.452% 49.725% QuantizedBiasAdd mixed/tower_1/conv_1/batchnorm_eightbit_quantized_bias_add
51773.867 0.008 0.008 0.000% 49.725% RequantizationRange mixed/tower_1/conv_1/batchnorm_eightbit_requant_range
51773.875 117.608 117.608 0.113% 49.838% Requantize mixed/tower_1/conv_1/batchnorm_eightbit_requantize
51891.483 117.608 117.608 0.113% 49.951% QuantizedRelu mixed/tower_1/conv_1_eightbit_quantized
52009.091 470.408 470.408 0.452% 50.403% QuantizedConv2D mixed/tower_1/conv_2/Conv2D_eightbit_quantized_conv
52479.499 0.008 0.008 0.000% 50.403% RequantizationRange mixed/tower_1/conv_2/Conv2D_eightbit_requant_range
52479.507 117.608 117.608 0.113% 50.516% Requantize mixed/tower_1/conv_2/Conv2D_eightbit_requantize
52597.115 470.408 470.408 0.452% 50.967% QuantizedBiasAdd mixed/tower_1/conv_2/batchnorm_eightbit_quantized_bias_add
53067.523 0.008 0.008 0.000% 50.967% RequantizationRange mixed/tower_1/conv_2/batchnorm_eightbit_requant_range
53067.531 117.608 117.608 0.113% 51.080% Requantize mixed/tower_1/conv_2/batchnorm_eightbit_requantize
53185.139 117.608 117.608 0.113% 51.193% QuantizedRelu mixed/tower_1/conv_2_eightbit_quantized
53302.747 313.608 313.608 0.301% 51.495% QuantizedConcat mixed/join_eightbit_quantized_concat
53616.355 313.608 313.608 0.301% 51.796% QuantizedAvgPool mixed_1/tower_2/pool_eightbit_quantized
53929.963 313.608 313.608 0.301% 52.097% QuantizedConv2D mixed_1/tower_1/conv/Conv2D_eightbit_quantized_conv
54243.571 0.008 0.008 0.000% 52.097% RequantizationRange mixed_1/tower_1/conv/Conv2D_eightbit_requant_range
54243.579 235.208 235.208 0.226% 52.323% QuantizedConv2D mixed_1/tower/conv/Conv2D_eightbit_quantized_conv
54478.787 78.408 78.408 0.075% 52.398% Requantize mixed_1/tower_1/conv/Conv2D_eightbit_requantize
54557.195 0.008 0.008 0.000% 52.398% RequantizationRange mixed_1/tower/conv/Conv2D_eightbit_requant_range
54557.203 58.808 58.808 0.056% 52.455% Requantize mixed_1/tower/conv/Conv2D_eightbit_requantize
54616.011 313.608 313.608 0.301% 52.756% QuantizedBiasAdd mixed_1/tower_1/conv/batchnorm_eightbit_quantized_bias_add
54929.619 0.008 0.008 0.000% 52.756% RequantizationRange mixed_1/tower_1/conv/batchnorm_eightbit_requant_range
54929.627 235.208 235.208 0.226% 52.982% QuantizedBiasAdd mixed_1/tower/conv/batchnorm_eightbit_quantized_bias_add
55164.835 313.608 313.608 0.301% 53.283% QuantizedConv2D mixed_1/conv/Conv2D_eightbit_quantized_conv
55478.443 78.408 78.408 0.075% 53.358% Requantize mixed_1/tower_1/conv/batchnorm_eightbit_requantize
55556.851 0.008 0.008 0.000% 53.358% RequantizationRange mixed_1/tower/conv/batchnorm_eightbit_requant_range
55556.859 0.008 0.008 0.000% 53.358% RequantizationRange mixed_1/conv/Conv2D_eightbit_requant_range
55556.867 58.808 58.808 0.056% 53.415% Requantize mixed_1/tower/conv/batchnorm_eightbit_requantize
55615.675 78.408 78.408 0.075% 53.490% Requantize mixed_1/conv/Conv2D_eightbit_requantize
55694.083 313.608 313.608 0.301% 53.791% QuantizedConv2D mixed_1/tower_2/conv/Conv2D_eightbit_quantized_conv
56007.691 78.408 78.408 0.075% 53.867% QuantizedRelu mixed_1/tower_1/conv_eightbit_quantized
56086.099 0.008 0.008 0.000% 53.867% RequantizationRange mixed_1/tower_2/conv/Conv2D_eightbit_requant_range
56086.107 58.808 58.808 0.056% 53.923% QuantizedRelu mixed_1/tower/conv_eightbit_quantized
56144.915 78.408 78.408 0.075% 53.998% Requantize mixed_1/tower_2/conv/Conv2D_eightbit_requantize
56223.323 313.608 313.608 0.301% 54.300% QuantizedBiasAdd mixed_1/conv/batchnorm_eightbit_quantized_bias_add
56536.931 0.008 0.008 0.000% 54.300% RequantizationRange mixed_1/conv/batchnorm_eightbit_requant_range
56536.939 470.408 470.408 0.452% 54.751% QuantizedConv2D mixed_1/tower_1/conv_1/Conv2D_eightbit_quantized_conv
57007.347 0.008 0.008 0.000% 54.751% RequantizationRange mixed_1/tower_1/conv_1/Conv2D_eightbit_requant_range
57007.355 78.408 78.408 0.075% 54.827% Requantize mixed_1/conv/batchnorm_eightbit_requantize
57085.763 78.408 78.408 0.075% 54.902% QuantizedRelu mixed_1/conv_eightbit_quantized
57164.171 313.608 313.608 0.301% 55.203% QuantizedBiasAdd mixed_1/tower_2/conv/batchnorm_eightbit_quantized_bias_add
57477.779 0.008 0.008 0.000% 55.203% RequantizationRange mixed_1/tower_2/conv/batchnorm_eightbit_requant_range
57477.787 78.408 78.408 0.075% 55.279% Requantize mixed_1/tower_2/conv/batchnorm_eightbit_requantize
57556.195 117.608 117.608 0.113% 55.391% Requantize mixed_1/tower_1/conv_1/Conv2D_eightbit_requantize
57673.803 78.408 78.408 0.075% 55.467% QuantizedRelu mixed_1/tower_2/conv_eightbit_quantized
57752.211 470.408 470.408 0.452% 55.919% QuantizedBiasAdd mixed_1/tower_1/conv_1/batchnorm_eightbit_quantized_bias_add
58222.619 0.008 0.008 0.000% 55.919% RequantizationRange mixed_1/tower_1/conv_1/batchnorm_eightbit_requant_range
58222.627 117.608 117.608 0.113% 56.032% Requantize mixed_1/tower_1/conv_1/batchnorm_eightbit_requantize
58340.235 117.608 117.608 0.113% 56.144% QuantizedRelu mixed_1/tower_1/conv_1_eightbit_quantized
58457.843 313.608 313.608 0.301% 56.446% QuantizedConv2D mixed_1/tower/conv_1/Conv2D_eightbit_quantized_conv
58771.451 0.008 0.008 0.000% 56.446% RequantizationRange mixed_1/tower/conv_1/Conv2D_eightbit_requant_range
58771.459 78.408 78.408 0.075% 56.521% Requantize mixed_1/tower/conv_1/Conv2D_eightbit_requantize
58849.867 313.608 313.608 0.301% 56.822% QuantizedBiasAdd mixed_1/tower/conv_1/batchnorm_eightbit_quantized_bias_add
59163.475 0.008 0.008 0.000% 56.822% RequantizationRange mixed_1/tower/conv_1/batchnorm_eightbit_requant_range
59163.483 78.408 78.408 0.075% 56.898% Requantize mixed_1/tower/conv_1/batchnorm_eightbit_requantize
59241.891 78.408 78.408 0.075% 56.973% QuantizedRelu mixed_1/tower/conv_1_eightbit_quantized
59320.299 470.408 470.408 0.452% 57.425% QuantizedConv2D mixed_1/tower_1/conv_2/Conv2D_eightbit_quantized_conv
59790.707 0.008 0.008 0.000% 57.425% RequantizationRange mixed_1/tower_1/conv_2/Conv2D_eightbit_requant_range
59790.715 117.608 117.608 0.113% 57.538% Requantize mixed_1/tower_1/conv_2/Conv2D_eightbit_requantize
59908.323 470.408 470.408 0.452% 57.989% QuantizedBiasAdd mixed_1/tower_1/conv_2/batchnorm_eightbit_quantized_bias_add
60378.731 0.008 0.008 0.000% 57.989% RequantizationRange mixed_1/tower_1/conv_2/batchnorm_eightbit_requant_range
60378.739 117.608 117.608 0.113% 58.102% Requantize mixed_1/tower_1/conv_2/batchnorm_eightbit_requantize
60496.347 117.608 117.608 0.113% 58.215% QuantizedRelu mixed_1/tower_1/conv_2_eightbit_quantized
60613.955 352.808 352.808 0.339% 58.554% QuantizedConcat mixed_1/join_eightbit_quantized_concat
60966.763 235.208 235.208 0.226% 58.780% QuantizedConv2D mixed_2/tower/conv/Conv2D_eightbit_quantized_conv
61201.971 0.008 0.008 0.000% 58.780% RequantizationRange mixed_2/tower/conv/Conv2D_eightbit_requant_range
61201.979 352.808 352.808 0.339% 59.119% QuantizedAvgPool mixed_2/tower_2/pool_eightbit_quantized
61554.787 58.808 58.808 0.056% 59.175% Requantize mixed_2/tower/conv/Conv2D_eightbit_requantize
61613.595 235.208 235.208 0.226% 59.401% QuantizedBiasAdd mixed_2/tower/conv/batchnorm_eightbit_quantized_bias_add
61848.803 0.008 0.008 0.000% 59.401% RequantizationRange mixed_2/tower/conv/batchnorm_eightbit_requant_range
61848.811 313.608 313.608 0.301% 59.702% QuantizedConv2D mixed_2/conv/Conv2D_eightbit_quantized_conv
62162.419 58.808 58.808 0.056% 59.759% Requantize mixed_2/tower/conv/batchnorm_eightbit_requantize
62221.227 0.008 0.008 0.000% 59.759% RequantizationRange mixed_2/conv/Conv2D_eightbit_requant_range
62221.235 58.808 58.808 0.056% 59.815% QuantizedRelu mixed_2/tower/conv_eightbit_quantized
62280.043 78.408 78.408 0.075% 59.891% Requantize mixed_2/conv/Conv2D_eightbit_requantize
62358.451 313.608 313.608 0.301% 60.192% QuantizedConv2D mixed_2/tower_1/conv/Conv2D_eightbit_quantized_conv
62672.059 0.008 0.008 0.000% 60.192% RequantizationRange mixed_2/tower_1/conv/Conv2D_eightbit_requant_range
62672.067 313.608 313.608 0.301% 60.493% QuantizedConv2D mixed_2/tower_2/conv/Conv2D_eightbit_quantized_conv
62985.675 313.608 313.608 0.301% 60.794% QuantizedBiasAdd mixed_2/conv/batchnorm_eightbit_quantized_bias_add
63299.283 0.008 0.008 0.000% 60.794% RequantizationRange mixed_2/tower_2/conv/Conv2D_eightbit_requant_range
63299.291 0.008 0.008 0.000% 60.794% RequantizationRange mixed_2/conv/batchnorm_eightbit_requant_range
63299.299 78.408 78.408 0.075% 60.870% Requantize mixed_2/tower_2/conv/Conv2D_eightbit_requantize
63377.707 78.408 78.408 0.075% 60.945% Requantize mixed_2/conv/batchnorm_eightbit_requantize
63456.115 78.408 78.408 0.075% 61.020% QuantizedRelu mixed_2/conv_eightbit_quantized
63534.523 78.408 78.408 0.075% 61.096% Requantize mixed_2/tower_1/conv/Conv2D_eightbit_requantize
63612.931 313.608 313.608 0.301% 61.397% QuantizedBiasAdd mixed_2/tower_2/conv/batchnorm_eightbit_quantized_bias_add
63926.539 0.008 0.008 0.000% 61.397% RequantizationRange mixed_2/tower_2/conv/batchnorm_eightbit_requant_range
63926.547 78.408 78.408 0.075% 61.472% Requantize mixed_2/tower_2/conv/batchnorm_eightbit_requantize
64004.955 78.408 78.408 0.075% 61.547% QuantizedRelu mixed_2/tower_2/conv_eightbit_quantized
64083.363 313.608 313.608 0.301% 61.849% QuantizedBiasAdd mixed_2/tower_1/conv/batchnorm_eightbit_quantized_bias_add
64396.971 0.008 0.008 0.000% 61.849% RequantizationRange mixed_2/tower_1/conv/batchnorm_eightbit_requant_range
64396.979 78.408 78.408 0.075% 61.924% Requantize mixed_2/tower_1/conv/batchnorm_eightbit_requantize
64475.387 78.408 78.408 0.075% 61.999% QuantizedRelu mixed_2/tower_1/conv_eightbit_quantized
64553.795 313.608 313.608 0.301% 62.300% QuantizedConv2D mixed_2/tower/conv_1/Conv2D_eightbit_quantized_conv
64867.403 0.008 0.008 0.000% 62.300% RequantizationRange mixed_2/tower/conv_1/Conv2D_eightbit_requant_range
64867.411 78.408 78.408 0.075% 62.376% Requantize mixed_2/tower/conv_1/Conv2D_eightbit_requantize
64945.819 313.608 313.608 0.301% 62.677% QuantizedBiasAdd mixed_2/tower/conv_1/batchnorm_eightbit_quantized_bias_add
65259.427 0.008 0.008 0.000% 62.677% RequantizationRange mixed_2/tower/conv_1/batchnorm_eightbit_requant_range
65259.435 78.408 78.408 0.075% 62.752% Requantize mixed_2/tower/conv_1/batchnorm_eightbit_requantize
65337.843 78.408 78.408 0.075% 62.828% QuantizedRelu mixed_2/tower/conv_1_eightbit_quantized
65416.251 470.408 470.408 0.452% 63.279% QuantizedConv2D mixed_2/tower_1/conv_1/Conv2D_eightbit_quantized_conv
65886.659 0.008 0.008 0.000% 63.279% RequantizationRange mixed_2/tower_1/conv_1/Conv2D_eightbit_requant_range
65886.667 117.608 117.608 0.113% 63.392% Requantize mixed_2/tower_1/conv_1/Conv2D_eightbit_requantize
66004.275 470.408 470.408 0.452% 63.844% QuantizedBiasAdd mixed_2/tower_1/conv_1/batchnorm_eightbit_quantized_bias_add
66474.683 0.008 0.008 0.000% 63.844% RequantizationRange mixed_2/tower_1/conv_1/batchnorm_eightbit_requant_range
66474.691 117.608 117.608 0.113% 63.957% Requantize mixed_2/tower_1/conv_1/batchnorm_eightbit_requantize
66592.299 117.608 117.608 0.113% 64.070% QuantizedRelu mixed_2/tower_1/conv_1_eightbit_quantized
66709.907 470.408 470.408 0.452% 64.522% QuantizedConv2D mixed_2/tower_1/conv_2/Conv2D_eightbit_quantized_conv
67180.315 0.008 0.008 0.000% 64.522% RequantizationRange mixed_2/tower_1/conv_2/Conv2D_eightbit_requant_range
67180.323 117.608 117.608 0.113% 64.635% Requantize mixed_2/tower_1/conv_2/Conv2D_eightbit_requantize
67297.931 470.408 470.408 0.452% 65.087% QuantizedBiasAdd mixed_2/tower_1/conv_2/batchnorm_eightbit_quantized_bias_add
67768.339 0.008 0.008 0.000% 65.087% RequantizationRange mixed_2/tower_1/conv_2/batchnorm_eightbit_requant_range
67768.347 117.608 117.608 0.113% 65.199% Requantize mixed_2/tower_1/conv_2/batchnorm_eightbit_requantize
67885.955 117.608 117.608 0.113% 65.312% QuantizedRelu mixed_2/tower_1/conv_2_eightbit_quantized
68003.563 352.808 352.808 0.339% 65.651% QuantizedConcat mixed_2/join_eightbit_quantized_concat
68356.371 83.240 83.240 0.080% 65.731% QuantizedMaxPool mixed_3/pool_eightbit_quantized
68439.611 313.608 313.608 0.301% 66.032% QuantizedConv2D mixed_3/tower/conv/Conv2D_eightbit_quantized_conv
68753.219 0.008 0.008 0.000% 66.032% RequantizationRange mixed_3/tower/conv/Conv2D_eightbit_requant_range
68753.227 78.408 78.408 0.075% 66.108% Requantize mixed_3/tower/conv/Conv2D_eightbit_requantize
68831.635 313.608 313.608 0.301% 66.409% QuantizedBiasAdd mixed_3/tower/conv/batchnorm_eightbit_quantized_bias_add
69145.243 0.008 0.008 0.000% 66.409% RequantizationRange mixed_3/tower/conv/batchnorm_eightbit_requant_range
69145.251 78.408 78.408 0.075% 66.484% Requantize mixed_3/tower/conv/batchnorm_eightbit_requantize
69223.659 78.408 78.408 0.075% 66.560% QuantizedRelu mixed_3/tower/conv_eightbit_quantized
69302.067 470.408 470.408 0.452% 67.011% QuantizedConv2D mixed_3/tower/conv_1/Conv2D_eightbit_quantized_conv
69772.475 443.912 443.912 0.426% 67.438% QuantizedConv2D mixed_3/conv/Conv2D_eightbit_quantized_conv
70216.387 0.008 0.008 0.000% 67.438% RequantizationRange mixed_3/conv/Conv2D_eightbit_requant_range
70216.395 0.008 0.008 0.000% 67.438% RequantizationRange mixed_3/tower/conv_1/Conv2D_eightbit_requant_range
70216.403 117.608 117.608 0.113% 67.551% Requantize mixed_3/tower/conv_1/Conv2D_eightbit_requantize
70334.011 110.984 110.984 0.107% 67.657% Requantize mixed_3/conv/Conv2D_eightbit_requantize
70444.995 443.912 443.912 0.426% 68.084% QuantizedBiasAdd mixed_3/conv/batchnorm_eightbit_quantized_bias_add
70888.907 470.408 470.408 0.452% 68.535% QuantizedBiasAdd mixed_3/tower/conv_1/batchnorm_eightbit_quantized_bias_add
71359.315 0.008 0.008 0.000% 68.535% RequantizationRange mixed_3/conv/batchnorm_eightbit_requant_range
71359.323 0.008 0.008 0.000% 68.535% RequantizationRange mixed_3/tower/conv_1/batchnorm_eightbit_requant_range
71359.331 117.608 117.608 0.113% 68.648% Requantize mixed_3/tower/conv_1/batchnorm_eightbit_requantize
71476.939 110.984 110.984 0.107% 68.755% Requantize mixed_3/conv/batchnorm_eightbit_requantize
71587.923 110.984 110.984 0.107% 68.862% QuantizedRelu mixed_3/conv_eightbit_quantized
71698.907 117.608 117.608 0.113% 68.975% QuantizedRelu mixed_3/tower/conv_1_eightbit_quantized
71816.515 110.984 110.984 0.107% 69.081% QuantizedConv2D mixed_3/tower/conv_2/Conv2D_eightbit_quantized_conv
71927.499 0.008 0.008 0.000% 69.081% RequantizationRange mixed_3/tower/conv_2/Conv2D_eightbit_requant_range
71927.507 27.752 27.752 0.027% 69.108% Requantize mixed_3/tower/conv_2/Conv2D_eightbit_requantize
71955.259 110.984 110.984 0.107% 69.214% QuantizedBiasAdd mixed_3/tower/conv_2/batchnorm_eightbit_quantized_bias_add
72066.243 0.008 0.008 0.000% 69.214% RequantizationRange mixed_3/tower/conv_2/batchnorm_eightbit_requant_range
72066.251 27.752 27.752 0.027% 69.241% Requantize mixed_3/tower/conv_2/batchnorm_eightbit_requantize
72094.003 27.752 27.752 0.027% 69.268% QuantizedRelu mixed_3/tower/conv_2_eightbit_quantized
72121.755 221.960 221.960 0.213% 69.481% QuantizedConcat mixed_3/join_eightbit_quantized_concat
72343.715 221.960 221.960 0.213% 69.694% QuantizedAvgPool mixed_4/tower_2/pool_eightbit_quantized
72565.675 147.976 147.976 0.142% 69.836% QuantizedConv2D mixed_4/tower_1/conv/Conv2D_eightbit_quantized_conv
72713.651 0.008 0.008 0.000% 69.836% RequantizationRange mixed_4/tower_1/conv/Conv2D_eightbit_requant_range
72713.659 147.976 147.976 0.142% 69.978% QuantizedConv2D mixed_4/tower/conv/Conv2D_eightbit_quantized_conv
72861.635 0.008 0.008 0.000% 69.978% RequantizationRange mixed_4/tower/conv/Conv2D_eightbit_requant_range
72861.643 37.000 37.000 0.036% 70.014% Requantize mixed_4/tower_1/conv/Conv2D_eightbit_requantize
72898.643 37.000 37.000 0.036% 70.049% Requantize mixed_4/tower/conv/Conv2D_eightbit_requantize
72935.643 147.976 147.976 0.142% 70.191% QuantizedBiasAdd mixed_4/tower/conv/batchnorm_eightbit_quantized_bias_add
73083.619 147.976 147.976 0.142% 70.334% QuantizedBiasAdd mixed_4/tower_1/conv/batchnorm_eightbit_quantized_bias_add
73231.595 0.008 0.008 0.000% 70.334% RequantizationRange mixed_4/tower/conv/batchnorm_eightbit_requant_range
73231.603 0.008 0.008 0.000% 70.334% RequantizationRange mixed_4/tower_1/conv/batchnorm_eightbit_requant_range
73231.611 37.000 37.000 0.036% 70.369% Requantize mixed_4/tower/conv/batchnorm_eightbit_requantize
73268.611 37.000 37.000 0.036% 70.405% Requantize mixed_4/tower_1/conv/batchnorm_eightbit_requantize
73305.611 37.000 37.000 0.036% 70.440% QuantizedRelu mixed_4/tower/conv_eightbit_quantized
73342.611 37.000 37.000 0.036% 70.476% QuantizedRelu mixed_4/tower_1/conv_eightbit_quantized
73379.611 221.960 221.960 0.213% 70.689% QuantizedConv2D mixed_4/conv/Conv2D_eightbit_quantized_conv
73601.571 0.008 0.008 0.000% 70.689% RequantizationRange mixed_4/conv/Conv2D_eightbit_requant_range
73601.579 221.960 221.960 0.213% 70.902% QuantizedConv2D mixed_4/tower_2/conv/Conv2D_eightbit_quantized_conv
73823.539 0.008 0.008 0.000% 70.902% RequantizationRange mixed_4/tower_2/conv/Conv2D_eightbit_requant_range
73823.547 55.496 55.496 0.053% 70.955% Requantize mixed_4/tower_2/conv/Conv2D_eightbit_requantize
73879.043 55.496 55.496 0.053% 71.009% Requantize mixed_4/conv/Conv2D_eightbit_requantize
73934.539 221.960 221.960 0.213% 71.222% QuantizedBiasAdd mixed_4/tower_2/conv/batchnorm_eightbit_quantized_bias_add
74156.499 0.008 0.008 0.000% 71.222% RequantizationRange mixed_4/tower_2/conv/batchnorm_eightbit_requant_range
74156.507 221.960 221.960 0.213% 71.435% QuantizedBiasAdd mixed_4/conv/batchnorm_eightbit_quantized_bias_add
74378.467 0.008 0.008 0.000% 71.435% RequantizationRange mixed_4/conv/batchnorm_eightbit_requant_range
74378.475 55.496 55.496 0.053% 71.488% Requantize mixed_4/conv/batchnorm_eightbit_requantize
74433.971 55.496 55.496 0.053% 71.542% Requantize mixed_4/tower_2/conv/batchnorm_eightbit_requantize
74489.467 55.496 55.496 0.053% 71.595% QuantizedRelu mixed_4/tower_2/conv_eightbit_quantized
74544.963 55.496 55.496 0.053% 71.648% QuantizedRelu mixed_4/conv_eightbit_quantized
74600.459 147.976 147.976 0.142% 71.790% QuantizedConv2D mixed_4/tower_1/conv_1/Conv2D_eightbit_quantized_conv
74748.435 0.008 0.008 0.000% 71.790% RequantizationRange mixed_4/tower_1/conv_1/Conv2D_eightbit_requant_range
74748.443 37.000 37.000 0.036% 71.826% Requantize mixed_4/tower_1/conv_1/Conv2D_eightbit_requantize
74785.443 147.976 147.976 0.142% 71.968% QuantizedConv2D mixed_4/tower/conv_1/Conv2D_eightbit_quantized_conv
74933.419 0.008 0.008 0.000% 71.968% RequantizationRange mixed_4/tower/conv_1/Conv2D_eightbit_requant_range
74933.427 37.000 37.000 0.036% 72.004% Requantize mixed_4/tower/conv_1/Conv2D_eightbit_requantize
74970.427 147.976 147.976 0.142% 72.146% QuantizedBiasAdd mixed_4/tower_1/conv_1/batchnorm_eightbit_quantized_bias_add
75118.403 0.008 0.008 0.000% 72.146% RequantizationRange mixed_4/tower_1/conv_1/batchnorm_eightbit_requant_range
75118.411 147.976 147.976 0.142% 72.288% QuantizedBiasAdd mixed_4/tower/conv_1/batchnorm_eightbit_quantized_bias_add
75266.387 37.000 37.000 0.036% 72.323% Requantize mixed_4/tower_1/conv_1/batchnorm_eightbit_requantize
75303.387 0.008 0.008 0.000% 72.323% RequantizationRange mixed_4/tower/conv_1/batchnorm_eightbit_requant_range
75303.395 37.000 37.000 0.036% 72.359% Requantize mixed_4/tower/conv_1/batchnorm_eightbit_requantize
75340.395 37.000 37.000 0.036% 72.394% QuantizedRelu mixed_4/tower_1/conv_1_eightbit_quantized
75377.395 37.000 37.000 0.036% 72.430% QuantizedRelu mixed_4/tower/conv_1_eightbit_quantized
75414.395 147.976 147.976 0.142% 72.572% QuantizedConv2D mixed_4/tower_1/conv_2/Conv2D_eightbit_quantized_conv
75562.371 0.008 0.008 0.000% 72.572% RequantizationRange mixed_4/tower_1/conv_2/Conv2D_eightbit_requant_range
75562.379 37.000 37.000 0.036% 72.608% Requantize mixed_4/tower_1/conv_2/Conv2D_eightbit_requantize
75599.379 147.976 147.976 0.142% 72.750% QuantizedBiasAdd mixed_4/tower_1/conv_2/batchnorm_eightbit_quantized_bias_add
75747.355 0.008 0.008 0.000% 72.750% RequantizationRange mixed_4/tower_1/conv_2/batchnorm_eightbit_requant_range
75747.363 37.000 37.000 0.036% 72.785% Requantize mixed_4/tower_1/conv_2/batchnorm_eightbit_requantize
75784.363 37.000 37.000 0.036% 72.821% QuantizedRelu mixed_4/tower_1/conv_2_eightbit_quantized
75821.363 221.960 221.960 0.213% 73.034% QuantizedConv2D mixed_4/tower/conv_2/Conv2D_eightbit_quantized_conv
76043.323 0.008 0.008 0.000% 73.034% RequantizationRange mixed_4/tower/conv_2/Conv2D_eightbit_requant_range
76043.331 55.496 55.496 0.053% 73.087% Requantize mixed_4/tower/conv_2/Conv2D_eightbit_requantize
76098.827 221.960 221.960 0.213% 73.301% QuantizedBiasAdd mixed_4/tower/conv_2/batchnorm_eightbit_quantized_bias_add
76320.787 0.008 0.008 0.000% 73.301% RequantizationRange mixed_4/tower/conv_2/batchnorm_eightbit_requant_range
76320.795 55.496 55.496 0.053% 73.354% Requantize mixed_4/tower/conv_2/batchnorm_eightbit_requantize
76376.291 55.496 55.496 0.053% 73.407% QuantizedRelu mixed_4/tower/conv_2_eightbit_quantized
76431.787 147.976 147.976 0.142% 73.549% QuantizedConv2D mixed_4/tower_1/conv_3/Conv2D_eightbit_quantized_conv
76579.763 0.008 0.008 0.000% 73.549% RequantizationRange mixed_4/tower_1/conv_3/Conv2D_eightbit_requant_range
76579.771 37.000 37.000 0.036% 73.585% Requantize mixed_4/tower_1/conv_3/Conv2D_eightbit_requantize
76616.771 147.976 147.976 0.142% 73.727% QuantizedBiasAdd mixed_4/tower_1/conv_3/batchnorm_eightbit_quantized_bias_add
76764.747 0.008 0.008 0.000% 73.727% RequantizationRange mixed_4/tower_1/conv_3/batchnorm_eightbit_requant_range
76764.755 37.000 37.000 0.036% 73.762% Requantize mixed_4/tower_1/conv_3/batchnorm_eightbit_requantize
76801.755 37.000 37.000 0.036% 73.798% QuantizedRelu mixed_4/tower_1/conv_3_eightbit_quantized
76838.755 221.960 221.960 0.213% 74.011% QuantizedConv2D mixed_4/tower_1/conv_4/Conv2D_eightbit_quantized_conv
77060.715 0.008 0.008 0.000% 74.011% RequantizationRange mixed_4/tower_1/conv_4/Conv2D_eightbit_requant_range
77060.723 55.496 55.496 0.053% 74.064% Requantize mixed_4/tower_1/conv_4/Conv2D_eightbit_requantize
77116.219 221.960 221.960 0.213% 74.278% QuantizedBiasAdd mixed_4/tower_1/conv_4/batchnorm_eightbit_quantized_bias_add
77338.179 0.008 0.008 0.000% 74.278% RequantizationRange mixed_4/tower_1/conv_4/batchnorm_eightbit_requant_range
77338.187 55.496 55.496 0.053% 74.331% Requantize mixed_4/tower_1/conv_4/batchnorm_eightbit_requantize
77393.683 55.496 55.496 0.053% 74.384% QuantizedRelu mixed_4/tower_1/conv_4_eightbit_quantized
77449.179 221.960 221.960 0.213% 74.597% QuantizedConcat mixed_4/join_eightbit_quantized_concat
77671.139 221.960 221.960 0.213% 74.811% QuantizedAvgPool mixed_5/tower_2/pool_eightbit_quantized
77893.099 184.968 184.968 0.178% 74.988% QuantizedConv2D mixed_5/tower/conv/Conv2D_eightbit_quantized_conv
78078.067 0.008 0.008 0.000% 74.988% RequantizationRange mixed_5/tower/conv/Conv2D_eightbit_requant_range
78078.075 184.968 184.968 0.178% 75.166% QuantizedConv2D mixed_5/tower_1/conv/Conv2D_eightbit_quantized_conv
78263.043 0.008 0.008 0.000% 75.166% RequantizationRange mixed_5/tower_1/conv/Conv2D_eightbit_requant_range
78263.051 46.248 46.248 0.044% 75.210% Requantize mixed_5/tower/conv/Conv2D_eightbit_requantize
78309.299 46.248 46.248 0.044% 75.255% Requantize mixed_5/tower_1/conv/Conv2D_eightbit_requantize
78355.547 184.968 184.968 0.178% 75.432% QuantizedBiasAdd mixed_5/tower_1/conv/batchnorm_eightbit_quantized_bias_add
78540.515 184.968 184.968 0.178% 75.610% QuantizedBiasAdd mixed_5/tower/conv/batchnorm_eightbit_quantized_bias_add
78725.483 0.008 0.008 0.000% 75.610% RequantizationRange mixed_5/tower_1/conv/batchnorm_eightbit_requant_range
78725.491 0.008 0.008 0.000% 75.610% RequantizationRange mixed_5/tower/conv/batchnorm_eightbit_requant_range
78725.499 46.248 46.248 0.044% 75.655% Requantize mixed_5/tower_1/conv/batchnorm_eightbit_requantize
78771.747 46.248 46.248 0.044% 75.699% Requantize mixed_5/tower/conv/batchnorm_eightbit_requantize
78817.995 46.248 46.248 0.044% 75.743% QuantizedRelu mixed_5/tower_1/conv_eightbit_quantized
78864.243 46.248 46.248 0.044% 75.788% QuantizedRelu mixed_5/tower/conv_eightbit_quantized
78910.491 221.960 221.960 0.213% 76.001% QuantizedConv2D mixed_5/tower_2/conv/Conv2D_eightbit_quantized_conv
79132.451 0.008 0.008 0.000% 76.001% RequantizationRange mixed_5/tower_2/conv/Conv2D_eightbit_requant_range
79132.459 221.960 221.960 0.213% 76.214% QuantizedConv2D mixed_5/conv/Conv2D_eightbit_quantized_conv
79354.419 0.008 0.008 0.000% 76.214% RequantizationRange mixed_5/conv/Conv2D_eightbit_requant_range
79354.427 55.496 55.496 0.053% 76.267% Requantize mixed_5/tower_2/conv/Conv2D_eightbit_requantize
79409.923 55.496 55.496 0.053% 76.321% Requantize mixed_5/conv/Conv2D_eightbit_requantize
79465.419 221.960 221.960 0.213% 76.534% QuantizedBiasAdd mixed_5/conv/batchnorm_eightbit_quantized_bias_add
79687.379 221.960 221.960 0.213% 76.747% QuantizedBiasAdd mixed_5/tower_2/conv/batchnorm_eightbit_quantized_bias_add
79909.339 0.008 0.008 0.000% 76.747% RequantizationRange mixed_5/conv/batchnorm_eightbit_requant_range
79909.347 0.008 0.008 0.000% 76.747% RequantizationRange mixed_5/tower_2/conv/batchnorm_eightbit_requant_range
79909.355 55.496 55.496 0.053% 76.800% Requantize mixed_5/conv/batchnorm_eightbit_requantize
79964.851 55.496 55.496 0.053% 76.854% Requantize mixed_5/tower_2/conv/batchnorm_eightbit_requantize
80020.347 55.496 55.496 0.053% 76.907% QuantizedRelu mixed_5/conv_eightbit_quantized
80075.843 55.496 55.496 0.053% 76.960% QuantizedRelu mixed_5/tower_2/conv_eightbit_quantized
80131.339 184.968 184.968 0.178% 77.138% QuantizedConv2D mixed_5/tower_1/conv_1/Conv2D_eightbit_quantized_conv
80316.307 0.008 0.008 0.000% 77.138% RequantizationRange mixed_5/tower_1/conv_1/Conv2D_eightbit_requant_range
80316.315 46.248 46.248 0.044% 77.182% Requantize mixed_5/tower_1/conv_1/Conv2D_eightbit_requantize
80362.563 184.968 184.968 0.178% 77.360% QuantizedConv2D mixed_5/tower/conv_1/Conv2D_eightbit_quantized_conv
80547.531 184.968 184.968 0.178% 77.538% QuantizedBiasAdd mixed_5/tower_1/conv_1/batchnorm_eightbit_quantized_bias_add
80732.499 0.008 0.008 0.000% 77.538% RequantizationRange mixed_5/tower/conv_1/Conv2D_eightbit_requant_range
80732.507 0.008 0.008 0.000% 77.538% RequantizationRange mixed_5/tower_1/conv_1/batchnorm_eightbit_requant_range
80732.515 46.248 46.248 0.044% 77.582% Requantize mixed_5/tower/conv_1/Conv2D_eightbit_requantize
80778.763 46.248 46.248 0.044% 77.627% Requantize mixed_5/tower_1/conv_1/batchnorm_eightbit_requantize
80825.011 184.968 184.968 0.178% 77.804% QuantizedBiasAdd mixed_5/tower/conv_1/batchnorm_eightbit_quantized_bias_add
81009.979 46.248 46.248 0.044% 77.849% QuantizedRelu mixed_5/tower_1/conv_1_eightbit_quantized
81056.227 0.008 0.008 0.000% 77.849% RequantizationRange mixed_5/tower/conv_1/batchnorm_eightbit_requant_range
81056.235 46.248 46.248 0.044% 77.893% Requantize mixed_5/tower/conv_1/batchnorm_eightbit_requantize
81102.483 46.248 46.248 0.044% 77.937% QuantizedRelu mixed_5/tower/conv_1_eightbit_quantized
81148.731 184.968 184.968 0.178% 78.115% QuantizedConv2D mixed_5/tower_1/conv_2/Conv2D_eightbit_quantized_conv
81333.699 0.008 0.008 0.000% 78.115% RequantizationRange mixed_5/tower_1/conv_2/Conv2D_eightbit_requant_range
81333.707 46.248 46.248 0.044% 78.159% Requantize mixed_5/tower_1/conv_2/Conv2D_eightbit_requantize
81379.955 184.968 184.968 0.178% 78.337% QuantizedBiasAdd mixed_5/tower_1/conv_2/batchnorm_eightbit_quantized_bias_add
81564.923 0.008 0.008 0.000% 78.337% RequantizationRange mixed_5/tower_1/conv_2/batchnorm_eightbit_requant_range
81564.931 46.248 46.248 0.044% 78.382% Requantize mixed_5/tower_1/conv_2/batchnorm_eightbit_requantize
81611.179 46.248 46.248 0.044% 78.426% QuantizedRelu mixed_5/tower_1/conv_2_eightbit_quantized
81657.427 221.960 221.960 0.213% 78.639% QuantizedConv2D mixed_5/tower/conv_2/Conv2D_eightbit_quantized_conv
81879.387 0.008 0.008 0.000% 78.639% RequantizationRange mixed_5/tower/conv_2/Conv2D_eightbit_requant_range
81879.395 55.496 55.496 0.053% 78.692% Requantize mixed_5/tower/conv_2/Conv2D_eightbit_requantize
81934.891 221.960 221.960 0.213% 78.906% QuantizedBiasAdd mixed_5/tower/conv_2/batchnorm_eightbit_quantized_bias_add
82156.851 0.008 0.008 0.000% 78.906% RequantizationRange mixed_5/tower/conv_2/batchnorm_eightbit_requant_range
82156.859 55.496 55.496 0.053% 78.959% Requantize mixed_5/tower/conv_2/batchnorm_eightbit_requantize
82212.355 55.496 55.496 0.053% 79.012% QuantizedRelu mixed_5/tower/conv_2_eightbit_quantized
82267.851 184.968 184.968 0.178% 79.190% QuantizedConv2D mixed_5/tower_1/conv_3/Conv2D_eightbit_quantized_conv
82452.819 0.008 0.008 0.000% 79.190% RequantizationRange mixed_5/tower_1/conv_3/Conv2D_eightbit_requant_range
82452.827 46.248 46.248 0.044% 79.234% Requantize mixed_5/tower_1/conv_3/Conv2D_eightbit_requantize
82499.075 184.968 184.968 0.178% 79.412% QuantizedBiasAdd mixed_5/tower_1/conv_3/batchnorm_eightbit_quantized_bias_add
82684.043 0.008 0.008 0.000% 79.412% RequantizationRange mixed_5/tower_1/conv_3/batchnorm_eightbit_requant_range
82684.051 46.248 46.248 0.044% 79.456% Requantize mixed_5/tower_1/conv_3/batchnorm_eightbit_requantize
82730.299 46.248 46.248 0.044% 79.501% QuantizedRelu mixed_5/tower_1/conv_3_eightbit_quantized
82776.547 221.960 221.960 0.213% 79.714% QuantizedConv2D mixed_5/tower_1/conv_4/Conv2D_eightbit_quantized_conv
82998.507 0.008 0.008 0.000% 79.714% RequantizationRange mixed_5/tower_1/conv_4/Conv2D_eightbit_requant_range
82998.515 55.496 55.496 0.053% 79.767% Requantize mixed_5/tower_1/conv_4/Conv2D_eightbit_requantize
83054.011 221.960 221.960 0.213% 79.980% QuantizedBiasAdd mixed_5/tower_1/conv_4/batchnorm_eightbit_quantized_bias_add
83275.971 0.008 0.008 0.000% 79.980% RequantizationRange mixed_5/tower_1/conv_4/batchnorm_eightbit_requant_range
83275.979 55.496 55.496 0.053% 80.034% Requantize mixed_5/tower_1/conv_4/batchnorm_eightbit_requantize
83331.475 55.496 55.496 0.053% 80.087% QuantizedRelu mixed_5/tower_1/conv_4_eightbit_quantized
83386.971 221.960 221.960 0.213% 80.300% QuantizedConcat mixed_5/join_eightbit_quantized_concat
83608.931 221.960 221.960 0.213% 80.513% QuantizedAvgPool mixed_6/tower_2/pool_eightbit_quantized
83830.891 184.968 184.968 0.178% 80.691% QuantizedConv2D mixed_6/tower/conv/Conv2D_eightbit_quantized_conv
84015.859 0.008 0.008 0.000% 80.691% RequantizationRange mixed_6/tower/conv/Conv2D_eightbit_requant_range
84015.867 46.248 46.248 0.044% 80.736% Requantize mixed_6/tower/conv/Conv2D_eightbit_requantize
84062.115 184.968 184.968 0.178% 80.913% QuantizedConv2D mixed_6/tower_1/conv/Conv2D_eightbit_quantized_conv
84247.083 0.008 0.008 0.000% 80.913% RequantizationRange mixed_6/tower_1/conv/Conv2D_eightbit_requant_range
84247.091 184.968 184.968 0.178% 81.091% QuantizedBiasAdd mixed_6/tower/conv/batchnorm_eightbit_quantized_bias_add
84432.059 0.008 0.008 0.000% 81.091% RequantizationRange mixed_6/tower/conv/batchnorm_eightbit_requant_range
84432.067 46.248 46.248 0.044% 81.135% Requantize mixed_6/tower_1/conv/Conv2D_eightbit_requantize
84478.315 46.248 46.248 0.044% 81.180% Requantize mixed_6/tower/conv/batchnorm_eightbit_requantize
84524.563 46.248 46.248 0.044% 81.224% QuantizedRelu mixed_6/tower/conv_eightbit_quantized
84570.811 184.968 184.968 0.178% 81.402% QuantizedBiasAdd mixed_6/tower_1/conv/batchnorm_eightbit_quantized_bias_add
84755.779 0.008 0.008 0.000% 81.402% RequantizationRange mixed_6/tower_1/conv/batchnorm_eightbit_requant_range
84755.787 46.248 46.248 0.044% 81.446% Requantize mixed_6/tower_1/conv/batchnorm_eightbit_requantize
84802.035 46.248 46.248 0.044% 81.491% QuantizedRelu mixed_6/tower_1/conv_eightbit_quantized
84848.283 221.960 221.960 0.213% 81.704% QuantizedConv2D mixed_6/tower_2/conv/Conv2D_eightbit_quantized_conv
85070.243 0.008 0.008 0.000% 81.704% RequantizationRange mixed_6/tower_2/conv/Conv2D_eightbit_requant_range
85070.251 221.960 221.960 0.213% 81.917% QuantizedConv2D mixed_6/conv/Conv2D_eightbit_quantized_conv
85292.211 0.008 0.008 0.000% 81.917% RequantizationRange mixed_6/conv/Conv2D_eightbit_requant_range
85292.219 55.496 55.496 0.053% 81.970% Requantize mixed_6/tower_2/conv/Conv2D_eightbit_requantize
85347.715 55.496 55.496 0.053% 82.024% Requantize mixed_6/conv/Conv2D_eightbit_requantize
85403.211 221.960 221.960 0.213% 82.237% QuantizedBiasAdd mixed_6/tower_2/conv/batchnorm_eightbit_quantized_bias_add
85625.171 221.960 221.960 0.213% 82.450% QuantizedBiasAdd mixed_6/conv/batchnorm_eightbit_quantized_bias_add
85847.131 0.008 0.008 0.000% 82.450% RequantizationRange mixed_6/tower_2/conv/batchnorm_eightbit_requant_range
85847.139 0.008 0.008 0.000% 82.450% RequantizationRange mixed_6/conv/batchnorm_eightbit_requant_range
85847.147 55.496 55.496 0.053% 82.503% Requantize mixed_6/tower_2/conv/batchnorm_eightbit_requantize
85902.643 55.496 55.496 0.053% 82.557% Requantize mixed_6/conv/batchnorm_eightbit_requantize
85958.139 55.496 55.496 0.053% 82.610% QuantizedRelu mixed_6/tower_2/conv_eightbit_quantized
86013.635 55.496 55.496 0.053% 82.663% QuantizedRelu mixed_6/conv_eightbit_quantized
86069.131 184.968 184.968 0.178% 82.841% QuantizedConv2D mixed_6/tower/conv_1/Conv2D_eightbit_quantized_conv
86254.099 0.008 0.008 0.000% 82.841% RequantizationRange mixed_6/tower/conv_1/Conv2D_eightbit_requant_range
86254.107 46.248 46.248 0.044% 82.885% Requantize mixed_6/tower/conv_1/Conv2D_eightbit_requantize
86300.355 184.968 184.968 0.178% 83.063% QuantizedBiasAdd mixed_6/tower/conv_1/batchnorm_eightbit_quantized_bias_add
86485.323 0.008 0.008 0.000% 83.063% RequantizationRange mixed_6/tower/conv_1/batchnorm_eightbit_requant_range
86485.331 46.248 46.248 0.044% 83.107% Requantize mixed_6/tower/conv_1/batchnorm_eightbit_requantize
86531.579 46.248 46.248 0.044% 83.152% QuantizedRelu mixed_6/tower/conv_1_eightbit_quantized
86577.827 184.968 184.968 0.178% 83.329% QuantizedConv2D mixed_6/tower_1/conv_1/Conv2D_eightbit_quantized_conv
86762.795 0.008 0.008 0.000% 83.329% RequantizationRange mixed_6/tower_1/conv_1/Conv2D_eightbit_requant_range
86762.803 46.248 46.248 0.044% 83.374% Requantize mixed_6/tower_1/conv_1/Conv2D_eightbit_requantize
86809.051 184.968 184.968 0.178% 83.551% QuantizedBiasAdd mixed_6/tower_1/conv_1/batchnorm_eightbit_quantized_bias_add
86994.019 0.008 0.008 0.000% 83.551% RequantizationRange mixed_6/tower_1/conv_1/batchnorm_eightbit_requant_range
86994.027 46.248 46.248 0.044% 83.596% Requantize mixed_6/tower_1/conv_1/batchnorm_eightbit_requantize
87040.275 46.248 46.248 0.044% 83.640% QuantizedRelu mixed_6/tower_1/conv_1_eightbit_quantized
87086.523 221.960 221.960 0.213% 83.853% QuantizedConv2D mixed_6/tower/conv_2/Conv2D_eightbit_quantized_conv
87308.483 0.008 0.008 0.000% 83.853% RequantizationRange mixed_6/tower/conv_2/Conv2D_eightbit_requant_range
87308.491 55.496 55.496 0.053% 83.907% Requantize mixed_6/tower/conv_2/Conv2D_eightbit_requantize
87363.987 221.960 221.960 0.213% 84.120% QuantizedBiasAdd mixed_6/tower/conv_2/batchnorm_eightbit_quantized_bias_add
87585.947 0.008 0.008 0.000% 84.120% RequantizationRange mixed_6/tower/conv_2/batchnorm_eightbit_requant_range
87585.955 55.496 55.496 0.053% 84.173% Requantize mixed_6/tower/conv_2/batchnorm_eightbit_requantize
87641.451 55.496 55.496 0.053% 84.227% QuantizedRelu mixed_6/tower/conv_2_eightbit_quantized
87696.947 184.968 184.968 0.178% 84.404% QuantizedConv2D mixed_6/tower_1/conv_2/Conv2D_eightbit_quantized_conv
87881.915 0.008 0.008 0.000% 84.404% RequantizationRange mixed_6/tower_1/conv_2/Conv2D_eightbit_requant_range
87881.923 46.248 46.248 0.044% 84.449% Requantize mixed_6/tower_1/conv_2/Conv2D_eightbit_requantize
87928.171 184.968 184.968 0.178% 84.626% QuantizedBiasAdd mixed_6/tower_1/conv_2/batchnorm_eightbit_quantized_bias_add
88113.139 0.008 0.008 0.000% 84.626% RequantizationRange mixed_6/tower_1/conv_2/batchnorm_eightbit_requant_range
88113.147 46.248 46.248 0.044% 84.671% Requantize mixed_6/tower_1/conv_2/batchnorm_eightbit_requantize
88159.395 46.248 46.248 0.044% 84.715% QuantizedRelu mixed_6/tower_1/conv_2_eightbit_quantized
88205.643 184.968 184.968 0.178% 84.893% QuantizedConv2D mixed_6/tower_1/conv_3/Conv2D_eightbit_quantized_conv
88390.611 0.008 0.008 0.000% 84.893% RequantizationRange mixed_6/tower_1/conv_3/Conv2D_eightbit_requant_range
88390.619 46.248 46.248 0.044% 84.937% Requantize mixed_6/tower_1/conv_3/Conv2D_eightbit_requantize
88436.867 184.968 184.968 0.178% 85.115% QuantizedBiasAdd mixed_6/tower_1/conv_3/batchnorm_eightbit_quantized_bias_add
88621.835 0.008 0.008 0.000% 85.115% RequantizationRange mixed_6/tower_1/conv_3/batchnorm_eightbit_requant_range
88621.843 46.248 46.248 0.044% 85.159% Requantize mixed_6/tower_1/conv_3/batchnorm_eightbit_requantize
88668.091 46.248 46.248 0.044% 85.204% QuantizedRelu mixed_6/tower_1/conv_3_eightbit_quantized
88714.339 221.960 221.960 0.213% 85.417% QuantizedConv2D mixed_6/tower_1/conv_4/Conv2D_eightbit_quantized_conv
88936.299 0.008 0.008 0.000% 85.417% RequantizationRange mixed_6/tower_1/conv_4/Conv2D_eightbit_requant_range
88936.307 55.496 55.496 0.053% 85.470% Requantize mixed_6/tower_1/conv_4/Conv2D_eightbit_requantize
88991.803 221.960 221.960 0.213% 85.683% QuantizedBiasAdd mixed_6/tower_1/conv_4/batchnorm_eightbit_quantized_bias_add
89213.763 0.008 0.008 0.000% 85.683% RequantizationRange mixed_6/tower_1/conv_4/batchnorm_eightbit_requant_range
89213.771 55.496 55.496 0.053% 85.737% Requantize mixed_6/tower_1/conv_4/batchnorm_eightbit_requantize
89269.267 55.496 55.496 0.053% 85.790% QuantizedRelu mixed_6/tower_1/conv_4_eightbit_quantized
89324.763 221.960 221.960 0.213% 86.003% QuantizedConcat mixed_6/join_eightbit_quantized_concat
89546.723 221.960 221.960 0.213% 86.216% QuantizedAvgPool mixed_7/tower_2/pool_eightbit_quantized
89768.683 221.960 221.960 0.213% 86.429% QuantizedConv2D mixed_7/tower_1/conv/Conv2D_eightbit_quantized_conv
89990.643 0.008 0.008 0.000% 86.429% RequantizationRange mixed_7/tower_1/conv/Conv2D_eightbit_requant_range
89990.651 55.496 55.496 0.053% 86.483% Requantize mixed_7/tower_1/conv/Conv2D_eightbit_requantize
90046.147 221.960 221.960 0.213% 86.696% QuantizedConv2D mixed_7/conv/Conv2D_eightbit_quantized_conv
90268.107 0.008 0.008 0.000% 86.696% RequantizationRange mixed_7/conv/Conv2D_eightbit_requant_range
90268.115 221.960 221.960 0.213% 86.909% QuantizedBiasAdd mixed_7/tower_1/conv/batchnorm_eightbit_quantized_bias_add
90490.075 55.496 55.496 0.053% 86.962% Requantize mixed_7/conv/Conv2D_eightbit_requantize
90545.571 0.008 0.008 0.000% 86.962% RequantizationRange mixed_7/tower_1/conv/batchnorm_eightbit_requant_range
90545.579 55.496 55.496 0.053% 87.016% Requantize mixed_7/tower_1/conv/batchnorm_eightbit_requantize
90601.075 221.960 221.960 0.213% 87.229% QuantizedBiasAdd mixed_7/conv/batchnorm_eightbit_quantized_bias_add
90823.035 0.008 0.008 0.000% 87.229% RequantizationRange mixed_7/conv/batchnorm_eightbit_requant_range
90823.043 55.496 55.496 0.053% 87.282% QuantizedRelu mixed_7/tower_1/conv_eightbit_quantized
90878.539 55.496 55.496 0.053% 87.335% Requantize mixed_7/conv/batchnorm_eightbit_requantize
90934.035 55.496 55.496 0.053% 87.389% QuantizedRelu mixed_7/conv_eightbit_quantized
90989.531 221.960 221.960 0.213% 87.602% QuantizedConv2D mixed_7/tower/conv/Conv2D_eightbit_quantized_conv
91211.491 0.008 0.008 0.000% 87.602% RequantizationRange mixed_7/tower/conv/Conv2D_eightbit_requant_range
91211.499 55.496 55.496 0.053% 87.655% Requantize mixed_7/tower/conv/Conv2D_eightbit_requantize
91266.995 221.960 221.960 0.213% 87.868% QuantizedConv2D mixed_7/tower_2/conv/Conv2D_eightbit_quantized_conv
91488.955 0.008 0.008 0.000% 87.868% RequantizationRange mixed_7/tower_2/conv/Conv2D_eightbit_requant_range
91488.963 55.496 55.496 0.053% 87.922% Requantize mixed_7/tower_2/conv/Conv2D_eightbit_requantize
91544.459 221.960 221.960 0.213% 88.135% QuantizedBiasAdd mixed_7/tower/conv/batchnorm_eightbit_quantized_bias_add
91766.419 0.008 0.008 0.000% 88.135% RequantizationRange mixed_7/tower/conv/batchnorm_eightbit_requant_range
91766.427 55.496 55.496 0.053% 88.188% Requantize mixed_7/tower/conv/batchnorm_eightbit_requantize
91821.923 221.960 221.960 0.213% 88.401% QuantizedBiasAdd mixed_7/tower_2/conv/batchnorm_eightbit_quantized_bias_add
92043.883 55.496 55.496 0.053% 88.455% QuantizedRelu mixed_7/tower/conv_eightbit_quantized
92099.379 0.008 0.008 0.000% 88.455% RequantizationRange mixed_7/tower_2/conv/batchnorm_eightbit_requant_range
92099.387 55.496 55.496 0.053% 88.508% Requantize mixed_7/tower_2/conv/batchnorm_eightbit_requantize
92154.883 55.496 55.496 0.053% 88.561% QuantizedRelu mixed_7/tower_2/conv_eightbit_quantized
92210.379 221.960 221.960 0.213% 88.775% QuantizedConv2D mixed_7/tower_1/conv_1/Conv2D_eightbit_quantized_conv
92432.339 0.008 0.008 0.000% 88.775% RequantizationRange mixed_7/tower_1/conv_1/Conv2D_eightbit_requant_range
92432.347 55.496 55.496 0.053% 88.828% Requantize mixed_7/tower_1/conv_1/Conv2D_eightbit_requantize
92487.843 221.960 221.960 0.213% 89.041% QuantizedBiasAdd mixed_7/tower_1/conv_1/batchnorm_eightbit_quantized_bias_add
92709.803 0.008 0.008 0.000% 89.041% RequantizationRange mixed_7/tower_1/conv_1/batchnorm_eightbit_requant_range
92709.811 55.496 55.496 0.053% 89.094% Requantize mixed_7/tower_1/conv_1/batchnorm_eightbit_requantize
92765.307 55.496 55.496 0.053% 89.148% QuantizedRelu mixed_7/tower_1/conv_1_eightbit_quantized
92820.803 221.960 221.960 0.213% 89.361% QuantizedConv2D mixed_7/tower/conv_1/Conv2D_eightbit_quantized_conv
93042.763 0.008 0.008 0.000% 89.361% RequantizationRange mixed_7/tower/conv_1/Conv2D_eightbit_requant_range
93042.771 55.496 55.496 0.053% 89.414% Requantize mixed_7/tower/conv_1/Conv2D_eightbit_requantize
93098.267 221.960 221.960 0.213% 89.627% QuantizedBiasAdd mixed_7/tower/conv_1/batchnorm_eightbit_quantized_bias_add
93320.227 0.008 0.008 0.000% 89.627% RequantizationRange mixed_7/tower/conv_1/batchnorm_eightbit_requant_range
93320.235 55.496 55.496 0.053% 89.681% Requantize mixed_7/tower/conv_1/batchnorm_eightbit_requantize
93375.731 55.496 55.496 0.053% 89.734% QuantizedRelu mixed_7/tower/conv_1_eightbit_quantized
93431.227 221.960 221.960 0.213% 89.947% QuantizedConv2D mixed_7/tower_1/conv_2/Conv2D_eightbit_quantized_conv
93653.187 0.008 0.008 0.000% 89.947% RequantizationRange mixed_7/tower_1/conv_2/Conv2D_eightbit_requant_range
93653.195 55.496 55.496 0.053% 90.000% Requantize mixed_7/tower_1/conv_2/Conv2D_eightbit_requantize
93708.691 221.960 221.960 0.213% 90.214% QuantizedBiasAdd mixed_7/tower_1/conv_2/batchnorm_eightbit_quantized_bias_add
93930.651 0.008 0.008 0.000% 90.214% RequantizationRange mixed_7/tower_1/conv_2/batchnorm_eightbit_requant_range
93930.659 55.496 55.496 0.053% 90.267% Requantize mixed_7/tower_1/conv_2/batchnorm_eightbit_requantize
93986.155 55.496 55.496 0.053% 90.320% QuantizedRelu mixed_7/tower_1/conv_2_eightbit_quantized
94041.651 221.960 221.960 0.213% 90.533% QuantizedConv2D mixed_7/tower/conv_2/Conv2D_eightbit_quantized_conv
94263.611 0.008 0.008 0.000% 90.533% RequantizationRange mixed_7/tower/conv_2/Conv2D_eightbit_requant_range
94263.619 55.496 55.496 0.053% 90.587% Requantize mixed_7/tower/conv_2/Conv2D_eightbit_requantize
94319.115 221.960 221.960 0.213% 90.800% QuantizedBiasAdd mixed_7/tower/conv_2/batchnorm_eightbit_quantized_bias_add
94541.075 0.008 0.008 0.000% 90.800% RequantizationRange mixed_7/tower/conv_2/batchnorm_eightbit_requant_range
94541.083 55.496 55.496 0.053% 90.853% Requantize mixed_7/tower/conv_2/batchnorm_eightbit_requantize
94596.579 55.496 55.496 0.053% 90.906% QuantizedRelu mixed_7/tower/conv_2_eightbit_quantized
94652.075 221.960 221.960 0.213% 91.120% QuantizedConv2D mixed_7/tower_1/conv_3/Conv2D_eightbit_quantized_conv
94874.035 0.008 0.008 0.000% 91.120% RequantizationRange mixed_7/tower_1/conv_3/Conv2D_eightbit_requant_range
94874.043 55.496 55.496 0.053% 91.173% Requantize mixed_7/tower_1/conv_3/Conv2D_eightbit_requantize
94929.539 221.960 221.960 0.213% 91.386% QuantizedBiasAdd mixed_7/tower_1/conv_3/batchnorm_eightbit_quantized_bias_add
95151.499 0.008 0.008 0.000% 91.386% RequantizationRange mixed_7/tower_1/conv_3/batchnorm_eightbit_requant_range
95151.507 55.496 55.496 0.053% 91.439% Requantize mixed_7/tower_1/conv_3/batchnorm_eightbit_requantize
95207.003 55.496 55.496 0.053% 91.493% QuantizedRelu mixed_7/tower_1/conv_3_eightbit_quantized
95262.499 221.960 221.960 0.213% 91.706% QuantizedConv2D mixed_7/tower_1/conv_4/Conv2D_eightbit_quantized_conv
95484.459 0.008 0.008 0.000% 91.706% RequantizationRange mixed_7/tower_1/conv_4/Conv2D_eightbit_requant_range
95484.467 55.496 55.496 0.053% 91.759% Requantize mixed_7/tower_1/conv_4/Conv2D_eightbit_requantize
95539.963 221.960 221.960 0.213% 91.972% QuantizedBiasAdd mixed_7/tower_1/conv_4/batchnorm_eightbit_quantized_bias_add
95761.923 0.008 0.008 0.000% 91.972% RequantizationRange mixed_7/tower_1/conv_4/batchnorm_eightbit_requant_range
95761.931 55.496 55.496 0.053% 92.026% Requantize mixed_7/tower_1/conv_4/batchnorm_eightbit_requantize
95817.427 55.496 55.496 0.053% 92.079% QuantizedRelu mixed_7/tower_1/conv_4_eightbit_quantized
95872.923 221.960 221.960 0.213% 92.292% QuantizedConcat mixed_7/join_eightbit_quantized_concat
96094.883 49.160 49.160 0.047% 92.339% QuantizedMaxPool mixed_8/pool_eightbit_quantized
96144.043 221.960 221.960 0.213% 92.552% QuantizedConv2D mixed_8/tower_1/conv/Conv2D_eightbit_quantized_conv
96366.003 0.008 0.008 0.000% 92.553% RequantizationRange mixed_8/tower_1/conv/Conv2D_eightbit_requant_range
96366.011 55.496 55.496 0.053% 92.606% Requantize mixed_8/tower_1/conv/Conv2D_eightbit_requantize
96421.507 221.960 221.960 0.213% 92.819% QuantizedConv2D mixed_8/tower/conv/Conv2D_eightbit_quantized_conv
96643.467 221.960 221.960 0.213% 93.032% QuantizedBiasAdd mixed_8/tower_1/conv/batchnorm_eightbit_quantized_bias_add
96865.427 0.008 0.008 0.000% 93.032% RequantizationRange mixed_8/tower/conv/Conv2D_eightbit_requant_range
96865.435 0.008 0.008 0.000% 93.032% RequantizationRange mixed_8/tower_1/conv/batchnorm_eightbit_requant_range
96865.443 55.496 55.496 0.053% 93.085% Requantize mixed_8/tower/conv/Conv2D_eightbit_requantize
96920.939 55.496 55.496 0.053% 93.139% Requantize mixed_8/tower_1/conv/batchnorm_eightbit_requantize
96976.435 55.496 55.496 0.053% 93.192% QuantizedRelu mixed_8/tower_1/conv_eightbit_quantized
97031.931 221.960 221.960 0.213% 93.405% QuantizedBiasAdd mixed_8/tower/conv/batchnorm_eightbit_quantized_bias_add
97253.891 0.008 0.008 0.000% 93.405% RequantizationRange mixed_8/tower/conv/batchnorm_eightbit_requant_range
97253.899 55.496 55.496 0.053% 93.459% Requantize mixed_8/tower/conv/batchnorm_eightbit_requantize
97309.395 55.496 55.496 0.053% 93.512% QuantizedRelu mixed_8/tower/conv_eightbit_quantized
97364.891 221.960 221.960 0.213% 93.725% QuantizedConv2D mixed_8/tower_1/conv_1/Conv2D_eightbit_quantized_conv
97586.851 0.008 0.008 0.000% 93.725% RequantizationRange mixed_8/tower_1/conv_1/Conv2D_eightbit_requant_range
97586.859 55.496 55.496 0.053% 93.778% Requantize mixed_8/tower_1/conv_1/Conv2D_eightbit_requantize
97642.355 221.960 221.960 0.213% 93.992% QuantizedBiasAdd mixed_8/tower_1/conv_1/batchnorm_eightbit_quantized_bias_add
97864.315 0.008 0.008 0.000% 93.992% RequantizationRange mixed_8/tower_1/conv_1/batchnorm_eightbit_requant_range
97864.323 55.496 55.496 0.053% 94.045% Requantize mixed_8/tower_1/conv_1/batchnorm_eightbit_requantize
97919.819 55.496 55.496 0.053% 94.098% QuantizedRelu mixed_8/tower_1/conv_1_eightbit_quantized
97975.315 81.928 81.928 0.079% 94.177% QuantizedConv2D mixed_8/tower/conv_1/Conv2D_eightbit_quantized_conv
98057.243 0.008 0.008 0.000% 94.177% RequantizationRange mixed_8/tower/conv_1/Conv2D_eightbit_requant_range
98057.251 20.488 20.488 0.020% 94.196% Requantize mixed_8/tower/conv_1/Conv2D_eightbit_requantize
98077.739 81.928 81.928 0.079% 94.275% QuantizedBiasAdd mixed_8/tower/conv_1/batchnorm_eightbit_quantized_bias_add
98159.667 0.008 0.008 0.000% 94.275% RequantizationRange mixed_8/tower/conv_1/batchnorm_eightbit_requant_range
98159.675 20.488 20.488 0.020% 94.295% Requantize mixed_8/tower/conv_1/batchnorm_eightbit_requantize
98180.163 20.488 20.488 0.020% 94.315% QuantizedRelu mixed_8/tower/conv_1_eightbit_quantized
98200.651 221.960 221.960 0.213% 94.528% QuantizedConv2D mixed_8/tower_1/conv_2/Conv2D_eightbit_quantized_conv
98422.611 0.008 0.008 0.000% 94.528% RequantizationRange mixed_8/tower_1/conv_2/Conv2D_eightbit_requant_range
98422.619 55.496 55.496 0.053% 94.581% Requantize mixed_8/tower_1/conv_2/Conv2D_eightbit_requantize
98478.115 221.960 221.960 0.213% 94.794% QuantizedBiasAdd mixed_8/tower_1/conv_2/batchnorm_eightbit_quantized_bias_add
98700.075 0.008 0.008 0.000% 94.794% RequantizationRange mixed_8/tower_1/conv_2/batchnorm_eightbit_requant_range
98700.083 55.496 55.496 0.053% 94.848% Requantize mixed_8/tower_1/conv_2/batchnorm_eightbit_requantize
98755.579 55.496 55.496 0.053% 94.901% QuantizedRelu mixed_8/tower_1/conv_2_eightbit_quantized
98811.075 49.160 49.160 0.047% 94.948% QuantizedConv2D mixed_8/tower_1/conv_3/Conv2D_eightbit_quantized_conv
98860.235 0.008 0.008 0.000% 94.948% RequantizationRange mixed_8/tower_1/conv_3/Conv2D_eightbit_requant_range
98860.243 12.296 12.296 0.012% 94.960% Requantize mixed_8/tower_1/conv_3/Conv2D_eightbit_requantize
98872.539 49.160 49.160 0.047% 95.007% QuantizedBiasAdd mixed_8/tower_1/conv_3/batchnorm_eightbit_quantized_bias_add
98921.699 0.008 0.008 0.000% 95.007% RequantizationRange mixed_8/tower_1/conv_3/batchnorm_eightbit_requant_range
98921.707 12.296 12.296 0.012% 95.019% Requantize mixed_8/tower_1/conv_3/batchnorm_eightbit_requantize
98934.003 12.296 12.296 0.012% 95.031% QuantizedRelu mixed_8/tower_1/conv_3_eightbit_quantized
98946.299 81.928 81.928 0.079% 95.109% QuantizedConcat mixed_8/join_eightbit_quantized_concat
99028.227 81.928 81.928 0.079% 95.188% QuantizedAvgPool mixed_9/tower_2/pool_eightbit_quantized
99110.155 49.160 49.160 0.047% 95.235% QuantizedConv2D mixed_9/tower_2/conv/Conv2D_eightbit_quantized_conv
99159.315 0.008 0.008 0.000% 95.235% RequantizationRange mixed_9/tower_2/conv/Conv2D_eightbit_requant_range
99159.323 12.296 12.296 0.012% 95.247% Requantize mixed_9/tower_2/conv/Conv2D_eightbit_requantize
99171.619 49.160 49.160 0.047% 95.294% QuantizedBiasAdd mixed_9/tower_2/conv/batchnorm_eightbit_quantized_bias_add
99220.779 0.008 0.008 0.000% 95.294% RequantizationRange mixed_9/tower_2/conv/batchnorm_eightbit_requant_range
99220.787 12.296 12.296 0.012% 95.306% Requantize mixed_9/tower_2/conv/batchnorm_eightbit_requantize
99233.083 12.296 12.296 0.012% 95.318% QuantizedRelu mixed_9/tower_2/conv_eightbit_quantized
99245.379 81.928 81.928 0.079% 95.397% QuantizedConv2D mixed_9/conv/Conv2D_eightbit_quantized_conv
99327.307 0.008 0.008 0.000% 95.397% RequantizationRange mixed_9/conv/Conv2D_eightbit_requant_range
99327.315 20.488 20.488 0.020% 95.416% Requantize mixed_9/conv/Conv2D_eightbit_requantize
99347.803 81.928 81.928 0.079% 95.495% QuantizedBiasAdd mixed_9/conv/batchnorm_eightbit_quantized_bias_add
99429.731 0.008 0.008 0.000% 95.495% RequantizationRange mixed_9/conv/batchnorm_eightbit_requant_range
99429.739 20.488 20.488 0.020% 95.515% Requantize mixed_9/conv/batchnorm_eightbit_requantize
99450.227 20.488 20.488 0.020% 95.534% QuantizedRelu mixed_9/conv_eightbit_quantized
99470.715 98.312 98.312 0.094% 95.629% QuantizedConv2D mixed_9/tower/conv/Conv2D_eightbit_quantized_conv
99569.027 0.008 0.008 0.000% 95.629% RequantizationRange mixed_9/tower/conv/Conv2D_eightbit_requant_range
99569.035 24.584 24.584 0.024% 95.652% Requantize mixed_9/tower/conv/Conv2D_eightbit_requantize
99593.619 98.312 98.312 0.094% 95.747% QuantizedBiasAdd mixed_9/tower/conv/batchnorm_eightbit_quantized_bias_add
99691.931 0.008 0.008 0.000% 95.747% RequantizationRange mixed_9/tower/conv/batchnorm_eightbit_requant_range
99691.939 24.584 24.584 0.024% 95.770% Requantize mixed_9/tower/conv/batchnorm_eightbit_requantize
99716.523 24.584 24.584 0.024% 95.794% QuantizedRelu mixed_9/tower/conv_eightbit_quantized
99741.107 114.696 114.696 0.110% 95.904% QuantizedConv2D mixed_9/tower_1/conv/Conv2D_eightbit_quantized_conv
99855.803 0.008 0.008 0.000% 95.904% RequantizationRange mixed_9/tower_1/conv/Conv2D_eightbit_requant_range
99855.811 28.680 28.680 0.028% 95.932% Requantize mixed_9/tower_1/conv/Conv2D_eightbit_requantize
99884.491 114.696 114.696 0.110% 96.042% QuantizedBiasAdd mixed_9/tower_1/conv/batchnorm_eightbit_quantized_bias_add
99999.187 0.008 0.008 0.000% 96.042% RequantizationRange mixed_9/tower_1/conv/batchnorm_eightbit_requant_range
99999.195 28.680 28.680 0.028% 96.069% Requantize mixed_9/tower_1/conv/batchnorm_eightbit_requantize
100027.875 28.680 28.680 0.028% 96.097% QuantizedRelu mixed_9/tower_1/conv_eightbit_quantized
100056.555 98.312 98.312 0.094% 96.191% QuantizedConv2D mixed_9/tower/mixed/conv_1/Conv2D_eightbit_quantized_conv
100154.867 0.008 0.008 0.000% 96.191% RequantizationRange mixed_9/tower/mixed/conv_1/Conv2D_eightbit_requant_range
100154.875 24.584 24.584 0.024% 96.215% Requantize mixed_9/tower/mixed/conv_1/Conv2D_eightbit_requantize
100179.459 98.312 98.312 0.094% 96.309% QuantizedBiasAdd mixed_9/tower/mixed/conv_1/batchnorm_eightbit_quantized_bias_add
100277.771 0.008 0.008 0.000% 96.309% RequantizationRange mixed_9/tower/mixed/conv_1/batchnorm_eightbit_requant_range
100277.779 24.584 24.584 0.024% 96.333% Requantize mixed_9/tower/mixed/conv_1/batchnorm_eightbit_requantize
100302.363 24.584 24.584 0.024% 96.357% QuantizedRelu mixed_9/tower/mixed/conv_1_eightbit_quantized
100326.947 98.312 98.312 0.094% 96.451% QuantizedConv2D mixed_9/tower/mixed/conv/Conv2D_eightbit_quantized_conv
100425.259 0.008 0.008 0.000% 96.451% RequantizationRange mixed_9/tower/mixed/conv/Conv2D_eightbit_requant_range
100425.267 24.584 24.584 0.024% 96.475% Requantize mixed_9/tower/mixed/conv/Conv2D_eightbit_requantize
100449.851 98.312 98.312 0.094% 96.569% QuantizedBiasAdd mixed_9/tower/mixed/conv/batchnorm_eightbit_quantized_bias_add
100548.163 0.008 0.008 0.000% 96.569% RequantizationRange mixed_9/tower/mixed/conv/batchnorm_eightbit_requant_range
100548.171 24.584 24.584 0.024% 96.593% Requantize mixed_9/tower/mixed/conv/batchnorm_eightbit_requantize
100572.755 24.584 24.584 0.024% 96.616% QuantizedRelu mixed_9/tower/mixed/conv_eightbit_quantized
100597.339 98.312 98.312 0.094% 96.711% QuantizedConv2D mixed_9/tower_1/conv_1/Conv2D_eightbit_quantized_conv
100695.651 0.008 0.008 0.000% 96.711% RequantizationRange mixed_9/tower_1/conv_1/Conv2D_eightbit_requant_range
100695.659 24.584 24.584 0.024% 96.734% Requantize mixed_9/tower_1/conv_1/Conv2D_eightbit_requantize
100720.243 98.312 98.312 0.094% 96.829% QuantizedBiasAdd mixed_9/tower_1/conv_1/batchnorm_eightbit_quantized_bias_add
100818.555 0.008 0.008 0.000% 96.829% RequantizationRange mixed_9/tower_1/conv_1/batchnorm_eightbit_requant_range
100818.563 24.584 24.584 0.024% 96.852% Requantize mixed_9/tower_1/conv_1/batchnorm_eightbit_requantize
100843.147 24.584 24.584 0.024% 96.876% QuantizedRelu mixed_9/tower_1/conv_1_eightbit_quantized
100867.731 98.312 98.312 0.094% 96.970% QuantizedConv2D mixed_9/tower_1/mixed/conv_1/Conv2D_eightbit_quantized_conv
100966.043 0.008 0.008 0.000% 96.971% RequantizationRange mixed_9/tower_1/mixed/conv_1/Conv2D_eightbit_requant_range
100966.051 24.584 24.584 0.024% 96.994% Requantize mixed_9/tower_1/mixed/conv_1/Conv2D_eightbit_requantize
100990.635 98.312 98.312 0.094% 97.089% QuantizedBiasAdd mixed_9/tower_1/mixed/conv_1/batchnorm_eightbit_quantized_bias_add
101088.947 0.008 0.008 0.000% 97.089% RequantizationRange mixed_9/tower_1/mixed/conv_1/batchnorm_eightbit_requant_range
101088.955 24.584 24.584 0.024% 97.112% Requantize mixed_9/tower_1/mixed/conv_1/batchnorm_eightbit_requantize
101113.539 24.584 24.584 0.024% 97.136% QuantizedRelu mixed_9/tower_1/mixed/conv_1_eightbit_quantized
101138.123 98.312 98.312 0.094% 97.230% QuantizedConv2D mixed_9/tower_1/mixed/conv/Conv2D_eightbit_quantized_conv
101236.435 0.008 0.008 0.000% 97.230% RequantizationRange mixed_9/tower_1/mixed/conv/Conv2D_eightbit_requant_range
101236.443 24.584 24.584 0.024% 97.254% Requantize mixed_9/tower_1/mixed/conv/Conv2D_eightbit_requantize
101261.027 98.312 98.312 0.094% 97.348% QuantizedBiasAdd mixed_9/tower_1/mixed/conv/batchnorm_eightbit_quantized_bias_add
101359.339 0.008 0.008 0.000% 97.348% RequantizationRange mixed_9/tower_1/mixed/conv/batchnorm_eightbit_requant_range
101359.347 24.584 24.584 0.024% 97.372% Requantize mixed_9/tower_1/mixed/conv/batchnorm_eightbit_requantize
101383.931 24.584 24.584 0.024% 97.395% QuantizedRelu mixed_9/tower_1/mixed/conv_eightbit_quantized
101408.515 131.080 131.080 0.126% 97.521% QuantizedConcat mixed_9/join_eightbit_quantized_concat
101539.595 131.080 131.080 0.126% 97.647% QuantizedMaxPool mixed_10/tower_2/pool_eightbit_quantized
101670.675 81.928 81.928 0.079% 97.726% QuantizedConv2D mixed_10/conv/Conv2D_eightbit_quantized_conv
101752.603 0.008 0.008 0.000% 97.726% RequantizationRange mixed_10/conv/Conv2D_eightbit_requant_range
101752.611 20.488 20.488 0.020% 97.746% Requantize mixed_10/conv/Conv2D_eightbit_requantize
101773.099 81.928 81.928 0.079% 97.824% QuantizedBiasAdd mixed_10/conv/batchnorm_eightbit_quantized_bias_add
101855.027 0.008 0.008 0.000% 97.824% RequantizationRange mixed_10/conv/batchnorm_eightbit_requant_range
101855.035 20.488 20.488 0.020% 97.844% Requantize mixed_10/conv/batchnorm_eightbit_requantize
101875.523 20.488 20.488 0.020% 97.864% QuantizedRelu mixed_10/conv_eightbit_quantized
101896.011 49.160 49.160 0.047% 97.911% QuantizedConv2D mixed_10/tower_2/conv/Conv2D_eightbit_quantized_conv
101945.171 0.008 0.008 0.000% 97.911% RequantizationRange mixed_10/tower_2/conv/Conv2D_eightbit_requant_range
101945.179 12.296 12.296 0.012% 97.923% Requantize mixed_10/tower_2/conv/Conv2D_eightbit_requantize
101957.475 49.160 49.160 0.047% 97.970% QuantizedBiasAdd mixed_10/tower_2/conv/batchnorm_eightbit_quantized_bias_add
102006.635 0.008 0.008 0.000% 97.970% RequantizationRange mixed_10/tower_2/conv/batchnorm_eightbit_requant_range
102006.643 12.296 12.296 0.012% 97.982% Requantize mixed_10/tower_2/conv/batchnorm_eightbit_requantize
102018.939 12.296 12.296 0.012% 97.994% QuantizedRelu mixed_10/tower_2/conv_eightbit_quantized
102031.235 98.312 98.312 0.094% 98.088% QuantizedConv2D mixed_10/tower/conv/Conv2D_eightbit_quantized_conv
102129.547 0.008 0.008 0.000% 98.088% RequantizationRange mixed_10/tower/conv/Conv2D_eightbit_requant_range
102129.555 24.584 24.584 0.024% 98.112% Requantize mixed_10/tower/conv/Conv2D_eightbit_requantize
102154.139 98.312 98.312 0.094% 98.206% QuantizedBiasAdd mixed_10/tower/conv/batchnorm_eightbit_quantized_bias_add
102252.451 0.008 0.008 0.000% 98.206% RequantizationRange mixed_10/tower/conv/batchnorm_eightbit_requant_range
102252.459 24.584 24.584 0.024% 98.230% Requantize mixed_10/tower/conv/batchnorm_eightbit_requantize
102277.043 24.584 24.584 0.024% 98.253% QuantizedRelu mixed_10/tower/conv_eightbit_quantized
102301.627 114.696 114.696 0.110% 98.363% QuantizedConv2D mixed_10/tower_1/conv/Conv2D_eightbit_quantized_conv
102416.323 0.008 0.008 0.000% 98.363% RequantizationRange mixed_10/tower_1/conv/Conv2D_eightbit_requant_range
102416.331 28.680 28.680 0.028% 98.391% Requantize mixed_10/tower_1/conv/Conv2D_eightbit_requantize
102445.011 114.696 114.696 0.110% 98.501% QuantizedBiasAdd mixed_10/tower_1/conv/batchnorm_eightbit_quantized_bias_add
102559.707 0.008 0.008 0.000% 98.501% RequantizationRange mixed_10/tower_1/conv/batchnorm_eightbit_requant_range
102559.715 28.680 28.680 0.028% 98.529% Requantize mixed_10/tower_1/conv/batchnorm_eightbit_requantize
102588.395 28.680 28.680 0.028% 98.556% QuantizedRelu mixed_10/tower_1/conv_eightbit_quantized
102617.075 98.312 98.312 0.094% 98.651% QuantizedConv2D mixed_10/tower/mixed/conv/Conv2D_eightbit_quantized_conv
102715.387 0.008 0.008 0.000% 98.651% RequantizationRange mixed_10/tower/mixed/conv/Conv2D_eightbit_requant_range
102715.395 24.584 24.584 0.024% 98.674% Requantize mixed_10/tower/mixed/conv/Conv2D_eightbit_requantize
102739.979 98.312 98.312 0.094% 98.769% QuantizedBiasAdd mixed_10/tower/mixed/conv/batchnorm_eightbit_quantized_bias_add
102838.291 0.008 0.008 0.000% 98.769% RequantizationRange mixed_10/tower/mixed/conv/batchnorm_eightbit_requant_range
102838.299 24.584 24.584 0.024% 98.792% Requantize mixed_10/tower/mixed/conv/batchnorm_eightbit_requantize
102862.883 24.584 24.584 0.024% 98.816% QuantizedRelu mixed_10/tower/mixed/conv_eightbit_quantized
102887.467 98.312 98.312 0.094% 98.910% QuantizedConv2D mixed_10/tower/mixed/conv_1/Conv2D_eightbit_quantized_conv
102985.779 0.008 0.008 0.000% 98.910% RequantizationRange mixed_10/tower/mixed/conv_1/Conv2D_eightbit_requant_range
102985.787 24.584 24.584 0.024% 98.934% Requantize mixed_10/tower/mixed/conv_1/Conv2D_eightbit_requantize
103010.371 98.312 98.312 0.094% 99.028% QuantizedBiasAdd mixed_10/tower/mixed/conv_1/batchnorm_eightbit_quantized_bias_add
103108.683 0.008 0.008 0.000% 99.028% RequantizationRange mixed_10/tower/mixed/conv_1/batchnorm_eightbit_requant_range
103108.691 24.584 24.584 0.024% 99.052% Requantize mixed_10/tower/mixed/conv_1/batchnorm_eightbit_requantize
103133.275 24.584 24.584 0.024% 99.076% QuantizedRelu mixed_10/tower/mixed/conv_1_eightbit_quantized
103157.859 98.312 98.312 0.094% 99.170% QuantizedConv2D mixed_10/tower_1/conv_1/Conv2D_eightbit_quantized_conv
103256.171 0.008 0.008 0.000% 99.170% RequantizationRange mixed_10/tower_1/conv_1/Conv2D_eightbit_requant_range
103256.179 24.584 24.584 0.024% 99.194% Requantize mixed_10/tower_1/conv_1/Conv2D_eightbit_requantize
103280.763 98.312 98.312 0.094% 99.288% QuantizedBiasAdd mixed_10/tower_1/conv_1/batchnorm_eightbit_quantized_bias_add
103379.075 0.008 0.008 0.000% 99.288% RequantizationRange mixed_10/tower_1/conv_1/batchnorm_eightbit_requant_range
103379.083 24.584 24.584 0.024% 99.312% Requantize mixed_10/tower_1/conv_1/batchnorm_eightbit_requantize
103403.667 24.584 24.584 0.024% 99.335% QuantizedRelu mixed_10/tower_1/conv_1_eightbit_quantized
103428.251 98.312 98.312 0.094% 99.430% QuantizedConv2D mixed_10/tower_1/mixed/conv/Conv2D_eightbit_quantized_conv
103526.563 0.008 0.008 0.000% 99.430% RequantizationRange mixed_10/tower_1/mixed/conv/Conv2D_eightbit_requant_range
103526.571 24.584 24.584 0.024% 99.453% Requantize mixed_10/tower_1/mixed/conv/Conv2D_eightbit_requantize
103551.155 98.312 98.312 0.094% 99.548% QuantizedBiasAdd mixed_10/tower_1/mixed/conv/batchnorm_eightbit_quantized_bias_add
103649.467 0.008 0.008 0.000% 99.548% RequantizationRange mixed_10/tower_1/mixed/conv/batchnorm_eightbit_requant_range
103649.475 24.584 24.584 0.024% 99.571% Requantize mixed_10/tower_1/mixed/conv/batchnorm_eightbit_requantize
103674.059 24.584 24.584 0.024% 99.595% QuantizedRelu mixed_10/tower_1/mixed/conv_eightbit_quantized
103698.643 98.312 98.312 0.094% 99.689% QuantizedConv2D mixed_10/tower_1/mixed/conv_1/Conv2D_eightbit_quantized_conv
103796.955 0.008 0.008 0.000% 99.689% RequantizationRange mixed_10/tower_1/mixed/conv_1/Conv2D_eightbit_requant_range
103796.963 24.584 24.584 0.024% 99.713% Requantize mixed_10/tower_1/mixed/conv_1/Conv2D_eightbit_requantize
103821.547 98.312 98.312 0.094% 99.807% QuantizedBiasAdd mixed_10/tower_1/mixed/conv_1/batchnorm_eightbit_quantized_bias_add
103919.859 0.008 0.008 0.000% 99.807% RequantizationRange mixed_10/tower_1/mixed/conv_1/batchnorm_eightbit_requant_range
103919.867 24.584 24.584 0.024% 99.831% Requantize mixed_10/tower_1/mixed/conv_1/batchnorm_eightbit_requantize
103944.451 24.584 24.584 0.024% 99.855% QuantizedRelu mixed_10/tower_1/mixed/conv_1_eightbit_quantized
103969.035 131.080 131.080 0.126% 99.981% QuantizedConcat mixed_10/join_eightbit_quantized_concat
104100.115 2.056 2.056 0.002% 99.983% QuantizedAvgPool pool_3_eightbit_quantized
104102.171 0.008 0.008 0.000% 99.983% QuantizedReshape pool_3/_reshape_eightbit_quantized_reshape
104102.179 4.040 4.040 0.004% 99.986% QuantizedMatMul softmax/logits/MatMul_eightbit_quantized_mat_mul
104106.219 0.008 0.008 0.000% 99.986% RequantizationRange softmax/logits/MatMul_eightbit_requant_range
104106.227 1.016 1.016 0.001% 99.987% Requantize softmax/logits/MatMul_eightbit_requantize
104107.243 4.040 4.040 0.004% 99.991% QuantizedBiasAdd softmax/logits_eightbit_quantized_bias_add
104111.283 0.008 0.008 0.000% 99.991% RequantizationRange softmax/logits_eightbit_requant_range
104111.291 1.016 1.016 0.001% 99.992% Requantize softmax/logits_eightbit_requantize
104112.307 4.032 4.032 0.004% 99.996% Dequantize softmax/logits
104116.339 4.032 4.032 0.004% 100.000% Softmax softmax
1 runs, avg 2.939e+04 ms, 1282 nodes defined 1271 nodes observed
104120.371 avg KB per run.
============ Top by memory usage in KB =================
[start] [first] [avg] [%] [cdf%] [Op] [Name]
22604.363 5531.912 5531.912 5.313% 5.313% QuantizedBiasAdd conv_2/batchnorm_eightbit_quantized_bias_add
15689.459 5531.912 5531.912 5.313% 10.626% QuantizedConv2D conv_2/Conv2D_eightbit_quantized_conv
40772.275 3871.496 3871.496 3.718% 14.344% QuantizedBiasAdd conv_4/batchnorm_eightbit_quantized_bias_add
35932.891 3871.496 3871.496 3.718% 18.063% QuantizedConv2D conv_4/Conv2D_eightbit_quantized_conv
3820.411 2841.736 2841.736 2.729% 20.792% QuantizedBiasAdd conv/batchnorm_eightbit_quantized_bias_add
268.227 2841.736 2841.736 2.729% 23.521% QuantizedConv2D conv/Conv2D_eightbit_quantized_conv
11540.499 2765.960 2765.960 2.657% 26.178% QuantizedBiasAdd conv_1/batchnorm_eightbit_quantized_bias_add
8083.035 2765.960 2765.960 2.657% 28.834% QuantizedConv2D conv_1/Conv2D_eightbit_quantized_conv
33374.939 1705.288 1705.288 1.638% 30.472% QuantizedBiasAdd conv_3/batchnorm_eightbit_quantized_bias_add
31243.315 1705.288 1705.288 1.638% 32.110% QuantizedConv2D conv_3/Conv2D_eightbit_quantized_conv
29519.267 1382.984 1382.984 1.328% 33.438% QuantizedRelu conv_2_eightbit_quantized
28136.283 1382.984 1382.984 1.328% 34.766% Requantize conv_2/batchnorm_eightbit_requantize
21221.379 1382.984 1382.984 1.328% 36.095% Requantize conv_2/Conv2D_eightbit_requantize
45611.659 967.880 967.880 0.930% 37.024% QuantizedRelu conv_4_eightbit_quantized
44643.779 967.880 967.880 0.930% 37.954% Requantize conv_4/batchnorm_eightbit_requantize
39804.395 967.880 967.880 0.930% 38.883% Requantize conv_4/Conv2D_eightbit_requantize
7372.595 710.440 710.440 0.682% 39.566% QuantizedRelu conv_eightbit_quantized
6662.155 710.440 710.440 0.682% 40.248% Requantize conv/batchnorm_eightbit_requantize
3109.971 710.440 710.440 0.682% 40.930% Requantize conv/Conv2D_eightbit_requantize
14997.963 691.496 691.496 0.664% 41.594% QuantizedRelu conv_1_eightbit_quantized
14306.467 691.496 691.496 0.664% 42.258% Requantize conv_1/batchnorm_eightbit_requantize
10849.003 691.496 691.496 0.664% 42.923% Requantize conv_1/Conv2D_eightbit_requantize
70888.907 470.408 470.408 0.452% 43.374% QuantizedBiasAdd mixed_3/tower/conv_1/batchnorm_eightbit_quantized_bias_add
69302.067 470.408 470.408 0.452% 43.826% QuantizedConv2D mixed_3/tower/conv_1/Conv2D_eightbit_quantized_conv
67297.931 470.408 470.408 0.452% 44.278% QuantizedBiasAdd mixed_2/tower_1/conv_2/batchnorm_eightbit_quantized_bias_add
66709.907 470.408 470.408 0.452% 44.730% QuantizedConv2D mixed_2/tower_1/conv_2/Conv2D_eightbit_quantized_conv
66004.275 470.408 470.408 0.452% 45.182% QuantizedBiasAdd mixed_2/tower_1/conv_1/batchnorm_eightbit_quantized_bias_add
65416.251 470.408 470.408 0.452% 45.633% QuantizedConv2D mixed_2/tower_1/conv_1/Conv2D_eightbit_quantized_conv
59908.323 470.408 470.408 0.452% 46.085% QuantizedBiasAdd mixed_1/tower_1/conv_2/batchnorm_eightbit_quantized_bias_add
59320.299 470.408 470.408 0.452% 46.537% QuantizedConv2D mixed_1/tower_1/conv_2/Conv2D_eightbit_quantized_conv
57752.211 470.408 470.408 0.452% 46.989% QuantizedBiasAdd mixed_1/tower_1/conv_1/batchnorm_eightbit_quantized_bias_add
56536.939 470.408 470.408 0.452% 47.441% QuantizedConv2D mixed_1/tower_1/conv_1/Conv2D_eightbit_quantized_conv
52597.115 470.408 470.408 0.452% 47.892% QuantizedBiasAdd mixed/tower_1/conv_2/batchnorm_eightbit_quantized_bias_add
52009.091 470.408 470.408 0.452% 48.344% QuantizedConv2D mixed/tower_1/conv_2/Conv2D_eightbit_quantized_conv
51303.459 470.408 470.408 0.452% 48.796% QuantizedBiasAdd mixed/tower_1/conv_1/batchnorm_eightbit_quantized_bias_add
50715.435 470.408 470.408 0.452% 49.248% QuantizedConv2D mixed/tower_1/conv_1/Conv2D_eightbit_quantized_conv
70444.995 443.912 443.912 0.426% 49.674% QuantizedBiasAdd mixed_3/conv/batchnorm_eightbit_quantized_bias_add
69772.475 443.912 443.912 0.426% 50.100% QuantizedConv2D mixed_3/conv/Conv2D_eightbit_quantized_conv
35506.563 426.328 426.328 0.409% 50.510% QuantizedRelu conv_3_eightbit_quantized
35080.235 426.328 426.328 0.409% 50.919% Requantize conv_3/batchnorm_eightbit_requantize
32948.611 426.328 426.328 0.409% 51.329% Requantize conv_3/Conv2D_eightbit_requantize
61201.979 352.808 352.808 0.339% 51.668% QuantizedAvgPool mixed_2/tower_2/pool_eightbit_quantized
68003.563 352.808 352.808 0.339% 52.006% QuantizedConcat mixed_2/join_eightbit_quantized_concat
60613.955 352.808 352.808 0.339% 52.345% QuantizedConcat mixed_1/join_eightbit_quantized_concat
30902.251 341.064 341.064 0.328% 52.673% QuantizedMaxPool pool_eightbit_quantized
68831.635 313.608 313.608 0.301% 52.974% QuantizedBiasAdd mixed_3/tower/conv/batchnorm_eightbit_quantized_bias_add
68439.611 313.608 313.608 0.301% 53.275% QuantizedConv2D mixed_3/tower/conv/Conv2D_eightbit_quantized_conv
63612.931 313.608 313.608 0.301% 53.576% QuantizedBiasAdd mixed_2/tower_2/conv/batchnorm_eightbit_quantized_bias_add
62672.067 313.608 313.608 0.301% 53.878% QuantizedConv2D mixed_2/tower_2/conv/Conv2D_eightbit_quantized_conv
64083.363 313.608 313.608 0.301% 54.179% QuantizedBiasAdd mixed_2/tower_1/conv/batchnorm_eightbit_quantized_bias_add
62358.451 313.608 313.608 0.301% 54.480% QuantizedConv2D mixed_2/tower_1/conv/Conv2D_eightbit_quantized_conv
64945.819 313.608 313.608 0.301% 54.781% QuantizedBiasAdd mixed_2/tower/conv_1/batchnorm_eightbit_quantized_bias_add
64553.795 313.608 313.608 0.301% 55.082% QuantizedConv2D mixed_2/tower/conv_1/Conv2D_eightbit_quantized_conv
62985.675 313.608 313.608 0.301% 55.384% QuantizedBiasAdd mixed_2/conv/batchnorm_eightbit_quantized_bias_add
61848.811 313.608 313.608 0.301% 55.685% QuantizedConv2D mixed_2/conv/Conv2D_eightbit_quantized_conv
53616.355 313.608 313.608 0.301% 55.986% QuantizedAvgPool mixed_1/tower_2/pool_eightbit_quantized
57164.171 313.608 313.608 0.301% 56.287% QuantizedBiasAdd mixed_1/tower_2/conv/batchnorm_eightbit_quantized_bias_add
55694.083 313.608 313.608 0.301% 56.588% QuantizedConv2D mixed_1/tower_2/conv/Conv2D_eightbit_quantized_conv
54616.011 313.608 313.608 0.301% 56.890% QuantizedBiasAdd mixed_1/tower_1/conv/batchnorm_eightbit_quantized_bias_add
53929.963 313.608 313.608 0.301% 57.191% QuantizedConv2D mixed_1/tower_1/conv/Conv2D_eightbit_quantized_conv
58849.867 313.608 313.608 0.301% 57.492% QuantizedBiasAdd mixed_1/tower/conv_1/batchnorm_eightbit_quantized_bias_add
58457.843 313.608 313.608 0.301% 57.793% QuantizedConv2D mixed_1/tower/conv_1/Conv2D_eightbit_quantized_conv
56223.323 313.608 313.608 0.301% 58.094% QuantizedBiasAdd mixed_1/conv/batchnorm_eightbit_quantized_bias_add
55164.835 313.608 313.608 0.301% 58.396% QuantizedConv2D mixed_1/conv/Conv2D_eightbit_quantized_conv
48716.075 313.608 313.608 0.301% 58.697% QuantizedBiasAdd mixed/tower_1/conv/batchnorm_eightbit_quantized_bias_add
47049.955 313.608 313.608 0.301% 58.998% QuantizedConv2D mixed/tower_1/conv/Conv2D_eightbit_quantized_conv
50245.003 313.608 313.608 0.301% 59.299% QuantizedBiasAdd mixed/tower/conv_1/batchnorm_eightbit_quantized_bias_add
49852.979 313.608 313.608 0.301% 59.600% QuantizedConv2D mixed/tower/conv_1/Conv2D_eightbit_quantized_conv
53302.747 313.608 313.608 0.301% 59.902% QuantizedConcat mixed/join_eightbit_quantized_concat
49186.523 313.608 313.608 0.301% 60.203% QuantizedBiasAdd mixed/conv/batchnorm_eightbit_quantized_bias_add
47657.595 313.608 313.608 0.301% 60.504% QuantizedConv2D mixed/conv/Conv2D_eightbit_quantized_conv
0.016 268.211 268.211 0.258% 60.762% QuantizeV2 conv/Conv2D_eightbit_quantize_Mul
46579.539 235.208 235.208 0.226% 60.988% QuantizedMaxPool pool_1_eightbit_quantized
61613.595 235.208 235.208 0.226% 61.213% QuantizedBiasAdd mixed_2/tower/conv/batchnorm_eightbit_quantized_bias_add
60966.763 235.208 235.208 0.226% 61.439% QuantizedConv2D mixed_2/tower/conv/Conv2D_eightbit_quantized_conv
54929.627 235.208 235.208 0.226% 61.665% QuantizedBiasAdd mixed_1/tower/conv/batchnorm_eightbit_quantized_bias_add
54243.579 235.208 235.208 0.226% 61.891% QuantizedConv2D mixed_1/tower/conv/Conv2D_eightbit_quantized_conv
46814.747 235.208 235.208 0.226% 62.117% QuantizedAvgPool mixed/tower_2/pool_eightbit_quantized
48206.435 235.208 235.208 0.226% 62.343% QuantizedBiasAdd mixed/tower/conv/batchnorm_eightbit_quantized_bias_add
47363.571 235.208 235.208 0.226% 62.569% QuantizedConv2D mixed/tower/conv/Conv2D_eightbit_quantized_conv
98478.115 221.960 221.960 0.213% 62.782% QuantizedBiasAdd mixed_8/tower_1/conv_2/batchnorm_eightbit_quantized_bias_add
98200.651 221.960 221.960 0.213% 62.995% QuantizedConv2D mixed_8/tower_1/conv_2/Conv2D_eightbit_quantized_conv
97642.355 221.960 221.960 0.213% 63.208% QuantizedBiasAdd mixed_8/tower_1/conv_1/batchnorm_eightbit_quantized_bias_add
97364.891 221.960 221.960 0.213% 63.422% QuantizedConv2D mixed_8/tower_1/conv_1/Conv2D_eightbit_quantized_conv
96643.467 221.960 221.960 0.213% 63.635% QuantizedBiasAdd mixed_8/tower_1/conv/batchnorm_eightbit_quantized_bias_add
96144.043 221.960 221.960 0.213% 63.848% QuantizedConv2D mixed_8/tower_1/conv/Conv2D_eightbit_quantized_conv
97031.931 221.960 221.960 0.213% 64.061% QuantizedBiasAdd mixed_8/tower/conv/batchnorm_eightbit_quantized_bias_add
96421.507 221.960 221.960 0.213% 64.274% QuantizedConv2D mixed_8/tower/conv/Conv2D_eightbit_quantized_conv
89546.723 221.960 221.960 0.213% 64.487% QuantizedAvgPool mixed_7/tower_2/pool_eightbit_quantized
91821.923 221.960 221.960 0.213% 64.701% QuantizedBiasAdd mixed_7/tower_2/conv/batchnorm_eightbit_quantized_bias_add
91266.995 221.960 221.960 0.213% 64.914% QuantizedConv2D mixed_7/tower_2/conv/Conv2D_eightbit_quantized_conv
95539.963 221.960 221.960 0.213% 65.127% QuantizedBiasAdd mixed_7/tower_1/conv_4/batchnorm_eightbit_quantized_bias_add
95262.499 221.960 221.960 0.213% 65.340% QuantizedConv2D mixed_7/tower_1/conv_4/Conv2D_eightbit_quantized_conv
94929.539 221.960 221.960 0.213% 65.553% QuantizedBiasAdd mixed_7/tower_1/conv_3/batchnorm_eightbit_quantized_bias_add
94652.075 221.960 221.960 0.213% 65.766% QuantizedConv2D mixed_7/tower_1/conv_3/Conv2D_eightbit_quantized_conv
93708.691 221.960 221.960 0.213% 65.980% QuantizedBiasAdd mixed_7/tower_1/conv_2/batchnorm_eightbit_quantized_bias_add
93431.227 221.960 221.960 0.213% 66.193% QuantizedConv2D mixed_7/tower_1/conv_2/Conv2D_eightbit_quantized_conv
92487.843 221.960 221.960 0.213% 66.406% QuantizedBiasAdd mixed_7/tower_1/conv_1/batchnorm_eightbit_quantized_bias_add
92210.379 221.960 221.960 0.213% 66.619% QuantizedConv2D mixed_7/tower_1/conv_1/Conv2D_eightbit_quantized_conv
90268.115 221.960 221.960 0.213% 66.832% QuantizedBiasAdd mixed_7/tower_1/conv/batchnorm_eightbit_quantized_bias_add
89768.683 221.960 221.960 0.213% 67.046% QuantizedConv2D mixed_7/tower_1/conv/Conv2D_eightbit_quantized_conv
94319.115 221.960 221.960 0.213% 67.259% QuantizedBiasAdd mixed_7/tower/conv_2/batchnorm_eightbit_quantized_bias_add
94041.651 221.960 221.960 0.213% 67.472% QuantizedConv2D mixed_7/tower/conv_2/Conv2D_eightbit_quantized_conv
93098.267 221.960 221.960 0.213% 67.685% QuantizedBiasAdd mixed_7/tower/conv_1/batchnorm_eightbit_quantized_bias_add
92820.803 221.960 221.960 0.213% 67.898% QuantizedConv2D mixed_7/tower/conv_1/Conv2D_eightbit_quantized_conv
91544.459 221.960 221.960 0.213% 68.111% QuantizedBiasAdd mixed_7/tower/conv/batchnorm_eightbit_quantized_bias_add
90989.531 221.960 221.960 0.213% 68.325% QuantizedConv2D mixed_7/tower/conv/Conv2D_eightbit_quantized_conv
95872.923 221.960 221.960 0.213% 68.538% QuantizedConcat mixed_7/join_eightbit_quantized_concat
90601.075 221.960 221.960 0.213% 68.751% QuantizedBiasAdd mixed_7/conv/batchnorm_eightbit_quantized_bias_add
90046.147 221.960 221.960 0.213% 68.964% QuantizedConv2D mixed_7/conv/Conv2D_eightbit_quantized_conv
83608.931 221.960 221.960 0.213% 69.177% QuantizedAvgPool mixed_6/tower_2/pool_eightbit_quantized
85403.211 221.960 221.960 0.213% 69.390% QuantizedBiasAdd mixed_6/tower_2/conv/batchnorm_eightbit_quantized_bias_add
84848.283 221.960 221.960 0.213% 69.604% QuantizedConv2D mixed_6/tower_2/conv/Conv2D_eightbit_quantized_conv
88991.803 221.960 221.960 0.213% 69.817% QuantizedBiasAdd mixed_6/tower_1/conv_4/batchnorm_eightbit_quantized_bias_add
88714.339 221.960 221.960 0.213% 70.030% QuantizedConv2D mixed_6/tower_1/conv_4/Conv2D_eightbit_quantized_conv
87363.987 221.960 221.960 0.213% 70.243% QuantizedBiasAdd mixed_6/tower/conv_2/batchnorm_eightbit_quantized_bias_add
87086.523 221.960 221.960 0.213% 70.456% QuantizedConv2D mixed_6/tower/conv_2/Conv2D_eightbit_quantized_conv
89324.763 221.960 221.960 0.213% 70.670% QuantizedConcat mixed_6/join_eightbit_quantized_concat
85625.171 221.960 221.960 0.213% 70.883% QuantizedBiasAdd mixed_6/conv/batchnorm_eightbit_quantized_bias_add
85070.251 221.960 221.960 0.213% 71.096% QuantizedConv2D mixed_6/conv/Conv2D_eightbit_quantized_conv
77671.139 221.960 221.960 0.213% 71.309% QuantizedAvgPool mixed_5/tower_2/pool_eightbit_quantized
79687.379 221.960 221.960 0.213% 71.522% QuantizedBiasAdd mixed_5/tower_2/conv/batchnorm_eightbit_quantized_bias_add
78910.491 221.960 221.960 0.213% 71.735% QuantizedConv2D mixed_5/tower_2/conv/Conv2D_eightbit_quantized_conv
83054.011 221.960 221.960 0.213% 71.949% QuantizedBiasAdd mixed_5/tower_1/conv_4/batchnorm_eightbit_quantized_bias_add
82776.547 221.960 221.960 0.213% 72.162% QuantizedConv2D mixed_5/tower_1/conv_4/Conv2D_eightbit_quantized_conv
81934.891 221.960 221.960 0.213% 72.375% QuantizedBiasAdd mixed_5/tower/conv_2/batchnorm_eightbit_quantized_bias_add
81657.427 221.960 221.960 0.213% 72.588% QuantizedConv2D mixed_5/tower/conv_2/Conv2D_eightbit_quantized_conv
83386.971 221.960 221.960 0.213% 72.801% QuantizedConcat mixed_5/join_eightbit_quantized_concat
79465.419 221.960 221.960 0.213% 73.014% QuantizedBiasAdd mixed_5/conv/batchnorm_eightbit_quantized_bias_add
79132.459 221.960 221.960 0.213% 73.228% QuantizedConv2D mixed_5/conv/Conv2D_eightbit_quantized_conv
72343.715 221.960 221.960 0.213% 73.441% QuantizedAvgPool mixed_4/tower_2/pool_eightbit_quantized
73934.539 221.960 221.960 0.213% 73.654% QuantizedBiasAdd mixed_4/tower_2/conv/batchnorm_eightbit_quantized_bias_add
73601.579 221.960 221.960 0.213% 73.867% QuantizedConv2D mixed_4/tower_2/conv/Conv2D_eightbit_quantized_conv
77116.219 221.960 221.960 0.213% 74.080% QuantizedBiasAdd mixed_4/tower_1/conv_4/batchnorm_eightbit_quantized_bias_add
76838.755 221.960 221.960 0.213% 74.294% QuantizedConv2D mixed_4/tower_1/conv_4/Conv2D_eightbit_quantized_conv
76098.827 221.960 221.960 0.213% 74.507% QuantizedBiasAdd mixed_4/tower/conv_2/batchnorm_eightbit_quantized_bias_add
75821.363 221.960 221.960 0.213% 74.720% QuantizedConv2D mixed_4/tower/conv_2/Conv2D_eightbit_quantized_conv
77449.179 221.960 221.960 0.213% 74.933% QuantizedConcat mixed_4/join_eightbit_quantized_concat
74156.507 221.960 221.960 0.213% 75.146% QuantizedBiasAdd mixed_4/conv/batchnorm_eightbit_quantized_bias_add
73379.611 221.960 221.960 0.213% 75.359% QuantizedConv2D mixed_4/conv/Conv2D_eightbit_quantized_conv
72121.755 221.960 221.960 0.213% 75.573% QuantizedConcat mixed_3/join_eightbit_quantized_concat
88436.867 184.968 184.968 0.178% 75.750% QuantizedBiasAdd mixed_6/tower_1/conv_3/batchnorm_eightbit_quantized_bias_add
88205.643 184.968 184.968 0.178% 75.928% QuantizedConv2D mixed_6/tower_1/conv_3/Conv2D_eightbit_quantized_conv
87928.171 184.968 184.968 0.178% 76.106% QuantizedBiasAdd mixed_6/tower_1/conv_2/batchnorm_eightbit_quantized_bias_add
87696.947 184.968 184.968 0.178% 76.283% QuantizedConv2D mixed_6/tower_1/conv_2/Conv2D_eightbit_quantized_conv
86809.051 184.968 184.968 0.178% 76.461% QuantizedBiasAdd mixed_6/tower_1/conv_1/batchnorm_eightbit_quantized_bias_add
86577.827 184.968 184.968 0.178% 76.638% QuantizedConv2D mixed_6/tower_1/conv_1/Conv2D_eightbit_quantized_conv
84570.811 184.968 184.968 0.178% 76.816% QuantizedBiasAdd mixed_6/tower_1/conv/batchnorm_eightbit_quantized_bias_add
84062.115 184.968 184.968 0.178% 76.994% QuantizedConv2D mixed_6/tower_1/conv/Conv2D_eightbit_quantized_conv
86300.355 184.968 184.968 0.178% 77.171% QuantizedBiasAdd mixed_6/tower/conv_1/batchnorm_eightbit_quantized_bias_add
86069.131 184.968 184.968 0.178% 77.349% QuantizedConv2D mixed_6/tower/conv_1/Conv2D_eightbit_quantized_conv
84247.091 184.968 184.968 0.178% 77.527% QuantizedBiasAdd mixed_6/tower/conv/batchnorm_eightbit_quantized_bias_add
83830.891 184.968 184.968 0.178% 77.704% QuantizedConv2D mixed_6/tower/conv/Conv2D_eightbit_quantized_conv
82499.075 184.968 184.968 0.178% 77.882% QuantizedBiasAdd mixed_5/tower_1/conv_3/batchnorm_eightbit_quantized_bias_add
82267.851 184.968 184.968 0.178% 78.060% QuantizedConv2D mixed_5/tower_1/conv_3/Conv2D_eightbit_quantized_conv
81379.955 184.968 184.968 0.178% 78.237% QuantizedBiasAdd mixed_5/tower_1/conv_2/batchnorm_eightbit_quantized_bias_add
81148.731 184.968 184.968 0.178% 78.415% QuantizedConv2D mixed_5/tower_1/conv_2/Conv2D_eightbit_quantized_conv
80547.531 184.968 184.968 0.178% 78.593% QuantizedBiasAdd mixed_5/tower_1/conv_1/batchnorm_eightbit_quantized_bias_add
80131.339 184.968 184.968 0.178% 78.770% QuantizedConv2D mixed_5/tower_1/conv_1/Conv2D_eightbit_quantized_conv
78355.547 184.968 184.968 0.178% 78.948% QuantizedBiasAdd mixed_5/tower_1/conv/batchnorm_eightbit_quantized_bias_add
78078.075 184.968 184.968 0.178% 79.126% QuantizedConv2D mixed_5/tower_1/conv/Conv2D_eightbit_quantized_conv
80825.011 184.968 184.968 0.178% 79.303% QuantizedBiasAdd mixed_5/tower/conv_1/batchnorm_eightbit_quantized_bias_add
80362.563 184.968 184.968 0.178% 79.481% QuantizedConv2D mixed_5/tower/conv_1/Conv2D_eightbit_quantized_conv
78540.515 184.968 184.968 0.178% 79.658% QuantizedBiasAdd mixed_5/tower/conv/batchnorm_eightbit_quantized_bias_add
77893.099 184.968 184.968 0.178% 79.836% QuantizedConv2D mixed_5/tower/conv/Conv2D_eightbit_quantized_conv
48559.267 156.808 156.808 0.151% 79.987% QuantizedBiasAdd mixed/tower_2/conv/batchnorm_eightbit_quantized_bias_add
48049.619 156.808 156.808 0.151% 80.137% QuantizedConv2D mixed/tower_2/conv/Conv2D_eightbit_quantized_conv
76616.771 147.976 147.976 0.142% 80.279% QuantizedBiasAdd mixed_4/tower_1/conv_3/batchnorm_eightbit_quantized_bias_add
76431.787 147.976 147.976 0.142% 80.422% QuantizedConv2D mixed_4/tower_1/conv_3/Conv2D_eightbit_quantized_conv
75599.379 147.976 147.976 0.142% 80.564% QuantizedBiasAdd mixed_4/tower_1/conv_2/batchnorm_eightbit_quantized_bias_add
75414.395 147.976 147.976 0.142% 80.706% QuantizedConv2D mixed_4/tower_1/conv_2/Conv2D_eightbit_quantized_conv
74970.427 147.976 147.976 0.142% 80.848% QuantizedBiasAdd mixed_4/tower_1/conv_1/batchnorm_eightbit_quantized_bias_add
74600.459 147.976 147.976 0.142% 80.990% QuantizedConv2D mixed_4/tower_1/conv_1/Conv2D_eightbit_quantized_conv
73083.619 147.976 147.976 0.142% 81.132% QuantizedBiasAdd mixed_4/tower_1/conv/batchnorm_eightbit_quantized_bias_add
72565.675 147.976 147.976 0.142% 81.274% QuantizedConv2D mixed_4/tower_1/conv/Conv2D_eightbit_quantized_conv
75118.411 147.976 147.976 0.142% 81.416% QuantizedBiasAdd mixed_4/tower/conv_1/batchnorm_eightbit_quantized_bias_add
74785.443 147.976 147.976 0.142% 81.559% QuantizedConv2D mixed_4/tower/conv_1/Conv2D_eightbit_quantized_conv
72935.643 147.976 147.976 0.142% 81.701% QuantizedBiasAdd mixed_4/tower/conv/batchnorm_eightbit_quantized_bias_add
72713.659 147.976 147.976 0.142% 81.843% QuantizedConv2D mixed_4/tower/conv/Conv2D_eightbit_quantized_conv
101408.515 131.080 131.080 0.126% 81.969% QuantizedConcat mixed_9/join_eightbit_quantized_concat
101539.595 131.080 131.080 0.126% 82.095% QuantizedMaxPool mixed_10/tower_2/pool_eightbit_quantized
103969.035 131.080 131.080 0.126% 82.220% QuantizedConcat mixed_10/join_eightbit_quantized_concat
71698.907 117.608 117.608 0.113% 82.333% QuantizedRelu mixed_3/tower/conv_1_eightbit_quantized
71359.331 117.608 117.608 0.113% 82.446% Requantize mixed_3/tower/conv_1/batchnorm_eightbit_requantize
70216.403 117.608 117.608 0.113% 82.559% Requantize mixed_3/tower/conv_1/Conv2D_eightbit_requantize
67885.955 117.608 117.608 0.113% 82.672% QuantizedRelu mixed_2/tower_1/conv_2_eightbit_quantized
67768.347 117.608 117.608 0.113% 82.785% Requantize mixed_2/tower_1/conv_2/batchnorm_eightbit_requantize
67180.323 117.608 117.608 0.113% 82.898% Requantize mixed_2/tower_1/conv_2/Conv2D_eightbit_requantize
66592.299 117.608 117.608 0.113% 83.011% QuantizedRelu mixed_2/tower_1/conv_1_eightbit_quantized
66474.691 117.608 117.608 0.113% 83.124% Requantize mixed_2/tower_1/conv_1/batchnorm_eightbit_requantize
65886.667 117.608 117.608 0.113% 83.237% Requantize mixed_2/tower_1/conv_1/Conv2D_eightbit_requantize
60496.347 117.608 117.608 0.113% 83.350% QuantizedRelu mixed_1/tower_1/conv_2_eightbit_quantized
60378.739 117.608 117.608 0.113% 83.463% Requantize mixed_1/tower_1/conv_2/batchnorm_eightbit_requantize
59790.715 117.608 117.608 0.113% 83.576% Requantize mixed_1/tower_1/conv_2/Conv2D_eightbit_requantize
58340.235 117.608 117.608 0.113% 83.689% QuantizedRelu mixed_1/tower_1/conv_1_eightbit_quantized
58222.627 117.608 117.608 0.113% 83.802% Requantize mixed_1/tower_1/conv_1/batchnorm_eightbit_requantize
57556.195 117.608 117.608 0.113% 83.915% Requantize mixed_1/tower_1/conv_1/Conv2D_eightbit_requantize
53185.139 117.608 117.608 0.113% 84.028% QuantizedRelu mixed/tower_1/conv_2_eightbit_quantized
53067.531 117.608 117.608 0.113% 84.141% Requantize mixed/tower_1/conv_2/batchnorm_eightbit_requantize
52479.507 117.608 117.608 0.113% 84.254% Requantize mixed/tower_1/conv_2/Conv2D_eightbit_requantize
51891.483 117.608 117.608 0.113% 84.367% QuantizedRelu mixed/tower_1/conv_1_eightbit_quantized
51773.875 117.608 117.608 0.113% 84.480% Requantize mixed/tower_1/conv_1/batchnorm_eightbit_requantize
51185.851 117.608 117.608 0.113% 84.592% Requantize mixed/tower_1/conv_1/Conv2D_eightbit_requantize
99884.491 114.696 114.696 0.110% 84.703% QuantizedBiasAdd mixed_9/tower_1/conv/batchnorm_eightbit_quantized_bias_add
99741.107 114.696 114.696 0.110% 84.813% QuantizedConv2D mixed_9/tower_1/conv/Conv2D_eightbit_quantized_conv
102445.011 114.696 114.696 0.110% 84.923% QuantizedBiasAdd mixed_10/tower_1/conv/batchnorm_eightbit_quantized_bias_add
102301.627 114.696 114.696 0.110% 85.033% QuantizedConv2D mixed_10/tower_1/conv/Conv2D_eightbit_quantized_conv
71955.259 110.984 110.984 0.107% 85.140% QuantizedBiasAdd mixed_3/tower/conv_2/batchnorm_eightbit_quantized_bias_add
71816.515 110.984 110.984 0.107% 85.246% QuantizedConv2D mixed_3/tower/conv_2/Conv2D_eightbit_quantized_conv
71587.923 110.984 110.984 0.107% 85.353% QuantizedRelu mixed_3/conv_eightbit_quantized
71476.939 110.984 110.984 0.107% 85.459% Requantize mixed_3/conv/batchnorm_eightbit_requantize
70334.011 110.984 110.984 0.107% 85.566% Requantize mixed_3/conv/Conv2D_eightbit_requantize
100990.635 98.312 98.312 0.094% 85.660% QuantizedBiasAdd mixed_9/tower_1/mixed/conv_1/batchnorm_eightbit_quantized_bias_add
100867.731 98.312 98.312 0.094% 85.755% QuantizedConv2D mixed_9/tower_1/mixed/conv_1/Conv2D_eightbit_quantized_conv
101261.027 98.312 98.312 0.094% 85.849% QuantizedBiasAdd mixed_9/tower_1/mixed/conv/batchnorm_eightbit_quantized_bias_add
101138.123 98.312 98.312 0.094% 85.944% QuantizedConv2D mixed_9/tower_1/mixed/conv/Conv2D_eightbit_quantized_conv
100720.243 98.312 98.312 0.094% 86.038% QuantizedBiasAdd mixed_9/tower_1/conv_1/batchnorm_eightbit_quantized_bias_add
100597.339 98.312 98.312 0.094% 86.133% QuantizedConv2D mixed_9/tower_1/conv_1/Conv2D_eightbit_quantized_conv
100179.459 98.312 98.312 0.094% 86.227% QuantizedBiasAdd mixed_9/tower/mixed/conv_1/batchnorm_eightbit_quantized_bias_add
100056.555 98.312 98.312 0.094% 86.321% QuantizedConv2D mixed_9/tower/mixed/conv_1/Conv2D_eightbit_quantized_conv
100449.851 98.312 98.312 0.094% 86.416% QuantizedBiasAdd mixed_9/tower/mixed/conv/batchnorm_eightbit_quantized_bias_add
100326.947 98.312 98.312 0.094% 86.510% QuantizedConv2D mixed_9/tower/mixed/conv/Conv2D_eightbit_quantized_conv
99593.619 98.312 98.312 0.094% 86.605% QuantizedBiasAdd mixed_9/tower/conv/batchnorm_eightbit_quantized_bias_add
99470.715 98.312 98.312 0.094% 86.699% QuantizedConv2D mixed_9/tower/conv/Conv2D_eightbit_quantized_conv
103821.547 98.312 98.312 0.094% 86.794% QuantizedBiasAdd mixed_10/tower_1/mixed/conv_1/batchnorm_eightbit_quantized_bias_add
103698.643 98.312 98.312 0.094% 86.888% QuantizedConv2D mixed_10/tower_1/mixed/conv_1/Conv2D_eightbit_quantized_conv
103551.155 98.312 98.312 0.094% 86.982% QuantizedBiasAdd mixed_10/tower_1/mixed/conv/batchnorm_eightbit_quantized_bias_add
103428.251 98.312 98.312 0.094% 87.077% QuantizedConv2D mixed_10/tower_1/mixed/conv/Conv2D_eightbit_quantized_conv
103280.763 98.312 98.312 0.094% 87.171% QuantizedBiasAdd mixed_10/tower_1/conv_1/batchnorm_eightbit_quantized_bias_add
103157.859 98.312 98.312 0.094% 87.266% QuantizedConv2D mixed_10/tower_1/conv_1/Conv2D_eightbit_quantized_conv
103010.371 98.312 98.312 0.094% 87.360% QuantizedBiasAdd mixed_10/tower/mixed/conv_1/batchnorm_eightbit_quantized_bias_add
102887.467 98.312 98.312 0.094% 87.454% QuantizedConv2D mixed_10/tower/mixed/conv_1/Conv2D_eightbit_quantized_conv
102739.979 98.312 98.312 0.094% 87.549% QuantizedBiasAdd mixed_10/tower/mixed/conv/batchnorm_eightbit_quantized_bias_add
102617.075 98.312 98.312 0.094% 87.643% QuantizedConv2D mixed_10/tower/mixed/conv/Conv2D_eightbit_quantized_conv
102154.139 98.312 98.312 0.094% 87.738% QuantizedBiasAdd mixed_10/tower/conv/batchnorm_eightbit_quantized_bias_add
102031.235 98.312 98.312 0.094% 87.832% QuantizedConv2D mixed_10/tower/conv/Conv2D_eightbit_quantized_conv
68356.371 83.240 83.240 0.080% 87.912% QuantizedMaxPool mixed_3/pool_eightbit_quantized
99028.227 81.928 81.928 0.079% 87.991% QuantizedAvgPool mixed_9/tower_2/pool_eightbit_quantized
99347.803 81.928 81.928 0.079% 88.070% QuantizedBiasAdd mixed_9/conv/batchnorm_eightbit_quantized_bias_add
99245.379 81.928 81.928 0.079% 88.148% QuantizedConv2D mixed_9/conv/Conv2D_eightbit_quantized_conv
98077.739 81.928 81.928 0.079% 88.227% QuantizedBiasAdd mixed_8/tower/conv_1/batchnorm_eightbit_quantized_bias_add
97975.315 81.928 81.928 0.079% 88.306% QuantizedConv2D mixed_8/tower/conv_1/Conv2D_eightbit_quantized_conv
98946.299 81.928 81.928 0.079% 88.384% QuantizedConcat mixed_8/join_eightbit_quantized_concat
101773.099 81.928 81.928 0.079% 88.463% QuantizedBiasAdd mixed_10/conv/batchnorm_eightbit_quantized_bias_add
101670.675 81.928 81.928 0.079% 88.542% QuantizedConv2D mixed_10/conv/Conv2D_eightbit_quantized_conv
69223.659 78.408 78.408 0.075% 88.617% QuantizedRelu mixed_3/tower/conv_eightbit_quantized
69145.251 78.408 78.408 0.075% 88.692% Requantize mixed_3/tower/conv/batchnorm_eightbit_requantize
68753.227 78.408 78.408 0.075% 88.768% Requantize mixed_3/tower/conv/Conv2D_eightbit_requantize
64004.955 78.408 78.408 0.075% 88.843% QuantizedRelu mixed_2/tower_2/conv_eightbit_quantized
63926.547 78.408 78.408 0.075% 88.918% Requantize mixed_2/tower_2/conv/batchnorm_eightbit_requantize
63299.299 78.408 78.408 0.075% 88.993% Requantize mixed_2/tower_2/conv/Conv2D_eightbit_requantize
64475.387 78.408 78.408 0.075% 89.069% QuantizedRelu mixed_2/tower_1/conv_eightbit_quantized
64396.979 78.408 78.408 0.075% 89.144% Requantize mixed_2/tower_1/conv/batchnorm_eightbit_requantize
63534.523 78.408 78.408 0.075% 89.219% Requantize mixed_2/tower_1/conv/Conv2D_eightbit_requantize
65337.843 78.408 78.408 0.075% 89.295% QuantizedRelu mixed_2/tower/conv_1_eightbit_quantized
65259.435 78.408 78.408 0.075% 89.370% Requantize mixed_2/tower/conv_1/batchnorm_eightbit_requantize
64867.411 78.408 78.408 0.075% 89.445% Requantize mixed_2/tower/conv_1/Conv2D_eightbit_requantize
63456.115 78.408 78.408 0.075% 89.521% QuantizedRelu mixed_2/conv_eightbit_quantized
63377.707 78.408 78.408 0.075% 89.596% Requantize mixed_2/conv/batchnorm_eightbit_requantize
62280.043 78.408 78.408 0.075% 89.671% Requantize mixed_2/conv/Conv2D_eightbit_requantize
57673.803 78.408 78.408 0.075% 89.746% QuantizedRelu mixed_1/tower_2/conv_eightbit_quantized
57477.787 78.408 78.408 0.075% 89.822% Requantize mixed_1/tower_2/conv/batchnorm_eightbit_requantize
56144.915 78.408 78.408 0.075% 89.897% Requantize mixed_1/tower_2/conv/Conv2D_eightbit_requantize
56007.691 78.408 78.408 0.075% 89.972% QuantizedRelu mixed_1/tower_1/conv_eightbit_quantized
55478.443 78.408 78.408 0.075% 90.048% Requantize mixed_1/tower_1/conv/batchnorm_eightbit_requantize
54478.787 78.408 78.408 0.075% 90.123% Requantize mixed_1/tower_1/conv/Conv2D_eightbit_requantize
59241.891 78.408 78.408 0.075% 90.198% QuantizedRelu mixed_1/tower/conv_1_eightbit_quantized
59163.483 78.408 78.408 0.075% 90.274% Requantize mixed_1/tower/conv_1/batchnorm_eightbit_requantize
58771.459 78.408 78.408 0.075% 90.349% Requantize mixed_1/tower/conv_1/Conv2D_eightbit_requantize
57085.763 78.408 78.408 0.075% 90.424% QuantizedRelu mixed_1/conv_eightbit_quantized
57007.355 78.408 78.408 0.075% 90.500% Requantize mixed_1/conv/batchnorm_eightbit_requantize
55615.675 78.408 78.408 0.075% 90.575% Requantize mixed_1/conv/Conv2D_eightbit_requantize
49696.163 78.408 78.408 0.075% 90.650% QuantizedRelu mixed/tower_1/conv_eightbit_quantized
49539.339 78.408 78.408 0.075% 90.725% Requantize mixed/tower_1/conv/batchnorm_eightbit_requantize
47971.203 78.408 78.408 0.075% 90.801% Requantize mixed/tower_1/conv/Conv2D_eightbit_requantize
50637.027 78.408 78.408 0.075% 90.876% QuantizedRelu mixed/tower/conv_1_eightbit_quantized
50558.619 78.408 78.408 0.075% 90.951% Requantize mixed/tower/conv_1/batchnorm_eightbit_requantize
50166.595 78.408 78.408 0.075% 91.027% Requantize mixed/tower/conv_1/Conv2D_eightbit_requantize
49774.571 78.408 78.408 0.075% 91.102% QuantizedRelu mixed/conv_eightbit_quantized
49617.755 78.408 78.408 0.075% 91.177% Requantize mixed/conv/batchnorm_eightbit_requantize
48441.643 78.408 78.408 0.075% 91.253% Requantize mixed/conv/Conv2D_eightbit_requantize
62221.235 58.808 58.808 0.056% 91.309% QuantizedRelu mixed_2/tower/conv_eightbit_quantized
62162.419 58.808 58.808 0.056% 91.366% Requantize mixed_2/tower/conv/batchnorm_eightbit_requantize
61554.787 58.808 58.808 0.056% 91.422% Requantize mixed_2/tower/conv/Conv2D_eightbit_requantize
56086.107 58.808 58.808 0.056% 91.479% QuantizedRelu mixed_1/tower/conv_eightbit_quantized
55556.867 58.808 58.808 0.056% 91.535% Requantize mixed_1/tower/conv/batchnorm_eightbit_requantize
54557.203 58.808 58.808 0.056% 91.591% Requantize mixed_1/tower/conv/Conv2D_eightbit_requantize
49127.715 58.808 58.808 0.056% 91.648% QuantizedRelu mixed/tower/conv_eightbit_quantized
49029.691 58.808 58.808 0.056% 91.704% Requantize mixed/tower/conv/batchnorm_eightbit_requantize
47598.787 58.808 58.808 0.056% 91.761% Requantize mixed/tower/conv/Conv2D_eightbit_requantize
96976.435 55.496 55.496 0.053% 91.814% QuantizedRelu mixed_8/tower_1/conv_eightbit_quantized
98755.579 55.496 55.496 0.053% 91.868% QuantizedRelu mixed_8/tower_1/conv_2_eightbit_quantized
98700.083 55.496 55.496 0.053% 91.921% Requantize mixed_8/tower_1/conv_2/batchnorm_eightbit_requantize
98422.619 55.496 55.496 0.053% 91.974% Requantize mixed_8/tower_1/conv_2/Conv2D_eightbit_requantize
97919.819 55.496 55.496 0.053% 92.027% QuantizedRelu mixed_8/tower_1/conv_1_eightbit_quantized
97864.323 55.496 55.496 0.053% 92.081% Requantize mixed_8/tower_1/conv_1/batchnorm_eightbit_requantize
97586.859 55.496 55.496 0.053% 92.134% Requantize mixed_8/tower_1/conv_1/Conv2D_eightbit_requantize
96920.939 55.496 55.496 0.053% 92.187% Requantize mixed_8/tower_1/conv/batchnorm_eightbit_requantize
96366.011 55.496 55.496 0.053% 92.241% Requantize mixed_8/tower_1/conv/Conv2D_eightbit_requantize
97309.395 55.496 55.496 0.053% 92.294% QuantizedRelu mixed_8/tower/conv_eightbit_quantized
97253.899 55.496 55.496 0.053% 92.347% Requantize mixed_8/tower/conv/batchnorm_eightbit_requantize
96865.443 55.496 55.496 0.053% 92.401% Requantize mixed_8/tower/conv/Conv2D_eightbit_requantize
92154.883 55.496 55.496 0.053% 92.454% QuantizedRelu mixed_7/tower_2/conv_eightbit_quantized
92099.387 55.496 55.496 0.053% 92.507% Requantize mixed_7/tower_2/conv/batchnorm_eightbit_requantize
91488.963 55.496 55.496 0.053% 92.560% Requantize mixed_7/tower_2/conv/Conv2D_eightbit_requantize
90823.043 55.496 55.496 0.053% 92.614% QuantizedRelu mixed_7/tower_1/conv_eightbit_quantized
95817.427 55.496 55.496 0.053% 92.667% QuantizedRelu mixed_7/tower_1/conv_4_eightbit_quantized
95761.931 55.496 55.496 0.053% 92.720% Requantize mixed_7/tower_1/conv_4/batchnorm_eightbit_requantize
95484.467 55.496 55.496 0.053% 92.774% Requantize mixed_7/tower_1/conv_4/Conv2D_eightbit_requantize
95207.003 55.496 55.496 0.053% 92.827% QuantizedRelu mixed_7/tower_1/conv_3_eightbit_quantized
95151.507 55.496 55.496 0.053% 92.880% Requantize mixed_7/tower_1/conv_3/batchnorm_eightbit_requantize
94874.043 55.496 55.496 0.053% 92.934% Requantize mixed_7/tower_1/conv_3/Conv2D_eightbit_requantize
93986.155 55.496 55.496 0.053% 92.987% QuantizedRelu mixed_7/tower_1/conv_2_eightbit_quantized
93930.659 55.496 55.496 0.053% 93.040% Requantize mixed_7/tower_1/conv_2/batchnorm_eightbit_requantize
93653.195 55.496 55.496 0.053% 93.093% Requantize mixed_7/tower_1/conv_2/Conv2D_eightbit_requantize
92765.307 55.496 55.496 0.053% 93.147% QuantizedRelu mixed_7/tower_1/conv_1_eightbit_quantized
92709.811 55.496 55.496 0.053% 93.200% Requantize mixed_7/tower_1/conv_1/batchnorm_eightbit_requantize
92432.347 55.496 55.496 0.053% 93.253% Requantize mixed_7/tower_1/conv_1/Conv2D_eightbit_requantize
90545.579 55.496 55.496 0.053% 93.307% Requantize mixed_7/tower_1/conv/batchnorm_eightbit_requantize
89990.651 55.496 55.496 0.053% 93.360% Requantize mixed_7/tower_1/conv/Conv2D_eightbit_requantize
92043.883 55.496 55.496 0.053% 93.413% QuantizedRelu mixed_7/tower/conv_eightbit_quantized
94596.579 55.496 55.496 0.053% 93.467% QuantizedRelu mixed_7/tower/conv_2_eightbit_quantized
94541.083 55.496 55.496 0.053% 93.520% Requantize mixed_7/tower/conv_2/batchnorm_eightbit_requantize
94263.619 55.496 55.496 0.053% 93.573% Requantize mixed_7/tower/conv_2/Conv2D_eightbit_requantize
93375.731 55.496 55.496 0.053% 93.626% QuantizedRelu mixed_7/tower/conv_1_eightbit_quantized
93320.235 55.496 55.496 0.053% 93.680% Requantize mixed_7/tower/conv_1/batchnorm_eightbit_requantize
93042.771 55.496 55.496 0.053% 93.733% Requantize mixed_7/tower/conv_1/Conv2D_eightbit_requantize
91766.427 55.496 55.496 0.053% 93.786% Requantize mixed_7/tower/conv/batchnorm_eightbit_requantize
91211.499 55.496 55.496 0.053% 93.840% Requantize mixed_7/tower/conv/Conv2D_eightbit_requantize
90934.035 55.496 55.496 0.053% 93.893% QuantizedRelu mixed_7/conv_eightbit_quantized
90878.539 55.496 55.496 0.053% 93.946% Requantize mixed_7/conv/batchnorm_eightbit_requantize
90490.075 55.496 55.496 0.053% 94.000% Requantize mixed_7/conv/Conv2D_eightbit_requantize
85958.139 55.496 55.496 0.053% 94.053% QuantizedRelu mixed_6/tower_2/conv_eightbit_quantized
85847.147 55.496 55.496 0.053% 94.106% Requantize mixed_6/tower_2/conv/batchnorm_eightbit_requantize
85292.219 55.496 55.496 0.053% 94.159% Requantize mixed_6/tower_2/conv/Conv2D_eightbit_requantize
89269.267 55.496 55.496 0.053% 94.213% QuantizedRelu mixed_6/tower_1/conv_4_eightbit_quantized
89213.771 55.496 55.496 0.053% 94.266% Requantize mixed_6/tower_1/conv_4/batchnorm_eightbit_requantize
88936.307 55.496 55.496 0.053% 94.319% Requantize mixed_6/tower_1/conv_4/Conv2D_eightbit_requantize
87641.451 55.496 55.496 0.053% 94.373% QuantizedRelu mixed_6/tower/conv_2_eightbit_quantized
87585.955 55.496 55.496 0.053% 94.426% Requantize mixed_6/tower/conv_2/batchnorm_eightbit_requantize
87308.491 55.496 55.496 0.053% 94.479% Requantize mixed_6/tower/conv_2/Conv2D_eightbit_requantize
86013.635 55.496 55.496 0.053% 94.533% QuantizedRelu mixed_6/conv_eightbit_quantized
85902.643 55.496 55.496 0.053% 94.586% Requantize mixed_6/conv/batchnorm_eightbit_requantize
85347.715 55.496 55.496 0.053% 94.639% Requantize mixed_6/conv/Conv2D_eightbit_requantize
80075.843 55.496 55.496 0.053% 94.692% QuantizedRelu mixed_5/tower_2/conv_eightbit_quantized
79964.851 55.496 55.496 0.053% 94.746% Requantize mixed_5/tower_2/conv/batchnorm_eightbit_requantize
79354.427 55.496 55.496 0.053% 94.799% Requantize mixed_5/tower_2/conv/Conv2D_eightbit_requantize
83331.475 55.496 55.496 0.053% 94.852% QuantizedRelu mixed_5/tower_1/conv_4_eightbit_quantized
83275.979 55.496 55.496 0.053% 94.906% Requantize mixed_5/tower_1/conv_4/batchnorm_eightbit_requantize
82998.515 55.496 55.496 0.053% 94.959% Requantize mixed_5/tower_1/conv_4/Conv2D_eightbit_requantize
82212.355 55.496 55.496 0.053% 95.012% QuantizedRelu mixed_5/tower/conv_2_eightbit_quantized
82156.859 55.496 55.496 0.053% 95.066% Requantize mixed_5/tower/conv_2/batchnorm_eightbit_requantize
81879.395 55.496 55.496 0.053% 95.119% Requantize mixed_5/tower/conv_2/Conv2D_eightbit_requantize
80020.347 55.496 55.496 0.053% 95.172% QuantizedRelu mixed_5/conv_eightbit_quantized
79909.355 55.496 55.496 0.053% 95.225% Requantize mixed_5/conv/batchnorm_eightbit_requantize
79409.923 55.496 55.496 0.053% 95.279% Requantize mixed_5/conv/Conv2D_eightbit_requantize
74489.467 55.496 55.496 0.053% 95.332% QuantizedRelu mixed_4/tower_2/conv_eightbit_quantized
74433.971 55.496 55.496 0.053% 95.385% Requantize mixed_4/tower_2/conv/batchnorm_eightbit_requantize
73823.547 55.496 55.496 0.053% 95.439% Requantize mixed_4/tower_2/conv/Conv2D_eightbit_requantize
77393.683 55.496 55.496 0.053% 95.492% QuantizedRelu mixed_4/tower_1/conv_4_eightbit_quantized
77338.187 55.496 55.496 0.053% 95.545% Requantize mixed_4/tower_1/conv_4/batchnorm_eightbit_requantize
77060.723 55.496 55.496 0.053% 95.599% Requantize mixed_4/tower_1/conv_4/Conv2D_eightbit_requantize
76376.291 55.496 55.496 0.053% 95.652% QuantizedRelu mixed_4/tower/conv_2_eightbit_quantized
76320.795 55.496 55.496 0.053% 95.705% Requantize mixed_4/tower/conv_2/batchnorm_eightbit_requantize
76043.331 55.496 55.496 0.053% 95.758% Requantize mixed_4/tower/conv_2/Conv2D_eightbit_requantize
74544.963 55.496 55.496 0.053% 95.812% QuantizedRelu mixed_4/conv_eightbit_quantized
74378.475 55.496 55.496 0.053% 95.865% Requantize mixed_4/conv/batchnorm_eightbit_requantize
73879.043 55.496 55.496 0.053% 95.918% Requantize mixed_4/conv/Conv2D_eightbit_requantize
99171.619 49.160 49.160 0.047% 95.966% QuantizedBiasAdd mixed_9/tower_2/conv/batchnorm_eightbit_quantized_bias_add
99110.155 49.160 49.160 0.047% 96.013% QuantizedConv2D mixed_9/tower_2/conv/Conv2D_eightbit_quantized_conv
98872.539 49.160 49.160 0.047% 96.060% QuantizedBiasAdd mixed_8/tower_1/conv_3/batchnorm_eightbit_quantized_bias_add
98811.075 49.160 49.160 0.047% 96.107% QuantizedConv2D mixed_8/tower_1/conv_3/Conv2D_eightbit_quantized_conv
96094.883 49.160 49.160 0.047% 96.154% QuantizedMaxPool mixed_8/pool_eightbit_quantized
101957.475 49.160 49.160 0.047% 96.202% QuantizedBiasAdd mixed_10/tower_2/conv/batchnorm_eightbit_quantized_bias_add
101896.011 49.160 49.160 0.047% 96.249% QuantizedConv2D mixed_10/tower_2/conv/Conv2D_eightbit_quantized_conv
84802.035 46.248 46.248 0.044% 96.293% QuantizedRelu mixed_6/tower_1/conv_eightbit_quantized
88668.091 46.248 46.248 0.044% 96.338% QuantizedRelu mixed_6/tower_1/conv_3_eightbit_quantized
88621.843 46.248 46.248 0.044% 96.382% Requantize mixed_6/tower_1/conv_3/batchnorm_eightbit_requantize
88390.619 46.248 46.248 0.044% 96.426% Requantize mixed_6/tower_1/conv_3/Conv2D_eightbit_requantize
88159.395 46.248 46.248 0.044% 96.471% QuantizedRelu mixed_6/tower_1/conv_2_eightbit_quantized
88113.147 46.248 46.248 0.044% 96.515% Requantize mixed_6/tower_1/conv_2/batchnorm_eightbit_requantize
87881.923 46.248 46.248 0.044% 96.560% Requantize mixed_6/tower_1/conv_2/Conv2D_eightbit_requantize
87040.275 46.248 46.248 0.044% 96.604% QuantizedRelu mixed_6/tower_1/conv_1_eightbit_quantized
86994.027 46.248 46.248 0.044% 96.649% Requantize mixed_6/tower_1/conv_1/batchnorm_eightbit_requantize
86762.803 46.248 46.248 0.044% 96.693% Requantize mixed_6/tower_1/conv_1/Conv2D_eightbit_requantize
84755.787 46.248 46.248 0.044% 96.737% Requantize mixed_6/tower_1/conv/batchnorm_eightbit_requantize
84432.067 46.248 46.248 0.044% 96.782% Requantize mixed_6/tower_1/conv/Conv2D_eightbit_requantize
84524.563 46.248 46.248 0.044% 96.826% QuantizedRelu mixed_6/tower/conv_eightbit_quantized
86531.579 46.248 46.248 0.044% 96.871% QuantizedRelu mixed_6/tower/conv_1_eightbit_quantized
86485.331 46.248 46.248 0.044% 96.915% Requantize mixed_6/tower/conv_1/batchnorm_eightbit_requantize
86254.107 46.248 46.248 0.044% 96.960% Requantize mixed_6/tower/conv_1/Conv2D_eightbit_requantize
84478.315 46.248 46.248 0.044% 97.004% Requantize mixed_6/tower/conv/batchnorm_eightbit_requantize
84015.867 46.248 46.248 0.044% 97.048% Requantize mixed_6/tower/conv/Conv2D_eightbit_requantize
78817.995 46.248 46.248 0.044% 97.093% QuantizedRelu mixed_5/tower_1/conv_eightbit_quantized
82730.299 46.248 46.248 0.044% 97.137% QuantizedRelu mixed_5/tower_1/conv_3_eightbit_quantized
82684.051 46.248 46.248 0.044% 97.182% Requantize mixed_5/tower_1/conv_3/batchnorm_eightbit_requantize
82452.827 46.248 46.248 0.044% 97.226% Requantize mixed_5/tower_1/conv_3/Conv2D_eightbit_requantize
81611.179 46.248 46.248 0.044% 97.270% QuantizedRelu mixed_5/tower_1/conv_2_eightbit_quantized
81564.931 46.248 46.248 0.044% 97.315% Requantize mixed_5/tower_1/conv_2/batchnorm_eightbit_requantize
81333.707 46.248 46.248 0.044% 97.359% Requantize mixed_5/tower_1/conv_2/Conv2D_eightbit_requantize
81009.979 46.248 46.248 0.044% 97.404% QuantizedRelu mixed_5/tower_1/conv_1_eightbit_quantized
80778.763 46.248 46.248 0.044% 97.448% Requantize mixed_5/tower_1/conv_1/batchnorm_eightbit_requantize
80316.315 46.248 46.248 0.044% 97.493% Requantize mixed_5/tower_1/conv_1/Conv2D_eightbit_requantize
78725.499 46.248 46.248 0.044% 97.537% Requantize mixed_5/tower_1/conv/batchnorm_eightbit_requantize
78309.299 46.248 46.248 0.044% 97.581% Requantize mixed_5/tower_1/conv/Conv2D_eightbit_requantize
78864.243 46.248 46.248 0.044% 97.626% QuantizedRelu mixed_5/tower/conv_eightbit_quantized
81102.483 46.248 46.248 0.044% 97.670% QuantizedRelu mixed_5/tower/conv_1_eightbit_quantized
81056.235 46.248 46.248 0.044% 97.715% Requantize mixed_5/tower/conv_1/batchnorm_eightbit_requantize
80732.515 46.248 46.248 0.044% 97.759% Requantize mixed_5/tower/conv_1/Conv2D_eightbit_requantize
78771.747 46.248 46.248 0.044% 97.803% Requantize mixed_5/tower/conv/batchnorm_eightbit_requantize
78263.051 46.248 46.248 0.044% 97.848% Requantize mixed_5/tower/conv/Conv2D_eightbit_requantize
49500.131 39.208 39.208 0.038% 97.886% QuantizedRelu mixed/tower_2/conv_eightbit_quantized
49088.507 39.208 39.208 0.038% 97.923% Requantize mixed/tower_2/conv/batchnorm_eightbit_requantize
48520.059 39.208 39.208 0.038% 97.961% Requantize mixed/tower_2/conv/Conv2D_eightbit_requantize
73342.611 37.000 37.000 0.036% 97.996% QuantizedRelu mixed_4/tower_1/conv_eightbit_quantized
76801.755 37.000 37.000 0.036% 98.032% QuantizedRelu mixed_4/tower_1/conv_3_eightbit_quantized
76764.755 37.000 37.000 0.036% 98.067% Requantize mixed_4/tower_1/conv_3/batchnorm_eightbit_requantize
76579.771 37.000 37.000 0.036% 98.103% Requantize mixed_4/tower_1/conv_3/Conv2D_eightbit_requantize
75784.363 37.000 37.000 0.036% 98.139% QuantizedRelu mixed_4/tower_1/conv_2_eightbit_quantized
75747.363 37.000 37.000 0.036% 98.174% Requantize mixed_4/tower_1/conv_2/batchnorm_eightbit_requantize
75562.379 37.000 37.000 0.036% 98.210% Requantize mixed_4/tower_1/conv_2/Conv2D_eightbit_requantize
75340.395 37.000 37.000 0.036% 98.245% QuantizedRelu mixed_4/tower_1/conv_1_eightbit_quantized
75266.387 37.000 37.000 0.036% 98.281% Requantize mixed_4/tower_1/conv_1/batchnorm_eightbit_requantize
74748.443 37.000 37.000 0.036% 98.316% Requantize mixed_4/tower_1/conv_1/Conv2D_eightbit_requantize
73268.611 37.000 37.000 0.036% 98.352% Requantize mixed_4/tower_1/conv/batchnorm_eightbit_requantize
72861.643 37.000 37.000 0.036% 98.387% Requantize mixed_4/tower_1/conv/Conv2D_eightbit_requantize
73305.611 37.000 37.000 0.036% 98.423% QuantizedRelu mixed_4/tower/conv_eightbit_quantized
75377.395 37.000 37.000 0.036% 98.458% QuantizedRelu mixed_4/tower/conv_1_eightbit_quantized
75303.395 37.000 37.000 0.036% 98.494% Requantize mixed_4/tower/conv_1/batchnorm_eightbit_requantize
74933.427 37.000 37.000 0.036% 98.529% Requantize mixed_4/tower/conv_1/Conv2D_eightbit_requantize
73231.611 37.000 37.000 0.036% 98.565% Requantize mixed_4/tower/conv/batchnorm_eightbit_requantize
72898.643 37.000 37.000 0.036% 98.600% Requantize mixed_4/tower/conv/Conv2D_eightbit_requantize
100027.875 28.680 28.680 0.028% 98.628% QuantizedRelu mixed_9/tower_1/conv_eightbit_quantized
99999.195 28.680 28.680 0.028% 98.656% Requantize mixed_9/tower_1/conv/batchnorm_eightbit_requantize
99855.811 28.680 28.680 0.028% 98.683% Requantize mixed_9/tower_1/conv/Conv2D_eightbit_requantize
102588.395 28.680 28.680 0.028% 98.711% QuantizedRelu mixed_10/tower_1/conv_eightbit_quantized
102559.715 28.680 28.680 0.028% 98.738% Requantize mixed_10/tower_1/conv/batchnorm_eightbit_requantize
102416.331 28.680 28.680 0.028% 98.766% Requantize mixed_10/tower_1/conv/Conv2D_eightbit_requantize
72094.003 27.752 27.752 0.027% 98.792% QuantizedRelu mixed_3/tower/conv_2_eightbit_quantized
72066.251 27.752 27.752 0.027% 98.819% Requantize mixed_3/tower/conv_2/batchnorm_eightbit_requantize
71927.507 27.752 27.752 0.027% 98.846% Requantize mixed_3/tower/conv_2/Conv2D_eightbit_requantize
101383.931 24.584 24.584 0.024% 98.869% QuantizedRelu mixed_9/tower_1/mixed/conv_eightbit_quantized
101113.539 24.584 24.584 0.024% 98.893% QuantizedRelu mixed_9/tower_1/mixed/conv_1_eightbit_quantized
101088.955 24.584 24.584 0.024% 98.917% Requantize mixed_9/tower_1/mixed/conv_1/batchnorm_eightbit_requantize
100966.051 24.584 24.584 0.024% 98.940% Requantize mixed_9/tower_1/mixed/conv_1/Conv2D_eightbit_requantize
101359.347 24.584 24.584 0.024% 98.964% Requantize mixed_9/tower_1/mixed/conv/batchnorm_eightbit_requantize
101236.443 24.584 24.584 0.024% 98.987% Requantize mixed_9/tower_1/mixed/conv/Conv2D_eightbit_requantize
100843.147 24.584 24.584 0.024% 99.011% QuantizedRelu mixed_9/tower_1/conv_1_eightbit_quantized
100818.563 24.584 24.584 0.024% 99.035% Requantize mixed_9/tower_1/conv_1/batchnorm_eightbit_requantize
100695.659 24.584 24.584 0.024% 99.058% Requantize mixed_9/tower_1/conv_1/Conv2D_eightbit_requantize
100572.755 24.584 24.584 0.024% 99.082% QuantizedRelu mixed_9/tower/mixed/conv_eightbit_quantized
100302.363 24.584 24.584 0.024% 99.105% QuantizedRelu mixed_9/tower/mixed/conv_1_eightbit_quantized
100277.779 24.584 24.584 0.024% 99.129% Requantize mixed_9/tower/mixed/conv_1/batchnorm_eightbit_requantize
100154.875 24.584 24.584 0.024% 99.153% Requantize mixed_9/tower/mixed/conv_1/Conv2D_eightbit_requantize
100548.171 24.584 24.584 0.024% 99.176% Requantize mixed_9/tower/mixed/conv/batchnorm_eightbit_requantize
100425.267 24.584 24.584 0.024% 99.200% Requantize mixed_9/tower/mixed/conv/Conv2D_eightbit_requantize
99716.523 24.584 24.584 0.024% 99.223% QuantizedRelu mixed_9/tower/conv_eightbit_quantized
99691.939 24.584 24.584 0.024% 99.247% Requantize mixed_9/tower/conv/batchnorm_eightbit_requantize
99569.035 24.584 24.584 0.024% 99.271% Requantize mixed_9/tower/conv/Conv2D_eightbit_requantize
103674.059 24.584 24.584 0.024% 99.294% QuantizedRelu mixed_10/tower_1/mixed/conv_eightbit_quantized
103944.451 24.584 24.584 0.024% 99.318% QuantizedRelu mixed_10/tower_1/mixed/conv_1_eightbit_quantized
103919.867 24.584 24.584 0.024% 99.342% Requantize mixed_10/tower_1/mixed/conv_1/batchnorm_eightbit_requantize
103796.963 24.584 24.584 0.024% 99.365% Requantize mixed_10/tower_1/mixed/conv_1/Conv2D_eightbit_requantize
103649.475 24.584 24.584 0.024% 99.389% Requantize mixed_10/tower_1/mixed/conv/batchnorm_eightbit_requantize
103526.571 24.584 24.584 0.024% 99.412% Requantize mixed_10/tower_1/mixed/conv/Conv2D_eightbit_requantize
103403.667 24.584 24.584 0.024% 99.436% QuantizedRelu mixed_10/tower_1/conv_1_eightbit_quantized
103379.083 24.584 24.584 0.024% 99.460% Requantize mixed_10/tower_1/conv_1/batchnorm_eightbit_requantize
103256.179 24.584 24.584 0.024% 99.483% Requantize mixed_10/tower_1/conv_1/Conv2D_eightbit_requantize
102862.883 24.584 24.584 0.024% 99.507% QuantizedRelu mixed_10/tower/mixed/conv_eightbit_quantized
103133.275 24.584 24.584 0.024% 99.530% QuantizedRelu mixed_10/tower/mixed/conv_1_eightbit_quantized
103108.691 24.584 24.584 0.024% 99.554% Requantize mixed_10/tower/mixed/conv_1/batchnorm_eightbit_requantize
102985.787 24.584 24.584 0.024% 99.578% Requantize mixed_10/tower/mixed/conv_1/Conv2D_eightbit_requantize
102838.299 24.584 24.584 0.024% 99.601% Requantize mixed_10/tower/mixed/conv/batchnorm_eightbit_requantize
102715.395 24.584 24.584 0.024% 99.625% Requantize mixed_10/tower/mixed/conv/Conv2D_eightbit_requantize
102277.043 24.584 24.584 0.024% 99.648% QuantizedRelu mixed_10/tower/conv_eightbit_quantized
102252.459 24.584 24.584 0.024% 99.672% Requantize mixed_10/tower/conv/batchnorm_eightbit_requantize
102129.555 24.584 24.584 0.024% 99.696% Requantize mixed_10/tower/conv/Conv2D_eightbit_requantize
99450.227 20.488 20.488 0.020% 99.715% QuantizedRelu mixed_9/conv_eightbit_quantized
99429.739 20.488 20.488 0.020% 99.735% Requantize mixed_9/conv/batchnorm_eightbit_requantize
99327.315 20.488 20.488 0.020% 99.755% Requantize mixed_9/conv/Conv2D_eightbit_requantize
98180.163 20.488 20.488 0.020% 99.774% QuantizedRelu mixed_8/tower/conv_1_eightbit_quantized
98159.675 20.488 20.488 0.020% 99.794% Requantize mixed_8/tower/conv_1/batchnorm_eightbit_requantize
98057.251 20.488 20.488 0.020% 99.814% Requantize mixed_8/tower/conv_1/Conv2D_eightbit_requantize
101875.523 20.488 20.488 0.020% 99.833% QuantizedRelu mixed_10/conv_eightbit_quantized
101855.035 20.488 20.488 0.020% 99.853% Requantize mixed_10/conv/batchnorm_eightbit_requantize
101752.611 20.488 20.488 0.020% 99.873% Requantize mixed_10/conv/Conv2D_eightbit_requantize
99233.083 12.296 12.296 0.012% 99.885% QuantizedRelu mixed_9/tower_2/conv_eightbit_quantized
99220.787 12.296 12.296 0.012% 99.896% Requantize mixed_9/tower_2/conv/batchnorm_eightbit_requantize
99159.323 12.296 12.296 0.012% 99.908% Requantize mixed_9/tower_2/conv/Conv2D_eightbit_requantize
98934.003 12.296 12.296 0.012% 99.920% QuantizedRelu mixed_8/tower_1/conv_3_eightbit_quantized
98921.707 12.296 12.296 0.012% 99.932% Requantize mixed_8/tower_1/conv_3/batchnorm_eightbit_requantize
98860.243 12.296 12.296 0.012% 99.944% Requantize mixed_8/tower_1/conv_3/Conv2D_eightbit_requantize
102018.939 12.296 12.296 0.012% 99.955% QuantizedRelu mixed_10/tower_2/conv_eightbit_quantized
102006.643 12.296 12.296 0.012% 99.967% Requantize mixed_10/tower_2/conv/batchnorm_eightbit_requantize
101945.179 12.296 12.296 0.012% 99.979% Requantize mixed_10/tower_2/conv/Conv2D_eightbit_requantize
104107.243 4.040 4.040 0.004% 99.983% QuantizedBiasAdd softmax/logits_eightbit_quantized_bias_add
104102.179 4.040 4.040 0.004% 99.987% QuantizedMatMul softmax/logits/MatMul_eightbit_quantized_mat_mul
104112.307 4.032 4.032 0.004% 99.991% Dequantize softmax/logits
104116.339 4.032 4.032 0.004% 99.995% Softmax softmax
104100.115 2.056 2.056 0.002% 99.997% QuantizedAvgPool pool_3_eightbit_quantized
104111.291 1.016 1.016 0.001% 99.998% Requantize softmax/logits_eightbit_requantize
104106.227 1.016 1.016 0.001% 99.999% Requantize softmax/logits/MatMul_eightbit_requantize
104111.283 0.008 0.008 0.000% 99.999% RequantizationRange softmax/logits_eightbit_requant_range
104106.219 0.008 0.008 0.000% 99.999% RequantizationRange softmax/logits/MatMul_eightbit_requant_range
104102.171 0.008 0.008 0.000% 99.999% QuantizedReshape pool_3/_reshape_eightbit_quantized_reshape
99220.779 0.008 0.008 0.000% 99.999% RequantizationRange mixed_9/tower_2/conv/batchnorm_eightbit_requant_range
99159.315 0.008 0.008 0.000% 99.999% RequantizationRange mixed_9/tower_2/conv/Conv2D_eightbit_requant_range
101088.947 0.008 0.008 0.000% 99.999% RequantizationRange mixed_9/tower_1/mixed/conv_1/batchnorm_eightbit_requant_range
100966.043 0.008 0.008 0.000% 99.999% RequantizationRange mixed_9/tower_1/mixed/conv_1/Conv2D_eightbit_requant_range
101359.339 0.008 0.008 0.000% 99.999% RequantizationRange mixed_9/tower_1/mixed/conv/batchnorm_eightbit_requant_range
101236.435 0.008 0.008 0.000% 99.999% RequantizationRange mixed_9/tower_1/mixed/conv/Conv2D_eightbit_requant_range
100818.555 0.008 0.008 0.000% 99.999% RequantizationRange mixed_9/tower_1/conv_1/batchnorm_eightbit_requant_range
100695.651 0.008 0.008 0.000% 99.999% RequantizationRange mixed_9/tower_1/conv_1/Conv2D_eightbit_requant_range
99999.187 0.008 0.008 0.000% 99.999% RequantizationRange mixed_9/tower_1/conv/batchnorm_eightbit_requant_range
99855.803 0.008 0.008 0.000% 99.999% RequantizationRange mixed_9/tower_1/conv/Conv2D_eightbit_requant_range
100277.771 0.008 0.008 0.000% 99.999% RequantizationRange mixed_9/tower/mixed/conv_1/batchnorm_eightbit_requant_range
100154.867 0.008 0.008 0.000% 99.999% RequantizationRange mixed_9/tower/mixed/conv_1/Conv2D_eightbit_requant_range
100548.163 0.008 0.008 0.000% 99.999% RequantizationRange mixed_9/tower/mixed/conv/batchnorm_eightbit_requant_range
100425.259 0.008 0.008 0.000% 99.999% RequantizationRange mixed_9/tower/mixed/conv/Conv2D_eightbit_requant_range
99691.931 0.008 0.008 0.000% 99.999% RequantizationRange mixed_9/tower/conv/batchnorm_eightbit_requant_range
99569.027 0.008 0.008 0.000% 99.999% RequantizationRange mixed_9/tower/conv/Conv2D_eightbit_requant_range
99429.731 0.008 0.008 0.000% 99.999% RequantizationRange mixed_9/conv/batchnorm_eightbit_requant_range
99327.307 0.008 0.008 0.000% 99.999% RequantizationRange mixed_9/conv/Conv2D_eightbit_requant_range
98921.699 0.008 0.008 0.000% 99.999% RequantizationRange mixed_8/tower_1/conv_3/batchnorm_eightbit_requant_range
98860.235 0.008 0.008 0.000% 99.999% RequantizationRange mixed_8/tower_1/conv_3/Conv2D_eightbit_requant_range
98700.075 0.008 0.008 0.000% 99.999% RequantizationRange mixed_8/tower_1/conv_2/batchnorm_eightbit_requant_range
98422.611 0.008 0.008 0.000% 99.999% RequantizationRange mixed_8/tower_1/conv_2/Conv2D_eightbit_requant_range
97864.315 0.008 0.008 0.000% 99.999% RequantizationRange mixed_8/tower_1/conv_1/batchnorm_eightbit_requant_range
97586.851 0.008 0.008 0.000% 99.999% RequantizationRange mixed_8/tower_1/conv_1/Conv2D_eightbit_requant_range
96865.435 0.008 0.008 0.000% 99.999% RequantizationRange mixed_8/tower_1/conv/batchnorm_eightbit_requant_range
96366.003 0.008 0.008 0.000% 99.999% RequantizationRange mixed_8/tower_1/conv/Conv2D_eightbit_requant_range
98159.667 0.008 0.008 0.000% 99.999% RequantizationRange mixed_8/tower/conv_1/batchnorm_eightbit_requant_range
98057.243 0.008 0.008 0.000% 99.999% RequantizationRange mixed_8/tower/conv_1/Conv2D_eightbit_requant_range
97253.891 0.008 0.008 0.000% 99.999% RequantizationRange mixed_8/tower/conv/batchnorm_eightbit_requant_range
96865.427 0.008 0.008 0.000% 99.999% RequantizationRange mixed_8/tower/conv/Conv2D_eightbit_requant_range
92099.379 0.008 0.008 0.000% 99.999% RequantizationRange mixed_7/tower_2/conv/batchnorm_eightbit_requant_range
91488.955 0.008 0.008 0.000% 99.999% RequantizationRange mixed_7/tower_2/conv/Conv2D_eightbit_requant_range
95761.923 0.008 0.008 0.000% 99.999% RequantizationRange mixed_7/tower_1/conv_4/batchnorm_eightbit_requant_range
95484.459 0.008 0.008 0.000% 99.999% RequantizationRange mixed_7/tower_1/conv_4/Conv2D_eightbit_requant_range
95151.499 0.008 0.008 0.000% 99.999% RequantizationRange mixed_7/tower_1/conv_3/batchnorm_eightbit_requant_range
94874.035 0.008 0.008 0.000% 99.999% RequantizationRange mixed_7/tower_1/conv_3/Conv2D_eightbit_requant_range
93930.651 0.008 0.008 0.000% 99.999% RequantizationRange mixed_7/tower_1/conv_2/batchnorm_eightbit_requant_range
93653.187 0.008 0.008 0.000% 99.999% RequantizationRange mixed_7/tower_1/conv_2/Conv2D_eightbit_requant_range
92709.803 0.008 0.008 0.000% 99.999% RequantizationRange mixed_7/tower_1/conv_1/batchnorm_eightbit_requant_range
92432.339 0.008 0.008 0.000% 99.999% RequantizationRange mixed_7/tower_1/conv_1/Conv2D_eightbit_requant_range
90545.571 0.008 0.008 0.000% 99.999% RequantizationRange mixed_7/tower_1/conv/batchnorm_eightbit_requant_range
89990.643 0.008 0.008 0.000% 99.999% RequantizationRange mixed_7/tower_1/conv/Conv2D_eightbit_requant_range
94541.075 0.008 0.008 0.000% 99.999% RequantizationRange mixed_7/tower/conv_2/batchnorm_eightbit_requant_range
94263.611 0.008 0.008 0.000% 99.999% RequantizationRange mixed_7/tower/conv_2/Conv2D_eightbit_requant_range
93320.227 0.008 0.008 0.000% 99.999% RequantizationRange mixed_7/tower/conv_1/batchnorm_eightbit_requant_range
93042.763 0.008 0.008 0.000% 99.999% RequantizationRange mixed_7/tower/conv_1/Conv2D_eightbit_requant_range
91766.419 0.008 0.008 0.000% 99.999% RequantizationRange mixed_7/tower/conv/batchnorm_eightbit_requant_range
91211.491 0.008 0.008 0.000% 99.999% RequantizationRange mixed_7/tower/conv/Conv2D_eightbit_requant_range
90823.035 0.008 0.008 0.000% 99.999% RequantizationRange mixed_7/conv/batchnorm_eightbit_requant_range
90268.107 0.008 0.008 0.000% 99.999% RequantizationRange mixed_7/conv/Conv2D_eightbit_requant_range
85847.131 0.008 0.008 0.000% 99.999% RequantizationRange mixed_6/tower_2/conv/batchnorm_eightbit_requant_range
85070.243 0.008 0.008 0.000% 99.999% RequantizationRange mixed_6/tower_2/conv/Conv2D_eightbit_requant_range
89213.763 0.008 0.008 0.000% 99.999% RequantizationRange mixed_6/tower_1/conv_4/batchnorm_eightbit_requant_range
88936.299 0.008 0.008 0.000% 99.999% RequantizationRange mixed_6/tower_1/conv_4/Conv2D_eightbit_requant_range
88621.835 0.008 0.008 0.000% 99.999% RequantizationRange mixed_6/tower_1/conv_3/batchnorm_eightbit_requant_range
88390.611 0.008 0.008 0.000% 99.999% RequantizationRange mixed_6/tower_1/conv_3/Conv2D_eightbit_requant_range
88113.139 0.008 0.008 0.000% 99.999% RequantizationRange mixed_6/tower_1/conv_2/batchnorm_eightbit_requant_range
87881.915 0.008 0.008 0.000% 99.999% RequantizationRange mixed_6/tower_1/conv_2/Conv2D_eightbit_requant_range
86994.019 0.008 0.008 0.000% 99.999% RequantizationRange mixed_6/tower_1/conv_1/batchnorm_eightbit_requant_range
86762.795 0.008 0.008 0.000% 99.999% RequantizationRange mixed_6/tower_1/conv_1/Conv2D_eightbit_requant_range
84755.779 0.008 0.008 0.000% 99.999% RequantizationRange mixed_6/tower_1/conv/batchnorm_eightbit_requant_range
84247.083 0.008 0.008 0.000% 99.999% RequantizationRange mixed_6/tower_1/conv/Conv2D_eightbit_requant_range
87585.947 0.008 0.008 0.000% 99.999% RequantizationRange mixed_6/tower/conv_2/batchnorm_eightbit_requant_range
87308.483 0.008 0.008 0.000% 99.999% RequantizationRange mixed_6/tower/conv_2/Conv2D_eightbit_requant_range
86485.323 0.008 0.008 0.000% 99.999% RequantizationRange mixed_6/tower/conv_1/batchnorm_eightbit_requant_range
86254.099 0.008 0.008 0.000% 99.999% RequantizationRange mixed_6/tower/conv_1/Conv2D_eightbit_requant_range
84432.059 0.008 0.008 0.000% 99.999% RequantizationRange mixed_6/tower/conv/batchnorm_eightbit_requant_range
84015.859 0.008 0.008 0.000% 99.999% RequantizationRange mixed_6/tower/conv/Conv2D_eightbit_requant_range
85847.139 0.008 0.008 0.000% 99.999% RequantizationRange mixed_6/conv/batchnorm_eightbit_requant_range
85292.211 0.008 0.008 0.000% 99.999% RequantizationRange mixed_6/conv/Conv2D_eightbit_requant_range
79909.347 0.008 0.008 0.000% 99.999% RequantizationRange mixed_5/tower_2/conv/batchnorm_eightbit_requant_range
79132.451 0.008 0.008 0.000% 99.999% RequantizationRange mixed_5/tower_2/conv/Conv2D_eightbit_requant_range
83275.971 0.008 0.008 0.000% 99.999% RequantizationRange mixed_5/tower_1/conv_4/batchnorm_eightbit_requant_range
82998.507 0.008 0.008 0.000% 99.999% RequantizationRange mixed_5/tower_1/conv_4/Conv2D_eightbit_requant_range
82684.043 0.008 0.008 0.000% 99.999% RequantizationRange mixed_5/tower_1/conv_3/batchnorm_eightbit_requant_range
82452.819 0.008 0.008 0.000% 99.999% RequantizationRange mixed_5/tower_1/conv_3/Conv2D_eightbit_requant_range
81564.923 0.008 0.008 0.000% 99.999% RequantizationRange mixed_5/tower_1/conv_2/batchnorm_eightbit_requant_range
81333.699 0.008 0.008 0.000% 99.999% RequantizationRange mixed_5/tower_1/conv_2/Conv2D_eightbit_requant_range
80732.507 0.008 0.008 0.000% 99.999% RequantizationRange mixed_5/tower_1/conv_1/batchnorm_eightbit_requant_range
80316.307 0.008 0.008 0.000% 99.999% RequantizationRange mixed_5/tower_1/conv_1/Conv2D_eightbit_requant_range
78725.483 0.008 0.008 0.000% 99.999% RequantizationRange mixed_5/tower_1/conv/batchnorm_eightbit_requant_range
78263.043 0.008 0.008 0.000% 99.999% RequantizationRange mixed_5/tower_1/conv/Conv2D_eightbit_requant_range
82156.851 0.008 0.008 0.000% 99.999% RequantizationRange mixed_5/tower/conv_2/batchnorm_eightbit_requant_range
81879.387 0.008 0.008 0.000% 99.999% RequantizationRange mixed_5/tower/conv_2/Conv2D_eightbit_requant_range
81056.227 0.008 0.008 0.000% 99.999% RequantizationRange mixed_5/tower/conv_1/batchnorm_eightbit_requant_range
80732.499 0.008 0.008 0.000% 99.999% RequantizationRange mixed_5/tower/conv_1/Conv2D_eightbit_requant_range
78725.491 0.008 0.008 0.000% 99.999% RequantizationRange mixed_5/tower/conv/batchnorm_eightbit_requant_range
78078.067 0.008 0.008 0.000% 99.999% RequantizationRange mixed_5/tower/conv/Conv2D_eightbit_requant_range
79909.339 0.008 0.008 0.000% 99.999% RequantizationRange mixed_5/conv/batchnorm_eightbit_requant_range
79354.419 0.008 0.008 0.000% 99.999% RequantizationRange mixed_5/conv/Conv2D_eightbit_requant_range
74156.499 0.008 0.008 0.000% 99.999% RequantizationRange mixed_4/tower_2/conv/batchnorm_eightbit_requant_range
73823.539 0.008 0.008 0.000% 99.999% RequantizationRange mixed_4/tower_2/conv/Conv2D_eightbit_requant_range
77338.179 0.008 0.008 0.000% 99.999% RequantizationRange mixed_4/tower_1/conv_4/batchnorm_eightbit_requant_range
77060.715 0.008 0.008 0.000% 99.999% RequantizationRange mixed_4/tower_1/conv_4/Conv2D_eightbit_requant_range
76764.747 0.008 0.008 0.000% 99.999% RequantizationRange mixed_4/tower_1/conv_3/batchnorm_eightbit_requant_range
76579.763 0.008 0.008 0.000% 99.999% RequantizationRange mixed_4/tower_1/conv_3/Conv2D_eightbit_requant_range
75747.355 0.008 0.008 0.000% 99.999% RequantizationRange mixed_4/tower_1/conv_2/batchnorm_eightbit_requant_range
75562.371 0.008 0.008 0.000% 99.999% RequantizationRange mixed_4/tower_1/conv_2/Conv2D_eightbit_requant_range
75118.403 0.008 0.008 0.000% 99.999% RequantizationRange mixed_4/tower_1/conv_1/batchnorm_eightbit_requant_range
74748.435 0.008 0.008 0.000% 99.999% RequantizationRange mixed_4/tower_1/conv_1/Conv2D_eightbit_requant_range
73231.603 0.008 0.008 0.000% 99.999% RequantizationRange mixed_4/tower_1/conv/batchnorm_eightbit_requant_range
72713.651 0.008 0.008 0.000% 99.999% RequantizationRange mixed_4/tower_1/conv/Conv2D_eightbit_requant_range
76320.787 0.008 0.008 0.000% 99.999% RequantizationRange mixed_4/tower/conv_2/batchnorm_eightbit_requant_range
76043.323 0.008 0.008 0.000% 99.999% RequantizationRange mixed_4/tower/conv_2/Conv2D_eightbit_requant_range
75303.387 0.008 0.008 0.000% 99.999% RequantizationRange mixed_4/tower/conv_1/batchnorm_eightbit_requant_range
74933.419 0.008 0.008 0.000% 99.999% RequantizationRange mixed_4/tower/conv_1/Conv2D_eightbit_requant_range
73231.595 0.008 0.008 0.000% 99.999% RequantizationRange mixed_4/tower/conv/batchnorm_eightbit_requant_range
72861.635 0.008 0.008 0.000% 99.999% RequantizationRange mixed_4/tower/conv/Conv2D_eightbit_requant_range
74378.467 0.008 0.008 0.000% 99.999% RequantizationRange mixed_4/conv/batchnorm_eightbit_requant_range
73601.571 0.008 0.008 0.000% 99.999% RequantizationRange mixed_4/conv/Conv2D_eightbit_requant_range
72066.243 0.008 0.008 0.000% 99.999% RequantizationRange mixed_3/tower/conv_2/batchnorm_eightbit_requant_range
71927.499 0.008 0.008 0.000% 99.999% RequantizationRange mixed_3/tower/conv_2/Conv2D_eightbit_requant_range
71359.323 0.008 0.008 0.000% 99.999% RequantizationRange mixed_3/tower/conv_1/batchnorm_eightbit_requant_range
70216.395 0.008 0.008 0.000% 99.999% RequantizationRange mixed_3/tower/conv_1/Conv2D_eightbit_requant_range
69145.243 0.008 0.008 0.000% 99.999% RequantizationRange mixed_3/tower/conv/batchnorm_eightbit_requant_range
68753.219 0.008 0.008 0.000% 99.999% RequantizationRange mixed_3/tower/conv/Conv2D_eightbit_requant_range
71359.315 0.008 0.008 0.000% 99.999% RequantizationRange mixed_3/conv/batchnorm_eightbit_requant_range
70216.387 0.008 0.008 0.000% 99.999% RequantizationRange mixed_3/conv/Conv2D_eightbit_requant_range
63926.539 0.008 0.008 0.000% 99.999% RequantizationRange mixed_2/tower_2/conv/batchnorm_eightbit_requant_range
63299.283 0.008 0.008 0.000% 99.999% RequantizationRange mixed_2/tower_2/conv/Conv2D_eightbit_requant_range
67768.339 0.008 0.008 0.000% 99.999% RequantizationRange mixed_2/tower_1/conv_2/batchnorm_eightbit_requant_range
67180.315 0.008 0.008 0.000% 99.999% RequantizationRange mixed_2/tower_1/conv_2/Conv2D_eightbit_requant_range
66474.683 0.008 0.008 0.000% 99.999% RequantizationRange mixed_2/tower_1/conv_1/batchnorm_eightbit_requant_range
65886.659 0.008 0.008 0.000% 99.999% RequantizationRange mixed_2/tower_1/conv_1/Conv2D_eightbit_requant_range
64396.971 0.008 0.008 0.000% 100.000% RequantizationRange mixed_2/tower_1/conv/batchnorm_eightbit_requant_range
62672.059 0.008 0.008 0.000% 100.000% RequantizationRange mixed_2/tower_1/conv/Conv2D_eightbit_requant_range
65259.427 0.008 0.008 0.000% 100.000% RequantizationRange mixed_2/tower/conv_1/batchnorm_eightbit_requant_range
64867.403 0.008 0.008 0.000% 100.000% RequantizationRange mixed_2/tower/conv_1/Conv2D_eightbit_requant_range
61848.803 0.008 0.008 0.000% 100.000% RequantizationRange mixed_2/tower/conv/batchnorm_eightbit_requant_range
61201.971 0.008 0.008 0.000% 100.000% RequantizationRange mixed_2/tower/conv/Conv2D_eightbit_requant_range
63299.291 0.008 0.008 0.000% 100.000% RequantizationRange mixed_2/conv/batchnorm_eightbit_requant_range
62221.227 0.008 0.008 0.000% 100.000% RequantizationRange mixed_2/conv/Conv2D_eightbit_requant_range
102006.635 0.008 0.008 0.000% 100.000% RequantizationRange mixed_10/tower_2/conv/batchnorm_eightbit_requant_range
101945.171 0.008 0.008 0.000% 100.000% RequantizationRange mixed_10/tower_2/conv/Conv2D_eightbit_requant_range
103919.859 0.008 0.008 0.000% 100.000% RequantizationRange mixed_10/tower_1/mixed/conv_1/batchnorm_eightbit_requant_range
103796.955 0.008 0.008 0.000% 100.000% RequantizationRange mixed_10/tower_1/mixed/conv_1/Conv2D_eightbit_requant_range
103649.467 0.008 0.008 0.000% 100.000% RequantizationRange mixed_10/tower_1/mixed/conv/batchnorm_eightbit_requant_range
103526.563 0.008 0.008 0.000% 100.000% RequantizationRange mixed_10/tower_1/mixed/conv/Conv2D_eightbit_requant_range
103379.075 0.008 0.008 0.000% 100.000% RequantizationRange mixed_10/tower_1/conv_1/batchnorm_eightbit_requant_range
103256.171 0.008 0.008 0.000% 100.000% RequantizationRange mixed_10/tower_1/conv_1/Conv2D_eightbit_requant_range
102559.707 0.008 0.008 0.000% 100.000% RequantizationRange mixed_10/tower_1/conv/batchnorm_eightbit_requant_range
102416.323 0.008 0.008 0.000% 100.000% RequantizationRange mixed_10/tower_1/conv/Conv2D_eightbit_requant_range
103108.683 0.008 0.008 0.000% 100.000% RequantizationRange mixed_10/tower/mixed/conv_1/batchnorm_eightbit_requant_range
102985.779 0.008 0.008 0.000% 100.000% RequantizationRange mixed_10/tower/mixed/conv_1/Conv2D_eightbit_requant_range
102838.291 0.008 0.008 0.000% 100.000% RequantizationRange mixed_10/tower/mixed/conv/batchnorm_eightbit_requant_range
102715.387 0.008 0.008 0.000% 100.000% RequantizationRange mixed_10/tower/mixed/conv/Conv2D_eightbit_requant_range
102252.451 0.008 0.008 0.000% 100.000% RequantizationRange mixed_10/tower/conv/batchnorm_eightbit_requant_range
102129.547 0.008 0.008 0.000% 100.000% RequantizationRange mixed_10/tower/conv/Conv2D_eightbit_requant_range
101855.027 0.008 0.008 0.000% 100.000% RequantizationRange mixed_10/conv/batchnorm_eightbit_requant_range
101752.603 0.008 0.008 0.000% 100.000% RequantizationRange mixed_10/conv/Conv2D_eightbit_requant_range
57477.779 0.008 0.008 0.000% 100.000% RequantizationRange mixed_1/tower_2/conv/batchnorm_eightbit_requant_range
56086.099 0.008 0.008 0.000% 100.000% RequantizationRange mixed_1/tower_2/conv/Conv2D_eightbit_requant_range
60378.731 0.008 0.008 0.000% 100.000% RequantizationRange mixed_1/tower_1/conv_2/batchnorm_eightbit_requant_range
59790.707 0.008 0.008 0.000% 100.000% RequantizationRange mixed_1/tower_1/conv_2/Conv2D_eightbit_requant_range
58222.619 0.008 0.008 0.000% 100.000% RequantizationRange mixed_1/tower_1/conv_1/batchnorm_eightbit_requant_range
57007.347 0.008 0.008 0.000% 100.000% RequantizationRange mixed_1/tower_1/conv_1/Conv2D_eightbit_requant_range
54929.619 0.008 0.008 0.000% 100.000% RequantizationRange mixed_1/tower_1/conv/batchnorm_eightbit_requant_range
54243.571 0.008 0.008 0.000% 100.000% RequantizationRange mixed_1/tower_1/conv/Conv2D_eightbit_requant_range
59163.475 0.008 0.008 0.000% 100.000% RequantizationRange mixed_1/tower/conv_1/batchnorm_eightbit_requant_range
58771.451 0.008 0.008 0.000% 100.000% RequantizationRange mixed_1/tower/conv_1/Conv2D_eightbit_requant_range
55556.851 0.008 0.008 0.000% 100.000% RequantizationRange mixed_1/tower/conv/batchnorm_eightbit_requant_range
54557.195 0.008 0.008 0.000% 100.000% RequantizationRange mixed_1/tower/conv/Conv2D_eightbit_requant_range
56536.931 0.008 0.008 0.000% 100.000% RequantizationRange mixed_1/conv/batchnorm_eightbit_requant_range
55556.859 0.008 0.008 0.000% 100.000% RequantizationRange mixed_1/conv/Conv2D_eightbit_requant_range
49029.683 0.008 0.008 0.000% 100.000% RequantizationRange mixed/tower_2/conv/batchnorm_eightbit_requant_range
48206.427 0.008 0.008 0.000% 100.000% RequantizationRange mixed/tower_2/conv/Conv2D_eightbit_requant_range
53067.523 0.008 0.008 0.000% 100.000% RequantizationRange mixed/tower_1/conv_2/batchnorm_eightbit_requant_range
52479.499 0.008 0.008 0.000% 100.000% RequantizationRange mixed/tower_1/conv_2/Conv2D_eightbit_requant_range
51773.867 0.008 0.008 0.000% 100.000% RequantizationRange mixed/tower_1/conv_1/batchnorm_eightbit_requant_range
51185.843 0.008 0.008 0.000% 100.000% RequantizationRange mixed/tower_1/conv_1/Conv2D_eightbit_requant_range
49088.499 0.008 0.008 0.000% 100.000% RequantizationRange mixed/tower_1/conv/batchnorm_eightbit_requant_range
47363.563 0.008 0.008 0.000% 100.000% RequantizationRange mixed/tower_1/conv/Conv2D_eightbit_requant_range
50558.611 0.008 0.008 0.000% 100.000% RequantizationRange mixed/tower/conv_1/batchnorm_eightbit_requant_range
50166.587 0.008 0.008 0.000% 100.000% RequantizationRange mixed/tower/conv_1/Conv2D_eightbit_requant_range
48520.051 0.008 0.008 0.000% 100.000% RequantizationRange mixed/tower/conv/batchnorm_eightbit_requant_range
47598.779 0.008 0.008 0.000% 100.000% RequantizationRange mixed/tower/conv/Conv2D_eightbit_requant_range
49617.747 0.008 0.008 0.000% 100.000% RequantizationRange mixed/conv/batchnorm_eightbit_requant_range
48049.611 0.008 0.008 0.000% 100.000% RequantizationRange mixed/conv/Conv2D_eightbit_requant_range
44643.771 0.008 0.008 0.000% 100.000% RequantizationRange conv_4/batchnorm_eightbit_requant_range
39804.387 0.008 0.008 0.000% 100.000% RequantizationRange conv_4/Conv2D_eightbit_requant_range
35080.227 0.008 0.008 0.000% 100.000% RequantizationRange conv_3/batchnorm_eightbit_requant_range
32948.603 0.008 0.008 0.000% 100.000% RequantizationRange conv_3/Conv2D_eightbit_requant_range
28136.275 0.008 0.008 0.000% 100.000% RequantizationRange conv_2/batchnorm_eightbit_requant_range
21221.371 0.008 0.008 0.000% 100.000% RequantizationRange conv_2/Conv2D_eightbit_requant_range
14306.459 0.008 0.008 0.000% 100.000% RequantizationRange conv_1/batchnorm_eightbit_requant_range
10848.995 0.008 0.008 0.000% 100.000% RequantizationRange conv_1/Conv2D_eightbit_requant_range
6662.147 0.008 0.008 0.000% 100.000% RequantizationRange conv/batchnorm_eightbit_requant_range
3109.963 0.008 0.008 0.000% 100.000% RequantizationRange conv/Conv2D_eightbit_requant_range
0.000 0.008 0.008 0.000% 100.000% Min conv/Conv2D_eightbit_min_Mul
0.008 0.008 0.008 0.000% 100.000% Max conv/Conv2D_eightbit_max_Mul
0.016 0.000 0.000 0.000% 100.000% Const softmax/weights_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const softmax/weights_min
0.016 0.000 0.000 0.000% 100.000% Const softmax/weights_max
0.016 0.000 0.000 0.000% 100.000% Const softmax/biases_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const softmax/biases_min
0.016 0.000 0.000 0.000% 100.000% Const softmax/biases_max
0.016 0.000 0.000 0.000% 100.000% Const pool_3/_reshape/shape
0.016 0.000 0.000 0.000% 100.000% Const mixed_9/tower_2/conv/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_9/tower_2/conv/conv2d_params_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_9/tower_2/conv/conv2d_params_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_9/tower_2/conv/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_9/tower_2/conv/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_9/tower_2/conv/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_9/tower_1/mixed/conv_1/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_9/tower_1/mixed/conv_1/conv2d_params_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_9/tower_1/mixed/conv_1/conv2d_params_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_9/tower_1/mixed/conv_1/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_9/tower_1/mixed/conv_1/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_9/tower_1/mixed/conv_1/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_9/tower_1/mixed/conv/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_9/tower_1/mixed/conv/conv2d_params_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_9/tower_1/mixed/conv/conv2d_params_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_9/tower_1/mixed/conv/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_9/tower_1/mixed/conv/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_9/tower_1/mixed/conv/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_9/tower_1/conv_1/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_9/tower_1/conv_1/conv2d_params_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_9/tower_1/conv_1/conv2d_params_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_9/tower_1/conv_1/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_9/tower_1/conv_1/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_9/tower_1/conv_1/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_9/tower_1/conv/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_9/tower_1/conv/conv2d_params_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_9/tower_1/conv/conv2d_params_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_9/tower_1/conv/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_9/tower_1/conv/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_9/tower_1/conv/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_9/tower/mixed/conv_1/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_9/tower/mixed/conv_1/conv2d_params_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_9/tower/mixed/conv_1/conv2d_params_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_9/tower/mixed/conv_1/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_9/tower/mixed/conv_1/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_9/tower/mixed/conv_1/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_9/tower/mixed/conv/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_9/tower/mixed/conv/conv2d_params_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_9/tower/mixed/conv/conv2d_params_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_9/tower/mixed/conv/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_9/tower/mixed/conv/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_9/tower/mixed/conv/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_9/tower/conv/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_9/tower/conv/conv2d_params_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_9/tower/conv/conv2d_params_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_9/tower/conv/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_9/tower/conv/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_9/tower/conv/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_9/conv/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_9/conv/conv2d_params_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_9/conv/conv2d_params_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_9/conv/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_9/conv/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_9/conv/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_8/tower_1/conv_3/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_8/tower_1/conv_3/conv2d_params_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_8/tower_1/conv_3/conv2d_params_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_8/tower_1/conv_3/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_8/tower_1/conv_3/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_8/tower_1/conv_3/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_8/tower_1/conv_2/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_8/tower_1/conv_2/conv2d_params_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_8/tower_1/conv_2/conv2d_params_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_8/tower_1/conv_2/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_8/tower_1/conv_2/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_8/tower_1/conv_2/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_8/tower_1/conv_1/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_8/tower_1/conv_1/conv2d_params_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_8/tower_1/conv_1/conv2d_params_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_8/tower_1/conv_1/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_8/tower_1/conv_1/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_8/tower_1/conv_1/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_8/tower_1/conv/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_8/tower_1/conv/conv2d_params_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_8/tower_1/conv/conv2d_params_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_8/tower_1/conv/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_8/tower_1/conv/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_8/tower_1/conv/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_8/tower/conv_1/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_8/tower/conv_1/conv2d_params_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_8/tower/conv_1/conv2d_params_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_8/tower/conv_1/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_8/tower/conv_1/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_8/tower/conv_1/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_8/tower/conv/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_8/tower/conv/conv2d_params_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_8/tower/conv/conv2d_params_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_8/tower/conv/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_8/tower/conv/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_8/tower/conv/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_7/tower_2/conv/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_7/tower_2/conv/conv2d_params_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_7/tower_2/conv/conv2d_params_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_7/tower_2/conv/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_7/tower_2/conv/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_7/tower_2/conv/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_7/tower_1/conv_4/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_7/tower_1/conv_4/conv2d_params_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_7/tower_1/conv_4/conv2d_params_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_7/tower_1/conv_4/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_7/tower_1/conv_4/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_7/tower_1/conv_4/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_7/tower_1/conv_3/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_7/tower_1/conv_3/conv2d_params_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_7/tower_1/conv_3/conv2d_params_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_7/tower_1/conv_3/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_7/tower_1/conv_3/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_7/tower_1/conv_3/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_7/tower_1/conv_2/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_7/tower_1/conv_2/conv2d_params_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_7/tower_1/conv_2/conv2d_params_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_7/tower_1/conv_2/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_7/tower_1/conv_2/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_7/tower_1/conv_2/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_7/tower_1/conv_1/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_7/tower_1/conv_1/conv2d_params_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_7/tower_1/conv_1/conv2d_params_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_7/tower_1/conv_1/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_7/tower_1/conv_1/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_7/tower_1/conv_1/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_7/tower_1/conv/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_7/tower_1/conv/conv2d_params_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_7/tower_1/conv/conv2d_params_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_7/tower_1/conv/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_7/tower_1/conv/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_7/tower_1/conv/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_7/tower/conv_2/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_7/tower/conv_2/conv2d_params_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_7/tower/conv_2/conv2d_params_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_7/tower/conv_2/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_7/tower/conv_2/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_7/tower/conv_2/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_7/tower/conv_1/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_7/tower/conv_1/conv2d_params_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_7/tower/conv_1/conv2d_params_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_7/tower/conv_1/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_7/tower/conv_1/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_7/tower/conv_1/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_7/tower/conv/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_7/tower/conv/conv2d_params_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_7/tower/conv/conv2d_params_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_7/tower/conv/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_7/tower/conv/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_7/tower/conv/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_7/conv/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_7/conv/conv2d_params_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_7/conv/conv2d_params_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_7/conv/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_7/conv/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_7/conv/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_6/tower_2/conv/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_6/tower_2/conv/conv2d_params_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_6/tower_2/conv/conv2d_params_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_6/tower_2/conv/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_6/tower_2/conv/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_6/tower_2/conv/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_6/tower_1/conv_4/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_6/tower_1/conv_4/conv2d_params_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_6/tower_1/conv_4/conv2d_params_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_6/tower_1/conv_4/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_6/tower_1/conv_4/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_6/tower_1/conv_4/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_6/tower_1/conv_3/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_6/tower_1/conv_3/conv2d_params_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_6/tower_1/conv_3/conv2d_params_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_6/tower_1/conv_3/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_6/tower_1/conv_3/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_6/tower_1/conv_3/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_6/tower_1/conv_2/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_6/tower_1/conv_2/conv2d_params_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_6/tower_1/conv_2/conv2d_params_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_6/tower_1/conv_2/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_6/tower_1/conv_2/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_6/tower_1/conv_2/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_6/tower_1/conv_1/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_6/tower_1/conv_1/conv2d_params_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_6/tower_1/conv_1/conv2d_params_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_6/tower_1/conv_1/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_6/tower_1/conv_1/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_6/tower_1/conv_1/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_6/tower_1/conv/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_6/tower_1/conv/conv2d_params_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_6/tower_1/conv/conv2d_params_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_6/tower_1/conv/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_6/tower_1/conv/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_6/tower_1/conv/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_6/tower/conv_2/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_6/tower/conv_2/conv2d_params_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_6/tower/conv_2/conv2d_params_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_6/tower/conv_2/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_6/tower/conv_2/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_6/tower/conv_2/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_6/tower/conv_1/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_6/tower/conv_1/conv2d_params_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_6/tower/conv_1/conv2d_params_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_6/tower/conv_1/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_6/tower/conv_1/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_6/tower/conv_1/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_6/tower/conv/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_6/tower/conv/conv2d_params_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_6/tower/conv/conv2d_params_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_6/tower/conv/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_6/tower/conv/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_6/tower/conv/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_6/conv/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_6/conv/conv2d_params_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_6/conv/conv2d_params_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_6/conv/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_6/conv/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_6/conv/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_5/tower_2/conv/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_5/tower_2/conv/conv2d_params_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_5/tower_2/conv/conv2d_params_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_5/tower_2/conv/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_5/tower_2/conv/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_5/tower_2/conv/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_5/tower_1/conv_4/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_5/tower_1/conv_4/conv2d_params_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_5/tower_1/conv_4/conv2d_params_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_5/tower_1/conv_4/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_5/tower_1/conv_4/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_5/tower_1/conv_4/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_5/tower_1/conv_3/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_5/tower_1/conv_3/conv2d_params_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_5/tower_1/conv_3/conv2d_params_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_5/tower_1/conv_3/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_5/tower_1/conv_3/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_5/tower_1/conv_3/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_5/tower_1/conv_2/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_5/tower_1/conv_2/conv2d_params_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_5/tower_1/conv_2/conv2d_params_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_5/tower_1/conv_2/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_5/tower_1/conv_2/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_5/tower_1/conv_2/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_5/tower_1/conv_1/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_5/tower_1/conv_1/conv2d_params_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_5/tower_1/conv_1/conv2d_params_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_5/tower_1/conv_1/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_5/tower_1/conv_1/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_5/tower_1/conv_1/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_5/tower_1/conv/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_5/tower_1/conv/conv2d_params_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_5/tower_1/conv/conv2d_params_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_5/tower_1/conv/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_5/tower_1/conv/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_5/tower_1/conv/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_5/tower/conv_2/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_5/tower/conv_2/conv2d_params_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_5/tower/conv_2/conv2d_params_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_5/tower/conv_2/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_5/tower/conv_2/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_5/tower/conv_2/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_5/tower/conv_1/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_5/tower/conv_1/conv2d_params_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_5/tower/conv_1/conv2d_params_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_5/tower/conv_1/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_5/tower/conv_1/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_5/tower/conv_1/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_5/tower/conv/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_5/tower/conv/conv2d_params_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_5/tower/conv/conv2d_params_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_5/tower/conv/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_5/tower/conv/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_5/tower/conv/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_5/conv/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_5/conv/conv2d_params_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_5/conv/conv2d_params_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_5/conv/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_5/conv/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_5/conv/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_4/tower_2/conv/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_4/tower_2/conv/conv2d_params_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_4/tower_2/conv/conv2d_params_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_4/tower_2/conv/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_4/tower_2/conv/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_4/tower_2/conv/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_4/tower_1/conv_4/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_4/tower_1/conv_4/conv2d_params_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_4/tower_1/conv_4/conv2d_params_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_4/tower_1/conv_4/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_4/tower_1/conv_4/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_4/tower_1/conv_4/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_4/tower_1/conv_3/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_4/tower_1/conv_3/conv2d_params_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_4/tower_1/conv_3/conv2d_params_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_4/tower_1/conv_3/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_4/tower_1/conv_3/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_4/tower_1/conv_3/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_4/tower_1/conv_2/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_4/tower_1/conv_2/conv2d_params_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_4/tower_1/conv_2/conv2d_params_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_4/tower_1/conv_2/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_4/tower_1/conv_2/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_4/tower_1/conv_2/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_4/tower_1/conv_1/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_4/tower_1/conv_1/conv2d_params_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_4/tower_1/conv_1/conv2d_params_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_4/tower_1/conv_1/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_4/tower_1/conv_1/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_4/tower_1/conv_1/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_4/tower_1/conv/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_4/tower_1/conv/conv2d_params_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_4/tower_1/conv/conv2d_params_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_4/tower_1/conv/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_4/tower_1/conv/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_4/tower_1/conv/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_4/tower/conv_2/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_4/tower/conv_2/conv2d_params_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_4/tower/conv_2/conv2d_params_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_4/tower/conv_2/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_4/tower/conv_2/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_4/tower/conv_2/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_4/tower/conv_1/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_4/tower/conv_1/conv2d_params_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_4/tower/conv_1/conv2d_params_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_4/tower/conv_1/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_4/tower/conv_1/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_4/tower/conv_1/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_4/tower/conv/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_4/tower/conv/conv2d_params_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_4/tower/conv/conv2d_params_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_4/tower/conv/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_4/tower/conv/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_4/tower/conv/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_4/conv/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_4/conv/conv2d_params_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_4/conv/conv2d_params_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_4/conv/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_4/conv/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_4/conv/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_3/tower/conv_2/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_3/tower/conv_2/conv2d_params_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_3/tower/conv_2/conv2d_params_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_3/tower/conv_2/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_3/tower/conv_2/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_3/tower/conv_2/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_3/tower/conv_1/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_3/tower/conv_1/conv2d_params_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_3/tower/conv_1/conv2d_params_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_3/tower/conv_1/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_3/tower/conv_1/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_3/tower/conv_1/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_3/tower/conv/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_3/tower/conv/conv2d_params_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_3/tower/conv/conv2d_params_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_3/tower/conv/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_3/tower/conv/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_3/tower/conv/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_3/conv/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_3/conv/conv2d_params_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_3/conv/conv2d_params_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_3/conv/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_3/conv/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_3/conv/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_2/tower_2/conv/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_2/tower_2/conv/conv2d_params_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_2/tower_2/conv/conv2d_params_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_2/tower_2/conv/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_2/tower_2/conv/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_2/tower_2/conv/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_2/tower_1/conv_2/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_2/tower_1/conv_2/conv2d_params_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_2/tower_1/conv_2/conv2d_params_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_2/tower_1/conv_2/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_2/tower_1/conv_2/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_2/tower_1/conv_2/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_2/tower_1/conv_1/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_2/tower_1/conv_1/conv2d_params_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_2/tower_1/conv_1/conv2d_params_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_2/tower_1/conv_1/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_2/tower_1/conv_1/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_2/tower_1/conv_1/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_2/tower_1/conv/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_2/tower_1/conv/conv2d_params_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_2/tower_1/conv/conv2d_params_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_2/tower_1/conv/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_2/tower_1/conv/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_2/tower_1/conv/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_2/tower/conv_1/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_2/tower/conv_1/conv2d_params_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_2/tower/conv_1/conv2d_params_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_2/tower/conv_1/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_2/tower/conv_1/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_2/tower/conv_1/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_2/tower/conv/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_2/tower/conv/conv2d_params_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_2/tower/conv/conv2d_params_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_2/tower/conv/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_2/tower/conv/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_2/tower/conv/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_2/conv/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_2/conv/conv2d_params_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_2/conv/conv2d_params_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_2/conv/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_2/conv/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_2/conv/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_10/tower_2/conv/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_10/tower_2/conv/conv2d_params_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_10/tower_2/conv/conv2d_params_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_10/tower_2/conv/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_10/tower_2/conv/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_10/tower_2/conv/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_10/tower_1/mixed/conv_1/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_10/tower_1/mixed/conv_1/conv2d_params_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_10/tower_1/mixed/conv_1/conv2d_params_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_10/tower_1/mixed/conv_1/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_10/tower_1/mixed/conv_1/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_10/tower_1/mixed/conv_1/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_10/tower_1/mixed/conv/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_10/tower_1/mixed/conv/conv2d_params_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_10/tower_1/mixed/conv/conv2d_params_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_10/tower_1/mixed/conv/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_10/tower_1/mixed/conv/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_10/tower_1/mixed/conv/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_10/tower_1/conv_1/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_10/tower_1/conv_1/conv2d_params_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_10/tower_1/conv_1/conv2d_params_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_10/tower_1/conv_1/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_10/tower_1/conv_1/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_10/tower_1/conv_1/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_10/tower_1/conv/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_10/tower_1/conv/conv2d_params_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_10/tower_1/conv/conv2d_params_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_10/tower_1/conv/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_10/tower_1/conv/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_10/tower_1/conv/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_10/tower/mixed/conv_1/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_10/tower/mixed/conv_1/conv2d_params_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_10/tower/mixed/conv_1/conv2d_params_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_10/tower/mixed/conv_1/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_10/tower/mixed/conv_1/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_10/tower/mixed/conv_1/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_10/tower/mixed/conv/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_10/tower/mixed/conv/conv2d_params_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_10/tower/mixed/conv/conv2d_params_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_10/tower/mixed/conv/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_10/tower/mixed/conv/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_10/tower/mixed/conv/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_10/tower/conv/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_10/tower/conv/conv2d_params_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_10/tower/conv/conv2d_params_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_10/tower/conv/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_10/tower/conv/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_10/tower/conv/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_10/join/concat_dim
0.016 0.000 0.000 0.000% 100.000% Const mixed_10/conv/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_10/conv/conv2d_params_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_10/conv/conv2d_params_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_10/conv/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_10/conv/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_10/conv/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_1/tower_2/conv/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 100.000% _SOURCE
0.016 0.000 0.000 0.000% 100.000% Const mixed_1/tower_2/conv/conv2d_params_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_1/tower_2/conv/conv2d_params_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_1/tower_2/conv/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_1/tower_2/conv/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_1/tower_2/conv/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_1/tower_1/conv_2/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_1/tower_1/conv_2/conv2d_params_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_1/tower_1/conv_2/conv2d_params_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_1/tower_1/conv_2/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_1/tower_1/conv_2/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_1/tower_1/conv_2/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_1/tower_1/conv_1/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_1/tower_1/conv_1/conv2d_params_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_1/tower_1/conv_1/conv2d_params_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_1/tower_1/conv_1/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_1/tower_1/conv_1/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_1/tower_1/conv_1/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_1/tower_1/conv/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_1/tower_1/conv/conv2d_params_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_1/tower_1/conv/conv2d_params_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_1/tower_1/conv/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_1/tower_1/conv/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_1/tower_1/conv/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_1/tower/conv_1/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_1/tower/conv_1/conv2d_params_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_1/tower/conv_1/conv2d_params_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_1/tower/conv_1/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_1/tower/conv_1/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_1/tower/conv_1/Conv2D_bn_offset_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_1/tower/conv/conv2d_params_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_1/tower/conv/conv2d_params_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_1/tower/conv/conv2d_params_max
0.016 0.000 0.000 0.000% 100.000% Const mixed_1/tower/conv/Conv2D_bn_offset_quint8_const
0.016 0.000 0.000 0.000% 100.000% Const mixed_1/tower/conv/Conv2D_bn_offset_min
0.016 0.000 0.000 0.000% 100.000% Const mixed_1/tower/conv/Conv2D_bn_offset_max
0.008 0.000 0.000 0.000% 100.000% Const mixed_1/conv/conv2d_params_quint8_const
0.008 0.000 0.000 0.000% 100.000% Const mixed_1/conv/conv2d_params_min
0.008 0.000 0.000 0.000% 100.000% Const mixed_1/conv/conv2d_params_max
0.008 0.000 0.000 0.000% 100.000% Const mixed_1/conv/Conv2D_bn_offset_quint8_const
0.008 0.000 0.000 0.000% 100.000% Const mixed_1/conv/Conv2D_bn_offset_min
0.008 0.000 0.000 0.000% 100.000% Const mixed_1/conv/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 100.000% Const mixed/tower_2/conv/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed/tower_2/conv/conv2d_params_min
0.008 0.000 0.000 0.000% 100.000% Const mixed/tower_2/conv/conv2d_params_max
0.008 0.000 0.000 0.000% 100.000% Const mixed/tower_2/conv/Conv2D_bn_offset_quint8_const
0.008 0.000 0.000 0.000% 100.000% Const mixed/tower_2/conv/Conv2D_bn_offset_min
0.008 0.000 0.000 0.000% 100.000% Const mixed/tower_2/conv/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 100.000% Const mixed/tower_1/conv_2/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed/tower_1/conv_2/conv2d_params_min
0.000 0.000 0.000 0.000% 100.000% Const mixed/tower_1/conv_2/conv2d_params_max
0.000 0.000 0.000 0.000% 100.000% Const mixed/tower_1/conv_2/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed/tower_1/conv_2/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 100.000% Const mixed/tower_1/conv_2/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 100.000% Const mixed/tower_1/conv_1/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed/tower_1/conv_1/conv2d_params_min
0.000 0.000 0.000 0.000% 100.000% Const mixed/tower_1/conv_1/conv2d_params_max
0.000 0.000 0.000 0.000% 100.000% Const mixed/tower_1/conv_1/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed/tower_1/conv_1/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 100.000% Const mixed/tower_1/conv_1/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 100.000% Const mixed/tower_1/conv/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed/tower_1/conv/conv2d_params_min
0.000 0.000 0.000 0.000% 100.000% Const mixed/tower_1/conv/conv2d_params_max
0.000 0.000 0.000 0.000% 100.000% Const mixed/tower_1/conv/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed/tower_1/conv/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 100.000% Const mixed/tower_1/conv/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 100.000% Const mixed/tower/conv_1/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed/tower/conv_1/conv2d_params_min
0.000 0.000 0.000 0.000% 100.000% Const mixed/tower/conv_1/conv2d_params_max
0.000 0.000 0.000 0.000% 100.000% Const mixed/tower/conv_1/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed/tower/conv_1/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 100.000% Const mixed/tower/conv_1/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 100.000% Const mixed/tower/conv/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed/tower/conv/conv2d_params_min
0.000 0.000 0.000 0.000% 100.000% Const mixed/tower/conv/conv2d_params_max
0.000 0.000 0.000 0.000% 100.000% Const mixed/tower/conv/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed/tower/conv/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 100.000% Const mixed/tower/conv/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 100.000% Const mixed/conv/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed/conv/conv2d_params_min
0.000 0.000 0.000 0.000% 100.000% Const mixed/conv/conv2d_params_max
0.000 0.000 0.000 0.000% 100.000% Const mixed/conv/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed/conv/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 100.000% Const mixed/conv/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 100.000% Const conv_4/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const conv_4/conv2d_params_min
0.000 0.000 0.000 0.000% 100.000% Const conv_4/conv2d_params_max
0.000 0.000 0.000 0.000% 100.000% Const conv_4/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const conv_4/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 100.000% Const conv_4/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 100.000% Const conv_3/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const conv_3/conv2d_params_min
0.000 0.000 0.000 0.000% 100.000% Const conv_3/conv2d_params_max
0.000 0.000 0.000 0.000% 100.000% Const conv_3/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const conv_3/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 100.000% Const conv_3/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 100.000% Const conv_2/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const conv_2/conv2d_params_min
0.000 0.000 0.000 0.000% 100.000% Const conv_2/conv2d_params_max
0.000 0.000 0.000 0.000% 100.000% Const conv_2/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const conv_2/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 100.000% Const conv_2/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 100.000% Const conv_1/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const conv_1/conv2d_params_min
0.000 0.000 0.000 0.000% 100.000% Const conv_1/conv2d_params_max
0.000 0.000 0.000 0.000% 100.000% Const conv_1/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const conv_1/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 100.000% Const conv_1/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 100.000% Const conv/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const conv/conv2d_params_min
0.000 0.000 0.000 0.000% 100.000% Const conv/conv2d_params_max
0.000 0.000 0.000 0.000% 100.000% Const conv/Conv2D_eightbit_reshape_dims
0.000 0.000 0.000 0.000% 100.000% Reshape conv/Conv2D_eightbit_reshape_Mul
0.000 0.000 0.000 0.000% 100.000% Const conv/Conv2D_eightbit_reduction_dims
0.000 0.000 0.000 0.000% 100.000% Const conv/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const conv/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 100.000% Const conv/Conv2D_bn_offset_max
I tensorflow/core/util/stat_summarizer.cc:354]
I tensorflow/examples/label_image/main.cc:213] military uniform (866): 0.390247
I tensorflow/examples/label_image/main.cc:213] suit (794): 0.177953
I tensorflow/examples/label_image/main.cc:213] Windsor tie (935): 0.0811466
I tensorflow/examples/label_image/main.cc:213] bow tie (817): 0.0780222
I tensorflow/examples/label_image/main.cc:213] theater curtain (903): 0.012325
real 0m14.912s
user 1m36.068s
sys 0m0.227s
Andromeda:tensorflow vade$
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment