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Posted to commits@mxnet.apache.org by GitBox <gi...@apache.org> on 2019/05/31 09:01:36 UTC
[GitHub] [incubator-mxnet] xianyujie commented on issue #15108: The test
time of the model on GPU is normal, but the test time on CPU is very long.
xianyujie commented on issue #15108: The test time of the model on GPU is normal, but the test time on CPU is very long.
URL: https://github.com/apache/incubator-mxnet/issues/15108#issuecomment-497634604
Here, I tested the computation time for each output layer as follows:
Test on CPU:
> **output_name my_mod r100_mod**
id_output: 0.00042, 0.0005
_minusscalar0_output: 0.000355, 0.000364
_mulscalar0_output: 0.000345, 0.000368
conv0_output: 0.004286, 0.005467
bn0_output: 0.004573, 0.004223
relu0_output: 0.005896, 0.011879
stage1_unit1_bn1_output: 0.009214, 0.012385
stage1_unit1_conv1_output: 0.030702, 0.033954
stage1_unit1_bn2_output: 0.029785, 0.030585
stage1_unit1_relu1_output: 0.031125, 0.027422
stage1_unit1_conv2_output: 0.103826, 0.030677
stage1_unit1_bn3_output: 0.10424, 0.030824
stage1_unit1_conv1sc_output:0.007101, 0.017014
stage1_unit1_sc_output: 0.006566, 0.01673
_plus0_output: 0.107347, 0.040394
stage1_unit2_bn1_output: 0.107868, 0.041233
stage1_unit2_conv1_output: 0.118626, 0.065909
stage1_unit2_bn2_output: 0.111833, 0.045059
stage1_unit2_relu1_output: 0.137247, 0.068904
stage1_unit2_conv2_output: 0.191567, 0.064852
stage1_unit2_bn3_output: 0.173118, 0.060588
_plus1_output: 0.156072, 0.04732
stage1_unit3_bn1_output: 0.155305, 0.047213
stage1_unit3_conv1_output: 0.159347, 0.049804
stage1_unit3_bn2_output: 0.164846, 0.066085
stage1_unit3_relu1_output: 0.1657, 0.071379
stage1_unit3_conv2_output: 0.325648, 0.052968
stage1_unit3_bn3_output: 0.37007, 0.05749
_plus2_output: 0.33891, 0.071809
stage2_unit1_bn1_output: 0.328169, 0.066442
stage2_unit1_conv1_output: 0.322733, 0.056022
stage2_unit1_bn2_output: 0.325429, 0.066875
stage2_unit1_relu1_output: 0.326984, 0.075964
stage2_unit1_conv2_output: 0.490685, 0.06886
stage2_unit1_bn3_output: 0.494744, 0.070616
stage2_unit1_conv1sc_output:0.313479, 0.050747
stage2_unit1_sc_output: 0.313801, 0.051451
_plus3_output: 0.488039, 0.057655
stage2_unit2_bn1_output: 0.560673, 0.078912
stage2_unit2_conv1_output: 0.551832, 0.080624
stage2_unit2_bn2_output: 0.523579, 0.069424
stage2_unit2_relu1_output: 0.498217, 0.07407
stage2_unit2_conv2_output: 0.584102, 0.074921
stage2_unit2_bn3_output: 0.58085, 0.074009
_plus4_output: 0.581565, 0.072269
stage2_unit3_bn1_output: 0.587932, 0.079426
stage2_unit3_conv1_output: 0.584251, 0.06408
stage2_unit3_bn2_output: 0.592011, 0.085435
stage2_unit3_relu1_output: 0.58509, 0.07392
stage2_unit3_conv2_output: 0.624394, 0.081102
stage2_unit3_bn3_output: 0.627502, 0.078248
_plus5_output: 0.624716, 0.082667
stage2_unit4_bn1_output: 0.62572, 0.079881
stage2_unit4_conv1_output: 0.671533, 0.104247
stage2_unit4_bn2_output: 0.664362, 0.090178
stage2_unit4_relu1_output: 0.668143, 0.093252
stage2_unit4_conv2_output: 0.831109, 0.093747
stage2_unit4_bn3_output: 0.794402, 0.091997
_plus6_output: 0.796238, 0.084438
stage2_unit5_bn1_output: 0.803676, 0.087099
stage2_unit5_conv1_output: 0.798894, 0.088101
stage2_unit5_bn2_output: 0.801456, 0.094359
stage2_unit5_relu1_output: 0.799399, 0.085508
stage2_unit5_conv2_output: 0.972368, 0.099089
stage2_unit5_bn3_output: 0.973519, 0.091875
_plus7_output: 0.974544, 0.100297
stage2_unit6_bn1_output: 0.974595, 0.094085
stage2_unit6_conv1_output: 0.975609, 0.104353
stage2_unit6_bn2_output: 0.973079, 0.09231
stage2_unit6_relu1_output: 0.978731, 0.094409
stage2_unit6_conv2_output: 1.151426, 0.095977
stage2_unit6_bn3_output: 1.154868, 0.100843
_plus8_output: 1.152926, 0.106044
stage2_unit7_bn1_output: 1.154156, 0.10229
stage2_unit7_conv1_output: 1.264803, 0.104436
stage2_unit7_bn2_output: 1.152894, 0.09908
stage2_unit7_relu1_output: 1.156383, 0.102306
stage2_unit7_conv2_output: 1.327798, 0.102294
stage2_unit7_bn3_output: 1.329875, 0.099894
_plus9_output: 1.334517, 0.109175
stage2_unit8_bn1_output: 1.331067, 0.115449
stage2_unit8_conv1_output: 1.337357, 0.11694
stage2_unit8_bn2_output: 1.33041, 0.107694
stage2_unit8_relu1_output: 1.367515, 0.115792
stage2_unit8_conv2_output: 1.514946, 0.12579
stage2_unit8_bn3_output: 1.513034, 0.116744
_plus10_output: 1.517037, 0.120017
stage2_unit9_bn1_output: 1.513593, 0.117845
stage2_unit9_conv1_output: 1.511412, 0.118779
stage2_unit9_bn2_output: 1.515947, 0.119333
stage2_unit9_relu1_output: 1.517616, 0.122603
stage2_unit9_conv2_output: 1.690708, 0.126754
stage2_unit9_bn3_output: 1.752104, 0.14106
_plus11_output: 1.691881, 0.124162
stage2_unit10_bn1_output: 1.693309, 0.121821
stage2_unit10_conv1_output: 1.693686, 0.124328
stage2_unit10_bn2_output: 1.69515, 0.127055
stage2_unit10_relu1_output: 1.698078, 0.127429
stage2_unit10_conv2_output: 1.870003, 0.127633
stage2_unit10_bn3_output: 1.870875, 0.125901
_plus12_output: 1.87123, 0.129811
stage2_unit11_bn1_output: 1.869331, 0.133868
stage2_unit11_conv1_output: 1.873357, 0.129109
stage2_unit11_bn2_output: 1.873282, 0.132226
stage2_unit11_relu1_output: 1.920254, 0.132089
stage2_unit11_conv2_output: 2.049825, 0.13312
stage2_unit11_bn3_output: 2.050059, 0.137388
_plus13_output: 2.048181, 0.131752
stage2_unit12_bn1_output: 2.051213, 0.131852
stage2_unit12_conv1_output: 2.051463, 0.141885
stage2_unit12_bn2_output: 2.052243, 0.13839
stage2_unit12_relu1_output: 2.052618, 0.135662
stage2_unit12_conv2_output: 2.22834, 0.140404
stage2_unit12_bn3_output: 2.224938, 0.135503
_plus14_output: 2.22612, 0.139653
stage2_unit13_bn1_output: 2.227065, 0.15341
stage2_unit13_conv1_output: 2.227888, 0.139268
stage2_unit13_bn2_output: 2.308939, 0.152178
stage2_unit13_relu1_output: 2.264702, 0.13944
stage2_unit13_conv2_output: 2.445593, 0.14272
stage2_unit13_bn3_output: 2.48221, 0.14621
_plus15_output: 2.404699, 0.142299
stage3_unit1_bn1_output: 2.404635, 0.145371
stage3_unit1_conv1_output: 2.495546, 0.130115
stage3_unit1_bn2_output: 2.404267, 0.137987
stage3_unit1_relu1_output: 2.408431, 0.13683
stage3_unit1_conv2_output: 2.646087, 0.15073
stage3_unit1_bn3_output: 2.622898, 0.145354
stage3_unit1_conv1sc_output:2.404587, 0.142018
stage3_unit1_sc_output: 2.449002, 0.156136
_plus16_output: 2.623318, 0.15435
stage3_unit2_bn1_output: 2.660541, 0.145252
stage3_unit2_conv1_output: 2.625539, 0.140111
stage3_unit2_bn2_output: 2.62496, 0.150848
stage3_unit2_relu1_output: 2.625702, 0.138165
stage3_unit2_conv2_output: 2.701528, 0.15487
stage3_unit2_bn3_output: 2.674332, 0.139043
_plus17_output: 2.82142, 0.140635
stage3_unit3_bn1_output: 2.67498, 0.141444
stage3_unit3_conv1_output: 2.720274, 0.161515
stage3_unit3_bn2_output: 2.676898, 0.140523
stage3_unit3_relu1_output: 2.744135, 0.158047
stage3_unit3_conv2_output: 2.805416, 0.154539
stage3_unit3_bn3_output: 2.76725, 0.155655
_plus18_output: 2.723814, 0.149114
stage3_unit4_bn1_output: 2.770419, 0.160261
stage3_unit4_conv1_output: 2.754413, 0.142758
stage3_unit4_bn2_output: 2.776872, 0.144919
stage3_unit4_relu1_output: 2.768867, 0.162386
stage3_unit4_conv2_output: 2.785148, 0.149916
stage3_unit4_bn3_output: 2.785508, 0.150452
_plus19_output: 2.852743, 0.150676
stage3_unit5_bn1_output: 2.858445, 0.159505
stage3_unit5_conv1_output: 2.787531, 0.134272
stage3_unit5_bn2_output: 2.857317, 0.176636
stage3_unit5_relu1_output: 2.78761, 0.148593
stage3_unit5_conv2_output: 2.973983, 0.150124
stage3_unit5_bn3_output: 2.878887, 0.160537
_plus20_output: 2.915179, 0.147848
stage3_unit6_bn1_output: 2.961713, 0.157653
stage3_unit6_conv1_output: 2.925078, 0.158604
stage3_unit6_bn2_output: 2.952041, 0.183091
stage3_unit6_relu1_output: 2.950082, 0.152073
stage3_unit6_conv2_output: 3.070035, 0.154965
stage3_unit6_bn3_output: 3.083161, 0.160839
_plus21_output: 3.068352, 0.165067
stage3_unit7_bn1_output: 3.065441, 0.152242
stage3_unit7_conv1_output: 3.071425, 0.158774
stage3_unit7_bn2_output: 3.068187, 0.156179
stage3_unit7_relu1_output: 3.068218, 0.163327
stage3_unit7_conv2_output: 3.214675, 0.165707
stage3_unit7_bn3_output: 3.17479, 0.164326
_plus22_output: 3.205394, 0.161077
stage3_unit8_bn1_output: 3.206084, 0.15387
stage3_unit8_conv1_output: 3.208103, 0.167449
stage3_unit8_bn2_output: 3.199914, 0.162553
stage3_unit8_relu1_output: 3.204158, 0.165906
stage3_unit8_conv2_output: 3.527746, 0.159096
stage3_unit8_bn3_output: 3.364253, 0.162314
_plus23_output: 3.383523, 0.164172
stage3_unit9_bn1_output: 3.382616, 0.164813
stage3_unit9_conv1_output: 3.362859, 0.158199
stage3_unit9_bn2_output: 3.37949, 0.158827
stage3_unit9_relu1_output: 3.384939, 0.166237
stage3_unit9_conv2_output: 3.537675, 0.159558
stage3_unit9_bn3_output: 3.540659, 0.160435
_plus24_output: 3.543729, 0.163489
stage3_unit10_bn1_output: 3.541645, 0.162107
stage3_unit10_conv1_output: 3.544351, 0.170958
stage3_unit10_bn2_output: 3.597147, 0.168301
stage3_unit10_relu1_output: 3.557067, 0.177325
stage3_unit10_conv2_output: 3.710173, 0.177329
stage3_unit10_bn3_output: 3.701505, 0.170064
_plus25_output: 3.710012, 0.166437
stage3_unit11_bn1_output: 3.705039, 0.163946
stage3_unit11_conv1_output: 3.710265, 0.16616
stage3_unit11_bn2_output: 3.717233, 0.178367
stage3_unit11_relu1_output: 3.702583, 0.170878
stage3_unit11_conv2_output: 3.886982, 0.183558
stage3_unit11_bn3_output: 3.877928, 0.165655
_plus26_output: 3.997818, 0.177522
stage3_unit12_bn1_output: 3.879009, 0.167984
stage3_unit12_conv1_output: 3.892867, 0.18921
stage3_unit12_bn2_output: 3.890289, 0.164483
stage3_unit12_relu1_output: 3.884186, 0.173198
stage3_unit12_conv2_output: 4.021346, 0.179663
stage3_unit12_bn3_output: 3.984339, 0.162524
_plus27_output: 3.984637, 0.166945
stage3_unit13_bn1_output: 4.022058, 0.18014
stage3_unit13_conv1_output: 4.050858, 0.168892
stage3_unit13_bn2_output: 4.094155, 0.208368
stage3_unit13_relu1_output: 4.050477, 0.173887
stage3_unit13_conv2_output: 4.115462, 0.161895
stage3_unit13_bn3_output: 4.186274, 0.192759
_plus28_output: 4.18548, 0.189159
stage3_unit14_bn1_output: 4.159161, 0.171517
stage3_unit14_conv1_output: 4.18956, 0.190796
stage3_unit14_bn2_output: 4.178333, 0.17536
stage3_unit14_relu1_output: 4.179994, 0.175066
stage3_unit14_conv2_output: 4.300632, 0.174267
stage3_unit14_bn3_output: 4.299918, 0.177745
_plus29_output: 4.297867, 0.177089
stage3_unit15_bn1_output: 4.285073, 0.191193
stage3_unit15_conv1_output: 4.240216, 0.171769
stage3_unit15_bn2_output: 4.310539, 0.199338
stage3_unit15_relu1_output: 4.322123, 0.206417
stage3_unit15_conv2_output: 4.383803, 0.197183
stage3_unit15_bn3_output: 4.350731, 0.190658
_plus30_output: 4.382977, 0.193918
stage3_unit16_bn1_output: 4.357064, 0.178021
stage3_unit16_conv1_output: 4.386747, 0.204758
stage3_unit16_bn2_output: 4.318768, 0.175646
stage3_unit16_relu1_output: 4.49518, 0.193358
stage3_unit16_conv2_output: 4.376717, 0.177199
stage3_unit16_bn3_output: 4.433285, 0.209691
_plus31_output: 4.476138, 0.181088
stage3_unit17_bn1_output: 4.413544, 0.198738
stage3_unit17_conv1_output: 4.448523, 0.211011
stage3_unit17_bn2_output: 4.437947, 0.188803
stage3_unit17_relu1_output: 4.471436, 0.182246
stage3_unit17_conv2_output: 4.464995, 0.190605
stage3_unit17_bn3_output: 4.495746, 0.188904
_plus32_output: 4.497132, 0.186968
stage3_unit18_bn1_output: 4.494318, 0.189719
stage3_unit18_conv1_output: 4.50498, 0.212633
stage3_unit18_bn2_output: 4.506396, 0.213459
stage3_unit18_relu1_output: 4.475143, 0.193315
stage3_unit18_conv2_output: 4.653117, 0.20993
stage3_unit18_bn3_output: 4.507678, 0.204726
_plus33_output: 4.536134, 0.193892
stage3_unit19_bn1_output: 4.53561, 0.187413
stage3_unit19_conv1_output: 4.539222, 0.202827
stage3_unit19_bn2_output: 4.560858, 0.201051
stage3_unit19_relu1_output: 4.500417, 0.187404
stage3_unit19_conv2_output: 4.592115, 0.197354
stage3_unit19_bn3_output: 4.681466, 0.211497
_plus34_output: 4.592453, 0.191492
stage3_unit20_bn1_output: 4.517682, 0.189632
stage3_unit20_conv1_output: 4.655152, 0.211197
stage3_unit20_bn2_output: 4.587503, 0.192804
stage3_unit20_relu1_output: 4.580557, 0.204196
stage3_unit20_conv2_output: 4.628281, 0.206086
stage3_unit20_bn3_output: 4.61096, 0.210766
_plus35_output: 4.598163, 0.195696
stage3_unit21_bn1_output: 4.606171, 0.219117
stage3_unit21_conv1_output: 4.609144, 0.218048
stage3_unit21_bn2_output: 4.620656, 0.239316
stage3_unit21_relu1_output: 4.621237, 0.231165
stage3_unit21_conv2_output: 4.586554, 0.201488
stage3_unit21_bn3_output: 4.622247, 0.208518
_plus36_output: 4.632964, 0.212868
stage3_unit22_bn1_output: 4.630584, 0.235297
stage3_unit22_conv1_output: 4.640143, 0.21938
stage3_unit22_bn2_output: 4.622538, 0.211184
stage3_unit22_relu1_output: 4.610427, 0.213364
stage3_unit22_conv2_output: 4.597088, 0.21073
stage3_unit22_bn3_output: 4.592711, 0.203537
_plus37_output: 4.648936, 0.226621
stage3_unit23_bn1_output: 4.578229, 0.201688
stage3_unit23_conv1_output: 4.579189, 0.208506
stage3_unit23_bn2_output: 4.619497, 0.216342
stage3_unit23_relu1_output: 4.63978, 0.210522
stage3_unit23_conv2_output: 4.654119, 0.244915
stage3_unit23_bn3_output: 4.633789, 0.237371
_plus38_output: 4.645333, 0.217392
stage3_unit24_bn1_output: 4.650876, 0.216885
stage3_unit24_conv1_output: 4.631923, 0.22258
stage3_unit24_bn2_output: 4.654131, 0.226166
stage3_unit24_relu1_output: 4.662393, 0.227011
stage3_unit24_conv2_output: 4.676686, 0.237505
stage3_unit24_bn3_output: 4.67491, 0.236287
_plus39_output: 4.681957, 0.228982
stage3_unit25_bn1_output: 4.667902, 0.234539
stage3_unit25_conv1_output: 4.608225, 0.226377
stage3_unit25_bn2_output: 4.660698, 0.234023
stage3_unit25_relu1_output: 4.670319, 0.236117
stage3_unit25_conv2_output: 4.668118, 0.235951
stage3_unit25_bn3_output: 4.669713, 0.240941
_plus40_output: 4.672722, 0.234859
stage3_unit26_bn1_output: 4.673621, 0.242095
stage3_unit26_conv1_output: 4.674926, 0.241272
stage3_unit26_bn2_output: 4.629386, 0.236326
stage3_unit26_relu1_output: 4.643883, 0.235013
stage3_unit26_conv2_output: 4.672228, 0.242132
stage3_unit26_bn3_output: 4.675735, 0.268967
_plus41_output: 4.678208, 0.247758
stage3_unit27_bn1_output: 4.654869, 0.242446
stage3_unit27_conv1_output: 4.663212, 0.249276
stage3_unit27_bn2_output: 4.684574, 0.249429
stage3_unit27_relu1_output: 4.660159, 0.245806
stage3_unit27_conv2_output: 4.673735, 0.247195
stage3_unit27_bn3_output: 4.692985, 0.254272
_plus42_output: 4.689639, 0.245624
stage3_unit28_bn1_output: 4.693664, 0.252727
stage3_unit28_conv1_output: 4.712328, 0.252102
stage3_unit28_bn2_output: 4.658878, 0.256585
stage3_unit28_relu1_output: 4.683309, 0.254246
stage3_unit28_conv2_output: 4.665657, 0.258761
stage3_unit28_bn3_output: 4.635315, 0.24745
_plus43_output: 4.668364, 0.252678
stage3_unit29_bn1_output: 4.697991, 0.260005
stage3_unit29_conv1_output: 4.703722, 0.270149
stage3_unit29_bn2_output: 4.75063, 0.262647
stage3_unit29_relu1_output: 4.695627, 0.258194
stage3_unit29_conv2_output: 4.719219, 0.270528
stage3_unit29_bn3_output: 4.715352, 0.268147
_plus44_output: 4.72601, 0.277236
stage3_unit30_bn1_output: 4.712885, 0.273237
stage3_unit30_conv1_output: 4.726603, 0.281883
stage3_unit30_bn2_output: 4.718283, 0.267689
stage3_unit30_relu1_output: 4.716642, 0.265039
stage3_unit30_conv2_output: 4.755806, 0.254604
stage3_unit30_bn3_output: 4.72627, 0.305412
_plus45_output: 4.757577, 0.273827
stage4_unit1_bn1_output: 4.757362, 0.27349
stage4_unit1_conv1_output: 4.755466, 0.28539
stage4_unit1_bn2_output: 4.728324, 0.272601
stage4_unit1_relu1_output: 4.765415, 0.27752
stage4_unit1_conv2_output: 4.794749, 0.285751
stage4_unit1_bn3_output: 4.791658, 0.287927
stage4_unit1_conv1sc_output:4.756854, 0.269675
stage4_unit1_sc_output: 4.753292, 0.276264
_plus46_output: 4.736092, 0.283252
stage4_unit2_bn1_output: 4.737606, 0.277921
stage4_unit2_conv1_output: 4.73965, 0.285815
stage4_unit2_bn2_output: 4.772288, 0.295948
stage4_unit2_relu1_output: 4.792022, 0.287408
stage4_unit2_conv2_output: 4.799194, 0.295432
stage4_unit2_bn3_output: 4.800223, 0.301028
_plus47_output: 4.798577, 0.297875
stage4_unit3_bn1_output: 4.799634, 0.302639
stage4_unit3_conv1_output: 4.801734, 0.306124
stage4_unit3_bn2_output: 4.825884, 0.31153
stage4_unit3_relu1_output: 4.831719, 0.312566
stage4_unit3_conv2_output: 4.826539, 0.324629
stage4_unit3_bn3_output: 4.875738, 0.356396
_plus48_output: 4.827168, 0.325123
bn1_output: 4.827469, 0.319441
dropout0_output: 4.905909, 0.331991
pre_fc1_output: 4.831515, 0.298059
fc1_output: 4.831981, 0.372678
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