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October 16, 2015 20:32
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| Benchmarked on Core i7 6700K (4.0 GHz, Turbo Boost disabled) | |
| I1012 20:56:58.000224 15939 caffe.cpp:301] Use CPU. | |
| I1012 20:56:58.001633 15939 upgrade_proto.cpp:618] Attempting to upgrade input file specified using deprecated V1LayerParameter: ./imagenet_winners/alexnet.prototxt | |
| I1012 20:56:58.001705 15939 upgrade_proto.cpp:626] Successfully upgraded file specified using deprecated V1LayerParameter | |
| I1012 20:56:58.001889 15939 net.cpp:50] Initializing net from parameters: | |
| name: "alexnet" | |
| input: "data" | |
| input_dim: 128 | |
| input_dim: 3 | |
| input_dim: 224 | |
| input_dim: 224 | |
| force_backward: true | |
| state { | |
| phase: TRAIN | |
| } | |
| layer { | |
| name: "conv1" | |
| type: "Convolution" | |
| bottom: "data" | |
| top: "conv1/11x11_s4" | |
| param { | |
| lr_mult: 1 | |
| decay_mult: 1 | |
| } | |
| param { | |
| lr_mult: 2 | |
| decay_mult: 0 | |
| } | |
| convolution_param { | |
| num_output: 64 | |
| pad: 2 | |
| kernel_size: 11 | |
| stride: 4 | |
| weight_filler { | |
| type: "xavier" | |
| std: 0.1 | |
| } | |
| bias_filler { | |
| type: "constant" | |
| value: 0.2 | |
| } | |
| } | |
| } | |
| layer { | |
| name: "conv1/relu" | |
| type: "ReLU" | |
| bottom: "conv1/11x11_s4" | |
| top: "conv1/11x11_s4" | |
| } | |
| layer { | |
| name: "pool1/3x3_s2" | |
| type: "Pooling" | |
| bottom: "conv1/11x11_s4" | |
| top: "pool1/3x3_s2" | |
| pooling_param { | |
| pool: MAX | |
| kernel_size: 3 | |
| stride: 2 | |
| } | |
| } | |
| layer { | |
| name: "conv2/5x5_s1" | |
| type: "Convolution" | |
| bottom: "pool1/3x3_s2" | |
| top: "conv2/5x5_s1" | |
| param { | |
| lr_mult: 1 | |
| decay_mult: 1 | |
| } | |
| param { | |
| lr_mult: 2 | |
| decay_mult: 0 | |
| } | |
| convolution_param { | |
| num_output: 192 | |
| pad: 2 | |
| kernel_size: 5 | |
| stride: 1 | |
| weight_filler { | |
| type: "xavier" | |
| std: 0.1 | |
| } | |
| bias_filler { | |
| type: "constant" | |
| value: 0.2 | |
| } | |
| } | |
| } | |
| layer { | |
| name: "cpnv2/relu" | |
| type: "ReLU" | |
| bottom: "conv2/5x5_s1" | |
| top: "conv2/5x5_s1" | |
| } | |
| layer { | |
| name: "pool2/3x3_s2" | |
| type: "Pooling" | |
| bottom: "conv2/5x5_s1" | |
| top: "pool2/3x3_s2" | |
| pooling_param { | |
| pool: MAX | |
| kernel_size: 3 | |
| stride: 2 | |
| } | |
| } | |
| layer { | |
| name: "conv3/3x3_s1" | |
| type: "Convolution" | |
| bottom: "pool2/3x3_s2" | |
| top: "conv3/3x3_s1" | |
| param { | |
| lr_mult: 1 | |
| decay_mult: 1 | |
| } | |
| param { | |
| lr_mult: 2 | |
| decay_mult: 0 | |
| } | |
| convolution_param { | |
| num_output: 384 | |
| pad: 1 | |
| kernel_size: 3 | |
| stride: 1 | |
| weight_filler { | |
| type: "xavier" | |
| std: 0.1 | |
| } | |
| bias_filler { | |
| type: "constant" | |
| value: 0.2 | |
| } | |
| } | |
| } | |
| layer { | |
| name: "conv3/relu" | |
| type: "ReLU" | |
| bottom: "conv3/3x3_s1" | |
| top: "conv3/3x3_s1" | |
| } | |
| layer { | |
| name: "conv4/3x3_s1" | |
| type: "Convolution" | |
| bottom: "conv3/3x3_s1" | |
| top: "conv4/3x3_s1" | |
| param { | |
| lr_mult: 1 | |
| decay_mult: 1 | |
| } | |
| param { | |
| lr_mult: 2 | |
| decay_mult: 0 | |
| } | |
| convolution_param { | |
| num_output: 256 | |
| pad: 1 | |
| kernel_size: 3 | |
| stride: 1 | |
| weight_filler { | |
| type: "xavier" | |
| std: 0.1 | |
| } | |
| bias_filler { | |
| type: "constant" | |
| value: 0.2 | |
| } | |
| } | |
| } | |
| layer { | |
| name: "conv4/relu" | |
| type: "ReLU" | |
| bottom: "conv4/3x3_s1" | |
| top: "conv4/3x3_s1" | |
| } | |
| layer { | |
| name: "conv5/3x3_s1" | |
| type: "Convolution" | |
| bottom: "conv4/3x3_s1" | |
| top: "conv5/3x3_s1" | |
| param { | |
| lr_mult: 1 | |
| decay_mult: 1 | |
| } | |
| param { | |
| lr_mult: 2 | |
| decay_mult: 0 | |
| } | |
| convolution_param { | |
| num_output: 256 | |
| pad: 1 | |
| kernel_size: 3 | |
| stride: 1 | |
| weight_filler { | |
| type: "xavier" | |
| std: 0.1 | |
| } | |
| bias_filler { | |
| type: "constant" | |
| value: 0.2 | |
| } | |
| } | |
| } | |
| layer { | |
| name: "conv5/relu" | |
| type: "ReLU" | |
| bottom: "conv5/3x3_s1" | |
| top: "conv5/3x3_s1" | |
| } | |
| layer { | |
| name: "pool5/3x3_s2" | |
| type: "Pooling" | |
| bottom: "conv5/3x3_s1" | |
| top: "pool5/3x3_s2" | |
| pooling_param { | |
| pool: MAX | |
| kernel_size: 3 | |
| stride: 2 | |
| } | |
| } | |
| layer { | |
| name: "fc6" | |
| type: "InnerProduct" | |
| bottom: "pool5/3x3_s2" | |
| top: "fc6" | |
| inner_product_param { | |
| num_output: 4096 | |
| } | |
| } | |
| layer { | |
| name: "fc7" | |
| type: "InnerProduct" | |
| bottom: "fc6" | |
| top: "fc7" | |
| inner_product_param { | |
| num_output: 4096 | |
| } | |
| } | |
| layer { | |
| name: "fc8" | |
| type: "InnerProduct" | |
| bottom: "fc7" | |
| top: "fc8" | |
| inner_product_param { | |
| num_output: 1000 | |
| } | |
| } | |
| I1012 20:56:58.001958 15939 net.cpp:435] Input 0 -> data | |
| I1012 20:56:58.001988 15939 layer_factory.hpp:76] Creating layer conv1 | |
| I1012 20:56:58.002003 15939 net.cpp:110] Creating Layer conv1 | |
| I1012 20:56:58.002014 15939 net.cpp:477] conv1 <- data | |
| I1012 20:56:58.002022 15939 net.cpp:433] conv1 -> conv1/11x11_s4 | |
| I1012 20:56:58.002573 15939 net.cpp:155] Setting up conv1 | |
| I1012 20:56:58.002593 15939 net.cpp:163] Top shape: 128 64 55 55 (24780800) | |
| I1012 20:56:58.002607 15939 layer_factory.hpp:76] Creating layer conv1/relu | |
| I1012 20:56:58.002614 15939 net.cpp:110] Creating Layer conv1/relu | |
| I1012 20:56:58.002617 15939 net.cpp:477] conv1/relu <- conv1/11x11_s4 | |
| I1012 20:56:58.002622 15939 net.cpp:419] conv1/relu -> conv1/11x11_s4 (in-place) | |
| I1012 20:56:58.002634 15939 net.cpp:155] Setting up conv1/relu | |
| I1012 20:56:58.002638 15939 net.cpp:163] Top shape: 128 64 55 55 (24780800) | |
| I1012 20:56:58.002641 15939 layer_factory.hpp:76] Creating layer pool1/3x3_s2 | |
| I1012 20:56:58.002646 15939 net.cpp:110] Creating Layer pool1/3x3_s2 | |
| I1012 20:56:58.002650 15939 net.cpp:477] pool1/3x3_s2 <- conv1/11x11_s4 | |
| I1012 20:56:58.002653 15939 net.cpp:433] pool1/3x3_s2 -> pool1/3x3_s2 | |
| I1012 20:56:58.002665 15939 net.cpp:155] Setting up pool1/3x3_s2 | |
| I1012 20:56:58.002671 15939 net.cpp:163] Top shape: 128 64 27 27 (5971968) | |
| I1012 20:56:58.002673 15939 layer_factory.hpp:76] Creating layer conv2/5x5_s1 | |
| I1012 20:56:58.002679 15939 net.cpp:110] Creating Layer conv2/5x5_s1 | |
| I1012 20:56:58.002682 15939 net.cpp:477] conv2/5x5_s1 <- pool1/3x3_s2 | |
| I1012 20:56:58.002687 15939 net.cpp:433] conv2/5x5_s1 -> conv2/5x5_s1 | |
| I1012 20:56:58.004134 15939 net.cpp:155] Setting up conv2/5x5_s1 | |
| I1012 20:56:58.004143 15939 net.cpp:163] Top shape: 128 192 27 27 (17915904) | |
| I1012 20:56:58.004151 15939 layer_factory.hpp:76] Creating layer cpnv2/relu | |
| I1012 20:56:58.004158 15939 net.cpp:110] Creating Layer cpnv2/relu | |
| I1012 20:56:58.004160 15939 net.cpp:477] cpnv2/relu <- conv2/5x5_s1 | |
| I1012 20:56:58.004164 15939 net.cpp:419] cpnv2/relu -> conv2/5x5_s1 (in-place) | |
| I1012 20:56:58.004169 15939 net.cpp:155] Setting up cpnv2/relu | |
| I1012 20:56:58.004173 15939 net.cpp:163] Top shape: 128 192 27 27 (17915904) | |
| I1012 20:56:58.004176 15939 layer_factory.hpp:76] Creating layer pool2/3x3_s2 | |
| I1012 20:56:58.004180 15939 net.cpp:110] Creating Layer pool2/3x3_s2 | |
| I1012 20:56:58.004184 15939 net.cpp:477] pool2/3x3_s2 <- conv2/5x5_s1 | |
| I1012 20:56:58.004187 15939 net.cpp:433] pool2/3x3_s2 -> pool2/3x3_s2 | |
| I1012 20:56:58.004194 15939 net.cpp:155] Setting up pool2/3x3_s2 | |
| I1012 20:56:58.004199 15939 net.cpp:163] Top shape: 128 192 13 13 (4153344) | |
| I1012 20:56:58.004202 15939 layer_factory.hpp:76] Creating layer conv3/3x3_s1 | |
| I1012 20:56:58.004209 15939 net.cpp:110] Creating Layer conv3/3x3_s1 | |
| I1012 20:56:58.004211 15939 net.cpp:477] conv3/3x3_s1 <- pool2/3x3_s2 | |
| I1012 20:56:58.004215 15939 net.cpp:433] conv3/3x3_s1 -> conv3/3x3_s1 | |
| I1012 20:56:58.007947 15939 net.cpp:155] Setting up conv3/3x3_s1 | |
| I1012 20:56:58.007961 15939 net.cpp:163] Top shape: 128 384 13 13 (8306688) | |
| I1012 20:56:58.007969 15939 layer_factory.hpp:76] Creating layer conv3/relu | |
| I1012 20:56:58.007975 15939 net.cpp:110] Creating Layer conv3/relu | |
| I1012 20:56:58.007979 15939 net.cpp:477] conv3/relu <- conv3/3x3_s1 | |
| I1012 20:56:58.007984 15939 net.cpp:419] conv3/relu -> conv3/3x3_s1 (in-place) | |
| I1012 20:56:58.008002 15939 net.cpp:155] Setting up conv3/relu | |
| I1012 20:56:58.008005 15939 net.cpp:163] Top shape: 128 384 13 13 (8306688) | |
| I1012 20:56:58.008008 15939 layer_factory.hpp:76] Creating layer conv4/3x3_s1 | |
| I1012 20:56:58.008015 15939 net.cpp:110] Creating Layer conv4/3x3_s1 | |
| I1012 20:56:58.008018 15939 net.cpp:477] conv4/3x3_s1 <- conv3/3x3_s1 | |
| I1012 20:56:58.008023 15939 net.cpp:433] conv4/3x3_s1 -> conv4/3x3_s1 | |
| I1012 20:56:58.012961 15939 net.cpp:155] Setting up conv4/3x3_s1 | |
| I1012 20:56:58.012974 15939 net.cpp:163] Top shape: 128 256 13 13 (5537792) | |
| I1012 20:56:58.012979 15939 layer_factory.hpp:76] Creating layer conv4/relu | |
| I1012 20:56:58.012985 15939 net.cpp:110] Creating Layer conv4/relu | |
| I1012 20:56:58.012989 15939 net.cpp:477] conv4/relu <- conv4/3x3_s1 | |
| I1012 20:56:58.012994 15939 net.cpp:419] conv4/relu -> conv4/3x3_s1 (in-place) | |
| I1012 20:56:58.012998 15939 net.cpp:155] Setting up conv4/relu | |
| I1012 20:56:58.013002 15939 net.cpp:163] Top shape: 128 256 13 13 (5537792) | |
| I1012 20:56:58.013011 15939 layer_factory.hpp:76] Creating layer conv5/3x3_s1 | |
| I1012 20:56:58.013017 15939 net.cpp:110] Creating Layer conv5/3x3_s1 | |
| I1012 20:56:58.013020 15939 net.cpp:477] conv5/3x3_s1 <- conv4/3x3_s1 | |
| I1012 20:56:58.013025 15939 net.cpp:433] conv5/3x3_s1 -> conv5/3x3_s1 | |
| I1012 20:56:58.016288 15939 net.cpp:155] Setting up conv5/3x3_s1 | |
| I1012 20:56:58.016299 15939 net.cpp:163] Top shape: 128 256 13 13 (5537792) | |
| I1012 20:56:58.016309 15939 layer_factory.hpp:76] Creating layer conv5/relu | |
| I1012 20:56:58.016314 15939 net.cpp:110] Creating Layer conv5/relu | |
| I1012 20:56:58.016317 15939 net.cpp:477] conv5/relu <- conv5/3x3_s1 | |
| I1012 20:56:58.016321 15939 net.cpp:419] conv5/relu -> conv5/3x3_s1 (in-place) | |
| I1012 20:56:58.016327 15939 net.cpp:155] Setting up conv5/relu | |
| I1012 20:56:58.016331 15939 net.cpp:163] Top shape: 128 256 13 13 (5537792) | |
| I1012 20:56:58.016335 15939 layer_factory.hpp:76] Creating layer pool5/3x3_s2 | |
| I1012 20:56:58.016338 15939 net.cpp:110] Creating Layer pool5/3x3_s2 | |
| I1012 20:56:58.016341 15939 net.cpp:477] pool5/3x3_s2 <- conv5/3x3_s1 | |
| I1012 20:56:58.016345 15939 net.cpp:433] pool5/3x3_s2 -> pool5/3x3_s2 | |
| I1012 20:56:58.016353 15939 net.cpp:155] Setting up pool5/3x3_s2 | |
| I1012 20:56:58.016357 15939 net.cpp:163] Top shape: 128 256 6 6 (1179648) | |
| I1012 20:56:58.016360 15939 layer_factory.hpp:76] Creating layer fc6 | |
| I1012 20:56:58.016366 15939 net.cpp:110] Creating Layer fc6 | |
| I1012 20:56:58.016369 15939 net.cpp:477] fc6 <- pool5/3x3_s2 | |
| I1012 20:56:58.016373 15939 net.cpp:433] fc6 -> fc6 | |
| I1012 20:56:59.591845 15939 net.cpp:155] Setting up fc6 | |
| I1012 20:56:59.591881 15939 net.cpp:163] Top shape: 128 4096 (524288) | |
| I1012 20:56:59.591893 15939 layer_factory.hpp:76] Creating layer fc7 | |
| I1012 20:56:59.591903 15939 net.cpp:110] Creating Layer fc7 | |
| I1012 20:56:59.591908 15939 net.cpp:477] fc7 <- fc6 | |
| I1012 20:56:59.591917 15939 net.cpp:433] fc7 -> fc7 | |
| I1012 20:57:02.279439 15939 net.cpp:155] Setting up fc7 | |
| I1012 20:57:02.279474 15939 net.cpp:163] Top shape: 128 4096 (524288) | |
| I1012 20:57:02.279481 15939 layer_factory.hpp:76] Creating layer fc8 | |
| I1012 20:57:02.279491 15939 net.cpp:110] Creating Layer fc8 | |
| I1012 20:57:02.279495 15939 net.cpp:477] fc8 <- fc7 | |
| I1012 20:57:02.279502 15939 net.cpp:433] fc8 -> fc8 | |
| I1012 20:57:02.844326 15939 net.cpp:155] Setting up fc8 | |
| I1012 20:57:02.844360 15939 net.cpp:163] Top shape: 128 1000 (128000) | |
| I1012 20:57:02.844369 15939 net.cpp:240] fc8 does not need backward computation. | |
| I1012 20:57:02.844373 15939 net.cpp:240] fc7 does not need backward computation. | |
| I1012 20:57:02.844377 15939 net.cpp:240] fc6 does not need backward computation. | |
| I1012 20:57:02.844380 15939 net.cpp:240] pool5/3x3_s2 does not need backward computation. | |
| I1012 20:57:02.844383 15939 net.cpp:240] conv5/relu does not need backward computation. | |
| I1012 20:57:02.844386 15939 net.cpp:240] conv5/3x3_s1 does not need backward computation. | |
| I1012 20:57:02.844390 15939 net.cpp:240] conv4/relu does not need backward computation. | |
| I1012 20:57:02.844393 15939 net.cpp:240] conv4/3x3_s1 does not need backward computation. | |
| I1012 20:57:02.844396 15939 net.cpp:240] conv3/relu does not need backward computation. | |
| I1012 20:57:02.844400 15939 net.cpp:240] conv3/3x3_s1 does not need backward computation. | |
| I1012 20:57:02.844403 15939 net.cpp:240] pool2/3x3_s2 does not need backward computation. | |
| I1012 20:57:02.844406 15939 net.cpp:240] cpnv2/relu does not need backward computation. | |
| I1012 20:57:02.844409 15939 net.cpp:240] conv2/5x5_s1 does not need backward computation. | |
| I1012 20:57:02.844413 15939 net.cpp:240] pool1/3x3_s2 does not need backward computation. | |
| I1012 20:57:02.844416 15939 net.cpp:240] conv1/relu does not need backward computation. | |
| I1012 20:57:02.844419 15939 net.cpp:240] conv1 does not need backward computation. | |
| I1012 20:57:02.844425 15939 net.cpp:283] This network produces output fc8 | |
| I1012 20:57:02.844442 15939 net.cpp:297] Network initialization done. | |
| I1012 20:57:02.844445 15939 net.cpp:298] Memory required for data: 546557952 | |
| I1012 20:57:02.844538 15939 caffe.cpp:309] Performing Forward | |
| I1012 20:57:17.454018 15939 caffe.cpp:314] Initial loss: 0 | |
| I1012 20:57:17.454076 15939 caffe.cpp:315] Performing Backward | |
| I1012 20:57:40.956385 15939 caffe.cpp:323] *** Benchmark begins *** | |
| I1012 20:57:40.956423 15939 caffe.cpp:324] Testing for 10 iterations. | |
| I1012 20:57:45.890168 15939 caffe.cpp:352] Iteration: 1 forward-backward time: 4933 ms. | |
| I1012 20:57:50.799831 15939 caffe.cpp:352] Iteration: 2 forward-backward time: 4909 ms. | |
| I1012 20:57:55.708679 15939 caffe.cpp:352] Iteration: 3 forward-backward time: 4908 ms. | |
| I1012 20:58:00.621361 15939 caffe.cpp:352] Iteration: 4 forward-backward time: 4912 ms. | |
| I1012 20:58:05.532575 15939 caffe.cpp:352] Iteration: 5 forward-backward time: 4911 ms. | |
| I1012 20:58:10.471439 15939 caffe.cpp:352] Iteration: 6 forward-backward time: 4938 ms. | |
| I1012 20:58:15.378058 15939 caffe.cpp:352] Iteration: 7 forward-backward time: 4906 ms. | |
| I1012 20:58:20.287029 15939 caffe.cpp:352] Iteration: 8 forward-backward time: 4908 ms. | |
| I1012 20:58:25.218099 15939 caffe.cpp:352] Iteration: 9 forward-backward time: 4931 ms. | |
| I1012 20:58:30.154325 15939 caffe.cpp:352] Iteration: 10 forward-backward time: 4936 ms. | |
| I1012 20:58:30.154361 15939 caffe.cpp:355] Average time per layer: | |
| I1012 20:58:30.154363 15939 caffe.cpp:358] conv1 forward: 304.795 ms. | |
| I1012 20:58:30.154368 15939 caffe.cpp:361] conv1 backward: 536.807 ms. | |
| I1012 20:58:30.154372 15939 caffe.cpp:358] conv1/relu forward: 21.8936 ms. | |
| I1012 20:58:30.154376 15939 caffe.cpp:361] conv1/relu backward: 28.5025 ms. | |
| I1012 20:58:30.154379 15939 caffe.cpp:358] pool1/3x3_s2 forward: 85.0495 ms. | |
| I1012 20:58:30.154383 15939 caffe.cpp:361] pool1/3x3_s2 backward: 45.7551 ms. | |
| I1012 20:58:30.154387 15939 caffe.cpp:358] conv2/5x5_s1 forward: 361.393 ms. | |
| I1012 20:58:30.154391 15939 caffe.cpp:361] conv2/5x5_s1 backward: 687.499 ms. | |
| I1012 20:58:30.154394 15939 caffe.cpp:358] cpnv2/relu forward: 15.8821 ms. | |
| I1012 20:58:30.154398 15939 caffe.cpp:361] cpnv2/relu backward: 20.6075 ms. | |
| I1012 20:58:30.154402 15939 caffe.cpp:358] pool2/3x3_s2 forward: 67.7179 ms. | |
| I1012 20:58:30.154405 15939 caffe.cpp:361] pool2/3x3_s2 backward: 35.3347 ms. | |
| I1012 20:58:30.154408 15939 caffe.cpp:358] conv3/3x3_s1 forward: 254.672 ms. | |
| I1012 20:58:30.154412 15939 caffe.cpp:361] conv3/3x3_s1 backward: 385.527 ms. | |
| I1012 20:58:30.154415 15939 caffe.cpp:358] conv3/relu forward: 7.8402 ms. | |
| I1012 20:58:30.154419 15939 caffe.cpp:361] conv3/relu backward: 9.814 ms. | |
| I1012 20:58:30.154422 15939 caffe.cpp:358] conv4/3x3_s1 forward: 424.084 ms. | |
| I1012 20:58:30.154427 15939 caffe.cpp:361] conv4/3x3_s1 backward: 660.748 ms. | |
| I1012 20:58:30.154429 15939 caffe.cpp:358] conv4/relu forward: 5.3955 ms. | |
| I1012 20:58:30.154433 15939 caffe.cpp:361] conv4/relu backward: 6.7793 ms. | |
| I1012 20:58:30.154436 15939 caffe.cpp:358] conv5/3x3_s1 forward: 282.846 ms. | |
| I1012 20:58:30.154439 15939 caffe.cpp:361] conv5/3x3_s1 backward: 428.887 ms. | |
| I1012 20:58:30.154443 15939 caffe.cpp:358] conv5/relu forward: 5.4022 ms. | |
| I1012 20:58:30.154446 15939 caffe.cpp:361] conv5/relu backward: 6.4006 ms. | |
| I1012 20:58:30.154449 15939 caffe.cpp:358] pool5/3x3_s2 forward: 34.1529 ms. | |
| I1012 20:58:30.154453 15939 caffe.cpp:361] pool5/3x3_s2 backward: 15.0692 ms. | |
| I1012 20:58:30.154458 15939 caffe.cpp:358] fc6 forward: 41.5847 ms. | |
| I1012 20:58:30.154460 15939 caffe.cpp:361] fc6 backward: 79.5084 ms. | |
| I1012 20:58:30.154464 15939 caffe.cpp:358] fc7 forward: 18.6208 ms. | |
| I1012 20:58:30.154467 15939 caffe.cpp:361] fc7 backward: 29.3293 ms. | |
| I1012 20:58:30.154471 15939 caffe.cpp:358] fc8 forward: 4.2152 ms. | |
| I1012 20:58:30.154474 15939 caffe.cpp:361] fc8 backward: 7.5515 ms. | |
| I1012 20:58:30.154479 15939 caffe.cpp:366] Average Forward pass: 1935.58 ms. | |
| I1012 20:58:30.154484 15939 caffe.cpp:368] Average Backward pass: 2984.16 ms. | |
| I1012 20:58:30.154487 15939 caffe.cpp:370] Average Forward-Backward: 4919.8 ms. | |
| I1012 20:58:30.154491 15939 caffe.cpp:372] Total Time: 49198 ms. | |
| I1012 20:58:30.154495 15939 caffe.cpp:373] *** Benchmark ends *** | |
| I1016 16:17:36.314425 26780 caffe.cpp:301] Use CPU. | |
| I1016 16:17:36.315356 26780 upgrade_proto.cpp:618] Attempting to upgrade input file specified using deprecated V1LayerParameter: ./imagenet_winners/alexnet.prototxt | |
| I1016 16:17:36.315397 26780 upgrade_proto.cpp:626] Successfully upgraded file specified using deprecated V1LayerParameter | |
| I1016 16:17:36.315487 26780 net.cpp:50] Initializing net from parameters: | |
| name: "alexnet" | |
| input: "data" | |
| input_dim: 128 | |
| input_dim: 3 | |
| input_dim: 224 | |
| input_dim: 224 | |
| force_backward: true | |
| state { | |
| phase: TRAIN | |
| } | |
| layer { | |
| name: "conv1" | |
| type: "Convolution" | |
| bottom: "data" | |
| top: "conv1/11x11_s4" | |
| convolution_param { | |
| num_output: 64 | |
| pad: 2 | |
| kernel_size: 11 | |
| stride: 4 | |
| } | |
| } | |
| layer { | |
| name: "conv1/relu" | |
| type: "ReLU" | |
| bottom: "conv1/11x11_s4" | |
| top: "conv1/11x11_s4" | |
| } | |
| layer { | |
| name: "pool1/3x3_s2" | |
| type: "Pooling" | |
| bottom: "conv1/11x11_s4" | |
| top: "pool1/3x3_s2" | |
| pooling_param { | |
| pool: MAX | |
| kernel_size: 3 | |
| stride: 2 | |
| } | |
| } | |
| layer { | |
| name: "conv2/5x5_s1" | |
| type: "Convolution" | |
| bottom: "pool1/3x3_s2" | |
| top: "conv2/5x5_s1" | |
| convolution_param { | |
| num_output: 192 | |
| pad: 2 | |
| kernel_size: 5 | |
| stride: 1 | |
| } | |
| } | |
| layer { | |
| name: "conv2/relu" | |
| type: "ReLU" | |
| bottom: "conv2/5x5_s1" | |
| top: "conv2/5x5_s1" | |
| } | |
| layer { | |
| name: "pool2/3x3_s2" | |
| type: "Pooling" | |
| bottom: "conv2/5x5_s1" | |
| top: "pool2/3x3_s2" | |
| pooling_param { | |
| pool: MAX | |
| kernel_size: 3 | |
| stride: 2 | |
| } | |
| } | |
| layer { | |
| name: "conv3/3x3_s1" | |
| type: "Convolution" | |
| bottom: "pool2/3x3_s2" | |
| top: "conv3/3x3_s1" | |
| convolution_param { | |
| num_output: 384 | |
| pad: 1 | |
| kernel_size: 3 | |
| stride: 1 | |
| } | |
| } | |
| layer { | |
| name: "conv3/relu" | |
| type: "ReLU" | |
| bottom: "conv3/3x3_s1" | |
| top: "conv3/3x3_s1" | |
| } | |
| layer { | |
| name: "conv4/3x3_s1" | |
| type: "Convolution" | |
| bottom: "conv3/3x3_s1" | |
| top: "conv4/3x3_s1" | |
| convolution_param { | |
| num_output: 256 | |
| pad: 1 | |
| kernel_size: 3 | |
| stride: 1 | |
| } | |
| } | |
| layer { | |
| name: "conv4/relu" | |
| type: "ReLU" | |
| bottom: "conv4/3x3_s1" | |
| top: "conv4/3x3_s1" | |
| } | |
| layer { | |
| name: "conv5/3x3_s1" | |
| type: "Convolution" | |
| bottom: "conv4/3x3_s1" | |
| top: "conv5/3x3_s1" | |
| convolution_param { | |
| num_output: 256 | |
| pad: 1 | |
| kernel_size: 3 | |
| stride: 1 | |
| } | |
| } | |
| layer { | |
| name: "conv5/relu" | |
| type: "ReLU" | |
| bottom: "conv5/3x3_s1" | |
| top: "conv5/3x3_s1" | |
| } | |
| layer { | |
| name: "pool5/3x3_s2" | |
| type: "Pooling" | |
| bottom: "conv5/3x3_s1" | |
| top: "pool5/3x3_s2" | |
| pooling_param { | |
| pool: MAX | |
| kernel_size: 3 | |
| stride: 2 | |
| } | |
| } | |
| layer { | |
| name: "fc6" | |
| type: "InnerProduct" | |
| bottom: "pool5/3x3_s2" | |
| top: "fc6" | |
| inner_product_param { | |
| num_output: 4096 | |
| } | |
| } | |
| layer { | |
| name: "fc7" | |
| type: "InnerProduct" | |
| bottom: "fc6" | |
| top: "fc7" | |
| inner_product_param { | |
| num_output: 4096 | |
| } | |
| } | |
| layer { | |
| name: "fc8" | |
| type: "InnerProduct" | |
| bottom: "fc7" | |
| top: "fc8" | |
| inner_product_param { | |
| num_output: 1000 | |
| } | |
| } | |
| I1016 16:17:36.315524 26780 net.cpp:435] Input 0 -> data | |
| I1016 16:17:36.315544 26780 layer_factory.hpp:76] Creating layer conv1 | |
| I1016 16:17:36.315551 26780 net.cpp:110] Creating Layer conv1 | |
| I1016 16:17:36.315554 26780 net.cpp:477] conv1 <- data | |
| I1016 16:17:36.315559 26780 net.cpp:433] conv1 -> conv1/11x11_s4 | |
| I1016 16:17:36.315606 26780 net.cpp:155] Setting up conv1 | |
| I1016 16:17:36.315615 26780 net.cpp:163] Top shape: 128 64 55 55 (24780800) | |
| I1016 16:17:36.315625 26780 layer_factory.hpp:76] Creating layer conv1/relu | |
| I1016 16:17:36.315629 26780 net.cpp:110] Creating Layer conv1/relu | |
| I1016 16:17:36.315632 26780 net.cpp:477] conv1/relu <- conv1/11x11_s4 | |
| I1016 16:17:36.315635 26780 net.cpp:419] conv1/relu -> conv1/11x11_s4 (in-place) | |
| I1016 16:17:36.315639 26780 net.cpp:155] Setting up conv1/relu | |
| I1016 16:17:36.315642 26780 net.cpp:163] Top shape: 128 64 55 55 (24780800) | |
| I1016 16:17:36.315645 26780 layer_factory.hpp:76] Creating layer pool1/3x3_s2 | |
| I1016 16:17:36.315649 26780 net.cpp:110] Creating Layer pool1/3x3_s2 | |
| I1016 16:17:36.315651 26780 net.cpp:477] pool1/3x3_s2 <- conv1/11x11_s4 | |
| I1016 16:17:36.315654 26780 net.cpp:433] pool1/3x3_s2 -> pool1/3x3_s2 | |
| I1016 16:17:36.315661 26780 net.cpp:155] Setting up pool1/3x3_s2 | |
| I1016 16:17:36.315665 26780 net.cpp:163] Top shape: 128 64 27 27 (5971968) | |
| I1016 16:17:36.315667 26780 layer_factory.hpp:76] Creating layer conv2/5x5_s1 | |
| I1016 16:17:36.315672 26780 net.cpp:110] Creating Layer conv2/5x5_s1 | |
| I1016 16:17:36.315675 26780 net.cpp:477] conv2/5x5_s1 <- pool1/3x3_s2 | |
| I1016 16:17:36.315678 26780 net.cpp:433] conv2/5x5_s1 -> conv2/5x5_s1 | |
| I1016 16:17:36.315961 26780 net.cpp:155] Setting up conv2/5x5_s1 | |
| I1016 16:17:36.315966 26780 net.cpp:163] Top shape: 128 192 27 27 (17915904) | |
| I1016 16:17:36.315971 26780 layer_factory.hpp:76] Creating layer conv2/relu | |
| I1016 16:17:36.315975 26780 net.cpp:110] Creating Layer conv2/relu | |
| I1016 16:17:36.315978 26780 net.cpp:477] conv2/relu <- conv2/5x5_s1 | |
| I1016 16:17:36.315980 26780 net.cpp:419] conv2/relu -> conv2/5x5_s1 (in-place) | |
| I1016 16:17:36.315984 26780 net.cpp:155] Setting up conv2/relu | |
| I1016 16:17:36.315987 26780 net.cpp:163] Top shape: 128 192 27 27 (17915904) | |
| I1016 16:17:36.315989 26780 layer_factory.hpp:76] Creating layer pool2/3x3_s2 | |
| I1016 16:17:36.315992 26780 net.cpp:110] Creating Layer pool2/3x3_s2 | |
| I1016 16:17:36.315995 26780 net.cpp:477] pool2/3x3_s2 <- conv2/5x5_s1 | |
| I1016 16:17:36.315999 26780 net.cpp:433] pool2/3x3_s2 -> pool2/3x3_s2 | |
| I1016 16:17:36.316002 26780 net.cpp:155] Setting up pool2/3x3_s2 | |
| I1016 16:17:36.316006 26780 net.cpp:163] Top shape: 128 192 13 13 (4153344) | |
| I1016 16:17:36.316009 26780 layer_factory.hpp:76] Creating layer conv3/3x3_s1 | |
| I1016 16:17:36.316012 26780 net.cpp:110] Creating Layer conv3/3x3_s1 | |
| I1016 16:17:36.316015 26780 net.cpp:477] conv3/3x3_s1 <- pool2/3x3_s2 | |
| I1016 16:17:36.316018 26780 net.cpp:433] conv3/3x3_s1 -> conv3/3x3_s1 | |
| I1016 16:17:36.316618 26780 net.cpp:155] Setting up conv3/3x3_s1 | |
| I1016 16:17:36.316623 26780 net.cpp:163] Top shape: 128 384 13 13 (8306688) | |
| I1016 16:17:36.316628 26780 layer_factory.hpp:76] Creating layer conv3/relu | |
| I1016 16:17:36.316632 26780 net.cpp:110] Creating Layer conv3/relu | |
| I1016 16:17:36.316634 26780 net.cpp:477] conv3/relu <- conv3/3x3_s1 | |
| I1016 16:17:36.316637 26780 net.cpp:419] conv3/relu -> conv3/3x3_s1 (in-place) | |
| I1016 16:17:36.316640 26780 net.cpp:155] Setting up conv3/relu | |
| I1016 16:17:36.316643 26780 net.cpp:163] Top shape: 128 384 13 13 (8306688) | |
| I1016 16:17:36.316647 26780 layer_factory.hpp:76] Creating layer conv4/3x3_s1 | |
| I1016 16:17:36.316649 26780 net.cpp:110] Creating Layer conv4/3x3_s1 | |
| I1016 16:17:36.316653 26780 net.cpp:477] conv4/3x3_s1 <- conv3/3x3_s1 | |
| I1016 16:17:36.316655 26780 net.cpp:433] conv4/3x3_s1 -> conv4/3x3_s1 | |
| I1016 16:17:36.317148 26780 net.cpp:155] Setting up conv4/3x3_s1 | |
| I1016 16:17:36.317154 26780 net.cpp:163] Top shape: 128 256 13 13 (5537792) | |
| I1016 16:17:36.317157 26780 layer_factory.hpp:76] Creating layer conv4/relu | |
| I1016 16:17:36.317162 26780 net.cpp:110] Creating Layer conv4/relu | |
| I1016 16:17:36.317164 26780 net.cpp:477] conv4/relu <- conv4/3x3_s1 | |
| I1016 16:17:36.317167 26780 net.cpp:419] conv4/relu -> conv4/3x3_s1 (in-place) | |
| I1016 16:17:36.317170 26780 net.cpp:155] Setting up conv4/relu | |
| I1016 16:17:36.317173 26780 net.cpp:163] Top shape: 128 256 13 13 (5537792) | |
| I1016 16:17:36.317175 26780 layer_factory.hpp:76] Creating layer conv5/3x3_s1 | |
| I1016 16:17:36.317179 26780 net.cpp:110] Creating Layer conv5/3x3_s1 | |
| I1016 16:17:36.317181 26780 net.cpp:477] conv5/3x3_s1 <- conv4/3x3_s1 | |
| I1016 16:17:36.317184 26780 net.cpp:433] conv5/3x3_s1 -> conv5/3x3_s1 | |
| I1016 16:17:36.317721 26780 net.cpp:155] Setting up conv5/3x3_s1 | |
| I1016 16:17:36.317726 26780 net.cpp:163] Top shape: 128 256 13 13 (5537792) | |
| I1016 16:17:36.317733 26780 layer_factory.hpp:76] Creating layer conv5/relu | |
| I1016 16:17:36.317735 26780 net.cpp:110] Creating Layer conv5/relu | |
| I1016 16:17:36.317739 26780 net.cpp:477] conv5/relu <- conv5/3x3_s1 | |
| I1016 16:17:36.317741 26780 net.cpp:419] conv5/relu -> conv5/3x3_s1 (in-place) | |
| I1016 16:17:36.317744 26780 net.cpp:155] Setting up conv5/relu | |
| I1016 16:17:36.317747 26780 net.cpp:163] Top shape: 128 256 13 13 (5537792) | |
| I1016 16:17:36.317750 26780 layer_factory.hpp:76] Creating layer pool5/3x3_s2 | |
| I1016 16:17:36.317754 26780 net.cpp:110] Creating Layer pool5/3x3_s2 | |
| I1016 16:17:36.317756 26780 net.cpp:477] pool5/3x3_s2 <- conv5/3x3_s1 | |
| I1016 16:17:36.317759 26780 net.cpp:433] pool5/3x3_s2 -> pool5/3x3_s2 | |
| I1016 16:17:36.317770 26780 net.cpp:155] Setting up pool5/3x3_s2 | |
| I1016 16:17:36.317775 26780 net.cpp:163] Top shape: 128 256 6 6 (1179648) | |
| I1016 16:17:36.317776 26780 layer_factory.hpp:76] Creating layer fc6 | |
| I1016 16:17:36.317780 26780 net.cpp:110] Creating Layer fc6 | |
| I1016 16:17:36.317783 26780 net.cpp:477] fc6 <- pool5/3x3_s2 | |
| I1016 16:17:36.317786 26780 net.cpp:433] fc6 -> fc6 | |
| I1016 16:17:36.337061 26780 net.cpp:155] Setting up fc6 | |
| I1016 16:17:36.337080 26780 net.cpp:163] Top shape: 128 4096 (524288) | |
| I1016 16:17:36.337087 26780 layer_factory.hpp:76] Creating layer fc7 | |
| I1016 16:17:36.337095 26780 net.cpp:110] Creating Layer fc7 | |
| I1016 16:17:36.337097 26780 net.cpp:477] fc7 <- fc6 | |
| I1016 16:17:36.337102 26780 net.cpp:433] fc7 -> fc7 | |
| I1016 16:17:36.345588 26780 net.cpp:155] Setting up fc7 | |
| I1016 16:17:36.345605 26780 net.cpp:163] Top shape: 128 4096 (524288) | |
| I1016 16:17:36.345613 26780 layer_factory.hpp:76] Creating layer fc8 | |
| I1016 16:17:36.345619 26780 net.cpp:110] Creating Layer fc8 | |
| I1016 16:17:36.345623 26780 net.cpp:477] fc8 <- fc7 | |
| I1016 16:17:36.345628 26780 net.cpp:433] fc8 -> fc8 | |
| I1016 16:17:36.347640 26780 net.cpp:155] Setting up fc8 | |
| I1016 16:17:36.347659 26780 net.cpp:163] Top shape: 128 1000 (128000) | |
| I1016 16:17:36.347666 26780 net.cpp:240] fc8 does not need backward computation. | |
| I1016 16:17:36.347669 26780 net.cpp:240] fc7 does not need backward computation. | |
| I1016 16:17:36.347672 26780 net.cpp:240] fc6 does not need backward computation. | |
| I1016 16:17:36.347676 26780 net.cpp:240] pool5/3x3_s2 does not need backward computation. | |
| I1016 16:17:36.347678 26780 net.cpp:240] conv5/relu does not need backward computation. | |
| I1016 16:17:36.347681 26780 net.cpp:240] conv5/3x3_s1 does not need backward computation. | |
| I1016 16:17:36.347682 26780 net.cpp:240] conv4/relu does not need backward computation. | |
| I1016 16:17:36.347686 26780 net.cpp:240] conv4/3x3_s1 does not need backward computation. | |
| I1016 16:17:36.347688 26780 net.cpp:240] conv3/relu does not need backward computation. | |
| I1016 16:17:36.347690 26780 net.cpp:240] conv3/3x3_s1 does not need backward computation. | |
| I1016 16:17:36.347693 26780 net.cpp:240] pool2/3x3_s2 does not need backward computation. | |
| I1016 16:17:36.347695 26780 net.cpp:240] conv2/relu does not need backward computation. | |
| I1016 16:17:36.347698 26780 net.cpp:240] conv2/5x5_s1 does not need backward computation. | |
| I1016 16:17:36.347700 26780 net.cpp:240] pool1/3x3_s2 does not need backward computation. | |
| I1016 16:17:36.347703 26780 net.cpp:240] conv1/relu does not need backward computation. | |
| I1016 16:17:36.347707 26780 net.cpp:240] conv1 does not need backward computation. | |
| I1016 16:17:36.347710 26780 net.cpp:283] This network produces output fc8 | |
| I1016 16:17:36.347722 26780 net.cpp:297] Network initialization done. | |
| I1016 16:17:36.347724 26780 net.cpp:298] Memory required for data: 546557952 | |
| I1016 16:17:36.347764 26780 caffe.cpp:309] Performing Forward | |
| I1016 16:17:37.817524 26780 caffe.cpp:314] Initial loss: 0 | |
| I1016 16:17:37.817569 26780 caffe.cpp:315] Performing Backward | |
| I1016 16:17:40.173732 26780 caffe.cpp:323] *** Benchmark begins *** | |
| I1016 16:17:40.173759 26780 caffe.cpp:324] Testing for 10 iterations. | |
| I1016 16:17:43.906831 26780 caffe.cpp:352] Iteration: 1 forward-backward time: 3733 ms. | |
| I1016 16:17:47.635109 26780 caffe.cpp:352] Iteration: 2 forward-backward time: 3728 ms. | |
| I1016 16:17:51.365733 26780 caffe.cpp:352] Iteration: 3 forward-backward time: 3730 ms. | |
| I1016 16:17:55.097730 26780 caffe.cpp:352] Iteration: 4 forward-backward time: 3731 ms. | |
| I1016 16:17:58.826092 26780 caffe.cpp:352] Iteration: 5 forward-backward time: 3728 ms. | |
| I1016 16:18:02.560098 26780 caffe.cpp:352] Iteration: 6 forward-backward time: 3733 ms. | |
| I1016 16:18:06.294488 26780 caffe.cpp:352] Iteration: 7 forward-backward time: 3734 ms. | |
| I1016 16:18:10.028942 26780 caffe.cpp:352] Iteration: 8 forward-backward time: 3734 ms. | |
| I1016 16:18:13.759577 26780 caffe.cpp:352] Iteration: 9 forward-backward time: 3730 ms. | |
| I1016 16:18:17.491750 26780 caffe.cpp:352] Iteration: 10 forward-backward time: 3732 ms. | |
| I1016 16:18:17.491782 26780 caffe.cpp:355] Average time per layer: | |
| I1016 16:18:17.491792 26780 caffe.cpp:358] conv1 forward: 222.604 ms. | |
| I1016 16:18:17.491798 26780 caffe.cpp:361] conv1 backward: 388.227 ms. | |
| I1016 16:18:17.491802 26780 caffe.cpp:358] conv1/relu forward: 20.8129 ms. | |
| I1016 16:18:17.491806 26780 caffe.cpp:361] conv1/relu backward: 21.4074 ms. | |
| I1016 16:18:17.491811 26780 caffe.cpp:358] pool1/3x3_s2 forward: 66.1807 ms. | |
| I1016 16:18:17.491814 26780 caffe.cpp:361] pool1/3x3_s2 backward: 14.9869 ms. | |
| I1016 16:18:17.491818 26780 caffe.cpp:358] conv2/5x5_s1 forward: 312.861 ms. | |
| I1016 16:18:17.491822 26780 caffe.cpp:361] conv2/5x5_s1 backward: 621.962 ms. | |
| I1016 16:18:17.491827 26780 caffe.cpp:358] conv2/relu forward: 15.7412 ms. | |
| I1016 16:18:17.491829 26780 caffe.cpp:361] conv2/relu backward: 15.42 ms. | |
| I1016 16:18:17.491833 26780 caffe.cpp:358] pool2/3x3_s2 forward: 51.0642 ms. | |
| I1016 16:18:17.491837 26780 caffe.cpp:361] pool2/3x3_s2 backward: 14.2798 ms. | |
| I1016 16:18:17.491842 26780 caffe.cpp:358] conv3/3x3_s1 forward: 182.195 ms. | |
| I1016 16:18:17.491845 26780 caffe.cpp:361] conv3/3x3_s1 backward: 299.712 ms. | |
| I1016 16:18:17.491848 26780 caffe.cpp:358] conv3/relu forward: 7.9173 ms. | |
| I1016 16:18:17.491852 26780 caffe.cpp:361] conv3/relu backward: 10.796 ms. | |
| I1016 16:18:17.491855 26780 caffe.cpp:358] conv4/3x3_s1 forward: 265.765 ms. | |
| I1016 16:18:17.491859 26780 caffe.cpp:361] conv4/3x3_s1 backward: 486.316 ms. | |
| I1016 16:18:17.491863 26780 caffe.cpp:358] conv4/relu forward: 5.2829 ms. | |
| I1016 16:18:17.491868 26780 caffe.cpp:361] conv4/relu backward: 7.2423 ms. | |
| I1016 16:18:17.491870 26780 caffe.cpp:358] conv5/3x3_s1 forward: 178.294 ms. | |
| I1016 16:18:17.491874 26780 caffe.cpp:361] conv5/3x3_s1 backward: 303.437 ms. | |
| I1016 16:18:17.491878 26780 caffe.cpp:358] conv5/relu forward: 5.2773 ms. | |
| I1016 16:18:17.491881 26780 caffe.cpp:361] conv5/relu backward: 5.1878 ms. | |
| I1016 16:18:17.491885 26780 caffe.cpp:358] pool5/3x3_s2 forward: 22.1092 ms. | |
| I1016 16:18:17.491889 26780 caffe.cpp:361] pool5/3x3_s2 backward: 10.154 ms. | |
| I1016 16:18:17.491893 26780 caffe.cpp:358] fc6 forward: 43.8482 ms. | |
| I1016 16:18:17.491896 26780 caffe.cpp:361] fc6 backward: 70.8877 ms. | |
| I1016 16:18:17.491900 26780 caffe.cpp:358] fc7 forward: 17.9037 ms. | |
| I1016 16:18:17.491904 26780 caffe.cpp:361] fc7 backward: 31.436 ms. | |
| I1016 16:18:17.491907 26780 caffe.cpp:358] fc8 forward: 4.389 ms. | |
| I1016 16:18:17.491911 26780 caffe.cpp:361] fc8 backward: 8.0255 ms. | |
| I1016 16:18:17.491916 26780 caffe.cpp:366] Average Forward pass: 1422.26 ms. | |
| I1016 16:18:17.491920 26780 caffe.cpp:368] Average Backward pass: 2309.5 ms. | |
| I1016 16:18:17.491925 26780 caffe.cpp:370] Average Forward-Backward: 3731.8 ms. | |
| I1016 16:18:17.491928 26780 caffe.cpp:372] Total Time: 37318 ms. | |
| I1016 16:18:17.491932 26780 caffe.cpp:373] *** Benchmark ends *** |
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