STARTING! Log parameter values verbosely: [0] Min num runs: [50] Num threads: [4] Min warmup runs: [1] Graph: [insightface_r100_quant.tflite] Enable op profiling: [1] #threads used for CPU inference: [4] Loaded model insightface_r100_quant.tflite The input model file size (MB): 66.1221 Initialized session in 13.524ms. Running benchmark for at least 1 iterations and at least 0.5 seconds but terminate if exceeding 150 seconds. count=1 curr=1009889 Running benchmark for at least 50 iterations and at least 1 seconds but terminate if exceeding 150 seconds. count=50 first=954881 curr=987983 min=944153 max=1067060 avg=988990 std=23143 Inference timings in us: Init: 13524, First inference: 1009889, Warmup (avg): 1.00989e+06, Inference (avg): 988990 Note: as the benchmark tool itself affects memory footprint, the following is only APPROXIMATE to the actual memory footprint of the model at runtime. Take the information at your discretion. Peak memory footprint (MB): init=9.81641 overall=82.4531 Profiling Info for Benchmark Initialization: ============================== Run Order ============================== [node type] [start] [first] [avg ms] [%] [cdf%] [mem KB] [times called] [Name] AllocateTensors 0.000 5.957 5.957 100.000% 100.000% 356.000 1 AllocateTensors/0 ============================== Top by Computation Time ============================== [node type] [start] [first] [avg ms] [%] [cdf%] [mem KB] [times called] [Name] AllocateTensors 0.000 5.957 5.957 100.000% 100.000% 356.000 1 AllocateTensors/0 Number of nodes executed: 1 ============================== Summary by node type ============================== [Node type] [count] [avg ms] [avg %] [cdf %] [mem KB] [times called] AllocateTensors 1 5.957 100.000% 100.000% 356.000 1 Timings (microseconds): count=1 curr=5957 Memory (bytes): count=0 1 nodes observed Operator-wise Profiling Info for Regular Benchmark Runs: ============================== Run Order ============================== [node type] [start] [first] [avg ms] [%] [cdf%] [mem KB] [times called] [Name] QUANTIZE 0.033 0.065 0.064 0.007% 0.007% 0.000 1 [data_int8]:0 SUB 0.098 1.993 1.901 0.192% 0.199% 0.000 1 [sub]:1 MUL 1.999 0.094 0.088 0.009% 0.208% 0.000 1 [mul]:2 PAD 2.088 0.271 0.277 0.028% 0.236% 0.000 1 [Pad]:3 CONV_2D 2.366 5.884 4.539 0.459% 0.695% 0.000 1 [bn0/add_1;stage1_unit3_conv2;conv0;bn0/sub1]:4 RELU 6.906 13.629 13.621 1.378% 2.073% 0.000 1 [Maximum;Minimum_9/x]:5 QUANTIZE 20.529 0.007 0.006 0.001% 2.074% 0.000 1 [Minimum_9/x_requantized]:6 QUANTIZE 20.535 1.260 1.266 0.128% 2.202% 0.000 1 [bn0/add_1;stage1_unit3_conv2;conv0;bn0/sub1_requantized]:7 MINIMUM 21.802 0.820 0.435 0.044% 2.246% 0.000 1 [Minimum]:8 MUL 22.239 2.025 2.009 0.203% 2.449% 0.000 1 [mul_1]:9 ADD 24.249 2.778 2.757 0.279% 2.728% 0.000 1 [add]:10 MUL 27.007 1.962 1.989 0.201% 2.929% 0.000 1 [stage1_unit1_bn1/mul_1]:11 ADD 28.998 2.673 2.677 0.271% 3.200% 0.000 1 [stage1_unit1_bn1/add_1]:12 PAD 31.676 3.125 3.127 0.316% 3.516% 0.000 1 [Pad_1]:13 CONV_2D 34.805 39.930 28.647 2.898% 6.415% 0.000 1 [stage1_unit1_bn2/add_1;stage1_unit3_conv2;stage1_unit1_conv1;stage1_unit1_bn2/sub1]:14 RELU 63.454 13.732 13.623 1.378% 7.793% 0.000 1 [Maximum_1;Minimum_9/x]:15 QUANTIZE 77.079 0.006 0.006 0.001% 7.794% 0.000 1 [Minimum_9/x_requantized]:16 QUANTIZE 77.085 1.270 1.279 0.129% 7.923% 0.000 1 [stage1_unit1_bn2/add_1;stage1_unit3_conv2;stage1_unit1_conv1;stage1_unit1_bn2/sub1_requantized]:17 MINIMUM 78.366 0.393 0.422 0.043% 7.966% 0.000 1 [Minimum_1]:18 MUL 78.789 2.053 1.988 0.201% 8.167% 0.000 1 [mul_2]:19 ADD 80.778 2.886 2.779 0.281% 8.448% 0.000 1 [add_1]:20 PAD 83.559 3.114 3.124 0.316% 8.764% 0.000 1 [Pad_2]:21 CONV_2D 86.684 7.701 7.658 0.775% 9.539% 0.000 1 [stage1_unit1_bn3/add_1;stage1_unit3_conv2;stage1_unit1_conv2;stage1_unit1_bn3/sub1]:22 CONV_2D 94.344 1.406 1.589 0.161% 9.700% 0.000 1 [stage1_unit1_sc/add_1;stage1_unit3_conv2;stage1_unit1_conv1sc;stage1_unit1_sc/sub1]:23 ADD 95.935 0.718 0.673 0.068% 9.768% 0.000 1 [add_2]:24 MUL 96.610 0.493 0.499 0.050% 9.818% 0.000 1 [stage1_unit2_bn1/mul_1]:25 ADD 97.109 0.647 0.701 0.071% 9.889% 0.000 1 [stage1_unit2_bn1/add_1]:26 PAD 97.811 0.797 0.815 0.082% 9.972% 0.000 1 [Pad_3]:27 CONV_2D 98.627 7.783 7.654 0.774% 10.746% 0.000 1 [stage1_unit2_bn2/add_1;stage1_unit3_conv2;stage1_unit2_conv1;stage1_unit2_bn2/sub1]:28 RELU 106.283 3.427 3.418 0.346% 11.092% 0.000 1 [Maximum_2;Minimum_9/x]:29 QUANTIZE 109.702 0.006 0.005 0.001% 11.093% 0.000 1 [Minimum_9/x_requantized]:30 QUANTIZE 109.708 0.316 0.317 0.032% 11.125% 0.000 1 [stage1_unit2_bn2/add_1;stage1_unit3_conv2;stage1_unit2_conv1;stage1_unit2_bn2/sub1_requantized]:31 MINIMUM 110.026 0.100 0.146 0.015% 11.139% 0.000 1 [Minimum_2]:32 MUL 110.173 0.507 0.518 0.052% 11.192% 0.000 1 [mul_3]:33 ADD 110.692 0.755 0.701 0.071% 11.263% 0.000 1 [add_3]:34 PAD 111.394 0.804 0.818 0.083% 11.346% 0.000 1 [Pad_4]:35 CONV_2D 112.213 8.121 7.832 0.792% 12.138% 0.000 1 [stage1_unit2_bn3/add_1;stage1_unit3_conv2;stage1_unit2_conv2;stage1_unit2_bn3/sub1]:36 ADD 120.047 0.743 0.705 0.071% 12.209% 0.000 1 [add_4]:37 MUL 120.754 0.495 0.506 0.051% 12.261% 0.000 1 [stage1_unit3_bn1/mul_1]:38 ADD 121.260 0.675 0.675 0.068% 12.329% 0.000 1 [stage1_unit3_bn1/add_1]:39 PAD 121.937 0.856 0.819 0.083% 12.412% 0.000 1 [Pad_5]:40 CONV_2D 122.756 7.559 7.953 0.805% 13.216% 0.000 1 [stage1_unit3_bn2/add_1;stage1_unit3_conv2;stage1_unit3_conv1;stage1_unit3_bn2/sub1]:41 RELU 130.711 3.454 3.463 0.350% 13.567% 0.000 1 [Maximum_3;Minimum_9/x]:42 QUANTIZE 134.176 0.007 0.005 0.001% 13.567% 0.000 1 [Minimum_9/x_requantized]:43 QUANTIZE 134.181 0.316 0.320 0.032% 13.600% 0.000 1 [stage1_unit3_bn2/add_1;stage1_unit3_conv2;stage1_unit3_conv1;stage1_unit3_bn2/sub1_requantized]:44 MINIMUM 134.501 0.094 0.131 0.013% 13.613% 0.000 1 [Minimum_3]:45 MUL 134.633 0.548 0.517 0.052% 13.665% 0.000 1 [mul_4]:46 ADD 135.151 0.713 0.678 0.069% 13.734% 0.000 1 [add_5]:47 PAD 135.830 0.823 0.819 0.083% 13.817% 0.000 1 [Pad_6]:48 CONV_2D 136.650 13.909 8.283 0.838% 14.655% 0.000 1 [stage1_unit3_bn3/add_1;stage1_unit3_conv2;stage1_unit3_bn3/sub1]:49 ADD 144.935 0.759 0.705 0.071% 14.726% 0.000 1 [add_6]:50 MUL 145.641 0.498 0.501 0.051% 14.777% 0.000 1 [stage2_unit1_bn1/mul_1]:51 ADD 146.143 0.672 0.700 0.071% 14.847% 0.000 1 [stage2_unit1_bn1/add_1]:52 PAD 146.843 0.931 0.821 0.083% 14.931% 0.000 1 [Pad_7]:53 CONV_2D 147.666 15.352 14.982 1.516% 16.446% 0.000 1 [stage2_unit1_bn2/add_1;stage2_unit13_conv2;stage2_unit1_conv1;stage2_unit1_bn2/sub1]:54 RELU 162.650 6.837 6.831 0.691% 17.138% 0.000 1 [Maximum_4;Minimum_9/x]:55 QUANTIZE 169.483 0.005 0.006 0.001% 17.138% 0.000 1 [Minimum_9/x_requantized]:56 QUANTIZE 169.489 0.628 0.636 0.064% 17.202% 0.000 1 [stage2_unit1_bn2/add_1;stage2_unit13_conv2;stage2_unit1_conv1;stage2_unit1_bn2/sub1_requantized]:57 MINIMUM 170.125 0.177 0.222 0.022% 17.225% 0.000 1 [Minimum_4]:58 MUL 170.348 0.953 0.972 0.098% 17.323% 0.000 1 [mul_5]:59 ADD 171.321 1.360 1.390 0.141% 17.464% 0.000 1 [add_7]:60 PAD 172.712 1.624 1.610 0.163% 17.627% 0.000 1 [Pad_8]:61 CONV_2D 174.324 6.467 7.800 0.789% 18.416% 0.000 1 [stage2_unit1_bn3/add_1;stage2_unit13_conv2;stage2_unit1_conv2;stage2_unit1_bn3/sub1]:62 CONV_2D 182.126 0.636 1.069 0.108% 18.524% 0.000 1 [stage2_unit1_sc/add_1;stage2_unit13_conv2;stage2_unit1_conv1sc;stage2_unit1_sc/sub1]:63 ADD 183.196 0.344 0.347 0.035% 18.559% 0.000 1 [add_8]:64 MUL 183.544 0.237 0.242 0.025% 18.584% 0.000 1 [stage2_unit2_bn1/mul_1]:65 ADD 183.787 0.327 0.329 0.033% 18.617% 0.000 1 [stage2_unit2_bn1/add_1]:66 PAD 184.117 0.432 0.443 0.045% 18.662% 0.000 1 [Pad_9]:67 CONV_2D 184.561 6.396 8.101 0.820% 19.481% 0.000 1 [stage2_unit2_bn2/add_1;stage2_unit13_conv2;stage2_unit2_conv1;stage2_unit2_bn2/sub1]:68 RELU 192.663 1.695 1.715 0.174% 19.655% 0.000 1 [Maximum_5;Minimum_9/x]:69 QUANTIZE 194.380 0.004 0.005 0.000% 19.655% 0.000 1 [Minimum_9/x_requantized]:70 QUANTIZE 194.385 0.156 0.160 0.016% 19.672% 0.000 1 [stage2_unit2_bn2/add_1;stage2_unit13_conv2;stage2_unit2_conv1;stage2_unit2_bn2/sub1_requantized]:71 MINIMUM 194.545 0.066 0.074 0.008% 19.679% 0.000 1 [Minimum_5]:72 MUL 194.620 0.248 0.250 0.025% 19.704% 0.000 1 [mul_6]:73 ADD 194.871 0.335 0.343 0.035% 19.739% 0.000 1 [add_9]:74 PAD 195.214 0.428 0.433 0.044% 19.783% 0.000 1 [Pad_10]:75 CONV_2D 195.648 6.383 8.076 0.817% 20.600% 0.000 1 [stage2_unit2_bn3/add_1;stage2_unit13_conv2;stage2_unit2_conv2;stage2_unit2_bn3/sub1]:76 ADD 203.726 0.365 0.364 0.037% 20.637% 0.000 1 [add_10]:77 MUL 204.091 0.243 0.244 0.025% 20.662% 0.000 1 [stage2_unit3_bn1/mul_1]:78 ADD 204.336 0.325 0.328 0.033% 20.695% 0.000 1 [stage2_unit3_bn1/add_1]:79 PAD 204.664 0.429 0.436 0.044% 20.739% 0.000 1 [Pad_11]:80 CONV_2D 205.101 6.328 8.070 0.817% 21.555% 0.000 1 [stage2_unit3_bn2/add_1;stage2_unit13_conv2;stage2_unit3_conv1;stage2_unit3_bn2/sub1]:81 RELU 213.174 1.694 1.735 0.176% 21.731% 0.000 1 [Maximum_6;Minimum_9/x]:82 QUANTIZE 214.910 0.004 0.005 0.000% 21.731% 0.000 1 [Minimum_9/x_requantized]:83 QUANTIZE 214.915 0.157 0.159 0.016% 21.748% 0.000 1 [stage2_unit3_bn2/add_1;stage2_unit13_conv2;stage2_unit3_conv1;stage2_unit3_bn2/sub1_requantized]:84 MINIMUM 215.075 0.075 0.069 0.007% 21.755% 0.000 1 [Minimum_6]:85 MUL 215.144 0.251 0.250 0.025% 21.780% 0.000 1 [mul_7]:86 ADD 215.395 0.335 0.337 0.034% 21.814% 0.000 1 [add_11]:87 PAD 215.732 0.464 0.437 0.044% 21.858% 0.000 1 [Pad_12]:88 CONV_2D 216.170 6.283 8.220 0.832% 22.690% 0.000 1 [stage2_unit3_bn3/add_1;stage2_unit13_conv2;stage2_unit3_conv2;stage2_unit3_bn3/sub1]:89 ADD 224.392 0.366 0.377 0.038% 22.728% 0.000 1 [add_12]:90 MUL 224.770 0.239 0.243 0.025% 22.753% 0.000 1 [stage2_unit4_bn1/mul_1]:91 ADD 225.014 0.327 0.332 0.034% 22.786% 0.000 1 [stage2_unit4_bn1/add_1]:92 PAD 225.347 0.432 0.435 0.044% 22.830% 0.000 1 [Pad_13]:93 CONV_2D 225.783 6.200 8.652 0.875% 23.706% 0.000 1 [stage2_unit4_bn2/add_1;stage2_unit13_conv2;stage2_unit4_conv1;stage2_unit4_bn2/sub1]:94 RELU 234.437 1.695 1.713 0.173% 23.879% 0.000 1 [Maximum_7;Minimum_9/x]:95 QUANTIZE 236.151 0.004 0.005 0.000% 23.879% 0.000 1 [Minimum_9/x_requantized]:96 QUANTIZE 236.156 0.186 0.159 0.016% 23.895% 0.000 1 [stage2_unit4_bn2/add_1;stage2_unit13_conv2;stage2_unit4_conv1;stage2_unit4_bn2/sub1_requantized]:97 MINIMUM 236.316 0.074 0.073 0.007% 23.903% 0.000 1 [Minimum_7]:98 MUL 236.390 0.248 0.248 0.025% 23.928% 0.000 1 [mul_8]:99 ADD 236.639 0.319 0.338 0.034% 23.962% 0.000 1 [add_13]:100 PAD 236.977 0.431 0.438 0.044% 24.007% 0.000 1 [Pad_14]:101 CONV_2D 237.417 6.310 8.210 0.831% 24.837% 0.000 1 [stage2_unit4_bn3/add_1;stage2_unit13_conv2;stage2_unit4_conv2;stage2_unit4_bn3/sub1]:102 ADD 245.629 0.365 0.365 0.037% 24.874% 0.000 1 [add_14]:103 MUL 245.995 0.284 0.265 0.027% 24.901% 0.000 1 [stage2_unit5_bn1/mul_1]:104 ADD 246.261 0.320 0.334 0.034% 24.935% 0.000 1 [stage2_unit5_bn1/add_1]:105 PAD 246.596 0.435 0.439 0.044% 24.979% 0.000 1 [Pad_15]:106 CONV_2D 247.035 6.178 8.926 0.903% 25.882% 0.000 1 [stage2_unit5_bn2/add_1;stage2_unit13_conv2;stage2_unit5_conv1;stage2_unit5_bn2/sub1]:107 RELU 255.963 1.727 1.744 0.176% 26.059% 0.000 1 [Maximum_8;Minimum_9/x]:108 QUANTIZE 257.708 0.004 0.005 0.001% 26.059% 0.000 1 [Minimum_9/x_requantized]:109 QUANTIZE 257.713 0.157 0.161 0.016% 26.075% 0.000 1 [stage2_unit5_bn2/add_1;stage2_unit13_conv2;stage2_unit5_conv1;stage2_unit5_bn2/sub1_requantized]:110 MINIMUM 257.874 0.071 0.065 0.007% 26.082% 0.000 1 [Minimum_8]:111 MUL 257.940 0.249 0.251 0.025% 26.107% 0.000 1 [mul_9]:112 ADD 258.192 0.329 0.336 0.034% 26.141% 0.000 1 [add_15]:113 PAD 258.529 0.428 0.437 0.044% 26.186% 0.000 1 [Pad_16]:114 CONV_2D 258.966 6.416 8.925 0.903% 27.089% 0.000 1 [stage2_unit5_bn3/add_1;stage2_unit13_conv2;stage2_unit5_conv2;stage2_unit5_bn3/sub1]:115 ADD 267.894 0.351 0.370 0.037% 27.126% 0.000 1 [add_16]:116 MUL 268.265 0.238 0.242 0.024% 27.151% 0.000 1 [stage2_unit6_bn1/mul_1]:117 ADD 268.508 0.327 0.330 0.033% 27.184% 0.000 1 [stage2_unit6_bn1/add_1]:118 PAD 268.838 0.426 0.452 0.046% 27.230% 0.000 1 [Pad_17]:119 CONV_2D 269.291 6.472 8.806 0.891% 28.121% 0.000 1 [stage2_unit6_bn2/add_1;stage2_unit13_conv2;stage2_unit6_conv1;stage2_unit6_bn2/sub1]:120 RELU 278.099 1.702 1.732 0.175% 28.296% 0.000 1 [Maximum_9;Minimum_9/x]:121 QUANTIZE 279.833 0.004 0.005 0.000% 28.296% 0.000 1 [Minimum_9/x_requantized]:122 QUANTIZE 279.837 0.156 0.163 0.016% 28.313% 0.000 1 [stage2_unit6_bn2/add_1;stage2_unit13_conv2;stage2_unit6_conv1;stage2_unit6_bn2/sub1_requantized]:123 MINIMUM 280.001 0.070 0.068 0.007% 28.320% 0.000 1 [Minimum_9]:124 MUL 280.070 0.247 0.249 0.025% 28.345% 0.000 1 [mul_10]:125 ADD 280.319 0.333 0.340 0.034% 28.379% 0.000 1 [add_17]:126 PAD 280.659 0.428 0.440 0.045% 28.424% 0.000 1 [Pad_18]:127 CONV_2D 281.100 6.422 9.529 0.964% 29.388% 0.000 1 [stage2_unit6_bn3/add_1;stage2_unit13_conv2;stage2_unit6_conv2;stage2_unit6_bn3/sub1]:128 ADD 290.631 0.372 0.375 0.038% 29.426% 0.000 1 [add_18]:129 MUL 291.007 0.237 0.244 0.025% 29.451% 0.000 1 [stage2_unit7_bn1/mul_1]:130 ADD 291.252 0.328 0.328 0.033% 29.484% 0.000 1 [stage2_unit7_bn1/add_1]:131 PAD 291.580 0.432 0.437 0.044% 29.528% 0.000 1 [Pad_19]:132 CONV_2D 292.018 6.369 9.411 0.952% 30.480% 0.000 1 [stage2_unit7_bn2/add_1;stage2_unit13_conv2;stage2_unit7_conv1;stage2_unit7_bn2/sub1]:133 RELU 301.432 1.692 1.731 0.175% 30.655% 0.000 1 [Maximum_10;Minimum_9/x]:134 QUANTIZE 303.164 0.006 0.005 0.000% 30.656% 0.000 1 [Minimum_9/x_requantized]:135 QUANTIZE 303.170 0.158 0.160 0.016% 30.672% 0.000 1 [stage2_unit7_bn2/add_1;stage2_unit13_conv2;stage2_unit7_conv1;stage2_unit7_bn2/sub1_requantized]:136 MINIMUM 303.330 0.077 0.063 0.006% 30.678% 0.000 1 [Minimum_10]:137 MUL 303.394 0.251 0.250 0.025% 30.704% 0.000 1 [mul_11]:138 ADD 303.645 0.332 0.373 0.038% 30.741% 0.000 1 [add_19]:139 PAD 304.019 0.458 0.440 0.044% 30.786% 0.000 1 [Pad_20]:140 CONV_2D 304.459 6.316 9.083 0.919% 31.705% 0.000 1 [stage2_unit7_bn3/add_1;stage2_unit13_conv2;stage2_unit7_conv2;stage2_unit7_bn3/sub1]:141 ADD 313.544 0.370 0.373 0.038% 31.743% 0.000 1 [add_20]:142 MUL 313.918 0.244 0.247 0.025% 31.768% 0.000 1 [stage2_unit8_bn1/mul_1]:143 ADD 314.167 0.316 0.327 0.033% 31.801% 0.000 1 [stage2_unit8_bn1/add_1]:144 PAD 314.494 0.427 0.440 0.045% 31.845% 0.000 1 [Pad_21]:145 CONV_2D 314.935 6.343 8.958 0.906% 32.752% 0.000 1 [stage2_unit8_bn2/add_1;stage2_unit13_conv2;stage2_unit8_conv1;stage2_unit8_bn2/sub1]:146 RELU 323.895 1.721 1.726 0.175% 32.926% 0.000 1 [Maximum_11;Minimum_9/x]:147 QUANTIZE 325.622 0.004 0.005 0.000% 32.927% 0.000 1 [Minimum_9/x_requantized]:148 QUANTIZE 325.627 0.158 0.159 0.016% 32.943% 0.000 1 [stage2_unit8_bn2/add_1;stage2_unit13_conv2;stage2_unit8_conv1;stage2_unit8_bn2/sub1_requantized]:149 MINIMUM 325.787 0.073 0.070 0.007% 32.950% 0.000 1 [Minimum_11]:150 MUL 325.858 0.239 0.247 0.025% 32.975% 0.000 1 [mul_12]:151 ADD 326.106 0.335 0.354 0.036% 33.011% 0.000 1 [add_21]:152 PAD 326.461 0.430 0.443 0.045% 33.056% 0.000 1 [Pad_22]:153 CONV_2D 326.905 6.312 9.316 0.943% 33.998% 0.000 1 [stage2_unit8_bn3/add_1;stage2_unit13_conv2;stage2_unit8_conv2;stage2_unit8_bn3/sub1]:154 ADD 336.224 0.339 0.405 0.041% 34.039% 0.000 1 [add_22]:155 MUL 336.630 0.281 0.246 0.025% 34.064% 0.000 1 [stage2_unit9_bn1/mul_1]:156 ADD 336.877 0.333 0.333 0.034% 34.098% 0.000 1 [stage2_unit9_bn1/add_1]:157 PAD 337.210 0.429 0.436 0.044% 34.142% 0.000 1 [Pad_23]:158 CONV_2D 337.647 6.315 9.864 0.998% 35.140% 0.000 1 [stage2_unit9_bn2/add_1;stage2_unit13_conv2;stage2_unit9_conv1;stage2_unit9_bn2/sub1]:159 RELU 347.513 1.748 1.754 0.177% 35.317% 0.000 1 [Maximum_12;Minimum_9/x]:160 QUANTIZE 349.268 0.005 0.005 0.001% 35.318% 0.000 1 [Minimum_9/x_requantized]:161 QUANTIZE 349.274 0.157 0.161 0.016% 35.334% 0.000 1 [stage2_unit9_bn2/add_1;stage2_unit13_conv2;stage2_unit9_conv1;stage2_unit9_bn2/sub1_requantized]:162 MINIMUM 349.435 0.070 0.061 0.006% 35.340% 0.000 1 [Minimum_12]:163 MUL 349.497 0.249 0.252 0.026% 35.366% 0.000 1 [mul_13]:164 ADD 349.750 0.330 0.338 0.034% 35.400% 0.000 1 [add_23]:165 PAD 350.089 0.428 0.440 0.044% 35.445% 0.000 1 [Pad_24]:166 CONV_2D 350.529 6.219 9.497 0.961% 36.405% 0.000 1 [stage2_unit9_bn3/add_1;stage2_unit13_conv2;stage2_unit9_conv2;stage2_unit9_bn3/sub1]:167 ADD 360.028 0.343 0.392 0.040% 36.445% 0.000 1 [add_24]:168 MUL 360.422 0.239 0.268 0.027% 36.472% 0.000 1 [stage2_unit10_bn1/mul_1]:169 ADD 360.690 0.326 0.360 0.036% 36.509% 0.000 1 [stage2_unit10_bn1/add_1]:170 PAD 361.051 0.428 0.461 0.047% 36.555% 0.000 1 [Pad_25]:171 CONV_2D 361.513 6.439 9.224 0.933% 37.488% 0.000 1 [stage2_unit10_bn2/add_1;stage2_unit13_conv2;stage2_unit10_conv1;stage2_unit10_bn2/sub1]:172 RELU 370.739 1.695 1.740 0.176% 37.665% 0.000 1 [Maximum_13;Minimum_9/x]:173 QUANTIZE 372.480 0.004 0.005 0.001% 37.665% 0.000 1 [Minimum_9/x_requantized]:174 QUANTIZE 372.486 0.158 0.160 0.016% 37.681% 0.000 1 [stage2_unit10_bn2/add_1;stage2_unit13_conv2;stage2_unit10_conv1;stage2_unit10_bn2/sub1_requantized]:175 MINIMUM 372.646 0.080 0.069 0.007% 37.688% 0.000 1 [Minimum_13]:176 MUL 372.716 0.252 0.255 0.026% 37.714% 0.000 1 [mul_14]:177 ADD 372.972 0.331 0.340 0.034% 37.748% 0.000 1 [add_25]:178 PAD 373.313 0.427 0.437 0.044% 37.793% 0.000 1 [Pad_26]:179 CONV_2D 373.751 6.411 8.883 0.899% 38.691% 0.000 1 [stage2_unit10_bn3/add_1;stage2_unit13_conv2;stage2_unit10_conv2;stage2_unit10_bn3/sub1]:180 ADD 382.636 0.372 0.370 0.037% 38.729% 0.000 1 [add_26]:181 MUL 383.007 0.239 0.244 0.025% 38.754% 0.000 1 [stage2_unit11_bn1/mul_1]:182 ADD 383.252 0.326 0.328 0.033% 38.787% 0.000 1 [stage2_unit11_bn1/add_1]:183 PAD 383.580 0.428 0.444 0.045% 38.832% 0.000 1 [Pad_27]:184 CONV_2D 384.025 6.320 9.214 0.932% 39.764% 0.000 1 [stage2_unit11_bn2/add_1;stage2_unit13_conv2;stage2_unit11_conv1;stage2_unit11_bn2/sub1]:185 RELU 393.242 1.695 1.723 0.174% 39.938% 0.000 1 [Maximum_14;Minimum_9/x]:186 QUANTIZE 394.966 0.004 0.005 0.000% 39.939% 0.000 1 [Minimum_9/x_requantized]:187 QUANTIZE 394.972 0.159 0.160 0.016% 39.955% 0.000 1 [stage2_unit11_bn2/add_1;stage2_unit13_conv2;stage2_unit11_conv1;stage2_unit11_bn2/sub1_requantized]:188 MINIMUM 395.132 0.072 0.064 0.006% 39.961% 0.000 1 [Minimum_14]:189 MUL 395.196 0.247 0.250 0.025% 39.987% 0.000 1 [mul_15]:190 ADD 395.447 0.332 0.339 0.034% 40.021% 0.000 1 [add_27]:191 PAD 395.787 0.462 0.440 0.045% 40.065% 0.000 1 [Pad_28]:192 CONV_2D 396.228 6.247 9.332 0.944% 41.010% 0.000 1 [stage2_unit11_bn3/add_1;stage2_unit13_conv2;stage2_unit11_conv2;stage2_unit11_bn3/sub1]:193 ADD 405.563 0.370 0.369 0.037% 41.047% 0.000 1 [add_28]:194 MUL 405.932 0.239 0.245 0.025% 41.072% 0.000 1 [stage2_unit12_bn1/mul_1]:195 ADD 406.178 0.328 0.330 0.033% 41.105% 0.000 1 [stage2_unit12_bn1/add_1]:196 PAD 406.508 0.428 0.440 0.044% 41.150% 0.000 1 [Pad_29]:197 CONV_2D 406.949 6.285 9.444 0.956% 42.105% 0.000 1 [stage2_unit12_bn2/add_1;stage2_unit13_conv2;stage2_unit12_conv1;stage2_unit12_bn2/sub1]:198 RELU 416.395 1.693 1.737 0.176% 42.281% 0.000 1 [Maximum_15;Minimum_9/x]:199 QUANTIZE 418.133 0.003 0.005 0.000% 42.281% 0.000 1 [Minimum_9/x_requantized]:200 QUANTIZE 418.138 0.186 0.160 0.016% 42.297% 0.000 1 [stage2_unit12_bn2/add_1;stage2_unit13_conv2;stage2_unit12_conv1;stage2_unit12_bn2/sub1_requantized]:201 MINIMUM 418.299 0.066 0.074 0.008% 42.305% 0.000 1 [Minimum_15]:202 MUL 418.374 0.249 0.251 0.025% 42.330% 0.000 1 [mul_16]:203 ADD 418.625 0.333 0.338 0.034% 42.365% 0.000 1 [add_29]:204 PAD 418.964 0.428 0.456 0.046% 42.411% 0.000 1 [Pad_30]:205 CONV_2D 419.421 6.223 8.903 0.901% 43.312% 0.000 1 [stage2_unit12_bn3/add_1;stage2_unit13_conv2;stage2_unit12_conv2;stage2_unit12_bn3/sub1]:206 ADD 428.326 0.349 0.370 0.037% 43.349% 0.000 1 [add_30]:207 MUL 428.698 0.267 0.244 0.025% 43.374% 0.000 1 [stage2_unit13_bn1/mul_1]:208 ADD 428.943 0.328 0.347 0.035% 43.409% 0.000 1 [stage2_unit13_bn1/add_1]:209 PAD 429.291 0.428 0.441 0.045% 43.453% 0.000 1 [Pad_31]:210 CONV_2D 429.732 6.122 9.099 0.921% 44.374% 0.000 1 [stage2_unit13_bn2/add_1;stage2_unit13_conv2;stage2_unit13_conv1;stage2_unit13_bn2/sub1]:211 RELU 438.833 1.723 1.717 0.174% 44.548% 0.000 1 [Maximum_16;Minimum_9/x]:212 QUANTIZE 440.552 0.004 0.005 0.000% 44.548% 0.000 1 [Minimum_9/x_requantized]:213 QUANTIZE 440.557 0.157 0.161 0.016% 44.564% 0.000 1 [stage2_unit13_bn2/add_1;stage2_unit13_conv2;stage2_unit13_conv1;stage2_unit13_bn2/sub1_requantized]:214 MINIMUM 440.718 0.082 0.066 0.007% 44.571% 0.000 1 [Minimum_16]:215 MUL 440.784 0.245 0.248 0.025% 44.596% 0.000 1 [mul_17]:216 ADD 441.033 0.330 0.335 0.034% 44.630% 0.000 1 [add_31]:217 PAD 441.368 0.428 0.436 0.044% 44.674% 0.000 1 [Pad_32]:218 CONV_2D 441.805 6.351 8.868 0.897% 45.571% 0.000 1 [stage2_unit13_bn3/add_1;stage2_unit13_conv2;stage2_unit13_bn3/sub1]:219 ADD 450.676 0.362 0.368 0.037% 45.609% 0.000 1 [add_32]:220 MUL 451.045 0.243 0.246 0.025% 45.634% 0.000 1 [stage3_unit1_bn1/mul_1]:221 ADD 451.291 0.323 0.335 0.034% 45.667% 0.000 1 [stage3_unit1_bn1/add_1]:222 PAD 451.627 0.428 0.439 0.044% 45.712% 0.000 1 [Pad_33]:223 CONV_2D 452.067 11.827 15.105 1.528% 47.240% 0.000 1 [stage3_unit1_bn2/add_1;stage3_unit30_conv2;stage3_unit1_conv1;stage3_unit1_bn2/sub1]:224 RELU 467.174 3.405 3.433 0.347% 47.588% 0.000 1 [Maximum_17;Minimum_9/x]:225 QUANTIZE 470.609 0.005 0.005 0.001% 47.588% 0.000 1 [Minimum_9/x_requantized]:226 QUANTIZE 470.615 0.314 0.319 0.032% 47.620% 0.000 1 [stage3_unit1_bn2/add_1;stage3_unit30_conv2;stage3_unit1_conv1;stage3_unit1_bn2/sub1_requantized]:227 MINIMUM 470.935 0.125 0.128 0.013% 47.633% 0.000 1 [Minimum_17]:228 MUL 471.063 0.488 0.493 0.050% 47.683% 0.000 1 [mul_18]:229 ADD 471.558 0.674 0.696 0.070% 47.754% 0.000 1 [add_33]:230 PAD 472.254 0.858 0.874 0.088% 47.842% 0.000 1 [Pad_34]:231 CONV_2D 473.129 6.350 8.725 0.883% 48.725% 0.000 1 [stage3_unit1_bn3/add_1;stage3_unit30_conv2;stage3_unit1_conv2;stage3_unit1_bn3/sub1]:232 CONV_2D 481.856 0.457 1.583 0.160% 48.885% 0.000 1 [stage3_unit1_sc/add_1;stage3_unit30_conv2;stage3_unit1_conv1sc;stage3_unit1_sc/sub1]:233 ADD 483.440 0.173 0.180 0.018% 48.903% 0.000 1 [add_34]:234 MUL 483.622 0.121 0.124 0.013% 48.916% 0.000 1 [stage3_unit2_bn1/mul_1]:235 ADD 483.746 0.158 0.162 0.016% 48.932% 0.000 1 [stage3_unit2_bn1/add_1]:236 PAD 483.909 0.256 0.258 0.026% 48.958% 0.000 1 [Pad_35]:237 CONV_2D 484.168 6.143 8.173 0.827% 49.785% 0.000 1 [stage3_unit2_bn2/add_1;stage3_unit30_conv2;stage3_unit2_conv1;stage3_unit2_bn2/sub1]:238 RELU 492.343 0.849 0.875 0.089% 49.874% 0.000 1 [Maximum_18;Minimum_9/x]:239 QUANTIZE 493.220 0.003 0.004 0.000% 49.874% 0.000 1 [Minimum_9/x_requantized]:240 QUANTIZE 493.224 0.079 0.081 0.008% 49.882% 0.000 1 [stage3_unit2_bn2/add_1;stage3_unit30_conv2;stage3_unit2_conv1;stage3_unit2_bn2/sub1_requantized]:241 MINIMUM 493.306 0.029 0.034 0.003% 49.886% 0.000 1 [Minimum_18]:242 MUL 493.340 0.125 0.128 0.013% 49.899% 0.000 1 [mul_19]:243 ADD 493.468 0.165 0.171 0.017% 49.916% 0.000 1 [add_35]:244 PAD 493.639 0.254 0.258 0.026% 49.942% 0.000 1 [Pad_36]:245 CONV_2D 493.898 6.021 8.302 0.840% 50.782% 0.000 1 [stage3_unit2_bn3/add_1;stage3_unit30_conv2;stage3_unit2_conv2;stage3_unit2_bn3/sub1]:246 ADD 502.201 0.185 0.189 0.019% 50.801% 0.000 1 [add_36]:247 MUL 502.392 0.122 0.123 0.012% 50.814% 0.000 1 [stage3_unit3_bn1/mul_1]:248 ADD 502.515 0.159 0.161 0.016% 50.830% 0.000 1 [stage3_unit3_bn1/add_1]:249 PAD 502.677 0.253 0.258 0.026% 50.856% 0.000 1 [Pad_37]:250 CONV_2D 502.935 6.013 7.720 0.781% 51.637% 0.000 1 [stage3_unit3_bn2/add_1;stage3_unit30_conv2;stage3_unit3_conv1;stage3_unit3_bn2/sub1]:251 RELU 510.657 0.879 0.877 0.089% 51.726% 0.000 1 [Maximum_19;Minimum_9/x]:252 QUANTIZE 511.535 0.004 0.004 0.000% 51.726% 0.000 1 [Minimum_9/x_requantized]:253 QUANTIZE 511.539 0.080 0.081 0.008% 51.734% 0.000 1 [stage3_unit3_bn2/add_1;stage3_unit30_conv2;stage3_unit3_conv1;stage3_unit3_bn2/sub1_requantized]:254 MINIMUM 511.620 0.028 0.029 0.003% 51.737% 0.000 1 [Minimum_19]:255 MUL 511.650 0.125 0.127 0.013% 51.750% 0.000 1 [mul_20]:256 ADD 511.778 0.166 0.168 0.017% 51.767% 0.000 1 [add_37]:257 PAD 511.946 0.253 0.256 0.026% 51.793% 0.000 1 [Pad_38]:258 CONV_2D 512.202 6.142 7.645 0.773% 52.566% 0.000 1 [stage3_unit3_bn3/add_1;stage3_unit30_conv2;stage3_unit3_conv2;stage3_unit3_bn3/sub1]:259 ADD 519.848 0.188 0.191 0.019% 52.586% 0.000 1 [add_38]:260 MUL 520.040 0.124 0.125 0.013% 52.599% 0.000 1 [stage3_unit4_bn1/mul_1]:261 ADD 520.166 0.158 0.162 0.016% 52.615% 0.000 1 [stage3_unit4_bn1/add_1]:262 PAD 520.329 0.254 0.257 0.026% 52.641% 0.000 1 [Pad_39]:263 CONV_2D 520.586 6.116 7.880 0.797% 53.438% 0.000 1 [stage3_unit4_bn2/add_1;stage3_unit30_conv2;stage3_unit4_conv1;stage3_unit4_bn2/sub1]:264 RELU 528.468 0.850 0.859 0.087% 53.525% 0.000 1 [Maximum_20;Minimum_9/x]:265 QUANTIZE 529.328 0.003 0.004 0.000% 53.526% 0.000 1 [Minimum_9/x_requantized]:266 QUANTIZE 529.332 0.079 0.080 0.008% 53.534% 0.000 1 [stage3_unit4_bn2/add_1;stage3_unit30_conv2;stage3_unit4_conv1;stage3_unit4_bn2/sub1_requantized]:267 MINIMUM 529.412 0.028 0.034 0.003% 53.537% 0.000 1 [Minimum_20]:268 MUL 529.447 0.125 0.129 0.013% 53.550% 0.000 1 [mul_21]:269 ADD 529.576 0.165 0.169 0.017% 53.567% 0.000 1 [add_39]:270 PAD 529.745 0.253 0.259 0.026% 53.593% 0.000 1 [Pad_40]:271 CONV_2D 530.005 6.110 7.397 0.748% 54.342% 0.000 1 [stage3_unit4_bn3/add_1;stage3_unit30_conv2;stage3_unit4_conv2;stage3_unit4_bn3/sub1]:272 ADD 537.403 0.183 0.189 0.019% 54.361% 0.000 1 [add_40]:273 MUL 537.593 0.122 0.123 0.012% 54.373% 0.000 1 [stage3_unit5_bn1/mul_1]:274 ADD 537.717 0.162 0.160 0.016% 54.389% 0.000 1 [stage3_unit5_bn1/add_1]:275 PAD 537.877 0.254 0.257 0.026% 54.415% 0.000 1 [Pad_41]:276 CONV_2D 538.135 6.156 7.395 0.748% 55.164% 0.000 1 [stage3_unit5_bn2/add_1;stage3_unit30_conv2;stage3_unit5_conv1;stage3_unit5_bn2/sub1]:277 RELU 545.532 0.851 0.864 0.087% 55.251% 0.000 1 [Maximum_21;Minimum_9/x]:278 QUANTIZE 546.397 0.003 0.004 0.000% 55.251% 0.000 1 [Minimum_9/x_requantized]:279 QUANTIZE 546.401 0.079 0.080 0.008% 55.260% 0.000 1 [stage3_unit5_bn2/add_1;stage3_unit30_conv2;stage3_unit5_conv1;stage3_unit5_bn2/sub1_requantized]:280 MINIMUM 546.481 0.029 0.029 0.003% 55.262% 0.000 1 [Minimum_21]:281 MUL 546.511 0.126 0.128 0.013% 55.275% 0.000 1 [mul_22]:282 ADD 546.639 0.164 0.167 0.017% 55.292% 0.000 1 [add_41]:283 PAD 546.806 0.254 0.255 0.026% 55.318% 0.000 1 [Pad_42]:284 CONV_2D 547.061 6.100 7.431 0.752% 56.070% 0.000 1 [stage3_unit5_bn3/add_1;stage3_unit30_conv2;stage3_unit5_conv2;stage3_unit5_bn3/sub1]:285 ADD 554.495 0.216 0.189 0.019% 56.089% 0.000 1 [add_42]:286 MUL 554.685 0.124 0.125 0.013% 56.102% 0.000 1 [stage3_unit6_bn1/mul_1]:287 ADD 554.810 0.160 0.163 0.016% 56.118% 0.000 1 [stage3_unit6_bn1/add_1]:288 PAD 554.973 0.254 0.271 0.027% 56.146% 0.000 1 [Pad_43]:289 CONV_2D 555.245 6.176 7.379 0.747% 56.892% 0.000 1 [stage3_unit6_bn2/add_1;stage3_unit30_conv2;stage3_unit6_conv1;stage3_unit6_bn2/sub1]:290 RELU 562.626 0.850 0.859 0.087% 56.979% 0.000 1 [Maximum_22;Minimum_9/x]:291 QUANTIZE 563.485 0.003 0.004 0.000% 56.979% 0.000 1 [Minimum_9/x_requantized]:292 QUANTIZE 563.489 0.079 0.080 0.008% 56.987% 0.000 1 [stage3_unit6_bn2/add_1;stage3_unit30_conv2;stage3_unit6_conv1;stage3_unit6_bn2/sub1_requantized]:293 MINIMUM 563.569 0.029 0.034 0.003% 56.991% 0.000 1 [Minimum_22]:294 MUL 563.603 0.124 0.126 0.013% 57.004% 0.000 1 [mul_23]:295 ADD 563.730 0.194 0.170 0.017% 57.021% 0.000 1 [add_43]:296 PAD 563.901 0.253 0.256 0.026% 57.047% 0.000 1 [Pad_44]:297 CONV_2D 564.158 6.028 7.243 0.733% 57.780% 0.000 1 [stage3_unit6_bn3/add_1;stage3_unit30_conv2;stage3_unit6_conv2;stage3_unit6_bn3/sub1]:298 ADD 571.403 0.186 0.193 0.020% 57.799% 0.000 1 [add_44]:299 MUL 571.597 0.123 0.126 0.013% 57.812% 0.000 1 [stage3_unit7_bn1/mul_1]:300 ADD 571.724 0.159 0.160 0.016% 57.828% 0.000 1 [stage3_unit7_bn1/add_1]:301 PAD 571.884 0.255 0.258 0.026% 57.854% 0.000 1 [Pad_45]:302 CONV_2D 572.143 6.241 7.007 0.709% 58.563% 0.000 1 [stage3_unit7_bn2/add_1;stage3_unit30_conv2;stage3_unit7_conv1;stage3_unit7_bn2/sub1]:303 RELU 579.153 0.850 0.861 0.087% 58.650% 0.000 1 [Maximum_23;Minimum_9/x]:304 QUANTIZE 580.015 0.003 0.004 0.000% 58.651% 0.000 1 [Minimum_9/x_requantized]:305 QUANTIZE 580.019 0.079 0.080 0.008% 58.659% 0.000 1 [stage3_unit7_bn2/add_1;stage3_unit30_conv2;stage3_unit7_conv1;stage3_unit7_bn2/sub1_requantized]:306 MINIMUM 580.099 0.027 0.030 0.003% 58.662% 0.000 1 [Minimum_23]:307 MUL 580.129 0.127 0.128 0.013% 58.675% 0.000 1 [mul_24]:308 ADD 580.258 0.164 0.166 0.017% 58.692% 0.000 1 [add_45]:309 PAD 580.424 0.253 0.255 0.026% 58.717% 0.000 1 [Pad_46]:310 CONV_2D 580.681 6.295 7.109 0.719% 59.437% 0.000 1 [stage3_unit7_bn3/add_1;stage3_unit30_conv2;stage3_unit7_conv2;stage3_unit7_bn3/sub1]:311 ADD 587.791 0.186 0.188 0.019% 59.456% 0.000 1 [add_46]:312 MUL 587.980 0.122 0.123 0.012% 59.468% 0.000 1 [stage3_unit8_bn1/mul_1]:313 ADD 588.104 0.158 0.161 0.016% 59.485% 0.000 1 [stage3_unit8_bn1/add_1]:314 PAD 588.266 0.254 0.259 0.026% 59.511% 0.000 1 [Pad_47]:315 CONV_2D 588.526 6.220 6.696 0.677% 60.188% 0.000 1 [stage3_unit8_bn2/add_1;stage3_unit30_conv2;stage3_unit8_conv1;stage3_unit8_bn2/sub1]:316 RELU 595.224 0.853 0.864 0.087% 60.276% 0.000 1 [Maximum_24;Minimum_9/x]:317 QUANTIZE 596.088 0.004 0.004 0.000% 60.276% 0.000 1 [Minimum_9/x_requantized]:318 QUANTIZE 596.092 0.079 0.079 0.008% 60.284% 0.000 1 [stage3_unit8_bn2/add_1;stage3_unit30_conv2;stage3_unit8_conv1;stage3_unit8_bn2/sub1_requantized]:319 MINIMUM 596.172 0.056 0.035 0.004% 60.288% 0.000 1 [Minimum_24]:320 MUL 596.207 0.124 0.125 0.013% 60.300% 0.000 1 [mul_25]:321 ADD 596.333 0.164 0.166 0.017% 60.317% 0.000 1 [add_47]:322 PAD 596.499 0.253 0.255 0.026% 60.343% 0.000 1 [Pad_48]:323 CONV_2D 596.754 6.110 6.967 0.705% 61.048% 0.000 1 [stage3_unit8_bn3/add_1;stage3_unit30_conv2;stage3_unit8_conv2;stage3_unit8_bn3/sub1]:324 ADD 603.723 0.185 0.190 0.019% 61.067% 0.000 1 [add_48]:325 MUL 603.914 0.151 0.129 0.013% 61.080% 0.000 1 [stage3_unit9_bn1/mul_1]:326 ADD 604.043 0.162 0.162 0.016% 61.096% 0.000 1 [stage3_unit9_bn1/add_1]:327 PAD 604.205 0.254 0.266 0.027% 61.123% 0.000 1 [Pad_49]:328 CONV_2D 604.472 6.262 6.586 0.666% 61.789% 0.000 1 [stage3_unit9_bn2/add_1;stage3_unit30_conv2;stage3_unit9_conv1;stage3_unit9_bn2/sub1]:329 RELU 611.059 0.850 0.859 0.087% 61.876% 0.000 1 [Maximum_25;Minimum_9/x]:330 QUANTIZE 611.918 0.003 0.003 0.000% 61.877% 0.000 1 [Minimum_9/x_requantized]:331 QUANTIZE 611.922 0.078 0.080 0.008% 61.885% 0.000 1 [stage3_unit9_bn2/add_1;stage3_unit30_conv2;stage3_unit9_conv1;stage3_unit9_bn2/sub1_requantized]:332 MINIMUM 612.002 0.028 0.030 0.003% 61.888% 0.000 1 [Minimum_25]:333 MUL 612.032 0.126 0.129 0.013% 61.901% 0.000 1 [mul_26]:334 ADD 612.161 0.190 0.167 0.017% 61.918% 0.000 1 [add_49]:335 PAD 612.329 0.254 0.259 0.026% 61.944% 0.000 1 [Pad_50]:336 CONV_2D 612.588 6.095 6.670 0.675% 62.619% 0.000 1 [stage3_unit9_bn3/add_1;stage3_unit30_conv2;stage3_unit9_conv2;stage3_unit9_bn3/sub1]:337 ADD 619.260 0.186 0.190 0.019% 62.638% 0.000 1 [add_50]:338 MUL 619.451 0.123 0.125 0.013% 62.651% 0.000 1 [stage3_unit10_bn1/mul_1]:339 ADD 619.577 0.162 0.162 0.016% 62.667% 0.000 1 [stage3_unit10_bn1/add_1]:340 PAD 619.739 0.253 0.257 0.026% 62.693% 0.000 1 [Pad_51]:341 CONV_2D 619.997 6.130 6.405 0.648% 63.341% 0.000 1 [stage3_unit10_bn2/add_1;stage3_unit30_conv2;stage3_unit10_conv1;stage3_unit10_bn2/sub1]:342 RELU 626.403 0.853 0.864 0.087% 63.428% 0.000 1 [Maximum_26;Minimum_9/x]:343 QUANTIZE 627.268 0.003 0.004 0.000% 63.429% 0.000 1 [Minimum_9/x_requantized]:344 QUANTIZE 627.272 0.078 0.079 0.008% 63.437% 0.000 1 [stage3_unit10_bn2/add_1;stage3_unit30_conv2;stage3_unit10_conv1;stage3_unit10_bn2/sub1_requantized]:345 MINIMUM 627.352 0.028 0.034 0.003% 63.440% 0.000 1 [Minimum_26]:346 MUL 627.386 0.123 0.129 0.013% 63.453% 0.000 1 [mul_27]:347 ADD 627.516 0.163 0.168 0.017% 63.470% 0.000 1 [add_51]:348 PAD 627.684 0.254 0.257 0.026% 63.496% 0.000 1 [Pad_52]:349 CONV_2D 627.942 6.166 6.509 0.659% 64.155% 0.000 1 [stage3_unit10_bn3/add_1;stage3_unit30_conv2;stage3_unit10_conv2;stage3_unit10_bn3/sub1]:350 ADD 634.453 0.186 0.187 0.019% 64.174% 0.000 1 [add_52]:351 MUL 634.641 0.123 0.123 0.012% 64.186% 0.000 1 [stage3_unit11_bn1/mul_1]:352 ADD 634.765 0.158 0.161 0.016% 64.203% 0.000 1 [stage3_unit11_bn1/add_1]:353 PAD 634.926 0.254 0.256 0.026% 64.229% 0.000 1 [Pad_53]:354 CONV_2D 635.183 6.148 6.619 0.670% 64.898% 0.000 1 [stage3_unit11_bn2/add_1;stage3_unit30_conv2;stage3_unit11_conv1;stage3_unit11_bn2/sub1]:355 RELU 641.804 0.879 0.858 0.087% 64.985% 0.000 1 [Maximum_27;Minimum_9/x]:356 QUANTIZE 642.662 0.003 0.005 0.001% 64.986% 0.000 1 [Minimum_9/x_requantized]:357 QUANTIZE 642.668 0.080 0.080 0.008% 64.994% 0.000 1 [stage3_unit11_bn2/add_1;stage3_unit30_conv2;stage3_unit11_conv1;stage3_unit11_bn2/sub1_requantized]:358 MINIMUM 642.748 0.029 0.030 0.003% 64.997% 0.000 1 [Minimum_27]:359 MUL 642.779 0.126 0.127 0.013% 65.010% 0.000 1 [mul_28]:360 ADD 642.907 0.165 0.167 0.017% 65.027% 0.000 1 [add_53]:361 PAD 643.075 0.253 0.253 0.026% 65.052% 0.000 1 [Pad_54]:362 CONV_2D 643.329 6.247 6.402 0.648% 65.700% 0.000 1 [stage3_unit11_bn3/add_1;stage3_unit30_conv2;stage3_unit11_conv2;stage3_unit11_bn3/sub1]:363 ADD 649.732 0.186 0.187 0.019% 65.719% 0.000 1 [add_54]:364 MUL 649.920 0.121 0.129 0.013% 65.732% 0.000 1 [stage3_unit12_bn1/mul_1]:365 ADD 650.050 0.196 0.163 0.017% 65.748% 0.000 1 [stage3_unit12_bn1/add_1]:366 PAD 650.213 0.256 0.256 0.026% 65.774% 0.000 1 [Pad_55]:367 CONV_2D 650.470 6.180 6.423 0.650% 66.424% 0.000 1 [stage3_unit12_bn2/add_1;stage3_unit30_conv2;stage3_unit12_conv1;stage3_unit12_bn2/sub1]:368 RELU 656.895 0.850 0.860 0.087% 66.511% 0.000 1 [Maximum_28;Minimum_9/x]:369 QUANTIZE 657.756 0.003 0.004 0.000% 66.512% 0.000 1 [Minimum_9/x_requantized]:370 QUANTIZE 657.759 0.080 0.080 0.008% 66.520% 0.000 1 [stage3_unit12_bn2/add_1;stage3_unit30_conv2;stage3_unit12_conv1;stage3_unit12_bn2/sub1_requantized]:371 MINIMUM 657.840 0.028 0.032 0.003% 66.523% 0.000 1 [Minimum_28]:372 MUL 657.872 0.125 0.124 0.013% 66.535% 0.000 1 [mul_29]:373 ADD 657.997 0.166 0.168 0.017% 66.552% 0.000 1 [add_55]:374 PAD 658.165 0.283 0.258 0.026% 66.578% 0.000 1 [Pad_56]:375 CONV_2D 658.423 6.152 6.286 0.636% 67.214% 0.000 1 [stage3_unit12_bn3/add_1;stage3_unit30_conv2;stage3_unit12_conv2;stage3_unit12_bn3/sub1]:376 ADD 664.711 0.185 0.187 0.019% 67.233% 0.000 1 [add_56]:377 MUL 664.899 0.124 0.128 0.013% 67.246% 0.000 1 [stage3_unit13_bn1/mul_1]:378 ADD 665.027 0.158 0.163 0.016% 67.263% 0.000 1 [stage3_unit13_bn1/add_1]:379 PAD 665.191 0.253 0.255 0.026% 67.289% 0.000 1 [Pad_57]:380 CONV_2D 665.446 6.094 6.259 0.633% 67.922% 0.000 1 [stage3_unit13_bn2/add_1;stage3_unit30_conv2;stage3_unit13_conv1;stage3_unit13_bn2/sub1]:381 RELU 671.707 0.848 0.856 0.087% 68.008% 0.000 1 [Maximum_29;Minimum_9/x]:382 QUANTIZE 672.564 0.003 0.003 0.000% 68.009% 0.000 1 [Minimum_9/x_requantized]:383 QUANTIZE 672.567 0.078 0.080 0.008% 68.017% 0.000 1 [stage3_unit13_bn2/add_1;stage3_unit30_conv2;stage3_unit13_conv1;stage3_unit13_bn2/sub1_requantized]:384 MINIMUM 672.647 0.029 0.029 0.003% 68.020% 0.000 1 [Minimum_29]:385 MUL 672.677 0.127 0.126 0.013% 68.033% 0.000 1 [mul_30]:386 ADD 672.803 0.162 0.167 0.017% 68.049% 0.000 1 [add_57]:387 PAD 672.970 0.252 0.259 0.026% 68.076% 0.000 1 [Pad_58]:388 CONV_2D 673.230 6.156 6.251 0.632% 68.708% 0.000 1 [stage3_unit13_bn3/add_1;stage3_unit30_conv2;stage3_unit13_conv2;stage3_unit13_bn3/sub1]:389 ADD 679.482 0.185 0.192 0.019% 68.727% 0.000 1 [add_58]:390 MUL 679.675 0.124 0.123 0.012% 68.740% 0.000 1 [stage3_unit14_bn1/mul_1]:391 ADD 679.799 0.162 0.162 0.016% 68.756% 0.000 1 [stage3_unit14_bn1/add_1]:392 PAD 679.962 0.254 0.256 0.026% 68.782% 0.000 1 [Pad_59]:393 CONV_2D 680.218 6.157 6.206 0.628% 69.410% 0.000 1 [stage3_unit14_bn2/add_1;stage3_unit30_conv2;stage3_unit14_conv1;stage3_unit14_bn2/sub1]:394 RELU 686.427 0.880 0.858 0.087% 69.497% 0.000 1 [Maximum_30;Minimum_9/x]:395 QUANTIZE 687.285 0.004 0.004 0.000% 69.497% 0.000 1 [Minimum_9/x_requantized]:396 QUANTIZE 687.289 0.079 0.079 0.008% 69.505% 0.000 1 [stage3_unit14_bn2/add_1;stage3_unit30_conv2;stage3_unit14_conv1;stage3_unit14_bn2/sub1_requantized]:397 MINIMUM 687.368 0.029 0.034 0.003% 69.509% 0.000 1 [Minimum_30]:398 MUL 687.403 0.124 0.127 0.013% 69.522% 0.000 1 [mul_31]:399 ADD 687.530 0.164 0.168 0.017% 69.539% 0.000 1 [add_59]:400 PAD 687.699 0.253 0.255 0.026% 69.564% 0.000 1 [Pad_60]:401 CONV_2D 687.954 6.091 6.190 0.626% 70.191% 0.000 1 [stage3_unit14_bn3/add_1;stage3_unit30_conv2;stage3_unit14_conv2;stage3_unit14_bn3/sub1]:402 ADD 694.145 0.185 0.189 0.019% 70.210% 0.000 1 [add_60]:403 MUL 694.335 0.125 0.124 0.013% 70.222% 0.000 1 [stage3_unit15_bn1/mul_1]:404 ADD 694.460 0.162 0.161 0.016% 70.239% 0.000 1 [stage3_unit15_bn1/add_1]:405 PAD 694.621 0.253 0.255 0.026% 70.264% 0.000 1 [Pad_61]:406 CONV_2D 694.876 6.204 6.204 0.628% 70.892% 0.000 1 [stage3_unit15_bn2/add_1;stage3_unit30_conv2;stage3_unit15_conv1;stage3_unit15_bn2/sub1]:407 RELU 701.082 0.848 0.862 0.087% 70.979% 0.000 1 [Maximum_31;Minimum_9/x]:408 QUANTIZE 701.945 0.003 0.004 0.000% 70.980% 0.000 1 [Minimum_9/x_requantized]:409 QUANTIZE 701.949 0.078 0.079 0.008% 70.988% 0.000 1 [stage3_unit15_bn2/add_1;stage3_unit30_conv2;stage3_unit15_conv1;stage3_unit15_bn2/sub1_requantized]:410 MINIMUM 702.028 0.027 0.029 0.003% 70.991% 0.000 1 [Minimum_31]:411 MUL 702.058 0.126 0.128 0.013% 71.004% 0.000 1 [mul_32]:412 ADD 702.186 0.162 0.165 0.017% 71.020% 0.000 1 [add_61]:413 PAD 702.352 0.253 0.254 0.026% 71.046% 0.000 1 [Pad_62]:414 CONV_2D 702.607 6.276 6.176 0.625% 71.671% 0.000 1 [stage3_unit15_bn3/add_1;stage3_unit30_conv2;stage3_unit15_conv2;stage3_unit15_bn3/sub1]:415 ADD 708.785 0.186 0.187 0.019% 71.690% 0.000 1 [add_62]:416 MUL 708.973 0.123 0.124 0.013% 71.702% 0.000 1 [stage3_unit16_bn1/mul_1]:417 ADD 709.098 0.160 0.162 0.016% 71.719% 0.000 1 [stage3_unit16_bn1/add_1]:418 PAD 709.260 0.255 0.256 0.026% 71.745% 0.000 1 [Pad_63]:419 CONV_2D 709.517 6.135 6.183 0.626% 72.370% 0.000 1 [stage3_unit16_bn2/add_1;stage3_unit30_conv2;stage3_unit16_conv1;stage3_unit16_bn2/sub1]:420 RELU 715.702 0.852 0.858 0.087% 72.457% 0.000 1 [Maximum_32;Minimum_9/x]:421 QUANTIZE 716.560 0.004 0.004 0.000% 72.457% 0.000 1 [Minimum_9/x_requantized]:422 QUANTIZE 716.564 0.079 0.080 0.008% 72.465% 0.000 1 [stage3_unit16_bn2/add_1;stage3_unit30_conv2;stage3_unit16_conv1;stage3_unit16_bn2/sub1_requantized]:423 MINIMUM 716.644 0.029 0.032 0.003% 72.469% 0.000 1 [Minimum_32]:424 MUL 716.677 0.124 0.125 0.013% 72.481% 0.000 1 [mul_33]:425 ADD 716.802 0.164 0.166 0.017% 72.498% 0.000 1 [add_63]:426 PAD 716.969 0.254 0.255 0.026% 72.524% 0.000 1 [Pad_64]:427 CONV_2D 717.224 6.258 6.176 0.625% 73.149% 0.000 1 [stage3_unit16_bn3/add_1;stage3_unit30_conv2;stage3_unit16_conv2;stage3_unit16_bn3/sub1]:428 ADD 723.402 0.185 0.188 0.019% 73.168% 0.000 1 [add_64]:429 MUL 723.591 0.123 0.123 0.012% 73.180% 0.000 1 [stage3_unit17_bn1/mul_1]:430 ADD 723.715 0.159 0.162 0.016% 73.197% 0.000 1 [stage3_unit17_bn1/add_1]:431 PAD 723.877 0.255 0.256 0.026% 73.223% 0.000 1 [Pad_65]:432 CONV_2D 724.133 6.237 6.164 0.624% 73.846% 0.000 1 [stage3_unit17_bn2/add_1;stage3_unit30_conv2;stage3_unit17_conv1;stage3_unit17_bn2/sub1]:433 RELU 730.299 0.877 0.855 0.087% 73.933% 0.000 1 [Maximum_33;Minimum_9/x]:434 QUANTIZE 731.155 0.004 0.003 0.000% 73.933% 0.000 1 [Minimum_9/x_requantized]:435 QUANTIZE 731.159 0.080 0.082 0.008% 73.941% 0.000 1 [stage3_unit17_bn2/add_1;stage3_unit30_conv2;stage3_unit17_conv1;stage3_unit17_bn2/sub1_requantized]:436 MINIMUM 731.241 0.029 0.029 0.003% 73.944% 0.000 1 [Minimum_33]:437 MUL 731.270 0.126 0.127 0.013% 73.957% 0.000 1 [mul_34]:438 ADD 731.398 0.163 0.164 0.017% 73.974% 0.000 1 [add_65]:439 PAD 731.563 0.253 0.255 0.026% 74.000% 0.000 1 [Pad_66]:440 CONV_2D 731.818 6.062 6.183 0.626% 74.625% 0.000 1 [stage3_unit17_bn3/add_1;stage3_unit30_conv2;stage3_unit17_conv2;stage3_unit17_bn3/sub1]:441 ADD 738.003 0.184 0.188 0.019% 74.644% 0.000 1 [add_66]:442 MUL 738.192 0.124 0.123 0.012% 74.657% 0.000 1 [stage3_unit18_bn1/mul_1]:443 ADD 738.316 0.158 0.161 0.016% 74.673% 0.000 1 [stage3_unit18_bn1/add_1]:444 PAD 738.477 0.254 0.257 0.026% 74.699% 0.000 1 [Pad_67]:445 CONV_2D 738.734 6.247 6.174 0.625% 75.324% 0.000 1 [stage3_unit18_bn2/add_1;stage3_unit30_conv2;stage3_unit18_conv1;stage3_unit18_bn2/sub1]:446 RELU 744.909 0.856 0.860 0.087% 75.411% 0.000 1 [Maximum_34;Minimum_9/x]:447 QUANTIZE 745.770 0.003 0.003 0.000% 75.411% 0.000 1 [Minimum_9/x_requantized]:448 QUANTIZE 745.774 0.079 0.081 0.008% 75.419% 0.000 1 [stage3_unit18_bn2/add_1;stage3_unit30_conv2;stage3_unit18_conv1;stage3_unit18_bn2/sub1_requantized]:449 MINIMUM 745.856 0.029 0.033 0.003% 75.422% 0.000 1 [Minimum_34]:450 MUL 745.889 0.124 0.128 0.013% 75.435% 0.000 1 [mul_35]:451 ADD 746.018 0.166 0.166 0.017% 75.452% 0.000 1 [add_67]:452 PAD 746.184 0.253 0.254 0.026% 75.478% 0.000 1 [Pad_68]:453 CONV_2D 746.438 6.273 6.178 0.625% 76.103% 0.000 1 [stage3_unit18_bn3/add_1;stage3_unit30_conv2;stage3_unit18_conv2;stage3_unit18_bn3/sub1]:454 ADD 752.618 0.187 0.187 0.019% 76.122% 0.000 1 [add_68]:455 MUL 752.806 0.122 0.123 0.012% 76.134% 0.000 1 [stage3_unit19_bn1/mul_1]:456 ADD 752.929 0.159 0.162 0.016% 76.151% 0.000 1 [stage3_unit19_bn1/add_1]:457 PAD 753.091 0.254 0.258 0.026% 76.177% 0.000 1 [Pad_69]:458 CONV_2D 753.349 6.119 6.163 0.624% 76.800% 0.000 1 [stage3_unit19_bn2/add_1;stage3_unit30_conv2;stage3_unit19_conv1;stage3_unit19_bn2/sub1]:459 RELU 759.514 0.851 0.855 0.086% 76.887% 0.000 1 [Maximum_35;Minimum_9/x]:460 QUANTIZE 760.369 0.003 0.004 0.000% 76.887% 0.000 1 [Minimum_9/x_requantized]:461 QUANTIZE 760.373 0.078 0.079 0.008% 76.895% 0.000 1 [stage3_unit19_bn2/add_1;stage3_unit30_conv2;stage3_unit19_conv1;stage3_unit19_bn2/sub1_requantized]:462 MINIMUM 760.452 0.028 0.029 0.003% 76.898% 0.000 1 [Minimum_35]:463 MUL 760.482 0.127 0.129 0.013% 76.911% 0.000 1 [mul_36]:464 ADD 760.612 0.165 0.164 0.017% 76.928% 0.000 1 [add_69]:465 PAD 760.776 0.253 0.254 0.026% 76.953% 0.000 1 [Pad_70]:466 CONV_2D 761.031 6.164 6.207 0.628% 77.581% 0.000 1 [stage3_unit19_bn3/add_1;stage3_unit30_conv2;stage3_unit19_conv2;stage3_unit19_bn3/sub1]:467 ADD 767.241 0.188 0.190 0.019% 77.601% 0.000 1 [add_70]:468 MUL 767.431 0.124 0.123 0.012% 77.613% 0.000 1 [stage3_unit20_bn1/mul_1]:469 ADD 767.555 0.159 0.161 0.016% 77.629% 0.000 1 [stage3_unit20_bn1/add_1]:470 PAD 767.716 0.254 0.254 0.026% 77.655% 0.000 1 [Pad_71]:471 CONV_2D 767.971 6.157 6.189 0.626% 78.281% 0.000 1 [stage3_unit20_bn2/add_1;stage3_unit30_conv2;stage3_unit20_conv1;stage3_unit20_bn2/sub1]:472 RELU 774.162 0.874 0.855 0.086% 78.368% 0.000 1 [Maximum_36;Minimum_9/x]:473 QUANTIZE 775.017 0.004 0.003 0.000% 78.368% 0.000 1 [Minimum_9/x_requantized]:474 QUANTIZE 775.020 0.079 0.080 0.008% 78.376% 0.000 1 [stage3_unit20_bn2/add_1;stage3_unit30_conv2;stage3_unit20_conv1;stage3_unit20_bn2/sub1_requantized]:475 MINIMUM 775.101 0.031 0.032 0.003% 78.379% 0.000 1 [Minimum_36]:476 MUL 775.133 0.126 0.128 0.013% 78.392% 0.000 1 [mul_37]:477 ADD 775.262 0.165 0.167 0.017% 78.409% 0.000 1 [add_71]:478 PAD 775.429 0.254 0.255 0.026% 78.435% 0.000 1 [Pad_72]:479 CONV_2D 775.685 6.327 6.186 0.626% 79.061% 0.000 1 [stage3_unit20_bn3/add_1;stage3_unit30_conv2;stage3_unit20_conv2;stage3_unit20_bn3/sub1]:480 ADD 781.873 0.184 0.188 0.019% 79.080% 0.000 1 [add_72]:481 MUL 782.062 0.124 0.125 0.013% 79.093% 0.000 1 [stage3_unit21_bn1/mul_1]:482 ADD 782.187 0.158 0.160 0.016% 79.109% 0.000 1 [stage3_unit21_bn1/add_1]:483 PAD 782.348 0.254 0.254 0.026% 79.135% 0.000 1 [Pad_73]:484 CONV_2D 782.603 6.196 6.156 0.623% 79.757% 0.000 1 [stage3_unit21_bn2/add_1;stage3_unit30_conv2;stage3_unit21_conv1;stage3_unit21_bn2/sub1]:485 RELU 788.760 0.848 0.860 0.087% 79.844% 0.000 1 [Maximum_37;Minimum_9/x]:486 QUANTIZE 789.621 0.003 0.004 0.000% 79.845% 0.000 1 [Minimum_9/x_requantized]:487 QUANTIZE 789.625 0.078 0.080 0.008% 79.853% 0.000 1 [stage3_unit21_bn2/add_1;stage3_unit30_conv2;stage3_unit21_conv1;stage3_unit21_bn2/sub1_requantized]:488 MINIMUM 789.706 0.028 0.029 0.003% 79.856% 0.000 1 [Minimum_37]:489 MUL 789.735 0.127 0.126 0.013% 79.869% 0.000 1 [mul_38]:490 ADD 789.861 0.161 0.167 0.017% 79.885% 0.000 1 [add_73]:491 PAD 790.028 0.253 0.255 0.026% 79.911% 0.000 1 [Pad_74]:492 CONV_2D 790.283 6.201 6.151 0.622% 80.534% 0.000 1 [stage3_unit21_bn3/add_1;stage3_unit30_conv2;stage3_unit21_conv2;stage3_unit21_bn3/sub1]:493 ADD 796.437 0.183 0.188 0.019% 80.553% 0.000 1 [add_74]:494 MUL 796.626 0.123 0.123 0.012% 80.565% 0.000 1 [stage3_unit22_bn1/mul_1]:495 ADD 796.749 0.160 0.164 0.017% 80.582% 0.000 1 [stage3_unit22_bn1/add_1]:496 PAD 796.914 0.254 0.255 0.026% 80.607% 0.000 1 [Pad_75]:497 CONV_2D 797.170 6.170 6.176 0.625% 81.232% 0.000 1 [stage3_unit22_bn2/add_1;stage3_unit30_conv2;stage3_unit22_conv1;stage3_unit22_bn2/sub1]:498 RELU 803.348 0.851 0.854 0.086% 81.319% 0.000 1 [Maximum_38;Minimum_9/x]:499 QUANTIZE 804.203 0.003 0.003 0.000% 81.319% 0.000 1 [Minimum_9/x_requantized]:500 QUANTIZE 804.206 0.079 0.081 0.008% 81.327% 0.000 1 [stage3_unit22_bn2/add_1;stage3_unit30_conv2;stage3_unit22_conv1;stage3_unit22_bn2/sub1_requantized]:501 MINIMUM 804.288 0.028 0.034 0.003% 81.331% 0.000 1 [Minimum_38]:502 MUL 804.322 0.126 0.127 0.013% 81.344% 0.000 1 [mul_39]:503 ADD 804.449 0.162 0.167 0.017% 81.360% 0.000 1 [add_75]:504 PAD 804.617 0.254 0.256 0.026% 81.386% 0.000 1 [Pad_76]:505 CONV_2D 804.874 6.129 6.174 0.625% 82.011% 0.000 1 [stage3_unit22_bn3/add_1;stage3_unit30_conv2;stage3_unit22_conv2;stage3_unit22_bn3/sub1]:506 ADD 811.050 0.184 0.187 0.019% 82.030% 0.000 1 [add_76]:507 MUL 811.237 0.124 0.126 0.013% 82.043% 0.000 1 [stage3_unit23_bn1/mul_1]:508 ADD 811.363 0.159 0.160 0.016% 82.059% 0.000 1 [stage3_unit23_bn1/add_1]:509 PAD 811.524 0.253 0.255 0.026% 82.085% 0.000 1 [Pad_77]:510 CONV_2D 811.780 6.234 6.160 0.623% 82.708% 0.000 1 [stage3_unit23_bn2/add_1;stage3_unit30_conv2;stage3_unit23_conv1;stage3_unit23_bn2/sub1]:511 RELU 817.942 0.895 0.858 0.087% 82.795% 0.000 1 [Maximum_39;Minimum_9/x]:512 QUANTIZE 818.800 0.004 0.004 0.000% 82.795% 0.000 1 [Minimum_9/x_requantized]:513 QUANTIZE 818.804 0.079 0.079 0.008% 82.803% 0.000 1 [stage3_unit23_bn2/add_1;stage3_unit30_conv2;stage3_unit23_conv1;stage3_unit23_bn2/sub1_requantized]:514 MINIMUM 818.884 0.028 0.029 0.003% 82.806% 0.000 1 [Minimum_39]:515 MUL 818.913 0.124 0.126 0.013% 82.819% 0.000 1 [mul_40]:516 ADD 819.039 0.163 0.164 0.017% 82.835% 0.000 1 [add_77]:517 PAD 819.204 0.253 0.255 0.026% 82.861% 0.000 1 [Pad_78]:518 CONV_2D 819.460 6.057 6.169 0.624% 83.485% 0.000 1 [stage3_unit23_bn3/add_1;stage3_unit30_conv2;stage3_unit23_conv2;stage3_unit23_bn3/sub1]:519 ADD 825.630 0.185 0.187 0.019% 83.504% 0.000 1 [add_78]:520 MUL 825.818 0.122 0.124 0.013% 83.517% 0.000 1 [stage3_unit24_bn1/mul_1]:521 ADD 825.942 0.159 0.165 0.017% 83.533% 0.000 1 [stage3_unit24_bn1/add_1]:522 PAD 826.107 0.254 0.256 0.026% 83.559% 0.000 1 [Pad_79]:523 CONV_2D 826.363 6.170 6.175 0.625% 84.184% 0.000 1 [stage3_unit24_bn2/add_1;stage3_unit30_conv2;stage3_unit24_conv1;stage3_unit24_bn2/sub1]:524 RELU 832.540 0.851 0.861 0.087% 84.271% 0.000 1 [Maximum_40;Minimum_9/x]:525 QUANTIZE 833.401 0.003 0.003 0.000% 84.271% 0.000 1 [Minimum_9/x_requantized]:526 QUANTIZE 833.405 0.079 0.079 0.008% 84.279% 0.000 1 [stage3_unit24_bn2/add_1;stage3_unit30_conv2;stage3_unit24_conv1;stage3_unit24_bn2/sub1_requantized]:527 MINIMUM 833.485 0.052 0.036 0.004% 84.283% 0.000 1 [Minimum_40]:528 MUL 833.521 0.126 0.126 0.013% 84.296% 0.000 1 [mul_41]:529 ADD 833.647 0.165 0.167 0.017% 84.313% 0.000 1 [add_79]:530 PAD 833.815 0.253 0.256 0.026% 84.339% 0.000 1 [Pad_80]:531 CONV_2D 834.071 6.371 6.172 0.624% 84.963% 0.000 1 [stage3_unit24_bn3/add_1;stage3_unit30_conv2;stage3_unit24_conv2;stage3_unit24_bn3/sub1]:532 ADD 840.245 0.185 0.188 0.019% 84.982% 0.000 1 [add_80]:533 MUL 840.434 0.123 0.128 0.013% 84.995% 0.000 1 [stage3_unit25_bn1/mul_1]:534 ADD 840.562 0.160 0.162 0.016% 85.011% 0.000 1 [stage3_unit25_bn1/add_1]:535 PAD 840.724 0.256 0.256 0.026% 85.037% 0.000 1 [Pad_81]:536 CONV_2D 840.981 6.170 6.149 0.622% 85.659% 0.000 1 [stage3_unit25_bn2/add_1;stage3_unit30_conv2;stage3_unit25_conv1;stage3_unit25_bn2/sub1]:537 RELU 847.132 0.853 0.857 0.087% 85.746% 0.000 1 [Maximum_41;Minimum_9/x]:538 QUANTIZE 847.989 0.003 0.003 0.000% 85.746% 0.000 1 [Minimum_9/x_requantized]:539 QUANTIZE 847.993 0.080 0.079 0.008% 85.754% 0.000 1 [stage3_unit25_bn2/add_1;stage3_unit30_conv2;stage3_unit25_conv1;stage3_unit25_bn2/sub1_requantized]:540 MINIMUM 848.072 0.030 0.029 0.003% 85.757% 0.000 1 [Minimum_41]:541 MUL 848.102 0.124 0.125 0.013% 85.770% 0.000 1 [mul_42]:542 ADD 848.227 0.164 0.167 0.017% 85.787% 0.000 1 [add_81]:543 PAD 848.395 0.254 0.255 0.026% 85.813% 0.000 1 [Pad_82]:544 CONV_2D 848.651 6.318 6.147 0.622% 86.435% 0.000 1 [stage3_unit25_bn3/add_1;stage3_unit30_conv2;stage3_unit25_conv2;stage3_unit25_bn3/sub1]:545 ADD 854.800 0.181 0.188 0.019% 86.454% 0.000 1 [add_82]:546 MUL 854.989 0.121 0.126 0.013% 86.466% 0.000 1 [stage3_unit26_bn1/mul_1]:547 ADD 855.115 0.162 0.160 0.016% 86.483% 0.000 1 [stage3_unit26_bn1/add_1]:548 PAD 855.275 0.255 0.255 0.026% 86.508% 0.000 1 [Pad_83]:549 CONV_2D 855.531 6.214 6.160 0.623% 87.132% 0.000 1 [stage3_unit26_bn2/add_1;stage3_unit30_conv2;stage3_unit26_conv1;stage3_unit26_bn2/sub1]:550 RELU 861.692 0.880 0.858 0.087% 87.218% 0.000 1 [Maximum_42;Minimum_9/x]:551 QUANTIZE 862.551 0.005 0.003 0.000% 87.219% 0.000 1 [Minimum_9/x_requantized]:552 QUANTIZE 862.554 0.079 0.079 0.008% 87.227% 0.000 1 [stage3_unit26_bn2/add_1;stage3_unit30_conv2;stage3_unit26_conv1;stage3_unit26_bn2/sub1_requantized]:553 MINIMUM 862.634 0.042 0.034 0.003% 87.230% 0.000 1 [Minimum_42]:554 MUL 862.668 0.126 0.129 0.013% 87.243% 0.000 1 [mul_43]:555 ADD 862.798 0.166 0.168 0.017% 87.260% 0.000 1 [add_83]:556 PAD 862.966 0.253 0.254 0.026% 87.286% 0.000 1 [Pad_84]:557 CONV_2D 863.221 6.067 6.166 0.624% 87.910% 0.000 1 [stage3_unit26_bn3/add_1;stage3_unit30_conv2;stage3_unit26_conv2;stage3_unit26_bn3/sub1]:558 ADD 869.389 0.186 0.187 0.019% 87.929% 0.000 1 [add_84]:559 MUL 869.577 0.123 0.125 0.013% 87.941% 0.000 1 [stage3_unit27_bn1/mul_1]:560 ADD 869.702 0.158 0.160 0.016% 87.958% 0.000 1 [stage3_unit27_bn1/add_1]:561 PAD 869.863 0.253 0.256 0.026% 87.984% 0.000 1 [Pad_85]:562 CONV_2D 870.120 6.083 6.173 0.625% 88.608% 0.000 1 [stage3_unit27_bn2/add_1;stage3_unit30_conv2;stage3_unit27_conv1;stage3_unit27_bn2/sub1]:563 RELU 876.294 0.852 0.862 0.087% 88.695% 0.000 1 [Maximum_43;Minimum_9/x]:564 QUANTIZE 877.157 0.003 0.004 0.000% 88.696% 0.000 1 [Minimum_9/x_requantized]:565 QUANTIZE 877.161 0.079 0.080 0.008% 88.704% 0.000 1 [stage3_unit27_bn2/add_1;stage3_unit30_conv2;stage3_unit27_conv1;stage3_unit27_bn2/sub1_requantized]:566 MINIMUM 877.241 0.029 0.029 0.003% 88.707% 0.000 1 [Minimum_43]:567 MUL 877.271 0.124 0.125 0.013% 88.719% 0.000 1 [mul_44]:568 ADD 877.396 0.165 0.167 0.017% 88.736% 0.000 1 [add_85]:569 PAD 877.564 0.253 0.255 0.026% 88.762% 0.000 1 [Pad_86]:570 CONV_2D 877.819 6.177 6.182 0.626% 89.388% 0.000 1 [stage3_unit27_bn3/add_1;stage3_unit30_conv2;stage3_unit27_conv2;stage3_unit27_bn3/sub1]:571 ADD 884.003 0.189 0.186 0.019% 89.406% 0.000 1 [add_86]:572 MUL 884.190 0.125 0.125 0.013% 89.419% 0.000 1 [stage3_unit28_bn1/mul_1]:573 ADD 884.315 0.159 0.162 0.016% 89.435% 0.000 1 [stage3_unit28_bn1/add_1]:574 PAD 884.478 0.254 0.257 0.026% 89.461% 0.000 1 [Pad_87]:575 CONV_2D 884.735 6.208 6.160 0.623% 90.085% 0.000 1 [stage3_unit28_bn2/add_1;stage3_unit30_conv2;stage3_unit28_conv1;stage3_unit28_bn2/sub1]:576 RELU 890.897 0.849 0.858 0.087% 90.171% 0.000 1 [Maximum_44;Minimum_9/x]:577 QUANTIZE 891.755 0.003 0.003 0.000% 90.172% 0.000 1 [Minimum_9/x_requantized]:578 QUANTIZE 891.759 0.079 0.080 0.008% 90.180% 0.000 1 [stage3_unit28_bn2/add_1;stage3_unit30_conv2;stage3_unit28_conv1;stage3_unit28_bn2/sub1_requantized]:579 MINIMUM 891.839 0.029 0.032 0.003% 90.183% 0.000 1 [Minimum_44]:580 MUL 891.871 0.127 0.126 0.013% 90.196% 0.000 1 [mul_45]:581 ADD 891.998 0.163 0.166 0.017% 90.213% 0.000 1 [add_87]:582 PAD 892.164 0.254 0.255 0.026% 90.238% 0.000 1 [Pad_88]:583 CONV_2D 892.419 6.930 6.202 0.628% 90.866% 0.000 1 [stage3_unit28_bn3/add_1;stage3_unit30_conv2;stage3_unit28_conv2;stage3_unit28_bn3/sub1]:584 ADD 898.623 0.184 0.187 0.019% 90.885% 0.000 1 [add_88]:585 MUL 898.811 0.121 0.124 0.013% 90.897% 0.000 1 [stage3_unit29_bn1/mul_1]:586 ADD 898.936 0.162 0.162 0.016% 90.914% 0.000 1 [stage3_unit29_bn1/add_1]:587 PAD 899.098 0.254 0.256 0.026% 90.940% 0.000 1 [Pad_89]:588 CONV_2D 899.354 7.614 6.213 0.629% 91.568% 0.000 1 [stage3_unit29_bn2/add_1;stage3_unit30_conv2;stage3_unit29_conv1;stage3_unit29_bn2/sub1]:589 RELU 905.570 0.850 0.858 0.087% 91.655% 0.000 1 [Maximum_45;Minimum_9/x]:590 QUANTIZE 906.428 0.004 0.003 0.000% 91.655% 0.000 1 [Minimum_9/x_requantized]:591 QUANTIZE 906.432 0.079 0.079 0.008% 91.663% 0.000 1 [stage3_unit29_bn2/add_1;stage3_unit30_conv2;stage3_unit29_conv1;stage3_unit29_bn2/sub1_requantized]:592 MINIMUM 906.511 0.029 0.029 0.003% 91.666% 0.000 1 [Minimum_45]:593 MUL 906.541 0.124 0.125 0.013% 91.679% 0.000 1 [mul_46]:594 ADD 906.667 0.162 0.165 0.017% 91.696% 0.000 1 [add_89]:595 PAD 906.832 0.253 0.318 0.032% 91.728% 0.000 1 [Pad_90]:596 CONV_2D 907.151 9.797 6.276 0.635% 92.363% 0.000 1 [stage3_unit29_bn3/add_1;stage3_unit30_conv2;stage3_unit29_conv2;stage3_unit29_bn3/sub1]:597 ADD 913.430 0.193 0.186 0.019% 92.382% 0.000 1 [add_90]:598 MUL 913.617 0.131 0.124 0.013% 92.394% 0.000 1 [stage3_unit30_bn1/mul_1]:599 ADD 913.741 0.162 0.166 0.017% 92.411% 0.000 1 [stage3_unit30_bn1/add_1]:600 PAD 913.908 0.258 0.256 0.026% 92.437% 0.000 1 [Pad_91]:601 CONV_2D 914.165 8.963 6.235 0.631% 93.068% 0.000 1 [stage3_unit30_bn2/add_1;stage3_unit30_conv2;stage3_unit30_conv1;stage3_unit30_bn2/sub1]:602 RELU 920.402 0.853 0.861 0.087% 93.155% 0.000 1 [Maximum_46;Minimum_9/x]:603 QUANTIZE 921.263 0.004 0.003 0.000% 93.155% 0.000 1 [Minimum_9/x_requantized]:604 QUANTIZE 921.267 0.079 0.080 0.008% 93.163% 0.000 1 [stage3_unit30_bn2/add_1;stage3_unit30_conv2;stage3_unit30_conv1;stage3_unit30_bn2/sub1_requantized]:605 MINIMUM 921.347 0.054 0.034 0.003% 93.167% 0.000 1 [Minimum_46]:606 MUL 921.381 0.125 0.125 0.013% 93.179% 0.000 1 [mul_47]:607 ADD 921.506 0.169 0.169 0.017% 93.197% 0.000 1 [add_91]:608 PAD 921.675 0.254 0.255 0.026% 93.222% 0.000 1 [Pad_92]:609 CONV_2D 921.931 8.860 6.310 0.638% 93.861% 0.000 1 [stage3_unit30_bn3/add_1;stage3_unit30_conv2;stage3_unit30_bn3/sub1]:610 ADD 928.243 0.188 0.188 0.019% 93.880% 0.000 1 [add_92]:611 MUL 928.432 0.122 0.126 0.013% 93.893% 0.000 1 [stage4_unit1_bn1/mul_1]:612 ADD 928.558 0.162 0.160 0.016% 93.909% 0.000 1 [stage4_unit1_bn1/add_1]:613 PAD 928.719 0.256 0.257 0.026% 93.935% 0.000 1 [Pad_93]:614 CONV_2D 928.976 15.571 12.058 1.220% 95.155% 0.000 1 [stage4_unit1_bn2/add_1;stage4_unit3_conv2;stage4_unit1_conv1;stage4_unit1_bn2/sub1]:615 RELU 941.036 1.693 1.716 0.174% 95.328% 0.000 1 [Maximum_47;Minimum_9/x]:616 QUANTIZE 942.753 0.004 0.004 0.000% 95.329% 0.000 1 [Minimum_9/x_requantized]:617 QUANTIZE 942.758 0.156 0.174 0.018% 95.346% 0.000 1 [stage4_unit1_bn2/add_1;stage4_unit3_conv2;stage4_unit1_conv1;stage4_unit1_bn2/sub1_requantized]:618 MINIMUM 942.932 0.062 0.061 0.006% 95.353% 0.000 1 [Minimum_47]:619 MUL 942.994 0.236 0.241 0.024% 95.377% 0.000 1 [mul_48]:620 ADD 943.235 0.359 0.339 0.034% 95.411% 0.000 1 [add_93]:621 PAD 943.574 0.516 0.506 0.051% 95.462% 0.000 1 [Pad_94]:622 CONV_2D 944.081 11.653 7.388 0.748% 96.210% 0.000 1 [stage4_unit1_bn3/add_1;stage4_unit3_conv2;stage4_unit1_conv2;stage4_unit1_bn3/sub1]:623 CONV_2D 951.471 2.703 0.592 0.060% 96.270% 0.000 1 [stage4_unit1_sc/add_1;stage4_unit3_conv2;stage4_unit1_conv1sc;stage4_unit1_sc/sub1]:624 ADD 952.064 0.098 0.092 0.009% 96.279% 0.000 1 [add_94]:625 MUL 952.157 0.064 0.064 0.006% 96.286% 0.000 1 [stage4_unit2_bn1/mul_1]:626 ADD 952.221 0.079 0.080 0.008% 96.294% 0.000 1 [stage4_unit2_bn1/add_1]:627 PAD 952.302 0.174 0.177 0.018% 96.312% 0.000 1 [Pad_95]:628 CONV_2D 952.480 11.634 7.294 0.738% 97.050% 0.000 1 [stage4_unit2_bn2/add_1;stage4_unit3_conv2;stage4_unit2_conv1;stage4_unit2_bn2/sub1]:629 RELU 959.776 0.430 0.432 0.044% 97.093% 0.000 1 [Maximum_48;Minimum_9/x]:630 QUANTIZE 960.209 0.004 0.003 0.000% 97.094% 0.000 1 [Minimum_9/x_requantized]:631 QUANTIZE 960.213 0.041 0.040 0.004% 97.098% 0.000 1 [stage4_unit2_bn2/add_1;stage4_unit3_conv2;stage4_unit2_conv1;stage4_unit2_bn2/sub1_requantized]:632 MINIMUM 960.254 0.019 0.020 0.002% 97.100% 0.000 1 [Minimum_48]:633 MUL 960.274 0.064 0.064 0.007% 97.106% 0.000 1 [mul_49]:634 ADD 960.339 0.082 0.082 0.008% 97.115% 0.000 1 [add_95]:635 PAD 960.421 0.173 0.175 0.018% 97.132% 0.000 1 [Pad_96]:636 CONV_2D 960.597 10.201 7.268 0.735% 97.868% 0.000 1 [stage4_unit2_bn3/add_1;stage4_unit3_conv2;stage4_unit2_conv2;stage4_unit2_bn3/sub1]:637 ADD 967.866 0.098 0.098 0.010% 97.878% 0.000 1 [add_96]:638 MUL 967.964 0.064 0.065 0.007% 97.884% 0.000 1 [stage4_unit3_bn1/mul_1]:639 ADD 968.030 0.080 0.081 0.008% 97.892% 0.000 1 [stage4_unit3_bn1/add_1]:640 PAD 968.111 0.172 0.176 0.018% 97.910% 0.000 1 [Pad_97]:641 CONV_2D 968.287 11.534 7.470 0.756% 98.666% 0.000 1 [stage4_unit3_bn2/add_1;stage4_unit3_conv2;stage4_unit3_conv1;stage4_unit3_bn2/sub1]:642 RELU 975.759 0.430 0.431 0.044% 98.709% 0.000 1 [Maximum_49;Minimum_9/x]:643 QUANTIZE 976.191 0.004 0.003 0.000% 98.710% 0.000 1 [Minimum_9/x_requantized]:644 QUANTIZE 976.194 0.040 0.041 0.004% 98.714% 0.000 1 [stage4_unit3_bn2/add_1;stage4_unit3_conv2;stage4_unit3_conv1;stage4_unit3_bn2/sub1_requantized]:645 MINIMUM 976.235 0.023 0.020 0.002% 98.716% 0.000 1 [Minimum_49]:646 MUL 976.256 0.065 0.065 0.007% 98.722% 0.000 1 [mul_50]:647 ADD 976.321 0.083 0.083 0.008% 98.731% 0.000 1 [add_97]:648 PAD 976.404 0.173 0.176 0.018% 98.749% 0.000 1 [Pad_98]:649 CONV_2D 976.580 11.548 7.446 0.753% 99.502% 0.000 1 [stage4_unit3_bn3/add_1;stage4_unit3_conv2;stage4_unit3_bn3/sub1]:650 ADD 984.029 0.101 0.098 0.010% 99.512% 0.000 1 [add_98]:651 MUL 984.128 0.065 0.067 0.007% 99.519% 0.000 1 [bn1/mul_1]:652 ADD 984.195 0.079 0.081 0.008% 99.527% 0.000 1 [bn1/add_1]:653 RESHAPE 984.276 0.004 0.005 0.001% 99.527% 0.000 1 [Flatten/flatten/Reshape]:654 FULLY_CONNECTED 984.281 8.740 4.666 0.472% 99.999% 0.000 1 [output_int8]:655 DEQUANTIZE 988.949 0.006 0.005 0.001% 100.000% 0.000 1 [output]:656 ============================== Top by Computation Time ============================== [node type] [start] [first] [avg ms] [%] [cdf%] [mem KB] [times called] [Name] CONV_2D 34.805 39.930 28.647 2.898% 2.898% 0.000 1 [stage1_unit1_bn2/add_1;stage1_unit3_conv2;stage1_unit1_conv1;stage1_unit1_bn2/sub1]:14 CONV_2D 452.067 11.827 15.105 1.528% 4.427% 0.000 1 [stage3_unit1_bn2/add_1;stage3_unit30_conv2;stage3_unit1_conv1;stage3_unit1_bn2/sub1]:224 CONV_2D 147.666 15.352 14.982 1.516% 5.942% 0.000 1 [stage2_unit1_bn2/add_1;stage2_unit13_conv2;stage2_unit1_conv1;stage2_unit1_bn2/sub1]:54 RELU 63.454 13.732 13.623 1.378% 7.321% 0.000 1 [Maximum_1;Minimum_9/x]:15 RELU 6.906 13.629 13.621 1.378% 8.699% 0.000 1 [Maximum;Minimum_9/x]:5 CONV_2D 928.976 15.571 12.058 1.220% 9.919% 0.000 1 [stage4_unit1_bn2/add_1;stage4_unit3_conv2;stage4_unit1_conv1;stage4_unit1_bn2/sub1]:615 CONV_2D 337.647 6.315 9.864 0.998% 10.917% 0.000 1 [stage2_unit9_bn2/add_1;stage2_unit13_conv2;stage2_unit9_conv1;stage2_unit9_bn2/sub1]:159 CONV_2D 281.100 6.422 9.529 0.964% 11.881% 0.000 1 [stage2_unit6_bn3/add_1;stage2_unit13_conv2;stage2_unit6_conv2;stage2_unit6_bn3/sub1]:128 CONV_2D 350.529 6.219 9.497 0.961% 12.842% 0.000 1 [stage2_unit9_bn3/add_1;stage2_unit13_conv2;stage2_unit9_conv2;stage2_unit9_bn3/sub1]:167 CONV_2D 406.949 6.285 9.444 0.956% 13.797% 0.000 1 [stage2_unit12_bn2/add_1;stage2_unit13_conv2;stage2_unit12_conv1;stage2_unit12_bn2/sub1]:198 Number of nodes executed: 657 ============================== Summary by node type ============================== [Node type] [count] [avg ms] [avg %] [cdf %] [mem KB] [times called] CONV_2D 103 766.546 77.581% 77.581% 0.000 103 RELU 50 92.652 9.377% 86.959% 0.000 50 ADD 149 45.425 4.597% 91.556% 0.000 149 PAD 99 40.474 4.096% 95.652% 0.000 99 MUL 101 24.240 2.453% 98.106% 0.000 101 QUANTIZE 101 8.852 0.896% 99.001% 0.000 101 FULLY_CONNECTED 1 4.666 0.472% 99.474% 0.000 1 MINIMUM 50 3.290 0.333% 99.807% 0.000 50 SUB 1 1.900 0.192% 99.999% 0.000 1 RESHAPE 1 0.005 0.001% 100.000% 0.000 1 DEQUANTIZE 1 0.005 0.001% 100.000% 0.000 1 Timings (microseconds): count=50 first=954307 curr=987361 min=943545 max=1066436 avg=988377 std=23139 Memory (bytes): count=0 657 nodes observed