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vade/Image Label InceptionV3 Inference Optimized Quantized Rounded.txt

Created November 21, 2016 20:32
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Output of Trace Label Image for Straight Inception V3 graph Inference Optimized Quantized Rounded
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Image Label InceptionV3 Inference Optimized Quantized Rounded.txt
Andromeda:tensorflow vade$ time bazel-bin/tensorflow/examples/label_image/label_image
I tensorflow/core/util/stat_summarizer.cc:33] StatSummarizer found 514 nodes
I tensorflow/core/util/stat_summarizer.cc:353] Total time (us): curr=9578849 count=11 runs, avg 9579 ms, 514 nodes defined 504 nodes observed
128366.4 avg KB per run.
============ By run order (ms) =================
[start] [first] [avg] [%] [cdf%] [Op] [Name]
0.000 0.076 0.076 0.001% 0.001% _SOURCE
0.116 0.016 0.016 0.000% 0.001% Const mixed/join/concat_dim
0.138 0.006 0.006 0.000% 0.001% Const pool_3/_reshape/shape
0.147 0.005 0.005 0.000% 0.001% Const softmax/weights
0.154 0.005 0.005 0.000% 0.001% Const softmax/biases
0.161 0.008 0.008 0.000% 0.001% Const conv/conv2d_params
0.172 0.004 0.004 0.000% 0.001% Const conv/Conv2D_bn_offset
0.179 0.005 0.005 0.000% 0.001% Const conv_1/conv2d_params
0.187 0.005 0.005 0.000% 0.001% Const conv_1/Conv2D_bn_offset
0.194 0.008 0.008 0.000% 0.001% Const conv_2/conv2d_params
0.204 0.005 0.005 0.000% 0.001% Const conv_2/Conv2D_bn_offset
0.212 0.016 0.016 0.000% 0.002% Const conv_3/conv2d_params
0.227 21.170 21.170 0.221% 0.223% Conv2D conv/Conv2D
0.230 0.005 0.005 0.000% 0.223% Const conv_3/Conv2D_bn_offset
0.238 0.005 0.005 0.000% 0.223% Const conv_4/conv2d_params
0.246 0.006 0.006 0.000% 0.223% Const conv_4/Conv2D_bn_offset
0.255 0.005 0.005 0.000% 0.223% Const mixed/conv/conv2d_params
0.263 0.005 0.005 0.000% 0.223% Const mixed/conv/Conv2D_bn_offset
0.271 0.005 0.005 0.000% 0.223% Const mixed/tower/conv/conv2d_params
0.279 0.004 0.004 0.000% 0.223% Const mixed/tower/conv/Conv2D_bn_offset
0.288 0.005 0.005 0.000% 0.223% Const mixed/tower/conv_1/conv2d_params
0.296 0.005 0.005 0.000% 0.223% Const mixed/tower/conv_1/Conv2D_bn_offset
0.303 0.006 0.006 0.000% 0.223% Const mixed/tower_1/conv/conv2d_params
0.311 0.005 0.005 0.000% 0.223% Const mixed/tower_1/conv/Conv2D_bn_offset
0.319 0.007 0.007 0.000% 0.223% Const mixed/tower_1/conv_1/conv2d_params
0.329 0.004 0.004 0.000% 0.223% Const mixed/tower_1/conv_1/Conv2D_bn_offset
0.336 0.006 0.006 0.000% 0.223% Const mixed/tower_1/conv_2/conv2d_params
0.344 0.005 0.005 0.000% 0.223% Const mixed/tower_1/conv_2/Conv2D_bn_offset
0.351 0.006 0.006 0.000% 0.224% Const mixed/tower_2/conv/conv2d_params
0.361 0.005 0.005 0.000% 0.224% Const mixed/tower_2/conv/Conv2D_bn_offset
0.369 0.005 0.005 0.000% 0.224% Const mixed_1/conv/conv2d_params
0.376 0.005 0.005 0.000% 0.224% Const mixed_1/conv/Conv2D_bn_offset
0.384 0.008 0.008 0.000% 0.224% Const mixed_1/tower/conv/conv2d_params
0.396 0.010 0.010 0.000% 0.224% Const mixed_1/tower/conv/Conv2D_bn_offset
0.411 0.009 0.009 0.000% 0.224% Const mixed_1/tower/conv_1/conv2d_params
0.424 0.008 0.008 0.000% 0.224% Const mixed_1/tower/conv_1/Conv2D_bn_offset
0.436 0.008 0.008 0.000% 0.224% Const mixed_1/tower_1/conv/conv2d_params
0.447 0.010 0.010 0.000% 0.224% Const mixed_1/tower_1/conv/Conv2D_bn_offset
0.461 0.023 0.023 0.000% 0.224% Const mixed_1/tower_1/conv_1/conv2d_params
0.492 0.012 0.012 0.000% 0.225% Const mixed_1/tower_1/conv_1/Conv2D_bn_offset
0.508 0.058 0.058 0.001% 0.225% Const mixed_1/tower_1/conv_2/conv2d_params
0.575 0.011 0.011 0.000% 0.225% Const mixed_1/tower_1/conv_2/Conv2D_bn_offset
0.589 0.012 0.012 0.000% 0.225% Const mixed_1/tower_2/conv/conv2d_params
0.605 0.009 0.009 0.000% 0.226% Const mixed_1/tower_2/conv/Conv2D_bn_offset
0.618 0.008 0.008 0.000% 0.226% Const mixed_2/conv/conv2d_params
0.630 0.008 0.008 0.000% 0.226% Const mixed_2/conv/Conv2D_bn_offset
0.641 0.009 0.009 0.000% 0.226% Const mixed_2/tower/conv/conv2d_params
0.656 0.009 0.009 0.000% 0.226% Const mixed_2/tower/conv/Conv2D_bn_offset
0.669 0.008 0.008 0.000% 0.226% Const mixed_2/tower/conv_1/conv2d_params
0.682 0.007 0.007 0.000% 0.226% Const mixed_2/tower/conv_1/Conv2D_bn_offset
0.693 0.009 0.009 0.000% 0.226% Const mixed_2/tower_1/conv/conv2d_params
0.705 0.011 0.011 0.000% 0.226% Const mixed_2/tower_1/conv/Conv2D_bn_offset
0.720 0.009 0.009 0.000% 0.226% Const mixed_2/tower_1/conv_1/conv2d_params
0.732 0.008 0.008 0.000% 0.226% Const mixed_2/tower_1/conv_1/Conv2D_bn_offset
0.744 0.009 0.009 0.000% 0.227% Const mixed_2/tower_1/conv_2/conv2d_params
0.756 0.008 0.008 0.000% 0.227% Const mixed_2/tower_1/conv_2/Conv2D_bn_offset
0.771 0.008 0.008 0.000% 0.227% Const mixed_2/tower_2/conv/conv2d_params
0.783 0.007 0.007 0.000% 0.227% Const mixed_2/tower_2/conv/Conv2D_bn_offset
0.794 0.009 0.009 0.000% 0.227% Const mixed_3/conv/conv2d_params
0.807 0.007 0.007 0.000% 0.227% Const mixed_3/conv/Conv2D_bn_offset
0.818 0.011 0.011 0.000% 0.227% Const mixed_3/tower/conv/conv2d_params
0.833 0.008 0.008 0.000% 0.227% Const mixed_3/tower/conv/Conv2D_bn_offset
0.844 0.009 0.009 0.000% 0.227% Const mixed_3/tower/conv_1/conv2d_params
0.857 0.007 0.007 0.000% 0.227% Const mixed_3/tower/conv_1/Conv2D_bn_offset
0.868 0.008 0.008 0.000% 0.227% Const mixed_3/tower/conv_2/conv2d_params
0.883 0.007 0.007 0.000% 0.227% Const mixed_3/tower/conv_2/Conv2D_bn_offset
0.898 0.009 0.009 0.000% 0.228% Const mixed_4/conv/conv2d_params
0.911 0.008 0.008 0.000% 0.228% Const mixed_4/conv/Conv2D_bn_offset
0.923 0.008 0.008 0.000% 0.228% Const mixed_4/tower/conv/conv2d_params
0.935 0.010 0.010 0.000% 0.228% Const mixed_4/tower/conv/Conv2D_bn_offset
0.949 0.009 0.009 0.000% 0.228% Const mixed_4/tower/conv_1/conv2d_params
0.962 0.008 0.008 0.000% 0.228% Const mixed_4/tower/conv_1/Conv2D_bn_offset
0.973 0.009 0.009 0.000% 0.228% Const mixed_4/tower/conv_2/conv2d_params
0.986 0.007 0.007 0.000% 0.228% Const mixed_4/tower/conv_2/Conv2D_bn_offset
1.000 0.008 0.008 0.000% 0.228% Const mixed_4/tower_1/conv/conv2d_params
1.012 0.008 0.008 0.000% 0.228% Const mixed_4/tower_1/conv/Conv2D_bn_offset
1.023 0.009 0.009 0.000% 0.228% Const mixed_4/tower_1/conv_1/conv2d_params
1.035 0.009 0.009 0.000% 0.229% Const mixed_4/tower_1/conv_1/Conv2D_bn_offset
1.047 0.011 0.011 0.000% 0.229% Const mixed_4/tower_1/conv_2/conv2d_params
1.062 0.008 0.008 0.000% 0.229% Const mixed_4/tower_1/conv_2/Conv2D_bn_offset
1.073 0.009 0.009 0.000% 0.229% Const mixed_4/tower_1/conv_3/conv2d_params
1.085 0.008 0.008 0.000% 0.229% Const mixed_4/tower_1/conv_3/Conv2D_bn_offset
1.097 0.011 0.011 0.000% 0.229% Const mixed_4/tower_1/conv_4/conv2d_params
1.112 0.008 0.008 0.000% 0.229% Const mixed_4/tower_1/conv_4/Conv2D_bn_offset
1.123 0.009 0.009 0.000% 0.229% Const mixed_4/tower_2/conv/conv2d_params
1.136 0.007 0.007 0.000% 0.229% Const mixed_4/tower_2/conv/Conv2D_bn_offset
1.147 0.009 0.009 0.000% 0.229% Const mixed_5/conv/conv2d_params
1.160 0.011 0.011 0.000% 0.229% Const mixed_5/conv/Conv2D_bn_offset
1.175 0.009 0.009 0.000% 0.230% Const mixed_5/tower/conv/conv2d_params
1.188 0.007 0.007 0.000% 0.230% Const mixed_5/tower/conv/Conv2D_bn_offset
1.199 0.009 0.009 0.000% 0.230% Const mixed_5/tower/conv_1/conv2d_params
1.212 0.011 0.011 0.000% 0.230% Const mixed_5/tower/conv_1/Conv2D_bn_offset
1.228 0.009 0.009 0.000% 0.230% Const mixed_5/tower/conv_2/conv2d_params
1.241 0.008 0.008 0.000% 0.230% Const mixed_5/tower/conv_2/Conv2D_bn_offset
1.253 0.009 0.009 0.000% 0.230% Const mixed_5/tower_1/conv/conv2d_params
1.266 0.008 0.008 0.000% 0.230% Const mixed_5/tower_1/conv/Conv2D_bn_offset
1.277 0.013 0.013 0.000% 0.230% Const mixed_5/tower_1/conv_1/conv2d_params
1.294 0.011 0.011 0.000% 0.230% Const mixed_5/tower_1/conv_1/Conv2D_bn_offset
1.309 0.009 0.009 0.000% 0.231% Const mixed_5/tower_1/conv_2/conv2d_params
1.323 0.007 0.007 0.000% 0.231% Const mixed_5/tower_1/conv_2/Conv2D_bn_offset
1.334 0.012 0.012 0.000% 0.231% Const mixed_5/tower_1/conv_3/conv2d_params
1.350 0.008 0.008 0.000% 0.231% Const mixed_5/tower_1/conv_3/Conv2D_bn_offset
1.362 0.009 0.009 0.000% 0.231% Const mixed_5/tower_1/conv_4/conv2d_params
1.375 0.008 0.008 0.000% 0.231% Const mixed_5/tower_1/conv_4/Conv2D_bn_offset
1.386 0.009 0.009 0.000% 0.231% Const mixed_5/tower_2/conv/conv2d_params
1.402 0.008 0.008 0.000% 0.231% Const mixed_5/tower_2/conv/Conv2D_bn_offset
1.414 0.009 0.009 0.000% 0.231% Const mixed_6/conv/conv2d_params
1.427 0.008 0.008 0.000% 0.231% Const mixed_6/conv/Conv2D_bn_offset
1.439 0.008 0.008 0.000% 0.231% Const mixed_6/tower/conv/conv2d_params
1.451 0.011 0.011 0.000% 0.232% Const mixed_6/tower/conv/Conv2D_bn_offset
1.466 0.009 0.009 0.000% 0.232% Const mixed_6/tower/conv_1/conv2d_params
1.479 0.007 0.007 0.000% 0.232% Const mixed_6/tower/conv_1/Conv2D_bn_offset
1.490 0.009 0.009 0.000% 0.232% Const mixed_6/tower/conv_2/conv2d_params
1.503 0.008 0.008 0.000% 0.232% Const mixed_6/tower/conv_2/Conv2D_bn_offset
1.518 0.010 0.010 0.000% 0.232% Const mixed_6/tower_1/conv/conv2d_params
1.532 0.008 0.008 0.000% 0.232% Const mixed_6/tower_1/conv/Conv2D_bn_offset
1.544 0.009 0.009 0.000% 0.232% Const mixed_6/tower_1/conv_1/conv2d_params
1.557 0.008 0.008 0.000% 0.232% Const mixed_6/tower_1/conv_1/Conv2D_bn_offset
1.569 0.027 0.027 0.000% 0.233% Const mixed_6/tower_1/conv_2/conv2d_params
1.603 0.010 0.010 0.000% 0.233% Const mixed_6/tower_1/conv_2/Conv2D_bn_offset
1.617 0.009 0.009 0.000% 0.233% Const mixed_6/tower_1/conv_3/conv2d_params
1.630 0.009 0.009 0.000% 0.233% Const mixed_6/tower_1/conv_3/Conv2D_bn_offset
1.643 0.009 0.009 0.000% 0.233% Const mixed_6/tower_1/conv_4/conv2d_params
1.656 0.009 0.009 0.000% 0.233% Const mixed_6/tower_1/conv_4/Conv2D_bn_offset
1.668 0.015 0.015 0.000% 0.233% Const mixed_6/tower_2/conv/conv2d_params
1.687 0.008 0.008 0.000% 0.233% Const mixed_6/tower_2/conv/Conv2D_bn_offset
1.698 0.009 0.009 0.000% 0.233% Const mixed_7/conv/conv2d_params
1.711 0.009 0.009 0.000% 0.233% Const mixed_7/conv/Conv2D_bn_offset
1.724 0.012 0.012 0.000% 0.234% Const mixed_7/tower/conv/conv2d_params
1.740 0.008 0.008 0.000% 0.234% Const mixed_7/tower/conv/Conv2D_bn_offset
1.753 0.009 0.009 0.000% 0.234% Const mixed_7/tower/conv_1/conv2d_params
1.766 0.008 0.008 0.000% 0.234% Const mixed_7/tower/conv_1/Conv2D_bn_offset
1.778 0.009 0.009 0.000% 0.234% Const mixed_7/tower/conv_2/conv2d_params
1.791 0.010 0.010 0.000% 0.234% Const mixed_7/tower/conv_2/Conv2D_bn_offset
1.805 0.009 0.009 0.000% 0.234% Const mixed_7/tower_1/conv/conv2d_params
1.818 0.008 0.008 0.000% 0.234% Const mixed_7/tower_1/conv/Conv2D_bn_offset
1.830 0.008 0.008 0.000% 0.234% Const mixed_7/tower_1/conv_1/conv2d_params
1.842 0.011 0.011 0.000% 0.234% Const mixed_7/tower_1/conv_1/Conv2D_bn_offset
1.857 0.009 0.009 0.000% 0.235% Const mixed_7/tower_1/conv_2/conv2d_params
1.870 0.008 0.008 0.000% 0.235% Const mixed_7/tower_1/conv_2/Conv2D_bn_offset
1.882 0.009 0.009 0.000% 0.235% Const mixed_7/tower_1/conv_3/conv2d_params
1.895 0.008 0.008 0.000% 0.235% Const mixed_7/tower_1/conv_3/Conv2D_bn_offset
1.907 0.011 0.011 0.000% 0.235% Const mixed_7/tower_1/conv_4/conv2d_params
1.922 0.008 0.008 0.000% 0.235% Const mixed_7/tower_1/conv_4/Conv2D_bn_offset
1.934 0.009 0.009 0.000% 0.235% Const mixed_7/tower_2/conv/conv2d_params
1.947 0.007 0.007 0.000% 0.235% Const mixed_7/tower_2/conv/Conv2D_bn_offset
1.958 0.012 0.012 0.000% 0.235% Const mixed_8/tower/conv/conv2d_params
1.974 0.008 0.008 0.000% 0.235% Const mixed_8/tower/conv/Conv2D_bn_offset
1.985 0.009 0.009 0.000% 0.235% Const mixed_8/tower/conv_1/conv2d_params
1.998 0.007 0.007 0.000% 0.236% Const mixed_8/tower/conv_1/Conv2D_bn_offset
2.009 0.009 0.009 0.000% 0.236% Const mixed_8/tower_1/conv/conv2d_params
2.024 0.009 0.009 0.000% 0.236% Const mixed_8/tower_1/conv/Conv2D_bn_offset
2.036 0.009 0.009 0.000% 0.236% Const mixed_8/tower_1/conv_1/conv2d_params
2.049 0.007 0.007 0.000% 0.236% Const mixed_8/tower_1/conv_1/Conv2D_bn_offset
2.060 0.009 0.009 0.000% 0.236% Const mixed_8/tower_1/conv_2/conv2d_params
2.072 0.012 0.012 0.000% 0.236% Const mixed_8/tower_1/conv_2/Conv2D_bn_offset
2.088 0.008 0.008 0.000% 0.236% Const mixed_8/tower_1/conv_3/conv2d_params
2.100 0.008 0.008 0.000% 0.236% Const mixed_8/tower_1/conv_3/Conv2D_bn_offset
2.112 0.009 0.009 0.000% 0.236% Const mixed_9/conv/conv2d_params
2.125 0.008 0.008 0.000% 0.236% Const mixed_9/conv/Conv2D_bn_offset
2.139 0.009 0.009 0.000% 0.237% Const mixed_9/tower/conv/conv2d_params
2.152 0.008 0.008 0.000% 0.237% Const mixed_9/tower/conv/Conv2D_bn_offset
2.164 0.009 0.009 0.000% 0.237% Const mixed_9/tower/mixed/conv/conv2d_params
2.177 0.007 0.007 0.000% 0.237% Const mixed_9/tower/mixed/conv/Conv2D_bn_offset
2.189 0.011 0.011 0.000% 0.237% Const mixed_9/tower/mixed/conv_1/conv2d_params
2.204 0.008 0.008 0.000% 0.237% Const mixed_9/tower/mixed/conv_1/Conv2D_bn_offset
2.215 0.009 0.009 0.000% 0.237% Const mixed_9/tower_1/conv/conv2d_params
2.228 0.007 0.007 0.000% 0.237% Const mixed_9/tower_1/conv/Conv2D_bn_offset
2.239 0.011 0.011 0.000% 0.237% Const mixed_9/tower_1/conv_1/conv2d_params
2.254 0.008 0.008 0.000% 0.237% Const mixed_9/tower_1/conv_1/Conv2D_bn_offset
2.266 0.009 0.009 0.000% 0.237% Const mixed_9/tower_1/mixed/conv/conv2d_params
2.279 0.007 0.007 0.000% 0.238% Const mixed_9/tower_1/mixed/conv/Conv2D_bn_offset
2.290 0.009 0.009 0.000% 0.238% Const mixed_9/tower_1/mixed/conv_1/conv2d_params
2.303 0.011 0.011 0.000% 0.238% Const mixed_9/tower_1/mixed/conv_1/Conv2D_bn_offset
2.317 0.009 0.009 0.000% 0.238% Const mixed_9/tower_2/conv/conv2d_params
2.330 0.007 0.007 0.000% 0.238% Const mixed_9/tower_2/conv/Conv2D_bn_offset
2.341 0.009 0.009 0.000% 0.238% Const mixed_10/conv/conv2d_params
2.354 0.010 0.010 0.000% 0.238% Const mixed_10/conv/Conv2D_bn_offset
2.368 0.009 0.009 0.000% 0.238% Const mixed_10/tower/conv/conv2d_params
2.381 0.008 0.008 0.000% 0.238% Const mixed_10/tower/conv/Conv2D_bn_offset
2.392 0.009 0.009 0.000% 0.238% Const mixed_10/tower/mixed/conv/conv2d_params
2.405 0.008 0.008 0.000% 0.238% Const mixed_10/tower/mixed/conv/Conv2D_bn_offset
2.416 0.012 0.012 0.000% 0.239% Const mixed_10/tower/mixed/conv_1/conv2d_params
2.432 0.008 0.008 0.000% 0.239% Const mixed_10/tower/mixed/conv_1/Conv2D_bn_offset
2.444 0.008 0.008 0.000% 0.239% Const mixed_10/tower_1/conv/conv2d_params
2.456 0.008 0.008 0.000% 0.239% Const mixed_10/tower_1/conv/Conv2D_bn_offset
2.467 0.012 0.012 0.000% 0.239% Const mixed_10/tower_1/conv_1/conv2d_params
2.483 0.008 0.008 0.000% 0.239% Const mixed_10/tower_1/conv_1/Conv2D_bn_offset
2.494 0.009 0.009 0.000% 0.239% Const mixed_10/tower_1/mixed/conv/conv2d_params
2.506 0.008 0.008 0.000% 0.239% Const mixed_10/tower_1/mixed/conv/Conv2D_bn_offset
2.517 0.009 0.009 0.000% 0.239% Const mixed_10/tower_1/mixed/conv_1/conv2d_params
2.530 0.010 0.010 0.000% 0.239% Const mixed_10/tower_1/mixed/conv_1/Conv2D_bn_offset
2.544 0.009 0.009 0.000% 0.240% Const mixed_10/tower_2/conv/conv2d_params
2.557 0.008 0.008 0.000% 0.240% Const mixed_10/tower_2/conv/Conv2D_bn_offset
21.423 3.622 3.622 0.038% 0.277% BiasAdd conv/batchnorm
25.064 1.212 1.212 0.013% 0.290% Relu conv
26.288 154.900 154.900 1.617% 1.907% Conv2D conv_1/Conv2D
181.209 2.549 2.549 0.027% 1.934% BiasAdd conv_1/batchnorm
183.771 1.147 1.147 0.012% 1.946% Relu conv_1
184.929 303.653 303.653 3.170% 5.116% Conv2D conv_2/Conv2D
488.603 6.361 6.361 0.066% 5.182% BiasAdd conv_2/batchnorm
494.984 2.543 2.543 0.027% 5.209% Relu conv_2
497.547 49.931 49.931 0.521% 5.730% MaxPool pool
547.496 22.803 22.803 0.238% 5.968% Conv2D conv_3/Conv2D
570.318 2.283 2.283 0.024% 5.992% BiasAdd conv_3/batchnorm
572.613 1.224 1.224 0.013% 6.005% Relu conv_3
573.849 520.338 520.338 5.432% 11.437% Conv2D conv_4/Conv2D
1094.207 3.515 3.515 0.037% 11.474% BiasAdd conv_4/batchnorm
1097.743 1.889 1.889 0.020% 11.493% Relu conv_4
1099.650 21.492 21.492 0.224% 11.718% MaxPool pool_1
1121.179 31.616 31.616 0.330% 12.048% Conv2D mixed/tower_1/conv/Conv2D
1121.205 48.458 48.458 0.506% 12.554% AvgPool mixed/tower_2/pool
1121.219 40.733 40.733 0.425% 12.979% Conv2D mixed/conv/Conv2D
1121.222 43.043 43.043 0.449% 13.428% Conv2D mixed/tower/conv/Conv2D
1152.820 2.420 2.420 0.025% 13.453% BiasAdd mixed/tower_1/conv/batchnorm
1155.252 1.013 1.013 0.011% 13.464% Relu mixed/tower_1/conv
1156.275 81.516 81.516 0.851% 14.315% Conv2D mixed/tower_1/conv_1/Conv2D
1161.972 2.231 2.231 0.023% 14.338% BiasAdd mixed/conv/batchnorm
1164.213 0.934 0.934 0.010% 14.348% Relu mixed/conv
1164.283 1.791 1.791 0.019% 14.367% BiasAdd mixed/tower/conv/batchnorm
1166.085 0.741 0.741 0.008% 14.374% Relu mixed/tower/conv
1166.835 162.529 162.529 1.697% 16.071% Conv2D mixed/tower/conv_1/Conv2D
1169.675 65.002 65.002 0.679% 16.750% Conv2D mixed/tower_2/conv/Conv2D
1234.697 0.824 0.824 0.009% 16.758% BiasAdd mixed/tower_2/conv/batchnorm
1235.532 0.294 0.294 0.003% 16.761% Relu mixed/tower_2/conv
1237.806 6.721 6.721 0.070% 16.832% BiasAdd mixed/tower_1/conv_1/batchnorm
1244.543 2.663 2.663 0.028% 16.859% Relu mixed/tower_1/conv_1
1247.217 120.649 120.649 1.260% 18.119% Conv2D mixed/tower_1/conv_2/Conv2D
1329.390 2.194 2.194 0.023% 18.142% BiasAdd mixed/tower/conv_1/batchnorm
1331.596 0.986 0.986 0.010% 18.152% Relu mixed/tower/conv_1
1367.886 0.759 0.759 0.008% 18.160% BiasAdd mixed/tower_1/conv_2/batchnorm
1368.657 0.334 0.334 0.003% 18.164% Relu mixed/tower_1/conv_2
1369.000 2.474 2.474 0.026% 18.189% Concat mixed/join
1371.505 44.741 44.741 0.467% 18.657% Conv2D mixed_1/tower_1/conv/Conv2D
1371.536 61.917 61.917 0.646% 19.303% AvgPool mixed_1/tower_2/pool
1371.540 51.483 51.483 0.537% 19.840% Conv2D mixed_1/conv/Conv2D
1371.541 48.379 48.379 0.505% 20.345% Conv2D mixed_1/tower/conv/Conv2D
1416.273 2.181 2.181 0.023% 20.368% BiasAdd mixed_1/tower_1/conv/batchnorm
1418.465 0.965 0.965 0.010% 20.378% Relu mixed_1/tower_1/conv
1419.439 138.166 138.166 1.442% 21.821% Conv2D mixed_1/tower_1/conv_1/Conv2D
1419.935 1.633 1.633 0.017% 21.838% BiasAdd mixed_1/tower/conv/batchnorm
1421.578 0.738 0.738 0.008% 21.845% Relu mixed_1/tower/conv
1422.325 148.315 148.315 1.548% 23.394% Conv2D mixed_1/tower/conv_1/Conv2D
1423.035 2.226 2.226 0.023% 23.417% BiasAdd mixed_1/conv/batchnorm
1425.272 0.981 0.981 0.010% 23.427% Relu mixed_1/conv
1433.466 73.376 73.376 0.766% 24.193% Conv2D mixed_1/tower_2/conv/Conv2D
1506.869 2.380 2.380 0.025% 24.218% BiasAdd mixed_1/tower_2/conv/batchnorm
1509.260 0.978 0.978 0.010% 24.228% Relu mixed_1/tower_2/conv
1557.631 7.159 7.159 0.075% 24.303% BiasAdd mixed_1/tower_1/conv_1/batchnorm
1564.813 1.050 1.050 0.011% 24.314% Relu mixed_1/tower_1/conv_1
1565.874 88.467 88.467 0.924% 25.238% Conv2D mixed_1/tower_1/conv_2/Conv2D
1570.652 2.169 2.169 0.023% 25.260% BiasAdd mixed_1/tower/conv_1/batchnorm
1572.832 0.976 0.976 0.010% 25.270% Relu mixed_1/tower/conv_1
1654.360 0.630 0.630 0.007% 25.277% BiasAdd mixed_1/tower_1/conv_2/batchnorm
1655.007 0.303 0.303 0.003% 25.280% Relu mixed_1/tower_1/conv_2
1655.319 0.976 0.976 0.010% 25.290% Concat mixed_1/join
1656.332 55.969 55.969 0.584% 25.875% Conv2D mixed_2/tower_1/conv/Conv2D
1656.342 68.907 68.907 0.719% 26.594% AvgPool mixed_2/tower_2/pool
1656.343 61.642 61.642 0.644% 27.238% Conv2D mixed_2/conv/Conv2D
1656.350 44.318 44.318 0.463% 27.700% Conv2D mixed_2/tower/conv/Conv2D
1700.717 1.685 1.685 0.018% 27.718% BiasAdd mixed_2/tower/conv/batchnorm
1702.413 0.769 0.769 0.008% 27.726% Relu mixed_2/tower/conv
1703.191 158.000 158.000 1.649% 29.375% Conv2D mixed_2/tower/conv_1/Conv2D
1712.316 2.197 2.197 0.023% 29.398% BiasAdd mixed_2/tower_1/conv/batchnorm
1714.523 0.971 0.971 0.010% 29.408% Relu mixed_2/tower_1/conv
1715.503 126.247 126.247 1.318% 30.726% Conv2D mixed_2/tower_1/conv_1/Conv2D
1718.000 2.176 2.176 0.023% 30.749% BiasAdd mixed_2/conv/batchnorm
1720.186 0.968 0.968 0.010% 30.759% Relu mixed_2/conv
1725.261 79.302 79.302 0.828% 31.587% Conv2D mixed_2/tower_2/conv/Conv2D
1804.590 2.208 2.208 0.023% 31.610% BiasAdd mixed_2/tower_2/conv/batchnorm
1806.810 0.963 0.963 0.010% 31.620% Relu mixed_2/tower_2/conv
1841.774 10.999 10.999 0.115% 31.735% BiasAdd mixed_2/tower_1/conv_1/batchnorm
1852.786 0.969 0.969 0.010% 31.745% Relu mixed_2/tower_1/conv_1
1853.765 80.417 80.417 0.840% 32.585% Conv2D mixed_2/tower_1/conv_2/Conv2D
1861.204 2.159 2.159 0.023% 32.607% BiasAdd mixed_2/tower/conv_1/batchnorm
1863.373 0.966 0.966 0.010% 32.617% Relu mixed_2/tower/conv_1
1934.202 0.545 0.545 0.006% 32.623% BiasAdd mixed_2/tower_1/conv_2/batchnorm
1934.758 0.271 0.271 0.003% 32.626% Relu mixed_2/tower_1/conv_2
1935.037 0.541 0.541 0.006% 32.631% Concat mixed_2/join
1935.600 38.983 38.983 0.407% 33.038% Conv2D mixed_3/tower/conv/Conv2D
1935.612 12.455 12.455 0.130% 33.168% MaxPool mixed_3/pool
1935.622 306.802 306.802 3.203% 36.371% Conv2D mixed_3/conv/Conv2D
1974.601 2.212 2.212 0.023% 36.394% BiasAdd mixed_3/tower/conv/batchnorm
1976.825 0.991 0.991 0.010% 36.405% Relu mixed_3/tower/conv
1977.825 110.220 110.220 1.151% 37.555% Conv2D mixed_3/tower/conv_1/Conv2D
2088.072 5.902 5.902 0.062% 37.617% BiasAdd mixed_3/tower/conv_1/batchnorm
2093.986 20.193 20.193 0.211% 37.828% Relu mixed_3/tower/conv_1
2114.197 67.935 67.935 0.709% 38.537% Conv2D mixed_3/tower/conv_2/Conv2D
2182.157 0.849 0.849 0.009% 38.546% BiasAdd mixed_3/tower/conv_2/batchnorm
2183.016 0.356 0.356 0.004% 38.550% Relu mixed_3/tower/conv_2
2242.441 0.568 0.568 0.006% 38.556% BiasAdd mixed_3/conv/batchnorm
2243.020 0.254 0.254 0.003% 38.558% Relu mixed_3/conv
2243.282 0.177 0.177 0.002% 38.560% Concat mixed_3/join
2243.483 112.701 112.701 1.177% 39.737% Conv2D mixed_4/tower_1/conv/Conv2D
2243.490 111.548 111.548 1.165% 40.901% Conv2D mixed_4/conv/Conv2D
2243.492 39.931 39.931 0.417% 41.318% AvgPool mixed_4/tower_2/pool
2243.499 76.545 76.545 0.799% 42.117% Conv2D mixed_4/tower/conv/Conv2D
2283.446 106.487 106.487 1.112% 43.229% Conv2D mixed_4/tower_2/conv/Conv2D
2320.069 1.173 1.173 0.012% 43.241% BiasAdd mixed_4/tower/conv/batchnorm
2321.253 0.492 0.492 0.005% 43.246% Relu mixed_4/tower/conv
2321.754 85.475 85.475 0.892% 44.139% Conv2D mixed_4/tower/conv_1/Conv2D
2355.064 1.558 1.558 0.016% 44.155% BiasAdd mixed_4/conv/batchnorm
2356.199 1.125 1.125 0.012% 44.167% BiasAdd mixed_4/tower_1/conv/batchnorm
2356.632 0.700 0.700 0.007% 44.174% Relu mixed_4/conv
2357.335 0.472 0.472 0.005% 44.179% Relu mixed_4/tower_1/conv
2357.816 59.303 59.303 0.619% 44.798% Conv2D mixed_4/tower_1/conv_1/Conv2D
2389.956 1.577 1.577 0.016% 44.814% BiasAdd mixed_4/tower_2/conv/batchnorm
2391.544 0.711 0.711 0.007% 44.822% Relu mixed_4/tower_2/conv
2407.244 1.039 1.039 0.011% 44.833% BiasAdd mixed_4/tower/conv_1/batchnorm
2408.293 0.474 0.474 0.005% 44.838% Relu mixed_4/tower/conv_1
2408.785 63.332 63.332 0.661% 45.499% Conv2D mixed_4/tower/conv_2/Conv2D
2417.133 1.064 1.064 0.011% 45.510% BiasAdd mixed_4/tower_1/conv_1/batchnorm
2418.208 0.485 0.485 0.005% 45.515% Relu mixed_4/tower_1/conv_1
2418.702 58.582 58.582 0.612% 46.126% Conv2D mixed_4/tower_1/conv_2/Conv2D
2472.136 1.591 1.591 0.017% 46.143% BiasAdd mixed_4/tower/conv_2/batchnorm
2473.738 0.720 0.720 0.008% 46.151% Relu mixed_4/tower/conv_2
2477.306 1.193 1.193 0.012% 46.163% BiasAdd mixed_4/tower_1/conv_2/batchnorm
2478.529 0.467 0.467 0.005% 46.168% Relu mixed_4/tower_1/conv_2
2479.013 27.776 27.776 0.290% 46.458% Conv2D mixed_4/tower_1/conv_3/Conv2D
2506.808 0.680 0.680 0.007% 46.465% BiasAdd mixed_4/tower_1/conv_3/batchnorm
2507.496 0.284 0.284 0.003% 46.468% Relu mixed_4/tower_1/conv_3
2507.787 39.370 39.370 0.411% 46.879% Conv2D mixed_4/tower_1/conv_4/Conv2D
2547.176 0.991 0.991 0.010% 46.889% BiasAdd mixed_4/tower_1/conv_4/batchnorm
2548.174 0.405 0.405 0.004% 46.894% Relu mixed_4/tower_1/conv_4
2548.586 1.152 1.152 0.012% 46.906% Concat mixed_4/join
2549.763 89.716 89.716 0.937% 47.842% Conv2D mixed_5/tower_1/conv/Conv2D
2549.784 39.612 39.612 0.414% 48.256% AvgPool mixed_5/tower_2/pool
2549.787 108.230 108.230 1.130% 49.386% Conv2D mixed_5/conv/Conv2D
2549.788 124.373 124.373 1.298% 50.684% Conv2D mixed_5/tower/conv/Conv2D
2589.420 108.816 108.816 1.136% 51.820% Conv2D mixed_5/tower_2/conv/Conv2D
2639.505 1.338 1.338 0.014% 51.834% BiasAdd mixed_5/tower_1/conv/batchnorm
2640.854 0.606 0.606 0.006% 51.840% Relu mixed_5/tower_1/conv
2641.469 94.826 94.826 0.990% 52.830% Conv2D mixed_5/tower_1/conv_1/Conv2D
2658.035 1.748 1.748 0.018% 52.849% BiasAdd mixed_5/conv/batchnorm
2659.793 0.731 0.731 0.008% 52.856% Relu mixed_5/conv
2674.177 1.335 1.335 0.014% 52.870% BiasAdd mixed_5/tower/conv/batchnorm
2675.522 0.583 0.583 0.006% 52.876% Relu mixed_5/tower/conv
2676.114 90.397 90.397 0.944% 53.820% Conv2D mixed_5/tower/conv_1/Conv2D
2698.255 1.712 1.712 0.018% 53.838% BiasAdd mixed_5/tower_2/conv/batchnorm
2699.977 0.718 0.718 0.007% 53.845% Relu mixed_5/tower_2/conv
2736.313 1.344 1.344 0.014% 53.859% BiasAdd mixed_5/tower_1/conv_1/batchnorm
2737.667 0.619 0.619 0.006% 53.866% Relu mixed_5/tower_1/conv_1
2738.295 85.850 85.850 0.896% 54.762% Conv2D mixed_5/tower_1/conv_2/Conv2D
2766.528 1.297 1.297 0.014% 54.776% BiasAdd mixed_5/tower/conv_1/batchnorm
2767.835 0.586 0.586 0.006% 54.782% Relu mixed_5/tower/conv_1
2768.429 96.512 96.512 1.008% 55.789% Conv2D mixed_5/tower/conv_2/Conv2D
2824.164 1.328 1.328 0.014% 55.803% BiasAdd mixed_5/tower_1/conv_2/batchnorm
2825.502 0.603 0.603 0.006% 55.809% Relu mixed_5/tower_1/conv_2
2826.122 57.014 57.014 0.595% 56.405% Conv2D mixed_5/tower_1/conv_3/Conv2D
2864.959 1.629 1.629 0.017% 56.422% BiasAdd mixed_5/tower/conv_2/batchnorm
2866.599 0.737 0.737 0.008% 56.429% Relu mixed_5/tower/conv_2
2883.148 0.815 0.815 0.009% 56.438% BiasAdd mixed_5/tower_1/conv_3/batchnorm
2883.970 0.337 0.337 0.004% 56.441% Relu mixed_5/tower_1/conv_3
2884.314 49.691 49.691 0.519% 56.960% Conv2D mixed_5/tower_1/conv_4/Conv2D
2934.023 0.960 0.960 0.010% 56.970% BiasAdd mixed_5/tower_1/conv_4/batchnorm
2934.991 0.393 0.393 0.004% 56.974% Relu mixed_5/tower_1/conv_4
2935.391 0.276 0.276 0.003% 56.977% Concat mixed_5/join
2935.690 79.287 79.287 0.828% 57.805% Conv2D mixed_6/tower_1/conv/Conv2D
2935.697 40.274 40.274 0.420% 58.225% AvgPool mixed_6/tower_2/pool
2935.706 135.561 135.561 1.415% 59.640% Conv2D mixed_6/conv/Conv2D
2935.715 123.033 123.033 1.284% 60.925% Conv2D mixed_6/tower/conv/Conv2D
2975.994 105.266 105.266 1.099% 62.024% Conv2D mixed_6/tower_2/conv/Conv2D
3015.002 1.338 1.338 0.014% 62.038% BiasAdd mixed_6/tower_1/conv/batchnorm
3016.352 0.588 0.588 0.006% 62.044% Relu mixed_6/tower_1/conv
3016.949 105.124 105.124 1.097% 63.141% Conv2D mixed_6/tower_1/conv_1/Conv2D
3058.773 1.347 1.347 0.014% 63.155% BiasAdd mixed_6/tower/conv/batchnorm
3060.131 0.608 0.608 0.006% 63.162% Relu mixed_6/tower/conv
3060.749 94.199 94.199 0.983% 64.145% Conv2D mixed_6/tower/conv_1/Conv2D
3071.285 1.627 1.627 0.017% 64.162% BiasAdd mixed_6/conv/batchnorm
3072.922 0.738 0.738 0.008% 64.170% Relu mixed_6/conv
3081.272 1.575 1.575 0.016% 64.186% BiasAdd mixed_6/tower_2/conv/batchnorm
3082.857 0.714 0.714 0.007% 64.194% Relu mixed_6/tower_2/conv
3122.093 1.335 1.335 0.014% 64.208% BiasAdd mixed_6/tower_1/conv_1/batchnorm
3123.438 0.590 0.590 0.006% 64.214% Relu mixed_6/tower_1/conv_1
3124.038 100.930 100.930 1.054% 65.268% Conv2D mixed_6/tower_1/conv_2/Conv2D
3154.959 0.837 0.837 0.009% 65.276% BiasAdd mixed_6/tower/conv_1/batchnorm
3155.803 0.347 0.347 0.004% 65.280% Relu mixed_6/tower/conv_1
3156.157 80.352 80.352 0.839% 66.119% Conv2D mixed_6/tower/conv_2/Conv2D
3224.992 1.377 1.377 0.014% 66.133% BiasAdd mixed_6/tower_1/conv_2/batchnorm
3226.380 0.604 0.604 0.006% 66.139% Relu mixed_6/tower_1/conv_2
3226.994 44.418 44.418 0.464% 66.603% Conv2D mixed_6/tower_1/conv_3/Conv2D
3236.524 1.600 1.600 0.017% 66.620% BiasAdd mixed_6/tower/conv_2/batchnorm
3238.136 0.716 0.716 0.007% 66.627% Relu mixed_6/tower/conv_2
3271.425 0.826 0.826 0.009% 66.636% BiasAdd mixed_6/tower_1/conv_3/batchnorm
3272.259 0.338 0.338 0.004% 66.639% Relu mixed_6/tower_1/conv_3
3272.604 47.914 47.914 0.500% 67.140% Conv2D mixed_6/tower_1/conv_4/Conv2D
3320.532 1.008 1.008 0.011% 67.150% BiasAdd mixed_6/tower_1/conv_4/batchnorm
3321.548 0.414 0.414 0.004% 67.155% Relu mixed_6/tower_1/conv_4
3321.969 0.160 0.160 0.002% 67.156% Concat mixed_6/join
3322.150 133.055 133.055 1.389% 68.545% Conv2D mixed_7/tower_1/conv/Conv2D
3322.162 41.436 41.436 0.433% 68.978% AvgPool mixed_7/tower_2/pool
3322.167 112.059 112.059 1.170% 70.148% Conv2D mixed_7/conv/Conv2D
3322.174 135.523 135.523 1.415% 71.563% Conv2D mixed_7/tower/conv/Conv2D
3363.621 99.374 99.374 1.037% 72.600% Conv2D mixed_7/tower_2/conv/Conv2D
3434.253 1.597 1.597 0.017% 72.617% BiasAdd mixed_7/conv/batchnorm
3435.860 0.690 0.690 0.007% 72.624% Relu mixed_7/conv
3455.222 1.628 1.628 0.017% 72.641% BiasAdd mixed_7/tower_1/conv/batchnorm
3456.860 0.737 0.737 0.008% 72.649% Relu mixed_7/tower_1/conv
3457.606 117.484 117.484 1.226% 73.875% Conv2D mixed_7/tower_1/conv_1/Conv2D
3457.708 1.591 1.591 0.017% 73.892% BiasAdd mixed_7/tower/conv/batchnorm
3459.309 0.734 0.734 0.008% 73.899% Relu mixed_7/tower/conv
3460.052 116.647 116.647 1.218% 75.117% Conv2D mixed_7/tower/conv_1/Conv2D
3463.008 1.622 1.622 0.017% 75.134% BiasAdd mixed_7/tower_2/conv/batchnorm
3464.640 0.716 0.716 0.007% 75.141% Relu mixed_7/tower_2/conv
3575.115 1.321 1.321 0.014% 75.155% BiasAdd mixed_7/tower_1/conv_1/batchnorm
3576.447 0.421 0.421 0.004% 75.160% Relu mixed_7/tower_1/conv_1
3576.712 1.484 1.484 0.015% 75.175% BiasAdd mixed_7/tower/conv_1/batchnorm
3576.874 117.631 117.631 1.228% 76.403% Conv2D mixed_7/tower_1/conv_2/Conv2D
3578.208 0.705 0.705 0.007% 76.411% Relu mixed_7/tower/conv_1
3578.922 111.166 111.166 1.161% 77.571% Conv2D mixed_7/tower/conv_2/Conv2D
3690.113 1.600 1.600 0.017% 77.588% BiasAdd mixed_7/tower/conv_2/batchnorm
3691.723 0.703 0.703 0.007% 77.595% Relu mixed_7/tower/conv_2
3694.516 0.999 0.999 0.010% 77.606% BiasAdd mixed_7/tower_1/conv_2/batchnorm
3695.523 0.411 0.411 0.004% 77.610% Relu mixed_7/tower_1/conv_2
3695.941 59.369 59.369 0.620% 78.230% Conv2D mixed_7/tower_1/conv_3/Conv2D
3755.323 1.004 1.004 0.010% 78.240% BiasAdd mixed_7/tower_1/conv_3/batchnorm
3756.335 0.414 0.414 0.004% 78.244% Relu mixed_7/tower_1/conv_3
3756.756 58.939 58.939 0.615% 78.860% Conv2D mixed_7/tower_1/conv_4/Conv2D
3815.710 0.993 0.993 0.010% 78.870% BiasAdd mixed_7/tower_1/conv_4/batchnorm
3816.711 0.407 0.407 0.004% 78.874% Relu mixed_7/tower_1/conv_4
3817.125 0.166 0.166 0.002% 78.876% Concat mixed_7/join
3817.309 66.123 66.123 0.690% 79.566% Conv2D mixed_8/tower_1/conv/Conv2D
3817.328 6.689 6.689 0.070% 79.636% MaxPool mixed_8/pool
3817.335 67.609 67.609 0.706% 80.342% Conv2D mixed_8/tower/conv/Conv2D
3883.449 1.518 1.518 0.016% 80.358% BiasAdd mixed_8/tower_1/conv/batchnorm
3884.955 1.318 1.318 0.014% 80.372% BiasAdd mixed_8/tower/conv/batchnorm
3884.975 0.415 0.415 0.004% 80.376% Relu mixed_8/tower_1/conv
3885.396 88.202 88.202 0.921% 81.297% Conv2D mixed_8/tower_1/conv_1/Conv2D
3886.284 0.706 0.706 0.007% 81.304% Relu mixed_8/tower/conv
3886.999 85.136 85.136 0.889% 82.193% Conv2D mixed_8/tower/conv_1/Conv2D
3972.155 0.641 0.641 0.007% 82.200% BiasAdd mixed_8/tower/conv_1/batchnorm
3972.805 0.260 0.260 0.003% 82.202% Relu mixed_8/tower/conv_1
3973.612 0.999 0.999 0.010% 82.213% BiasAdd mixed_8/tower_1/conv_1/batchnorm
3974.619 0.402 0.402 0.004% 82.217% Relu mixed_8/tower_1/conv_1
3975.027 63.226 63.226 0.660% 82.877% Conv2D mixed_8/tower_1/conv_2/Conv2D
4038.275 1.026 1.026 0.011% 82.888% BiasAdd mixed_8/tower_1/conv_2/batchnorm
4039.309 0.442 0.442 0.005% 82.892% Relu mixed_8/tower_1/conv_2
4039.758 20.168 20.168 0.211% 83.103% Conv2D mixed_8/tower_1/conv_3/Conv2D
4059.941 0.251 0.251 0.003% 83.105% BiasAdd mixed_8/tower_1/conv_3/batchnorm
4060.199 0.105 0.105 0.001% 83.107% Relu mixed_8/tower_1/conv_3
4060.309 0.113 0.113 0.001% 83.108% Concat mixed_8/join
4060.448 103.394 103.394 1.079% 84.187% Conv2D mixed_9/tower_1/conv/Conv2D
4060.451 14.337 14.337 0.150% 84.337% AvgPool mixed_9/tower_2/pool
4060.453 81.587 81.587 0.852% 85.189% Conv2D mixed_9/conv/Conv2D
4060.458 85.278 85.278 0.890% 86.079% Conv2D mixed_9/tower/conv/Conv2D
4074.805 51.724 51.724 0.540% 86.619% Conv2D mixed_9/tower_2/conv/Conv2D
4126.550 0.449 0.449 0.005% 86.624% BiasAdd mixed_9/tower_2/conv/batchnorm
4127.011 0.208 0.208 0.002% 86.626% Relu mixed_9/tower_2/conv
4142.050 0.702 0.702 0.007% 86.633% BiasAdd mixed_9/conv/batchnorm
4142.760 0.284 0.284 0.003% 86.636% Relu mixed_9/conv
4145.749 0.831 0.831 0.009% 86.645% BiasAdd mixed_9/tower/conv/batchnorm
4146.590 0.385 0.385 0.004% 86.649% Relu mixed_9/tower/conv
4146.990 61.024 61.024 0.637% 87.286% Conv2D mixed_9/tower/mixed/conv_1/Conv2D
4146.998 65.554 65.554 0.684% 87.970% Conv2D mixed_9/tower/mixed/conv/Conv2D
4163.864 0.939 0.939 0.010% 87.980% BiasAdd mixed_9/tower_1/conv/batchnorm
4164.815 0.836 0.836 0.009% 87.989% Relu mixed_9/tower_1/conv
4165.665 113.985 113.985 1.190% 89.179% Conv2D mixed_9/tower_1/conv_1/Conv2D
4208.032 0.765 0.765 0.008% 89.187% BiasAdd mixed_9/tower/mixed/conv_1/batchnorm
4208.807 0.322 0.322 0.003% 89.190% Relu mixed_9/tower/mixed/conv_1
4212.564 0.739 0.739 0.008% 89.198% BiasAdd mixed_9/tower/mixed/conv/batchnorm
4213.316 0.326 0.326 0.003% 89.201% Relu mixed_9/tower/mixed/conv
4279.664 0.464 0.464 0.005% 89.206% BiasAdd mixed_9/tower_1/conv_1/batchnorm
4280.134 0.195 0.195 0.002% 89.208% Relu mixed_9/tower_1/conv_1
4280.342 46.375 46.375 0.484% 89.692% Conv2D mixed_9/tower_1/mixed/conv_1/Conv2D
4280.366 46.265 46.265 0.483% 90.175% Conv2D mixed_9/tower_1/mixed/conv/Conv2D
4326.652 0.569 0.569 0.006% 90.181% BiasAdd mixed_9/tower_1/mixed/conv/batchnorm
4326.729 0.558 0.558 0.006% 90.187% BiasAdd mixed_9/tower_1/mixed/conv_1/batchnorm
4327.229 0.268 0.268 0.003% 90.190% Relu mixed_9/tower_1/mixed/conv
4327.294 0.280 0.280 0.003% 90.193% Relu mixed_9/tower_1/mixed/conv_1
4327.579 0.166 0.166 0.002% 90.194% Concat mixed_9/join
4327.768 15.100 15.100 0.158% 90.352% MaxPool mixed_10/tower_2/pool
4327.778 141.680 141.680 1.479% 91.831% Conv2D mixed_10/conv/Conv2D
4327.779 145.539 145.539 1.519% 93.350% Conv2D mixed_10/tower_1/conv/Conv2D
4327.785 144.793 144.793 1.512% 94.862% Conv2D mixed_10/tower/conv/Conv2D
4342.890 104.397 104.397 1.090% 95.952% Conv2D mixed_10/tower_2/conv/Conv2D
4447.308 0.403 0.403 0.004% 95.956% BiasAdd mixed_10/tower_2/conv/batchnorm
4447.719 0.179 0.179 0.002% 95.958% Relu mixed_10/tower_2/conv
4469.474 0.654 0.654 0.007% 95.965% BiasAdd mixed_10/conv/batchnorm
4470.136 0.280 0.280 0.003% 95.968% Relu mixed_10/conv
4472.590 0.601 0.601 0.006% 95.974% BiasAdd mixed_10/tower/conv/batchnorm
4473.199 0.201 0.201 0.002% 95.976% Relu mixed_10/tower/conv
4473.332 0.530 0.530 0.006% 95.982% BiasAdd mixed_10/tower_1/conv/batchnorm
4473.412 69.379 69.379 0.724% 96.706% Conv2D mixed_10/tower/mixed/conv_1/Conv2D
4473.417 69.345 69.345 0.724% 97.430% Conv2D mixed_10/tower/mixed/conv/Conv2D
4473.870 0.261 0.261 0.003% 97.433% Relu mixed_10/tower_1/conv
4474.137 128.072 128.072 1.337% 98.770% Conv2D mixed_10/tower_1/conv_1/Conv2D
4542.782 0.777 0.777 0.008% 98.778% BiasAdd mixed_10/tower/mixed/conv/batchnorm
4542.804 1.122 1.122 0.012% 98.789% BiasAdd mixed_10/tower/mixed/conv_1/batchnorm
4543.568 0.349 0.349 0.004% 98.793% Relu mixed_10/tower/mixed/conv
4543.937 0.354 0.354 0.004% 98.797% Relu mixed_10/tower/mixed/conv_1
4602.223 0.470 0.470 0.005% 98.802% BiasAdd mixed_10/tower_1/conv_1/batchnorm
4602.700 0.199 0.199 0.002% 98.804% Relu mixed_10/tower_1/conv_1
4602.910 46.693 46.693 0.487% 99.291% Conv2D mixed_10/tower_1/mixed/conv_1/Conv2D
4602.935 43.266 43.266 0.452% 99.743% Conv2D mixed_10/tower_1/mixed/conv/Conv2D
4646.219 0.763 0.763 0.008% 99.751% BiasAdd mixed_10/tower_1/mixed/conv/batchnorm
4646.991 0.336 0.336 0.004% 99.754% Relu mixed_10/tower_1/mixed/conv
4649.612 0.472 0.472 0.005% 99.759% BiasAdd mixed_10/tower_1/mixed/conv_1/batchnorm
4650.090 0.199 0.199 0.002% 99.761% Relu mixed_10/tower_1/mixed/conv_1
4650.294 0.130 0.130 0.001% 99.763% Concat mixed_10/join
4650.439 1.040 1.040 0.011% 99.774% AvgPool pool_3
4651.485 0.020 0.020 0.000% 99.774% Reshape pool_3/_reshape
4651.510 21.318 21.318 0.223% 99.996% MatMul softmax/logits/MatMul
4672.842 0.062 0.062 0.001% 99.997% BiasAdd softmax/logits
4672.910 0.288 0.288 0.003% 100.000% Softmax softmax
1 runs, avg 9579 ms, 514 nodes defined 504 nodes observed
128366.4 avg KB per run.
============ Top by duration in ms =================
[start] [first] [avg] [%] [cdf%] [Op] [Name]
573.849 520.338 520.338 5.432% 5.432% Conv2D conv_4/Conv2D
1935.622 306.802 306.802 3.203% 8.635% Conv2D mixed_3/conv/Conv2D
184.929 303.653 303.653 3.170% 11.805% Conv2D conv_2/Conv2D
1166.835 162.529 162.529 1.697% 13.502% Conv2D mixed/tower/conv_1/Conv2D
1703.191 158.000 158.000 1.649% 15.151% Conv2D mixed_2/tower/conv_1/Conv2D
26.288 154.900 154.900 1.617% 16.768% Conv2D conv_1/Conv2D
1422.325 148.315 148.315 1.548% 18.317% Conv2D mixed_1/tower/conv_1/Conv2D
4327.779 145.539 145.539 1.519% 19.836% Conv2D mixed_10/tower_1/conv/Conv2D
4327.785 144.793 144.793 1.512% 21.348% Conv2D mixed_10/tower/conv/Conv2D
4327.778 141.680 141.680 1.479% 22.827% Conv2D mixed_10/conv/Conv2D
1419.439 138.166 138.166 1.442% 24.269% Conv2D mixed_1/tower_1/conv_1/Conv2D
2935.706 135.561 135.561 1.415% 25.684% Conv2D mixed_6/conv/Conv2D
3322.174 135.523 135.523 1.415% 27.099% Conv2D mixed_7/tower/conv/Conv2D
3322.150 133.055 133.055 1.389% 28.488% Conv2D mixed_7/tower_1/conv/Conv2D
4474.137 128.072 128.072 1.337% 29.825% Conv2D mixed_10/tower_1/conv_1/Conv2D
1715.503 126.247 126.247 1.318% 31.143% Conv2D mixed_2/tower_1/conv_1/Conv2D
2549.788 124.373 124.373 1.298% 32.442% Conv2D mixed_5/tower/conv/Conv2D
2935.715 123.033 123.033 1.284% 33.726% Conv2D mixed_6/tower/conv/Conv2D
1247.217 120.649 120.649 1.260% 34.986% Conv2D mixed/tower_1/conv_2/Conv2D
3576.874 117.631 117.631 1.228% 36.214% Conv2D mixed_7/tower_1/conv_2/Conv2D
3457.606 117.484 117.484 1.226% 37.440% Conv2D mixed_7/tower_1/conv_1/Conv2D
3460.052 116.647 116.647 1.218% 38.658% Conv2D mixed_7/tower/conv_1/Conv2D
4165.665 113.985 113.985 1.190% 39.848% Conv2D mixed_9/tower_1/conv_1/Conv2D
2243.483 112.701 112.701 1.177% 41.025% Conv2D mixed_4/tower_1/conv/Conv2D
3322.167 112.059 112.059 1.170% 42.194% Conv2D mixed_7/conv/Conv2D
2243.490 111.548 111.548 1.165% 43.359% Conv2D mixed_4/conv/Conv2D
3578.922 111.166 111.166 1.161% 44.519% Conv2D mixed_7/tower/conv_2/Conv2D
1977.825 110.220 110.220 1.151% 45.670% Conv2D mixed_3/tower/conv_1/Conv2D
2589.420 108.816 108.816 1.136% 46.806% Conv2D mixed_5/tower_2/conv/Conv2D
2549.787 108.230 108.230 1.130% 47.936% Conv2D mixed_5/conv/Conv2D
2283.446 106.487 106.487 1.112% 49.048% Conv2D mixed_4/tower_2/conv/Conv2D
2975.994 105.266 105.266 1.099% 50.147% Conv2D mixed_6/tower_2/conv/Conv2D
3016.949 105.124 105.124 1.097% 51.244% Conv2D mixed_6/tower_1/conv_1/Conv2D
4342.890 104.397 104.397 1.090% 52.334% Conv2D mixed_10/tower_2/conv/Conv2D
4060.448 103.394 103.394 1.079% 53.413% Conv2D mixed_9/tower_1/conv/Conv2D
3124.038 100.930 100.930 1.054% 54.467% Conv2D mixed_6/tower_1/conv_2/Conv2D
3363.621 99.374 99.374 1.037% 55.504% Conv2D mixed_7/tower_2/conv/Conv2D
2768.429 96.512 96.512 1.008% 56.512% Conv2D mixed_5/tower/conv_2/Conv2D
2641.469 94.826 94.826 0.990% 57.502% Conv2D mixed_5/tower_1/conv_1/Conv2D
3060.749 94.199 94.199 0.983% 58.485% Conv2D mixed_6/tower/conv_1/Conv2D
2676.114 90.397 90.397 0.944% 59.429% Conv2D mixed_5/tower/conv_1/Conv2D
2549.763 89.716 89.716 0.937% 60.366% Conv2D mixed_5/tower_1/conv/Conv2D
1565.874 88.467 88.467 0.924% 61.289% Conv2D mixed_1/tower_1/conv_2/Conv2D
3885.396 88.202 88.202 0.921% 62.210% Conv2D mixed_8/tower_1/conv_1/Conv2D
2738.295 85.850 85.850 0.896% 63.106% Conv2D mixed_5/tower_1/conv_2/Conv2D
2321.754 85.475 85.475 0.892% 63.999% Conv2D mixed_4/tower/conv_1/Conv2D
4060.458 85.278 85.278 0.890% 64.889% Conv2D mixed_9/tower/conv/Conv2D
3886.999 85.136 85.136 0.889% 65.778% Conv2D mixed_8/tower/conv_1/Conv2D
4060.453 81.587 81.587 0.852% 66.629% Conv2D mixed_9/conv/Conv2D
1156.275 81.516 81.516 0.851% 67.480% Conv2D mixed/tower_1/conv_1/Conv2D
1853.765 80.417 80.417 0.840% 68.320% Conv2D mixed_2/tower_1/conv_2/Conv2D
3156.157 80.352 80.352 0.839% 69.159% Conv2D mixed_6/tower/conv_2/Conv2D
1725.261 79.302 79.302 0.828% 69.987% Conv2D mixed_2/tower_2/conv/Conv2D
2935.690 79.287 79.287 0.828% 70.814% Conv2D mixed_6/tower_1/conv/Conv2D
2243.499 76.545 76.545 0.799% 71.614% Conv2D mixed_4/tower/conv/Conv2D
1433.466 73.376 73.376 0.766% 72.380% Conv2D mixed_1/tower_2/conv/Conv2D
4473.412 69.379 69.379 0.724% 73.104% Conv2D mixed_10/tower/mixed/conv_1/Conv2D
4473.417 69.345 69.345 0.724% 73.828% Conv2D mixed_10/tower/mixed/conv/Conv2D
1656.342 68.907 68.907 0.719% 74.547% AvgPool mixed_2/tower_2/pool
2114.197 67.935 67.935 0.709% 75.256% Conv2D mixed_3/tower/conv_2/Conv2D
3817.335 67.609 67.609 0.706% 75.962% Conv2D mixed_8/tower/conv/Conv2D
3817.309 66.123 66.123 0.690% 76.652% Conv2D mixed_8/tower_1/conv/Conv2D
4146.998 65.554 65.554 0.684% 77.337% Conv2D mixed_9/tower/mixed/conv/Conv2D
1169.675 65.002 65.002 0.679% 78.015% Conv2D mixed/tower_2/conv/Conv2D
2408.785 63.332 63.332 0.661% 78.677% Conv2D mixed_4/tower/conv_2/Conv2D
3975.027 63.226 63.226 0.660% 79.337% Conv2D mixed_8/tower_1/conv_2/Conv2D
1371.536 61.917 61.917 0.646% 79.983% AvgPool mixed_1/tower_2/pool
1656.343 61.642 61.642 0.644% 80.627% Conv2D mixed_2/conv/Conv2D
4146.990 61.024 61.024 0.637% 81.264% Conv2D mixed_9/tower/mixed/conv_1/Conv2D
3695.941 59.369 59.369 0.620% 81.883% Conv2D mixed_7/tower_1/conv_3/Conv2D
2357.816 59.303 59.303 0.619% 82.503% Conv2D mixed_4/tower_1/conv_1/Conv2D
3756.756 58.939 58.939 0.615% 83.118% Conv2D mixed_7/tower_1/conv_4/Conv2D
2418.702 58.582 58.582 0.612% 83.729% Conv2D mixed_4/tower_1/conv_2/Conv2D
2826.122 57.014 57.014 0.595% 84.325% Conv2D mixed_5/tower_1/conv_3/Conv2D
1656.332 55.969 55.969 0.584% 84.909% Conv2D mixed_2/tower_1/conv/Conv2D
4074.805 51.724 51.724 0.540% 85.449% Conv2D mixed_9/tower_2/conv/Conv2D
1371.540 51.483 51.483 0.537% 85.986% Conv2D mixed_1/conv/Conv2D
497.547 49.931 49.931 0.521% 86.508% MaxPool pool
2884.314 49.691 49.691 0.519% 87.026% Conv2D mixed_5/tower_1/conv_4/Conv2D
1121.205 48.458 48.458 0.506% 87.532% AvgPool mixed/tower_2/pool
1371.541 48.379 48.379 0.505% 88.037% Conv2D mixed_1/tower/conv/Conv2D
3272.604 47.914 47.914 0.500% 88.538% Conv2D mixed_6/tower_1/conv_4/Conv2D
4602.910 46.693 46.693 0.487% 89.025% Conv2D mixed_10/tower_1/mixed/conv_1/Conv2D
4280.342 46.375 46.375 0.484% 89.509% Conv2D mixed_9/tower_1/mixed/conv_1/Conv2D
4280.366 46.265 46.265 0.483% 89.992% Conv2D mixed_9/tower_1/mixed/conv/Conv2D
1371.505 44.741 44.741 0.467% 90.459% Conv2D mixed_1/tower_1/conv/Conv2D
3226.994 44.418 44.418 0.464% 90.923% Conv2D mixed_6/tower_1/conv_3/Conv2D
1656.350 44.318 44.318 0.463% 91.386% Conv2D mixed_2/tower/conv/Conv2D
4602.935 43.266 43.266 0.452% 91.837% Conv2D mixed_10/tower_1/mixed/conv/Conv2D
1121.222 43.043 43.043 0.449% 92.287% Conv2D mixed/tower/conv/Conv2D
3322.162 41.436 41.436 0.433% 92.719% AvgPool mixed_7/tower_2/pool
1121.219 40.733 40.733 0.425% 93.144% Conv2D mixed/conv/Conv2D
2935.697 40.274 40.274 0.420% 93.565% AvgPool mixed_6/tower_2/pool
2243.492 39.931 39.931 0.417% 93.982% AvgPool mixed_4/tower_2/pool
2549.784 39.612 39.612 0.414% 94.395% AvgPool mixed_5/tower_2/pool
2507.787 39.370 39.370 0.411% 94.806% Conv2D mixed_4/tower_1/conv_4/Conv2D
1935.600 38.983 38.983 0.407% 95.213% Conv2D mixed_3/tower/conv/Conv2D
1121.179 31.616 31.616 0.330% 95.543% Conv2D mixed/tower_1/conv/Conv2D
2479.013 27.776 27.776 0.290% 95.833% Conv2D mixed_4/tower_1/conv_3/Conv2D
547.496 22.803 22.803 0.238% 96.071% Conv2D conv_3/Conv2D
1099.650 21.492 21.492 0.224% 96.296% MaxPool pool_1
4651.510 21.318 21.318 0.223% 96.518% MatMul softmax/logits/MatMul
0.227 21.170 21.170 0.221% 96.739% Conv2D conv/Conv2D
2093.986 20.193 20.193 0.211% 96.950% Relu mixed_3/tower/conv_1
4039.758 20.168 20.168 0.211% 97.161% Conv2D mixed_8/tower_1/conv_3/Conv2D
4327.768 15.100 15.100 0.158% 97.318% MaxPool mixed_10/tower_2/pool
4060.451 14.337 14.337 0.150% 97.468% AvgPool mixed_9/tower_2/pool
1935.612 12.455 12.455 0.130% 97.598% MaxPool mixed_3/pool
1841.774 10.999 10.999 0.115% 97.713% BiasAdd mixed_2/tower_1/conv_1/batchnorm
1557.631 7.159 7.159 0.075% 97.788% BiasAdd mixed_1/tower_1/conv_1/batchnorm
1237.806 6.721 6.721 0.070% 97.858% BiasAdd mixed/tower_1/conv_1/batchnorm
3817.328 6.689 6.689 0.070% 97.928% MaxPool mixed_8/pool
488.603 6.361 6.361 0.066% 97.994% BiasAdd conv_2/batchnorm
2088.072 5.902 5.902 0.062% 98.056% BiasAdd mixed_3/tower/conv_1/batchnorm
21.423 3.622 3.622 0.038% 98.093% BiasAdd conv/batchnorm
1094.207 3.515 3.515 0.037% 98.130% BiasAdd conv_4/batchnorm
1244.543 2.663 2.663 0.028% 98.158% Relu mixed/tower_1/conv_1
181.209 2.549 2.549 0.027% 98.184% BiasAdd conv_1/batchnorm
494.984 2.543 2.543 0.027% 98.211% Relu conv_2
1369.000 2.474 2.474 0.026% 98.237% Concat mixed/join
1152.820 2.420 2.420 0.025% 98.262% BiasAdd mixed/tower_1/conv/batchnorm
1506.869 2.380 2.380 0.025% 98.287% BiasAdd mixed_1/tower_2/conv/batchnorm
570.318 2.283 2.283 0.024% 98.311% BiasAdd conv_3/batchnorm
1161.972 2.231 2.231 0.023% 98.334% BiasAdd mixed/conv/batchnorm
1423.035 2.226 2.226 0.023% 98.357% BiasAdd mixed_1/conv/batchnorm
1974.601 2.212 2.212 0.023% 98.380% BiasAdd mixed_3/tower/conv/batchnorm
1804.590 2.208 2.208 0.023% 98.403% BiasAdd mixed_2/tower_2/conv/batchnorm
1712.316 2.197 2.197 0.023% 98.426% BiasAdd mixed_2/tower_1/conv/batchnorm
1329.390 2.194 2.194 0.023% 98.449% BiasAdd mixed/tower/conv_1/batchnorm
1416.273 2.181 2.181 0.023% 98.472% BiasAdd mixed_1/tower_1/conv/batchnorm
1718.000 2.176 2.176 0.023% 98.495% BiasAdd mixed_2/conv/batchnorm
1570.652 2.169 2.169 0.023% 98.517% BiasAdd mixed_1/tower/conv_1/batchnorm
1861.204 2.159 2.159 0.023% 98.540% BiasAdd mixed_2/tower/conv_1/batchnorm
1097.743 1.889 1.889 0.020% 98.560% Relu conv_4
1164.283 1.791 1.791 0.019% 98.578% BiasAdd mixed/tower/conv/batchnorm
2658.035 1.748 1.748 0.018% 98.597% BiasAdd mixed_5/conv/batchnorm
2698.255 1.712 1.712 0.018% 98.615% BiasAdd mixed_5/tower_2/conv/batchnorm
1700.717 1.685 1.685 0.018% 98.632% BiasAdd mixed_2/tower/conv/batchnorm
1419.935 1.633 1.633 0.017% 98.649% BiasAdd mixed_1/tower/conv/batchnorm
2864.959 1.629 1.629 0.017% 98.666% BiasAdd mixed_5/tower/conv_2/batchnorm
3455.222 1.628 1.628 0.017% 98.683% BiasAdd mixed_7/tower_1/conv/batchnorm
3071.285 1.627 1.627 0.017% 98.700% BiasAdd mixed_6/conv/batchnorm
3463.008 1.622 1.622 0.017% 98.717% BiasAdd mixed_7/tower_2/conv/batchnorm
3690.113 1.600 1.600 0.017% 98.734% BiasAdd mixed_7/tower/conv_2/batchnorm
3236.524 1.600 1.600 0.017% 98.750% BiasAdd mixed_6/tower/conv_2/batchnorm
3434.253 1.597 1.597 0.017% 98.767% BiasAdd mixed_7/conv/batchnorm
3457.708 1.591 1.591 0.017% 98.784% BiasAdd mixed_7/tower/conv/batchnorm
2472.136 1.591 1.591 0.017% 98.800% BiasAdd mixed_4/tower/conv_2/batchnorm
2389.956 1.577 1.577 0.016% 98.817% BiasAdd mixed_4/tower_2/conv/batchnorm
3081.272 1.575 1.575 0.016% 98.833% BiasAdd mixed_6/tower_2/conv/batchnorm
2355.064 1.558 1.558 0.016% 98.850% BiasAdd mixed_4/conv/batchnorm
3883.449 1.518 1.518 0.016% 98.865% BiasAdd mixed_8/tower_1/conv/batchnorm
3576.712 1.484 1.484 0.015% 98.881% BiasAdd mixed_7/tower/conv_1/batchnorm
3224.992 1.377 1.377 0.014% 98.895% BiasAdd mixed_6/tower_1/conv_2/batchnorm
3058.773 1.347 1.347 0.014% 98.909% BiasAdd mixed_6/tower/conv/batchnorm
2736.313 1.344 1.344 0.014% 98.923% BiasAdd mixed_5/tower_1/conv_1/batchnorm
3015.002 1.338 1.338 0.014% 98.937% BiasAdd mixed_6/tower_1/conv/batchnorm
2639.505 1.338 1.338 0.014% 98.951% BiasAdd mixed_5/tower_1/conv/batchnorm
3122.093 1.335 1.335 0.014% 98.965% BiasAdd mixed_6/tower_1/conv_1/batchnorm
2674.177 1.335 1.335 0.014% 98.979% BiasAdd mixed_5/tower/conv/batchnorm
2824.164 1.328 1.328 0.014% 98.993% BiasAdd mixed_5/tower_1/conv_2/batchnorm
3575.115 1.321 1.321 0.014% 99.007% BiasAdd mixed_7/tower_1/conv_1/batchnorm
3884.955 1.318 1.318 0.014% 99.021% BiasAdd mixed_8/tower/conv/batchnorm
2766.528 1.297 1.297 0.014% 99.034% BiasAdd mixed_5/tower/conv_1/batchnorm
572.613 1.224 1.224 0.013% 99.047% Relu conv_3
25.064 1.212 1.212 0.013% 99.060% Relu conv
2477.306 1.193 1.193 0.012% 99.072% BiasAdd mixed_4/tower_1/conv_2/batchnorm
2320.069 1.173 1.173 0.012% 99.084% BiasAdd mixed_4/tower/conv/batchnorm
2548.586 1.152 1.152 0.012% 99.096% Concat mixed_4/join
183.771 1.147 1.147 0.012% 99.108% Relu conv_1
2356.199 1.125 1.125 0.012% 99.120% BiasAdd mixed_4/tower_1/conv/batchnorm
4542.804 1.122 1.122 0.012% 99.132% BiasAdd mixed_10/tower/mixed/conv_1/batchnorm
2417.133 1.064 1.064 0.011% 99.143% BiasAdd mixed_4/tower_1/conv_1/batchnorm
1564.813 1.050 1.050 0.011% 99.154% Relu mixed_1/tower_1/conv_1
4650.439 1.040 1.040 0.011% 99.165% AvgPool pool_3
2407.244 1.039 1.039 0.011% 99.175% BiasAdd mixed_4/tower/conv_1/batchnorm
4038.275 1.026 1.026 0.011% 99.186% BiasAdd mixed_8/tower_1/conv_2/batchnorm
1155.252 1.013 1.013 0.011% 99.197% Relu mixed/tower_1/conv
3320.532 1.008 1.008 0.011% 99.207% BiasAdd mixed_6/tower_1/conv_4/batchnorm
3755.323 1.004 1.004 0.010% 99.218% BiasAdd mixed_7/tower_1/conv_3/batchnorm
3973.612 0.999 0.999 0.010% 99.228% BiasAdd mixed_8/tower_1/conv_1/batchnorm
3694.516 0.999 0.999 0.010% 99.239% BiasAdd mixed_7/tower_1/conv_2/batchnorm
3815.710 0.993 0.993 0.010% 99.249% BiasAdd mixed_7/tower_1/conv_4/batchnorm
2547.176 0.991 0.991 0.010% 99.259% BiasAdd mixed_4/tower_1/conv_4/batchnorm
1976.825 0.991 0.991 0.010% 99.270% Relu mixed_3/tower/conv
1331.596 0.986 0.986 0.010% 99.280% Relu mixed/tower/conv_1
1425.272 0.981 0.981 0.010% 99.290% Relu mixed_1/conv
1509.260 0.978 0.978 0.010% 99.300% Relu mixed_1/tower_2/conv
1572.832 0.976 0.976 0.010% 99.311% Relu mixed_1/tower/conv_1
1655.319 0.976 0.976 0.010% 99.321% Concat mixed_1/join
1714.523 0.971 0.971 0.010% 99.331% Relu mixed_2/tower_1/conv
1852.786 0.969 0.969 0.010% 99.341% Relu mixed_2/tower_1/conv_1
1720.186 0.968 0.968 0.010% 99.351% Relu mixed_2/conv
1863.373 0.966 0.966 0.010% 99.361% Relu mixed_2/tower/conv_1
1418.465 0.965 0.965 0.010% 99.371% Relu mixed_1/tower_1/conv
1806.810 0.963 0.963 0.010% 99.381% Relu mixed_2/tower_2/conv
2934.023 0.960 0.960 0.010% 99.391% BiasAdd mixed_5/tower_1/conv_4/batchnorm
4163.864 0.939 0.939 0.010% 99.401% BiasAdd mixed_9/tower_1/conv/batchnorm
1164.213 0.934 0.934 0.010% 99.411% Relu mixed/conv
2182.157 0.849 0.849 0.009% 99.420% BiasAdd mixed_3/tower/conv_2/batchnorm
3154.959 0.837 0.837 0.009% 99.429% BiasAdd mixed_6/tower/conv_1/batchnorm
4164.815 0.836 0.836 0.009% 99.437% Relu mixed_9/tower_1/conv
4145.749 0.831 0.831 0.009% 99.446% BiasAdd mixed_9/tower/conv/batchnorm
3271.425 0.826 0.826 0.009% 99.455% BiasAdd mixed_6/tower_1/conv_3/batchnorm
1234.697 0.824 0.824 0.009% 99.463% BiasAdd mixed/tower_2/conv/batchnorm
2883.148 0.815 0.815 0.009% 99.472% BiasAdd mixed_5/tower_1/conv_3/batchnorm
4542.782 0.777 0.777 0.008% 99.480% BiasAdd mixed_10/tower/mixed/conv/batchnorm
1702.413 0.769 0.769 0.008% 99.488% Relu mixed_2/tower/conv
4208.032 0.765 0.765 0.008% 99.496% BiasAdd mixed_9/tower/mixed/conv_1/batchnorm
4646.219 0.763 0.763 0.008% 99.504% BiasAdd mixed_10/tower_1/mixed/conv/batchnorm
1367.886 0.759 0.759 0.008% 99.512% BiasAdd mixed/tower_1/conv_2/batchnorm
1166.085 0.741 0.741 0.008% 99.519% Relu mixed/tower/conv
4212.564 0.739 0.739 0.008% 99.527% BiasAdd mixed_9/tower/mixed/conv/batchnorm
3072.922 0.738 0.738 0.008% 99.535% Relu mixed_6/conv
1421.578 0.738 0.738 0.008% 99.543% Relu mixed_1/tower/conv
3456.860 0.737 0.737 0.008% 99.550% Relu mixed_7/tower_1/conv
2866.599 0.737 0.737 0.008% 99.558% Relu mixed_5/tower/conv_2
3459.309 0.734 0.734 0.008% 99.566% Relu mixed_7/tower/conv
2659.793 0.731 0.731 0.008% 99.573% Relu mixed_5/conv
2473.738 0.720 0.720 0.008% 99.581% Relu mixed_4/tower/conv_2
2699.977 0.718 0.718 0.007% 99.588% Relu mixed_5/tower_2/conv
3464.640 0.716 0.716 0.007% 99.596% Relu mixed_7/tower_2/conv
3238.136 0.716 0.716 0.007% 99.603% Relu mixed_6/tower/conv_2
3082.857 0.714 0.714 0.007% 99.611% Relu mixed_6/tower_2/conv
2391.544 0.711 0.711 0.007% 99.618% Relu mixed_4/tower_2/conv
3886.284 0.706 0.706 0.007% 99.625% Relu mixed_8/tower/conv
3578.208 0.705 0.705 0.007% 99.633% Relu mixed_7/tower/conv_1
3691.723 0.703 0.703 0.007% 99.640% Relu mixed_7/tower/conv_2
4142.050 0.702 0.702 0.007% 99.648% BiasAdd mixed_9/conv/batchnorm
2356.632 0.700 0.700 0.007% 99.655% Relu mixed_4/conv
3435.860 0.690 0.690 0.007% 99.662% Relu mixed_7/conv
2506.808 0.680 0.680 0.007% 99.669% BiasAdd mixed_4/tower_1/conv_3/batchnorm
4469.474 0.654 0.654 0.007% 99.676% BiasAdd mixed_10/conv/batchnorm
3972.155 0.641 0.641 0.007% 99.683% BiasAdd mixed_8/tower/conv_1/batchnorm
1654.360 0.630 0.630 0.007% 99.689% BiasAdd mixed_1/tower_1/conv_2/batchnorm
2737.667 0.619 0.619 0.006% 99.696% Relu mixed_5/tower_1/conv_1
3060.131 0.608 0.608 0.006% 99.702% Relu mixed_6/tower/conv
2640.854 0.606 0.606 0.006% 99.708% Relu mixed_5/tower_1/conv
3226.380 0.604 0.604 0.006% 99.715% Relu mixed_6/tower_1/conv_2
2825.502 0.603 0.603 0.006% 99.721% Relu mixed_5/tower_1/conv_2
4472.590 0.601 0.601 0.006% 99.727% BiasAdd mixed_10/tower/conv/batchnorm
3123.438 0.590 0.590 0.006% 99.733% Relu mixed_6/tower_1/conv_1
3016.352 0.588 0.588 0.006% 99.740% Relu mixed_6/tower_1/conv
2767.835 0.586 0.586 0.006% 99.746% Relu mixed_5/tower/conv_1
2675.522 0.583 0.583 0.006% 99.752% Relu mixed_5/tower/conv
4326.652 0.569 0.569 0.006% 99.758% BiasAdd mixed_9/tower_1/mixed/conv/batchnorm
2242.441 0.568 0.568 0.006% 99.764% BiasAdd mixed_3/conv/batchnorm
4326.729 0.558 0.558 0.006% 99.769% BiasAdd mixed_9/tower_1/mixed/conv_1/batchnorm
1934.202 0.545 0.545 0.006% 99.775% BiasAdd mixed_2/tower_1/conv_2/batchnorm
1935.037 0.541 0.541 0.006% 99.781% Concat mixed_2/join
4473.332 0.530 0.530 0.006% 99.786% BiasAdd mixed_10/tower_1/conv/batchnorm
2321.253 0.492 0.492 0.005% 99.791% Relu mixed_4/tower/conv
2418.208 0.485 0.485 0.005% 99.796% Relu mixed_4/tower_1/conv_1
2408.293 0.474 0.474 0.005% 99.801% Relu mixed_4/tower/conv_1
2357.335 0.472 0.472 0.005% 99.806% Relu mixed_4/tower_1/conv
4649.612 0.472 0.472 0.005% 99.811% BiasAdd mixed_10/tower_1/mixed/conv_1/batchnorm
4602.223 0.470 0.470 0.005% 99.816% BiasAdd mixed_10/tower_1/conv_1/batchnorm
2478.529 0.467 0.467 0.005% 99.821% Relu mixed_4/tower_1/conv_2
4279.664 0.464 0.464 0.005% 99.826% BiasAdd mixed_9/tower_1/conv_1/batchnorm
4126.550 0.449 0.449 0.005% 99.831% BiasAdd mixed_9/tower_2/conv/batchnorm
4039.309 0.442 0.442 0.005% 99.835% Relu mixed_8/tower_1/conv_2
3576.447 0.421 0.421 0.004% 99.840% Relu mixed_7/tower_1/conv_1
3884.975 0.415 0.415 0.004% 99.844% Relu mixed_8/tower_1/conv
3756.335 0.414 0.414 0.004% 99.848% Relu mixed_7/tower_1/conv_3
3321.548 0.414 0.414 0.004% 99.853% Relu mixed_6/tower_1/conv_4
3695.523 0.411 0.411 0.004% 99.857% Relu mixed_7/tower_1/conv_2
3816.711 0.407 0.407 0.004% 99.861% Relu mixed_7/tower_1/conv_4
2548.174 0.405 0.405 0.004% 99.865% Relu mixed_4/tower_1/conv_4
4447.308 0.403 0.403 0.004% 99.870% BiasAdd mixed_10/tower_2/conv/batchnorm
3974.619 0.402 0.402 0.004% 99.874% Relu mixed_8/tower_1/conv_1
2934.991 0.393 0.393 0.004% 99.878% Relu mixed_5/tower_1/conv_4
4146.590 0.385 0.385 0.004% 99.882% Relu mixed_9/tower/conv
2183.016 0.356 0.356 0.004% 99.886% Relu mixed_3/tower/conv_2
4543.937 0.354 0.354 0.004% 99.889% Relu mixed_10/tower/mixed/conv_1
4543.568 0.349 0.349 0.004% 99.893% Relu mixed_10/tower/mixed/conv
3155.803 0.347 0.347 0.004% 99.897% Relu mixed_6/tower/conv_1
3272.259 0.338 0.338 0.004% 99.900% Relu mixed_6/tower_1/conv_3
2883.970 0.337 0.337 0.004% 99.904% Relu mixed_5/tower_1/conv_3
4646.991 0.336 0.336 0.004% 99.907% Relu mixed_10/tower_1/mixed/conv
1368.657 0.334 0.334 0.003% 99.911% Relu mixed/tower_1/conv_2
4213.316 0.326 0.326 0.003% 99.914% Relu mixed_9/tower/mixed/conv
4208.807 0.322 0.322 0.003% 99.917% Relu mixed_9/tower/mixed/conv_1
1655.007 0.303 0.303 0.003% 99.921% Relu mixed_1/tower_1/conv_2
1235.532 0.294 0.294 0.003% 99.924% Relu mixed/tower_2/conv
4672.910 0.288 0.288 0.003% 99.927% Softmax softmax
4142.760 0.284 0.284 0.003% 99.930% Relu mixed_9/conv
2507.496 0.284 0.284 0.003% 99.933% Relu mixed_4/tower_1/conv_3
4327.294 0.280 0.280 0.003% 99.935% Relu mixed_9/tower_1/mixed/conv_1
4470.136 0.280 0.280 0.003% 99.938% Relu mixed_10/conv
2935.391 0.276 0.276 0.003% 99.941% Concat mixed_5/join
1934.758 0.271 0.271 0.003% 99.944% Relu mixed_2/tower_1/conv_2
4327.229 0.268 0.268 0.003% 99.947% Relu mixed_9/tower_1/mixed/conv
4473.870 0.261 0.261 0.003% 99.950% Relu mixed_10/tower_1/conv
3972.805 0.260 0.260 0.003% 99.952% Relu mixed_8/tower/conv_1
2243.020 0.254 0.254 0.003% 99.955% Relu mixed_3/conv
4059.941 0.251 0.251 0.003% 99.958% BiasAdd mixed_8/tower_1/conv_3/batchnorm
4127.011 0.208 0.208 0.002% 99.960% Relu mixed_9/tower_2/conv
4473.199 0.201 0.201 0.002% 99.962% Relu mixed_10/tower/conv
4650.090 0.199 0.199 0.002% 99.964% Relu mixed_10/tower_1/mixed/conv_1
4602.700 0.199 0.199 0.002% 99.966% Relu mixed_10/tower_1/conv_1
4280.134 0.195 0.195 0.002% 99.968% Relu mixed_9/tower_1/conv_1
4447.719 0.179 0.179 0.002% 99.970% Relu mixed_10/tower_2/conv
2243.282 0.177 0.177 0.002% 99.972% Concat mixed_3/join
4327.579 0.166 0.166 0.002% 99.974% Concat mixed_9/join
3817.125 0.166 0.166 0.002% 99.975% Concat mixed_7/join
3321.969 0.160 0.160 0.002% 99.977% Concat mixed_6/join
4650.294 0.130 0.130 0.001% 99.978% Concat mixed_10/join
4060.309 0.113 0.113 0.001% 99.979% Concat mixed_8/join
4060.199 0.105 0.105 0.001% 99.981% Relu mixed_8/tower_1/conv_3
0.000 0.076 0.076 0.001% 99.981% _SOURCE
4672.842 0.062 0.062 0.001% 99.982% BiasAdd softmax/logits
0.508 0.058 0.058 0.001% 99.983% Const mixed_1/tower_1/conv_2/conv2d_params
1.569 0.027 0.027 0.000% 99.983% Const mixed_6/tower_1/conv_2/conv2d_params
0.461 0.023 0.023 0.000% 99.983% Const mixed_1/tower_1/conv_1/conv2d_params
4651.485 0.020 0.020 0.000% 99.983% Reshape pool_3/_reshape
0.116 0.016 0.016 0.000% 99.983% Const mixed/join/concat_dim
0.212 0.016 0.016 0.000% 99.984% Const conv_3/conv2d_params
1.668 0.015 0.015 0.000% 99.984% Const mixed_6/tower_2/conv/conv2d_params
1.277 0.013 0.013 0.000% 99.984% Const mixed_5/tower_1/conv_1/conv2d_params
2.072 0.012 0.012 0.000% 99.984% Const mixed_8/tower_1/conv_2/Conv2D_bn_offset
1.958 0.012 0.012 0.000% 99.984% Const mixed_8/tower/conv/conv2d_params
1.724 0.012 0.012 0.000% 99.984% Const mixed_7/tower/conv/conv2d_params
1.334 0.012 0.012 0.000% 99.984% Const mixed_5/tower_1/conv_3/conv2d_params
2.467 0.012 0.012 0.000% 99.985% Const mixed_10/tower_1/conv_1/conv2d_params
2.416 0.012 0.012 0.000% 99.985% Const mixed_10/tower/mixed/conv_1/conv2d_params
0.589 0.012 0.012 0.000% 99.985% Const mixed_1/tower_2/conv/conv2d_params
0.492 0.012 0.012 0.000% 99.985% Const mixed_1/tower_1/conv_1/Conv2D_bn_offset
2.303 0.011 0.011 0.000% 99.985% Const mixed_9/tower_1/mixed/conv_1/Conv2D_bn_offset
2.239 0.011 0.011 0.000% 99.985% Const mixed_9/tower_1/conv_1/conv2d_params
2.189 0.011 0.011 0.000% 99.985% Const mixed_9/tower/mixed/conv_1/conv2d_params
1.907 0.011 0.011 0.000% 99.985% Const mixed_7/tower_1/conv_4/conv2d_params
1.842 0.011 0.011 0.000% 99.986% Const mixed_7/tower_1/conv_1/Conv2D_bn_offset
1.451 0.011 0.011 0.000% 99.986% Const mixed_6/tower/conv/Conv2D_bn_offset
1.294 0.011 0.011 0.000% 99.986% Const mixed_5/tower_1/conv_1/Conv2D_bn_offset
1.212 0.011 0.011 0.000% 99.986% Const mixed_5/tower/conv_1/Conv2D_bn_offset
1.160 0.011 0.011 0.000% 99.986% Const mixed_5/conv/Conv2D_bn_offset
1.097 0.011 0.011 0.000% 99.986% Const mixed_4/tower_1/conv_4/conv2d_params
1.047 0.011 0.011 0.000% 99.986% Const mixed_4/tower_1/conv_2/conv2d_params
0.818 0.011 0.011 0.000% 99.986% Const mixed_3/tower/conv/conv2d_params
0.705 0.011 0.011 0.000% 99.986% Const mixed_2/tower_1/conv/Conv2D_bn_offset
0.575 0.011 0.011 0.000% 99.987% Const mixed_1/tower_1/conv_2/Conv2D_bn_offset
1.791 0.010 0.010 0.000% 99.987% Const mixed_7/tower/conv_2/Conv2D_bn_offset
1.603 0.010 0.010 0.000% 99.987% Const mixed_6/tower_1/conv_2/Conv2D_bn_offset
1.518 0.010 0.010 0.000% 99.987% Const mixed_6/tower_1/conv/conv2d_params
0.935 0.010 0.010 0.000% 99.987% Const mixed_4/tower/conv/Conv2D_bn_offset
2.530 0.010 0.010 0.000% 99.987% Const mixed_10/tower_1/mixed/conv_1/Conv2D_bn_offset
2.354 0.010 0.010 0.000% 99.987% Const mixed_10/conv/Conv2D_bn_offset
0.447 0.010 0.010 0.000% 99.987% Const mixed_1/tower_1/conv/Conv2D_bn_offset
0.396 0.010 0.010 0.000% 99.987% Const mixed_1/tower/conv/Conv2D_bn_offset
2.317 0.009 0.009 0.000% 99.987% Const mixed_9/tower_2/conv/conv2d_params
2.290 0.009 0.009 0.000% 99.988% Const mixed_9/tower_1/mixed/conv_1/conv2d_params
2.266 0.009 0.009 0.000% 99.988% Const mixed_9/tower_1/mixed/conv/conv2d_params
2.215 0.009 0.009 0.000% 99.988% Const mixed_9/tower_1/conv/conv2d_params
2.164 0.009 0.009 0.000% 99.988% Const mixed_9/tower/mixed/conv/conv2d_params
2.139 0.009 0.009 0.000% 99.988% Const mixed_9/tower/conv/conv2d_params
2.112 0.009 0.009 0.000% 99.988% Const mixed_9/conv/conv2d_params
2.060 0.009 0.009 0.000% 99.988% Const mixed_8/tower_1/conv_2/conv2d_params
2.036 0.009 0.009 0.000% 99.988% Const mixed_8/tower_1/conv_1/conv2d_params
2.009 0.009 0.009 0.000% 99.988% Const mixed_8/tower_1/conv/conv2d_params
2.024 0.009 0.009 0.000% 99.988% Const mixed_8/tower_1/conv/Conv2D_bn_offset
1.985 0.009 0.009 0.000% 99.989% Const mixed_8/tower/conv_1/conv2d_params
1.934 0.009 0.009 0.000% 99.989% Const mixed_7/tower_2/conv/conv2d_params
1.882 0.009 0.009 0.000% 99.989% Const mixed_7/tower_1/conv_3/conv2d_params
1.857 0.009 0.009 0.000% 99.989% Const mixed_7/tower_1/conv_2/conv2d_params
1.805 0.009 0.009 0.000% 99.989% Const mixed_7/tower_1/conv/conv2d_params
1.778 0.009 0.009 0.000% 99.989% Const mixed_7/tower/conv_2/conv2d_params
1.753 0.009 0.009 0.000% 99.989% Const mixed_7/tower/conv_1/conv2d_params
1.698 0.009 0.009 0.000% 99.989% Const mixed_7/conv/conv2d_params
1.711 0.009 0.009 0.000% 99.989% Const mixed_7/conv/Conv2D_bn_offset
1.643 0.009 0.009 0.000% 99.989% Const mixed_6/tower_1/conv_4/conv2d_params
1.656 0.009 0.009 0.000% 99.989% Const mixed_6/tower_1/conv_4/Conv2D_bn_offset
1.617 0.009 0.009 0.000% 99.990% Const mixed_6/tower_1/conv_3/conv2d_params
1.630 0.009 0.009 0.000% 99.990% Const mixed_6/tower_1/conv_3/Conv2D_bn_offset
1.544 0.009 0.009 0.000% 99.990% Const mixed_6/tower_1/conv_1/conv2d_params
1.490 0.009 0.009 0.000% 99.990% Const mixed_6/tower/conv_2/conv2d_params
1.466 0.009 0.009 0.000% 99.990% Const mixed_6/tower/conv_1/conv2d_params
1.414 0.009 0.009 0.000% 99.990% Const mixed_6/conv/conv2d_params
1.386 0.009 0.009 0.000% 99.990% Const mixed_5/tower_2/conv/conv2d_params
1.362 0.009 0.009 0.000% 99.990% Const mixed_5/tower_1/conv_4/conv2d_params
1.309 0.009 0.009 0.000% 99.990% Const mixed_5/tower_1/conv_2/conv2d_params
1.253 0.009 0.009 0.000% 99.990% Const mixed_5/tower_1/conv/conv2d_params
1.228 0.009 0.009 0.000% 99.990% Const mixed_5/tower/conv_2/conv2d_params
1.199 0.009 0.009 0.000% 99.991% Const mixed_5/tower/conv_1/conv2d_params
1.175 0.009 0.009 0.000% 99.991% Const mixed_5/tower/conv/conv2d_params
1.147 0.009 0.009 0.000% 99.991% Const mixed_5/conv/conv2d_params
1.123 0.009 0.009 0.000% 99.991% Const mixed_4/tower_2/conv/conv2d_params
1.073 0.009 0.009 0.000% 99.991% Const mixed_4/tower_1/conv_3/conv2d_params
1.023 0.009 0.009 0.000% 99.991% Const mixed_4/tower_1/conv_1/conv2d_params
1.035 0.009 0.009 0.000% 99.991% Const mixed_4/tower_1/conv_1/Conv2D_bn_offset
0.973 0.009 0.009 0.000% 99.991% Const mixed_4/tower/conv_2/conv2d_params
0.949 0.009 0.009 0.000% 99.991% Const mixed_4/tower/conv_1/conv2d_params
0.898 0.009 0.009 0.000% 99.991% Const mixed_4/conv/conv2d_params
0.844 0.009 0.009 0.000% 99.992% Const mixed_3/tower/conv_1/conv2d_params
0.794 0.009 0.009 0.000% 99.992% Const mixed_3/conv/conv2d_params
0.744 0.009 0.009 0.000% 99.992% Const mixed_2/tower_1/conv_2/conv2d_params
0.720 0.009 0.009 0.000% 99.992% Const mixed_2/tower_1/conv_1/conv2d_params
0.693 0.009 0.009 0.000% 99.992% Const mixed_2/tower_1/conv/conv2d_params
0.641 0.009 0.009 0.000% 99.992% Const mixed_2/tower/conv/conv2d_params
0.656 0.009 0.009 0.000% 99.992% Const mixed_2/tower/conv/Conv2D_bn_offset
2.544 0.009 0.009 0.000% 99.992% Const mixed_10/tower_2/conv/conv2d_params
2.517 0.009 0.009 0.000% 99.992% Const mixed_10/tower_1/mixed/conv_1/conv2d_params
2.494 0.009 0.009 0.000% 99.992% Const mixed_10/tower_1/mixed/conv/conv2d_params
2.392 0.009 0.009 0.000% 99.992% Const mixed_10/tower/mixed/conv/conv2d_params
2.368 0.009 0.009 0.000% 99.993% Const mixed_10/tower/conv/conv2d_params
2.341 0.009 0.009 0.000% 99.993% Const mixed_10/conv/conv2d_params
0.605 0.009 0.009 0.000% 99.993% Const mixed_1/tower_2/conv/Conv2D_bn_offset
0.411 0.009 0.009 0.000% 99.993% Const mixed_1/tower/conv_1/conv2d_params
2.254 0.008 0.008 0.000% 99.993% Const mixed_9/tower_1/conv_1/Conv2D_bn_offset
2.204 0.008 0.008 0.000% 99.993% Const mixed_9/tower/mixed/conv_1/Conv2D_bn_offset
2.152 0.008 0.008 0.000% 99.993% Const mixed_9/tower/conv/Conv2D_bn_offset
2.125 0.008 0.008 0.000% 99.993% Const mixed_9/conv/Conv2D_bn_offset
2.088 0.008 0.008 0.000% 99.993% Const mixed_8/tower_1/conv_3/conv2d_params
2.100 0.008 0.008 0.000% 99.993% Const mixed_8/tower_1/conv_3/Conv2D_bn_offset
1.974 0.008 0.008 0.000% 99.993% Const mixed_8/tower/conv/Conv2D_bn_offset
1.922 0.008 0.008 0.000% 99.994% Const mixed_7/tower_1/conv_4/Conv2D_bn_offset
1.895 0.008 0.008 0.000% 99.994% Const mixed_7/tower_1/conv_3/Conv2D_bn_offset
1.870 0.008 0.008 0.000% 99.994% Const mixed_7/tower_1/conv_2/Conv2D_bn_offset
1.830 0.008 0.008 0.000% 99.994% Const mixed_7/tower_1/conv_1/conv2d_params
1.818 0.008 0.008 0.000% 99.994% Const mixed_7/tower_1/conv/Conv2D_bn_offset
1.766 0.008 0.008 0.000% 99.994% Const mixed_7/tower/conv_1/Conv2D_bn_offset
1.740 0.008 0.008 0.000% 99.994% Const mixed_7/tower/conv/Conv2D_bn_offset
1.687 0.008 0.008 0.000% 99.994% Const mixed_6/tower_2/conv/Conv2D_bn_offset
1.557 0.008 0.008 0.000% 99.994% Const mixed_6/tower_1/conv_1/Conv2D_bn_offset
1.532 0.008 0.008 0.000% 99.994% Const mixed_6/tower_1/conv/Conv2D_bn_offset
1.503 0.008 0.008 0.000% 99.994% Const mixed_6/tower/conv_2/Conv2D_bn_offset
1.439 0.008 0.008 0.000% 99.994% Const mixed_6/tower/conv/conv2d_params
1.427 0.008 0.008 0.000% 99.995% Const mixed_6/conv/Conv2D_bn_offset
1.402 0.008 0.008 0.000% 99.995% Const mixed_5/tower_2/conv/Conv2D_bn_offset
1.375 0.008 0.008 0.000% 99.995% Const mixed_5/tower_1/conv_4/Conv2D_bn_offset
1.350 0.008 0.008 0.000% 99.995% Const mixed_5/tower_1/conv_3/Conv2D_bn_offset
1.266 0.008 0.008 0.000% 99.995% Const mixed_5/tower_1/conv/Conv2D_bn_offset
1.241 0.008 0.008 0.000% 99.995% Const mixed_5/tower/conv_2/Conv2D_bn_offset
1.112 0.008 0.008 0.000% 99.995% Const mixed_4/tower_1/conv_4/Conv2D_bn_offset
1.085 0.008 0.008 0.000% 99.995% Const mixed_4/tower_1/conv_3/Conv2D_bn_offset
1.062 0.008 0.008 0.000% 99.995% Const mixed_4/tower_1/conv_2/Conv2D_bn_offset
1.000 0.008 0.008 0.000% 99.995% Const mixed_4/tower_1/conv/conv2d_params
1.012 0.008 0.008 0.000% 99.995% Const mixed_4/tower_1/conv/Conv2D_bn_offset
0.962 0.008 0.008 0.000% 99.995% Const mixed_4/tower/conv_1/Conv2D_bn_offset
0.923 0.008 0.008 0.000% 99.996% Const mixed_4/tower/conv/conv2d_params
0.911 0.008 0.008 0.000% 99.996% Const mixed_4/conv/Conv2D_bn_offset
0.868 0.008 0.008 0.000% 99.996% Const mixed_3/tower/conv_2/conv2d_params
0.833 0.008 0.008 0.000% 99.996% Const mixed_3/tower/conv/Conv2D_bn_offset
0.771 0.008 0.008 0.000% 99.996% Const mixed_2/tower_2/conv/conv2d_params
0.756 0.008 0.008 0.000% 99.996% Const mixed_2/tower_1/conv_2/Conv2D_bn_offset
0.732 0.008 0.008 0.000% 99.996% Const mixed_2/tower_1/conv_1/Conv2D_bn_offset
0.669 0.008 0.008 0.000% 99.996% Const mixed_2/tower/conv_1/conv2d_params
0.618 0.008 0.008 0.000% 99.996% Const mixed_2/conv/conv2d_params
0.630 0.008 0.008 0.000% 99.996% Const mixed_2/conv/Conv2D_bn_offset
2.557 0.008 0.008 0.000% 99.996% Const mixed_10/tower_2/conv/Conv2D_bn_offset
2.506 0.008 0.008 0.000% 99.996% Const mixed_10/tower_1/mixed/conv/Conv2D_bn_offset
2.483 0.008 0.008 0.000% 99.997% Const mixed_10/tower_1/conv_1/Conv2D_bn_offset
2.444 0.008 0.008 0.000% 99.997% Const mixed_10/tower_1/conv/conv2d_params
2.456 0.008 0.008 0.000% 99.997% Const mixed_10/tower_1/conv/Conv2D_bn_offset
2.432 0.008 0.008 0.000% 99.997% Const mixed_10/tower/mixed/conv_1/Conv2D_bn_offset
2.405 0.008 0.008 0.000% 99.997% Const mixed_10/tower/mixed/conv/Conv2D_bn_offset
2.381 0.008 0.008 0.000% 99.997% Const mixed_10/tower/conv/Conv2D_bn_offset
0.436 0.008 0.008 0.000% 99.997% Const mixed_1/tower_1/conv/conv2d_params
0.424 0.008 0.008 0.000% 99.997% Const mixed_1/tower/conv_1/Conv2D_bn_offset
0.384 0.008 0.008 0.000% 99.997% Const mixed_1/tower/conv/conv2d_params
0.194 0.008 0.008 0.000% 99.997% Const conv_2/conv2d_params
0.161 0.008 0.008 0.000% 99.997% Const conv/conv2d_params
2.330 0.007 0.007 0.000% 99.997% Const mixed_9/tower_2/conv/Conv2D_bn_offset
2.279 0.007 0.007 0.000% 99.998% Const mixed_9/tower_1/mixed/conv/Conv2D_bn_offset
2.228 0.007 0.007 0.000% 99.998% Const mixed_9/tower_1/conv/Conv2D_bn_offset
2.177 0.007 0.007 0.000% 99.998% Const mixed_9/tower/mixed/conv/Conv2D_bn_offset
2.049 0.007 0.007 0.000% 99.998% Const mixed_8/tower_1/conv_1/Conv2D_bn_offset
1.998 0.007 0.007 0.000% 99.998% Const mixed_8/tower/conv_1/Conv2D_bn_offset
1.947 0.007 0.007 0.000% 99.998% Const mixed_7/tower_2/conv/Conv2D_bn_offset
1.479 0.007 0.007 0.000% 99.998% Const mixed_6/tower/conv_1/Conv2D_bn_offset
1.323 0.007 0.007 0.000% 99.998% Const mixed_5/tower_1/conv_2/Conv2D_bn_offset
1.188 0.007 0.007 0.000% 99.998% Const mixed_5/tower/conv/Conv2D_bn_offset
1.136 0.007 0.007 0.000% 99.998% Const mixed_4/tower_2/conv/Conv2D_bn_offset
0.986 0.007 0.007 0.000% 99.998% Const mixed_4/tower/conv_2/Conv2D_bn_offset
0.883 0.007 0.007 0.000% 99.998% Const mixed_3/tower/conv_2/Conv2D_bn_offset
0.857 0.007 0.007 0.000% 99.998% Const mixed_3/tower/conv_1/Conv2D_bn_offset
0.807 0.007 0.007 0.000% 99.998% Const mixed_3/conv/Conv2D_bn_offset
0.783 0.007 0.007 0.000% 99.999% Const mixed_2/tower_2/conv/Conv2D_bn_offset
0.682 0.007 0.007 0.000% 99.999% Const mixed_2/tower/conv_1/Conv2D_bn_offset
0.319 0.007 0.007 0.000% 99.999% Const mixed/tower_1/conv_1/conv2d_params
0.138 0.006 0.006 0.000% 99.999% Const pool_3/_reshape/shape
0.351 0.006 0.006 0.000% 99.999% Const mixed/tower_2/conv/conv2d_params
0.336 0.006 0.006 0.000% 99.999% Const mixed/tower_1/conv_2/conv2d_params
0.303 0.006 0.006 0.000% 99.999% Const mixed/tower_1/conv/conv2d_params
0.246 0.006 0.006 0.000% 99.999% Const conv_4/Conv2D_bn_offset
0.147 0.005 0.005 0.000% 99.999% Const softmax/weights
0.154 0.005 0.005 0.000% 99.999% Const softmax/biases
0.369 0.005 0.005 0.000% 99.999% Const mixed_1/conv/conv2d_params
0.376 0.005 0.005 0.000% 99.999% Const mixed_1/conv/Conv2D_bn_offset
0.361 0.005 0.005 0.000% 99.999% Const mixed/tower_2/conv/Conv2D_bn_offset
0.344 0.005 0.005 0.000% 99.999% Const mixed/tower_1/conv_2/Conv2D_bn_offset
0.311 0.005 0.005 0.000% 99.999% Const mixed/tower_1/conv/Conv2D_bn_offset
0.288 0.005 0.005 0.000% 99.999% Const mixed/tower/conv_1/conv2d_params
0.296 0.005 0.005 0.000% 99.999% Const mixed/tower/conv_1/Conv2D_bn_offset
0.271 0.005 0.005 0.000% 100.000% Const mixed/tower/conv/conv2d_params
0.255 0.005 0.005 0.000% 100.000% Const mixed/conv/conv2d_params
0.263 0.005 0.005 0.000% 100.000% Const mixed/conv/Conv2D_bn_offset
0.238 0.005 0.005 0.000% 100.000% Const conv_4/conv2d_params
0.230 0.005 0.005 0.000% 100.000% Const conv_3/Conv2D_bn_offset
0.204 0.005 0.005 0.000% 100.000% Const conv_2/Conv2D_bn_offset
0.179 0.005 0.005 0.000% 100.000% Const conv_1/conv2d_params
0.187 0.005 0.005 0.000% 100.000% Const conv_1/Conv2D_bn_offset
0.329 0.004 0.004 0.000% 100.000% Const mixed/tower_1/conv_1/Conv2D_bn_offset
0.279 0.004 0.004 0.000% 100.000% Const mixed/tower/conv/Conv2D_bn_offset
0.172 0.004 0.004 0.000% 100.000% Const conv/Conv2D_bn_offset
Total Memory (bytes): curr=128366400 count=11 runs, avg 9579 ms, 514 nodes defined 504 nodes observed
128366.4 avg KB per run.
============ By run order (KB) =================
[start] [first] [avg] [%] [cdf%] [Op] [Name]
0.000 0.000 0.000 0.000% 0.000% Const softmax/weights
0.000 0.000 0.000 0.000% 0.000% Const softmax/biases
0.000 0.000 0.000 0.000% 0.000% Const pool_3/_reshape/shape
0.000 0.000 0.000 0.000% 0.000% Const mixed_9/tower_2/conv/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_9/tower_2/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_9/tower_1/mixed/conv_1/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_9/tower_1/mixed/conv_1/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% _SOURCE
0.000 0.000 0.000 0.000% 0.000% Const mixed_9/tower_1/mixed/conv/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_9/tower_1/mixed/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_9/tower_1/conv_1/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_9/tower_1/conv_1/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_9/tower_1/conv/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_9/tower_1/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_9/tower/mixed/conv_1/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_9/tower/mixed/conv_1/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_9/tower/mixed/conv/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_9/tower/mixed/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_9/tower/conv/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_9/tower/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_9/conv/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_9/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_8/tower_1/conv_3/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_8/tower_1/conv_3/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_8/tower_1/conv_2/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_8/tower_1/conv_2/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_8/tower_1/conv_1/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_8/tower_1/conv_1/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_8/tower_1/conv/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_8/tower_1/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_8/tower/conv_1/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_8/tower/conv_1/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_8/tower/conv/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_8/tower/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_7/tower_2/conv/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_7/tower_2/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_7/tower_1/conv_4/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_7/tower_1/conv_4/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_7/tower_1/conv_3/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_7/tower_1/conv_3/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_7/tower_1/conv_2/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_7/tower_1/conv_2/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_7/tower_1/conv_1/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_7/tower_1/conv_1/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_7/tower_1/conv/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_7/tower_1/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_7/tower/conv_2/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_7/tower/conv_2/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_7/tower/conv_1/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_7/tower/conv_1/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_7/tower/conv/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_7/tower/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_7/conv/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_7/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_6/tower_2/conv/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_6/tower_2/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_6/tower_1/conv_4/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_6/tower_1/conv_4/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_6/tower_1/conv_3/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_6/tower_1/conv_3/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_6/tower_1/conv_2/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_6/tower_1/conv_2/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_6/tower_1/conv_1/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_6/tower_1/conv_1/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_6/tower_1/conv/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_6/tower_1/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_6/tower/conv_2/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_6/tower/conv_2/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_6/tower/conv_1/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_6/tower/conv_1/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_6/tower/conv/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_6/tower/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_6/conv/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_6/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_5/tower_2/conv/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_5/tower_2/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_5/tower_1/conv_4/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_5/tower_1/conv_4/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_5/tower_1/conv_3/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_5/tower_1/conv_3/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_5/tower_1/conv_2/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_5/tower_1/conv_2/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_5/tower_1/conv_1/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_5/tower_1/conv_1/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_5/tower_1/conv/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_5/tower_1/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_5/tower/conv_2/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_5/tower/conv_2/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_5/tower/conv_1/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_5/tower/conv_1/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_5/tower/conv/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_5/tower/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_5/conv/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_5/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_4/tower_2/conv/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_4/tower_2/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_4/tower_1/conv_4/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_4/tower_1/conv_4/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_4/tower_1/conv_3/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_4/tower_1/conv_3/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_4/tower_1/conv_2/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_4/tower_1/conv_2/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_4/tower_1/conv_1/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_4/tower_1/conv_1/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_4/tower_1/conv/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_4/tower_1/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_4/tower/conv_2/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_4/tower/conv_2/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_4/tower/conv_1/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_4/tower/conv_1/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_4/tower/conv/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_4/tower/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_4/conv/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_4/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_3/tower/conv_2/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_3/tower/conv_2/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_3/tower/conv_1/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_3/tower/conv_1/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_3/tower/conv/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_3/tower/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_3/conv/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_3/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_2/tower_2/conv/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_2/tower_2/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_2/tower_1/conv_2/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_2/tower_1/conv_2/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_2/tower_1/conv_1/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_2/tower_1/conv_1/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_2/tower_1/conv/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_2/tower_1/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_2/tower/conv_1/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_2/tower/conv_1/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_2/tower/conv/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_2/tower/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_2/conv/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_2/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_10/tower_2/conv/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_10/tower_2/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_10/tower_1/mixed/conv_1/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_10/tower_1/mixed/conv_1/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_10/tower_1/mixed/conv/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_10/tower_1/mixed/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_10/tower_1/conv_1/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_10/tower_1/conv_1/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_10/tower_1/conv/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_10/tower_1/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_10/tower/mixed/conv_1/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_10/tower/mixed/conv_1/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_10/tower/mixed/conv/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_10/tower/mixed/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_10/tower/conv/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_10/tower/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_10/conv/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_10/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_1/tower_2/conv/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_1/tower_2/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_1/tower_1/conv_2/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_1/tower_1/conv_2/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_1/tower_1/conv_1/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_1/tower_1/conv_1/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_1/tower_1/conv/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_1/tower_1/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_1/tower/conv_1/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_1/tower/conv_1/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_1/tower/conv/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_1/tower/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_1/conv/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_1/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed/tower_2/conv/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed/tower_2/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed/tower_1/conv_2/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed/tower_1/conv_2/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed/tower_1/conv_1/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed/tower_1/conv_1/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed/tower_1/conv/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed/tower_1/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed/tower/conv_1/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed/tower/conv_1/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed/tower/conv/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed/tower/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed/join/concat_dim
0.000 0.000 0.000 0.000% 0.000% Const mixed/conv/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const conv_4/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const conv_4/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const conv_3/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const conv_3/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const conv_2/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const conv_2/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const conv_1/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const conv_1/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const conv/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const conv/Conv2D_bn_offset
0.000 2841.728 2841.728 2.214% 2.214% Conv2D conv/Conv2D
2841.728 2841.728 2841.728 2.214% 4.428% BiasAdd conv/batchnorm
5683.456 2841.728 2841.728 2.214% 6.641% Relu conv
8525.184 2765.952 2765.952 2.155% 8.796% Conv2D conv_1/Conv2D
11291.136 2765.952 2765.952 2.155% 10.951% BiasAdd conv_1/batchnorm
14057.088 2765.952 2765.952 2.155% 13.105% Relu conv_1
16823.040 5531.904 5531.904 4.309% 17.415% Conv2D conv_2/Conv2D
22354.944 5531.904 5531.904 4.309% 21.724% BiasAdd conv_2/batchnorm
27886.848 5531.904 5531.904 4.309% 26.034% Relu conv_2
33418.752 1364.224 1364.224 1.063% 27.097% MaxPool pool
34782.976 1705.280 1705.280 1.328% 28.425% Conv2D conv_3/Conv2D
36488.256 1705.280 1705.280 1.328% 29.754% BiasAdd conv_3/batchnorm
38193.536 1705.280 1705.280 1.328% 31.082% Relu conv_3
39898.816 3871.488 3871.488 3.016% 34.098% Conv2D conv_4/Conv2D
43770.304 3871.488 3871.488 3.016% 37.114% BiasAdd conv_4/batchnorm
47641.792 3871.488 3871.488 3.016% 40.130% Relu conv_4
51513.280 940.800 940.800 0.733% 40.863% MaxPool pool_1
52454.080 313.600 313.600 0.244% 41.107% Conv2D mixed/tower_1/conv/Conv2D
52767.680 313.600 313.600 0.244% 41.351% BiasAdd mixed/tower_1/conv/batchnorm
53081.280 313.600 313.600 0.244% 41.596% Relu mixed/tower_1/conv
53394.880 313.600 313.600 0.244% 41.840% Conv2D mixed/conv/Conv2D
53708.480 313.600 313.600 0.244% 42.084% BiasAdd mixed/conv/batchnorm
54022.080 235.200 235.200 0.183% 42.268% Conv2D mixed/tower/conv/Conv2D
54257.280 313.600 313.600 0.244% 42.512% Relu mixed/conv
54570.880 235.200 235.200 0.183% 42.695% BiasAdd mixed/tower/conv/batchnorm
54806.080 235.200 235.200 0.183% 42.878% Relu mixed/tower/conv
55041.280 940.800 940.800 0.733% 43.611% AvgPool mixed/tower_2/pool
55982.080 156.800 156.800 0.122% 43.733% Conv2D mixed/tower_2/conv/Conv2D
56138.880 156.800 156.800 0.122% 43.855% BiasAdd mixed/tower_2/conv/batchnorm
56295.680 156.800 156.800 0.122% 43.978% Relu mixed/tower_2/conv
56452.480 470.400 470.400 0.366% 44.344% Conv2D mixed/tower_1/conv_1/Conv2D
56922.880 470.400 470.400 0.366% 44.711% BiasAdd mixed/tower_1/conv_1/batchnorm
57393.280 470.400 470.400 0.366% 45.077% Relu mixed/tower_1/conv_1
57863.680 313.600 313.600 0.244% 45.321% Conv2D mixed/tower/conv_1/Conv2D
58177.280 313.600 313.600 0.244% 45.566% BiasAdd mixed/tower/conv_1/batchnorm
58490.880 313.600 313.600 0.244% 45.810% Relu mixed/tower/conv_1
58804.480 470.400 470.400 0.366% 46.176% Conv2D mixed/tower_1/conv_2/Conv2D
59274.880 470.400 470.400 0.366% 46.543% BiasAdd mixed/tower_1/conv_2/batchnorm
59745.280 470.400 470.400 0.366% 46.909% Relu mixed/tower_1/conv_2
60215.680 1254.400 1254.400 0.977% 47.886% Concat mixed/join
61470.080 313.600 313.600 0.244% 48.131% Conv2D mixed_1/tower_1/conv/Conv2D
61783.680 313.600 313.600 0.244% 48.375% BiasAdd mixed_1/tower_1/conv/batchnorm
62097.280 313.600 313.600 0.244% 48.619% Relu mixed_1/tower_1/conv
62410.880 235.200 235.200 0.183% 48.803% Conv2D mixed_1/tower/conv/Conv2D
62646.080 235.200 235.200 0.183% 48.986% BiasAdd mixed_1/tower/conv/batchnorm
62881.280 235.200 235.200 0.183% 49.169% Relu mixed_1/tower/conv
63116.480 313.600 313.600 0.244% 49.413% Conv2D mixed_1/conv/Conv2D
63430.080 313.600 313.600 0.244% 49.658% BiasAdd mixed_1/conv/batchnorm
63743.680 313.600 313.600 0.244% 49.902% Relu mixed_1/conv
64057.280 1254.400 1254.400 0.977% 50.879% AvgPool mixed_1/tower_2/pool
65311.680 313.600 313.600 0.244% 51.123% Conv2D mixed_1/tower_2/conv/Conv2D
65625.280 313.600 313.600 0.244% 51.368% BiasAdd mixed_1/tower_2/conv/batchnorm
65938.880 313.600 313.600 0.244% 51.612% Relu mixed_1/tower_2/conv
66252.480 470.400 470.400 0.366% 51.978% Conv2D mixed_1/tower_1/conv_1/Conv2D
66722.880 470.400 470.400 0.366% 52.345% BiasAdd mixed_1/tower_1/conv_1/batchnorm
67193.280 470.400 470.400 0.366% 52.711% Relu mixed_1/tower_1/conv_1
67663.680 313.600 313.600 0.244% 52.956% Conv2D mixed_1/tower/conv_1/Conv2D
67977.280 313.600 313.600 0.244% 53.200% BiasAdd mixed_1/tower/conv_1/batchnorm
68290.880 313.600 313.600 0.244% 53.444% Relu mixed_1/tower/conv_1
68604.480 470.400 470.400 0.366% 53.811% Conv2D mixed_1/tower_1/conv_2/Conv2D
69074.880 470.400 470.400 0.366% 54.177% BiasAdd mixed_1/tower_1/conv_2/batchnorm
69545.280 470.400 470.400 0.366% 54.544% Relu mixed_1/tower_1/conv_2
70015.680 1411.200 1411.200 1.099% 55.643% Concat mixed_1/join
71426.880 235.200 235.200 0.183% 55.826% Conv2D mixed_2/tower/conv/Conv2D
71662.080 235.200 235.200 0.183% 56.009% BiasAdd mixed_2/tower/conv/batchnorm
71897.280 235.200 235.200 0.183% 56.193% Relu mixed_2/tower/conv
72132.480 313.600 313.600 0.244% 56.437% Conv2D mixed_2/tower_1/conv/Conv2D
72446.080 313.600 313.600 0.244% 56.681% BiasAdd mixed_2/tower_1/conv/batchnorm
72759.680 313.600 313.600 0.244% 56.926% Relu mixed_2/tower_1/conv
73073.280 313.600 313.600 0.244% 57.170% Conv2D mixed_2/conv/Conv2D
73386.880 313.600 313.600 0.244% 57.414% BiasAdd mixed_2/conv/batchnorm
73700.480 313.600 313.600 0.244% 57.658% Relu mixed_2/conv
74014.080 1411.200 1411.200 1.099% 58.758% AvgPool mixed_2/tower_2/pool
75425.280 313.600 313.600 0.244% 59.002% Conv2D mixed_2/tower_2/conv/Conv2D
75738.880 313.600 313.600 0.244% 59.246% BiasAdd mixed_2/tower_2/conv/batchnorm
76052.480 313.600 313.600 0.244% 59.491% Relu mixed_2/tower_2/conv
76366.080 470.400 470.400 0.366% 59.857% Conv2D mixed_2/tower_1/conv_1/Conv2D
76836.480 470.400 470.400 0.366% 60.224% BiasAdd mixed_2/tower_1/conv_1/batchnorm
77306.880 470.400 470.400 0.366% 60.590% Relu mixed_2/tower_1/conv_1
77777.280 313.600 313.600 0.244% 60.834% Conv2D mixed_2/tower/conv_1/Conv2D
78090.880 313.600 313.600 0.244% 61.079% BiasAdd mixed_2/tower/conv_1/batchnorm
78404.480 313.600 313.600 0.244% 61.323% Relu mixed_2/tower/conv_1
78718.080 470.400 470.400 0.366% 61.689% Conv2D mixed_2/tower_1/conv_2/Conv2D
79188.480 470.400 470.400 0.366% 62.056% BiasAdd mixed_2/tower_1/conv_2/batchnorm
79658.880 470.400 470.400 0.366% 62.422% Relu mixed_2/tower_1/conv_2
80129.280 1411.200 1411.200 1.099% 63.522% Concat mixed_2/join
81540.480 332.928 332.928 0.259% 63.781% MaxPool mixed_3/pool
81873.408 313.600 313.600 0.244% 64.025% Conv2D mixed_3/tower/conv/Conv2D
82187.008 313.600 313.600 0.244% 64.270% BiasAdd mixed_3/tower/conv/batchnorm
82500.608 313.600 313.600 0.244% 64.514% Relu mixed_3/tower/conv
82814.208 470.400 470.400 0.366% 64.880% Conv2D mixed_3/tower/conv_1/Conv2D
83284.608 470.400 470.400 0.366% 65.247% BiasAdd mixed_3/tower/conv_1/batchnorm
83755.008 470.400 470.400 0.366% 65.613% Relu mixed_3/tower/conv_1
84225.408 110.976 110.976 0.086% 65.700% Conv2D mixed_3/tower/conv_2/Conv2D
84336.384 110.976 110.976 0.086% 65.786% BiasAdd mixed_3/tower/conv_2/batchnorm
84447.360 110.976 110.976 0.086% 65.873% Relu mixed_3/tower/conv_2
84558.336 443.904 443.904 0.346% 66.218% Conv2D mixed_3/conv/Conv2D
85002.240 443.904 443.904 0.346% 66.564% BiasAdd mixed_3/conv/batchnorm
85446.144 443.904 443.904 0.346% 66.910% Relu mixed_3/conv
85890.048 887.808 887.808 0.692% 67.602% Concat mixed_3/join
86777.856 887.808 887.808 0.692% 68.293% AvgPool mixed_4/tower_2/pool
87665.664 147.968 147.968 0.115% 68.409% Conv2D mixed_4/tower/conv/Conv2D
87813.632 147.968 147.968 0.115% 68.524% BiasAdd mixed_4/tower/conv/batchnorm
87961.600 147.968 147.968 0.115% 68.639% Relu mixed_4/tower/conv
88109.568 221.952 221.952 0.173% 68.812% Conv2D mixed_4/conv/Conv2D
88331.520 147.968 147.968 0.115% 68.927% Conv2D mixed_4/tower_1/conv/Conv2D
88479.488 221.952 221.952 0.173% 69.100% BiasAdd mixed_4/conv/batchnorm
88701.440 147.968 147.968 0.115% 69.215% BiasAdd mixed_4/tower_1/conv/batchnorm
88849.408 221.952 221.952 0.173% 69.388% Relu mixed_4/conv
89071.360 147.968 147.968 0.115% 69.504% Relu mixed_4/tower_1/conv
89219.328 221.952 221.952 0.173% 69.677% Conv2D mixed_4/tower_2/conv/Conv2D
89441.280 221.952 221.952 0.173% 69.849% BiasAdd mixed_4/tower_2/conv/batchnorm
89663.232 221.952 221.952 0.173% 70.022% Relu mixed_4/tower_2/conv
89885.184 147.968 147.968 0.115% 70.138% Conv2D mixed_4/tower/conv_1/Conv2D
90033.152 147.968 147.968 0.115% 70.253% BiasAdd mixed_4/tower/conv_1/batchnorm
90181.120 147.968 147.968 0.115% 70.368% Relu mixed_4/tower/conv_1
90329.088 147.968 147.968 0.115% 70.483% Conv2D mixed_4/tower_1/conv_1/Conv2D
90477.056 147.968 147.968 0.115% 70.599% BiasAdd mixed_4/tower_1/conv_1/batchnorm
90625.024 147.968 147.968 0.115% 70.714% Relu mixed_4/tower_1/conv_1
90772.992 221.952 221.952 0.173% 70.887% Conv2D mixed_4/tower/conv_2/Conv2D
90994.944 221.952 221.952 0.173% 71.060% BiasAdd mixed_4/tower/conv_2/batchnorm
91216.896 221.952 221.952 0.173% 71.233% Relu mixed_4/tower/conv_2
91438.848 147.968 147.968 0.115% 71.348% Conv2D mixed_4/tower_1/conv_2/Conv2D
91586.816 147.968 147.968 0.115% 71.463% BiasAdd mixed_4/tower_1/conv_2/batchnorm
91734.784 147.968 147.968 0.115% 71.579% Relu mixed_4/tower_1/conv_2
91882.752 147.968 147.968 0.115% 71.694% Conv2D mixed_4/tower_1/conv_3/Conv2D
92030.720 147.968 147.968 0.115% 71.809% BiasAdd mixed_4/tower_1/conv_3/batchnorm
92178.688 147.968 147.968 0.115% 71.924% Relu mixed_4/tower_1/conv_3
92326.656 221.952 221.952 0.173% 72.097% Conv2D mixed_4/tower_1/conv_4/Conv2D
92548.608 221.952 221.952 0.173% 72.270% BiasAdd mixed_4/tower_1/conv_4/batchnorm
92770.560 221.952 221.952 0.173% 72.443% Relu mixed_4/tower_1/conv_4
92992.512 887.808 887.808 0.692% 73.135% Concat mixed_4/join
93880.320 887.808 887.808 0.692% 73.826% AvgPool mixed_5/tower_2/pool
94768.128 184.960 184.960 0.144% 73.970% Conv2D mixed_5/tower_1/conv/Conv2D
94953.088 184.960 184.960 0.144% 74.114% BiasAdd mixed_5/tower_1/conv/batchnorm
95138.048 184.960 184.960 0.144% 74.259% Relu mixed_5/tower_1/conv
95323.008 221.952 221.952 0.173% 74.431% Conv2D mixed_5/conv/Conv2D
95544.960 221.952 221.952 0.173% 74.604% BiasAdd mixed_5/conv/batchnorm
95766.912 221.952 221.952 0.173% 74.777% Relu mixed_5/conv
95988.864 184.960 184.960 0.144% 74.921% Conv2D mixed_5/tower/conv/Conv2D
96173.824 184.960 184.960 0.144% 75.065% BiasAdd mixed_5/tower/conv/batchnorm
96358.784 184.960 184.960 0.144% 75.210% Relu mixed_5/tower/conv
96543.744 221.952 221.952 0.173% 75.382% Conv2D mixed_5/tower_2/conv/Conv2D
96765.696 221.952 221.952 0.173% 75.555% BiasAdd mixed_5/tower_2/conv/batchnorm
96987.648 221.952 221.952 0.173% 75.728% Relu mixed_5/tower_2/conv
97209.600 184.960 184.960 0.144% 75.872% Conv2D mixed_5/tower_1/conv_1/Conv2D
97394.560 184.960 184.960 0.144% 76.016% BiasAdd mixed_5/tower_1/conv_1/batchnorm
97579.520 184.960 184.960 0.144% 76.160% Relu mixed_5/tower_1/conv_1
97764.480 184.960 184.960 0.144% 76.305% Conv2D mixed_5/tower/conv_1/Conv2D
97949.440 184.960 184.960 0.144% 76.449% BiasAdd mixed_5/tower/conv_1/batchnorm
98134.400 184.960 184.960 0.144% 76.593% Relu mixed_5/tower/conv_1
98319.360 184.960 184.960 0.144% 76.737% Conv2D mixed_5/tower_1/conv_2/Conv2D
98504.320 184.960 184.960 0.144% 76.881% BiasAdd mixed_5/tower_1/conv_2/batchnorm
98689.280 184.960 184.960 0.144% 77.025% Relu mixed_5/tower_1/conv_2
98874.240 221.952 221.952 0.173% 77.198% Conv2D mixed_5/tower/conv_2/Conv2D
99096.192 221.952 221.952 0.173% 77.371% BiasAdd mixed_5/tower/conv_2/batchnorm
99318.144 221.952 221.952 0.173% 77.544% Relu mixed_5/tower/conv_2
99540.096 184.960 184.960 0.144% 77.688% Conv2D mixed_5/tower_1/conv_3/Conv2D
99725.056 184.960 184.960 0.144% 77.832% BiasAdd mixed_5/tower_1/conv_3/batchnorm
99910.016 184.960 184.960 0.144% 77.976% Relu mixed_5/tower_1/conv_3
100094.976 221.952 221.952 0.173% 78.149% Conv2D mixed_5/tower_1/conv_4/Conv2D
100316.928 221.952 221.952 0.173% 78.322% BiasAdd mixed_5/tower_1/conv_4/batchnorm
100538.880 221.952 221.952 0.173% 78.495% Relu mixed_5/tower_1/conv_4
100760.832 887.808 887.808 0.692% 79.186% Concat mixed_5/join
101648.640 887.808 887.808 0.692% 79.878% AvgPool mixed_6/tower_2/pool
102536.448 184.960 184.960 0.144% 80.022% Conv2D mixed_6/tower_1/conv/Conv2D
102721.408 184.960 184.960 0.144% 80.166% BiasAdd mixed_6/tower_1/conv/batchnorm
102906.368 184.960 184.960 0.144% 80.310% Relu mixed_6/tower_1/conv
103091.328 184.960 184.960 0.144% 80.454% Conv2D mixed_6/tower/conv/Conv2D
103276.288 184.960 184.960 0.144% 80.598% BiasAdd mixed_6/tower/conv/batchnorm
103461.248 184.960 184.960 0.144% 80.742% Relu mixed_6/tower/conv
103646.208 221.952 221.952 0.173% 80.915% Conv2D mixed_6/conv/Conv2D
103868.160 221.952 221.952 0.173% 81.088% BiasAdd mixed_6/conv/batchnorm
104090.112 221.952 221.952 0.173% 81.261% Relu mixed_6/conv
104312.064 221.952 221.952 0.173% 81.434% Conv2D mixed_6/tower_2/conv/Conv2D
104534.016 221.952 221.952 0.173% 81.607% BiasAdd mixed_6/tower_2/conv/batchnorm
104755.968 221.952 221.952 0.173% 81.780% Relu mixed_6/tower_2/conv
104977.920 184.960 184.960 0.144% 81.924% Conv2D mixed_6/tower_1/conv_1/Conv2D
105162.880 184.960 184.960 0.144% 82.068% BiasAdd mixed_6/tower_1/conv_1/batchnorm
105347.840 184.960 184.960 0.144% 82.212% Relu mixed_6/tower_1/conv_1
105532.800 184.960 184.960 0.144% 82.356% Conv2D mixed_6/tower/conv_1/Conv2D
105717.760 184.960 184.960 0.144% 82.500% BiasAdd mixed_6/tower/conv_1/batchnorm
105902.720 184.960 184.960 0.144% 82.644% Relu mixed_6/tower/conv_1
106087.680 184.960 184.960 0.144% 82.789% Conv2D mixed_6/tower_1/conv_2/Conv2D
106272.640 184.960 184.960 0.144% 82.933% BiasAdd mixed_6/tower_1/conv_2/batchnorm
106457.600 184.960 184.960 0.144% 83.077% Relu mixed_6/tower_1/conv_2
106642.560 221.952 221.952 0.173% 83.250% Conv2D mixed_6/tower/conv_2/Conv2D
106864.512 221.952 221.952 0.173% 83.423% BiasAdd mixed_6/tower/conv_2/batchnorm
107086.464 221.952 221.952 0.173% 83.595% Relu mixed_6/tower/conv_2
107308.416 184.960 184.960 0.144% 83.739% Conv2D mixed_6/tower_1/conv_3/Conv2D
107493.376 184.960 184.960 0.144% 83.884% BiasAdd mixed_6/tower_1/conv_3/batchnorm
107678.336 184.960 184.960 0.144% 84.028% Relu mixed_6/tower_1/conv_3
107863.296 221.952 221.952 0.173% 84.201% Conv2D mixed_6/tower_1/conv_4/Conv2D
108085.248 221.952 221.952 0.173% 84.373% BiasAdd mixed_6/tower_1/conv_4/batchnorm
108307.200 221.952 221.952 0.173% 84.546% Relu mixed_6/tower_1/conv_4
108529.152 887.808 887.808 0.692% 85.238% Concat mixed_6/join
109416.960 887.808 887.808 0.692% 85.930% AvgPool mixed_7/tower_2/pool
110304.768 221.952 221.952 0.173% 86.103% Conv2D mixed_7/conv/Conv2D
110526.720 221.952 221.952 0.173% 86.275% BiasAdd mixed_7/conv/batchnorm
110748.672 221.952 221.952 0.173% 86.448% Relu mixed_7/conv
110970.624 221.952 221.952 0.173% 86.621% Conv2D mixed_7/tower_1/conv/Conv2D
111192.576 221.952 221.952 0.173% 86.794% BiasAdd mixed_7/tower_1/conv/batchnorm
111414.528 221.952 221.952 0.173% 86.967% Relu mixed_7/tower_1/conv
111636.480 221.952 221.952 0.173% 87.140% Conv2D mixed_7/tower/conv/Conv2D
111858.432 221.952 221.952 0.173% 87.313% BiasAdd mixed_7/tower/conv/batchnorm
112080.384 221.952 221.952 0.173% 87.486% Relu mixed_7/tower/conv
112302.336 221.952 221.952 0.173% 87.659% Conv2D mixed_7/tower_2/conv/Conv2D
112524.288 221.952 221.952 0.173% 87.832% BiasAdd mixed_7/tower_2/conv/batchnorm
112746.240 221.952 221.952 0.173% 88.004% Relu mixed_7/tower_2/conv
112968.192 221.952 221.952 0.173% 88.177% Conv2D mixed_7/tower_1/conv_1/Conv2D
113190.144 221.952 221.952 0.173% 88.350% BiasAdd mixed_7/tower_1/conv_1/batchnorm
113412.096 221.952 221.952 0.173% 88.523% Conv2D mixed_7/tower/conv_1/Conv2D
113634.048 221.952 221.952 0.173% 88.696% Relu mixed_7/tower_1/conv_1
113856.000 221.952 221.952 0.173% 88.869% BiasAdd mixed_7/tower/conv_1/batchnorm
114077.952 221.952 221.952 0.173% 89.042% Relu mixed_7/tower/conv_1
114299.904 221.952 221.952 0.173% 89.215% Conv2D mixed_7/tower/conv_2/Conv2D
114521.856 221.952 221.952 0.173% 89.388% BiasAdd mixed_7/tower/conv_2/batchnorm
114743.808 221.952 221.952 0.173% 89.561% Relu mixed_7/tower/conv_2
114965.760 221.952 221.952 0.173% 89.734% Conv2D mixed_7/tower_1/conv_2/Conv2D
115187.712 221.952 221.952 0.173% 89.906% BiasAdd mixed_7/tower_1/conv_2/batchnorm
115409.664 221.952 221.952 0.173% 90.079% Relu mixed_7/tower_1/conv_2
115631.616 221.952 221.952 0.173% 90.252% Conv2D mixed_7/tower_1/conv_3/Conv2D
115853.568 221.952 221.952 0.173% 90.425% BiasAdd mixed_7/tower_1/conv_3/batchnorm
116075.520 221.952 221.952 0.173% 90.598% Relu mixed_7/tower_1/conv_3
116297.472 221.952 221.952 0.173% 90.771% Conv2D mixed_7/tower_1/conv_4/Conv2D
116519.424 221.952 221.952 0.173% 90.944% BiasAdd mixed_7/tower_1/conv_4/batchnorm
116741.376 221.952 221.952 0.173% 91.117% Relu mixed_7/tower_1/conv_4
116963.328 887.808 887.808 0.692% 91.808% Concat mixed_7/join
117851.136 196.608 196.608 0.153% 91.962% MaxPool mixed_8/pool
118047.744 221.952 221.952 0.173% 92.134% Conv2D mixed_8/tower_1/conv/Conv2D
118269.696 221.952 221.952 0.173% 92.307% Conv2D mixed_8/tower/conv/Conv2D
118491.648 221.952 221.952 0.173% 92.480% BiasAdd mixed_8/tower_1/conv/batchnorm
118713.600 221.952 221.952 0.173% 92.653% Relu mixed_8/tower_1/conv
118935.552 221.952 221.952 0.173% 92.826% BiasAdd mixed_8/tower/conv/batchnorm
119157.504 221.952 221.952 0.173% 92.999% Relu mixed_8/tower/conv
119379.456 81.920 81.920 0.064% 93.063% Conv2D mixed_8/tower/conv_1/Conv2D
119461.376 81.920 81.920 0.064% 93.127% BiasAdd mixed_8/tower/conv_1/batchnorm
119543.296 81.920 81.920 0.064% 93.190% Relu mixed_8/tower/conv_1
119625.216 221.952 221.952 0.173% 93.363% Conv2D mixed_8/tower_1/conv_1/Conv2D
119847.168 221.952 221.952 0.173% 93.536% BiasAdd mixed_8/tower_1/conv_1/batchnorm
120069.120 221.952 221.952 0.173% 93.709% Relu mixed_8/tower_1/conv_1
120291.072 221.952 221.952 0.173% 93.882% Conv2D mixed_8/tower_1/conv_2/Conv2D
120513.024 221.952 221.952 0.173% 94.055% BiasAdd mixed_8/tower_1/conv_2/batchnorm
120734.976 221.952 221.952 0.173% 94.228% Relu mixed_8/tower_1/conv_2
120956.928 49.152 49.152 0.038% 94.266% Conv2D mixed_8/tower_1/conv_3/Conv2D
121006.080 49.152 49.152 0.038% 94.304% BiasAdd mixed_8/tower_1/conv_3/batchnorm
121055.232 49.152 49.152 0.038% 94.343% Relu mixed_8/tower_1/conv_3
121104.384 327.680 327.680 0.255% 94.598% Concat mixed_8/join
121432.064 327.680 327.680 0.255% 94.853% AvgPool mixed_9/tower_2/pool
121759.744 49.152 49.152 0.038% 94.892% Conv2D mixed_9/tower_2/conv/Conv2D
121808.896 49.152 49.152 0.038% 94.930% BiasAdd mixed_9/tower_2/conv/batchnorm
121858.048 49.152 49.152 0.038% 94.968% Relu mixed_9/tower_2/conv
121907.200 81.920 81.920 0.064% 95.032% Conv2D mixed_9/conv/Conv2D
121989.120 81.920 81.920 0.064% 95.096% BiasAdd mixed_9/conv/batchnorm
122071.040 81.920 81.920 0.064% 95.160% Relu mixed_9/conv
122152.960 98.304 98.304 0.077% 95.236% Conv2D mixed_9/tower/conv/Conv2D
122251.264 98.304 98.304 0.077% 95.313% BiasAdd mixed_9/tower/conv/batchnorm
122349.568 98.304 98.304 0.077% 95.389% Relu mixed_9/tower/conv
122447.872 114.688 114.688 0.089% 95.479% Conv2D mixed_9/tower_1/conv/Conv2D
122562.560 114.688 114.688 0.089% 95.568% BiasAdd mixed_9/tower_1/conv/batchnorm
122677.248 114.688 114.688 0.089% 95.657% Relu mixed_9/tower_1/conv
122791.936 98.304 98.304 0.077% 95.734% Conv2D mixed_9/tower/mixed/conv_1/Conv2D
122890.240 98.304 98.304 0.077% 95.811% BiasAdd mixed_9/tower/mixed/conv_1/batchnorm
122988.544 98.304 98.304 0.077% 95.887% Relu mixed_9/tower/mixed/conv_1
123086.848 98.304 98.304 0.077% 95.964% Conv2D mixed_9/tower/mixed/conv/Conv2D
123185.152 98.304 98.304 0.077% 96.040% BiasAdd mixed_9/tower/mixed/conv/batchnorm
123283.456 98.304 98.304 0.077% 96.117% Relu mixed_9/tower/mixed/conv
123381.760 98.304 98.304 0.077% 96.193% Conv2D mixed_9/tower_1/conv_1/Conv2D
123480.064 98.304 98.304 0.077% 96.270% BiasAdd mixed_9/tower_1/conv_1/batchnorm
123578.368 98.304 98.304 0.077% 96.347% Relu mixed_9/tower_1/conv_1
123676.672 98.304 98.304 0.077% 96.423% Conv2D mixed_9/tower_1/mixed/conv/Conv2D
123774.976 98.304 98.304 0.077% 96.500% Conv2D mixed_9/tower_1/mixed/conv_1/Conv2D
123873.280 98.304 98.304 0.077% 96.576% BiasAdd mixed_9/tower_1/mixed/conv/batchnorm
123971.584 98.304 98.304 0.077% 96.653% BiasAdd mixed_9/tower_1/mixed/conv_1/batchnorm
124069.888 98.304 98.304 0.077% 96.730% Relu mixed_9/tower_1/mixed/conv
124168.192 98.304 98.304 0.077% 96.806% Relu mixed_9/tower_1/mixed/conv_1
124266.496 524.288 524.288 0.408% 97.215% Concat mixed_9/join
124790.784 524.288 524.288 0.408% 97.623% MaxPool mixed_10/tower_2/pool
125315.072 49.152 49.152 0.038% 97.661% Conv2D mixed_10/tower_2/conv/Conv2D
125364.224 49.152 49.152 0.038% 97.700% BiasAdd mixed_10/tower_2/conv/batchnorm
125413.376 49.152 49.152 0.038% 97.738% Relu mixed_10/tower_2/conv
125462.528 81.920 81.920 0.064% 97.802% Conv2D mixed_10/conv/Conv2D
125544.448 81.920 81.920 0.064% 97.865% BiasAdd mixed_10/conv/batchnorm
125626.368 81.920 81.920 0.064% 97.929% Relu mixed_10/conv
125708.288 98.304 98.304 0.077% 98.006% Conv2D mixed_10/tower/conv/Conv2D
125806.592 98.304 98.304 0.077% 98.082% BiasAdd mixed_10/tower/conv/batchnorm
125904.896 114.688 114.688 0.089% 98.172% Conv2D mixed_10/tower_1/conv/Conv2D
126019.584 98.304 98.304 0.077% 98.248% Relu mixed_10/tower/conv
126117.888 114.688 114.688 0.089% 98.338% BiasAdd mixed_10/tower_1/conv/batchnorm
126232.576 114.688 114.688 0.089% 98.427% Relu mixed_10/tower_1/conv
126347.264 98.304 98.304 0.077% 98.504% Conv2D mixed_10/tower/mixed/conv/Conv2D
126445.568 98.304 98.304 0.077% 98.580% Conv2D mixed_10/tower/mixed/conv_1/Conv2D
126543.872 98.304 98.304 0.077% 98.657% BiasAdd mixed_10/tower/mixed/conv/batchnorm
126642.176 98.304 98.304 0.077% 98.733% Relu mixed_10/tower/mixed/conv
126740.480 98.304 98.304 0.077% 98.810% BiasAdd mixed_10/tower/mixed/conv_1/batchnorm
126838.784 98.304 98.304 0.077% 98.887% Relu mixed_10/tower/mixed/conv_1
126937.088 98.304 98.304 0.077% 98.963% Conv2D mixed_10/tower_1/conv_1/Conv2D
127035.392 98.304 98.304 0.077% 99.040% BiasAdd mixed_10/tower_1/conv_1/batchnorm
127133.696 98.304 98.304 0.077% 99.116% Relu mixed_10/tower_1/conv_1
127232.000 98.304 98.304 0.077% 99.193% Conv2D mixed_10/tower_1/mixed/conv/Conv2D
127330.304 98.304 98.304 0.077% 99.269% BiasAdd mixed_10/tower_1/mixed/conv/batchnorm
127428.608 98.304 98.304 0.077% 99.346% Relu mixed_10/tower_1/mixed/conv
127526.912 98.304 98.304 0.077% 99.423% Conv2D mixed_10/tower_1/mixed/conv_1/Conv2D
127625.216 98.304 98.304 0.077% 99.499% BiasAdd mixed_10/tower_1/mixed/conv_1/batchnorm
127723.520 98.304 98.304 0.077% 99.576% Relu mixed_10/tower_1/mixed/conv_1
127821.824 524.288 524.288 0.408% 99.984% Concat mixed_10/join
128346.112 8.192 8.192 0.006% 99.991% AvgPool pool_3
128354.304 4.032 4.032 0.003% 99.994% MatMul softmax/logits/MatMul
128354.304 0.000 0.000 0.000% 99.994% Reshape pool_3/_reshape
128358.336 4.032 4.032 0.003% 99.997% BiasAdd softmax/logits
128362.368 4.032 4.032 0.003% 100.000% Softmax softmax
1 runs, avg 9579 ms, 514 nodes defined 504 nodes observed
128366.4 avg KB per run.
============ Top by memory usage in KB =================
[start] [first] [avg] [%] [cdf%] [Op] [Name]
22354.944 5531.904 5531.904 4.309% 4.309% BiasAdd conv_2/batchnorm
16823.040 5531.904 5531.904 4.309% 8.619% Conv2D conv_2/Conv2D
27886.848 5531.904 5531.904 4.309% 12.928% Relu conv_2
43770.304 3871.488 3871.488 3.016% 15.944% BiasAdd conv_4/batchnorm
39898.816 3871.488 3871.488 3.016% 18.960% Conv2D conv_4/Conv2D
47641.792 3871.488 3871.488 3.016% 21.976% Relu conv_4
2841.728 2841.728 2841.728 2.214% 24.190% BiasAdd conv/batchnorm
0.000 2841.728 2841.728 2.214% 26.404% Conv2D conv/Conv2D
5683.456 2841.728 2841.728 2.214% 28.618% Relu conv
11291.136 2765.952 2765.952 2.155% 30.772% BiasAdd conv_1/batchnorm
8525.184 2765.952 2765.952 2.155% 32.927% Conv2D conv_1/Conv2D
14057.088 2765.952 2765.952 2.155% 35.082% Relu conv_1
36488.256 1705.280 1705.280 1.328% 36.410% BiasAdd conv_3/batchnorm
34782.976 1705.280 1705.280 1.328% 37.739% Conv2D conv_3/Conv2D
38193.536 1705.280 1705.280 1.328% 39.067% Relu conv_3
74014.080 1411.200 1411.200 1.099% 40.166% AvgPool mixed_2/tower_2/pool
80129.280 1411.200 1411.200 1.099% 41.266% Concat mixed_2/join
70015.680 1411.200 1411.200 1.099% 42.365% Concat mixed_1/join
33418.752 1364.224 1364.224 1.063% 43.428% MaxPool pool
64057.280 1254.400 1254.400 0.977% 44.405% AvgPool mixed_1/tower_2/pool
60215.680 1254.400 1254.400 0.977% 45.382% Concat mixed/join
51513.280 940.800 940.800 0.733% 46.115% MaxPool pool_1
55041.280 940.800 940.800 0.733% 46.848% AvgPool mixed/tower_2/pool
109416.960 887.808 887.808 0.692% 47.540% AvgPool mixed_7/tower_2/pool
116963.328 887.808 887.808 0.692% 48.231% Concat mixed_7/join
101648.640 887.808 887.808 0.692% 48.923% AvgPool mixed_6/tower_2/pool
108529.152 887.808 887.808 0.692% 49.615% Concat mixed_6/join
93880.320 887.808 887.808 0.692% 50.306% AvgPool mixed_5/tower_2/pool
100760.832 887.808 887.808 0.692% 50.998% Concat mixed_5/join
86777.856 887.808 887.808 0.692% 51.689% AvgPool mixed_4/tower_2/pool
92992.512 887.808 887.808 0.692% 52.381% Concat mixed_4/join
85890.048 887.808 887.808 0.692% 53.073% Concat mixed_3/join
124266.496 524.288 524.288 0.408% 53.481% Concat mixed_9/join
124790.784 524.288 524.288 0.408% 53.890% MaxPool mixed_10/tower_2/pool
127821.824 524.288 524.288 0.408% 54.298% Concat mixed_10/join
83284.608 470.400 470.400 0.366% 54.664% BiasAdd mixed_3/tower/conv_1/batchnorm
82814.208 470.400 470.400 0.366% 55.031% Conv2D mixed_3/tower/conv_1/Conv2D
83755.008 470.400 470.400 0.366% 55.397% Relu mixed_3/tower/conv_1
79188.480 470.400 470.400 0.366% 55.764% BiasAdd mixed_2/tower_1/conv_2/batchnorm
78718.080 470.400 470.400 0.366% 56.130% Conv2D mixed_2/tower_1/conv_2/Conv2D
79658.880 470.400 470.400 0.366% 56.497% Relu mixed_2/tower_1/conv_2
76836.480 470.400 470.400 0.366% 56.863% BiasAdd mixed_2/tower_1/conv_1/batchnorm
76366.080 470.400 470.400 0.366% 57.230% Conv2D mixed_2/tower_1/conv_1/Conv2D
77306.880 470.400 470.400 0.366% 57.596% Relu mixed_2/tower_1/conv_1
69074.880 470.400 470.400 0.366% 57.963% BiasAdd mixed_1/tower_1/conv_2/batchnorm
68604.480 470.400 470.400 0.366% 58.329% Conv2D mixed_1/tower_1/conv_2/Conv2D
69545.280 470.400 470.400 0.366% 58.695% Relu mixed_1/tower_1/conv_2
66722.880 470.400 470.400 0.366% 59.062% BiasAdd mixed_1/tower_1/conv_1/batchnorm
66252.480 470.400 470.400 0.366% 59.428% Conv2D mixed_1/tower_1/conv_1/Conv2D
67193.280 470.400 470.400 0.366% 59.795% Relu mixed_1/tower_1/conv_1
59274.880 470.400 470.400 0.366% 60.161% BiasAdd mixed/tower_1/conv_2/batchnorm
58804.480 470.400 470.400 0.366% 60.528% Conv2D mixed/tower_1/conv_2/Conv2D
59745.280 470.400 470.400 0.366% 60.894% Relu mixed/tower_1/conv_2
56922.880 470.400 470.400 0.366% 61.261% BiasAdd mixed/tower_1/conv_1/batchnorm
56452.480 470.400 470.400 0.366% 61.627% Conv2D mixed/tower_1/conv_1/Conv2D
57393.280 470.400 470.400 0.366% 61.993% Relu mixed/tower_1/conv_1
85002.240 443.904 443.904 0.346% 62.339% BiasAdd mixed_3/conv/batchnorm
84558.336 443.904 443.904 0.346% 62.685% Conv2D mixed_3/conv/Conv2D
85446.144 443.904 443.904 0.346% 63.031% Relu mixed_3/conv
81540.480 332.928 332.928 0.259% 63.290% MaxPool mixed_3/pool
121432.064 327.680 327.680 0.255% 63.546% AvgPool mixed_9/tower_2/pool
121104.384 327.680 327.680 0.255% 63.801% Concat mixed_8/join
82187.008 313.600 313.600 0.244% 64.045% BiasAdd mixed_3/tower/conv/batchnorm
81873.408 313.600 313.600 0.244% 64.289% Conv2D mixed_3/tower/conv/Conv2D
82500.608 313.600 313.600 0.244% 64.534% Relu mixed_3/tower/conv
75738.880 313.600 313.600 0.244% 64.778% BiasAdd mixed_2/tower_2/conv/batchnorm
75425.280 313.600 313.600 0.244% 65.022% Conv2D mixed_2/tower_2/conv/Conv2D
76052.480 313.600 313.600 0.244% 65.267% Relu mixed_2/tower_2/conv
72446.080 313.600 313.600 0.244% 65.511% BiasAdd mixed_2/tower_1/conv/batchnorm
72132.480 313.600 313.600 0.244% 65.755% Conv2D mixed_2/tower_1/conv/Conv2D
72759.680 313.600 313.600 0.244% 66.000% Relu mixed_2/tower_1/conv
78090.880 313.600 313.600 0.244% 66.244% BiasAdd mixed_2/tower/conv_1/batchnorm
77777.280 313.600 313.600 0.244% 66.488% Conv2D mixed_2/tower/conv_1/Conv2D
78404.480 313.600 313.600 0.244% 66.732% Relu mixed_2/tower/conv_1
73386.880 313.600 313.600 0.244% 66.977% BiasAdd mixed_2/conv/batchnorm
73073.280 313.600 313.600 0.244% 67.221% Conv2D mixed_2/conv/Conv2D
73700.480 313.600 313.600 0.244% 67.465% Relu mixed_2/conv
65625.280 313.600 313.600 0.244% 67.710% BiasAdd mixed_1/tower_2/conv/batchnorm
65311.680 313.600 313.600 0.244% 67.954% Conv2D mixed_1/tower_2/conv/Conv2D
65938.880 313.600 313.600 0.244% 68.198% Relu mixed_1/tower_2/conv
61783.680 313.600 313.600 0.244% 68.443% BiasAdd mixed_1/tower_1/conv/batchnorm
61470.080 313.600 313.600 0.244% 68.687% Conv2D mixed_1/tower_1/conv/Conv2D
62097.280 313.600 313.600 0.244% 68.931% Relu mixed_1/tower_1/conv
67977.280 313.600 313.600 0.244% 69.175% BiasAdd mixed_1/tower/conv_1/batchnorm
67663.680 313.600 313.600 0.244% 69.420% Conv2D mixed_1/tower/conv_1/Conv2D
68290.880 313.600 313.600 0.244% 69.664% Relu mixed_1/tower/conv_1
63430.080 313.600 313.600 0.244% 69.908% BiasAdd mixed_1/conv/batchnorm
63116.480 313.600 313.600 0.244% 70.153% Conv2D mixed_1/conv/Conv2D
63743.680 313.600 313.600 0.244% 70.397% Relu mixed_1/conv
52767.680 313.600 313.600 0.244% 70.641% BiasAdd mixed/tower_1/conv/batchnorm
52454.080 313.600 313.600 0.244% 70.886% Conv2D mixed/tower_1/conv/Conv2D
53081.280 313.600 313.600 0.244% 71.130% Relu mixed/tower_1/conv
58177.280 313.600 313.600 0.244% 71.374% BiasAdd mixed/tower/conv_1/batchnorm
57863.680 313.600 313.600 0.244% 71.618% Conv2D mixed/tower/conv_1/Conv2D
58490.880 313.600 313.600 0.244% 71.863% Relu mixed/tower/conv_1
53708.480 313.600 313.600 0.244% 72.107% BiasAdd mixed/conv/batchnorm
53394.880 313.600 313.600 0.244% 72.351% Conv2D mixed/conv/Conv2D
54257.280 313.600 313.600 0.244% 72.596% Relu mixed/conv
71662.080 235.200 235.200 0.183% 72.779% BiasAdd mixed_2/tower/conv/batchnorm
71426.880 235.200 235.200 0.183% 72.962% Conv2D mixed_2/tower/conv/Conv2D
71897.280 235.200 235.200 0.183% 73.145% Relu mixed_2/tower/conv
62646.080 235.200 235.200 0.183% 73.329% BiasAdd mixed_1/tower/conv/batchnorm
62410.880 235.200 235.200 0.183% 73.512% Conv2D mixed_1/tower/conv/Conv2D
62881.280 235.200 235.200 0.183% 73.695% Relu mixed_1/tower/conv
54570.880 235.200 235.200 0.183% 73.878% BiasAdd mixed/tower/conv/batchnorm
54022.080 235.200 235.200 0.183% 74.061% Conv2D mixed/tower/conv/Conv2D
54806.080 235.200 235.200 0.183% 74.245% Relu mixed/tower/conv
120513.024 221.952 221.952 0.173% 74.418% BiasAdd mixed_8/tower_1/conv_2/batchnorm
120291.072 221.952 221.952 0.173% 74.590% Conv2D mixed_8/tower_1/conv_2/Conv2D
120734.976 221.952 221.952 0.173% 74.763% Relu mixed_8/tower_1/conv_2
119847.168 221.952 221.952 0.173% 74.936% BiasAdd mixed_8/tower_1/conv_1/batchnorm
119625.216 221.952 221.952 0.173% 75.109% Conv2D mixed_8/tower_1/conv_1/Conv2D
120069.120 221.952 221.952 0.173% 75.282% Relu mixed_8/tower_1/conv_1
118491.648 221.952 221.952 0.173% 75.455% BiasAdd mixed_8/tower_1/conv/batchnorm
118047.744 221.952 221.952 0.173% 75.628% Conv2D mixed_8/tower_1/conv/Conv2D
118713.600 221.952 221.952 0.173% 75.801% Relu mixed_8/tower_1/conv
118935.552 221.952 221.952 0.173% 75.974% BiasAdd mixed_8/tower/conv/batchnorm
118269.696 221.952 221.952 0.173% 76.147% Conv2D mixed_8/tower/conv/Conv2D
119157.504 221.952 221.952 0.173% 76.320% Relu mixed_8/tower/conv
112524.288 221.952 221.952 0.173% 76.492% BiasAdd mixed_7/tower_2/conv/batchnorm
112302.336 221.952 221.952 0.173% 76.665% Conv2D mixed_7/tower_2/conv/Conv2D
112746.240 221.952 221.952 0.173% 76.838% Relu mixed_7/tower_2/conv
116519.424 221.952 221.952 0.173% 77.011% BiasAdd mixed_7/tower_1/conv_4/batchnorm
116297.472 221.952 221.952 0.173% 77.184% Conv2D mixed_7/tower_1/conv_4/Conv2D
116741.376 221.952 221.952 0.173% 77.357% Relu mixed_7/tower_1/conv_4
115853.568 221.952 221.952 0.173% 77.530% BiasAdd mixed_7/tower_1/conv_3/batchnorm
115631.616 221.952 221.952 0.173% 77.703% Conv2D mixed_7/tower_1/conv_3/Conv2D
116075.520 221.952 221.952 0.173% 77.876% Relu mixed_7/tower_1/conv_3
115187.712 221.952 221.952 0.173% 78.049% BiasAdd mixed_7/tower_1/conv_2/batchnorm
114965.760 221.952 221.952 0.173% 78.221% Conv2D mixed_7/tower_1/conv_2/Conv2D
115409.664 221.952 221.952 0.173% 78.394% Relu mixed_7/tower_1/conv_2
113190.144 221.952 221.952 0.173% 78.567% BiasAdd mixed_7/tower_1/conv_1/batchnorm
112968.192 221.952 221.952 0.173% 78.740% Conv2D mixed_7/tower_1/conv_1/Conv2D
113634.048 221.952 221.952 0.173% 78.913% Relu mixed_7/tower_1/conv_1
111192.576 221.952 221.952 0.173% 79.086% BiasAdd mixed_7/tower_1/conv/batchnorm
110970.624 221.952 221.952 0.173% 79.259% Conv2D mixed_7/tower_1/conv/Conv2D
111414.528 221.952 221.952 0.173% 79.432% Relu mixed_7/tower_1/conv
114521.856 221.952 221.952 0.173% 79.605% BiasAdd mixed_7/tower/conv_2/batchnorm
114299.904 221.952 221.952 0.173% 79.778% Conv2D mixed_7/tower/conv_2/Conv2D
114743.808 221.952 221.952 0.173% 79.951% Relu mixed_7/tower/conv_2
113856.000 221.952 221.952 0.173% 80.123% BiasAdd mixed_7/tower/conv_1/batchnorm
113412.096 221.952 221.952 0.173% 80.296% Conv2D mixed_7/tower/conv_1/Conv2D
114077.952 221.952 221.952 0.173% 80.469% Relu mixed_7/tower/conv_1
111858.432 221.952 221.952 0.173% 80.642% BiasAdd mixed_7/tower/conv/batchnorm
111636.480 221.952 221.952 0.173% 80.815% Conv2D mixed_7/tower/conv/Conv2D
112080.384 221.952 221.952 0.173% 80.988% Relu mixed_7/tower/conv
110526.720 221.952 221.952 0.173% 81.161% BiasAdd mixed_7/conv/batchnorm
110304.768 221.952 221.952 0.173% 81.334% Conv2D mixed_7/conv/Conv2D
110748.672 221.952 221.952 0.173% 81.507% Relu mixed_7/conv
104534.016 221.952 221.952 0.173% 81.680% BiasAdd mixed_6/tower_2/conv/batchnorm
104312.064 221.952 221.952 0.173% 81.852% Conv2D mixed_6/tower_2/conv/Conv2D
104755.968 221.952 221.952 0.173% 82.025% Relu mixed_6/tower_2/conv
108085.248 221.952 221.952 0.173% 82.198% BiasAdd mixed_6/tower_1/conv_4/batchnorm
107863.296 221.952 221.952 0.173% 82.371% Conv2D mixed_6/tower_1/conv_4/Conv2D
108307.200 221.952 221.952 0.173% 82.544% Relu mixed_6/tower_1/conv_4
106864.512 221.952 221.952 0.173% 82.717% BiasAdd mixed_6/tower/conv_2/batchnorm
106642.560 221.952 221.952 0.173% 82.890% Conv2D mixed_6/tower/conv_2/Conv2D
107086.464 221.952 221.952 0.173% 83.063% Relu mixed_6/tower/conv_2
103868.160 221.952 221.952 0.173% 83.236% BiasAdd mixed_6/conv/batchnorm
103646.208 221.952 221.952 0.173% 83.409% Conv2D mixed_6/conv/Conv2D
104090.112 221.952 221.952 0.173% 83.582% Relu mixed_6/conv
96765.696 221.952 221.952 0.173% 83.754% BiasAdd mixed_5/tower_2/conv/batchnorm
96543.744 221.952 221.952 0.173% 83.927% Conv2D mixed_5/tower_2/conv/Conv2D
96987.648 221.952 221.952 0.173% 84.100% Relu mixed_5/tower_2/conv
100316.928 221.952 221.952 0.173% 84.273% BiasAdd mixed_5/tower_1/conv_4/batchnorm
100094.976 221.952 221.952 0.173% 84.446% Conv2D mixed_5/tower_1/conv_4/Conv2D
100538.880 221.952 221.952 0.173% 84.619% Relu mixed_5/tower_1/conv_4
99096.192 221.952 221.952 0.173% 84.792% BiasAdd mixed_5/tower/conv_2/batchnorm
98874.240 221.952 221.952 0.173% 84.965% Conv2D mixed_5/tower/conv_2/Conv2D
99318.144 221.952 221.952 0.173% 85.138% Relu mixed_5/tower/conv_2
95544.960 221.952 221.952 0.173% 85.311% BiasAdd mixed_5/conv/batchnorm
95323.008 221.952 221.952 0.173% 85.484% Conv2D mixed_5/conv/Conv2D
95766.912 221.952 221.952 0.173% 85.656% Relu mixed_5/conv
89441.280 221.952 221.952 0.173% 85.829% BiasAdd mixed_4/tower_2/conv/batchnorm
89219.328 221.952 221.952 0.173% 86.002% Conv2D mixed_4/tower_2/conv/Conv2D
89663.232 221.952 221.952 0.173% 86.175% Relu mixed_4/tower_2/conv
92548.608 221.952 221.952 0.173% 86.348% BiasAdd mixed_4/tower_1/conv_4/batchnorm
92326.656 221.952 221.952 0.173% 86.521% Conv2D mixed_4/tower_1/conv_4/Conv2D
92770.560 221.952 221.952 0.173% 86.694% Relu mixed_4/tower_1/conv_4
90994.944 221.952 221.952 0.173% 86.867% BiasAdd mixed_4/tower/conv_2/batchnorm
90772.992 221.952 221.952 0.173% 87.040% Conv2D mixed_4/tower/conv_2/Conv2D
91216.896 221.952 221.952 0.173% 87.213% Relu mixed_4/tower/conv_2
88479.488 221.952 221.952 0.173% 87.385% BiasAdd mixed_4/conv/batchnorm
88109.568 221.952 221.952 0.173% 87.558% Conv2D mixed_4/conv/Conv2D
88849.408 221.952 221.952 0.173% 87.731% Relu mixed_4/conv
117851.136 196.608 196.608 0.153% 87.884% MaxPool mixed_8/pool
107493.376 184.960 184.960 0.144% 88.029% BiasAdd mixed_6/tower_1/conv_3/batchnorm
107308.416 184.960 184.960 0.144% 88.173% Conv2D mixed_6/tower_1/conv_3/Conv2D
107678.336 184.960 184.960 0.144% 88.317% Relu mixed_6/tower_1/conv_3
106272.640 184.960 184.960 0.144% 88.461% BiasAdd mixed_6/tower_1/conv_2/batchnorm
106087.680 184.960 184.960 0.144% 88.605% Conv2D mixed_6/tower_1/conv_2/Conv2D
106457.600 184.960 184.960 0.144% 88.749% Relu mixed_6/tower_1/conv_2
105162.880 184.960 184.960 0.144% 88.893% BiasAdd mixed_6/tower_1/conv_1/batchnorm
104977.920 184.960 184.960 0.144% 89.037% Conv2D mixed_6/tower_1/conv_1/Conv2D
105347.840 184.960 184.960 0.144% 89.181% Relu mixed_6/tower_1/conv_1
102721.408 184.960 184.960 0.144% 89.325% BiasAdd mixed_6/tower_1/conv/batchnorm
102536.448 184.960 184.960 0.144% 89.469% Conv2D mixed_6/tower_1/conv/Conv2D
102906.368 184.960 184.960 0.144% 89.613% Relu mixed_6/tower_1/conv
105717.760 184.960 184.960 0.144% 89.758% BiasAdd mixed_6/tower/conv_1/batchnorm
105532.800 184.960 184.960 0.144% 89.902% Conv2D mixed_6/tower/conv_1/Conv2D
105902.720 184.960 184.960 0.144% 90.046% Relu mixed_6/tower/conv_1
103276.288 184.960 184.960 0.144% 90.190% BiasAdd mixed_6/tower/conv/batchnorm
103091.328 184.960 184.960 0.144% 90.334% Conv2D mixed_6/tower/conv/Conv2D
103461.248 184.960 184.960 0.144% 90.478% Relu mixed_6/tower/conv
99725.056 184.960 184.960 0.144% 90.622% BiasAdd mixed_5/tower_1/conv_3/batchnorm
99540.096 184.960 184.960 0.144% 90.766% Conv2D mixed_5/tower_1/conv_3/Conv2D
99910.016 184.960 184.960 0.144% 90.910% Relu mixed_5/tower_1/conv_3
98504.320 184.960 184.960 0.144% 91.054% BiasAdd mixed_5/tower_1/conv_2/batchnorm
98319.360 184.960 184.960 0.144% 91.198% Conv2D mixed_5/tower_1/conv_2/Conv2D
98689.280 184.960 184.960 0.144% 91.343% Relu mixed_5/tower_1/conv_2
97394.560 184.960 184.960 0.144% 91.487% BiasAdd mixed_5/tower_1/conv_1/batchnorm
97209.600 184.960 184.960 0.144% 91.631% Conv2D mixed_5/tower_1/conv_1/Conv2D
97579.520 184.960 184.960 0.144% 91.775% Relu mixed_5/tower_1/conv_1
94953.088 184.960 184.960 0.144% 91.919% BiasAdd mixed_5/tower_1/conv/batchnorm
94768.128 184.960 184.960 0.144% 92.063% Conv2D mixed_5/tower_1/conv/Conv2D
95138.048 184.960 184.960 0.144% 92.207% Relu mixed_5/tower_1/conv
97949.440 184.960 184.960 0.144% 92.351% BiasAdd mixed_5/tower/conv_1/batchnorm
97764.480 184.960 184.960 0.144% 92.495% Conv2D mixed_5/tower/conv_1/Conv2D
98134.400 184.960 184.960 0.144% 92.639% Relu mixed_5/tower/conv_1
96173.824 184.960 184.960 0.144% 92.783% BiasAdd mixed_5/tower/conv/batchnorm
95988.864 184.960 184.960 0.144% 92.927% Conv2D mixed_5/tower/conv/Conv2D
96358.784 184.960 184.960 0.144% 93.072% Relu mixed_5/tower/conv
56138.880 156.800 156.800 0.122% 93.194% BiasAdd mixed/tower_2/conv/batchnorm
55982.080 156.800 156.800 0.122% 93.316% Conv2D mixed/tower_2/conv/Conv2D
56295.680 156.800 156.800 0.122% 93.438% Relu mixed/tower_2/conv
92030.720 147.968 147.968 0.115% 93.553% BiasAdd mixed_4/tower_1/conv_3/batchnorm
91882.752 147.968 147.968 0.115% 93.669% Conv2D mixed_4/tower_1/conv_3/Conv2D
92178.688 147.968 147.968 0.115% 93.784% Relu mixed_4/tower_1/conv_3
91586.816 147.968 147.968 0.115% 93.899% BiasAdd mixed_4/tower_1/conv_2/batchnorm
91438.848 147.968 147.968 0.115% 94.014% Conv2D mixed_4/tower_1/conv_2/Conv2D
91734.784 147.968 147.968 0.115% 94.130% Relu mixed_4/tower_1/conv_2
90477.056 147.968 147.968 0.115% 94.245% BiasAdd mixed_4/tower_1/conv_1/batchnorm
90329.088 147.968 147.968 0.115% 94.360% Conv2D mixed_4/tower_1/conv_1/Conv2D
90625.024 147.968 147.968 0.115% 94.475% Relu mixed_4/tower_1/conv_1
88701.440 147.968 147.968 0.115% 94.591% BiasAdd mixed_4/tower_1/conv/batchnorm
88331.520 147.968 147.968 0.115% 94.706% Conv2D mixed_4/tower_1/conv/Conv2D
89071.360 147.968 147.968 0.115% 94.821% Relu mixed_4/tower_1/conv
90033.152 147.968 147.968 0.115% 94.937% BiasAdd mixed_4/tower/conv_1/batchnorm
89885.184 147.968 147.968 0.115% 95.052% Conv2D mixed_4/tower/conv_1/Conv2D
90181.120 147.968 147.968 0.115% 95.167% Relu mixed_4/tower/conv_1
87813.632 147.968 147.968 0.115% 95.282% BiasAdd mixed_4/tower/conv/batchnorm
87665.664 147.968 147.968 0.115% 95.398% Conv2D mixed_4/tower/conv/Conv2D
87961.600 147.968 147.968 0.115% 95.513% Relu mixed_4/tower/conv
122562.560 114.688 114.688 0.089% 95.602% BiasAdd mixed_9/tower_1/conv/batchnorm
122447.872 114.688 114.688 0.089% 95.692% Conv2D mixed_9/tower_1/conv/Conv2D
122677.248 114.688 114.688 0.089% 95.781% Relu mixed_9/tower_1/conv
126117.888 114.688 114.688 0.089% 95.870% BiasAdd mixed_10/tower_1/conv/batchnorm
125904.896 114.688 114.688 0.089% 95.960% Conv2D mixed_10/tower_1/conv/Conv2D
126232.576 114.688 114.688 0.089% 96.049% Relu mixed_10/tower_1/conv
84336.384 110.976 110.976 0.086% 96.135% BiasAdd mixed_3/tower/conv_2/batchnorm
84225.408 110.976 110.976 0.086% 96.222% Conv2D mixed_3/tower/conv_2/Conv2D
84447.360 110.976 110.976 0.086% 96.308% Relu mixed_3/tower/conv_2
123971.584 98.304 98.304 0.077% 96.385% BiasAdd mixed_9/tower_1/mixed/conv_1/batchnorm
123774.976 98.304 98.304 0.077% 96.461% Conv2D mixed_9/tower_1/mixed/conv_1/Conv2D
124168.192 98.304 98.304 0.077% 96.538% Relu mixed_9/tower_1/mixed/conv_1
123873.280 98.304 98.304 0.077% 96.615% BiasAdd mixed_9/tower_1/mixed/conv/batchnorm
123676.672 98.304 98.304 0.077% 96.691% Conv2D mixed_9/tower_1/mixed/conv/Conv2D
124069.888 98.304 98.304 0.077% 96.768% Relu mixed_9/tower_1/mixed/conv
123480.064 98.304 98.304 0.077% 96.844% BiasAdd mixed_9/tower_1/conv_1/batchnorm
123381.760 98.304 98.304 0.077% 96.921% Conv2D mixed_9/tower_1/conv_1/Conv2D
123578.368 98.304 98.304 0.077% 96.998% Relu mixed_9/tower_1/conv_1
122890.240 98.304 98.304 0.077% 97.074% BiasAdd mixed_9/tower/mixed/conv_1/batchnorm
122791.936 98.304 98.304 0.077% 97.151% Conv2D mixed_9/tower/mixed/conv_1/Conv2D
122988.544 98.304 98.304 0.077% 97.227% Relu mixed_9/tower/mixed/conv_1
123185.152 98.304 98.304 0.077% 97.304% BiasAdd mixed_9/tower/mixed/conv/batchnorm
123086.848 98.304 98.304 0.077% 97.380% Conv2D mixed_9/tower/mixed/conv/Conv2D
123283.456 98.304 98.304 0.077% 97.457% Relu mixed_9/tower/mixed/conv
122251.264 98.304 98.304 0.077% 97.534% BiasAdd mixed_9/tower/conv/batchnorm
122152.960 98.304 98.304 0.077% 97.610% Conv2D mixed_9/tower/conv/Conv2D
122349.568 98.304 98.304 0.077% 97.687% Relu mixed_9/tower/conv
127625.216 98.304 98.304 0.077% 97.763% BiasAdd mixed_10/tower_1/mixed/conv_1/batchnorm
127526.912 98.304 98.304 0.077% 97.840% Conv2D mixed_10/tower_1/mixed/conv_1/Conv2D
127723.520 98.304 98.304 0.077% 97.917% Relu mixed_10/tower_1/mixed/conv_1
127330.304 98.304 98.304 0.077% 97.993% BiasAdd mixed_10/tower_1/mixed/conv/batchnorm
127232.000 98.304 98.304 0.077% 98.070% Conv2D mixed_10/tower_1/mixed/conv/Conv2D
127428.608 98.304 98.304 0.077% 98.146% Relu mixed_10/tower_1/mixed/conv
127035.392 98.304 98.304 0.077% 98.223% BiasAdd mixed_10/tower_1/conv_1/batchnorm
126937.088 98.304 98.304 0.077% 98.299% Conv2D mixed_10/tower_1/conv_1/Conv2D
127133.696 98.304 98.304 0.077% 98.376% Relu mixed_10/tower_1/conv_1
126740.480 98.304 98.304 0.077% 98.453% BiasAdd mixed_10/tower/mixed/conv_1/batchnorm
126445.568 98.304 98.304 0.077% 98.529% Conv2D mixed_10/tower/mixed/conv_1/Conv2D
126838.784 98.304 98.304 0.077% 98.606% Relu mixed_10/tower/mixed/conv_1
126543.872 98.304 98.304 0.077% 98.682% BiasAdd mixed_10/tower/mixed/conv/batchnorm
126347.264 98.304 98.304 0.077% 98.759% Conv2D mixed_10/tower/mixed/conv/Conv2D
126642.176 98.304 98.304 0.077% 98.835% Relu mixed_10/tower/mixed/conv
125806.592 98.304 98.304 0.077% 98.912% BiasAdd mixed_10/tower/conv/batchnorm
125708.288 98.304 98.304 0.077% 98.989% Conv2D mixed_10/tower/conv/Conv2D
126019.584 98.304 98.304 0.077% 99.065% Relu mixed_10/tower/conv
121989.120 81.920 81.920 0.064% 99.129% BiasAdd mixed_9/conv/batchnorm
121907.200 81.920 81.920 0.064% 99.193% Conv2D mixed_9/conv/Conv2D
122071.040 81.920 81.920 0.064% 99.257% Relu mixed_9/conv
119461.376 81.920 81.920 0.064% 99.320% BiasAdd mixed_8/tower/conv_1/batchnorm
119379.456 81.920 81.920 0.064% 99.384% Conv2D mixed_8/tower/conv_1/Conv2D
119543.296 81.920 81.920 0.064% 99.448% Relu mixed_8/tower/conv_1
125544.448 81.920 81.920 0.064% 99.512% BiasAdd mixed_10/conv/batchnorm
125462.528 81.920 81.920 0.064% 99.576% Conv2D mixed_10/conv/Conv2D
125626.368 81.920 81.920 0.064% 99.640% Relu mixed_10/conv
121808.896 49.152 49.152 0.038% 99.678% BiasAdd mixed_9/tower_2/conv/batchnorm
121759.744 49.152 49.152 0.038% 99.716% Conv2D mixed_9/tower_2/conv/Conv2D
121858.048 49.152 49.152 0.038% 99.754% Relu mixed_9/tower_2/conv
121006.080 49.152 49.152 0.038% 99.793% BiasAdd mixed_8/tower_1/conv_3/batchnorm
120956.928 49.152 49.152 0.038% 99.831% Conv2D mixed_8/tower_1/conv_3/Conv2D
121055.232 49.152 49.152 0.038% 99.869% Relu mixed_8/tower_1/conv_3
125364.224 49.152 49.152 0.038% 99.908% BiasAdd mixed_10/tower_2/conv/batchnorm
125315.072 49.152 49.152 0.038% 99.946% Conv2D mixed_10/tower_2/conv/Conv2D
125413.376 49.152 49.152 0.038% 99.984% Relu mixed_10/tower_2/conv
128346.112 8.192 8.192 0.006% 99.991% AvgPool pool_3
128354.304 4.032 4.032 0.003% 99.994% MatMul softmax/logits/MatMul
128358.336 4.032 4.032 0.003% 99.997% BiasAdd softmax/logits
128362.368 4.032 4.032 0.003% 100.000% Softmax softmax
0.000 0.000 0.000 0.000% 100.000% Const softmax/weights
0.000 0.000 0.000 0.000% 100.000% Const softmax/biases
0.000 0.000 0.000 0.000% 100.000% Const pool_3/_reshape/shape
128354.304 0.000 0.000 0.000% 100.000% Reshape pool_3/_reshape
0.000 0.000 0.000 0.000% 100.000% Const mixed_9/tower_2/conv/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_9/tower_2/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_9/tower_1/mixed/conv_1/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_9/tower_1/mixed/conv_1/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_9/tower_1/mixed/conv/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_9/tower_1/mixed/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_9/tower_1/conv_1/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_9/tower_1/conv_1/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_9/tower_1/conv/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_9/tower_1/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_9/tower/mixed/conv_1/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_9/tower/mixed/conv_1/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_9/tower/mixed/conv/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_9/tower/mixed/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_9/tower/conv/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_9/tower/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_9/conv/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_9/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_8/tower_1/conv_3/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_8/tower_1/conv_3/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_8/tower_1/conv_2/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_8/tower_1/conv_2/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_8/tower_1/conv_1/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_8/tower_1/conv_1/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_8/tower_1/conv/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_8/tower_1/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_8/tower/conv_1/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_8/tower/conv_1/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_8/tower/conv/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_8/tower/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower_2/conv/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower_2/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower_1/conv_4/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower_1/conv_4/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower_1/conv_3/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower_1/conv_3/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower_1/conv_2/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower_1/conv_2/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower_1/conv_1/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower_1/conv_1/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower_1/conv/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower_1/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower/conv_2/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower/conv_2/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower/conv_1/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower/conv_1/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower/conv/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/conv/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/tower_2/conv/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/tower_2/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/tower_1/conv_4/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/tower_1/conv_4/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/tower_1/conv_3/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/tower_1/conv_3/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/tower_1/conv_2/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/tower_1/conv_2/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/tower_1/conv_1/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/tower_1/conv_1/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/tower_1/conv/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/tower_1/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/tower/conv_2/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/tower/conv_2/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/tower/conv_1/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/tower/conv_1/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/tower/conv/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/tower/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/conv/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/tower_2/conv/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/tower_2/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/tower_1/conv_4/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/tower_1/conv_4/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/tower_1/conv_3/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/tower_1/conv_3/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/tower_1/conv_2/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/tower_1/conv_2/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/tower_1/conv_1/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/tower_1/conv_1/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/tower_1/conv/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/tower_1/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/tower/conv_2/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/tower/conv_2/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/tower/conv_1/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/tower/conv_1/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/tower/conv/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/tower/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/conv/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/tower_2/conv/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/tower_2/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/tower_1/conv_4/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/tower_1/conv_4/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/tower_1/conv_3/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/tower_1/conv_3/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/tower_1/conv_2/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/tower_1/conv_2/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/tower_1/conv_1/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/tower_1/conv_1/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/tower_1/conv/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/tower_1/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/tower/conv_2/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/tower/conv_2/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/tower/conv_1/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/tower/conv_1/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/tower/conv/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/tower/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/conv/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_3/tower/conv_2/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_3/tower/conv_2/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_3/tower/conv_1/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_3/tower/conv_1/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_3/tower/conv/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_3/tower/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_3/conv/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_3/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_2/tower_2/conv/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_2/tower_2/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_2/tower_1/conv_2/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_2/tower_1/conv_2/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_2/tower_1/conv_1/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_2/tower_1/conv_1/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_2/tower_1/conv/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_2/tower_1/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_2/tower/conv_1/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_2/tower/conv_1/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_2/tower/conv/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_2/tower/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_2/conv/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_2/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_10/tower_2/conv/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_10/tower_2/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_10/tower_1/mixed/conv_1/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_10/tower_1/mixed/conv_1/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_10/tower_1/mixed/conv/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_10/tower_1/mixed/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_10/tower_1/conv_1/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_10/tower_1/conv_1/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% _SOURCE
0.000 0.000 0.000 0.000% 100.000% Const mixed_10/tower_1/conv/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_10/tower_1/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_10/tower/mixed/conv_1/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_10/tower/mixed/conv_1/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_10/tower/mixed/conv/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_10/tower/mixed/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_10/tower/conv/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_10/tower/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_10/conv/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_10/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_1/tower_2/conv/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_1/tower_2/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_1/tower_1/conv_2/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_1/tower_1/conv_2/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_1/tower_1/conv_1/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_1/tower_1/conv_1/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_1/tower_1/conv/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_1/tower_1/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_1/tower/conv_1/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_1/tower/conv_1/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_1/tower/conv/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_1/tower/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_1/conv/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_1/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed/tower_2/conv/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed/tower_2/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed/tower_1/conv_2/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed/tower_1/conv_2/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed/tower_1/conv_1/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed/tower_1/conv_1/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed/tower_1/conv/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed/tower_1/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed/tower/conv_1/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed/tower/conv_1/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed/tower/conv/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed/tower/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed/join/concat_dim
0.000 0.000 0.000 0.000% 100.000% Const mixed/conv/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const conv_4/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const conv_4/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const conv_3/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const conv_3/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const conv_2/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const conv_2/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const conv_1/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const conv_1/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const conv/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const conv/Conv2D_bn_offset
I tensorflow/core/util/stat_summarizer.cc:354]
I tensorflow/examples/label_image/main.cc:213] military uniform (866): 0.667143
I tensorflow/examples/label_image/main.cc:213] suit (794): 0.0398451
I tensorflow/examples/label_image/main.cc:213] academic gown (896): 0.0247112
I tensorflow/examples/label_image/main.cc:213] bow tie (817): 0.0132369
I tensorflow/examples/label_image/main.cc:213] bulletproof vest (833): 0.0118267
real 0m5.747s
user 0m35.572s
sys 0m0.353s
Andromeda:tensorflow vade$
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