caffe通过运行caffe time命令能对网络各层前向计算计时。
加载模型及其参数，如下：
./build/tools/caffe.bin time --model=./MobileNet-SSD/MobileNetSSD_deploy.prototxt --weights=./MobileNet-SSD/MobileNetSSD_deploy.caffemodel可以得到结果
I0807 11:12:26.343075 22968 caffe.cpp:398] Iteration: 1 forward-backward time: 233 ms.
I0807 11:12:26.558094 22968 caffe.cpp:398] Iteration: 2 forward-backward time: 214 ms.
I0807 11:12:26.733772 22968 caffe.cpp:398] Iteration: 3 forward-backward time: 175 ms.
I0807 11:12:26.909601 22968 caffe.cpp:398] Iteration: 4 forward-backward time: 175 ms.
I0807 11:12:27.086433 22968 caffe.cpp:398] Iteration: 5 forward-backward time: 176 ms.
I0807 11:12:27.262372 22968 caffe.cpp:398] Iteration: 6 forward-backward time: 175 ms.
I0807 11:12:27.438525 22968 caffe.cpp:398] Iteration: 7 forward-backward time: 176 ms.
I0807 11:12:27.615978 22968 caffe.cpp:398] Iteration: 8 forward-backward time: 177 ms.
I0807 11:12:27.791959 22968 caffe.cpp:398] Iteration: 9 forward-backward time: 175 ms.
I0807 11:12:27.967593 22968 caffe.cpp:398] Iteration: 10 forward-backward time: 175 ms.
I0807 11:12:28.143656 22968 caffe.cpp:398] Iteration: 11 forward-backward time: 175 ms.
I0807 11:12:28.321295 22968 caffe.cpp:398] Iteration: 12 forward-backward time: 177 ms.
I0807 11:12:28.497311 22968 caffe.cpp:398] Iteration: 13 forward-backward time: 175 ms.
I0807 11:12:28.673487 22968 caffe.cpp:398] Iteration: 14 forward-backward time: 176 ms.
I0807 11:12:28.849762 22968 caffe.cpp:398] Iteration: 15 forward-backward time: 176 ms.
I0807 11:12:29.025810 22968 caffe.cpp:398] Iteration: 16 forward-backward time: 175 ms.
I0807 11:12:29.203747 22968 caffe.cpp:398] Iteration: 17 forward-backward time: 177 ms.
I0807 11:12:29.379457 22968 caffe.cpp:398] Iteration: 18 forward-backward time: 175 ms.
I0807 11:12:29.555697 22968 caffe.cpp:398] Iteration: 19 forward-backward time: 176 ms.
I0807 11:12:29.731508 22968 caffe.cpp:398] Iteration: 20 forward-backward time: 175 ms.
I0807 11:12:29.907218 22968 caffe.cpp:398] Iteration: 21 forward-backward time: 175 ms.
I0807 11:12:30.083269 22968 caffe.cpp:398] Iteration: 22 forward-backward time: 175 ms.
I0807 11:12:30.258981 22968 caffe.cpp:398] Iteration: 23 forward-backward time: 175 ms.
I0807 11:12:30.434901 22968 caffe.cpp:398] Iteration: 24 forward-backward time: 175 ms.
I0807 11:12:30.611008 22968 caffe.cpp:398] Iteration: 25 forward-backward time: 176 ms.
I0807 11:12:30.789714 22968 caffe.cpp:398] Iteration: 26 forward-backward time: 178 ms.
I0807 11:12:30.965342 22968 caffe.cpp:398] Iteration: 27 forward-backward time: 175 ms.
I0807 11:12:31.142565 22968 caffe.cpp:398] Iteration: 28 forward-backward time: 177 ms.
I0807 11:12:31.318210 22968 caffe.cpp:398] Iteration: 29 forward-backward time: 175 ms.
I0807 11:12:31.495992 22968 caffe.cpp:398] Iteration: 30 forward-backward time: 177 ms.
I0807 11:12:31.671850 22968 caffe.cpp:398] Iteration: 31 forward-backward time: 175 ms.
I0807 11:12:31.848373 22968 caffe.cpp:398] Iteration: 32 forward-backward time: 176 ms.
I0807 11:12:32.024511 22968 caffe.cpp:398] Iteration: 33 forward-backward time: 176 ms.
I0807 11:12:32.200573 22968 caffe.cpp:398] Iteration: 34 forward-backward time: 175 ms.
I0807 11:12:32.377089 22968 caffe.cpp:398] Iteration: 35 forward-backward time: 176 ms.
I0807 11:12:32.552915 22968 caffe.cpp:398] Iteration: 36 forward-backward time: 175 ms.
I0807 11:12:32.729025 22968 caffe.cpp:398] Iteration: 37 forward-backward time: 176 ms.
I0807 11:12:32.905262 22968 caffe.cpp:398] Iteration: 38 forward-backward time: 176 ms.
I0807 11:12:33.081305 22968 caffe.cpp:398] Iteration: 39 forward-backward time: 175 ms.
I0807 11:12:33.256815 22968 caffe.cpp:398] Iteration: 40 forward-backward time: 175 ms.
I0807 11:12:33.433538 22968 caffe.cpp:398] Iteration: 41 forward-backward time: 176 ms.
I0807 11:12:33.610980 22968 caffe.cpp:398] Iteration: 42 forward-backward time: 177 ms.
I0807 11:12:33.786635 22968 caffe.cpp:398] Iteration: 43 forward-backward time: 175 ms.
I0807 11:12:33.963346 22968 caffe.cpp:398] Iteration: 44 forward-backward time: 176 ms.
I0807 11:12:34.139735 22968 caffe.cpp:398] Iteration: 45 forward-backward time: 176 ms.
I0807 11:12:34.315824 22968 caffe.cpp:398] Iteration: 46 forward-backward time: 175 ms.
I0807 11:12:34.491432 22968 caffe.cpp:398] Iteration: 47 forward-backward time: 175 ms.
I0807 11:12:34.667646 22968 caffe.cpp:398] Iteration: 48 forward-backward time: 176 ms.
I0807 11:12:34.843937 22968 caffe.cpp:398] Iteration: 49 forward-backward time: 176 ms.
I0807 11:12:35.020048 22968 caffe.cpp:398] Iteration: 50 forward-backward time: 176 ms.
I0807 11:12:35.020144 22968 caffe.cpp:401] Average time per layer:
I0807 11:12:35.020190 22968 caffe.cpp:404] input forward: 0.00122 ms.
I0807 11:12:35.020267 22968 caffe.cpp:407] input backward: 0.00072 ms.
I0807 11:12:35.020344 22968 caffe.cpp:404] data_input_0_split forward: 0.00228 ms.
I0807 11:12:35.020422 22968 caffe.cpp:407] data_input_0_split backward: 0.00086 ms.
I0807 11:12:35.020503 22968 caffe.cpp:404] conv0 forward: 1.4131 ms.
I0807 11:12:35.020584 22968 caffe.cpp:407] conv0 backward: 2.03252 ms.
I0807 11:12:35.020661 22968 caffe.cpp:404] conv0/relu forward: 0.70592 ms.
I0807 11:12:35.020738 22968 caffe.cpp:407] conv0/relu backward: 0.00078 ms.
I0807 11:12:35.020815 22968 caffe.cpp:404] conv1/dw forward: 8.65124 ms.
I0807 11:12:35.020892 22968 caffe.cpp:407] conv1/dw backward: 9.16904 ms.
I0807 11:12:35.020973 22968 caffe.cpp:404] conv1/dw/relu forward: 0.70806 ms.
I0807 11:12:35.021050 22968 caffe.cpp:407] conv1/dw/relu backward: 0.00058 ms.
I0807 11:12:35.021128 22968 caffe.cpp:404] conv1 forward: 2.2477 ms.
I0807 11:12:35.021209 22968 caffe.cpp:407] conv1 backward: 2.62538 ms.
I0807 11:12:35.021286 22968 caffe.cpp:404] conv1/relu forward: 1.35302 ms.
I0807 11:12:35.021369 22968 caffe.cpp:407] conv1/relu backward: 0.00068 ms.
I0807 11:12:35.021446 22968 caffe.cpp:404] conv2/dw forward: 4.75732 ms.
I0807 11:12:35.021529 22968 caffe.cpp:407] conv2/dw backward: 5.21534 ms.
I0807 11:12:35.021610 22968 caffe.cpp:404] conv2/dw/relu forward: 0.37456 ms.
I0807 11:12:35.021687 22968 caffe.cpp:407] conv2/dw/relu backward: 0.00052 ms.
I0807 11:12:35.021765 22968 caffe.cpp:404] conv2 forward: 1.64526 ms.
I0807 11:12:35.021843 22968 caffe.cpp:407] conv2 backward: 1.88646 ms.
I0807 11:12:35.021920 22968 caffe.cpp:404] conv2/relu forward: 0.70556 ms.
I0807 11:12:35.022011 22968 caffe.cpp:407] conv2/relu backward: 0.0008 ms.
I0807 11:12:35.022087 22968 caffe.cpp:404] conv3/dw forward: 9.15732 ms.
I0807 11:12:35.022166 22968 caffe.cpp:407] conv3/dw backward: 9.48256 ms.
I0807 11:12:35.022241 22968 caffe.cpp:404] conv3/dw/relu forward: 0.7058 ms.
I0807 11:12:35.022320 22968 caffe.cpp:407] conv3/dw/relu backward: 0.00052 ms.
I0807 11:12:35.022397 22968 caffe.cpp:404] conv3 forward: 2.805 ms.
I0807 11:12:35.022475 22968 caffe.cpp:407] conv3 backward: 2.91026 ms.
I0807 11:12:35.022552 22968 caffe.cpp:404] conv3/relu forward: 0.71722 ms.
I0807 11:12:35.022646 22968 caffe.cpp:407] conv3/relu backward: 0.00074 ms.
I0807 11:12:35.022723 22968 caffe.cpp:404] conv4/dw forward: 2.57872 ms.
I0807 11:12:35.022804 22968 caffe.cpp:407] conv4/dw backward: 2.79874 ms.
I0807 11:12:35.022881 22968 caffe.cpp:404] conv4/dw/relu forward: 0.1631 ms.
I0807 11:12:35.022959 22968 caffe.cpp:407] conv4/dw/relu backward: 0.0005 ms.
I0807 11:12:35.023036 22968 caffe.cpp:404] conv4 forward: 1.38706 ms.
I0807 11:12:35.023113 22968 caffe.cpp:407] conv4 backward: 1.39474 ms.
I0807 11:12:35.023195 22968 caffe.cpp:404] conv4/relu forward: 0.3861 ms.
I0807 11:12:35.023272 22968 caffe.cpp:407] conv4/relu backward: 0.00072 ms.
I0807 11:12:35.023350 22968 caffe.cpp:404] conv5/dw forward: 5.06106 ms.
I0807 11:12:35.023427 22968 caffe.cpp:407] conv5/dw backward: 5.19278 ms.
I0807 11:12:35.023502 22968 caffe.cpp:404] conv5/dw/relu forward: 0.38676 ms.
I0807 11:12:35.023578 22968 caffe.cpp:407] conv5/dw/relu backward: 0.00038 ms.
I0807 11:12:35.023659 22968 caffe.cpp:404] conv5 forward: 2.4788 ms.
I0807 11:12:35.023736 22968 caffe.cpp:407] conv5 backward: 2.63238 ms.
I0807 11:12:35.023813 22968 caffe.cpp:404] conv5/relu forward: 0.37944 ms.
I0807 11:12:35.023891 22968 caffe.cpp:407] conv5/relu backward: 0.0005 ms.
I0807 11:12:35.023970 22968 caffe.cpp:404] conv6/dw forward: 1.4319 ms.
I0807 11:12:35.024049 22968 caffe.cpp:407] conv6/dw backward: 1.48458 ms.
I0807 11:12:35.024127 22968 caffe.cpp:404] conv6/dw/relu forward: 0.08156 ms.
I0807 11:12:35.024201 22968 caffe.cpp:407] conv6/dw/relu backward: 0.00056 ms.
I0807 11:12:35.024278 22968 caffe.cpp:404] conv6 forward: 1.308 ms.
I0807 11:12:35.024358 22968 caffe.cpp:407] conv6 backward: 1.30654 ms.
I0807 11:12:35.024435 22968 caffe.cpp:404] conv6/relu forward: 0.16308 ms.
I0807 11:12:35.024513 22968 caffe.cpp:407] conv6/relu backward: 0.00048 ms.
I0807 11:12:35.024590 22968 caffe.cpp:404] conv7/dw forward: 2.8667 ms.
I0807 11:12:35.024669 22968 caffe.cpp:407] conv7/dw backward: 2.83446 ms.
I0807 11:12:35.024747 22968 caffe.cpp:404] conv7/dw/relu forward: 0.1627 ms.
I0807 11:12:35.024824 22968 caffe.cpp:407] conv7/dw/relu backward: 0.00052 ms.
I0807 11:12:35.024902 22968 caffe.cpp:404] conv7 forward: 2.37576 ms.
I0807 11:12:35.024978 22968 caffe.cpp:407] conv7 backward: 2.40214 ms.
I0807 11:12:35.025055 22968 caffe.cpp:404] conv7/relu forward: 0.1634 ms.
I0807 11:12:35.025132 22968 caffe.cpp:407] conv7/relu backward: 0.00062 ms.
I0807 11:12:35.025209 22968 caffe.cpp:404] conv8/dw forward: 2.85732 ms.
I0807 11:12:35.025285 22968 caffe.cpp:407] conv8/dw backward: 2.82676 ms.
I0807 11:12:35.025362 22968 caffe.cpp:404] conv8/dw/relu forward: 0.16214 ms.
I0807 11:12:35.025439 22968 caffe.cpp:407] conv8/dw/relu backward: 0.00072 ms.
I0807 11:12:35.025521 22968 caffe.cpp:404] conv8 forward: 2.38284 ms.
I0807 11:12:35.025598 22968 caffe.cpp:407] conv8 backward: 2.41312 ms.
I0807 11:12:35.025673 22968 caffe.cpp:404] conv8/relu forward: 0.16286 ms.
I0807 11:12:35.025751 22968 caffe.cpp:407] conv8/relu backward: 0.00052 ms.
I0807 11:12:35.025828 22968 caffe.cpp:404] conv9/dw forward: 2.85026 ms.
I0807 11:12:35.025907 22968 caffe.cpp:407] conv9/dw backward: 2.84556 ms.
I0807 11:12:35.025982 22968 caffe.cpp:404] conv9/dw/relu forward: 0.16224 ms.
I0807 11:12:35.026058 22968 caffe.cpp:407] conv9/dw/relu backward: 0.00034 ms.
I0807 11:12:35.026136 22968 caffe.cpp:404] conv9 forward: 2.37946 ms.
I0807 11:12:35.026216 22968 caffe.cpp:407] conv9 backward: 2.40646 ms.
I0807 11:12:35.026293 22968 caffe.cpp:404] conv9/relu forward: 0.1626 ms.
I0807 11:12:35.026371 22968 caffe.cpp:407] conv9/relu backward: 0.00066 ms.
I0807 11:12:35.026448 22968 caffe.cpp:404] conv10/dw forward: 2.84106 ms.
I0807 11:12:35.026530 22968 caffe.cpp:407] conv10/dw backward: 2.83984 ms.
I0807 11:12:35.026607 22968 caffe.cpp:404] conv10/dw/relu forward: 0.16246 ms.
I0807 11:12:35.026684 22968 caffe.cpp:407] conv10/dw/relu backward: 0.00046 ms.
I0807 11:12:35.026762 22968 caffe.cpp:404] conv10 forward: 2.3758 ms.
I0807 11:12:35.026851 22968 caffe.cpp:407] conv10 backward: 2.40924 ms.
I0807 11:12:35.026928 22968 caffe.cpp:404] conv10/relu forward: 0.16374 ms.
I0807 11:12:35.027006 22968 caffe.cpp:407] conv10/relu backward: 0.00064 ms.
I0807 11:12:35.027084 22968 caffe.cpp:404] conv11/dw forward: 2.83734 ms.
I0807 11:12:35.027160 22968 caffe.cpp:407] conv11/dw backward: 2.8796 ms.
I0807 11:12:35.027237 22968 caffe.cpp:404] conv11/dw/relu forward: 0.16218 ms.
I0807 11:12:35.027315 22968 caffe.cpp:407] conv11/dw/relu backward: 0.00024 ms.
I0807 11:12:35.027395 22968 caffe.cpp:404] conv11 forward: 2.37598 ms.
I0807 11:12:35.027473 22968 caffe.cpp:407] conv11 backward: 2.44468 ms.
I0807 11:12:35.027549 22968 caffe.cpp:404] conv11/relu forward: 0.16306 ms.
I0807 11:12:35.027626 22968 caffe.cpp:407] conv11/relu backward: 0.00044 ms.
I0807 11:12:35.027707 22968 caffe.cpp:404] conv11_conv11/relu_0_split forward: 0.00142 ms.
I0807 11:12:35.027786 22968 caffe.cpp:407] conv11_conv11/relu_0_split backward: 0.00076 ms.
I0807 11:12:35.027863 22968 caffe.cpp:404] conv12/dw forward: 0.79896 ms.
I0807 11:12:35.027945 22968 caffe.cpp:407] conv12/dw backward: 0.85082 ms.
I0807 11:12:35.028023 22968 caffe.cpp:404] conv12/dw/relu forward: 0.04536 ms.
I0807 11:12:35.028100 22968 caffe.cpp:407] conv12/dw/relu backward: 0.00054 ms.
I0807 11:12:35.028178 22968 caffe.cpp:404] conv12 forward: 1.5528 ms.
I0807 11:12:35.028254 22968 caffe.cpp:407] conv12 backward: 1.40298 ms.
I0807 11:12:35.028331 22968 caffe.cpp:404] conv12/relu forward: 0.09028 ms.
I0807 11:12:35.028409 22968 caffe.cpp:407] conv12/relu backward: 0.00058 ms.
I0807 11:12:35.028484 22968 caffe.cpp:404] conv13/dw forward: 1.65614 ms.
I0807 11:12:35.028563 22968 caffe.cpp:407] conv13/dw backward: 1.71758 ms.
I0807 11:12:35.028641 22968 caffe.cpp:404] conv13/dw/relu forward: 0.09042 ms.
I0807 11:12:35.028719 22968 caffe.cpp:407] conv13/dw/relu backward: 0.00064 ms.
I0807 11:12:35.028796 22968 caffe.cpp:404] conv13 forward: 2.96046 ms.
I0807 11:12:35.028872 22968 caffe.cpp:407] conv13 backward: 2.66966 ms.
I0807 11:12:35.028952 22968 caffe.cpp:404] conv13/relu forward: 0.09052 ms.
I0807 11:12:35.029031 22968 caffe.cpp:407] conv13/relu backward: 0.00044 ms.
I0807 11:12:35.029114 22968 caffe.cpp:404] conv13_conv13/relu_0_split forward: 0.00142 ms.
I0807 11:12:35.029192 22968 caffe.cpp:407] conv13_conv13/relu_0_split backward: 0.00046 ms.
I0807 11:12:35.029269 22968 caffe.cpp:404] conv14_1 forward: 0.7616 ms.
I0807 11:12:35.029346 22968 caffe.cpp:407] conv14_1 backward: 0.6925 ms.
I0807 11:12:35.029422 22968 caffe.cpp:404] conv14_1/relu forward: 0.02318 ms.
I0807 11:12:35.029502 22968 caffe.cpp:407] conv14_1/relu backward: 0.00058 ms.
I0807 11:12:35.029578 22968 caffe.cpp:404] conv14_2 forward: 1.09014 ms.
I0807 11:12:35.029656 22968 caffe.cpp:407] conv14_2 backward: 1.0856 ms.
I0807 11:12:35.029733 22968 caffe.cpp:404] conv14_2/relu forward: 0.01184 ms.
I0807 11:12:35.029810 22968 caffe.cpp:407] conv14_2/relu backward: 0.00054 ms.
I0807 11:12:35.029889 22968 caffe.cpp:404] conv14_2_conv14_2/relu_0_split forward: 0.001 ms.
I0807 11:12:35.029966 22968 caffe.cpp:407] conv14_2_conv14_2/relu_0_split backward: 0.00032 ms.
I0807 11:12:35.030045 22968 caffe.cpp:404] conv15_1 forward: 0.0734 ms.
I0807 11:12:35.030122 22968 caffe.cpp:407] conv15_1 backward: 0.05542 ms.
I0807 11:12:35.030200 22968 caffe.cpp:404] conv15_1/relu forward: 0.00316 ms.
I0807 11:12:35.030280 22968 caffe.cpp:407] conv15_1/relu backward: 0.0004 ms.
I0807 11:12:35.030357 22968 caffe.cpp:404] conv15_2 forward: 0.41178 ms.
I0807 11:12:35.030434 22968 caffe.cpp:407] conv15_2 backward: 0.17154 ms.
I0807 11:12:35.030511 22968 caffe.cpp:404] conv15_2/relu forward: 0.00258 ms.
I0807 11:12:35.030589 22968 caffe.cpp:407] conv15_2/relu backward: 0.00042 ms.
I0807 11:12:35.030668 22968 caffe.cpp:404] conv15_2_conv15_2/relu_0_split forward: 0.0009 ms.
I0807 11:12:35.030745 22968 caffe.cpp:407] conv15_2_conv15_2/relu_0_split backward: 0.00032 ms.
I0807 11:12:35.030823 22968 caffe.cpp:404] conv16_1 forward: 0.0516 ms.
I0807 11:12:35.030908 22968 caffe.cpp:407] conv16_1 backward: 0.0209 ms.
I0807 11:12:35.030985 22968 caffe.cpp:404] conv16_1/relu forward: 0.0015 ms.
I0807 11:12:35.031062 22968 caffe.cpp:407] conv16_1/relu backward: 0.00028 ms.
I0807 11:12:35.031144 22968 caffe.cpp:404] conv16_2 forward: 0.259 ms.
I0807 11:12:35.031222 22968 caffe.cpp:407] conv16_2 backward: 0.15238 ms.
I0807 11:12:35.031299 22968 caffe.cpp:404] conv16_2/relu forward: 0.00146 ms.
I0807 11:12:35.031378 22968 caffe.cpp:407] conv16_2/relu backward: 0.00026 ms.
I0807 11:12:35.031455 22968 caffe.cpp:404] conv16_2_conv16_2/relu_0_split forward: 0.0009 ms.
I0807 11:12:35.031533 22968 caffe.cpp:407] conv16_2_conv16_2/relu_0_split backward: 0.0005 ms.
I0807 11:12:35.031610 22968 caffe.cpp:404] conv17_1 forward: 0.01882 ms.
I0807 11:12:35.031687 22968 caffe.cpp:407] conv17_1 backward: 0.01222 ms.
I0807 11:12:35.031764 22968 caffe.cpp:404] conv17_1/relu forward: 0.00064 ms.
I0807 11:12:35.031846 22968 caffe.cpp:407] conv17_1/relu backward: 0.00042 ms.
I0807 11:12:35.031924 22968 caffe.cpp:404] conv17_2 forward: 0.06334 ms.
I0807 11:12:35.032001 22968 caffe.cpp:407] conv17_2 backward: 0.04086 ms.
I0807 11:12:35.032079 22968 caffe.cpp:404] conv17_2/relu forward: 0.00066 ms.
I0807 11:12:35.032160 22968 caffe.cpp:407] conv17_2/relu backward: 0.00028 ms.
I0807 11:12:35.032236 22968 caffe.cpp:404] conv17_2_conv17_2/relu_0_split forward: 0.00088 ms.
I0807 11:12:35.032315 22968 caffe.cpp:407] conv17_2_conv17_2/relu_0_split backward: 0.00068 ms.
I0807 11:12:35.032397 22968 caffe.cpp:404] conv11_mbox_loc forward: 0.33832 ms.
I0807 11:12:35.032475 22968 caffe.cpp:407] conv11_mbox_loc backward: 0.28956 ms.
I0807 11:12:35.032552 22968 caffe.cpp:404] conv11_mbox_loc_perm forward: 0.05518 ms.
I0807 11:12:35.032630 22968 caffe.cpp:407] conv11_mbox_loc_perm backward: 0.05336 ms.
I0807 11:12:35.032706 22968 caffe.cpp:404] conv11_mbox_loc_flat forward: 0.00124 ms.
I0807 11:12:35.032786 22968 caffe.cpp:407] conv11_mbox_loc_flat backward: 0.00038 ms.
I0807 11:12:35.032862 22968 caffe.cpp:404] conv11_mbox_conf forward: 0.3409 ms.
I0807 11:12:35.032939 22968 caffe.cpp:407] conv11_mbox_conf backward: 0.33506 ms.
I0807 11:12:35.033017 22968 caffe.cpp:404] conv11_mbox_conf_perm forward: 0.28054 ms.
I0807 11:12:35.033093 22968 caffe.cpp:407] conv11_mbox_conf_perm backward: 0.27874 ms.
I0807 11:12:35.033171 22968 caffe.cpp:404] conv11_mbox_conf_flat forward: 0.00098 ms.
I0807 11:12:35.033248 22968 caffe.cpp:407] conv11_mbox_conf_flat backward: 0.0004 ms.
I0807 11:12:35.033325 22968 caffe.cpp:404] conv11_mbox_priorbox forward: 0.0146 ms.
I0807 11:12:35.033403 22968 caffe.cpp:407] conv11_mbox_priorbox backward: 0.00026 ms.
I0807 11:12:35.033483 22968 caffe.cpp:404] conv13_mbox_loc forward: 0.1093 ms.
I0807 11:12:35.033565 22968 caffe.cpp:407] conv13_mbox_loc backward: 0.09174 ms.
I0807 11:12:35.033643 22968 caffe.cpp:404] conv13_mbox_loc_perm forward: 0.03052 ms.
I0807 11:12:35.033720 22968 caffe.cpp:407] conv13_mbox_loc_perm backward: 0.0299 ms.
I0807 11:12:35.033797 22968 caffe.cpp:404] conv13_mbox_loc_flat forward: 0.0007 ms.
I0807 11:12:35.033874 22968 caffe.cpp:407] conv13_mbox_loc_flat backward: 0.0004 ms.
I0807 11:12:35.033951 22968 caffe.cpp:404] conv13_mbox_conf forward: 0.40302 ms.
I0807 11:12:35.034029 22968 caffe.cpp:407] conv13_mbox_conf backward: 0.37996 ms.
I0807 11:12:35.034107 22968 caffe.cpp:404] conv13_mbox_conf_perm forward: 0.15584 ms.
I0807 11:12:35.034185 22968 caffe.cpp:407] conv13_mbox_conf_perm backward: 0.15536 ms.
I0807 11:12:35.034262 22968 caffe.cpp:404] conv13_mbox_conf_flat forward: 0.0007 ms.
I0807 11:12:35.034340 22968 caffe.cpp:407] conv13_mbox_conf_flat backward: 0.00048 ms.
I0807 11:12:35.034416 22968 caffe.cpp:404] conv13_mbox_priorbox forward: 0.00862 ms.
I0807 11:12:35.034494 22968 caffe.cpp:407] conv13_mbox_priorbox backward: 0.0003 ms.
I0807 11:12:35.034571 22968 caffe.cpp:404] conv14_2_mbox_loc forward: 0.0219 ms.
I0807 11:12:35.034647 22968 caffe.cpp:407] conv14_2_mbox_loc backward: 0.015 ms.
I0807 11:12:35.034736 22968 caffe.cpp:404] conv14_2_mbox_loc_perm forward: 0.00842 ms.
I0807 11:12:35.034816 22968 caffe.cpp:407] conv14_2_mbox_loc_perm backward: 0.00786 ms.
I0807 11:12:35.034894 22968 caffe.cpp:404] conv14_2_mbox_loc_flat forward: 0.00062 ms.
I0807 11:12:35.034971 22968 caffe.cpp:407] conv14_2_mbox_loc_flat backward: 0.00048 ms.
I0807 11:12:35.035049 22968 caffe.cpp:404] conv14_2_mbox_conf forward: 0.07176 ms.
I0807 11:12:35.035128 22968 caffe.cpp:407] conv14_2_mbox_conf backward: 0.05346 ms.
I0807 11:12:35.035205 22968 caffe.cpp:404] conv14_2_mbox_conf_perm forward: 0.03978 ms.
I0807 11:12:35.035284 22968 caffe.cpp:407] conv14_2_mbox_conf_perm backward: 0.0394 ms.
I0807 11:12:35.035360 22968 caffe.cpp:404] conv14_2_mbox_conf_flat forward: 0.0007 ms.
I0807 11:12:35.035437 22968 caffe.cpp:407] conv14_2_mbox_conf_flat backward: 0.0005 ms.
I0807 11:12:35.035516 22968 caffe.cpp:404] conv14_2_mbox_priorbox forward: 0.00296 ms.
I0807 11:12:35.035593 22968 caffe.cpp:407] conv14_2_mbox_priorbox backward: 0.00036 ms.
I0807 11:12:35.035670 22968 caffe.cpp:404] conv15_2_mbox_loc forward: 0.01302 ms.
I0807 11:12:35.035753 22968 caffe.cpp:407] conv15_2_mbox_loc backward: 0.00822 ms.
I0807 11:12:35.035830 22968 caffe.cpp:404] conv15_2_mbox_loc_perm forward: 0.00366 ms.
I0807 11:12:35.035907 22968 caffe.cpp:407] conv15_2_mbox_loc_perm backward: 0.0032 ms.
I0807 11:12:35.035984 22968 caffe.cpp:404] conv15_2_mbox_loc_flat forward: 0.0006 ms.
I0807 11:12:35.036062 22968 caffe.cpp:407] conv15_2_mbox_loc_flat backward: 0.00052 ms.
I0807 11:12:35.036139 22968 caffe.cpp:404] conv15_2_mbox_conf forward: 0.05118 ms.
I0807 11:12:35.036221 22968 caffe.cpp:407] conv15_2_mbox_conf backward: 0.02604 ms.
I0807 11:12:35.036298 22968 caffe.cpp:404] conv15_2_mbox_conf_perm forward: 0.01494 ms.
I0807 11:12:35.036377 22968 caffe.cpp:407] conv15_2_mbox_conf_perm backward: 0.01432 ms.
I0807 11:12:35.036454 22968 caffe.cpp:404] conv15_2_mbox_conf_flat forward: 0.0006 ms.
I0807 11:12:35.036533 22968 caffe.cpp:407] conv15_2_mbox_conf_flat backward: 0.00042 ms.
I0807 11:12:35.036612 22968 caffe.cpp:404] conv15_2_mbox_priorbox forward: 0.00154 ms.
I0807 11:12:35.036689 22968 caffe.cpp:407] conv15_2_mbox_priorbox backward: 0.00028 ms.
I0807 11:12:35.036765 22968 caffe.cpp:404] conv16_2_mbox_loc forward: 0.00862 ms.
I0807 11:12:35.036842 22968 caffe.cpp:407] conv16_2_mbox_loc backward: 0.00494 ms.
I0807 11:12:35.036922 22968 caffe.cpp:404] conv16_2_mbox_loc_perm forward: 0.00194 ms.
I0807 11:12:35.036999 22968 caffe.cpp:407] conv16_2_mbox_loc_perm backward: 0.00162 ms.
I0807 11:12:35.037077 22968 caffe.cpp:404] conv16_2_mbox_loc_flat forward: 0.0006 ms.
I0807 11:12:35.037155 22968 caffe.cpp:407] conv16_2_mbox_loc_flat backward: 0.00044 ms.
I0807 11:12:35.037233 22968 caffe.cpp:404] conv16_2_mbox_conf forward: 0.03424 ms.
I0807 11:12:35.037310 22968 caffe.cpp:407] conv16_2_mbox_conf backward: 0.02222 ms.
I0807 11:12:35.037389 22968 caffe.cpp:404] conv16_2_mbox_conf_perm forward: 0.007 ms.
I0807 11:12:35.037467 22968 caffe.cpp:407] conv16_2_mbox_conf_perm backward: 0.00668 ms.
I0807 11:12:35.037545 22968 caffe.cpp:404] conv16_2_mbox_conf_flat forward: 0.00072 ms.
I0807 11:12:35.037623 22968 caffe.cpp:407] conv16_2_mbox_conf_flat backward: 0.0004 ms.
I0807 11:12:35.037700 22968 caffe.cpp:404] conv16_2_mbox_priorbox forward: 0.00128 ms.
I0807 11:12:35.037782 22968 caffe.cpp:407] conv16_2_mbox_priorbox backward: 0.00024 ms.
I0807 11:12:35.037863 22968 caffe.cpp:404] conv17_2_mbox_loc forward: 0.00452 ms.
I0807 11:12:35.037940 22968 caffe.cpp:407] conv17_2_mbox_loc backward: 0.00284 ms.
I0807 11:12:35.038017 22968 caffe.cpp:404] conv17_2_mbox_loc_perm forward: 0.0013 ms.
I0807 11:12:35.038095 22968 caffe.cpp:407] conv17_2_mbox_loc_perm backward: 0.00078 ms.
I0807 11:12:35.038173 22968 caffe.cpp:404] conv17_2_mbox_loc_flat forward: 0.00072 ms.
I0807 11:12:35.038255 22968 caffe.cpp:407] conv17_2_mbox_loc_flat backward: 0.00044 ms.
I0807 11:12:35.038331 22968 caffe.cpp:404] conv17_2_mbox_conf forward: 0.01478 ms.
I0807 11:12:35.038408 22968 caffe.cpp:407] conv17_2_mbox_conf backward: 0.01214 ms.
I0807 11:12:35.038492 22968 caffe.cpp:404] conv17_2_mbox_conf_perm forward: 0.00248 ms.
I0807 11:12:35.038574 22968 caffe.cpp:407] conv17_2_mbox_conf_perm backward: 0.00212 ms.
I0807 11:12:35.038651 22968 caffe.cpp:404] conv17_2_mbox_conf_flat forward: 0.00066 ms.
I0807 11:12:35.038728 22968 caffe.cpp:407] conv17_2_mbox_conf_flat backward: 0.00048 ms.
I0807 11:12:35.038805 22968 caffe.cpp:404] conv17_2_mbox_priorbox forward: 0.00112 ms.
I0807 11:12:35.038885 22968 caffe.cpp:407] conv17_2_mbox_priorbox backward: 0.00036 ms.
I0807 11:12:35.038964 22968 caffe.cpp:404] mbox_loc forward: 0.00464 ms.
I0807 11:12:35.039041 22968 caffe.cpp:407] mbox_loc backward: 0.00052 ms.
I0807 11:12:35.039124 22968 caffe.cpp:404] mbox_conf forward: 0.01472 ms.
I0807 11:12:35.039202 22968 caffe.cpp:407] mbox_conf backward: 0.00048 ms.
I0807 11:12:35.039279 22968 caffe.cpp:404] mbox_priorbox forward: 0.00762 ms.
I0807 11:12:35.039356 22968 caffe.cpp:407] mbox_priorbox backward: 0.001 ms.
I0807 11:12:35.039433 22968 caffe.cpp:404] mbox_conf_reshape forward: 0.00156 ms.
I0807 11:12:35.039510 22968 caffe.cpp:407] mbox_conf_reshape backward: 0.00032 ms.
I0807 11:12:35.039589 22968 caffe.cpp:404] mbox_conf_softmax forward: 0.85876 ms.
I0807 11:12:35.039665 22968 caffe.cpp:407] mbox_conf_softmax backward: 0.29172 ms.
I0807 11:12:35.039742 22968 caffe.cpp:404] mbox_conf_flatten forward: 0.00074 ms.
I0807 11:12:35.039821 22968 caffe.cpp:407] mbox_conf_flatten backward: 0.00032 ms.
I0807 11:12:35.039903 22968 caffe.cpp:412] Average Forward pass: 92.5986 ms.
I0807 11:12:35.039949 22968 caffe.cpp:414] Average Backward pass: 85.5187 ms.
I0807 11:12:35.039997 22968 caffe.cpp:416] Average Forward-Backward: 178.6 ms.
I0807 11:12:35.040045 22968 caffe.cpp:418] Total Time: 8930 ms.
I0807 11:12:35.040091 22968 caffe.cpp:419] *** Benchmark ends ***
若要使用gpu，可以加上
-gpu all