diff --git a/caffe/output_alexnet.log b/caffe/output_alexnet.log index b1220ee..b925873 100644 --- a/caffe/output_alexnet.log +++ b/caffe/output_alexnet.log @@ -1,18 +1,28 @@ -I0417 00:33:35.523430 28762 caffe.cpp:212] Use GPU with device ID 0 -E0417 00:33:35.743690 28762 upgrade_proto.cpp:618] Attempting to upgrade input file specified using deprecated V1LayerParameter: ./imagenet_winners/alexnet.prototxt -E0417 00:33:35.743741 28762 upgrade_proto.cpp:636] Input NetParameter to be upgraded already specifies 'layer' fields; these will be ignored for the upgrade. -E0417 00:33:35.743773 28762 upgrade_proto.cpp:623] Warning: had one or more problems upgrading V1LayerParameter (see above); continuing anyway. -I0417 00:33:35.743908 28762 net.cpp:42] Initializing net from parameters: +I0228 23:01:58.835140 24487 caffe.cpp:308] Use GPU with device ID 0 +I0228 23:01:59.105986 24487 upgrade_proto.cpp:51] Attempting to upgrade input file specified using deprecated V1LayerParameter: ./imagenet_winners/alexnet.prototxt +I0228 23:01:59.106055 24487 upgrade_proto.cpp:59] Successfully upgraded file specified using deprecated V1LayerParameter +I0228 23:01:59.106077 24487 upgrade_proto.cpp:65] Attempting to upgrade input file specified using deprecated input fields: ./imagenet_winners/alexnet.prototxt +I0228 23:01:59.106086 24487 upgrade_proto.cpp:68] Successfully upgraded file specified using deprecated input fields. +W0228 23:01:59.106089 24487 upgrade_proto.cpp:70] Note that future Caffe releases will only support input layers and not input fields. +I0228 23:01:59.106209 24487 net.cpp:49] 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: "input" + type: "Input" + top: "data" + input_param { + shape { + dim: 128 + dim: 3 + dim: 224 + dim: 224 + } + } +} layer { name: "conv1" type: "Convolution" @@ -87,7 +97,7 @@ layer { } } layer { - name: "cpnv2/relu" + name: "conv2/relu" type: "ReLU" bottom: "conv2/5x5_s1" top: "conv2/5x5_s1" @@ -216,146 +226,222 @@ layer { stride: 2 } } -I0417 00:33:35.743963 28762 net.cpp:340] Input 0 -> data -I0417 00:33:35.743993 28762 layer_factory.hpp:74] Creating layer conv1 -I0417 00:33:35.744009 28762 net.cpp:84] Creating Layer conv1 -I0417 00:33:35.744014 28762 net.cpp:380] conv1 <- data -I0417 00:33:35.744020 28762 net.cpp:338] conv1 -> conv1/11x11_s4 -I0417 00:33:35.744029 28762 net.cpp:113] Setting up conv1 -I0417 00:33:35.744531 28762 net.cpp:120] Top shape: 128 64 55 55 (24780800) -I0417 00:33:35.744545 28762 layer_factory.hpp:74] Creating layer conv1/relu -I0417 00:33:35.744552 28762 net.cpp:84] Creating Layer conv1/relu -I0417 00:33:35.744555 28762 net.cpp:380] conv1/relu <- conv1/11x11_s4 -I0417 00:33:35.744560 28762 net.cpp:327] conv1/relu -> conv1/11x11_s4 (in-place) -I0417 00:33:35.744565 28762 net.cpp:113] Setting up conv1/relu -I0417 00:33:35.744573 28762 net.cpp:120] Top shape: 128 64 55 55 (24780800) -I0417 00:33:35.744577 28762 layer_factory.hpp:74] Creating layer pool1/3x3_s2 -I0417 00:33:35.744582 28762 net.cpp:84] Creating Layer pool1/3x3_s2 -I0417 00:33:35.744585 28762 net.cpp:380] pool1/3x3_s2 <- conv1/11x11_s4 -I0417 00:33:35.744588 28762 net.cpp:338] pool1/3x3_s2 -> pool1/3x3_s2 -I0417 00:33:35.744595 28762 net.cpp:113] Setting up pool1/3x3_s2 -I0417 00:33:35.744606 28762 net.cpp:120] Top shape: 128 64 27 27 (5971968) -I0417 00:33:35.744609 28762 layer_factory.hpp:74] Creating layer conv2/5x5_s1 -I0417 00:33:35.744614 28762 net.cpp:84] Creating Layer conv2/5x5_s1 -I0417 00:33:35.744617 28762 net.cpp:380] conv2/5x5_s1 <- pool1/3x3_s2 -I0417 00:33:35.744704 28762 net.cpp:338] conv2/5x5_s1 -> conv2/5x5_s1 -I0417 00:33:35.744714 28762 net.cpp:113] Setting up conv2/5x5_s1 -I0417 00:33:35.746635 28762 net.cpp:120] Top shape: 128 192 27 27 (17915904) -I0417 00:33:35.746646 28762 layer_factory.hpp:74] Creating layer cpnv2/relu -I0417 00:33:35.746651 28762 net.cpp:84] Creating Layer cpnv2/relu -I0417 00:33:35.746655 28762 net.cpp:380] cpnv2/relu <- conv2/5x5_s1 -I0417 00:33:35.746659 28762 net.cpp:327] cpnv2/relu -> conv2/5x5_s1 (in-place) -I0417 00:33:35.746664 28762 net.cpp:113] Setting up cpnv2/relu -I0417 00:33:35.746669 28762 net.cpp:120] Top shape: 128 192 27 27 (17915904) -I0417 00:33:35.746671 28762 layer_factory.hpp:74] Creating layer pool2/3x3_s2 -I0417 00:33:35.746675 28762 net.cpp:84] Creating Layer pool2/3x3_s2 -I0417 00:33:35.746678 28762 net.cpp:380] pool2/3x3_s2 <- conv2/5x5_s1 -I0417 00:33:35.746683 28762 net.cpp:338] pool2/3x3_s2 -> pool2/3x3_s2 -I0417 00:33:35.746688 28762 net.cpp:113] Setting up pool2/3x3_s2 -I0417 00:33:35.746695 28762 net.cpp:120] Top shape: 128 192 13 13 (4153344) -I0417 00:33:35.746697 28762 layer_factory.hpp:74] Creating layer conv3/3x3_s1 -I0417 00:33:35.746702 28762 net.cpp:84] Creating Layer conv3/3x3_s1 -I0417 00:33:35.746706 28762 net.cpp:380] conv3/3x3_s1 <- pool2/3x3_s2 -I0417 00:33:35.746709 28762 net.cpp:338] conv3/3x3_s1 -> conv3/3x3_s1 -I0417 00:33:35.746714 28762 net.cpp:113] Setting up conv3/3x3_s1 -I0417 00:33:35.750685 28762 net.cpp:120] Top shape: 128 384 13 13 (8306688) -I0417 00:33:35.750696 28762 layer_factory.hpp:74] Creating layer conv3/relu -I0417 00:33:35.750701 28762 net.cpp:84] Creating Layer conv3/relu -I0417 00:33:35.750705 28762 net.cpp:380] conv3/relu <- conv3/3x3_s1 -I0417 00:33:35.750708 28762 net.cpp:327] conv3/relu -> conv3/3x3_s1 (in-place) -I0417 00:33:35.750713 28762 net.cpp:113] Setting up conv3/relu -I0417 00:33:35.750717 28762 net.cpp:120] Top shape: 128 384 13 13 (8306688) -I0417 00:33:35.750720 28762 layer_factory.hpp:74] Creating layer conv4/3x3_s1 -I0417 00:33:35.750725 28762 net.cpp:84] Creating Layer conv4/3x3_s1 -I0417 00:33:35.750728 28762 net.cpp:380] conv4/3x3_s1 <- conv3/3x3_s1 -I0417 00:33:35.750733 28762 net.cpp:338] conv4/3x3_s1 -> conv4/3x3_s1 -I0417 00:33:35.750738 28762 net.cpp:113] Setting up conv4/3x3_s1 -I0417 00:33:35.755753 28762 net.cpp:120] Top shape: 128 256 13 13 (5537792) -I0417 00:33:35.755763 28762 layer_factory.hpp:74] Creating layer conv4/relu -I0417 00:33:35.755767 28762 net.cpp:84] Creating Layer conv4/relu -I0417 00:33:35.755770 28762 net.cpp:380] conv4/relu <- conv4/3x3_s1 -I0417 00:33:35.755774 28762 net.cpp:327] conv4/relu -> conv4/3x3_s1 (in-place) -I0417 00:33:35.755779 28762 net.cpp:113] Setting up conv4/relu -I0417 00:33:35.755784 28762 net.cpp:120] Top shape: 128 256 13 13 (5537792) -I0417 00:33:35.755786 28762 layer_factory.hpp:74] Creating layer conv5/3x3_s1 -I0417 00:33:35.755791 28762 net.cpp:84] Creating Layer conv5/3x3_s1 -I0417 00:33:35.755800 28762 net.cpp:380] conv5/3x3_s1 <- conv4/3x3_s1 -I0417 00:33:35.755805 28762 net.cpp:338] conv5/3x3_s1 -> conv5/3x3_s1 -I0417 00:33:35.755810 28762 net.cpp:113] Setting up conv5/3x3_s1 -I0417 00:33:35.759330 28762 net.cpp:120] Top shape: 128 256 13 13 (5537792) -I0417 00:33:35.759341 28762 layer_factory.hpp:74] Creating layer conv5/relu -I0417 00:33:35.759344 28762 net.cpp:84] Creating Layer conv5/relu -I0417 00:33:35.759347 28762 net.cpp:380] conv5/relu <- conv5/3x3_s1 -I0417 00:33:35.759351 28762 net.cpp:327] conv5/relu -> conv5/3x3_s1 (in-place) -I0417 00:33:35.759356 28762 net.cpp:113] Setting up conv5/relu -I0417 00:33:35.759361 28762 net.cpp:120] Top shape: 128 256 13 13 (5537792) -I0417 00:33:35.759363 28762 layer_factory.hpp:74] Creating layer pool5/3x3_s2 -I0417 00:33:35.759367 28762 net.cpp:84] Creating Layer pool5/3x3_s2 -I0417 00:33:35.759371 28762 net.cpp:380] pool5/3x3_s2 <- conv5/3x3_s1 -I0417 00:33:35.759374 28762 net.cpp:338] pool5/3x3_s2 -> pool5/3x3_s2 -I0417 00:33:35.759379 28762 net.cpp:113] Setting up pool5/3x3_s2 -I0417 00:33:35.759385 28762 net.cpp:120] Top shape: 128 256 6 6 (1179648) -I0417 00:33:35.759388 28762 net.cpp:169] pool5/3x3_s2 does not need backward computation. -I0417 00:33:35.759392 28762 net.cpp:169] conv5/relu does not need backward computation. -I0417 00:33:35.759394 28762 net.cpp:169] conv5/3x3_s1 does not need backward computation. -I0417 00:33:35.759397 28762 net.cpp:169] conv4/relu does not need backward computation. -I0417 00:33:35.759399 28762 net.cpp:169] conv4/3x3_s1 does not need backward computation. -I0417 00:33:35.759402 28762 net.cpp:169] conv3/relu does not need backward computation. -I0417 00:33:35.759404 28762 net.cpp:169] conv3/3x3_s1 does not need backward computation. -I0417 00:33:35.759407 28762 net.cpp:169] pool2/3x3_s2 does not need backward computation. -I0417 00:33:35.759409 28762 net.cpp:169] cpnv2/relu does not need backward computation. -I0417 00:33:35.759412 28762 net.cpp:169] conv2/5x5_s1 does not need backward computation. -I0417 00:33:35.759414 28762 net.cpp:169] pool1/3x3_s2 does not need backward computation. -I0417 00:33:35.759418 28762 net.cpp:169] conv1/relu does not need backward computation. -I0417 00:33:35.759419 28762 net.cpp:169] conv1 does not need backward computation. -I0417 00:33:35.759423 28762 net.cpp:205] This network produces output pool5/3x3_s2 -I0417 00:33:35.759433 28762 net.cpp:447] Collecting Learning Rate and Weight Decay. -I0417 00:33:35.759438 28762 net.cpp:217] Network initialization done. -I0417 00:33:35.759440 28762 net.cpp:218] Memory required for data: 541851648 -I0417 00:33:35.759482 28762 caffe.cpp:224] Performing Forward -I0417 00:33:35.887617 28762 caffe.cpp:229] Initial loss: 0 -I0417 00:33:35.887641 28762 caffe.cpp:230] Performing Backward -I0417 00:33:36.097396 28762 caffe.cpp:238] *** Benchmark begins *** -I0417 00:33:36.097409 28762 caffe.cpp:239] Testing for 10 iterations. -I0417 00:33:36.455549 28762 caffe.cpp:270] Iteration: 1 forward-backward time: 322.526 ms. -I0417 00:33:36.778002 28762 caffe.cpp:270] Iteration: 2 forward-backward time: 322.414 ms. -I0417 00:33:37.100234 28762 caffe.cpp:270] Iteration: 3 forward-backward time: 322.199 ms. -I0417 00:33:37.422628 28762 caffe.cpp:270] Iteration: 4 forward-backward time: 322.361 ms. -I0417 00:33:37.745718 28762 caffe.cpp:270] Iteration: 5 forward-backward time: 323.054 ms. -I0417 00:33:38.072986 28762 caffe.cpp:270] Iteration: 6 forward-backward time: 327.234 ms. -I0417 00:33:38.400277 28762 caffe.cpp:270] Iteration: 7 forward-backward time: 327.255 ms. -I0417 00:33:38.727391 28762 caffe.cpp:270] Iteration: 8 forward-backward time: 327.067 ms. -I0417 00:33:39.054293 28762 caffe.cpp:270] Iteration: 9 forward-backward time: 326.832 ms. -I0417 00:33:39.381435 28762 caffe.cpp:270] Iteration: 10 forward-backward time: 327.092 ms. -I0417 00:33:39.381456 28762 caffe.cpp:273] Average time per layer: -I0417 00:33:39.381471 28762 caffe.cpp:276] conv1 forward: 16.0281 ms. -I0417 00:33:39.381476 28762 caffe.cpp:279] conv1 backward: 42.8958 ms. -I0417 00:33:39.381479 28762 caffe.cpp:276] conv1/relu forward: 0.787574 ms. -I0417 00:33:39.381491 28762 caffe.cpp:279] conv1/relu backward: 1.16808 ms. -I0417 00:33:39.381495 28762 caffe.cpp:276] pool1/3x3_s2 forward: 0.888435 ms. -I0417 00:33:39.381499 28762 caffe.cpp:279] pool1/3x3_s2 backward: 3.56855 ms. -I0417 00:33:39.381501 28762 caffe.cpp:276] conv2/5x5_s1 forward: 28.9099 ms. -I0417 00:33:39.381505 28762 caffe.cpp:279] conv2/5x5_s1 backward: 47.5325 ms. -I0417 00:33:39.381507 28762 caffe.cpp:276] cpnv2/relu forward: 0.569651 ms. -I0417 00:33:39.381510 28762 caffe.cpp:279] cpnv2/relu backward: 0.846234 ms. -I0417 00:33:39.381513 28762 caffe.cpp:276] pool2/3x3_s2 forward: 0.657222 ms. -I0417 00:33:39.381516 28762 caffe.cpp:279] pool2/3x3_s2 backward: 2.62984 ms. -I0417 00:33:39.381520 28762 caffe.cpp:276] conv3/3x3_s1 forward: 22.7409 ms. -I0417 00:33:39.381523 28762 caffe.cpp:279] conv3/3x3_s1 backward: 32.8941 ms. -I0417 00:33:39.381526 28762 caffe.cpp:276] conv3/relu forward: 0.26584 ms. -I0417 00:33:39.381530 28762 caffe.cpp:279] conv3/relu backward: 0.395059 ms. -I0417 00:33:39.381532 28762 caffe.cpp:276] conv4/3x3_s1 forward: 28.4876 ms. -I0417 00:33:39.381536 28762 caffe.cpp:279] conv4/3x3_s1 backward: 41.0997 ms. -I0417 00:33:39.381539 28762 caffe.cpp:276] conv4/relu forward: 0.178582 ms. -I0417 00:33:39.381542 28762 caffe.cpp:279] conv4/relu backward: 0.266858 ms. -I0417 00:33:39.381544 28762 caffe.cpp:276] conv5/3x3_s1 forward: 21.1629 ms. -I0417 00:33:39.381548 28762 caffe.cpp:279] conv5/3x3_s1 backward: 29.1267 ms. -I0417 00:33:39.381551 28762 caffe.cpp:276] conv5/relu forward: 0.177984 ms. -I0417 00:33:39.381554 28762 caffe.cpp:279] conv5/relu backward: 0.265635 ms. -I0417 00:33:39.381557 28762 caffe.cpp:276] pool5/3x3_s2 forward: 0.224461 ms. -I0417 00:33:39.381561 28762 caffe.cpp:279] pool5/3x3_s2 backward: 0.818109 ms. -I0417 00:33:39.381572 28762 caffe.cpp:284] Average Forward pass: 121.175 ms. -I0417 00:33:39.381577 28762 caffe.cpp:286] Average Backward pass: 203.615 ms. -I0417 00:33:39.381582 28762 caffe.cpp:288] Average Forward-Backward: 324.849 ms. -I0417 00:33:39.381587 28762 caffe.cpp:290] Total Time: 3248.49 ms. -I0417 00:33:39.381589 28762 caffe.cpp:291] *** Benchmark ends *** +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 + } +} +I0228 23:01:59.106274 24487 layer_factory.hpp:77] Creating layer input +I0228 23:01:59.106305 24487 net.cpp:91] Creating Layer input +I0228 23:01:59.106310 24487 net.cpp:399] input -> data +I0228 23:01:59.112552 24487 net.cpp:141] Setting up input +I0228 23:01:59.112576 24487 net.cpp:148] Top shape: 128 3 224 224 (19267584) +I0228 23:01:59.112578 24487 net.cpp:156] Memory required for data: 77070336 +I0228 23:01:59.112586 24487 layer_factory.hpp:77] Creating layer conv1 +I0228 23:01:59.112601 24487 net.cpp:91] Creating Layer conv1 +I0228 23:01:59.112606 24487 net.cpp:425] conv1 <- data +I0228 23:01:59.112612 24487 net.cpp:399] conv1 -> conv1/11x11_s4 +I0228 23:01:59.254693 24487 net.cpp:141] Setting up conv1 +I0228 23:01:59.254719 24487 net.cpp:148] Top shape: 128 64 55 55 (24780800) +I0228 23:01:59.254722 24487 net.cpp:156] Memory required for data: 176193536 +I0228 23:01:59.254739 24487 layer_factory.hpp:77] Creating layer conv1/relu +I0228 23:01:59.254748 24487 net.cpp:91] Creating Layer conv1/relu +I0228 23:01:59.254753 24487 net.cpp:425] conv1/relu <- conv1/11x11_s4 +I0228 23:01:59.254757 24487 net.cpp:386] conv1/relu -> conv1/11x11_s4 (in-place) +I0228 23:01:59.255596 24487 net.cpp:141] Setting up conv1/relu +I0228 23:01:59.255606 24487 net.cpp:148] Top shape: 128 64 55 55 (24780800) +I0228 23:01:59.255609 24487 net.cpp:156] Memory required for data: 275316736 +I0228 23:01:59.255612 24487 layer_factory.hpp:77] Creating layer pool1/3x3_s2 +I0228 23:01:59.255620 24487 net.cpp:91] Creating Layer pool1/3x3_s2 +I0228 23:01:59.255622 24487 net.cpp:425] pool1/3x3_s2 <- conv1/11x11_s4 +I0228 23:01:59.255626 24487 net.cpp:399] pool1/3x3_s2 -> pool1/3x3_s2 +I0228 23:01:59.255674 24487 net.cpp:141] Setting up pool1/3x3_s2 +I0228 23:01:59.255679 24487 net.cpp:148] Top shape: 128 64 27 27 (5971968) +I0228 23:01:59.255682 24487 net.cpp:156] Memory required for data: 299204608 +I0228 23:01:59.255686 24487 layer_factory.hpp:77] Creating layer conv2/5x5_s1 +I0228 23:01:59.255695 24487 net.cpp:91] Creating Layer conv2/5x5_s1 +I0228 23:01:59.255698 24487 net.cpp:425] conv2/5x5_s1 <- pool1/3x3_s2 +I0228 23:01:59.255702 24487 net.cpp:399] conv2/5x5_s1 -> conv2/5x5_s1 +I0228 23:01:59.259663 24487 net.cpp:141] Setting up conv2/5x5_s1 +I0228 23:01:59.259675 24487 net.cpp:148] Top shape: 128 192 27 27 (17915904) +I0228 23:01:59.259680 24487 net.cpp:156] Memory required for data: 370868224 +I0228 23:01:59.259687 24487 layer_factory.hpp:77] Creating layer conv2/relu +I0228 23:01:59.259692 24487 net.cpp:91] Creating Layer conv2/relu +I0228 23:01:59.259696 24487 net.cpp:425] conv2/relu <- conv2/5x5_s1 +I0228 23:01:59.259699 24487 net.cpp:386] conv2/relu -> conv2/5x5_s1 (in-place) +I0228 23:01:59.260179 24487 net.cpp:141] Setting up conv2/relu +I0228 23:01:59.260190 24487 net.cpp:148] Top shape: 128 192 27 27 (17915904) +I0228 23:01:59.260192 24487 net.cpp:156] Memory required for data: 442531840 +I0228 23:01:59.260195 24487 layer_factory.hpp:77] Creating layer pool2/3x3_s2 +I0228 23:01:59.260201 24487 net.cpp:91] Creating Layer pool2/3x3_s2 +I0228 23:01:59.260205 24487 net.cpp:425] pool2/3x3_s2 <- conv2/5x5_s1 +I0228 23:01:59.260208 24487 net.cpp:399] pool2/3x3_s2 -> pool2/3x3_s2 +I0228 23:01:59.260239 24487 net.cpp:141] Setting up pool2/3x3_s2 +I0228 23:01:59.260244 24487 net.cpp:148] Top shape: 128 192 13 13 (4153344) +I0228 23:01:59.260247 24487 net.cpp:156] Memory required for data: 459145216 +I0228 23:01:59.260251 24487 layer_factory.hpp:77] Creating layer conv3/3x3_s1 +I0228 23:01:59.260257 24487 net.cpp:91] Creating Layer conv3/3x3_s1 +I0228 23:01:59.260260 24487 net.cpp:425] conv3/3x3_s1 <- pool2/3x3_s2 +I0228 23:01:59.260264 24487 net.cpp:399] conv3/3x3_s1 -> conv3/3x3_s1 +I0228 23:01:59.267001 24487 net.cpp:141] Setting up conv3/3x3_s1 +I0228 23:01:59.267020 24487 net.cpp:148] Top shape: 128 384 13 13 (8306688) +I0228 23:01:59.267024 24487 net.cpp:156] Memory required for data: 492371968 +I0228 23:01:59.267031 24487 layer_factory.hpp:77] Creating layer conv3/relu +I0228 23:01:59.267038 24487 net.cpp:91] Creating Layer conv3/relu +I0228 23:01:59.267041 24487 net.cpp:425] conv3/relu <- conv3/3x3_s1 +I0228 23:01:59.267045 24487 net.cpp:386] conv3/relu -> conv3/3x3_s1 (in-place) +I0228 23:01:59.267168 24487 net.cpp:141] Setting up conv3/relu +I0228 23:01:59.267175 24487 net.cpp:148] Top shape: 128 384 13 13 (8306688) +I0228 23:01:59.267179 24487 net.cpp:156] Memory required for data: 525598720 +I0228 23:01:59.267181 24487 layer_factory.hpp:77] Creating layer conv4/3x3_s1 +I0228 23:01:59.267189 24487 net.cpp:91] Creating Layer conv4/3x3_s1 +I0228 23:01:59.267192 24487 net.cpp:425] conv4/3x3_s1 <- conv3/3x3_s1 +I0228 23:01:59.267196 24487 net.cpp:399] conv4/3x3_s1 -> conv4/3x3_s1 +I0228 23:01:59.274763 24487 net.cpp:141] Setting up conv4/3x3_s1 +I0228 23:01:59.274775 24487 net.cpp:148] Top shape: 128 256 13 13 (5537792) +I0228 23:01:59.274778 24487 net.cpp:156] Memory required for data: 547749888 +I0228 23:01:59.274783 24487 layer_factory.hpp:77] Creating layer conv4/relu +I0228 23:01:59.274790 24487 net.cpp:91] Creating Layer conv4/relu +I0228 23:01:59.274792 24487 net.cpp:425] conv4/relu <- conv4/3x3_s1 +I0228 23:01:59.274797 24487 net.cpp:386] conv4/relu -> conv4/3x3_s1 (in-place) +I0228 23:01:59.275074 24487 net.cpp:141] Setting up conv4/relu +I0228 23:01:59.275084 24487 net.cpp:148] Top shape: 128 256 13 13 (5537792) +I0228 23:01:59.275087 24487 net.cpp:156] Memory required for data: 569901056 +I0228 23:01:59.275090 24487 layer_factory.hpp:77] Creating layer conv5/3x3_s1 +I0228 23:01:59.275099 24487 net.cpp:91] Creating Layer conv5/3x3_s1 +I0228 23:01:59.275102 24487 net.cpp:425] conv5/3x3_s1 <- conv4/3x3_s1 +I0228 23:01:59.275109 24487 net.cpp:399] conv5/3x3_s1 -> conv5/3x3_s1 +I0228 23:01:59.279484 24487 net.cpp:141] Setting up conv5/3x3_s1 +I0228 23:01:59.279496 24487 net.cpp:148] Top shape: 128 256 13 13 (5537792) +I0228 23:01:59.279500 24487 net.cpp:156] Memory required for data: 592052224 +I0228 23:01:59.279507 24487 layer_factory.hpp:77] Creating layer conv5/relu +I0228 23:01:59.279512 24487 net.cpp:91] Creating Layer conv5/relu +I0228 23:01:59.279516 24487 net.cpp:425] conv5/relu <- conv5/3x3_s1 +I0228 23:01:59.279520 24487 net.cpp:386] conv5/relu -> conv5/3x3_s1 (in-place) +I0228 23:01:59.279769 24487 net.cpp:141] Setting up conv5/relu +I0228 23:01:59.279778 24487 net.cpp:148] Top shape: 128 256 13 13 (5537792) +I0228 23:01:59.279781 24487 net.cpp:156] Memory required for data: 614203392 +I0228 23:01:59.279784 24487 layer_factory.hpp:77] Creating layer pool5/3x3_s2 +I0228 23:01:59.279790 24487 net.cpp:91] Creating Layer pool5/3x3_s2 +I0228 23:01:59.279793 24487 net.cpp:425] pool5/3x3_s2 <- conv5/3x3_s1 +I0228 23:01:59.279799 24487 net.cpp:399] pool5/3x3_s2 -> pool5/3x3_s2 +I0228 23:01:59.279834 24487 net.cpp:141] Setting up pool5/3x3_s2 +I0228 23:01:59.279839 24487 net.cpp:148] Top shape: 128 256 6 6 (1179648) +I0228 23:01:59.279840 24487 net.cpp:156] Memory required for data: 618921984 +I0228 23:01:59.279844 24487 layer_factory.hpp:77] Creating layer fc6 +I0228 23:01:59.279850 24487 net.cpp:91] Creating Layer fc6 +I0228 23:01:59.279852 24487 net.cpp:425] fc6 <- pool5/3x3_s2 +I0228 23:01:59.279857 24487 net.cpp:399] fc6 -> fc6 +I0228 23:01:59.346503 24487 net.cpp:141] Setting up fc6 +I0228 23:01:59.346530 24487 net.cpp:148] Top shape: 128 4096 (524288) +I0228 23:01:59.346534 24487 net.cpp:156] Memory required for data: 621019136 +I0228 23:01:59.346544 24487 layer_factory.hpp:77] Creating layer fc7 +I0228 23:01:59.346551 24487 net.cpp:91] Creating Layer fc7 +I0228 23:01:59.346556 24487 net.cpp:425] fc7 <- fc6 +I0228 23:01:59.346562 24487 net.cpp:399] fc7 -> fc7 +I0228 23:01:59.376416 24487 net.cpp:141] Setting up fc7 +I0228 23:01:59.376454 24487 net.cpp:148] Top shape: 128 4096 (524288) +I0228 23:01:59.376457 24487 net.cpp:156] Memory required for data: 623116288 +I0228 23:01:59.376466 24487 layer_factory.hpp:77] Creating layer fc8 +I0228 23:01:59.376487 24487 net.cpp:91] Creating Layer fc8 +I0228 23:01:59.376492 24487 net.cpp:425] fc8 <- fc7 +I0228 23:01:59.376497 24487 net.cpp:399] fc8 -> fc8 +I0228 23:01:59.383560 24487 net.cpp:141] Setting up fc8 +I0228 23:01:59.383586 24487 net.cpp:148] Top shape: 128 1000 (128000) +I0228 23:01:59.383590 24487 net.cpp:156] Memory required for data: 623628288 +I0228 23:01:59.383599 24487 net.cpp:219] fc8 does not need backward computation. +I0228 23:01:59.383604 24487 net.cpp:219] fc7 does not need backward computation. +I0228 23:01:59.383606 24487 net.cpp:219] fc6 does not need backward computation. +I0228 23:01:59.383610 24487 net.cpp:219] pool5/3x3_s2 does not need backward computation. +I0228 23:01:59.383612 24487 net.cpp:219] conv5/relu does not need backward computation. +I0228 23:01:59.383615 24487 net.cpp:219] conv5/3x3_s1 does not need backward computation. +I0228 23:01:59.383618 24487 net.cpp:219] conv4/relu does not need backward computation. +I0228 23:01:59.383621 24487 net.cpp:219] conv4/3x3_s1 does not need backward computation. +I0228 23:01:59.383625 24487 net.cpp:219] conv3/relu does not need backward computation. +I0228 23:01:59.383627 24487 net.cpp:219] conv3/3x3_s1 does not need backward computation. +I0228 23:01:59.383630 24487 net.cpp:219] pool2/3x3_s2 does not need backward computation. +I0228 23:01:59.383633 24487 net.cpp:219] conv2/relu does not need backward computation. +I0228 23:01:59.383636 24487 net.cpp:219] conv2/5x5_s1 does not need backward computation. +I0228 23:01:59.383640 24487 net.cpp:219] pool1/3x3_s2 does not need backward computation. +I0228 23:01:59.383642 24487 net.cpp:219] conv1/relu does not need backward computation. +I0228 23:01:59.383644 24487 net.cpp:219] conv1 does not need backward computation. +I0228 23:01:59.383648 24487 net.cpp:219] input does not need backward computation. +I0228 23:01:59.383651 24487 net.cpp:261] This network produces output fc8 +I0228 23:01:59.383666 24487 net.cpp:274] Network initialization done. +I0228 23:01:59.383720 24487 caffe.cpp:320] Performing Forward +I0228 23:01:59.456549 24487 caffe.cpp:325] Initial loss: 0 +I0228 23:01:59.456580 24487 caffe.cpp:326] Performing Backward +I0228 23:01:59.459419 24487 caffe.cpp:334] *** Benchmark begins *** +I0228 23:01:59.459429 24487 caffe.cpp:335] Testing for 10 iterations. +I0228 23:01:59.697926 24487 caffe.cpp:363] Iteration: 1 forward-backward time: 136.04 ms. +I0228 23:01:59.828011 24487 caffe.cpp:363] Iteration: 2 forward-backward time: 130.048 ms. +I0228 23:01:59.955576 24487 caffe.cpp:363] Iteration: 3 forward-backward time: 127.527 ms. +I0228 23:02:00.082654 24487 caffe.cpp:363] Iteration: 4 forward-backward time: 127.05 ms. +I0228 23:02:00.210253 24487 caffe.cpp:363] Iteration: 5 forward-backward time: 127.564 ms. +I0228 23:02:00.337790 24487 caffe.cpp:363] Iteration: 6 forward-backward time: 127.497 ms. +I0228 23:02:00.465500 24487 caffe.cpp:363] Iteration: 7 forward-backward time: 127.675 ms. +I0228 23:02:00.593641 24487 caffe.cpp:363] Iteration: 8 forward-backward time: 128.1 ms. +I0228 23:02:00.721340 24487 caffe.cpp:363] Iteration: 9 forward-backward time: 127.672 ms. +I0228 23:02:00.849045 24487 caffe.cpp:363] Iteration: 10 forward-backward time: 127.675 ms. +I0228 23:02:00.849069 24487 caffe.cpp:366] Average time per layer: +I0228 23:02:00.849072 24487 caffe.cpp:369] input forward: 0.0019584 ms. +I0228 23:02:00.849079 24487 caffe.cpp:372] input backward: 0.0019456 ms. +I0228 23:02:00.849082 24487 caffe.cpp:369] conv1 forward: 4.6583 ms. +I0228 23:02:00.849086 24487 caffe.cpp:372] conv1 backward: 14.4471 ms. +I0228 23:02:00.849088 24487 caffe.cpp:369] conv1/relu forward: 0.859251 ms. +I0228 23:02:00.849092 24487 caffe.cpp:372] conv1/relu backward: 1.26321 ms. +I0228 23:02:00.849094 24487 caffe.cpp:369] pool1/3x3_s2 forward: 0.869603 ms. +I0228 23:02:00.849097 24487 caffe.cpp:372] pool1/3x3_s2 backward: 3.43378 ms. +I0228 23:02:00.849100 24487 caffe.cpp:369] conv2/5x5_s1 forward: 11.562 ms. +I0228 23:02:00.849103 24487 caffe.cpp:372] conv2/5x5_s1 backward: 22.2473 ms. +I0228 23:02:00.849107 24487 caffe.cpp:369] conv2/relu forward: 0.604659 ms. +I0228 23:02:00.849119 24487 caffe.cpp:372] conv2/relu backward: 0.905738 ms. +I0228 23:02:00.849123 24487 caffe.cpp:369] pool2/3x3_s2 forward: 0.632957 ms. +I0228 23:02:00.849125 24487 caffe.cpp:372] pool2/3x3_s2 backward: 2.52765 ms. +I0228 23:02:00.849128 24487 caffe.cpp:369] conv3/3x3_s1 forward: 5.48363 ms. +I0228 23:02:00.849131 24487 caffe.cpp:372] conv3/3x3_s1 backward: 10.7821 ms. +I0228 23:02:00.849134 24487 caffe.cpp:369] conv3/relu forward: 0.298499 ms. +I0228 23:02:00.849138 24487 caffe.cpp:372] conv3/relu backward: 0.451782 ms. +I0228 23:02:00.849139 24487 caffe.cpp:369] conv4/3x3_s1 forward: 7.21521 ms. +I0228 23:02:00.849143 24487 caffe.cpp:372] conv4/3x3_s1 backward: 13.5 ms. +I0228 23:02:00.849145 24487 caffe.cpp:369] conv4/relu forward: 0.203267 ms. +I0228 23:02:00.849148 24487 caffe.cpp:372] conv4/relu backward: 0.306096 ms. +I0228 23:02:00.849151 24487 caffe.cpp:369] conv5/3x3_s1 forward: 4.91163 ms. +I0228 23:02:00.849154 24487 caffe.cpp:372] conv5/3x3_s1 backward: 9.03352 ms. +I0228 23:02:00.849156 24487 caffe.cpp:369] conv5/relu forward: 0.201331 ms. +I0228 23:02:00.849159 24487 caffe.cpp:372] conv5/relu backward: 0.305062 ms. +I0228 23:02:00.849162 24487 caffe.cpp:369] pool5/3x3_s2 forward: 0.220278 ms. +I0228 23:02:00.849165 24487 caffe.cpp:372] pool5/3x3_s2 backward: 0.834374 ms. +I0228 23:02:00.849169 24487 caffe.cpp:369] fc6 forward: 3.02144 ms. +I0228 23:02:00.849170 24487 caffe.cpp:372] fc6 backward: 3.81615 ms. +I0228 23:02:00.849174 24487 caffe.cpp:369] fc7 forward: 0.996445 ms. +I0228 23:02:00.849176 24487 caffe.cpp:372] fc7 backward: 1.68725 ms. +I0228 23:02:00.849179 24487 caffe.cpp:369] fc8 forward: 0.548045 ms. +I0228 23:02:00.849181 24487 caffe.cpp:372] fc8 backward: 0.596589 ms. +I0228 23:02:00.849194 24487 caffe.cpp:377] Average Forward pass: 42.405 ms. +I0228 23:02:00.849197 24487 caffe.cpp:379] Average Backward pass: 86.2657 ms. +I0228 23:02:00.849201 24487 caffe.cpp:381] Average Forward-Backward: 128.729 ms. +I0228 23:02:00.849206 24487 caffe.cpp:383] Total Time: 1287.29 ms. +I0228 23:02:00.849210 24487 caffe.cpp:384] *** Benchmark ends *** diff --git a/caffe/output_googlenet.log b/caffe/output_googlenet.log index ab3bab8..c6c4f75 100644 --- a/caffe/output_googlenet.log +++ b/caffe/output_googlenet.log @@ -1,17 +1,28 @@ -I0417 00:34:01.167762 28795 caffe.cpp:212] Use GPU with device ID 0 -E0417 00:34:01.369256 28795 upgrade_proto.cpp:618] Attempting to upgrade input file specified using deprecated V1LayerParameter: ./imagenet_winners/googlenet.prototxt -I0417 00:34:01.369602 28795 upgrade_proto.cpp:626] Successfully upgraded file specified using deprecated V1LayerParameter -I0417 00:34:01.370494 28795 net.cpp:42] Initializing net from parameters: +I0228 23:02:15.098613 24886 caffe.cpp:308] Use GPU with device ID 0 +I0228 23:02:15.320286 24886 upgrade_proto.cpp:51] Attempting to upgrade input file specified using deprecated V1LayerParameter: ./imagenet_winners/googlenet.prototxt +I0228 23:02:15.320616 24886 upgrade_proto.cpp:59] Successfully upgraded file specified using deprecated V1LayerParameter +I0228 23:02:15.320682 24886 upgrade_proto.cpp:65] Attempting to upgrade input file specified using deprecated input fields: ./imagenet_winners/googlenet.prototxt +I0228 23:02:15.320699 24886 upgrade_proto.cpp:68] Successfully upgraded file specified using deprecated input fields. +W0228 23:02:15.320704 24886 upgrade_proto.cpp:70] Note that future Caffe releases will only support input layers and not input fields. +I0228 23:02:15.321418 24886 net.cpp:49] Initializing net from parameters: name: "googlenet" -input: "data" -input_dim: 128 -input_dim: 3 -input_dim: 224 -input_dim: 224 force_backward: true state { phase: TRAIN } +layer { + name: "input" + type: "Input" + top: "data" + input_param { + shape { + dim: 128 + dim: 3 + dim: 224 + dim: 224 + } + } +} layer { name: "conv1/7x7_s2" type: "Convolution" @@ -1798,1447 +1809,1596 @@ layer { num_output: 128 pad: 2 kernel_size: 5 - weight_filler { - type: "xavier" - std: 0.03 - } - bias_filler -I0417 00:34:01.370960 28795 net.cpp:340] Input 0 -> data -I0417 00:34:01.370998 28795 layer_factory.hpp:74] Creating layer conv1/7x7_s2 -I0417 00:34:01.371014 28795 net.cpp:84] Creating Layer conv1/7x7_s2 -I0417 00:34:01.371019 28795 net.cpp:380] conv1/7x7_s2 <- data -I0417 00:34:01.371026 28795 net.cpp:338] conv1/7x7_s2 -> conv1/7x7_s2 -I0417 00:34:01.371034 28795 net.cpp:113] Setting up conv1/7x7_s2 -I0417 00:34:01.371476 28795 net.cpp:120] Top shape: 128 64 112 112 (102760448) -I0417 00:34:01.371490 28795 layer_factory.hpp:74] Creating layer conv1/relu_7x7 -I0417 00:34:01.371496 28795 net.cpp:84] Creating Layer conv1/relu_7x7 -I0417 00:34:01.371500 28795 net.cpp:380] conv1/relu_7x7 <- conv1/7x7_s2 -I0417 00:34:01.371505 28795 net.cpp:327] conv1/relu_7x7 -> conv1/7x7_s2 (in-place) -I0417 00:34:01.371510 28795 net.cpp:113] Setting up conv1/relu_7x7 -I0417 00:34:01.371520 28795 net.cpp:120] Top shape: 128 64 112 112 (102760448) -I0417 00:34:01.371523 28795 layer_factory.hpp:74] Creating layer pool1/3x3_s2 -I0417 00:34:01.371528 28795 net.cpp:84] Creating Layer pool1/3x3_s2 -I0417 00:34:01.371531 28795 net.cpp:380] pool1/3x3_s2 <- conv1/7x7_s2 -I0417 00:34:01.371536 28795 net.cpp:338] pool1/3x3_s2 -> pool1/3x3_s2 -I0417 00:34:01.371541 28795 net.cpp:113] Setting up pool1/3x3_s2 -I0417 00:34:01.371551 28795 net.cpp:120] Top shape: 128 64 56 56 (25690112) -I0417 00:34:01.371554 28795 layer_factory.hpp:74] Creating layer conv2/3x3_reduce -I0417 00:34:01.371559 28795 net.cpp:84] Creating Layer conv2/3x3_reduce -I0417 00:34:01.371562 28795 net.cpp:380] conv2/3x3_reduce <- pool1/3x3_s2 -I0417 00:34:01.371567 28795 net.cpp:338] conv2/3x3_reduce -> conv2/3x3_reduce -I0417 00:34:01.371572 28795 net.cpp:113] Setting up conv2/3x3_reduce -I0417 00:34:01.371610 28795 net.cpp:120] Top shape: 128 64 56 56 (25690112) -I0417 00:34:01.371618 28795 layer_factory.hpp:74] Creating layer conv2/relu_3x3_reduce -I0417 00:34:01.371623 28795 net.cpp:84] Creating Layer conv2/relu_3x3_reduce -I0417 00:34:01.371624 28795 net.cpp:380] conv2/relu_3x3_reduce <- conv2/3x3_reduce -I0417 00:34:01.371628 28795 net.cpp:327] conv2/relu_3x3_reduce -> conv2/3x3_reduce (in-place) -I0417 00:34:01.371633 28795 net.cpp:113] Setting up conv2/relu_3x3_reduce -I0417 00:34:01.371636 28795 net.cpp:120] Top shape: 128 64 56 56 (25690112) -I0417 00:34:01.371639 28795 layer_factory.hpp:74] Creating layer conv2/3x3 -I0417 00:34:01.371644 28795 net.cpp:84] Creating Layer conv2/3x3 -I0417 00:34:01.371650 28795 net.cpp:380] conv2/3x3 <- conv2/3x3_reduce -I0417 00:34:01.371655 28795 net.cpp:338] conv2/3x3 -> conv2/3x3 -I0417 00:34:01.371660 28795 net.cpp:113] Setting up conv2/3x3 -I0417 00:34:01.372345 28795 net.cpp:120] Top shape: 128 192 56 56 (77070336) -I0417 00:34:01.372354 28795 layer_factory.hpp:74] Creating layer conv2/relu_3x3 -I0417 00:34:01.372357 28795 net.cpp:84] Creating Layer conv2/relu_3x3 -I0417 00:34:01.372360 28795 net.cpp:380] conv2/relu_3x3 <- conv2/3x3 -I0417 00:34:01.372369 28795 net.cpp:327] conv2/relu_3x3 -> conv2/3x3 (in-place) -I0417 00:34:01.372372 28795 net.cpp:113] Setting up conv2/relu_3x3 -I0417 00:34:01.372376 28795 net.cpp:120] Top shape: 128 192 56 56 (77070336) -I0417 00:34:01.372378 28795 layer_factory.hpp:74] Creating layer pool2/3x3_s2 -I0417 00:34:01.372382 28795 net.cpp:84] Creating Layer pool2/3x3_s2 -I0417 00:34:01.372385 28795 net.cpp:380] pool2/3x3_s2 <- conv2/3x3 -I0417 00:34:01.372390 28795 net.cpp:338] pool2/3x3_s2 -> pool2/3x3_s2 -I0417 00:34:01.372395 28795 net.cpp:113] Setting up pool2/3x3_s2 -I0417 00:34:01.372400 28795 net.cpp:120] Top shape: 128 192 28 28 (19267584) -I0417 00:34:01.372402 28795 layer_factory.hpp:74] Creating layer pool2/3x3_s2_pool2/3x3_s2_0_split -I0417 00:34:01.372407 28795 net.cpp:84] Creating Layer pool2/3x3_s2_pool2/3x3_s2_0_split -I0417 00:34:01.372411 28795 net.cpp:380] pool2/3x3_s2_pool2/3x3_s2_0_split <- pool2/3x3_s2 -I0417 00:34:01.372414 28795 net.cpp:338] pool2/3x3_s2_pool2/3x3_s2_0_split -> pool2/3x3_s2_pool2/3x3_s2_0_split_0 -I0417 00:34:01.372418 28795 net.cpp:338] pool2/3x3_s2_pool2/3x3_s2_0_split -> pool2/3x3_s2_pool2/3x3_s2_0_split_1 -I0417 00:34:01.372424 28795 net.cpp:338] pool2/3x3_s2_pool2/3x3_s2_0_split -> pool2/3x3_s2_pool2/3x3_s2_0_split_2 -I0417 00:34:01.372429 28795 net.cpp:338] pool2/3x3_s2_pool2/3x3_s2_0_split -> pool2/3x3_s2_pool2/3x3_s2_0_split_3 -I0417 00:34:01.372433 28795 net.cpp:113] Setting up pool2/3x3_s2_pool2/3x3_s2_0_split -I0417 00:34:01.372438 28795 net.cpp:120] Top shape: 128 192 28 28 (19267584) -I0417 00:34:01.372442 28795 net.cpp:120] Top shape: 128 192 28 28 (19267584) -I0417 00:34:01.372445 28795 net.cpp:120] Top shape: 128 192 28 28 (19267584) -I0417 00:34:01.372448 28795 net.cpp:120] Top shape: 128 192 28 28 (19267584) -I0417 00:34:01.372452 28795 layer_factory.hpp:74] Creating layer inception_3a/1x1 -I0417 00:34:01.372458 28795 net.cpp:84] Creating Layer inception_3a/1x1 -I0417 00:34:01.372462 28795 net.cpp:380] inception_3a/1x1 <- pool2/3x3_s2_pool2/3x3_s2_0_split_0 -I0417 00:34:01.372467 28795 net.cpp:338] inception_3a/1x1 -> inception_3a/1x1 -I0417 00:34:01.372473 28795 net.cpp:113] Setting up inception_3a/1x1 -I0417 00:34:01.372555 28795 net.cpp:120] Top shape: 128 64 28 28 (6422528) -I0417 00:34:01.372560 28795 layer_factory.hpp:74] Creating layer inception_3a/relu_1x1 -I0417 00:34:01.372565 28795 net.cpp:84] Creating Layer inception_3a/relu_1x1 -I0417 00:34:01.372568 28795 net.cpp:380] inception_3a/relu_1x1 <- inception_3a/1x1 -I0417 00:34:01.372572 28795 net.cpp:327] inception_3a/relu_1x1 -> inception_3a/1x1 (in-place) -I0417 00:34:01.372576 28795 net.cpp:113] Setting up inception_3a/relu_1x1 -I0417 00:34:01.372581 28795 net.cpp:120] Top shape: 128 64 28 28 (6422528) -I0417 00:34:01.372583 28795 layer_factory.hpp:74] Creating layer inception_3a/3x3_reduce -I0417 00:34:01.372587 28795 net.cpp:84] Creating Layer inception_3a/3x3_reduce -I0417 00:34:01.372591 28795 net.cpp:380] inception_3a/3x3_reduce <- pool2/3x3_s2_pool2/3x3_s2_0_split_1 -I0417 00:34:01.372596 28795 net.cpp:338] inception_3a/3x3_reduce -> inception_3a/3x3_reduce -I0417 00:34:01.372601 28795 net.cpp:113] Setting up inception_3a/3x3_reduce -I0417 00:34:01.372638 28795 net.cpp:120] Top shape: 128 96 28 28 (9633792) -I0417 00:34:01.372645 28795 layer_factory.hpp:74] Creating layer inception_3a/relu_3x3_reduce -I0417 00:34:01.372649 28795 net.cpp:84] Creating Layer inception_3a/relu_3x3_reduce -I0417 00:34:01.372653 28795 net.cpp:380] inception_3a/relu_3x3_reduce <- inception_3a/3x3_reduce -I0417 00:34:01.372658 28795 net.cpp:327] inception_3a/relu_3x3_reduce -> inception_3a/3x3_reduce (in-place) -I0417 00:34:01.372664 28795 net.cpp:113] Setting up inception_3a/relu_3x3_reduce -I0417 00:34:01.372668 28795 net.cpp:120] Top shape: 128 96 28 28 (9633792) -I0417 00:34:01.372671 28795 layer_factory.hpp:74] Creating layer inception_3a/3x3 -I0417 00:34:01.372676 28795 net.cpp:84] Creating Layer inception_3a/3x3 -I0417 00:34:01.372679 28795 net.cpp:380] inception_3a/3x3 <- inception_3a/3x3_reduce -I0417 00:34:01.372684 28795 net.cpp:338] inception_3a/3x3 -> inception_3a/3x3 -I0417 00:34:01.372689 28795 net.cpp:113] Setting up inception_3a/3x3 -I0417 00:34:01.373369 28795 net.cpp:120] Top shape: 128 128 28 28 (12845056) -I0417 00:34:01.373378 28795 layer_factory.hpp:74] Creating layer inception_3a/relu_3x3 -I0417 00:34:01.373381 28795 net.cpp:84] Creating Layer inception_3a/relu_3x3 -I0417 00:34:01.373384 28795 net.cpp:380] inception_3a/relu_3x3 <- inception_3a/3x3 -I0417 00:34:01.373389 28795 net.cpp:327] inception_3a/relu_3x3 -> inception_3a/3x3 (in-place) -I0417 00:34:01.373394 28795 net.cpp:113] Setting up inception_3a/relu_3x3 -I0417 00:34:01.373396 28795 net.cpp:120] Top shape: 128 128 28 28 (12845056) -I0417 00:34:01.373399 28795 layer_factory.hpp:74] Creating layer inception_3a/5x5_reduce -I0417 00:34:01.373404 28795 net.cpp:84] Creating Layer inception_3a/5x5_reduce -I0417 00:34:01.373406 28795 net.cpp:380] inception_3a/5x5_reduce <- pool2/3x3_s2_pool2/3x3_s2_0_split_2 -I0417 00:34:01.373412 28795 net.cpp:338] inception_3a/5x5_reduce -> inception_3a/5x5_reduce -I0417 00:34:01.373417 28795 net.cpp:113] Setting up inception_3a/5x5_reduce -I0417 00:34:01.373446 28795 net.cpp:120] Top shape: 128 16 28 28 (1605632) -I0417 00:34:01.373451 28795 layer_factory.hpp:74] Creating layer inception_3a/relu_5x5_reduce -I0417 00:34:01.373456 28795 net.cpp:84] Creating Layer inception_3a/relu_5x5_reduce -I0417 00:34:01.373460 28795 net.cpp:380] inception_3a/relu_5x5_reduce <- inception_3a/5x5_reduce -I0417 00:34:01.373462 28795 net.cpp:327] inception_3a/relu_5x5_reduce -> inception_3a/5x5_reduce (in-place) -I0417 00:34:01.373466 28795 net.cpp:113] Setting up inception_3a/relu_5x5_reduce -I0417 00:34:01.373471 28795 net.cpp:120] Top shape: 128 16 28 28 (1605632) -I0417 00:34:01.373473 28795 layer_factory.hpp:74] Creating layer inception_3a/5x5 -I0417 00:34:01.373478 28795 net.cpp:84] Creating Layer inception_3a/5x5 -I0417 00:34:01.373481 28795 net.cpp:380] inception_3a/5x5 <- inception_3a/5x5_reduce -I0417 00:34:01.373489 28795 net.cpp:338] inception_3a/5x5 -> inception_3a/5x5 -I0417 00:34:01.373493 28795 net.cpp:113] Setting up inception_3a/5x5 -I0417 00:34:01.373579 28795 net.cpp:120] Top shape: 128 32 28 28 (3211264) -I0417 00:34:01.373584 28795 layer_factory.hpp:74] Creating layer inception_3a/relu_5x5 -I0417 00:34:01.373589 28795 net.cpp:84] Creating Layer inception_3a/relu_5x5 -I0417 00:34:01.373591 28795 net.cpp:380] inception_3a/relu_5x5 <- inception_3a/5x5 -I0417 00:34:01.373595 28795 net.cpp:327] inception_3a/relu_5x5 -> inception_3a/5x5 (in-place) -I0417 00:34:01.373600 28795 net.cpp:113] Setting up inception_3a/relu_5x5 -I0417 00:34:01.373603 28795 net.cpp:120] Top shape: 128 32 28 28 (3211264) -I0417 00:34:01.373605 28795 layer_factory.hpp:74] Creating layer inception_3a/pool -I0417 00:34:01.373610 28795 net.cpp:84] Creating Layer inception_3a/pool -I0417 00:34:01.373613 28795 net.cpp:380] inception_3a/pool <- pool2/3x3_s2_pool2/3x3_s2_0_split_3 -I0417 00:34:01.373617 28795 net.cpp:338] inception_3a/pool -> inception_3a/pool -I0417 00:34:01.373622 28795 net.cpp:113] Setting up inception_3a/pool -I0417 00:34:01.373627 28795 net.cpp:120] Top shape: 128 192 28 28 (19267584) -I0417 00:34:01.373631 28795 layer_factory.hpp:74] Creating layer inception_3a/pool_proj -I0417 00:34:01.373635 28795 net.cpp:84] Creating Layer inception_3a/pool_proj -I0417 00:34:01.373637 28795 net.cpp:380] inception_3a/pool_proj <- inception_3a/pool -I0417 00:34:01.373642 28795 net.cpp:338] inception_3a/pool_proj -> inception_3a/pool_proj -I0417 00:34:01.373648 28795 net.cpp:113] Setting up inception_3a/pool_proj -I0417 00:34:01.373697 28795 net.cpp:120] Top shape: 128 32 28 28 (3211264) -I0417 00:34:01.373708 28795 layer_factory.hpp:74] Creating layer inception_3a/relu_pool_proj -I0417 00:34:01.373711 28795 net.cpp:84] Creating Layer inception_3a/relu_pool_proj -I0417 00:34:01.373714 28795 net.cpp:380] inception_3a/relu_pool_proj <- inception_3a/pool_proj -I0417 00:34:01.373718 28795 net.cpp:327] inception_3a/relu_pool_proj -> inception_3a/pool_proj (in-place) -I0417 00:34:01.373721 28795 net.cpp:113] Setting up inception_3a/relu_pool_proj -I0417 00:34:01.373725 28795 net.cpp:120] Top shape: 128 32 28 28 (3211264) -I0417 00:34:01.373728 28795 layer_factory.hpp:74] Creating layer inception_3a/output -I0417 00:34:01.373733 28795 net.cpp:84] Creating Layer inception_3a/output -I0417 00:34:01.373735 28795 net.cpp:380] inception_3a/output <- inception_3a/1x1 -I0417 00:34:01.373739 28795 net.cpp:380] inception_3a/output <- inception_3a/3x3 -I0417 00:34:01.373742 28795 net.cpp:380] inception_3a/output <- inception_3a/5x5 -I0417 00:34:01.373745 28795 net.cpp:380] inception_3a/output <- inception_3a/pool_proj -I0417 00:34:01.373750 28795 net.cpp:338] inception_3a/output -> inception_3a/output -I0417 00:34:01.373754 28795 net.cpp:113] Setting up inception_3a/output -I0417 00:34:01.373760 28795 net.cpp:120] Top shape: 128 256 28 28 (25690112) -I0417 00:34:01.373764 28795 layer_factory.hpp:74] Creating layer inception_3a/output_inception_3a/output_0_split -I0417 00:34:01.373767 28795 net.cpp:84] Creating Layer inception_3a/output_inception_3a/output_0_split -I0417 00:34:01.373769 28795 net.cpp:380] inception_3a/output_inception_3a/output_0_split <- inception_3a/output -I0417 00:34:01.373775 28795 net.cpp:338] inception_3a/output_inception_3a/output_0_split -> inception_3a/output_inception_3a/output_0_split_0 -I0417 00:34:01.373780 28795 net.cpp:338] inception_3a/output_inception_3a/output_0_split -> inception_3a/output_inception_3a/output_0_split_1 -I0417 00:34:01.373785 28795 net.cpp:338] inception_3a/output_inception_3a/output_0_split -> inception_3a/output_inception_3a/output_0_split_2 -I0417 00:34:01.373790 28795 net.cpp:338] inception_3a/output_inception_3a/output_0_split -> inception_3a/output_inception_3a/output_0_split_3 -I0417 00:34:01.373793 28795 net.cpp:113] Setting up inception_3a/output_inception_3a/output_0_split -I0417 00:34:01.373798 28795 net.cpp:120] Top shape: 128 256 28 28 (25690112) -I0417 00:34:01.373801 28795 net.cpp:120] Top shape: 128 256 28 28 (25690112) -I0417 00:34:01.373805 28795 net.cpp:120] Top shape: 128 256 28 28 (25690112) -I0417 00:34:01.373808 28795 net.cpp:120] Top shape: 128 256 28 28 (25690112) -I0417 00:34:01.373811 28795 layer_factory.hpp:74] Creating layer inception_3b/1x1 -I0417 00:34:01.373816 28795 net.cpp:84] Creating Layer inception_3b/1x1 -I0417 00:34:01.373819 28795 net.cpp:380] inception_3b/1x1 <- inception_3a/output_inception_3a/output_0_split_0 -I0417 00:34:01.373823 28795 net.cpp:338] inception_3b/1x1 -> inception_3b/1x1 -I0417 00:34:01.373828 28795 net.cpp:113] Setting up inception_3b/1x1 -I0417 00:34:01.374040 28795 net.cpp:120] Top shape: 128 128 28 28 (12845056) -I0417 00:34:01.374047 28795 layer_factory.hpp:74] Creating layer inception_3b/relu_1x1 -I0417 00:34:01.374052 28795 net.cpp:84] Creating Layer inception_3b/relu_1x1 -I0417 00:34:01.374054 28795 net.cpp:380] inception_3b/relu_1x1 <- inception_3b/1x1 -I0417 00:34:01.374058 28795 net.cpp:327] inception_3b/relu_1x1 -> inception_3b/1x1 (in-place) -I0417 00:34:01.374061 28795 net.cpp:113] Setting up inception_3b/relu_1x1 -I0417 00:34:01.374065 28795 net.cpp:120] Top shape: 128 128 28 28 (12845056) -I0417 00:34:01.374068 28795 layer_factory.hpp:74] Creating layer inception_3b/3x3_reduce -I0417 00:34:01.374073 28795 net.cpp:84] Creating Layer inception_3b/3x3_reduce -I0417 00:34:01.374076 28795 net.cpp:380] inception_3b/3x3_reduce <- inception_3a/output_inception_3a/output_0_split_1 -I0417 00:34:01.374081 28795 net.cpp:338] inception_3b/3x3_reduce -> inception_3b/3x3_reduce -I0417 00:34:01.374085 28795 net.cpp:113] Setting up inception_3b/3x3_reduce -I0417 00:34:01.374296 28795 net.cpp:120] Top shape: 128 128 28 28 (12845056) -I0417 00:34:01.374305 28795 layer_factory.hpp:74] Creating layer inception_3b/relu_3x3_reduce -I0417 00:34:01.374310 28795 net.cpp:84] Creating Layer inception_3b/relu_3x3_reduce -I0417 00:34:01.374312 28795 net.cpp:380] inception_3b/relu_3x3_reduce <- inception_3b/3x3_reduce -I0417 00:34:01.374316 28795 net.cpp:327] inception_3b/relu_3x3_reduce -> inception_3b/3x3_reduce (in-place) -I0417 00:34:01.374320 28795 net.cpp:113] Setting up inception_3b/relu_3x3_reduce -I0417 00:34:01.374323 28795 net.cpp:120] Top shape: 128 128 28 28 (12845056) -I0417 00:34:01.374326 28795 layer_factory.hpp:74] Creating layer inception_3b/3x3 -I0417 00:34:01.374330 28795 net.cpp:84] Creating Layer inception_3b/3x3 -I0417 00:34:01.374333 28795 net.cpp:380] inception_3b/3x3 <- inception_3b/3x3_reduce -I0417 00:34:01.374338 28795 net.cpp:338] inception_3b/3x3 -> inception_3b/3x3 -I0417 00:34:01.374343 28795 net.cpp:113] Setting up inception_3b/3x3 -I0417 00:34:01.375738 28795 net.cpp:120] Top shape: 128 192 28 28 (19267584) -I0417 00:34:01.375748 28795 layer_factory.hpp:74] Creating layer inception_3b/relu_3x3 -I0417 00:34:01.375753 28795 net.cpp:84] Creating Layer inception_3b/relu_3x3 -I0417 00:34:01.375756 28795 net.cpp:380] inception_3b/relu_3x3 <- inception_3b/3x3 -I0417 00:34:01.375761 28795 net.cpp:327] inception_3b/relu_3x3 -> inception_3b/3x3 (in-place) -I0417 00:34:01.375766 28795 net.cpp:113] Setting up inception_3b/relu_3x3 -I0417 00:34:01.375769 28795 net.cpp:120] Top shape: 128 192 28 28 (19267584) -I0417 00:34:01.375771 28795 layer_factory.hpp:74] Creating layer inception_3b/5x5_reduce -I0417 00:34:01.375777 28795 net.cpp:84] Creating Layer inception_3b/5x5_reduce -I0417 00:34:01.375779 28795 net.cpp:380] inception_3b/5x5_reduce <- inception_3a/output_inception_3a/output_0_split_2 -I0417 00:34:01.375784 28795 net.cpp:338] inception_3b/5x5_reduce -> inception_3b/5x5_reduce -I0417 00:34:01.375789 28795 net.cpp:113] Setting up inception_3b/5x5_reduce -I0417 00:34:01.375849 28795 net.cpp:120] Top shape: 128 32 28 28 (3211264) -I0417 00:34:01.375854 28795 layer_factory.hpp:74] Creating layer inception_3b/relu_5x5_reduce -I0417 00:34:01.375857 28795 net.cpp:84] Creating Layer inception_3b/relu_5x5_reduce -I0417 00:34:01.375860 28795 net.cpp:380] inception_3b/relu_5x5_reduce <- inception_3b/5x5_reduce -I0417 00:34:01.375865 28795 net.cpp:327] inception_3b/relu_5x5_reduce -> inception_3b/5x5_reduce (in-place) -I0417 00:34:01.375869 28795 net.cpp:113] Setting up inception_3b/relu_5x5_reduce -I0417 00:34:01.375872 28795 net.cpp:120] Top shape: 128 32 28 28 (3211264) -I0417 00:34:01.375875 28795 layer_factory.hpp:74] Creating layer inception_3b/5x5 -I0417 00:34:01.375881 28795 net.cpp:84] Creating Layer inception_3b/5x5 -I0417 00:34:01.375885 28795 net.cpp:380] inception_3b/5x5 <- inception_3b/5x5_reduce -I0417 00:34:01.375890 28795 net.cpp:338] inception_3b/5x5 -> inception_3b/5x5 -I0417 00:34:01.375895 28795 net.cpp:113] Setting up inception_3b/5x5 -I0417 00:34:01.376369 28795 net.cpp:120] Top shape: 128 96 28 28 (9633792) -I0417 00:34:01.376376 28795 layer_factory.hpp:74] Creating layer inception_3b/relu_5x5 -I0417 00:34:01.376381 28795 net.cpp:84] Creating Layer inception_3b/relu_5x5 -I0417 00:34:01.376384 28795 net.cpp:380] inception_3b/relu_5x5 <- inception_3b/5x5 -I0417 00:34:01.376387 28795 net.cpp:327] inception_3b/relu_5x5 -> inception_3b/5x5 (in-place) -I0417 00:34:01.376391 28795 net.cpp:113] Setting up inception_3b/relu_5x5 -I0417 00:34:01.376395 28795 net.cpp:120] Top shape: 128 96 28 28 (9633792) -I0417 00:34:01.376399 28795 layer_factory.hpp:74] Creating layer inception_3b/pool -I0417 00:34:01.376402 28795 net.cpp:84] Creating Layer inception_3b/pool -I0417 00:34:01.376405 28795 net.cpp:380] inception_3b/pool <- inception_3a/output_inception_3a/output_0_split_3 -I0417 00:34:01.376410 28795 net.cpp:338] inception_3b/pool -> inception_3b/pool -I0417 00:34:01.376413 28795 net.cpp:113] Setting up inception_3b/pool -I0417 00:34:01.376420 28795 net.cpp:120] Top shape: 128 256 28 28 (25690112) -I0417 00:34:01.376422 28795 layer_factory.hpp:74] Creating layer inception_3b/pool_proj -I0417 00:34:01.376431 28795 net.cpp:84] Creating Layer inception_3b/pool_proj -I0417 00:34:01.376435 28795 net.cpp:380] inception_3b/pool_proj <- inception_3b/pool -I0417 00:34:01.376440 28795 net.cpp:338] inception_3b/pool_proj -> inception_3b/pool_proj -I0417 00:34:01.376444 28795 net.cpp:113] Setting up inception_3b/pool_proj -I0417 00:34:01.376556 28795 net.cpp:120] Top shape: 128 64 28 28 (6422528) -I0417 00:34:01.376562 28795 layer_factory.hpp:74] Creating layer inception_3b/relu_pool_proj -I0417 00:34:01.376566 28795 net.cpp:84] Creating Layer inception_3b/relu_pool_proj -I0417 00:34:01.376569 28795 net.cpp:380] inception_3b/relu_pool_proj <- inception_3b/pool_proj -I0417 00:34:01.376572 28795 net.cpp:327] inception_3b/relu_pool_proj -> inception_3b/pool_proj (in-place) -I0417 00:34:01.376576 28795 net.cpp:113] Setting up inception_3b/relu_pool_proj -I0417 00:34:01.376580 28795 net.cpp:120] Top shape: 128 64 28 28 (6422528) -I0417 00:34:01.376582 28795 layer_factory.hpp:74] Creating layer inception_3b/output -I0417 00:34:01.376586 28795 net.cpp:84] Creating Layer inception_3b/output -I0417 00:34:01.376590 28795 net.cpp:380] inception_3b/output <- inception_3b/1x1 -I0417 00:34:01.376595 28795 net.cpp:380] inception_3b/output <- inception_3b/3x3 -I0417 00:34:01.376597 28795 net.cpp:380] inception_3b/output <- inception_3b/5x5 -I0417 00:34:01.376600 28795 net.cpp:380] inception_3b/output <- inception_3b/pool_proj -I0417 00:34:01.376605 28795 net.cpp:338] inception_3b/output -> inception_3b/output -I0417 00:34:01.376608 28795 net.cpp:113] Setting up inception_3b/output -I0417 00:34:01.376613 28795 net.cpp:120] Top shape: 128 480 28 28 (48168960) -I0417 00:34:01.376616 28795 layer_factory.hpp:74] Creating layer pool3/3x3_s2 -I0417 00:34:01.376621 28795 net.cpp:84] Creating Layer pool3/3x3_s2 -I0417 00:34:01.376623 28795 net.cpp:380] pool3/3x3_s2 <- inception_3b/output -I0417 00:34:01.376628 28795 net.cpp:338] pool3/3x3_s2 -> pool3/3x3_s2 -I0417 00:34:01.376632 28795 net.cpp:113] Setting up pool3/3x3_s2 -I0417 00:34:01.376637 28795 net.cpp:120] Top shape: 128 480 14 14 (12042240) -I0417 00:34:01.376641 28795 layer_factory.hpp:74] Creating layer pool3/3x3_s2_pool3/3x3_s2_0_split -I0417 00:34:01.376644 28795 net.cpp:84] Creating Layer pool3/3x3_s2_pool3/3x3_s2_0_split -I0417 00:34:01.376646 28795 net.cpp:380] pool3/3x3_s2_pool3/3x3_s2_0_split <- pool3/3x3_s2 -I0417 00:34:01.376651 28795 net.cpp:338] pool3/3x3_s2_pool3/3x3_s2_0_split -> pool3/3x3_s2_pool3/3x3_s2_0_split_0 -I0417 00:34:01.376657 28795 net.cpp:338] pool3/3x3_s2_pool3/3x3_s2_0_split -> pool3/3x3_s2_pool3/3x3_s2_0_split_1 -I0417 00:34:01.376662 28795 net.cpp:338] pool3/3x3_s2_pool3/3x3_s2_0_split -> pool3/3x3_s2_pool3/3x3_s2_0_split_2 -I0417 00:34:01.376667 28795 net.cpp:338] pool3/3x3_s2_pool3/3x3_s2_0_split -> pool3/3x3_s2_pool3/3x3_s2_0_split_3 -I0417 00:34:01.376672 28795 net.cpp:113] Setting up pool3/3x3_s2_pool3/3x3_s2_0_split -I0417 00:34:01.376677 28795 net.cpp:120] Top shape: 128 480 14 14 (12042240) -I0417 00:34:01.376680 28795 net.cpp:120] Top shape: 128 480 14 14 (12042240) -I0417 00:34:01.376684 28795 net.cpp:120] Top shape: 128 480 14 14 (12042240) -I0417 00:34:01.376688 28795 net.cpp:120] Top shape: 128 480 14 14 (12042240) -I0417 00:34:01.376690 28795 layer_factory.hpp:74] Creating layer inception_4a/1x1 -I0417 00:34:01.376694 28795 net.cpp:84] Creating Layer inception_4a/1x1 -I0417 00:34:01.376698 28795 net.cpp:380] inception_4a/1x1 <- pool3/3x3_s2_pool3/3x3_s2_0_split_0 -I0417 00:34:01.376703 28795 net.cpp:338] inception_4a/1x1 -> inception_4a/1x1 -I0417 00:34:01.376708 28795 net.cpp:113] Setting up inception_4a/1x1 -I0417 00:34:01.377277 28795 net.cpp:120] Top shape: 128 192 14 14 (4816896) -I0417 00:34:01.377285 28795 layer_factory.hpp:74] Creating layer inception_4a/relu_1x1 -I0417 00:34:01.377288 28795 net.cpp:84] Creating Layer inception_4a/relu_1x1 -I0417 00:34:01.377291 28795 net.cpp:380] inception_4a/relu_1x1 <- inception_4a/1x1 -I0417 00:34:01.377295 28795 net.cpp:327] inception_4a/relu_1x1 -> inception_4a/1x1 (in-place) -I0417 00:34:01.377298 28795 net.cpp:113] Setting up inception_4a/relu_1x1 -I0417 00:34:01.377305 28795 net.cpp:120] Top shape: 128 192 14 14 (4816896) -I0417 00:34:01.377308 28795 layer_factory.hpp:74] Creating layer inception_4a/3x3_reduce -I0417 00:34:01.377315 28795 net.cpp:84] Creating Layer inception_4a/3x3_reduce -I0417 00:34:01.377317 28795 net.cpp:380] inception_4a/3x3_reduce <- pool3/3x3_s2_pool3/3x3_s2_0_split_1 -I0417 00:34:01.377322 28795 net.cpp:338] inception_4a/3x3_reduce -> inception_4a/3x3_reduce -I0417 00:34:01.377327 28795 net.cpp:113] Setting up inception_4a/3x3_reduce -I0417 00:34:01.377619 28795 net.cpp:120] Top shape: 128 96 14 14 (2408448) -I0417 00:34:01.377630 28795 layer_factory.hpp:74] Creating layer inception_4a/relu_3x3_reduce -I0417 00:34:01.377635 28795 net.cpp:84] Creating Layer inception_4a/relu_3x3_reduce -I0417 00:34:01.377638 28795 net.cpp:380] inception_4a/relu_3x3_reduce <- inception_4a/3x3_reduce -I0417 00:34:01.377642 28795 net.cpp:327] inception_4a/relu_3x3_reduce -> inception_4a/3x3_reduce (in-place) -I0417 00:34:01.377646 28795 net.cpp:113] Setting up inception_4a/relu_3x3_reduce -I0417 00:34:01.377650 28795 net.cpp:120] Top shape: 128 96 14 14 (2408448) -I0417 00:34:01.377652 28795 layer_factory.hpp:74] Creating layer inception_4a/3x3 -I0417 00:34:01.377657 28795 net.cpp:84] Creating Layer inception_4a/3x3 -I0417 00:34:01.377660 28795 net.cpp:380] inception_4a/3x3 <- inception_4a/3x3_reduce -I0417 00:34:01.377665 28795 net.cpp:338] inception_4a/3x3 -> inception_4a/3x3 -I0417 00:34:01.377671 28795 net.cpp:113] Setting up inception_4a/3x3 -I0417 00:34:01.378767 28795 net.cpp:120] Top shape: 128 208 14 14 (5218304) -I0417 00:34:01.378777 28795 layer_factory.hpp:74] Creating layer inception_4a/relu_3x3 -I0417 00:34:01.378780 28795 net.cpp:84] Creating Layer inception_4a/relu_3x3 -I0417 00:34:01.378783 28795 net.cpp:380] inception_4a/relu_3x3 <- inception_4a/3x3 -I0417 00:34:01.378788 28795 net.cpp:327] inception_4a/relu_3x3 -> inception_4a/3x3 (in-place) -I0417 00:34:01.378793 28795 net.cpp:113] Setting up inception_4a/relu_3x3 -I0417 00:34:01.378797 28795 net.cpp:120] Top shape: 128 208 14 14 (5218304) -I0417 00:34:01.378799 28795 layer_factory.hpp:74] Creating layer inception_4a/5x5_reduce -I0417 00:34:01.378803 28795 net.cpp:84] Creating Layer inception_4a/5x5_reduce -I0417 00:34:01.378806 28795 net.cpp:380] inception_4a/5x5_reduce <- pool3/3x3_s2_pool3/3x3_s2_0_split_2 -I0417 00:34:01.378813 28795 net.cpp:338] inception_4a/5x5_reduce -> inception_4a/5x5_reduce -I0417 00:34:01.378816 28795 net.cpp:113] Setting up inception_4a/5x5_reduce -I0417 00:34:01.378873 28795 net.cpp:120] Top shape: 128 16 14 14 (401408) -I0417 00:34:01.378880 28795 layer_factory.hpp:74] Creating layer inception_4a/relu_5x5_reduce -I0417 00:34:01.378885 28795 net.cpp:84] Creating Layer inception_4a/relu_5x5_reduce -I0417 00:34:01.378887 28795 net.cpp:380] inception_4a/relu_5x5_reduce <- inception_4a/5x5_reduce -I0417 00:34:01.378890 28795 net.cpp:327] inception_4a/relu_5x5_reduce -> inception_4a/5x5_reduce (in-place) -I0417 00:34:01.378895 28795 net.cpp:113] Setting up inception_4a/relu_5x5_reduce -I0417 00:34:01.378898 28795 net.cpp:120] Top shape: 128 16 14 14 (401408) -I0417 00:34:01.378901 28795 layer_factory.hpp:74] Creating layer inception_4a/5x5 -I0417 00:34:01.378906 28795 net.cpp:84] Creating Layer inception_4a/5x5 -I0417 00:34:01.378908 28795 net.cpp:380] inception_4a/5x5 <- inception_4a/5x5_reduce -I0417 00:34:01.378912 28795 net.cpp:338] inception_4a/5x5 -> inception_4a/5x5 -I0417 00:34:01.378917 28795 net.cpp:113] Setting up inception_4a/5x5 -I0417 00:34:01.379047 28795 net.cpp:120] Top shape: 128 48 14 14 (1204224) -I0417 00:34:01.379055 28795 layer_factory.hpp:74] Creating layer inception_4a/relu_5x5 -I0417 00:34:01.379060 28795 net.cpp:84] Creating Layer inception_4a/relu_5x5 -I0417 00:34:01.379062 28795 net.cpp:380] inception_4a/relu_5x5 <- inception_4a/5x5 -I0417 00:34:01.379066 28795 net.cpp:327] inception_4a/relu_5x5 -> inception_4a/5x5 (in-place) -I0417 00:34:01.379070 28795 net.cpp:113] Setting up inception_4a/relu_5x5 -I0417 00:34:01.379073 28795 net.cpp:120] Top shape: 128 48 14 14 (1204224) -I0417 00:34:01.379079 28795 layer_factory.hpp:74] Creating layer inception_4a/pool -I0417 00:34:01.379086 28795 net.cpp:84] Creating Layer inception_4a/pool -I0417 00:34:01.379088 28795 net.cpp:380] inception_4a/pool <- pool3/3x3_s2_pool3/3x3_s2_0_split_3 -I0417 00:34:01.379092 28795 net.cpp:338] inception_4a/pool -> inception_4a/pool -I0417 00:34:01.379097 28795 net.cpp:113] Setting up inception_4a/pool -I0417 00:34:01.379102 28795 net.cpp:120] Top shape: 128 480 14 14 (12042240) -I0417 00:34:01.379106 28795 layer_factory.hpp:74] Creating layer inception_4a/pool_proj -I0417 00:34:01.379109 28795 net.cpp:84] Creating Layer inception_4a/pool_proj -I0417 00:34:01.379112 28795 net.cpp:380] inception_4a/pool_proj <- inception_4a/pool -I0417 00:34:01.379118 28795 net.cpp:338] inception_4a/pool_proj -> inception_4a/pool_proj -I0417 00:34:01.379122 28795 net.cpp:113] Setting up inception_4a/pool_proj -I0417 00:34:01.379317 28795 net.cpp:120] Top shape: 128 64 14 14 (1605632) -I0417 00:34:01.379324 28795 layer_factory.hpp:74] Creating layer inception_4a/relu_pool_proj -I0417 00:34:01.379328 28795 net.cpp:84] Creating Layer inception_4a/relu_pool_proj -I0417 00:34:01.379331 28795 net.cpp:380] inception_4a/relu_pool_proj <- inception_4a/pool_proj -I0417 00:34:01.379338 28795 net.cpp:327] inception_4a/relu_pool_proj -> inception_4a/pool_proj (in-place) -I0417 00:34:01.379343 28795 net.cpp:113] Setting up inception_4a/relu_pool_proj -I0417 00:34:01.379345 28795 net.cpp:120] Top shape: 128 64 14 14 (1605632) -I0417 00:34:01.379348 28795 layer_factory.hpp:74] Creating layer inception_4a/output -I0417 00:34:01.379353 28795 net.cpp:84] Creating Layer inception_4a/output -I0417 00:34:01.379355 28795 net.cpp:380] inception_4a/output <- inception_4a/1x1 -I0417 00:34:01.379359 28795 net.cpp:380] inception_4a/output <- inception_4a/3x3 -I0417 00:34:01.379362 28795 net.cpp:380] inception_4a/output <- inception_4a/5x5 -I0417 00:34:01.379365 28795 net.cpp:380] inception_4a/output <- inception_4a/pool_proj -I0417 00:34:01.379369 28795 net.cpp:338] inception_4a/output -> inception_4a/output -I0417 00:34:01.379374 28795 net.cpp:113] Setting up inception_4a/output -I0417 00:34:01.379379 28795 net.cpp:120] Top shape: 128 512 14 14 (12845056) -I0417 00:34:01.379381 28795 layer_factory.hpp:74] Creating layer inception_4a/output_inception_4a/output_0_split -I0417 00:34:01.379386 28795 net.cpp:84] Creating Layer inception_4a/output_inception_4a/output_0_split -I0417 00:34:01.379389 28795 net.cpp:380] inception_4a/output_inception_4a/output_0_split <- inception_4a/output -I0417 00:34:01.379392 28795 net.cpp:338] inception_4a/output_inception_4a/output_0_split -> inception_4a/output_inception_4a/output_0_split_0 -I0417 00:34:01.379397 28795 net.cpp:338] inception_4a/output_inception_4a/output_0_split -> inception_4a/output_inception_4a/output_0_split_1 -I0417 00:34:01.379402 28795 net.cpp:338] inception_4a/output_inception_4a/output_0_split -> inception_4a/output_inception_4a/output_0_split_2 -I0417 00:34:01.379406 28795 net.cpp:338] inception_4a/output_inception_4a/output_0_split -> inception_4a/output_inception_4a/output_0_split_3 -I0417 00:34:01.379410 28795 net.cpp:113] Setting up inception_4a/output_inception_4a/output_0_split -I0417 00:34:01.379415 28795 net.cpp:120] Top shape: 128 512 14 14 (12845056) -I0417 00:34:01.379418 28795 net.cpp:120] Top shape: 128 512 14 14 (12845056) -I0417 00:34:01.379422 28795 net.cpp:120] Top shape: 128 512 14 14 (12845056) -I0417 00:34:01.379426 28795 net.cpp:120] Top shape: 128 512 14 14 (12845056) -I0417 00:34:01.379427 28795 layer_factory.hpp:74] Creating layer inception_4b/1x1 -I0417 00:34:01.379433 28795 net.cpp:84] Creating Layer inception_4b/1x1 -I0417 00:34:01.379436 28795 net.cpp:380] inception_4b/1x1 <- inception_4a/output_inception_4a/output_0_split_0 -I0417 00:34:01.379441 28795 net.cpp:338] inception_4b/1x1 -> inception_4b/1x1 -I0417 00:34:01.379446 28795 net.cpp:113] Setting up inception_4b/1x1 -I0417 00:34:01.379955 28795 net.cpp:120] Top shape: 128 160 14 14 (4014080) -I0417 00:34:01.379961 28795 layer_factory.hpp:74] Creating layer inception_4b/relu_1x1 -I0417 00:34:01.379968 28795 net.cpp:84] Creating Layer inception_4b/relu_1x1 -I0417 00:34:01.379972 28795 net.cpp:380] inception_4b/relu_1x1 <- inception_4b/1x1 -I0417 00:34:01.379977 28795 net.cpp:327] inception_4b/relu_1x1 -> inception_4b/1x1 (in-place) -I0417 00:34:01.379981 28795 net.cpp:113] Setting up inception_4b/relu_1x1 -I0417 00:34:01.379986 28795 net.cpp:120] Top shape: 128 160 14 14 (4014080) -I0417 00:34:01.379988 28795 layer_factory.hpp:74] Creating layer inception_4b/3x3_reduce -I0417 00:34:01.379992 28795 net.cpp:84] Creating Layer inception_4b/3x3_reduce -I0417 00:34:01.379995 28795 net.cpp:380] inception_4b/3x3_reduce <- inception_4a/output_inception_4a/output_0_split_1 -I0417 00:34:01.380000 28795 net.cpp:338] inception_4b/3x3_reduce -> inception_4b/3x3_reduce -I0417 00:34:01.380004 28795 net.cpp:113] Setting up inception_4b/3x3_reduce -I0417 00:34:01.380367 28795 net.cpp:120] Top shape: 128 112 14 14 (2809856) -I0417 00:34:01.380373 28795 layer_factory.hpp:74] Creating layer inception_4b/relu_3x3_reduce -I0417 00:34:01.380378 28795 net.cpp:84] Creating Layer inception_4b/relu_3x3_reduce -I0417 00:34:01.380380 28795 net.cpp:380] inception_4b/relu_3x3_reduce <- inception_4b/3x3_reduce -I0417 00:34:01.380383 28795 net.cpp:327] inception_4b/relu_3x3_reduce -> inception_4b/3x3_reduce (in-place) -I0417 00:34:01.380388 28795 net.cpp:113] Setting up inception_4b/relu_3x3_reduce -I0417 00:34:01.380391 28795 net.cpp:120] Top shape: 128 112 14 14 (2809856) -I0417 00:34:01.380394 28795 layer_factory.hpp:74] Creating layer inception_4b/3x3 -I0417 00:34:01.380399 28795 net.cpp:84] Creating Layer inception_4b/3x3 -I0417 00:34:01.380403 28795 net.cpp:380] inception_4b/3x3 <- inception_4b/3x3_reduce -I0417 00:34:01.380406 28795 net.cpp:338] inception_4b/3x3 -> inception_4b/3x3 -I0417 00:34:01.380411 28795 net.cpp:113] Setting up inception_4b/3x3 -I0417 00:34:01.381788 28795 net.cpp:120] Top shape: 128 224 14 14 (5619712) -I0417 00:34:01.381795 28795 layer_factory.hpp:74] Creating layer inception_4b/relu_3x3 -I0417 00:34:01.381799 28795 net.cpp:84] Creating Layer inception_4b/relu_3x3 -I0417 00:34:01.381803 28795 net.cpp:380] inception_4b/relu_3x3 <- inception_4b/3x3 -I0417 00:34:01.381806 28795 net.cpp:327] inception_4b/relu_3x3 -> inception_4b/3x3 (in-place) -I0417 00:34:01.381810 28795 net.cpp:113] Setting up inception_4b/relu_3x3 -I0417 00:34:01.381814 28795 net.cpp:120] Top shape: 128 224 14 14 (5619712) -I0417 00:34:01.381816 28795 layer_factory.hpp:74] Creating layer inception_4b/5x5_reduce -I0417 00:34:01.381821 28795 net.cpp:84] Creating Layer inception_4b/5x5_reduce -I0417 00:34:01.381824 28795 net.cpp:380] inception_4b/5x5_reduce <- inception_4a/output_inception_4a/output_0_split_2 -I0417 00:34:01.381829 28795 net.cpp:338] inception_4b/5x5_reduce -> inception_4b/5x5_reduce -I0417 00:34:01.381834 28795 net.cpp:113] Setting up inception_4b/5x5_reduce -I0417 00:34:01.381919 28795 net.cpp:120] Top shape: 128 24 14 14 (602112) -I0417 00:34:01.381924 28795 layer_factory.hpp:74] Creating layer inception_4b/relu_5x5_reduce -I0417 00:34:01.381928 28795 net.cpp:84] Creating Layer inception_4b/relu_5x5_reduce -I0417 00:34:01.381932 28795 net.cpp:380] inception_4b/relu_5x5_reduce <- inception_4b/5x5_reduce -I0417 00:34:01.381937 28795 net.cpp:327] inception_4b/relu_5x5_reduce -> inception_4b/5x5_reduce (in-place) -I0417 00:34:01.381939 28795 net.cpp:113] Setting up inception_4b/relu_5x5_reduce -I0417 00:34:01.381943 28795 net.cpp:120] Top shape: 128 24 14 14 (602112) -I0417 00:34:01.381947 28795 layer_factory.hpp:74] Creating layer inception_4b/5x5 -I0417 00:34:01.381950 28795 net.cpp:84] Creating Layer inception_4b/5x5 -I0417 00:34:01.381953 28795 net.cpp:380] inception_4b/5x5 <- inception_4b/5x5_reduce -I0417 00:34:01.381958 28795 net.cpp:338] inception_4b/5x5 -> inception_4b/5x5 -I0417 00:34:01.381963 28795 net.cpp:113] Setting up inception_4b/5x5 -I0417 00:34:01.382207 28795 net.cpp:120] Top shape: 128 64 14 14 (1605632) -I0417 00:34:01.382213 28795 layer_factory.hpp:74] Creating layer inception_4b/relu_5x5 -I0417 00:34:01.382221 28795 net.cpp:84] Creating Layer inception_4b/relu_5x5 -I0417 00:34:01.382228 28795 net.cpp:380] inception_4b/relu_5x5 <- inception_4b/5x5 -I0417 00:34:01.382232 28795 net.cpp:327] inception_4b/relu_5x5 -> inception_4b/5x5 (in-place) -I0417 00:34:01.382236 28795 net.cpp:113] Setting up inception_4b/relu_5x5 -I0417 00:34:01.382241 28795 net.cpp:120] Top shape: 128 64 14 14 (1605632) -I0417 00:34:01.382244 28795 layer_factory.hpp:74] Creating layer inception_4b/pool -I0417 00:34:01.382248 28795 net.cpp:84] Creating Layer inception_4b/pool -I0417 00:34:01.382251 28795 net.cpp:380] inception_4b/pool <- inception_4a/output_inception_4a/output_0_split_3 -I0417 00:34:01.382256 28795 net.cpp:338] inception_4b/pool -> inception_4b/pool -I0417 00:34:01.382261 28795 net.cpp:113] Setting up inception_4b/pool -I0417 00:34:01.382266 28795 net.cpp:120] Top shape: 128 512 14 14 (12845056) -I0417 00:34:01.382268 28795 layer_factory.hpp:74] Creating layer inception_4b/pool_proj -I0417 00:34:01.382273 28795 net.cpp:84] Creating Layer inception_4b/pool_proj -I0417 00:34:01.382277 28795 net.cpp:380] inception_4b/pool_proj <- inception_4b/pool -I0417 00:34:01.382282 28795 net.cpp:338] inception_4b/pool_proj -> inception_4b/pool_proj -I0417 00:34:01.382287 28795 net.cpp:113] Setting up inception_4b/pool_proj -I0417 00:34:01.382494 28795 net.cpp:120] Top shape: 128 64 14 14 (1605632) -I0417 00:34:01.382500 28795 layer_factory.hpp:74] Creating layer inception_4b/relu_pool_proj -I0417 00:34:01.382504 28795 net.cpp:84] Creating Layer inception_4b/relu_pool_proj -I0417 00:34:01.382508 28795 net.cpp:380] inception_4b/relu_pool_proj <- inception_4b/pool_proj -I0417 00:34:01.382511 28795 net.cpp:327] inception_4b/relu_pool_proj -> inception_4b/pool_proj (in-place) -I0417 00:34:01.382515 28795 net.cpp:113] Setting up inception_4b/relu_pool_proj -I0417 00:34:01.382519 28795 net.cpp:120] Top shape: 128 64 14 14 (1605632) -I0417 00:34:01.382521 28795 layer_factory.hpp:74] Creating layer inception_4b/output -I0417 00:34:01.382525 28795 net.cpp:84] Creating Layer inception_4b/output -I0417 00:34:01.382529 28795 net.cpp:380] inception_4b/output <- inception_4b/1x1 -I0417 00:34:01.382532 28795 net.cpp:380] inception_4b/output <- inception_4b/3x3 -I0417 00:34:01.382536 28795 net.cpp:380] inception_4b/output <- inception_4b/5x5 -I0417 00:34:01.382539 28795 net.cpp:380] inception_4b/output <- inception_4b/pool_proj -I0417 00:34:01.382544 28795 net.cpp:338] inception_4b/output -> inception_4b/output -I0417 00:34:01.382547 28795 net.cpp:113] Setting up inception_4b/output -I0417 00:34:01.382552 28795 net.cpp:120] Top shape: 128 512 14 14 (12845056) -I0417 00:34:01.382555 28795 layer_factory.hpp:74] Creating layer inception_4b/output_inception_4b/output_0_split -I0417 00:34:01.382558 28795 net.cpp:84] Creating Layer inception_4b/output_inception_4b/output_0_split -I0417 00:34:01.382561 28795 net.cpp:380] inception_4b/output_inception_4b/output_0_split <- inception_4b/output -I0417 00:34:01.382566 28795 net.cpp:338] inception_4b/output_inception_4b/output_0_split -> inception_4b/output_inception_4b/output_0_split_0 -I0417 00:34:01.382571 28795 net.cpp:338] inception_4b/output_inception_4b/output_0_split -> inception_4b/output_inception_4b/output_0_split_1 -I0417 00:34:01.382575 28795 net.cpp:338] inception_4b/output_inception_4b/output_0_split -> inception_4b/output_inception_4b/output_0_split_2 -I0417 00:34:01.382580 28795 net.cpp:338] inception_4b/output_inception_4b/output_0_split -> inception_4b/output_inception_4b/output_0_split_3 -I0417 00:34:01.382585 28795 net.cpp:113] Setting up inception_4b/output_inception_4b/output_0_split -I0417 00:34:01.382589 28795 net.cpp:120] Top shape: 128 512 14 14 (12845056) -I0417 00:34:01.382592 28795 net.cpp:120] Top shape: 128 512 14 14 (12845056) -I0417 00:34:01.382596 28795 net.cpp:120] Top shape: 128 512 14 14 (12845056) -I0417 00:34:01.382598 28795 net.cpp:120] Top shape: 128 512 14 14 (12845056) -I0417 00:34:01.382601 28795 layer_factory.hpp:74] Creating layer inception_4c/1x1 -I0417 00:34:01.382606 28795 net.cpp:84] Creating Layer inception_4c/1x1 -I0417 00:34:01.382609 28795 net.cpp:380] inception_4c/1x1 <- inception_4b/output_inception_4b/output_0_split_0 -I0417 00:34:01.382617 28795 net.cpp:338] inception_4c/1x1 -> inception_4c/1x1 -I0417 00:34:01.382622 28795 net.cpp:113] Setting up inception_4c/1x1 -I0417 00:34:01.383029 28795 net.cpp:120] Top shape: 128 128 14 14 (3211264) -I0417 00:34:01.383040 28795 layer_factory.hpp:74] Creating layer inception_4c/relu_1x1 -I0417 00:34:01.383046 28795 net.cpp:84] Creating Layer inception_4c/relu_1x1 -I0417 00:34:01.383049 28795 net.cpp:380] inception_4c/relu_1x1 <- inception_4c/1x1 -I0417 00:34:01.383054 28795 net.cpp:327] inception_4c/relu_1x1 -> inception_4c/1x1 (in-place) -I0417 00:34:01.383057 28795 net.cpp:113] Setting up inception_4c/relu_1x1 -I0417 00:34:01.383061 28795 net.cpp:120] Top shape: 128 128 14 14 (3211264) -I0417 00:34:01.383064 28795 layer_factory.hpp:74] Creating layer inception_4c/3x3_reduce -I0417 00:34:01.383070 28795 net.cpp:84] Creating Layer inception_4c/3x3_reduce -I0417 00:34:01.383074 28795 net.cpp:380] inception_4c/3x3_reduce <- inception_4b/output_inception_4b/output_0_split_1 -I0417 00:34:01.383077 28795 net.cpp:338] inception_4c/3x3_reduce -> inception_4c/3x3_reduce -I0417 00:34:01.383082 28795 net.cpp:113] Setting up inception_4c/3x3_reduce -I0417 00:34:01.383493 28795 net.cpp:120] Top shape: 128 128 14 14 (3211264) -I0417 00:34:01.383501 28795 layer_factory.hpp:74] Creating layer inception_4c/relu_3x3_reduce -I0417 00:34:01.383507 28795 net.cpp:84] Creating Layer inception_4c/relu_3x3_reduce -I0417 00:34:01.383509 28795 net.cpp:380] inception_4c/relu_3x3_reduce <- inception_4c/3x3_reduce -I0417 00:34:01.383513 28795 net.cpp:327] inception_4c/relu_3x3_reduce -> inception_4c/3x3_reduce (in-place) -I0417 00:34:01.383517 28795 net.cpp:113] Setting up inception_4c/relu_3x3_reduce -I0417 00:34:01.383520 28795 net.cpp:120] Top shape: 128 128 14 14 (3211264) -I0417 00:34:01.383523 28795 layer_factory.hpp:74] Creating layer inception_4c/3x3 -I0417 00:34:01.383527 28795 net.cpp:84] Creating Layer inception_4c/3x3 -I0417 00:34:01.383530 28795 net.cpp:380] inception_4c/3x3 <- inception_4c/3x3_reduce -I0417 00:34:01.383537 28795 net.cpp:338] inception_4c/3x3 -> inception_4c/3x3 -I0417 00:34:01.383541 28795 net.cpp:113] Setting up inception_4c/3x3 -I0417 00:34:01.385335 28795 net.cpp:120] Top shape: 128 256 14 14 (6422528) -I0417 00:34:01.385342 28795 layer_factory.hpp:74] Creating layer inception_4c/relu_3x3 -I0417 00:34:01.385346 28795 net.cpp:84] Creating Layer inception_4c/relu_3x3 -I0417 00:34:01.385349 28795 net.cpp:380] inception_4c/relu_3x3 <- inception_4c/3x3 -I0417 00:34:01.385354 28795 net.cpp:327] inception_4c/relu_3x3 -> inception_4c/3x3 (in-place) -I0417 00:34:01.385359 28795 net.cpp:113] Setting up inception_4c/relu_3x3 -I0417 00:34:01.385362 28795 net.cpp:120] Top shape: 128 256 14 14 (6422528) -I0417 00:34:01.385365 28795 layer_factory.hpp:74] Creating layer inception_4c/5x5_reduce -I0417 00:34:01.385370 28795 net.cpp:84] Creating Layer inception_4c/5x5_reduce -I0417 00:34:01.385372 28795 net.cpp:380] inception_4c/5x5_reduce <- inception_4b/output_inception_4b/output_0_split_2 -I0417 00:34:01.385377 28795 net.cpp:338] inception_4c/5x5_reduce -> inception_4c/5x5_reduce -I0417 00:34:01.385382 28795 net.cpp:113] Setting up inception_4c/5x5_reduce -I0417 00:34:01.385464 28795 net.cpp:120] Top shape: 128 24 14 14 (602112) -I0417 00:34:01.385470 28795 layer_factory.hpp:74] Creating layer inception_4c/relu_5x5_reduce -I0417 00:34:01.385473 28795 net.cpp:84] Creating Layer inception_4c/relu_5x5_reduce -I0417 00:34:01.385476 28795 net.cpp:380] inception_4c/relu_5x5_reduce <- inception_4c/5x5_reduce -I0417 00:34:01.385480 28795 net.cpp:327] inception_4c/relu_5x5_reduce -> inception_4c/5x5_reduce (in-place) -I0417 00:34:01.385484 28795 net.cpp:113] Setting up inception_4c/relu_5x5_reduce -I0417 00:34:01.385488 28795 net.cpp:120] Top shape: 128 24 14 14 (602112) -I0417 00:34:01.385490 28795 layer_factory.hpp:74] Creating layer inception_4c/5x5 -I0417 00:34:01.385496 28795 net.cpp:84] Creating Layer inception_4c/5x5 -I0417 00:34:01.385499 28795 net.cpp:380] inception_4c/5x5 <- inception_4c/5x5_reduce -I0417 00:34:01.385506 28795 net.cpp:338] inception_4c/5x5 -> inception_4c/5x5 -I0417 00:34:01.385511 28795 net.cpp:113] Setting up inception_4c/5x5 -I0417 00:34:01.385756 28795 net.cpp:120] Top shape: 128 64 14 14 (1605632) -I0417 00:34:01.385761 28795 layer_factory.hpp:74] Creating layer inception_4c/relu_5x5 -I0417 00:34:01.385766 28795 net.cpp:84] Creating Layer inception_4c/relu_5x5 -I0417 00:34:01.385768 28795 net.cpp:380] inception_4c/relu_5x5 <- inception_4c/5x5 -I0417 00:34:01.385773 28795 net.cpp:327] inception_4c/relu_5x5 -> inception_4c/5x5 (in-place) -I0417 00:34:01.385777 28795 net.cpp:113] Setting up inception_4c/relu_5x5 -I0417 00:34:01.385782 28795 net.cpp:120] Top shape: 128 64 14 14 (1605632) -I0417 00:34:01.385784 28795 layer_factory.hpp:74] Creating layer inception_4c/pool -I0417 00:34:01.385788 28795 net.cpp:84] Creating Layer inception_4c/pool -I0417 00:34:01.385792 28795 net.cpp:380] inception_4c/pool <- inception_4b/output_inception_4b/output_0_split_3 -I0417 00:34:01.385797 28795 net.cpp:338] inception_4c/pool -> inception_4c/pool -I0417 00:34:01.385804 28795 net.cpp:113] Setting up inception_4c/pool -I0417 00:34:01.385810 28795 net.cpp:120] Top shape: 128 512 14 14 (12845056) -I0417 00:34:01.385814 28795 layer_factory.hpp:74] Creating layer inception_4c/pool_proj -I0417 00:34:01.385818 28795 net.cpp:84] Creating Layer inception_4c/pool_proj -I0417 00:34:01.385823 28795 net.cpp:380] inception_4c/pool_proj <- inception_4c/pool -I0417 00:34:01.385829 28795 net.cpp:338] inception_4c/pool_proj -> inception_4c/pool_proj -I0417 00:34:01.385834 28795 net.cpp:113] Setting up inception_4c/pool_proj -I0417 00:34:01.386044 28795 net.cpp:120] Top shape: 128 64 14 14 (1605632) -I0417 00:34:01.386055 28795 layer_factory.hpp:74] Creating layer inception_4c/relu_pool_proj -I0417 00:34:01.386059 28795 net.cpp:84] Creating Layer inception_4c/relu_pool_proj -I0417 00:34:01.386062 28795 net.cpp:380] inception_4c/relu_pool_proj <- inception_4c/pool_proj -I0417 00:34:01.386066 28795 net.cpp:327] inception_4c/relu_pool_proj -> inception_4c/pool_proj (in-place) -I0417 00:34:01.386070 28795 net.cpp:113] Setting up inception_4c/relu_pool_proj -I0417 00:34:01.386075 28795 net.cpp:120] Top shape: 128 64 14 14 (1605632) -I0417 00:34:01.386077 28795 layer_factory.hpp:74] Creating layer inception_4c/output -I0417 00:34:01.386082 28795 net.cpp:84] Creating Layer inception_4c/output -I0417 00:34:01.386085 28795 net.cpp:380] inception_4c/output <- inception_4c/1x1 -I0417 00:34:01.386090 28795 net.cpp:380] inception_4c/output <- inception_4c/3x3 -I0417 00:34:01.386092 28795 net.cpp:380] inception_4c/output <- inception_4c/5x5 -I0417 00:34:01.386096 28795 net.cpp:380] inception_4c/output <- inception_4c/pool_proj -I0417 00:34:01.386100 28795 net.cpp:338] inception_4c/output -> inception_4c/output -I0417 00:34:01.386104 28795 net.cpp:113] Setting up inception_4c/output -I0417 00:34:01.386109 28795 net.cpp:120] Top shape: 128 512 14 14 (12845056) -I0417 00:34:01.386111 28795 layer_factory.hpp:74] Creating layer inception_4c/output_inception_4c/output_0_split -I0417 00:34:01.386116 28795 net.cpp:84] Creating Layer inception_4c/output_inception_4c/output_0_split -I0417 00:34:01.386118 28795 net.cpp:380] inception_4c/output_inception_4c/output_0_split <- inception_4c/output -I0417 00:34:01.386123 28795 net.cpp:338] inception_4c/output_inception_4c/output_0_split -> inception_4c/output_inception_4c/output_0_split_0 -I0417 00:34:01.386128 28795 net.cpp:338] inception_4c/output_inception_4c/output_0_split -> inception_4c/output_inception_4c/output_0_split_1 -I0417 00:34:01.386133 28795 net.cpp:338] inception_4c/output_inception_4c/output_0_split -> inception_4c/output_inception_4c/output_0_split_2 -I0417 00:34:01.386138 28795 net.cpp:338] inception_4c/output_inception_4c/output_0_split -> inception_4c/output_inception_4c/output_0_split_3 -I0417 00:34:01.386142 28795 net.cpp:113] Setting up inception_4c/output_inception_4c/output_0_split -I0417 00:34:01.386147 28795 net.cpp:120] Top shape: 128 512 14 14 (12845056) -I0417 00:34:01.386150 28795 net.cpp:120] Top shape: 128 512 14 14 (12845056) -I0417 00:34:01.386157 28795 net.cpp:120] Top shape: 128 512 14 14 (12845056) -I0417 00:34:01.386160 28795 net.cpp:120] Top shape: 128 512 14 14 (12845056) -I0417 00:34:01.386163 28795 layer_factory.hpp:74] Creating layer inception_4d/1x1 -I0417 00:34:01.386168 28795 net.cpp:84] Creating Layer inception_4d/1x1 -I0417 00:34:01.386171 28795 net.cpp:380] inception_4d/1x1 <- inception_4c/output_inception_4c/output_0_split_0 -I0417 00:34:01.386178 28795 net.cpp:338] inception_4d/1x1 -> inception_4d/1x1 -I0417 00:34:01.386181 28795 net.cpp:113] Setting up inception_4d/1x1 -I0417 00:34:01.386533 28795 net.cpp:120] Top shape: 128 112 14 14 (2809856) -I0417 00:34:01.386539 28795 layer_factory.hpp:74] Creating layer inception_4d/relu_1x1 -I0417 00:34:01.386544 28795 net.cpp:84] Creating Layer inception_4d/relu_1x1 -I0417 00:34:01.386548 28795 net.cpp:380] inception_4d/relu_1x1 <- inception_4d/1x1 -I0417 00:34:01.386551 28795 net.cpp:327] inception_4d/relu_1x1 -> inception_4d/1x1 (in-place) -I0417 00:34:01.386554 28795 net.cpp:113] Setting up inception_4d/relu_1x1 -I0417 00:34:01.386559 28795 net.cpp:120] Top shape: 128 112 14 14 (2809856) -I0417 00:34:01.386561 28795 layer_factory.hpp:74] Creating layer inception_4d/3x3_reduce -I0417 00:34:01.386567 28795 net.cpp:84] Creating Layer inception_4d/3x3_reduce -I0417 00:34:01.386570 28795 net.cpp:380] inception_4d/3x3_reduce <- inception_4c/output_inception_4c/output_0_split_1 -I0417 00:34:01.386574 28795 net.cpp:338] inception_4d/3x3_reduce -> inception_4d/3x3_reduce -I0417 00:34:01.386579 28795 net.cpp:113] Setting up inception_4d/3x3_reduce -I0417 00:34:01.387038 28795 net.cpp:120] Top shape: 128 144 14 14 (3612672) -I0417 00:34:01.387047 28795 layer_factory.hpp:74] Creating layer inception_4d/relu_3x3_reduce -I0417 00:34:01.387051 28795 net.cpp:84] Creating Layer inception_4d/relu_3x3_reduce -I0417 00:34:01.387054 28795 net.cpp:380] inception_4d/relu_3x3_reduce <- inception_4d/3x3_reduce -I0417 00:34:01.387058 28795 net.cpp:327] inception_4d/relu_3x3_reduce -> inception_4d/3x3_reduce (in-place) -I0417 00:34:01.387063 28795 net.cpp:113] Setting up inception_4d/relu_3x3_reduce -I0417 00:34:01.387066 28795 net.cpp:120] Top shape: 128 144 14 14 (3612672) -I0417 00:34:01.387069 28795 layer_factory.hpp:74] Creating layer inception_4d/3x3 -I0417 00:34:01.387073 28795 net.cpp:84] Creating Layer inception_4d/3x3 -I0417 00:34:01.387076 28795 net.cpp:380] inception_4d/3x3 <- inception_4d/3x3_reduce -I0417 00:34:01.387081 28795 net.cpp:338] inception_4d/3x3 -> inception_4d/3x3 -I0417 00:34:01.387086 28795 net.cpp:113] Setting up inception_4d/3x3 -I0417 00:34:01.389346 28795 net.cpp:120] Top shape: 128 288 14 14 (7225344) -I0417 00:34:01.389353 28795 layer_factory.hpp:74] Creating layer inception_4d/relu_3x3 -I0417 00:34:01.389359 28795 net.cpp:84] Creating Layer inception_4d/relu_3x3 -I0417 00:34:01.389363 28795 net.cpp:380] inception_4d/relu_3x3 <- inception_4d/3x3 -I0417 00:34:01.389366 28795 net.cpp:327] inception_4d/relu_3x3 -> inception_4d/3x3 (in-place) -I0417 00:34:01.389370 28795 net.cpp:113] Setting up inception_4d/relu_3x3 -I0417 00:34:01.389374 28795 net.cpp:120] Top shape: 128 288 14 14 (7225344) -I0417 00:34:01.389376 28795 layer_factory.hpp:74] Creating layer inception_4d/5x5_reduce -I0417 00:34:01.389381 28795 net.cpp:84] Creating Layer inception_4d/5x5_reduce -I0417 00:34:01.389384 28795 net.cpp:380] inception_4d/5x5_reduce <- inception_4c/output_inception_4c/output_0_split_2 -I0417 00:34:01.389389 28795 net.cpp:338] inception_4d/5x5_reduce -> inception_4d/5x5_reduce -I0417 00:34:01.389394 28795 net.cpp:113] Setting up inception_4d/5x5_reduce -I0417 00:34:01.389500 28795 net.cpp:120] Top shape: 128 32 14 14 (802816) -I0417 00:34:01.389506 28795 layer_factory.hpp:74] Creating layer inception_4d/relu_5x5_reduce -I0417 00:34:01.389510 28795 net.cpp:84] Creating Layer inception_4d/relu_5x5_reduce -I0417 00:34:01.389513 28795 net.cpp:380] inception_4d/relu_5x5_reduce <- inception_4d/5x5_reduce -I0417 00:34:01.389518 28795 net.cpp:327] inception_4d/relu_5x5_reduce -> inception_4d/5x5_reduce (in-place) -I0417 00:34:01.389524 28795 net.cpp:113] Setting up inception_4d/relu_5x5_reduce -I0417 00:34:01.389528 28795 net.cpp:120] Top shape: 128 32 14 14 (802816) -I0417 00:34:01.389531 28795 layer_factory.hpp:74] Creating layer inception_4d/5x5 -I0417 00:34:01.389538 28795 net.cpp:84] Creating Layer inception_4d/5x5 -I0417 00:34:01.389540 28795 net.cpp:380] inception_4d/5x5 <- inception_4d/5x5_reduce -I0417 00:34:01.389545 28795 net.cpp:338] inception_4d/5x5 -> inception_4d/5x5 -I0417 00:34:01.389549 28795 net.cpp:113] Setting up inception_4d/5x5 -I0417 00:34:01.389869 28795 net.cpp:120] Top shape: 128 64 14 14 (1605632) -I0417 00:34:01.389875 28795 layer_factory.hpp:74] Creating layer inception_4d/relu_5x5 -I0417 00:34:01.389881 28795 net.cpp:84] Creating Layer inception_4d/relu_5x5 -I0417 00:34:01.389884 28795 net.cpp:380] inception_4d/relu_5x5 <- inception_4d/5x5 -I0417 00:34:01.389889 28795 net.cpp:327] inception_4d/relu_5x5 -> inception_4d/5x5 (in-place) -I0417 00:34:01.389892 28795 net.cpp:113] Setting up inception_4d/relu_5x5 -I0417 00:34:01.389895 28795 net.cpp:120] Top shape: 128 64 14 14 (1605632) -I0417 00:34:01.389899 28795 layer_factory.hpp:74] Creating layer inception_4d/pool -I0417 00:34:01.389902 28795 net.cpp:84] Creating Layer inception_4d/pool -I0417 00:34:01.389906 28795 net.cpp:380] inception_4d/pool <- inception_4c/output_inception_4c/output_0_split_3 -I0417 00:34:01.389911 28795 net.cpp:338] inception_4d/pool -> inception_4d/pool -I0417 00:34:01.389915 28795 net.cpp:113] Setting up inception_4d/pool -I0417 00:34:01.389920 28795 net.cpp:120] Top shape: 128 512 14 14 (12845056) -I0417 00:34:01.389925 28795 layer_factory.hpp:74] Creating layer inception_4d/pool_proj -I0417 00:34:01.389928 28795 net.cpp:84] Creating Layer inception_4d/pool_proj -I0417 00:34:01.389931 28795 net.cpp:380] inception_4d/pool_proj <- inception_4d/pool -I0417 00:34:01.389936 28795 net.cpp:338] inception_4d/pool_proj -> inception_4d/pool_proj -I0417 00:34:01.389941 28795 net.cpp:113] Setting up inception_4d/pool_proj -I0417 00:34:01.390152 28795 net.cpp:120] Top shape: 128 64 14 14 (1605632) -I0417 00:34:01.390159 28795 layer_factory.hpp:74] Creating layer inception_4d/relu_pool_proj -I0417 00:34:01.390163 28795 net.cpp:84] Creating Layer inception_4d/relu_pool_proj -I0417 00:34:01.390166 28795 net.cpp:380] inception_4d/relu_pool_proj <- inception_4d/pool_proj -I0417 00:34:01.390171 28795 net.cpp:327] inception_4d/relu_pool_proj -> inception_4d/pool_proj (in-place) -I0417 00:34:01.390174 28795 net.cpp:113] Setting up inception_4d/relu_pool_proj -I0417 00:34:01.390178 28795 net.cpp:120] Top shape: 128 64 14 14 (1605632) -I0417 00:34:01.390182 28795 layer_factory.hpp:74] Creating layer inception_4d/output -I0417 00:34:01.390187 28795 net.cpp:84] Creating Layer inception_4d/output -I0417 00:34:01.390189 28795 net.cpp:380] inception_4d/output <- inception_4d/1x1 -I0417 00:34:01.390193 28795 net.cpp:380] inception_4d/output <- inception_4d/3x3 -I0417 00:34:01.390197 28795 net.cpp:380] inception_4d/output <- inception_4d/5x5 -I0417 00:34:01.390199 28795 net.cpp:380] inception_4d/output <- inception_4d/pool_proj -I0417 00:34:01.390203 28795 net.cpp:338] inception_4d/output -> inception_4d/output -I0417 00:34:01.390208 28795 net.cpp:113] Setting up inception_4d/output -I0417 00:34:01.390213 28795 net.cpp:120] Top shape: 128 528 14 14 (13246464) -I0417 00:34:01.390215 28795 layer_factory.hpp:74] Creating layer inception_4d/output_inception_4d/output_0_split -I0417 00:34:01.390219 28795 net.cpp:84] Creating Layer inception_4d/output_inception_4d/output_0_split -I0417 00:34:01.390223 28795 net.cpp:380] inception_4d/output_inception_4d/output_0_split <- inception_4d/output -I0417 00:34:01.390228 28795 net.cpp:338] inception_4d/output_inception_4d/output_0_split -> inception_4d/output_inception_4d/output_0_split_0 -I0417 00:34:01.390233 28795 net.cpp:338] inception_4d/output_inception_4d/output_0_split -> inception_4d/output_inception_4d/output_0_split_1 -I0417 00:34:01.390236 28795 net.cpp:338] inception_4d/output_inception_4d/output_0_split -> inception_4d/output_inception_4d/output_0_split_2 -I0417 00:34:01.390244 28795 net.cpp:338] inception_4d/output_inception_4d/output_0_split -> inception_4d/output_inception_4d/output_0_split_3 -I0417 00:34:01.390249 28795 net.cpp:113] Setting up inception_4d/output_inception_4d/output_0_split -I0417 00:34:01.390254 28795 net.cpp:120] Top shape: 128 528 14 14 (13246464) -I0417 00:34:01.390256 28795 net.cpp:120] Top shape: 128 528 14 14 (13246464) -I0417 00:34:01.390260 28795 net.cpp:120] Top shape: 128 528 14 14 (13246464) -I0417 00:34:01.390264 28795 net.cpp:120] Top shape: 128 528 14 14 (13246464) -I0417 00:34:01.390266 28795 layer_factory.hpp:74] Creating layer inception_4e/1x1 -I0417 00:34:01.390272 28795 net.cpp:84] Creating Layer inception_4e/1x1 -I0417 00:34:01.390275 28795 net.cpp:380] inception_4e/1x1 <- inception_4d/output_inception_4d/output_0_split_0 -I0417 00:34:01.390280 28795 net.cpp:338] inception_4e/1x1 -> inception_4e/1x1 -I0417 00:34:01.390285 28795 net.cpp:113] Setting up inception_4e/1x1 -I0417 00:34:01.391129 28795 net.cpp:120] Top shape: 128 256 14 14 (6422528) -I0417 00:34:01.391136 28795 layer_factory.hpp:74] Creating layer inception_4e/relu_1x1 -I0417 00:34:01.391141 28795 net.cpp:84] Creating Layer inception_4e/relu_1x1 -I0417 00:34:01.391144 28795 net.cpp:380] inception_4e/relu_1x1 <- inception_4e/1x1 -I0417 00:34:01.391149 28795 net.cpp:327] inception_4e/relu_1x1 -> inception_4e/1x1 (in-place) -I0417 00:34:01.391154 28795 net.cpp:113] Setting up inception_4e/relu_1x1 -I0417 00:34:01.391157 28795 net.cpp:120] Top shape: 128 256 14 14 (6422528) -I0417 00:34:01.391160 28795 layer_factory.hpp:74] Creating layer inception_4e/3x3_reduce -I0417 00:34:01.391165 28795 net.cpp:84] Creating Layer inception_4e/3x3_reduce -I0417 00:34:01.391168 28795 net.cpp:380] inception_4e/3x3_reduce <- inception_4d/output_inception_4d/output_0_split_1 -I0417 00:34:01.391172 28795 net.cpp:338] inception_4e/3x3_reduce -> inception_4e/3x3_reduce -I0417 00:34:01.391177 28795 net.cpp:113] Setting up inception_4e/3x3_reduce -I0417 00:34:01.391710 28795 net.cpp:120] Top shape: 128 160 14 14 (4014080) -I0417 00:34:01.391717 28795 layer_factory.hpp:74] Creating layer inception_4e/relu_3x3_reduce -I0417 00:34:01.391722 28795 net.cpp:84] Creating Layer inception_4e/relu_3x3_reduce -I0417 00:34:01.391726 28795 net.cpp:380] inception_4e/relu_3x3_reduce <- inception_4e/3x3_reduce -I0417 00:34:01.391729 28795 net.cpp:327] inception_4e/relu_3x3_reduce -> inception_4e/3x3_reduce (in-place) -I0417 00:34:01.391733 28795 net.cpp:113] Setting up inception_4e/relu_3x3_reduce -I0417 00:34:01.391737 28795 net.cpp:120] Top shape: 128 160 14 14 (4014080) -I0417 00:34:01.391741 28795 layer_factory.hpp:74] Creating layer inception_4e/3x3 -I0417 00:34:01.391746 28795 net.cpp:84] Creating Layer inception_4e/3x3 -I0417 00:34:01.391748 28795 net.cpp:380] inception_4e/3x3 <- inception_4e/3x3_reduce -I0417 00:34:01.391752 28795 net.cpp:338] inception_4e/3x3 -> inception_4e/3x3 -I0417 00:34:01.391757 28795 net.cpp:113] Setting up inception_4e/3x3 -I0417 00:34:01.394539 28795 net.cpp:120] Top shape: 128 320 14 14 (8028160) -I0417 00:34:01.394547 28795 layer_factory.hpp:74] Creating layer inception_4e/relu_3x3 -I0417 00:34:01.394551 28795 net.cpp:84] Creating Layer inception_4e/relu_3x3 -I0417 00:34:01.394554 28795 net.cpp:380] inception_4e/relu_3x3 <- inception_4e/3x3 -I0417 00:34:01.394557 28795 net.cpp:327] inception_4e/relu_3x3 -> inception_4e/3x3 (in-place) -I0417 00:34:01.394562 28795 net.cpp:113] Setting up inception_4e/relu_3x3 -I0417 00:34:01.394565 28795 net.cpp:120] Top shape: 128 320 14 14 (8028160) -I0417 00:34:01.394568 28795 layer_factory.hpp:74] Creating layer inception_4e/5x5_reduce -I0417 00:34:01.394574 28795 net.cpp:84] Creating Layer inception_4e/5x5_reduce -I0417 00:34:01.394577 28795 net.cpp:380] inception_4e/5x5_reduce <- inception_4d/output_inception_4d/output_0_split_2 -I0417 00:34:01.394582 28795 net.cpp:338] inception_4e/5x5_reduce -> inception_4e/5x5_reduce -I0417 00:34:01.394587 28795 net.cpp:113] Setting up inception_4e/5x5_reduce -I0417 00:34:01.394696 28795 net.cpp:120] Top shape: 128 32 14 14 (802816) -I0417 00:34:01.394706 28795 layer_factory.hpp:74] Creating layer inception_4e/relu_5x5_reduce -I0417 00:34:01.394714 28795 net.cpp:84] Creating Layer inception_4e/relu_5x5_reduce -I0417 00:34:01.394717 28795 net.cpp:380] inception_4e/relu_5x5_reduce <- inception_4e/5x5_reduce -I0417 00:34:01.394721 28795 net.cpp:327] inception_4e/relu_5x5_reduce -> inception_4e/5x5_reduce (in-place) -I0417 00:34:01.394726 28795 net.cpp:113] Setting up inception_4e/relu_5x5_reduce -I0417 00:34:01.394729 28795 net.cpp:120] Top shape: 128 32 14 14 (802816) -I0417 00:34:01.394731 28795 layer_factory.hpp:74] Creating layer inception_4e/5x5 -I0417 00:34:01.394737 28795 net.cpp:84] Creating Layer inception_4e/5x5 -I0417 00:34:01.394742 28795 net.cpp:380] inception_4e/5x5 <- inception_4e/5x5_reduce -I0417 00:34:01.394749 28795 net.cpp:338] inception_4e/5x5 -> inception_4e/5x5 -I0417 00:34:01.394758 28795 net.cpp:113] Setting up inception_4e/5x5 -I0417 00:34:01.395400 28795 net.cpp:120] Top shape: 128 128 14 14 (3211264) -I0417 00:34:01.395408 28795 layer_factory.hpp:74] Creating layer inception_4e/relu_5x5 -I0417 00:34:01.395412 28795 net.cpp:84] Creating Layer inception_4e/relu_5x5 -I0417 00:34:01.395416 28795 net.cpp:380] inception_4e/relu_5x5 <- inception_4e/5x5 -I0417 00:34:01.395419 28795 net.cpp:327] inception_4e/relu_5x5 -> inception_4e/5x5 (in-place) -I0417 00:34:01.395423 28795 net.cpp:113] Setting up inception_4e/relu_5x5 -I0417 00:34:01.395427 28795 net.cpp:120] Top shape: 128 128 14 14 (3211264) -I0417 00:34:01.395431 28795 layer_factory.hpp:74] Creating layer inception_4e/pool -I0417 00:34:01.395437 28795 net.cpp:84] Creating Layer inception_4e/pool -I0417 00:34:01.395439 28795 net.cpp:380] inception_4e/pool <- inception_4d/output_inception_4d/output_0_split_3 -I0417 00:34:01.395443 28795 net.cpp:338] inception_4e/pool -> inception_4e/pool -I0417 00:34:01.395447 28795 net.cpp:113] Setting up inception_4e/pool -I0417 00:34:01.395454 28795 net.cpp:120] Top shape: 128 528 14 14 (13246464) -I0417 00:34:01.395457 28795 layer_factory.hpp:74] Creating layer inception_4e/pool_proj -I0417 00:34:01.395462 28795 net.cpp:84] Creating Layer inception_4e/pool_proj -I0417 00:34:01.395465 28795 net.cpp:380] inception_4e/pool_proj <- inception_4e/pool -I0417 00:34:01.395469 28795 net.cpp:338] inception_4e/pool_proj -> inception_4e/pool_proj -I0417 00:34:01.395474 28795 net.cpp:113] Setting up inception_4e/pool_proj -I0417 00:34:01.395894 28795 net.cpp:120] Top shape: 128 128 14 14 (3211264) -I0417 00:34:01.395900 28795 layer_factory.hpp:74] Creating layer inception_4e/relu_pool_proj -I0417 00:34:01.395905 28795 net.cpp:84] Creating Layer inception_4e/relu_pool_proj -I0417 00:34:01.395908 28795 net.cpp:380] inception_4e/relu_pool_proj <- inception_4e/pool_proj -I0417 00:34:01.395911 28795 net.cpp:327] inception_4e/relu_pool_proj -> inception_4e/pool_proj (in-place) -I0417 00:34:01.395915 28795 net.cpp:113] Setting up inception_4e/relu_pool_proj -I0417 00:34:01.395920 28795 net.cpp:120] Top shape: 128 128 14 14 (3211264) -I0417 00:34:01.395922 28795 layer_factory.hpp:74] Creating layer inception_4e/output -I0417 00:34:01.395926 28795 net.cpp:84] Creating Layer inception_4e/output -I0417 00:34:01.395930 28795 net.cpp:380] inception_4e/output <- inception_4e/1x1 -I0417 00:34:01.395932 28795 net.cpp:380] inception_4e/output <- inception_4e/3x3 -I0417 00:34:01.395936 28795 net.cpp:380] inception_4e/output <- inception_4e/5x5 -I0417 00:34:01.395939 28795 net.cpp:380] inception_4e/output <- inception_4e/pool_proj -I0417 00:34:01.395944 28795 net.cpp:338] inception_4e/output -> inception_4e/output -I0417 00:34:01.395949 28795 net.cpp:113] Setting up inception_4e/output -I0417 00:34:01.395953 28795 net.cpp:120] Top shape: 128 832 14 14 (20873216) -I0417 00:34:01.395956 28795 layer_factory.hpp:74] Creating layer pool4/3x3_s2 -I0417 00:34:01.395961 28795 net.cpp:84] Creating Layer pool4/3x3_s2 -I0417 00:34:01.395964 28795 net.cpp:380] pool4/3x3_s2 <- inception_4e/output -I0417 00:34:01.395969 28795 net.cpp:338] pool4/3x3_s2 -> pool4/3x3_s2 -I0417 00:34:01.395973 28795 net.cpp:113] Setting up pool4/3x3_s2 -I0417 00:34:01.395982 28795 net.cpp:120] Top shape: 128 832 7 7 (5218304) -I0417 00:34:01.395985 28795 layer_factory.hpp:74] Creating layer pool4/3x3_s2_pool4/3x3_s2_0_split -I0417 00:34:01.395989 28795 net.cpp:84] Creating Layer pool4/3x3_s2_pool4/3x3_s2_0_split -I0417 00:34:01.395992 28795 net.cpp:380] pool4/3x3_s2_pool4/3x3_s2_0_split <- pool4/3x3_s2 -I0417 00:34:01.395997 28795 net.cpp:338] pool4/3x3_s2_pool4/3x3_s2_0_split -> pool4/3x3_s2_pool4/3x3_s2_0_split_0 -I0417 00:34:01.396002 28795 net.cpp:338] pool4/3x3_s2_pool4/3x3_s2_0_split -> pool4/3x3_s2_pool4/3x3_s2_0_split_1 -I0417 00:34:01.396005 28795 net.cpp:338] pool4/3x3_s2_pool4/3x3_s2_0_split -> pool4/3x3_s2_pool4/3x3_s2_0_split_2 -I0417 00:34:01.396011 28795 net.cpp:338] pool4/3x3_s2_pool4/3x3_s2_0_split -> pool4/3x3_s2_pool4/3x3_s2_0_split_3 -I0417 00:34:01.396015 28795 net.cpp:113] Setting up pool4/3x3_s2_pool4/3x3_s2_0_split -I0417 00:34:01.396020 28795 net.cpp:120] Top shape: 128 832 7 7 (5218304) -I0417 00:34:01.396023 28795 net.cpp:120] Top shape: 128 832 7 7 (5218304) -I0417 00:34:01.396028 28795 net.cpp:120] Top shape: 128 832 7 7 (5218304) -I0417 00:34:01.396030 28795 net.cpp:120] Top shape: 128 832 7 7 (5218304) -I0417 00:34:01.396034 28795 layer_factory.hpp:74] Creating layer inception_5a/1x1 -I0417 00:34:01.396039 28795 net.cpp:84] Creating Layer inception_5a/1x1 -I0417 00:34:01.396042 28795 net.cpp:380] inception_5a/1x1 <- pool4/3x3_s2_pool4/3x3_s2_0_split_0 -I0417 00:34:01.396046 28795 net.cpp:338] inception_5a/1x1 -> inception_5a/1x1 -I0417 00:34:01.396051 28795 net.cpp:113] Setting up inception_5a/1x1 -I0417 00:34:01.397346 28795 net.cpp:120] Top shape: 128 256 7 7 (1605632) -I0417 00:34:01.397354 28795 layer_factory.hpp:74] Creating layer inception_5a/relu_1x1 -I0417 00:34:01.397358 28795 net.cpp:84] Creating Layer inception_5a/relu_1x1 -I0417 00:34:01.397361 28795 net.cpp:380] inception_5a/relu_1x1 <- inception_5a/1x1 -I0417 00:34:01.397367 28795 net.cpp:327] inception_5a/relu_1x1 -> inception_5a/1x1 (in-place) -I0417 00:34:01.397371 28795 net.cpp:113] Setting up inception_5a/relu_1x1 -I0417 00:34:01.397374 28795 net.cpp:120] Top shape: 128 256 7 7 (1605632) -I0417 00:34:01.397377 28795 layer_factory.hpp:74] Creating layer inception_5a/3x3_reduce -I0417 00:34:01.397382 28795 net.cpp:84] Creating Layer inception_5a/3x3_reduce -I0417 00:34:01.397385 28795 net.cpp:380] inception_5a/3x3_reduce <- pool4/3x3_s2_pool4/3x3_s2_0_split_1 -I0417 00:34:01.397390 28795 net.cpp:338] inception_5a/3x3_reduce -> inception_5a/3x3_reduce -I0417 00:34:01.397397 28795 net.cpp:113] Setting up inception_5a/3x3_reduce -I0417 00:34:01.398211 28795 net.cpp:120] Top shape: 128 160 7 7 (1003520) -I0417 00:34:01.398217 28795 layer_factory.hpp:74] Creating layer inception_5a/relu_3x3_reduce -I0417 00:34:01.398221 28795 net.cpp:84] Creating Layer inception_5a/relu_3x3_reduce -I0417 00:34:01.398224 28795 net.cpp:380] inception_5a/relu_3x3_reduce <- inception_5a/3x3_reduce -I0417 00:34:01.398228 28795 net.cpp:327] inception_5a/relu_3x3_reduce -> inception_5a/3x3_reduce (in-place) -I0417 00:34:01.398232 28795 net.cpp:113] Setting up inception_5a/relu_3x3_reduce -I0417 00:34:01.398236 28795 net.cpp:120] Top shape: 128 160 7 7 (1003520) -I0417 00:34:01.398239 28795 layer_factory.hpp:74] Creating layer inception_5a/3x3 -I0417 00:34:01.398247 28795 net.cpp:84] Creating Layer inception_5a/3x3 -I0417 00:34:01.398249 28795 net.cpp:380] inception_5a/3x3 <- inception_5a/3x3_reduce -I0417 00:34:01.398253 28795 net.cpp:338] inception_5a/3x3 -> inception_5a/3x3 -I0417 00:34:01.398258 28795 net.cpp:113] Setting up inception_5a/3x3 -I0417 00:34:01.401047 28795 net.cpp:120] Top shape: 128 320 7 7 (2007040) -I0417 00:34:01.401057 28795 layer_factory.hpp:74] Creating layer inception_5a/relu_3x3 -I0417 00:34:01.401062 28795 net.cpp:84] Creating Layer inception_5a/relu_3x3 -I0417 00:34:01.401065 28795 net.cpp:380] inception_5a/relu_3x3 <- inception_5a/3x3 -I0417 00:34:01.401068 28795 net.cpp:327] inception_5a/relu_3x3 -> inception_5a/3x3 (in-place) -I0417 00:34:01.401072 28795 net.cpp:113] Setting up inception_5a/relu_3x3 -I0417 00:34:01.401079 28795 net.cpp:120] Top shape: 128 320 7 7 (2007040) -I0417 00:34:01.401082 28795 layer_factory.hpp:74] Creating layer inception_5a/5x5_reduce -I0417 00:34:01.401088 28795 net.cpp:84] Creating Layer inception_5a/5x5_reduce -I0417 00:34:01.401092 28795 net.cpp:380] inception_5a/5x5_reduce <- pool4/3x3_s2_pool4/3x3_s2_0_split_2 -I0417 00:34:01.401096 28795 net.cpp:338] inception_5a/5x5_reduce -> inception_5a/5x5_reduce -I0417 00:34:01.401101 28795 net.cpp:113] Setting up inception_5a/5x5_reduce -I0417 00:34:01.401274 28795 net.cpp:120] Top shape: 128 32 7 7 (200704) -I0417 00:34:01.401280 28795 layer_factory.hpp:74] Creating layer inception_5a/relu_5x5_reduce -I0417 00:34:01.401286 28795 net.cpp:84] Creating Layer inception_5a/relu_5x5_reduce -I0417 00:34:01.401289 28795 net.cpp:380] inception_5a/relu_5x5_reduce <- inception_5a/5x5_reduce -I0417 00:34:01.401293 28795 net.cpp:327] inception_5a/relu_5x5_reduce -> inception_5a/5x5_reduce (in-place) -I0417 00:34:01.401298 28795 net.cpp:113] Setting up inception_5a/relu_5x5_reduce -I0417 00:34:01.401300 28795 net.cpp:120] Top shape: 128 32 7 7 (200704) -I0417 00:34:01.401304 28795 layer_factory.hpp:74] Creating layer inception_5a/5x5 -I0417 00:34:01.401309 28795 net.cpp:84] Creating Layer inception_5a/5x5 -I0417 00:34:01.401312 28795 net.cpp:380] inception_5a/5x5 <- inception_5a/5x5_reduce -I0417 00:34:01.401316 28795 net.cpp:338] inception_5a/5x5 -> inception_5a/5x5 -I0417 00:34:01.401321 28795 net.cpp:113] Setting up inception_5a/5x5 -I0417 00:34:01.401952 28795 net.cpp:120] Top shape: 128 128 7 7 (802816) -I0417 00:34:01.401962 28795 layer_factory.hpp:74] Creating layer inception_5a/relu_5x5 -I0417 00:34:01.401965 28795 net.cpp:84] Creating Layer inception_5a/relu_5x5 -I0417 00:34:01.401968 28795 net.cpp:380] inception_5a/relu_5x5 <- inception_5a/5x5 -I0417 00:34:01.401973 28795 net.cpp:327] inception_5a/relu_5x5 -> inception_5a/5x5 (in-place) -I0417 00:34:01.401978 28795 net.cpp:113] Setting up inception_5a/relu_5x5 -I0417 00:34:01.401981 28795 net.cpp:120] Top shape: 128 128 7 7 (802816) -I0417 00:34:01.401984 28795 layer_factory.hpp:74] Creating layer inception_5a/pool -I0417 00:34:01.401989 28795 net.cpp:84] Creating Layer inception_5a/pool -I0417 00:34:01.401993 28795 net.cpp:380] inception_5a/pool <- pool4/3x3_s2_pool4/3x3_s2_0_split_3 -I0417 00:34:01.401996 28795 net.cpp:338] inception_5a/pool -> inception_5a/pool -I0417 00:34:01.402000 28795 net.cpp:113] Setting up inception_5a/pool -I0417 00:34:01.402006 28795 net.cpp:120] Top shape: 128 832 7 7 (5218304) -I0417 00:34:01.402009 28795 layer_factory.hpp:74] Creating layer inception_5a/pool_proj -I0417 00:34:01.402015 28795 net.cpp:84] Creating Layer inception_5a/pool_proj -I0417 00:34:01.402019 28795 net.cpp:380] inception_5a/pool_proj <- inception_5a/pool -I0417 00:34:01.402024 28795 net.cpp:338] inception_5a/pool_proj -> inception_5a/pool_proj -I0417 00:34:01.402029 28795 net.cpp:113] Setting up inception_5a/pool_proj -I0417 00:34:01.402683 28795 net.cpp:120] Top shape: 128 128 7 7 (802816) -I0417 00:34:01.402690 28795 layer_factory.hpp:74] Creating layer inception_5a/relu_pool_proj -I0417 00:34:01.402708 28795 net.cpp:84] Creating Layer inception_5a/relu_pool_proj -I0417 00:34:01.402711 28795 net.cpp:380] inception_5a/relu_pool_proj <- inception_5a/pool_proj -I0417 00:34:01.402715 28795 net.cpp:327] inception_5a/relu_pool_proj -> inception_5a/pool_proj (in-place) -I0417 00:34:01.402719 28795 net.cpp:113] Setting up inception_5a/relu_pool_proj -I0417 00:34:01.402724 28795 net.cpp:120] Top shape: 128 128 7 7 (802816) -I0417 00:34:01.402726 28795 layer_factory.hpp:74] Creating layer inception_5a/output -I0417 00:34:01.402732 28795 net.cpp:84] Creating Layer inception_5a/output -I0417 00:34:01.402735 28795 net.cpp:380] inception_5a/output <- inception_5a/1x1 -I0417 00:34:01.402739 28795 net.cpp:380] inception_5a/output <- inception_5a/3x3 -I0417 00:34:01.402742 28795 net.cpp:380] inception_5a/output <- inception_5a/5x5 -I0417 00:34:01.402745 28795 net.cpp:380] inception_5a/output <- inception_5a/pool_proj -I0417 00:34:01.402748 28795 net.cpp:338] inception_5a/output -> inception_5a/output -I0417 00:34:01.402756 28795 net.cpp:113] Setting up inception_5a/output -I0417 00:34:01.402761 28795 net.cpp:120] Top shape: 128 832 7 7 (5218304) -I0417 00:34:01.402765 28795 layer_factory.hpp:74] Creating layer inception_5a/output_inception_5a/output_0_split -I0417 00:34:01.402770 28795 net.cpp:84] Creating Layer inception_5a/output_inception_5a/output_0_split -I0417 00:34:01.402772 28795 net.cpp:380] inception_5a/output_inception_5a/output_0_split <- inception_5a/output -I0417 00:34:01.402777 28795 net.cpp:338] inception_5a/output_inception_5a/output_0_split -> inception_5a/output_inception_5a/output_0_split_0 -I0417 00:34:01.402782 28795 net.cpp:338] inception_5a/output_inception_5a/output_0_split -> inception_5a/output_inception_5a/output_0_split_1 -I0417 00:34:01.402787 28795 net.cpp:338] inception_5a/output_inception_5a/output_0_split -> inception_5a/output_inception_5a/output_0_split_2 -I0417 00:34:01.402791 28795 net.cpp:338] inception_5a/output_inception_5a/output_0_split -> inception_5a/output_inception_5a/output_0_split_3 -I0417 00:34:01.402796 28795 net.cpp:113] Setting up inception_5a/output_inception_5a/output_0_split -I0417 00:34:01.402801 28795 net.cpp:120] Top shape: 128 832 7 7 (5218304) -I0417 00:34:01.402803 28795 net.cpp:120] Top shape: 128 832 7 7 (5218304) -I0417 00:34:01.402807 28795 net.cpp:120] Top shape: 128 832 7 7 (5218304) -I0417 00:34:01.402811 28795 net.cpp:120] Top shape: 128 832 7 7 (5218304) -I0417 00:34:01.402813 28795 layer_factory.hpp:74] Creating layer inception_5b/1x1 -I0417 00:34:01.402819 28795 net.cpp:84] Creating Layer inception_5b/1x1 -I0417 00:34:01.402822 28795 net.cpp:380] inception_5b/1x1 <- inception_5a/output_inception_5a/output_0_split_0 -I0417 00:34:01.402827 28795 net.cpp:338] inception_5b/1x1 -> inception_5b/1x1 -I0417 00:34:01.402832 28795 net.cpp:113] Setting up inception_5b/1x1 -I0417 00:34:01.404778 28795 net.cpp:120] Top shape: 128 384 7 7 (2408448) -I0417 00:34:01.404788 28795 layer_factory.hpp:74] Creating layer inception_5b/relu_1x1 -I0417 00:34:01.404793 28795 net.cpp:84] Creating Layer inception_5b/relu_1x1 -I0417 00:34:01.404795 28795 net.cpp:380] inception_5b/relu_1x1 <- inception_5b/1x1 -I0417 00:34:01.404799 28795 net.cpp:327] inception_5b/relu_1x1 -> inception_5b/1x1 (in-place) -I0417 00:34:01.404804 28795 net.cpp:113] Setting up inception_5b/relu_1x1 -I0417 00:34:01.404808 28795 net.cpp:120] Top shape: 128 384 7 7 (2408448) -I0417 00:34:01.404811 28795 layer_factory.hpp:74] Creating layer inception_5b/3x3_reduce -I0417 00:34:01.404816 28795 net.cpp:84] Creating Layer inception_5b/3x3_reduce -I0417 00:34:01.404819 28795 net.cpp:380] inception_5b/3x3_reduce <- inception_5a/output_inception_5a/output_0_split_1 -I0417 00:34:01.404824 28795 net.cpp:338] inception_5b/3x3_reduce -> inception_5b/3x3_reduce -I0417 00:34:01.404829 28795 net.cpp:113] Setting up inception_5b/3x3_reduce -I0417 00:34:01.405805 28795 net.cpp:120] Top shape: 128 192 7 7 (1204224) -I0417 00:34:01.405813 28795 layer_factory.hpp:74] Creating layer inception_5b/relu_3x3_reduce -I0417 00:34:01.405818 28795 net.cpp:84] Creating Layer inception_5b/relu_3x3_reduce -I0417 00:34:01.405822 28795 net.cpp:380] inception_5b/relu_3x3_reduce <- inception_5b/3x3_reduce -I0417 00:34:01.405825 28795 net.cpp:327] inception_5b/relu_3x3_reduce -> inception_5b/3x3_reduce (in-place) -I0417 00:34:01.405829 28795 net.cpp:113] Setting up inception_5b/relu_3x3_reduce -I0417 00:34:01.405833 28795 net.cpp:120] Top shape: 128 192 7 7 (1204224) -I0417 00:34:01.405836 28795 layer_factory.hpp:74] Creating layer inception_5b/3x3 -I0417 00:34:01.405841 28795 net.cpp:84] Creating Layer inception_5b/3x3 -I0417 00:34:01.405844 28795 net.cpp:380] inception_5b/3x3 <- inception_5b/3x3_reduce -I0417 00:34:01.405849 28795 net.cpp:338] inception_5b/3x3 -> inception_5b/3x3 -I0417 00:34:01.405854 28795 net.cpp:113] Setting up inception_5b/3x3 -I0417 00:34:01.409580 28795 net.cpp:120] Top shape: 128 384 7 7 (2408448) -I0417 00:34:01.409591 28795 layer_factory.hpp:74] Creating layer inception_5b/relu_3x3 -I0417 00:34:01.409596 28795 net.cpp:84] Creating Layer inception_5b/relu_3x3 -I0417 00:34:01.409605 28795 net.cpp:380] inception_5b/relu_3x3 <- inception_5b/3x3 -I0417 00:34:01.409611 28795 net.cpp:327] inception_5b/relu_3x3 -> inception_5b/3x3 (in-place) -I0417 00:34:01.409616 28795 net.cpp:113] Setting up inception_5b/relu_3x3 -I0417 00:34:01.409621 28795 net.cpp:120] Top shape: 128 384 7 7 (2408448) -I0417 00:34:01.409623 28795 layer_factory.hpp:74] Creating layer inception_5b/5x5_reduce -I0417 00:34:01.409629 28795 net.cpp:84] Creating Layer inception_5b/5x5_reduce -I0417 00:34:01.409632 28795 net.cpp:380] inception_5b/5x5_reduce <- inception_5a/output_inception_5a/output_0_split_2 -I0417 00:34:01.409638 28795 net.cpp:338] inception_5b/5x5_reduce -> inception_5b/5x5_reduce -I0417 00:34:01.409643 28795 net.cpp:113] Setting up inception_5b/5x5_reduce -I0417 00:34:01.409904 28795 net.cpp:120] Top shape: 128 48 7 7 (301056) -I0417 00:34:01.409910 28795 layer_factory.hpp:74] Creating layer inception_5b/relu_5x5_reduce -I0417 00:34:01.409916 28795 net.cpp:84] Creating Layer inception_5b/relu_5x5_reduce -I0417 00:34:01.409919 28795 net.cpp:380] inception_5b/relu_5x5_reduce <- inception_5b/5x5_reduce -I0417 00:34:01.409924 28795 net.cpp:327] inception_5b/relu_5x5_reduce -> inception_5b/5x5_reduce (in-place) -I0417 00:34:01.409927 28795 net.cpp:113] Setting up inception_5b/relu_5x5_reduce -I0417 00:34:01.409931 28795 net.cpp:120] Top shape: 128 48 7 7 (301056) -I0417 00:34:01.409934 28795 layer_factory.hpp:74] Creating layer inception_5b/5x5 -I0417 00:34:01.409940 28795 net.cpp:84] Creating Layer inception_5b/5x5 -I0417 00:34:01.409942 28795 net.cpp:380] inception_5b/5x5 <- inception_5b/5x5_reduce -I0417 00:34:01.409947 28795 net.cpp:338] inception_5b/5x5 -> inception_5b/5x5 -I0417 00:34:01.409951 28795 net.cpp:113] Setting up inception_5b/5x5 -I0417 00:34:01.410883 28795 net.cpp:120] Top shape: 128 128 7 7 (802816) -I0417 00:34:01.410890 28795 layer_factory.hpp:74] Creating layer inception_5b/relu_5x5 -I0417 00:34:01.410894 28795 net.cpp:84] Creating Layer inception_5b/relu_5x5 -I0417 00:34:01.410897 28795 net.cpp:380] inception_5b/relu_5x5 <- inception_5b/5x5 -I0417 00:34:01.410902 28795 net.cpp:327] inception_5b/relu_5x5 -> inception_5b/5x5 (in-place) -I0417 00:34:01.410907 28795 net.cpp:113] Setting up inception_5b/relu_5x5 -I0417 00:34:01.410910 28795 net.cpp:120] Top shape: 128 128 7 7 (802816) -I0417 00:34:01.410913 28795 layer_factory.hpp:74] Creating layer inception_5b/pool -I0417 00:34:01.410917 28795 net.cpp:84] Creating Layer inception_5b/pool -I0417 00:34:01.410922 28795 net.cpp:380] inception_5b/pool <- inception_5a/output_inception_5a/output_0_split_3 -I0417 00:34:01.410925 28795 net.cpp:338] inception_5b/pool -> inception_5b/pool -I0417 00:34:01.410929 28795 net.cpp:113] Setting up inception_5b/pool -I0417 00:34:01.410934 28795 net.cpp:120] Top shape: 128 832 7 7 (5218304) -I0417 00:34:01.410938 28795 layer_factory.hpp:74] Creating layer inception_5b/pool_proj -I0417 00:34:01.410944 28795 net.cpp:84] Creating Layer inception_5b/pool_proj -I0417 00:34:01.410948 28795 net.cpp:380] inception_5b/pool_proj <- inception_5b/pool -I0417 00:34:01.410953 28795 net.cpp:338] inception_5b/pool_proj -> inception_5b/pool_proj -I0417 00:34:01.410958 28795 net.cpp:113] Setting up inception_5b/pool_proj -I0417 00:34:01.411612 28795 net.cpp:120] Top shape: 128 128 7 7 (802816) -I0417 00:34:01.411619 28795 layer_factory.hpp:74] Creating layer inception_5b/relu_pool_proj -I0417 00:34:01.411624 28795 net.cpp:84] Creating Layer inception_5b/relu_pool_proj -I0417 00:34:01.411628 28795 net.cpp:380] inception_5b/relu_pool_proj <- inception_5b/pool_proj -I0417 00:34:01.411633 28795 net.cpp:327] inception_5b/relu_pool_proj -> inception_5b/pool_proj (in-place) -I0417 00:34:01.411636 28795 net.cpp:113] Setting up inception_5b/relu_pool_proj -I0417 00:34:01.411640 28795 net.cpp:120] Top shape: 128 128 7 7 (802816) -I0417 00:34:01.411643 28795 layer_factory.hpp:74] Creating layer inception_5b/output -I0417 00:34:01.411648 28795 net.cpp:84] Creating Layer inception_5b/output -I0417 00:34:01.411650 28795 net.cpp:380] inception_5b/output <- inception_5b/1x1 -I0417 00:34:01.411658 28795 net.cpp:380] inception_5b/output <- inception_5b/3x3 -I0417 00:34:01.411660 28795 net.cpp:380] inception_5b/output <- inception_5b/5x5 -I0417 00:34:01.411664 28795 net.cpp:380] inception_5b/output <- inception_5b/pool_proj -I0417 00:34:01.411669 28795 net.cpp:338] inception_5b/output -> inception_5b/output -I0417 00:34:01.411674 28795 net.cpp:113] Setting up inception_5b/output -I0417 00:34:01.411679 28795 net.cpp:120] Top shape: 128 1024 7 7 (6422528) -I0417 00:34:01.411681 28795 layer_factory.hpp:74] Creating layer pool5/7x7_s1 -I0417 00:34:01.411685 28795 net.cpp:84] Creating Layer pool5/7x7_s1 -I0417 00:34:01.411689 28795 net.cpp:380] pool5/7x7_s1 <- inception_5b/output -I0417 00:34:01.411692 28795 net.cpp:338] pool5/7x7_s1 -> pool5/7x7_s1 -I0417 00:34:01.411696 28795 net.cpp:113] Setting up pool5/7x7_s1 -I0417 00:34:01.411701 28795 net.cpp:120] Top shape: 128 1024 1 1 (131072) -I0417 00:34:01.411705 28795 layer_factory.hpp:74] Creating layer fc6-conv -I0417 00:34:01.411710 28795 net.cpp:84] Creating Layer fc6-conv -I0417 00:34:01.411712 28795 net.cpp:380] fc6-conv <- pool5/7x7_s1 -I0417 00:34:01.411717 28795 net.cpp:338] fc6-conv -> fc6-conv -I0417 00:34:01.411721 28795 net.cpp:113] Setting up fc6-conv -I0417 00:34:01.412838 28795 net.cpp:120] Top shape: 128 1000 1 1 (128000) -I0417 00:34:01.412847 28795 layer_factory.hpp:74] Creating layer fc6-conv/relu -I0417 00:34:01.412852 28795 net.cpp:84] Creating Layer fc6-conv/relu -I0417 00:34:01.412854 28795 net.cpp:380] fc6-conv/relu <- fc6-conv -I0417 00:34:01.412858 28795 net.cpp:327] fc6-conv/relu -> fc6-conv (in-place) -I0417 00:34:01.412861 28795 net.cpp:113] Setting up fc6-conv/relu -I0417 00:34:01.412865 28795 net.cpp:120] Top shape: 128 1000 1 1 (128000) -I0417 00:34:01.412868 28795 net.cpp:169] fc6-conv/relu does not need backward computation. -I0417 00:34:01.412871 28795 net.cpp:169] fc6-conv does not need backward computation. -I0417 00:34:01.412874 28795 net.cpp:169] pool5/7x7_s1 does not need backward computation. -I0417 00:34:01.412876 28795 net.cpp:169] inception_5b/output does not need backward computation. -I0417 00:34:01.412879 28795 net.cpp:169] inception_5b/relu_pool_proj does not need backward computation. -I0417 00:34:01.412881 28795 net.cpp:169] inception_5b/pool_proj does not need backward computation. -I0417 00:34:01.412884 28795 net.cpp:169] inception_5b/pool does not need backward computation. -I0417 00:34:01.412886 28795 net.cpp:169] inception_5b/relu_5x5 does not need backward computation. -I0417 00:34:01.412889 28795 net.cpp:169] inception_5b/5x5 does not need backward computation. -I0417 00:34:01.412891 28795 net.cpp:169] inception_5b/relu_5x5_reduce does not need backward computation. -I0417 00:34:01.412894 28795 net.cpp:169] inception_5b/5x5_reduce does not need backward computation. -I0417 00:34:01.412896 28795 net.cpp:169] inception_5b/relu_3x3 does not need backward computation. -I0417 00:34:01.412899 28795 net.cpp:169] inception_5b/3x3 does not need backward computation. -I0417 00:34:01.412901 28795 net.cpp:169] inception_5b/relu_3x3_reduce does not need backward computation. -I0417 00:34:01.412904 28795 net.cpp:169] inception_5b/3x3_reduce does not need backward computation. -I0417 00:34:01.412906 28795 net.cpp:169] inception_5b/relu_1x1 does not need backward computation. -I0417 00:34:01.412909 28795 net.cpp:169] inception_5b/1x1 does not need backward computation. -I0417 00:34:01.412911 28795 net.cpp:169] inception_5a/output_inception_5a/output_0_split does not need backward computation. -I0417 00:34:01.412914 28795 net.cpp:169] inception_5a/output does not need backward computation. -I0417 00:34:01.412916 28795 net.cpp:169] inception_5a/relu_pool_proj does not need backward computation. -I0417 00:34:01.412919 28795 net.cpp:169] inception_5a/pool_proj does not need backward computation. -I0417 00:34:01.412921 28795 net.cpp:169] inception_5a/pool does not need backward computation. -I0417 00:34:01.412925 28795 net.cpp:169] inception_5a/relu_5x5 does not need backward computation. -I0417 00:34:01.412926 28795 net.cpp:169] inception_5a/5x5 does not need backward computation. -I0417 00:34:01.412932 28795 net.cpp:169] inception_5a/relu_5x5_reduce does not need backward computation. -I0417 00:34:01.412935 28795 net.cpp:169] inception_5a/5x5_reduce does not need backward computation. -I0417 00:34:01.412937 28795 net.cpp:169] inception_5a/relu_3x3 does not need backward computation. -I0417 00:34:01.412940 28795 net.cpp:169] inception_5a/3x3 does not need backward computation. -I0417 00:34:01.412942 28795 net.cpp:169] inception_5a/relu_3x3_reduce does not need backward computation. -I0417 00:34:01.412945 28795 net.cpp:169] inception_5a/3x3_reduce does not need backward computation. -I0417 00:34:01.412947 28795 net.cpp:169] inception_5a/relu_1x1 does not need backward computation. -I0417 00:34:01.412950 28795 net.cpp:169] inception_5a/1x1 does not need backward computation. -I0417 00:34:01.412953 28795 net.cpp:169] pool4/3x3_s2_pool4/3x3_s2_0_split does not need backward computation. -I0417 00:34:01.412955 28795 net.cpp:169] pool4/3x3_s2 does not need backward computation. -I0417 00:34:01.412958 28795 net.cpp:169] inception_4e/output does not need backward computation. -I0417 00:34:01.412961 28795 net.cpp:169] inception_4e/relu_pool_proj does not need backward computation. -I0417 00:34:01.412963 28795 net.cpp:169] inception_4e/pool_proj does not need backward computation. -I0417 00:34:01.412966 28795 net.cpp:169] inception_4e/pool does not need backward computation. -I0417 00:34:01.412968 28795 net.cpp:169] inception_4e/relu_5x5 does not need backward computation. -I0417 00:34:01.412971 28795 net.cpp:169] inception_4e/5x5 does not need backward computation. -I0417 00:34:01.412973 28795 net.cpp:169] inception_4e/relu_5x5_reduce does not need backward computation. -I0417 00:34:01.412976 28795 net.cpp:169] inception_4e/5x5_reduce does not need backward computation. -I0417 00:34:01.412978 28795 net.cpp:169] inception_4e/relu_3x3 does not need backward computation. -I0417 00:34:01.412981 28795 net.cpp:169] inception_4e/3x3 does not need backward computation. -I0417 00:34:01.412984 28795 net.cpp:169] inception_4e/relu_3x3_reduce does not need backward computation. -I0417 00:34:01.412987 28795 net.cpp:169] inception_4e/3x3_reduce does not need backward computation. -I0417 00:34:01.412989 28795 net.cpp:169] inception_4e/relu_1x1 does not need backward computation. -I0417 00:34:01.412992 28795 net.cpp:169] inception_4e/1x1 does not need backward computation. -I0417 00:34:01.412996 28795 net.cpp:169] inception_4d/output_inception_4d/output_0_split does not need backward computation. -I0417 00:34:01.412997 28795 net.cpp:169] inception_4d/output does not need backward computation. -I0417 00:34:01.413000 28795 net.cpp:169] inception_4d/relu_pool_proj does not need backward computation. -I0417 00:34:01.413002 28795 net.cpp:169] inception_4d/pool_proj does not need backward computation. -I0417 00:34:01.413005 28795 net.cpp:169] inception_4d/pool does not need backward computation. -I0417 00:34:01.413007 28795 net.cpp:169] inception_4d/relu_5x5 does not need backward computation. -I0417 00:34:01.413010 28795 net.cpp:169] inception_4d/5x5 does not need backward computation. -I0417 00:34:01.413013 28795 net.cpp:169] inception_4d/relu_5x5_reduce does not need backward computation. -I0417 00:34:01.413015 28795 net.cpp:169] inception_4d/5x5_reduce does not need backward computation. -I0417 00:34:01.413018 28795 net.cpp:169] inception_4d/relu_3x3 does not need backward computation. -I0417 00:34:01.413020 28795 net.cpp:169] inception_4d/3x3 does not need backward computation. -I0417 00:34:01.413023 28795 net.cpp:169] inception_4d/relu_3x3_reduce does not need backward computation. -I0417 00:34:01.413025 28795 net.cpp:169] inception_4d/3x3_reduce does not need backward computation. -I0417 00:34:01.413028 28795 net.cpp:169] inception_4d/relu_1x1 does not need backward computation. -I0417 00:34:01.413031 28795 net.cpp:169] inception_4d/1x1 does not need backward computation. -I0417 00:34:01.413033 28795 net.cpp:169] inception_4c/output_inception_4c/output_0_split does not need backward computation. -I0417 00:34:01.413036 28795 net.cpp:169] inception_4c/output does not need backward computation. -I0417 00:34:01.413043 28795 net.cpp:169] inception_4c/relu_pool_proj does not need backward computation. -I0417 00:34:01.413046 28795 net.cpp:169] inception_4c/pool_proj does not need backward computation. -I0417 00:34:01.413048 28795 net.cpp:169] inception_4c/pool does not need backward computation. -I0417 00:34:01.413051 28795 net.cpp:169] inception_4c/relu_5x5 does not need backward computation. -I0417 00:34:01.413054 28795 net.cpp:169] inception_4c/5x5 does not need backward computation. -I0417 00:34:01.413056 28795 net.cpp:169] inception_4c/relu_5x5_reduce does not need backward computation. -I0417 00:34:01.413059 28795 net.cpp:169] inception_4c/5x5_reduce does not need backward computation. -I0417 00:34:01.413063 28795 net.cpp:169] inception_4c/relu_3x3 does not need backward computation. -I0417 00:34:01.413064 28795 net.cpp:169] inception_4c/3x3 does not need backward computation. -I0417 00:34:01.413067 28795 net.cpp:169] inception_4c/relu_3x3_reduce does not need backward computation. -I0417 00:34:01.413070 28795 net.cpp:169] inception_4c/3x3_reduce does not need backward computation. -I0417 00:34:01.413072 28795 net.cpp:169] inception_4c/relu_1x1 does not need backward computation. -I0417 00:34:01.413075 28795 net.cpp:169] inception_4c/1x1 does not need backward computation. -I0417 00:34:01.413079 28795 net.cpp:169] inception_4b/output_inception_4b/output_0_split does not need backward computation. -I0417 00:34:01.413080 28795 net.cpp:169] inception_4b/output does not need backward computation. -I0417 00:34:01.413084 28795 net.cpp:169] inception_4b/relu_pool_proj does not need backward computation. -I0417 00:34:01.413086 28795 net.cpp:169] inception_4b/pool_proj does not need backward computation. -I0417 00:34:01.413089 28795 net.cpp:169] inception_4b/pool does not need backward computation. -I0417 00:34:01.413091 28795 net.cpp:169] inception_4b/relu_5x5 does not need backward computation. -I0417 00:34:01.413094 28795 net.cpp:169] inception_4b/5x5 does not need backward computation. -I0417 00:34:01.413096 28795 net.cpp:169] inception_4b/relu_5x5_reduce does not need backward computation. -I0417 00:34:01.413100 28795 net.cpp:169] inception_4b/5x5_reduce does not need backward computation. -I0417 00:34:01.413101 28795 net.cpp:169] inception_4b/relu_3x3 does not need backward computation. -I0417 00:34:01.413105 28795 net.cpp:169] inception_4b/3x3 does not need backward computation. -I0417 00:34:01.413107 28795 net.cpp:169] inception_4b/relu_3x3_reduce does not need backward computation. -I0417 00:34:01.413110 28795 net.cpp:169] inception_4b/3x3_reduce does not need backward computation. -I0417 00:34:01.413112 28795 net.cpp:169] inception_4b/relu_1x1 does not need backward computation. -I0417 00:34:01.413115 28795 net.cpp:169] inception_4b/1x1 does not need backward computation. -I0417 00:34:01.413117 28795 net.cpp:169] inception_4a/output_inception_4a/output_0_split does not need backward computation. -I0417 00:34:01.413120 28795 net.cpp:169] inception_4a/output does not need backward computation. -I0417 00:34:01.413122 28795 net.cpp:169] inception_4a/relu_pool_proj does not need backward computation. -I0417 00:34:01.413125 28795 net.cpp:169] inception_4a/pool_proj does not need backward computation. -I0417 00:34:01.413128 28795 net.cpp:169] inception_4a/pool does not need backward computation. -I0417 00:34:01.413130 28795 net.cpp:169] inception_4a/relu_5x5 does not need backward computation. -I0417 00:34:01.413133 28795 net.cpp:169] inception_4a/5x5 does not need backward computation. -I0417 00:34:01.413136 28795 net.cpp:169] inception_4a/relu_5x5_reduce does not need backward computation. -I0417 00:34:01.413138 28795 net.cpp:169] inception_4a/5x5_reduce does not need backward computation. -I0417 00:34:01.413141 28795 net.cpp:169] inception_4a/relu_3x3 does not need backward computation. -I0417 00:34:01.413143 28795 net.cpp:169] inception_4a/3x3 does not need backward computation. -I0417 00:34:01.413146 28795 net.cpp:169] inception_4a/relu_3x3_reduce does not need backward computation. -I0417 00:34:01.413151 28795 net.cpp:169] inception_4a/3x3_reduce does not need backward computation. -I0417 00:34:01.413153 28795 net.cpp:169] inception_4a/relu_1x1 does not need backward computation. -I0417 00:34:01.413156 28795 net.cpp:169] inception_4a/1x1 does not need backward computation. -I0417 00:34:01.413159 28795 net.cpp:169] pool3/3x3_s2_pool3/3x3_s2_0_split does not need backward computation. -I0417 00:34:01.413161 28795 net.cpp:169] pool3/3x3_s2 does not need backward computation. -I0417 00:34:01.413164 28795 net.cpp:169] inception_3b/output does not need backward computation. -I0417 00:34:01.413167 28795 net.cpp:169] inception_3b/relu_pool_proj does not need backward computation. -I0417 00:34:01.413169 28795 net.cpp:169] inception_3b/pool_proj does not need backward computation. -I0417 00:34:01.413172 28795 net.cpp:169] inception_3b/pool does not need backward computation. -I0417 00:34:01.413175 28795 net.cpp:169] inception_3b/relu_5x5 does not need backward computation. -I0417 00:34:01.413177 28795 net.cpp:169] inception_3b/5x5 does not need backward computation. -I0417 00:34:01.413180 28795 net.cpp:169] inception_3b/relu_5x5_reduce does not need backward computation. -I0417 00:34:01.413182 28795 net.cpp:169] inception_3b/5x5_reduce does not need backward computation. -I0417 00:34:01.413185 28795 net.cpp:169] inception_3b/relu_3x3 does not need backward computation. -I0417 00:34:01.413188 28795 net.cpp:169] inception_3b/3x3 does not need backward computation. -I0417 00:34:01.413190 28795 net.cpp:169] inception_3b/relu_3x3_reduce does not need backward computation. -I0417 00:34:01.413193 28795 net.cpp:169] inception_3b/3x3_reduce does not need backward computation. -I0417 00:34:01.413197 28795 net.cpp:169] inception_3b/relu_1x1 does not need backward computation. -I0417 00:34:01.413198 28795 net.cpp:169] inception_3b/1x1 does not need backward computation. -I0417 00:34:01.413202 28795 net.cpp:169] inception_3a/output_inception_3a/output_0_split does not need backward computation. -I0417 00:34:01.413203 28795 net.cpp:169] inception_3a/output does not need backward computation. -I0417 00:34:01.413207 28795 net.cpp:169] inception_3a/relu_pool_proj does not need backward computation. -I0417 00:34:01.413209 28795 net.cpp:169] inception_3a/pool_proj does not need backward computation. -I0417 00:34:01.413211 28795 net.cpp:169] inception_3a/pool does not need backward computation. -I0417 00:34:01.413214 28795 net.cpp:169] inception_3a/relu_5x5 does not need backward computation. -I0417 00:34:01.413216 28795 net.cpp:169] inception_3a/5x5 does not need backward computation. -I0417 00:34:01.413219 28795 net.cpp:169] inception_3a/relu_5x5_reduce does not need backward computation. -I0417 00:34:01.413223 28795 net.cpp:169] inception_3a/5x5_reduce does not need backward computation. -I0417 00:34:01.413224 28795 net.cpp:169] inception_3a/relu_3x3 does not need backward computation. -I0417 00:34:01.413228 28795 net.cpp:169] inception_3a/3x3 does not need backward computation. -I0417 00:34:01.413229 28795 net.cpp:169] inception_3a/relu_3x3_reduce does not need backward computation. -I0417 00:34:01.413233 28795 net.cpp:169] inception_3a/3x3_reduce does not need backward computation. -I0417 00:34:01.413235 28795 net.cpp:169] inception_3a/relu_1x1 does not need backward computation. -I0417 00:34:01.413238 28795 net.cpp:169] inception_3a/1x1 does not need backward computation. -I0417 00:34:01.413240 28795 net.cpp:169] pool2/3x3_s2_pool2/3x3_s2_0_split does not need backward computation. -I0417 00:34:01.413244 28795 net.cpp:169] pool2/3x3_s2 does not need backward computation. -I0417 00:34:01.413245 28795 net.cpp:169] conv2/relu_3x3 does not need backward computation. -I0417 00:34:01.413249 28795 net.cpp:169] conv2/3x3 does not need backward computation. -I0417 00:34:01.413251 28795 net.cpp:169] conv2/relu_3x3_reduce does not need backward computation. -I0417 00:34:01.413254 28795 net.cpp:169] conv2/3x3_reduce does not need backward computation. -I0417 00:34:01.413256 28795 net.cpp:169] pool1/3x3_s2 does not need backward computation. -I0417 00:34:01.413259 28795 net.cpp:169] conv1/relu_7x7 does not need backward computation. -I0417 00:34:01.413264 28795 net.cpp:169] conv1/7x7_s2 does not need backward computation. -I0417 00:34:01.413276 28795 net.cpp:205] This network produces output fc6-conv -I0417 00:34:01.413350 28795 net.cpp:447] Collecting Learning Rate and Weight Decay. -I0417 00:34:01.413363 28795 net.cpp:217] Network initialization done. -I0417 00:34:01.413367 28795 net.cpp:218] Memory required for data: 6570991616 -I0417 00:34:01.413799 28795 caffe.cpp:224] Performing Forward -I0417 00:34:02.210273 28795 caffe.cpp:229] Initial loss: 0 -I0417 00:34:02.210305 28795 caffe.cpp:230] Performing Backward -I0417 00:34:03.358234 28795 caffe.cpp:238] *** Benchmark begins *** -I0417 00:34:03.358249 28795 caffe.cpp:239] Testing for 10 iterations. -I0417 00:34:05.374872 28795 caffe.cpp:270] Iteration: 1 forward-backward time: 1935.17 ms. -I0417 00:34:07.309340 28795 caffe.cpp:270] Iteration: 2 forward-backward time: 1934.37 ms. -I0417 00:34:09.244321 28795 caffe.cpp:270] Iteration: 3 forward-backward time: 1934.9 ms. -I0417 00:34:11.180296 28795 caffe.cpp:270] Iteration: 4 forward-backward time: 1935.89 ms. -I0417 00:34:13.115998 28795 caffe.cpp:270] Iteration: 5 forward-backward time: 1935.61 ms. -I0417 00:34:15.050150 28795 caffe.cpp:270] Iteration: 6 forward-backward time: 1934.06 ms. -I0417 00:34:16.985240 28795 caffe.cpp:270] Iteration: 7 forward-backward time: 1935 ms. -I0417 00:34:18.919842 28795 caffe.cpp:270] Iteration: 8 forward-backward time: 1934.52 ms. -I0417 00:34:20.855466 28795 caffe.cpp:270] Iteration: 9 forward-backward time: 1935.55 ms. -I0417 00:34:22.791102 28795 caffe.cpp:270] Iteration: 10 forward-backward time: 1935.56 ms. -I0417 00:34:22.791120 28795 caffe.cpp:273] Average time per layer: -I0417 00:34:22.791122 28795 caffe.cpp:276] conv1/7x7_s2 forward: 17.4551 ms. -I0417 00:34:22.791126 28795 caffe.cpp:279] conv1/7x7_s2 backward: 81.2771 ms. -I0417 00:34:22.791131 28795 caffe.cpp:276] conv1/relu_7x7 forward: 3.24905 ms. -I0417 00:34:22.791133 28795 caffe.cpp:279] conv1/relu_7x7 backward: 4.81597 ms. -I0417 00:34:22.791136 28795 caffe.cpp:276] pool1/3x3_s2 forward: 3.55841 ms. -I0417 00:34:22.791139 28795 caffe.cpp:279] pool1/3x3_s2 backward: 14.6251 ms. -I0417 00:34:22.791142 28795 caffe.cpp:276] conv2/3x3_reduce forward: 4.8512 ms. -I0417 00:34:22.791146 28795 caffe.cpp:279] conv2/3x3_reduce backward: 20.7362 ms. -I0417 00:34:22.791148 28795 caffe.cpp:276] conv2/relu_3x3_reduce forward: 0.816752 ms. -I0417 00:34:22.791152 28795 caffe.cpp:279] conv2/relu_3x3_reduce backward: 1.20751 ms. -I0417 00:34:22.791154 28795 caffe.cpp:276] conv2/3x3 forward: 26.659 ms. -I0417 00:34:22.791157 28795 caffe.cpp:279] conv2/3x3 backward: 105.952 ms. -I0417 00:34:22.791162 28795 caffe.cpp:276] conv2/relu_3x3 forward: 2.43763 ms. -I0417 00:34:22.791164 28795 caffe.cpp:279] conv2/relu_3x3 backward: 3.6139 ms. -I0417 00:34:22.791167 28795 caffe.cpp:276] pool2/3x3_s2 forward: 2.71329 ms. -I0417 00:34:22.791169 28795 caffe.cpp:279] pool2/3x3_s2 backward: 11.146 ms. -I0417 00:34:22.791172 28795 caffe.cpp:276] pool2/3x3_s2_pool2/3x3_s2_0_split forward: 0.003376 ms. -I0417 00:34:22.791177 28795 caffe.cpp:279] pool2/3x3_s2_pool2/3x3_s2_0_split backward: 2.72138 ms. -I0417 00:34:22.791179 28795 caffe.cpp:276] inception_3a/1x1 forward: 5.15383 ms. -I0417 00:34:22.791182 28795 caffe.cpp:279] inception_3a/1x1 backward: 17.0649 ms. -I0417 00:34:22.791185 28795 caffe.cpp:276] inception_3a/relu_1x1 forward: 0.205626 ms. -I0417 00:34:22.791188 28795 caffe.cpp:279] inception_3a/relu_1x1 backward: 0.308022 ms. -I0417 00:34:22.791191 28795 caffe.cpp:276] inception_3a/3x3_reduce forward: 6.55105 ms. -I0417 00:34:22.791194 28795 caffe.cpp:279] inception_3a/3x3_reduce backward: 16.8766 ms. -I0417 00:34:22.791198 28795 caffe.cpp:276] inception_3a/relu_3x3_reduce forward: 0.308365 ms. -I0417 00:34:22.791200 28795 caffe.cpp:279] inception_3a/relu_3x3_reduce backward: 0.458762 ms. -I0417 00:34:22.791203 28795 caffe.cpp:276] inception_3a/3x3 forward: 16.2045 ms. -I0417 00:34:22.791206 28795 caffe.cpp:279] inception_3a/3x3 backward: 30.7541 ms. -I0417 00:34:22.791218 28795 caffe.cpp:276] inception_3a/relu_3x3 forward: 0.409706 ms. -I0417 00:34:22.791220 28795 caffe.cpp:279] inception_3a/relu_3x3 backward: 0.608173 ms. -I0417 00:34:22.791224 28795 caffe.cpp:276] inception_3a/5x5_reduce forward: 5.29747 ms. -I0417 00:34:22.791226 28795 caffe.cpp:279] inception_3a/5x5_reduce backward: 18.3235 ms. -I0417 00:34:22.791229 28795 caffe.cpp:276] inception_3a/relu_5x5_reduce forward: 0.0537568 ms. -I0417 00:34:22.791232 28795 caffe.cpp:279] inception_3a/relu_5x5_reduce backward: 0.0831488 ms. -I0417 00:34:22.791235 28795 caffe.cpp:276] inception_3a/5x5 forward: 9.46831 ms. -I0417 00:34:22.791239 28795 caffe.cpp:279] inception_3a/5x5 backward: 24.3172 ms. -I0417 00:34:22.791241 28795 caffe.cpp:276] inception_3a/relu_5x5 forward: 0.125981 ms. -I0417 00:34:22.791244 28795 caffe.cpp:279] inception_3a/relu_5x5 backward: 0.157418 ms. -I0417 00:34:22.791247 28795 caffe.cpp:276] inception_3a/pool forward: 2.29939 ms. -I0417 00:34:22.791250 28795 caffe.cpp:279] inception_3a/pool backward: 3.90185 ms. -I0417 00:34:22.791254 28795 caffe.cpp:276] inception_3a/pool_proj forward: 5.32522 ms. -I0417 00:34:22.791256 28795 caffe.cpp:279] inception_3a/pool_proj backward: 18.6733 ms. -I0417 00:34:22.791260 28795 caffe.cpp:276] inception_3a/relu_pool_proj forward: 0.105472 ms. -I0417 00:34:22.791262 28795 caffe.cpp:279] inception_3a/relu_pool_proj backward: 0.157488 ms. -I0417 00:34:22.791265 28795 caffe.cpp:276] inception_3a/output forward: 3.08941 ms. -I0417 00:34:22.791268 28795 caffe.cpp:279] inception_3a/output backward: 3.1138 ms. -I0417 00:34:22.791270 28795 caffe.cpp:276] inception_3a/output_inception_3a/output_0_split forward: 0.0020448 ms. -I0417 00:34:22.791275 28795 caffe.cpp:279] inception_3a/output_inception_3a/output_0_split backward: 3.62363 ms. -I0417 00:34:22.791276 28795 caffe.cpp:276] inception_3b/1x1 forward: 6.15158 ms. -I0417 00:34:22.791280 28795 caffe.cpp:279] inception_3b/1x1 backward: 18.6396 ms. -I0417 00:34:22.791282 28795 caffe.cpp:276] inception_3b/relu_1x1 forward: 0.410016 ms. -I0417 00:34:22.791285 28795 caffe.cpp:279] inception_3b/relu_1x1 backward: 0.608154 ms. -I0417 00:34:22.791288 28795 caffe.cpp:276] inception_3b/3x3_reduce forward: 6.12672 ms. -I0417 00:34:22.791291 28795 caffe.cpp:279] inception_3b/3x3_reduce backward: 18.673 ms. -I0417 00:34:22.791295 28795 caffe.cpp:276] inception_3b/relu_3x3_reduce forward: 0.409504 ms. -I0417 00:34:22.791297 28795 caffe.cpp:279] inception_3b/relu_3x3_reduce backward: 0.606317 ms. -I0417 00:34:22.791301 28795 caffe.cpp:276] inception_3b/3x3 forward: 21.6543 ms. -I0417 00:34:22.791303 28795 caffe.cpp:279] inception_3b/3x3 backward: 38.055 ms. -I0417 00:34:22.791306 28795 caffe.cpp:276] inception_3b/relu_3x3 forward: 0.611955 ms. -I0417 00:34:22.791309 28795 caffe.cpp:279] inception_3b/relu_3x3 backward: 0.908902 ms. -I0417 00:34:22.791312 28795 caffe.cpp:276] inception_3b/5x5_reduce forward: 6.43635 ms. -I0417 00:34:22.791316 28795 caffe.cpp:279] inception_3b/5x5_reduce backward: 18.7573 ms. -I0417 00:34:22.791318 28795 caffe.cpp:276] inception_3b/relu_5x5_reduce forward: 0.104147 ms. -I0417 00:34:22.791321 28795 caffe.cpp:279] inception_3b/relu_5x5_reduce backward: 0.15832 ms. -I0417 00:34:22.791324 28795 caffe.cpp:276] inception_3b/5x5 forward: 18.3092 ms. -I0417 00:34:22.791327 28795 caffe.cpp:279] inception_3b/5x5 backward: 30.0236 ms. -I0417 00:34:22.791331 28795 caffe.cpp:276] inception_3b/relu_5x5 forward: 0.310707 ms. -I0417 00:34:22.791333 28795 caffe.cpp:279] inception_3b/relu_5x5 backward: 0.456506 ms. -I0417 00:34:22.791337 28795 caffe.cpp:276] inception_3b/pool forward: 3.0594 ms. -I0417 00:34:22.791339 28795 caffe.cpp:279] inception_3b/pool backward: 5.19239 ms. -I0417 00:34:22.791342 28795 caffe.cpp:276] inception_3b/pool_proj forward: 5.84707 ms. -I0417 00:34:22.791345 28795 caffe.cpp:279] inception_3b/pool_proj backward: 18.2292 ms. -I0417 00:34:22.791348 28795 caffe.cpp:276] inception_3b/relu_pool_proj forward: 0.205821 ms. -I0417 00:34:22.791352 28795 caffe.cpp:279] inception_3b/relu_pool_proj backward: 0.307744 ms. -I0417 00:34:22.791354 28795 caffe.cpp:276] inception_3b/output forward: 3.65548 ms. -I0417 00:34:22.791359 28795 caffe.cpp:279] inception_3b/output backward: 3.66716 ms. -I0417 00:34:22.791363 28795 caffe.cpp:276] pool3/3x3_s2 forward: 1.75206 ms. -I0417 00:34:22.791365 28795 caffe.cpp:279] pool3/3x3_s2 backward: 7.12898 ms. -I0417 00:34:22.791368 28795 caffe.cpp:276] pool3/3x3_s2_pool3/3x3_s2_0_split forward: 0.002352 ms. -I0417 00:34:22.791371 28795 caffe.cpp:279] pool3/3x3_s2_pool3/3x3_s2_0_split backward: 1.70466 ms. -I0417 00:34:22.791374 28795 caffe.cpp:276] inception_4a/1x1 forward: 9.52065 ms. -I0417 00:34:22.791378 28795 caffe.cpp:279] inception_4a/1x1 backward: 13.0142 ms. -I0417 00:34:22.791380 28795 caffe.cpp:276] inception_4a/relu_1x1 forward: 0.155664 ms. -I0417 00:34:22.791383 28795 caffe.cpp:279] inception_4a/relu_1x1 backward: 0.232653 ms. -I0417 00:34:22.791386 28795 caffe.cpp:276] inception_4a/3x3_reduce forward: 8.43963 ms. -I0417 00:34:22.791389 28795 caffe.cpp:279] inception_4a/3x3_reduce backward: 11.0233 ms. -I0417 00:34:22.791393 28795 caffe.cpp:276] inception_4a/relu_3x3_reduce forward: 0.0795776 ms. -I0417 00:34:22.791395 28795 caffe.cpp:279] inception_4a/relu_3x3_reduce backward: 0.11993 ms. -I0417 00:34:22.791399 28795 caffe.cpp:276] inception_4a/3x3 forward: 16.6856 ms. -I0417 00:34:22.791401 28795 caffe.cpp:279] inception_4a/3x3 backward: 19.2623 ms. -I0417 00:34:22.791404 28795 caffe.cpp:276] inception_4a/relu_3x3 forward: 0.171206 ms. -I0417 00:34:22.791407 28795 caffe.cpp:279] inception_4a/relu_3x3 backward: 0.250784 ms. -I0417 00:34:22.791410 28795 caffe.cpp:276] inception_4a/5x5_reduce forward: 11.1979 ms. -I0417 00:34:22.791414 28795 caffe.cpp:279] inception_4a/5x5_reduce backward: 6.818 ms. -I0417 00:34:22.791416 28795 caffe.cpp:276] inception_4a/relu_5x5_reduce forward: 0.016784 ms. -I0417 00:34:22.791419 28795 caffe.cpp:279] inception_4a/relu_5x5_reduce backward: 0.0234592 ms. -I0417 00:34:22.791422 28795 caffe.cpp:276] inception_4a/5x5 forward: 10.6308 ms. -I0417 00:34:22.791425 28795 caffe.cpp:279] inception_4a/5x5 backward: 13.1173 ms. -I0417 00:34:22.791429 28795 caffe.cpp:276] inception_4a/relu_5x5 forward: 0.044864 ms. -I0417 00:34:22.791431 28795 caffe.cpp:279] inception_4a/relu_5x5 backward: 0.063504 ms. -I0417 00:34:22.791435 28795 caffe.cpp:276] inception_4a/pool forward: 1.45756 ms. -I0417 00:34:22.791437 28795 caffe.cpp:279] inception_4a/pool backward: 2.48351 ms. -I0417 00:34:22.791440 28795 caffe.cpp:276] inception_4a/pool_proj forward: 8.31142 ms. -I0417 00:34:22.791443 28795 caffe.cpp:279] inception_4a/pool_proj backward: 9.73057 ms. -I0417 00:34:22.791445 28795 caffe.cpp:276] inception_4a/relu_pool_proj forward: 0.0532608 ms. -I0417 00:34:22.791448 28795 caffe.cpp:279] inception_4a/relu_pool_proj backward: 0.082752 ms. -I0417 00:34:22.791451 28795 caffe.cpp:276] inception_4a/output forward: 2.74188 ms. -I0417 00:34:22.791455 28795 caffe.cpp:279] inception_4a/output backward: 2.74667 ms. -I0417 00:34:22.791457 28795 caffe.cpp:276] inception_4a/output_inception_4a/output_0_split forward: 0.0018368 ms. -I0417 00:34:22.791460 28795 caffe.cpp:279] inception_4a/output_inception_4a/output_0_split backward: 1.81719 ms. -I0417 00:34:22.791463 28795 caffe.cpp:276] inception_4b/1x1 forward: 10.3161 ms. -I0417 00:34:22.791466 28795 caffe.cpp:279] inception_4b/1x1 backward: 11.6004 ms. -I0417 00:34:22.791470 28795 caffe.cpp:276] inception_4b/relu_1x1 forward: 0.130154 ms. -I0417 00:34:22.791472 28795 caffe.cpp:279] inception_4b/relu_1x1 backward: 0.194371 ms. -I0417 00:34:22.791476 28795 caffe.cpp:276] inception_4b/3x3_reduce forward: 9.56652 ms. -I0417 00:34:22.791478 28795 caffe.cpp:279] inception_4b/3x3_reduce backward: 11.238 ms. -I0417 00:34:22.791481 28795 caffe.cpp:276] inception_4b/relu_3x3_reduce forward: 0.0922592 ms. -I0417 00:34:22.791484 28795 caffe.cpp:279] inception_4b/relu_3x3_reduce backward: 0.139264 ms. -I0417 00:34:22.791487 28795 caffe.cpp:276] inception_4b/3x3 forward: 18.6348 ms. -I0417 00:34:22.791491 28795 caffe.cpp:279] inception_4b/3x3 backward: 22.8866 ms. -I0417 00:34:22.791493 28795 caffe.cpp:276] inception_4b/relu_3x3 forward: 0.184742 ms. -I0417 00:34:22.791498 28795 caffe.cpp:279] inception_4b/relu_3x3 backward: 0.269629 ms. -I0417 00:34:22.791501 28795 caffe.cpp:276] inception_4b/5x5_reduce forward: 9.18662 ms. -I0417 00:34:22.791504 28795 caffe.cpp:279] inception_4b/5x5_reduce backward: 6.22849 ms. -I0417 00:34:22.791507 28795 caffe.cpp:276] inception_4b/relu_5x5_reduce forward: 0.0216256 ms. -I0417 00:34:22.791510 28795 caffe.cpp:279] inception_4b/relu_5x5_reduce backward: 0.0340192 ms. -I0417 00:34:22.791513 28795 caffe.cpp:276] inception_4b/5x5 forward: 10.4469 ms. -I0417 00:34:22.791517 28795 caffe.cpp:279] inception_4b/5x5 backward: 14.8091 ms. -I0417 00:34:22.791519 28795 caffe.cpp:276] inception_4b/relu_5x5 forward: 0.0563776 ms. -I0417 00:34:22.791522 28795 caffe.cpp:279] inception_4b/relu_5x5 backward: 0.0819168 ms. -I0417 00:34:22.791525 28795 caffe.cpp:276] inception_4b/pool forward: 1.55434 ms. -I0417 00:34:22.791528 28795 caffe.cpp:279] inception_4b/pool backward: 2.65595 ms. -I0417 00:34:22.791532 28795 caffe.cpp:276] inception_4b/pool_proj forward: 8.76044 ms. -I0417 00:34:22.791534 28795 caffe.cpp:279] inception_4b/pool_proj backward: 9.47059 ms. -I0417 00:34:22.791538 28795 caffe.cpp:276] inception_4b/relu_pool_proj forward: 0.0533504 ms. -I0417 00:34:22.791540 28795 caffe.cpp:279] inception_4b/relu_pool_proj backward: 0.0831488 ms. -I0417 00:34:22.791543 28795 caffe.cpp:276] inception_4b/output forward: 2.72517 ms. -I0417 00:34:22.791545 28795 caffe.cpp:279] inception_4b/output backward: 2.73112 ms. -I0417 00:34:22.791548 28795 caffe.cpp:276] inception_4b/output_inception_4b/output_0_split forward: 0.0018432 ms. -I0417 00:34:22.791551 28795 caffe.cpp:279] inception_4b/output_inception_4b/output_0_split backward: 1.81762 ms. -I0417 00:34:22.791554 28795 caffe.cpp:276] inception_4c/1x1 forward: 8.83018 ms. -I0417 00:34:22.791558 28795 caffe.cpp:279] inception_4c/1x1 backward: 10.3891 ms. -I0417 00:34:22.791560 28795 caffe.cpp:276] inception_4c/relu_1x1 forward: 0.104768 ms. -I0417 00:34:22.791563 28795 caffe.cpp:279] inception_4c/relu_1x1 backward: 0.156675 ms. -I0417 00:34:22.791566 28795 caffe.cpp:276] inception_4c/3x3_reduce forward: 8.82391 ms. -I0417 00:34:22.791569 28795 caffe.cpp:279] inception_4c/3x3_reduce backward: 10.397 ms. -I0417 00:34:22.791573 28795 caffe.cpp:276] inception_4c/relu_3x3_reduce forward: 0.104352 ms. -I0417 00:34:22.791575 28795 caffe.cpp:279] inception_4c/relu_3x3_reduce backward: 0.157501 ms. -I0417 00:34:22.791579 28795 caffe.cpp:276] inception_4c/3x3 forward: 22.0289 ms. -I0417 00:34:22.791581 28795 caffe.cpp:279] inception_4c/3x3 backward: 23.9278 ms. -I0417 00:34:22.791584 28795 caffe.cpp:276] inception_4c/relu_3x3 forward: 0.209008 ms. -I0417 00:34:22.791587 28795 caffe.cpp:279] inception_4c/relu_3x3 backward: 0.308122 ms. -I0417 00:34:22.791590 28795 caffe.cpp:276] inception_4c/5x5_reduce forward: 9.20589 ms. -I0417 00:34:22.791594 28795 caffe.cpp:279] inception_4c/5x5_reduce backward: 6.18251 ms. -I0417 00:34:22.791596 28795 caffe.cpp:276] inception_4c/relu_5x5_reduce forward: 0.021328 ms. -I0417 00:34:22.791599 28795 caffe.cpp:279] inception_4c/relu_5x5_reduce backward: 0.0330752 ms. -I0417 00:34:22.791601 28795 caffe.cpp:276] inception_4c/5x5 forward: 10.4117 ms. -I0417 00:34:22.791605 28795 caffe.cpp:279] inception_4c/5x5 backward: 14.8201 ms. -I0417 00:34:22.791609 28795 caffe.cpp:276] inception_4c/relu_5x5 forward: 0.056336 ms. -I0417 00:34:22.791611 28795 caffe.cpp:279] inception_4c/relu_5x5 backward: 0.0820224 ms. -I0417 00:34:22.791615 28795 caffe.cpp:276] inception_4c/pool forward: 1.55484 ms. -I0417 00:34:22.791616 28795 caffe.cpp:279] inception_4c/pool backward: 2.64612 ms. -I0417 00:34:22.791620 28795 caffe.cpp:276] inception_4c/pool_proj forward: 8.76523 ms. -I0417 00:34:22.791622 28795 caffe.cpp:279] inception_4c/pool_proj backward: 9.4794 ms. -I0417 00:34:22.791625 28795 caffe.cpp:276] inception_4c/relu_pool_proj forward: 0.0535616 ms. -I0417 00:34:22.791628 28795 caffe.cpp:279] inception_4c/relu_pool_proj backward: 0.0830464 ms. -I0417 00:34:22.791631 28795 caffe.cpp:276] inception_4c/output forward: 2.68351 ms. -I0417 00:34:22.791636 28795 caffe.cpp:279] inception_4c/output backward: 2.69753 ms. -I0417 00:34:22.791640 28795 caffe.cpp:276] inception_4c/output_inception_4c/output_0_split forward: 0.0018368 ms. -I0417 00:34:22.791642 28795 caffe.cpp:279] inception_4c/output_inception_4c/output_0_split backward: 1.81752 ms. -I0417 00:34:22.791646 28795 caffe.cpp:276] inception_4d/1x1 forward: 9.57891 ms. -I0417 00:34:22.791648 28795 caffe.cpp:279] inception_4d/1x1 backward: 11.2255 ms. -I0417 00:34:22.791651 28795 caffe.cpp:276] inception_4d/relu_1x1 forward: 0.0918848 ms. -I0417 00:34:22.791654 28795 caffe.cpp:279] inception_4d/relu_1x1 backward: 0.138755 ms. -I0417 00:34:22.791657 28795 caffe.cpp:276] inception_4d/3x3_reduce forward: 10.5721 ms. -I0417 00:34:22.791661 28795 caffe.cpp:279] inception_4d/3x3_reduce backward: 11.5918 ms. -I0417 00:34:22.791663 28795 caffe.cpp:276] inception_4d/relu_3x3_reduce forward: 0.117661 ms. -I0417 00:34:22.791666 28795 caffe.cpp:279] inception_4d/relu_3x3_reduce backward: 0.176531 ms. -I0417 00:34:22.791669 28795 caffe.cpp:276] inception_4d/3x3 forward: 24.4862 ms. -I0417 00:34:22.791672 28795 caffe.cpp:279] inception_4d/3x3 backward: 31.522 ms. -I0417 00:34:22.791676 28795 caffe.cpp:276] inception_4d/relu_3x3 forward: 0.234714 ms. -I0417 00:34:22.791678 28795 caffe.cpp:279] inception_4d/relu_3x3 backward: 0.34488 ms. -I0417 00:34:22.791682 28795 caffe.cpp:276] inception_4d/5x5_reduce forward: 11.0404 ms. -I0417 00:34:22.791684 28795 caffe.cpp:279] inception_4d/5x5_reduce backward: 6.72022 ms. -I0417 00:34:22.791687 28795 caffe.cpp:276] inception_4d/relu_5x5_reduce forward: 0.0272608 ms. -I0417 00:34:22.791690 28795 caffe.cpp:279] inception_4d/relu_5x5_reduce backward: 0.0452576 ms. -I0417 00:34:22.791693 28795 caffe.cpp:276] inception_4d/5x5 forward: 12.178 ms. -I0417 00:34:22.791697 28795 caffe.cpp:279] inception_4d/5x5 backward: 15.3064 ms. -I0417 00:34:22.791699 28795 caffe.cpp:276] inception_4d/relu_5x5 forward: 0.0570464 ms. -I0417 00:34:22.791702 28795 caffe.cpp:279] inception_4d/relu_5x5 backward: 0.0825472 ms. -I0417 00:34:22.791705 28795 caffe.cpp:276] inception_4d/pool forward: 1.55494 ms. -I0417 00:34:22.791708 28795 caffe.cpp:279] inception_4d/pool backward: 2.64725 ms. -I0417 00:34:22.791712 28795 caffe.cpp:276] inception_4d/pool_proj forward: 8.75296 ms. -I0417 00:34:22.791714 28795 caffe.cpp:279] inception_4d/pool_proj backward: 9.46178 ms. -I0417 00:34:22.791718 28795 caffe.cpp:276] inception_4d/relu_pool_proj forward: 0.0532544 ms. -I0417 00:34:22.791720 28795 caffe.cpp:279] inception_4d/relu_pool_proj backward: 0.0822528 ms. -I0417 00:34:22.791723 28795 caffe.cpp:276] inception_4d/output forward: 2.75436 ms. -I0417 00:34:22.791725 28795 caffe.cpp:279] inception_4d/output backward: 2.76971 ms. -I0417 00:34:22.791728 28795 caffe.cpp:276] inception_4d/output_inception_4d/output_0_split forward: 0.0020448 ms. -I0417 00:34:22.791731 28795 caffe.cpp:279] inception_4d/output_inception_4d/output_0_split backward: 1.87475 ms. -I0417 00:34:22.791734 28795 caffe.cpp:276] inception_4e/1x1 forward: 10.4668 ms. -I0417 00:34:22.791738 28795 caffe.cpp:279] inception_4e/1x1 backward: 13.9095 ms. -I0417 00:34:22.791741 28795 caffe.cpp:276] inception_4e/relu_1x1 forward: 0.206541 ms. -I0417 00:34:22.791744 28795 caffe.cpp:279] inception_4e/relu_1x1 backward: 0.306915 ms. -I0417 00:34:22.791746 28795 caffe.cpp:276] inception_4e/3x3_reduce forward: 10.6078 ms. -I0417 00:34:22.791750 28795 caffe.cpp:279] inception_4e/3x3_reduce backward: 12.3624 ms. -I0417 00:34:22.791754 28795 caffe.cpp:276] inception_4e/relu_3x3_reduce forward: 0.130662 ms. -I0417 00:34:22.791756 28795 caffe.cpp:279] inception_4e/relu_3x3_reduce backward: 0.195392 ms. -I0417 00:34:22.791759 28795 caffe.cpp:276] inception_4e/3x3 forward: 23.9634 ms. -I0417 00:34:22.791762 28795 caffe.cpp:279] inception_4e/3x3 backward: 32.7994 ms. -I0417 00:34:22.791765 28795 caffe.cpp:276] inception_4e/relu_3x3 forward: 0.25897 ms. -I0417 00:34:22.791769 28795 caffe.cpp:279] inception_4e/relu_3x3 backward: 0.382976 ms. -I0417 00:34:22.791771 28795 caffe.cpp:276] inception_4e/5x5_reduce forward: 11.3101 ms. -I0417 00:34:22.791776 28795 caffe.cpp:279] inception_4e/5x5_reduce backward: 7.41274 ms. -I0417 00:34:22.791779 28795 caffe.cpp:276] inception_4e/relu_5x5_reduce forward: 0.0275424 ms. -I0417 00:34:22.791782 28795 caffe.cpp:279] inception_4e/relu_5x5_reduce backward: 0.045984 ms. -I0417 00:34:22.791785 28795 caffe.cpp:276] inception_4e/5x5 forward: 12.6143 ms. -I0417 00:34:22.791788 28795 caffe.cpp:279] inception_4e/5x5 backward: 16.8164 ms. -I0417 00:34:22.791791 28795 caffe.cpp:276] inception_4e/relu_5x5 forward: 0.108045 ms. -I0417 00:34:22.791795 28795 caffe.cpp:279] inception_4e/relu_5x5 backward: 0.156669 ms. -I0417 00:34:22.791797 28795 caffe.cpp:276] inception_4e/pool forward: 1.6043 ms. -I0417 00:34:22.791800 28795 caffe.cpp:279] inception_4e/pool backward: 2.73193 ms. -I0417 00:34:22.791803 28795 caffe.cpp:276] inception_4e/pool_proj forward: 8.83457 ms. -I0417 00:34:22.791806 28795 caffe.cpp:279] inception_4e/pool_proj backward: 10.9532 ms. -I0417 00:34:22.791810 28795 caffe.cpp:276] inception_4e/relu_pool_proj forward: 0.104477 ms. -I0417 00:34:22.791812 28795 caffe.cpp:279] inception_4e/relu_pool_proj backward: 0.157712 ms. -I0417 00:34:22.791815 28795 caffe.cpp:276] inception_4e/output forward: 2.97852 ms. -I0417 00:34:22.791818 28795 caffe.cpp:279] inception_4e/output backward: 2.99366 ms. -I0417 00:34:22.791821 28795 caffe.cpp:276] pool4/3x3_s2 forward: 0.85904 ms. -I0417 00:34:22.791823 28795 caffe.cpp:279] pool4/3x3_s2 backward: 3.10211 ms. -I0417 00:34:22.791826 28795 caffe.cpp:276] pool4/3x3_s2_pool4/3x3_s2_0_split forward: 0.0020416 ms. -I0417 00:34:22.791829 28795 caffe.cpp:279] pool4/3x3_s2_pool4/3x3_s2_0_split backward: 0.748851 ms. -I0417 00:34:22.791832 28795 caffe.cpp:276] inception_5a/1x1 forward: 15.1351 ms. -I0417 00:34:22.791836 28795 caffe.cpp:279] inception_5a/1x1 backward: 9.34433 ms. -I0417 00:34:22.791838 28795 caffe.cpp:276] inception_5a/relu_1x1 forward: 0.0552096 ms. -I0417 00:34:22.791841 28795 caffe.cpp:279] inception_5a/relu_1x1 backward: 0.0828672 ms. -I0417 00:34:22.791844 28795 caffe.cpp:276] inception_5a/3x3_reduce forward: 15.0374 ms. -I0417 00:34:22.791847 28795 caffe.cpp:279] inception_5a/3x3_reduce backward: 8.91864 ms. -I0417 00:34:22.791851 28795 caffe.cpp:276] inception_5a/relu_3x3_reduce forward: 0.0344224 ms. -I0417 00:34:22.791853 28795 caffe.cpp:279] inception_5a/relu_3x3_reduce backward: 0.0616576 ms. -I0417 00:34:22.791857 28795 caffe.cpp:276] inception_5a/3x3 forward: 13.3832 ms. -I0417 00:34:22.791859 28795 caffe.cpp:279] inception_5a/3x3 backward: 16.8906 ms. -I0417 00:34:22.791862 28795 caffe.cpp:276] inception_5a/relu_3x3 forward: 0.0674912 ms. -I0417 00:34:22.791865 28795 caffe.cpp:279] inception_5a/relu_3x3 backward: 0.10025 ms. -I0417 00:34:22.791868 28795 caffe.cpp:276] inception_5a/5x5_reduce forward: 16.2917 ms. -I0417 00:34:22.791872 28795 caffe.cpp:279] inception_5a/5x5_reduce backward: 3.61144 ms. -I0417 00:34:22.791874 28795 caffe.cpp:276] inception_5a/relu_5x5_reduce forward: 0.0143424 ms. -I0417 00:34:22.791877 28795 caffe.cpp:279] inception_5a/relu_5x5_reduce backward: 0.01536 ms. -I0417 00:34:22.791880 28795 caffe.cpp:276] inception_5a/5x5 forward: 15.2124 ms. -I0417 00:34:22.791883 28795 caffe.cpp:279] inception_5a/5x5 backward: 11.6706 ms. -I0417 00:34:22.791887 28795 caffe.cpp:276] inception_5a/relu_5x5 forward: 0.0319872 ms. -I0417 00:34:22.791889 28795 caffe.cpp:279] inception_5a/relu_5x5 backward: 0.0436288 ms. -I0417 00:34:22.791893 28795 caffe.cpp:276] inception_5a/pool forward: 0.638669 ms. -I0417 00:34:22.791895 28795 caffe.cpp:279] inception_5a/pool backward: 1.1008 ms. -I0417 00:34:22.791898 28795 caffe.cpp:276] inception_5a/pool_proj forward: 14.9391 ms. -I0417 00:34:22.791901 28795 caffe.cpp:279] inception_5a/pool_proj backward: 7.37352 ms. -I0417 00:34:22.791904 28795 caffe.cpp:276] inception_5a/relu_pool_proj forward: 0.0271616 ms. -I0417 00:34:22.791908 28795 caffe.cpp:279] inception_5a/relu_pool_proj backward: 0.0455744 ms. -I0417 00:34:22.791909 28795 caffe.cpp:276] inception_5a/output forward: 2.52888 ms. -I0417 00:34:22.791913 28795 caffe.cpp:279] inception_5a/output backward: 2.53 ms. -I0417 00:34:22.791918 28795 caffe.cpp:276] inception_5a/output_inception_5a/output_0_split forward: 0.0018432 ms. -I0417 00:34:22.791920 28795 caffe.cpp:279] inception_5a/output_inception_5a/output_0_split backward: 0.750099 ms. -I0417 00:34:22.791923 28795 caffe.cpp:276] inception_5b/1x1 forward: 15.8597 ms. -I0417 00:34:22.791926 28795 caffe.cpp:279] inception_5b/1x1 backward: 12.1013 ms. -I0417 00:34:22.791929 28795 caffe.cpp:276] inception_5b/relu_1x1 forward: 0.0795776 ms. -I0417 00:34:22.791932 28795 caffe.cpp:279] inception_5b/relu_1x1 backward: 0.119811 ms. -I0417 00:34:22.791935 28795 caffe.cpp:276] inception_5b/3x3_reduce forward: 15.0928 ms. -I0417 00:34:22.791939 28795 caffe.cpp:279] inception_5b/3x3_reduce backward: 8.49603 ms. -I0417 00:34:22.791941 28795 caffe.cpp:276] inception_5b/relu_3x3_reduce forward: 0.0405824 ms. -I0417 00:34:22.791944 28795 caffe.cpp:279] inception_5b/relu_3x3_reduce backward: 0.06072 ms. -I0417 00:34:22.791947 28795 caffe.cpp:276] inception_5b/3x3 forward: 13.2047 ms. -I0417 00:34:22.791950 28795 caffe.cpp:279] inception_5b/3x3 backward: 19.3409 ms. -I0417 00:34:22.791954 28795 caffe.cpp:276] inception_5b/relu_3x3 forward: 0.0795648 ms. -I0417 00:34:22.791956 28795 caffe.cpp:279] inception_5b/relu_3x3 backward: 0.119706 ms. -I0417 00:34:22.791960 28795 caffe.cpp:276] inception_5b/5x5_reduce forward: 16.3286 ms. -I0417 00:34:22.791962 28795 caffe.cpp:279] inception_5b/5x5_reduce backward: 4.12254 ms. -I0417 00:34:22.791965 28795 caffe.cpp:276] inception_5b/relu_5x5_reduce forward: 0.0171168 ms. -I0417 00:34:22.791968 28795 caffe.cpp:279] inception_5b/relu_5x5_reduce backward: 0.0193664 ms. -I0417 00:34:22.791971 28795 caffe.cpp:276] inception_5b/5x5 forward: 21.0764 ms. -I0417 00:34:22.791975 28795 caffe.cpp:279] inception_5b/5x5 backward: 11.8644 ms. -I0417 00:34:22.791977 28795 caffe.cpp:276] inception_5b/relu_5x5 forward: 0.0328832 ms. -I0417 00:34:22.791980 28795 caffe.cpp:279] inception_5b/relu_5x5 backward: 0.04384 ms. -I0417 00:34:22.791983 28795 caffe.cpp:276] inception_5b/pool forward: 0.639386 ms. -I0417 00:34:22.791986 28795 caffe.cpp:279] inception_5b/pool backward: 1.09844 ms. -I0417 00:34:22.791990 28795 caffe.cpp:276] inception_5b/pool_proj forward: 15.0101 ms. -I0417 00:34:22.791992 28795 caffe.cpp:279] inception_5b/pool_proj backward: 7.38705 ms. -I0417 00:34:22.791996 28795 caffe.cpp:276] inception_5b/relu_pool_proj forward: 0.0279552 ms. -I0417 00:34:22.791997 28795 caffe.cpp:279] inception_5b/relu_pool_proj backward: 0.0453792 ms. -I0417 00:34:22.792001 28795 caffe.cpp:276] inception_5b/output forward: 2.54916 ms. -I0417 00:34:22.792003 28795 caffe.cpp:279] inception_5b/output backward: 2.55376 ms. -I0417 00:34:22.792006 28795 caffe.cpp:276] pool5/7x7_s1 forward: 0.82392 ms. -I0417 00:34:22.792009 28795 caffe.cpp:279] pool5/7x7_s1 backward: 0.734925 ms. -I0417 00:34:22.792012 28795 caffe.cpp:276] fc6-conv forward: 20.2833 ms. -I0417 00:34:22.792016 28795 caffe.cpp:279] fc6-conv backward: 21.8215 ms. -I0417 00:34:22.792018 28795 caffe.cpp:276] fc6-conv/relu forward: 0.0119936 ms. -I0417 00:34:22.792021 28795 caffe.cpp:279] fc6-conv/relu backward: 0.0096512 ms. -I0417 00:34:22.792033 28795 caffe.cpp:284] Average Forward pass: 786.626 ms. -I0417 00:34:22.792037 28795 caffe.cpp:286] Average Backward pass: 1148.42 ms. -I0417 00:34:22.792042 28795 caffe.cpp:288] Average Forward-Backward: 1935.19 ms. -I0417 00:34:22.792047 28795 caffe.cpp:290] Total Time: 19351.9 ms. -I0417 00:34:22.792050 28795 caffe.cpp:291] *** Benchmark ends *** +I0228 23:02:15.321880 24886 layer_factory.hpp:77] Creating layer input +I0228 23:02:15.321908 24886 net.cpp:91] Creating Layer input +I0228 23:02:15.321914 24886 net.cpp:399] input -> data +I0228 23:02:15.327909 24886 net.cpp:141] Setting up input +I0228 23:02:15.327924 24886 net.cpp:148] Top shape: 128 3 224 224 (19267584) +I0228 23:02:15.327929 24886 net.cpp:156] Memory required for data: 77070336 +I0228 23:02:15.327934 24886 layer_factory.hpp:77] Creating layer conv1/7x7_s2 +I0228 23:02:15.327951 24886 net.cpp:91] Creating Layer conv1/7x7_s2 +I0228 23:02:15.327956 24886 net.cpp:425] conv1/7x7_s2 <- data +I0228 23:02:15.327962 24886 net.cpp:399] conv1/7x7_s2 -> conv1/7x7_s2 +I0228 23:02:15.462884 24886 net.cpp:141] Setting up conv1/7x7_s2 +I0228 23:02:15.462913 24886 net.cpp:148] Top shape: 128 64 112 112 (102760448) +I0228 23:02:15.462916 24886 net.cpp:156] Memory required for data: 488112128 +I0228 23:02:15.462932 24886 layer_factory.hpp:77] Creating layer conv1/relu_7x7 +I0228 23:02:15.462944 24886 net.cpp:91] Creating Layer conv1/relu_7x7 +I0228 23:02:15.462946 24886 net.cpp:425] conv1/relu_7x7 <- conv1/7x7_s2 +I0228 23:02:15.462951 24886 net.cpp:386] conv1/relu_7x7 -> conv1/7x7_s2 (in-place) +I0228 23:02:15.463213 24886 net.cpp:141] Setting up conv1/relu_7x7 +I0228 23:02:15.463223 24886 net.cpp:148] Top shape: 128 64 112 112 (102760448) +I0228 23:02:15.463227 24886 net.cpp:156] Memory required for data: 899153920 +I0228 23:02:15.463229 24886 layer_factory.hpp:77] Creating layer pool1/3x3_s2 +I0228 23:02:15.463238 24886 net.cpp:91] Creating Layer pool1/3x3_s2 +I0228 23:02:15.463240 24886 net.cpp:425] pool1/3x3_s2 <- conv1/7x7_s2 +I0228 23:02:15.463244 24886 net.cpp:399] pool1/3x3_s2 -> pool1/3x3_s2 +I0228 23:02:15.463281 24886 net.cpp:141] Setting up pool1/3x3_s2 +I0228 23:02:15.463286 24886 net.cpp:148] Top shape: 128 64 56 56 (25690112) +I0228 23:02:15.463289 24886 net.cpp:156] Memory required for data: 1001914368 +I0228 23:02:15.463292 24886 layer_factory.hpp:77] Creating layer conv2/3x3_reduce +I0228 23:02:15.463310 24886 net.cpp:91] Creating Layer conv2/3x3_reduce +I0228 23:02:15.463313 24886 net.cpp:425] conv2/3x3_reduce <- pool1/3x3_s2 +I0228 23:02:15.463318 24886 net.cpp:399] conv2/3x3_reduce -> conv2/3x3_reduce +I0228 23:02:15.464376 24886 net.cpp:141] Setting up conv2/3x3_reduce +I0228 23:02:15.464388 24886 net.cpp:148] Top shape: 128 64 56 56 (25690112) +I0228 23:02:15.464391 24886 net.cpp:156] Memory required for data: 1104674816 +I0228 23:02:15.464400 24886 layer_factory.hpp:77] Creating layer conv2/relu_3x3_reduce +I0228 23:02:15.464404 24886 net.cpp:91] Creating Layer conv2/relu_3x3_reduce +I0228 23:02:15.464407 24886 net.cpp:425] conv2/relu_3x3_reduce <- conv2/3x3_reduce +I0228 23:02:15.464411 24886 net.cpp:386] conv2/relu_3x3_reduce -> conv2/3x3_reduce (in-place) +I0228 23:02:15.464645 24886 net.cpp:141] Setting up conv2/relu_3x3_reduce +I0228 23:02:15.464654 24886 net.cpp:148] Top shape: 128 64 56 56 (25690112) +I0228 23:02:15.464658 24886 net.cpp:156] Memory required for data: 1207435264 +I0228 23:02:15.464661 24886 layer_factory.hpp:77] Creating layer conv2/3x3 +I0228 23:02:15.464668 24886 net.cpp:91] Creating Layer conv2/3x3 +I0228 23:02:15.464673 24886 net.cpp:425] conv2/3x3 <- conv2/3x3_reduce +I0228 23:02:15.464676 24886 net.cpp:399] conv2/3x3 -> conv2/3x3 +I0228 23:02:15.466312 24886 net.cpp:141] Setting up conv2/3x3 +I0228 23:02:15.466325 24886 net.cpp:148] Top shape: 128 192 56 56 (77070336) +I0228 23:02:15.466328 24886 net.cpp:156] Memory required for data: 1515716608 +I0228 23:02:15.466336 24886 layer_factory.hpp:77] Creating layer conv2/relu_3x3 +I0228 23:02:15.466341 24886 net.cpp:91] Creating Layer conv2/relu_3x3 +I0228 23:02:15.466343 24886 net.cpp:425] conv2/relu_3x3 <- conv2/3x3 +I0228 23:02:15.466347 24886 net.cpp:386] conv2/relu_3x3 -> conv2/3x3 (in-place) +I0228 23:02:15.466476 24886 net.cpp:141] Setting up conv2/relu_3x3 +I0228 23:02:15.466482 24886 net.cpp:148] Top shape: 128 192 56 56 (77070336) +I0228 23:02:15.466485 24886 net.cpp:156] Memory required for data: 1823997952 +I0228 23:02:15.466488 24886 layer_factory.hpp:77] Creating layer pool2/3x3_s2 +I0228 23:02:15.466495 24886 net.cpp:91] Creating Layer pool2/3x3_s2 +I0228 23:02:15.466498 24886 net.cpp:425] pool2/3x3_s2 <- conv2/3x3 +I0228 23:02:15.466502 24886 net.cpp:399] pool2/3x3_s2 -> pool2/3x3_s2 +I0228 23:02:15.466531 24886 net.cpp:141] Setting up pool2/3x3_s2 +I0228 23:02:15.466534 24886 net.cpp:148] Top shape: 128 192 28 28 (19267584) +I0228 23:02:15.466537 24886 net.cpp:156] Memory required for data: 1901068288 +I0228 23:02:15.466541 24886 layer_factory.hpp:77] Creating layer pool2/3x3_s2_pool2/3x3_s2_0_split +I0228 23:02:15.466545 24886 net.cpp:91] Creating Layer pool2/3x3_s2_pool2/3x3_s2_0_split +I0228 23:02:15.466548 24886 net.cpp:425] pool2/3x3_s2_pool2/3x3_s2_0_split <- pool2/3x3_s2 +I0228 23:02:15.466552 24886 net.cpp:399] pool2/3x3_s2_pool2/3x3_s2_0_split -> pool2/3x3_s2_pool2/3x3_s2_0_split_0 +I0228 23:02:15.466557 24886 net.cpp:399] pool2/3x3_s2_pool2/3x3_s2_0_split -> pool2/3x3_s2_pool2/3x3_s2_0_split_1 +I0228 23:02:15.466560 24886 net.cpp:399] pool2/3x3_s2_pool2/3x3_s2_0_split -> pool2/3x3_s2_pool2/3x3_s2_0_split_2 +I0228 23:02:15.466565 24886 net.cpp:399] pool2/3x3_s2_pool2/3x3_s2_0_split -> pool2/3x3_s2_pool2/3x3_s2_0_split_3 +I0228 23:02:15.466601 24886 net.cpp:141] Setting up pool2/3x3_s2_pool2/3x3_s2_0_split +I0228 23:02:15.466606 24886 net.cpp:148] Top shape: 128 192 28 28 (19267584) +I0228 23:02:15.466609 24886 net.cpp:148] Top shape: 128 192 28 28 (19267584) +I0228 23:02:15.466614 24886 net.cpp:148] Top shape: 128 192 28 28 (19267584) +I0228 23:02:15.466616 24886 net.cpp:148] Top shape: 128 192 28 28 (19267584) +I0228 23:02:15.466619 24886 net.cpp:156] Memory required for data: 2209349632 +I0228 23:02:15.466622 24886 layer_factory.hpp:77] Creating layer inception_3a/1x1 +I0228 23:02:15.466629 24886 net.cpp:91] Creating Layer inception_3a/1x1 +I0228 23:02:15.466631 24886 net.cpp:425] inception_3a/1x1 <- pool2/3x3_s2_pool2/3x3_s2_0_split_0 +I0228 23:02:15.466639 24886 net.cpp:399] inception_3a/1x1 -> inception_3a/1x1 +I0228 23:02:15.467939 24886 net.cpp:141] Setting up inception_3a/1x1 +I0228 23:02:15.467954 24886 net.cpp:148] Top shape: 128 64 28 28 (6422528) +I0228 23:02:15.467958 24886 net.cpp:156] Memory required for data: 2235039744 +I0228 23:02:15.467963 24886 layer_factory.hpp:77] Creating layer inception_3a/relu_1x1 +I0228 23:02:15.467969 24886 net.cpp:91] Creating Layer inception_3a/relu_1x1 +I0228 23:02:15.467972 24886 net.cpp:425] inception_3a/relu_1x1 <- inception_3a/1x1 +I0228 23:02:15.467977 24886 net.cpp:386] inception_3a/relu_1x1 -> inception_3a/1x1 (in-place) +I0228 23:02:15.468204 24886 net.cpp:141] Setting up inception_3a/relu_1x1 +I0228 23:02:15.468214 24886 net.cpp:148] Top shape: 128 64 28 28 (6422528) +I0228 23:02:15.468216 24886 net.cpp:156] Memory required for data: 2260729856 +I0228 23:02:15.468219 24886 layer_factory.hpp:77] Creating layer inception_3a/3x3_reduce +I0228 23:02:15.468225 24886 net.cpp:91] Creating Layer inception_3a/3x3_reduce +I0228 23:02:15.468228 24886 net.cpp:425] inception_3a/3x3_reduce <- pool2/3x3_s2_pool2/3x3_s2_0_split_1 +I0228 23:02:15.468232 24886 net.cpp:399] inception_3a/3x3_reduce -> inception_3a/3x3_reduce +I0228 23:02:15.469404 24886 net.cpp:141] Setting up inception_3a/3x3_reduce +I0228 23:02:15.469416 24886 net.cpp:148] Top shape: 128 96 28 28 (9633792) +I0228 23:02:15.469419 24886 net.cpp:156] Memory required for data: 2299265024 +I0228 23:02:15.469427 24886 layer_factory.hpp:77] Creating layer inception_3a/relu_3x3_reduce +I0228 23:02:15.469432 24886 net.cpp:91] Creating Layer inception_3a/relu_3x3_reduce +I0228 23:02:15.469435 24886 net.cpp:425] inception_3a/relu_3x3_reduce <- inception_3a/3x3_reduce +I0228 23:02:15.469440 24886 net.cpp:386] inception_3a/relu_3x3_reduce -> inception_3a/3x3_reduce (in-place) +I0228 23:02:15.469679 24886 net.cpp:141] Setting up inception_3a/relu_3x3_reduce +I0228 23:02:15.469689 24886 net.cpp:148] Top shape: 128 96 28 28 (9633792) +I0228 23:02:15.469692 24886 net.cpp:156] Memory required for data: 2337800192 +I0228 23:02:15.469696 24886 layer_factory.hpp:77] Creating layer inception_3a/3x3 +I0228 23:02:15.469703 24886 net.cpp:91] Creating Layer inception_3a/3x3 +I0228 23:02:15.469707 24886 net.cpp:425] inception_3a/3x3 <- inception_3a/3x3_reduce +I0228 23:02:15.469712 24886 net.cpp:399] inception_3a/3x3 -> inception_3a/3x3 +I0228 23:02:15.470986 24886 net.cpp:141] Setting up inception_3a/3x3 +I0228 23:02:15.470998 24886 net.cpp:148] Top shape: 128 128 28 28 (12845056) +I0228 23:02:15.471000 24886 net.cpp:156] Memory required for data: 2389180416 +I0228 23:02:15.471005 24886 layer_factory.hpp:77] Creating layer inception_3a/relu_3x3 +I0228 23:02:15.471012 24886 net.cpp:91] Creating Layer inception_3a/relu_3x3 +I0228 23:02:15.471015 24886 net.cpp:425] inception_3a/relu_3x3 <- inception_3a/3x3 +I0228 23:02:15.471020 24886 net.cpp:386] inception_3a/relu_3x3 -> inception_3a/3x3 (in-place) +I0228 23:02:15.471144 24886 net.cpp:141] Setting up inception_3a/relu_3x3 +I0228 23:02:15.471153 24886 net.cpp:148] Top shape: 128 128 28 28 (12845056) +I0228 23:02:15.471154 24886 net.cpp:156] Memory required for data: 2440560640 +I0228 23:02:15.471158 24886 layer_factory.hpp:77] Creating layer inception_3a/5x5_reduce +I0228 23:02:15.471168 24886 net.cpp:91] Creating Layer inception_3a/5x5_reduce +I0228 23:02:15.471173 24886 net.cpp:425] inception_3a/5x5_reduce <- pool2/3x3_s2_pool2/3x3_s2_0_split_2 +I0228 23:02:15.471177 24886 net.cpp:399] inception_3a/5x5_reduce -> inception_3a/5x5_reduce +I0228 23:02:15.472111 24886 net.cpp:141] Setting up inception_3a/5x5_reduce +I0228 23:02:15.472122 24886 net.cpp:148] Top shape: 128 16 28 28 (1605632) +I0228 23:02:15.472126 24886 net.cpp:156] Memory required for data: 2446983168 +I0228 23:02:15.472131 24886 layer_factory.hpp:77] Creating layer inception_3a/relu_5x5_reduce +I0228 23:02:15.472136 24886 net.cpp:91] Creating Layer inception_3a/relu_5x5_reduce +I0228 23:02:15.472138 24886 net.cpp:425] inception_3a/relu_5x5_reduce <- inception_3a/5x5_reduce +I0228 23:02:15.472144 24886 net.cpp:386] inception_3a/relu_5x5_reduce -> inception_3a/5x5_reduce (in-place) +I0228 23:02:15.472384 24886 net.cpp:141] Setting up inception_3a/relu_5x5_reduce +I0228 23:02:15.472398 24886 net.cpp:148] Top shape: 128 16 28 28 (1605632) +I0228 23:02:15.472400 24886 net.cpp:156] Memory required for data: 2453405696 +I0228 23:02:15.472404 24886 layer_factory.hpp:77] Creating layer inception_3a/5x5 +I0228 23:02:15.472412 24886 net.cpp:91] Creating Layer inception_3a/5x5 +I0228 23:02:15.472416 24886 net.cpp:425] inception_3a/5x5 <- inception_3a/5x5_reduce +I0228 23:02:15.472421 24886 net.cpp:399] inception_3a/5x5 -> inception_3a/5x5 +I0228 23:02:15.473175 24886 net.cpp:141] Setting up inception_3a/5x5 +I0228 23:02:15.473184 24886 net.cpp:148] Top shape: 128 32 28 28 (3211264) +I0228 23:02:15.473187 24886 net.cpp:156] Memory required for data: 2466250752 +I0228 23:02:15.473193 24886 layer_factory.hpp:77] Creating layer inception_3a/relu_5x5 +I0228 23:02:15.473199 24886 net.cpp:91] Creating Layer inception_3a/relu_5x5 +I0228 23:02:15.473202 24886 net.cpp:425] inception_3a/relu_5x5 <- inception_3a/5x5 +I0228 23:02:15.473206 24886 net.cpp:386] inception_3a/relu_5x5 -> inception_3a/5x5 (in-place) +I0228 23:02:15.473446 24886 net.cpp:141] Setting up inception_3a/relu_5x5 +I0228 23:02:15.473456 24886 net.cpp:148] Top shape: 128 32 28 28 (3211264) +I0228 23:02:15.473459 24886 net.cpp:156] Memory required for data: 2479095808 +I0228 23:02:15.473462 24886 layer_factory.hpp:77] Creating layer inception_3a/pool +I0228 23:02:15.473469 24886 net.cpp:91] Creating Layer inception_3a/pool +I0228 23:02:15.473471 24886 net.cpp:425] inception_3a/pool <- pool2/3x3_s2_pool2/3x3_s2_0_split_3 +I0228 23:02:15.473476 24886 net.cpp:399] inception_3a/pool -> inception_3a/pool +I0228 23:02:15.473510 24886 net.cpp:141] Setting up inception_3a/pool +I0228 23:02:15.473515 24886 net.cpp:148] Top shape: 128 192 28 28 (19267584) +I0228 23:02:15.473518 24886 net.cpp:156] Memory required for data: 2556166144 +I0228 23:02:15.473521 24886 layer_factory.hpp:77] Creating layer inception_3a/pool_proj +I0228 23:02:15.473527 24886 net.cpp:91] Creating Layer inception_3a/pool_proj +I0228 23:02:15.473531 24886 net.cpp:425] inception_3a/pool_proj <- inception_3a/pool +I0228 23:02:15.473537 24886 net.cpp:399] inception_3a/pool_proj -> inception_3a/pool_proj +I0228 23:02:15.474386 24886 net.cpp:141] Setting up inception_3a/pool_proj +I0228 23:02:15.474397 24886 net.cpp:148] Top shape: 128 32 28 28 (3211264) +I0228 23:02:15.474401 24886 net.cpp:156] Memory required for data: 2569011200 +I0228 23:02:15.474408 24886 layer_factory.hpp:77] Creating layer inception_3a/relu_pool_proj +I0228 23:02:15.474416 24886 net.cpp:91] Creating Layer inception_3a/relu_pool_proj +I0228 23:02:15.474418 24886 net.cpp:425] inception_3a/relu_pool_proj <- inception_3a/pool_proj +I0228 23:02:15.474422 24886 net.cpp:386] inception_3a/relu_pool_proj -> inception_3a/pool_proj (in-place) +I0228 23:02:15.474552 24886 net.cpp:141] Setting up inception_3a/relu_pool_proj +I0228 23:02:15.474560 24886 net.cpp:148] Top shape: 128 32 28 28 (3211264) +I0228 23:02:15.474563 24886 net.cpp:156] Memory required for data: 2581856256 +I0228 23:02:15.474565 24886 layer_factory.hpp:77] Creating layer inception_3a/output +I0228 23:02:15.474570 24886 net.cpp:91] Creating Layer inception_3a/output +I0228 23:02:15.474573 24886 net.cpp:425] inception_3a/output <- inception_3a/1x1 +I0228 23:02:15.474577 24886 net.cpp:425] inception_3a/output <- inception_3a/3x3 +I0228 23:02:15.474581 24886 net.cpp:425] inception_3a/output <- inception_3a/5x5 +I0228 23:02:15.474583 24886 net.cpp:425] inception_3a/output <- inception_3a/pool_proj +I0228 23:02:15.474588 24886 net.cpp:399] inception_3a/output -> inception_3a/output +I0228 23:02:15.474611 24886 net.cpp:141] Setting up inception_3a/output +I0228 23:02:15.474616 24886 net.cpp:148] Top shape: 128 256 28 28 (25690112) +I0228 23:02:15.474617 24886 net.cpp:156] Memory required for data: 2684616704 +I0228 23:02:15.474620 24886 layer_factory.hpp:77] Creating layer inception_3a/output_inception_3a/output_0_split +I0228 23:02:15.474624 24886 net.cpp:91] Creating Layer inception_3a/output_inception_3a/output_0_split +I0228 23:02:15.474627 24886 net.cpp:425] inception_3a/output_inception_3a/output_0_split <- inception_3a/output +I0228 23:02:15.474634 24886 net.cpp:399] inception_3a/output_inception_3a/output_0_split -> inception_3a/output_inception_3a/output_0_split_0 +I0228 23:02:15.474639 24886 net.cpp:399] inception_3a/output_inception_3a/output_0_split -> inception_3a/output_inception_3a/output_0_split_1 +I0228 23:02:15.474645 24886 net.cpp:399] inception_3a/output_inception_3a/output_0_split -> inception_3a/output_inception_3a/output_0_split_2 +I0228 23:02:15.474649 24886 net.cpp:399] inception_3a/output_inception_3a/output_0_split -> inception_3a/output_inception_3a/output_0_split_3 +I0228 23:02:15.474691 24886 net.cpp:141] Setting up inception_3a/output_inception_3a/output_0_split +I0228 23:02:15.474695 24886 net.cpp:148] Top shape: 128 256 28 28 (25690112) +I0228 23:02:15.474699 24886 net.cpp:148] Top shape: 128 256 28 28 (25690112) +I0228 23:02:15.474701 24886 net.cpp:148] Top shape: 128 256 28 28 (25690112) +I0228 23:02:15.474704 24886 net.cpp:148] Top shape: 128 256 28 28 (25690112) +I0228 23:02:15.474707 24886 net.cpp:156] Memory required for data: 3095658496 +I0228 23:02:15.474710 24886 layer_factory.hpp:77] Creating layer inception_3b/1x1 +I0228 23:02:15.474719 24886 net.cpp:91] Creating Layer inception_3b/1x1 +I0228 23:02:15.474721 24886 net.cpp:425] inception_3b/1x1 <- inception_3a/output_inception_3a/output_0_split_0 +I0228 23:02:15.474726 24886 net.cpp:399] inception_3b/1x1 -> inception_3b/1x1 +I0228 23:02:15.475692 24886 net.cpp:141] Setting up inception_3b/1x1 +I0228 23:02:15.475705 24886 net.cpp:148] Top shape: 128 128 28 28 (12845056) +I0228 23:02:15.475708 24886 net.cpp:156] Memory required for data: 3147038720 +I0228 23:02:15.475713 24886 layer_factory.hpp:77] Creating layer inception_3b/relu_1x1 +I0228 23:02:15.475719 24886 net.cpp:91] Creating Layer inception_3b/relu_1x1 +I0228 23:02:15.475723 24886 net.cpp:425] inception_3b/relu_1x1 <- inception_3b/1x1 +I0228 23:02:15.475728 24886 net.cpp:386] inception_3b/relu_1x1 -> inception_3b/1x1 (in-place) +I0228 23:02:15.475965 24886 net.cpp:141] Setting up inception_3b/relu_1x1 +I0228 23:02:15.475975 24886 net.cpp:148] Top shape: 128 128 28 28 (12845056) +I0228 23:02:15.475977 24886 net.cpp:156] Memory required for data: 3198418944 +I0228 23:02:15.475980 24886 layer_factory.hpp:77] Creating layer inception_3b/3x3_reduce +I0228 23:02:15.475988 24886 net.cpp:91] Creating Layer inception_3b/3x3_reduce +I0228 23:02:15.475991 24886 net.cpp:425] inception_3b/3x3_reduce <- inception_3a/output_inception_3a/output_0_split_1 +I0228 23:02:15.475998 24886 net.cpp:399] inception_3b/3x3_reduce -> inception_3b/3x3_reduce +I0228 23:02:15.476855 24886 net.cpp:141] Setting up inception_3b/3x3_reduce +I0228 23:02:15.476866 24886 net.cpp:148] Top shape: 128 128 28 28 (12845056) +I0228 23:02:15.476869 24886 net.cpp:156] Memory required for data: 3249799168 +I0228 23:02:15.476876 24886 layer_factory.hpp:77] Creating layer inception_3b/relu_3x3_reduce +I0228 23:02:15.476881 24886 net.cpp:91] Creating Layer inception_3b/relu_3x3_reduce +I0228 23:02:15.476883 24886 net.cpp:425] inception_3b/relu_3x3_reduce <- inception_3b/3x3_reduce +I0228 23:02:15.476899 24886 net.cpp:386] inception_3b/relu_3x3_reduce -> inception_3b/3x3_reduce (in-place) +I0228 23:02:15.477144 24886 net.cpp:141] Setting up inception_3b/relu_3x3_reduce +I0228 23:02:15.477154 24886 net.cpp:148] Top shape: 128 128 28 28 (12845056) +I0228 23:02:15.477156 24886 net.cpp:156] Memory required for data: 3301179392 +I0228 23:02:15.477170 24886 layer_factory.hpp:77] Creating layer inception_3b/3x3 +I0228 23:02:15.477179 24886 net.cpp:91] Creating Layer inception_3b/3x3 +I0228 23:02:15.477182 24886 net.cpp:425] inception_3b/3x3 <- inception_3b/3x3_reduce +I0228 23:02:15.477188 24886 net.cpp:399] inception_3b/3x3 -> inception_3b/3x3 +I0228 23:02:15.479424 24886 net.cpp:141] Setting up inception_3b/3x3 +I0228 23:02:15.479435 24886 net.cpp:148] Top shape: 128 192 28 28 (19267584) +I0228 23:02:15.479439 24886 net.cpp:156] Memory required for data: 3378249728 +I0228 23:02:15.479444 24886 layer_factory.hpp:77] Creating layer inception_3b/relu_3x3 +I0228 23:02:15.479454 24886 net.cpp:91] Creating Layer inception_3b/relu_3x3 +I0228 23:02:15.479457 24886 net.cpp:425] inception_3b/relu_3x3 <- inception_3b/3x3 +I0228 23:02:15.479462 24886 net.cpp:386] inception_3b/relu_3x3 -> inception_3b/3x3 (in-place) +I0228 23:02:15.479596 24886 net.cpp:141] Setting up inception_3b/relu_3x3 +I0228 23:02:15.479604 24886 net.cpp:148] Top shape: 128 192 28 28 (19267584) +I0228 23:02:15.479606 24886 net.cpp:156] Memory required for data: 3455320064 +I0228 23:02:15.479620 24886 layer_factory.hpp:77] Creating layer inception_3b/5x5_reduce +I0228 23:02:15.479629 24886 net.cpp:91] Creating Layer inception_3b/5x5_reduce +I0228 23:02:15.479631 24886 net.cpp:425] inception_3b/5x5_reduce <- inception_3a/output_inception_3a/output_0_split_2 +I0228 23:02:15.479637 24886 net.cpp:399] inception_3b/5x5_reduce -> inception_3b/5x5_reduce +I0228 23:02:15.480469 24886 net.cpp:141] Setting up inception_3b/5x5_reduce +I0228 23:02:15.480480 24886 net.cpp:148] Top shape: 128 32 28 28 (3211264) +I0228 23:02:15.480484 24886 net.cpp:156] Memory required for data: 3468165120 +I0228 23:02:15.480489 24886 layer_factory.hpp:77] Creating layer inception_3b/relu_5x5_reduce +I0228 23:02:15.480497 24886 net.cpp:91] Creating Layer inception_3b/relu_5x5_reduce +I0228 23:02:15.480500 24886 net.cpp:425] inception_3b/relu_5x5_reduce <- inception_3b/5x5_reduce +I0228 23:02:15.480505 24886 net.cpp:386] inception_3b/relu_5x5_reduce -> inception_3b/5x5_reduce (in-place) +I0228 23:02:15.480761 24886 net.cpp:141] Setting up inception_3b/relu_5x5_reduce +I0228 23:02:15.480772 24886 net.cpp:148] Top shape: 128 32 28 28 (3211264) +I0228 23:02:15.480774 24886 net.cpp:156] Memory required for data: 3481010176 +I0228 23:02:15.480777 24886 layer_factory.hpp:77] Creating layer inception_3b/5x5 +I0228 23:02:15.480785 24886 net.cpp:91] Creating Layer inception_3b/5x5 +I0228 23:02:15.480788 24886 net.cpp:425] inception_3b/5x5 <- inception_3b/5x5_reduce +I0228 23:02:15.480793 24886 net.cpp:399] inception_3b/5x5 -> inception_3b/5x5 +I0228 23:02:15.482372 24886 net.cpp:141] Setting up inception_3b/5x5 +I0228 23:02:15.482385 24886 net.cpp:148] Top shape: 128 96 28 28 (9633792) +I0228 23:02:15.482388 24886 net.cpp:156] Memory required for data: 3519545344 +I0228 23:02:15.482393 24886 layer_factory.hpp:77] Creating layer inception_3b/relu_5x5 +I0228 23:02:15.482399 24886 net.cpp:91] Creating Layer inception_3b/relu_5x5 +I0228 23:02:15.482403 24886 net.cpp:425] inception_3b/relu_5x5 <- inception_3b/5x5 +I0228 23:02:15.482406 24886 net.cpp:386] inception_3b/relu_5x5 -> inception_3b/5x5 (in-place) +I0228 23:02:15.482671 24886 net.cpp:141] Setting up inception_3b/relu_5x5 +I0228 23:02:15.482681 24886 net.cpp:148] Top shape: 128 96 28 28 (9633792) +I0228 23:02:15.482683 24886 net.cpp:156] Memory required for data: 3558080512 +I0228 23:02:15.482686 24886 layer_factory.hpp:77] Creating layer inception_3b/pool +I0228 23:02:15.482692 24886 net.cpp:91] Creating Layer inception_3b/pool +I0228 23:02:15.482694 24886 net.cpp:425] inception_3b/pool <- inception_3a/output_inception_3a/output_0_split_3 +I0228 23:02:15.482700 24886 net.cpp:399] inception_3b/pool -> inception_3b/pool +I0228 23:02:15.482736 24886 net.cpp:141] Setting up inception_3b/pool +I0228 23:02:15.482741 24886 net.cpp:148] Top shape: 128 256 28 28 (25690112) +I0228 23:02:15.482743 24886 net.cpp:156] Memory required for data: 3660840960 +I0228 23:02:15.482746 24886 layer_factory.hpp:77] Creating layer inception_3b/pool_proj +I0228 23:02:15.482755 24886 net.cpp:91] Creating Layer inception_3b/pool_proj +I0228 23:02:15.482758 24886 net.cpp:425] inception_3b/pool_proj <- inception_3b/pool +I0228 23:02:15.482763 24886 net.cpp:399] inception_3b/pool_proj -> inception_3b/pool_proj +I0228 23:02:15.483657 24886 net.cpp:141] Setting up inception_3b/pool_proj +I0228 23:02:15.483669 24886 net.cpp:148] Top shape: 128 64 28 28 (6422528) +I0228 23:02:15.483671 24886 net.cpp:156] Memory required for data: 3686531072 +I0228 23:02:15.483676 24886 layer_factory.hpp:77] Creating layer inception_3b/relu_pool_proj +I0228 23:02:15.483682 24886 net.cpp:91] Creating Layer inception_3b/relu_pool_proj +I0228 23:02:15.483690 24886 net.cpp:425] inception_3b/relu_pool_proj <- inception_3b/pool_proj +I0228 23:02:15.483695 24886 net.cpp:386] inception_3b/relu_pool_proj -> inception_3b/pool_proj (in-place) +I0228 23:02:15.483826 24886 net.cpp:141] Setting up inception_3b/relu_pool_proj +I0228 23:02:15.483834 24886 net.cpp:148] Top shape: 128 64 28 28 (6422528) +I0228 23:02:15.483836 24886 net.cpp:156] Memory required for data: 3712221184 +I0228 23:02:15.483839 24886 layer_factory.hpp:77] Creating layer inception_3b/output +I0228 23:02:15.483845 24886 net.cpp:91] Creating Layer inception_3b/output +I0228 23:02:15.483849 24886 net.cpp:425] inception_3b/output <- inception_3b/1x1 +I0228 23:02:15.483852 24886 net.cpp:425] inception_3b/output <- inception_3b/3x3 +I0228 23:02:15.483855 24886 net.cpp:425] inception_3b/output <- inception_3b/5x5 +I0228 23:02:15.483860 24886 net.cpp:425] inception_3b/output <- inception_3b/pool_proj +I0228 23:02:15.483862 24886 net.cpp:399] inception_3b/output -> inception_3b/output +I0228 23:02:15.483886 24886 net.cpp:141] Setting up inception_3b/output +I0228 23:02:15.483891 24886 net.cpp:148] Top shape: 128 480 28 28 (48168960) +I0228 23:02:15.483894 24886 net.cpp:156] Memory required for data: 3904897024 +I0228 23:02:15.483897 24886 layer_factory.hpp:77] Creating layer pool3/3x3_s2 +I0228 23:02:15.483901 24886 net.cpp:91] Creating Layer pool3/3x3_s2 +I0228 23:02:15.483904 24886 net.cpp:425] pool3/3x3_s2 <- inception_3b/output +I0228 23:02:15.483912 24886 net.cpp:399] pool3/3x3_s2 -> pool3/3x3_s2 +I0228 23:02:15.483952 24886 net.cpp:141] Setting up pool3/3x3_s2 +I0228 23:02:15.483955 24886 net.cpp:148] Top shape: 128 480 14 14 (12042240) +I0228 23:02:15.483958 24886 net.cpp:156] Memory required for data: 3953065984 +I0228 23:02:15.483960 24886 layer_factory.hpp:77] Creating layer pool3/3x3_s2_pool3/3x3_s2_0_split +I0228 23:02:15.483966 24886 net.cpp:91] Creating Layer pool3/3x3_s2_pool3/3x3_s2_0_split +I0228 23:02:15.483969 24886 net.cpp:425] pool3/3x3_s2_pool3/3x3_s2_0_split <- pool3/3x3_s2 +I0228 23:02:15.483973 24886 net.cpp:399] pool3/3x3_s2_pool3/3x3_s2_0_split -> pool3/3x3_s2_pool3/3x3_s2_0_split_0 +I0228 23:02:15.483978 24886 net.cpp:399] pool3/3x3_s2_pool3/3x3_s2_0_split -> pool3/3x3_s2_pool3/3x3_s2_0_split_1 +I0228 23:02:15.483984 24886 net.cpp:399] pool3/3x3_s2_pool3/3x3_s2_0_split -> pool3/3x3_s2_pool3/3x3_s2_0_split_2 +I0228 23:02:15.483989 24886 net.cpp:399] pool3/3x3_s2_pool3/3x3_s2_0_split -> pool3/3x3_s2_pool3/3x3_s2_0_split_3 +I0228 23:02:15.484030 24886 net.cpp:141] Setting up pool3/3x3_s2_pool3/3x3_s2_0_split +I0228 23:02:15.484035 24886 net.cpp:148] Top shape: 128 480 14 14 (12042240) +I0228 23:02:15.484038 24886 net.cpp:148] Top shape: 128 480 14 14 (12042240) +I0228 23:02:15.484041 24886 net.cpp:148] Top shape: 128 480 14 14 (12042240) +I0228 23:02:15.484045 24886 net.cpp:148] Top shape: 128 480 14 14 (12042240) +I0228 23:02:15.484047 24886 net.cpp:156] Memory required for data: 4145741824 +I0228 23:02:15.484050 24886 layer_factory.hpp:77] Creating layer inception_4a/1x1 +I0228 23:02:15.484057 24886 net.cpp:91] Creating Layer inception_4a/1x1 +I0228 23:02:15.484061 24886 net.cpp:425] inception_4a/1x1 <- pool3/3x3_s2_pool3/3x3_s2_0_split_0 +I0228 23:02:15.484066 24886 net.cpp:399] inception_4a/1x1 -> inception_4a/1x1 +I0228 23:02:15.485383 24886 net.cpp:141] Setting up inception_4a/1x1 +I0228 23:02:15.485394 24886 net.cpp:148] Top shape: 128 192 14 14 (4816896) +I0228 23:02:15.485396 24886 net.cpp:156] Memory required for data: 4165009408 +I0228 23:02:15.485404 24886 layer_factory.hpp:77] Creating layer inception_4a/relu_1x1 +I0228 23:02:15.485409 24886 net.cpp:91] Creating Layer inception_4a/relu_1x1 +I0228 23:02:15.485412 24886 net.cpp:425] inception_4a/relu_1x1 <- inception_4a/1x1 +I0228 23:02:15.485416 24886 net.cpp:386] inception_4a/relu_1x1 -> inception_4a/1x1 (in-place) +I0228 23:02:15.485667 24886 net.cpp:141] Setting up inception_4a/relu_1x1 +I0228 23:02:15.485677 24886 net.cpp:148] Top shape: 128 192 14 14 (4816896) +I0228 23:02:15.485680 24886 net.cpp:156] Memory required for data: 4184276992 +I0228 23:02:15.485687 24886 layer_factory.hpp:77] Creating layer inception_4a/3x3_reduce +I0228 23:02:15.485695 24886 net.cpp:91] Creating Layer inception_4a/3x3_reduce +I0228 23:02:15.485699 24886 net.cpp:425] inception_4a/3x3_reduce <- pool3/3x3_s2_pool3/3x3_s2_0_split_1 +I0228 23:02:15.485704 24886 net.cpp:399] inception_4a/3x3_reduce -> inception_4a/3x3_reduce +I0228 23:02:15.486670 24886 net.cpp:141] Setting up inception_4a/3x3_reduce +I0228 23:02:15.486680 24886 net.cpp:148] Top shape: 128 96 14 14 (2408448) +I0228 23:02:15.486683 24886 net.cpp:156] Memory required for data: 4193910784 +I0228 23:02:15.486692 24886 layer_factory.hpp:77] Creating layer inception_4a/relu_3x3_reduce +I0228 23:02:15.486698 24886 net.cpp:91] Creating Layer inception_4a/relu_3x3_reduce +I0228 23:02:15.486702 24886 net.cpp:425] inception_4a/relu_3x3_reduce <- inception_4a/3x3_reduce +I0228 23:02:15.486706 24886 net.cpp:386] inception_4a/relu_3x3_reduce -> inception_4a/3x3_reduce (in-place) +I0228 23:02:15.486965 24886 net.cpp:141] Setting up inception_4a/relu_3x3_reduce +I0228 23:02:15.486975 24886 net.cpp:148] Top shape: 128 96 14 14 (2408448) +I0228 23:02:15.486979 24886 net.cpp:156] Memory required for data: 4203544576 +I0228 23:02:15.486981 24886 layer_factory.hpp:77] Creating layer inception_4a/3x3 +I0228 23:02:15.486992 24886 net.cpp:91] Creating Layer inception_4a/3x3 +I0228 23:02:15.486995 24886 net.cpp:425] inception_4a/3x3 <- inception_4a/3x3_reduce +I0228 23:02:15.487000 24886 net.cpp:399] inception_4a/3x3 -> inception_4a/3x3 +I0228 23:02:15.489162 24886 net.cpp:141] Setting up inception_4a/3x3 +I0228 23:02:15.489173 24886 net.cpp:148] Top shape: 128 208 14 14 (5218304) +I0228 23:02:15.489177 24886 net.cpp:156] Memory required for data: 4224417792 +I0228 23:02:15.489182 24886 layer_factory.hpp:77] Creating layer inception_4a/relu_3x3 +I0228 23:02:15.489189 24886 net.cpp:91] Creating Layer inception_4a/relu_3x3 +I0228 23:02:15.489192 24886 net.cpp:425] inception_4a/relu_3x3 <- inception_4a/3x3 +I0228 23:02:15.489197 24886 net.cpp:386] inception_4a/relu_3x3 -> inception_4a/3x3 (in-place) +I0228 23:02:15.489338 24886 net.cpp:141] Setting up inception_4a/relu_3x3 +I0228 23:02:15.489346 24886 net.cpp:148] Top shape: 128 208 14 14 (5218304) +I0228 23:02:15.489348 24886 net.cpp:156] Memory required for data: 4245291008 +I0228 23:02:15.489351 24886 layer_factory.hpp:77] Creating layer inception_4a/5x5_reduce +I0228 23:02:15.489359 24886 net.cpp:91] Creating Layer inception_4a/5x5_reduce +I0228 23:02:15.489362 24886 net.cpp:425] inception_4a/5x5_reduce <- pool3/3x3_s2_pool3/3x3_s2_0_split_2 +I0228 23:02:15.489367 24886 net.cpp:399] inception_4a/5x5_reduce -> inception_4a/5x5_reduce +I0228 23:02:15.490224 24886 net.cpp:141] Setting up inception_4a/5x5_reduce +I0228 23:02:15.490236 24886 net.cpp:148] Top shape: 128 16 14 14 (401408) +I0228 23:02:15.490239 24886 net.cpp:156] Memory required for data: 4246896640 +I0228 23:02:15.490244 24886 layer_factory.hpp:77] Creating layer inception_4a/relu_5x5_reduce +I0228 23:02:15.490253 24886 net.cpp:91] Creating Layer inception_4a/relu_5x5_reduce +I0228 23:02:15.490257 24886 net.cpp:425] inception_4a/relu_5x5_reduce <- inception_4a/5x5_reduce +I0228 23:02:15.490262 24886 net.cpp:386] inception_4a/relu_5x5_reduce -> inception_4a/5x5_reduce (in-place) +I0228 23:02:15.490519 24886 net.cpp:141] Setting up inception_4a/relu_5x5_reduce +I0228 23:02:15.490528 24886 net.cpp:148] Top shape: 128 16 14 14 (401408) +I0228 23:02:15.490530 24886 net.cpp:156] Memory required for data: 4248502272 +I0228 23:02:15.490535 24886 layer_factory.hpp:77] Creating layer inception_4a/5x5 +I0228 23:02:15.490543 24886 net.cpp:91] Creating Layer inception_4a/5x5 +I0228 23:02:15.490546 24886 net.cpp:425] inception_4a/5x5 <- inception_4a/5x5_reduce +I0228 23:02:15.490551 24886 net.cpp:399] inception_4a/5x5 -> inception_4a/5x5 +I0228 23:02:15.491354 24886 net.cpp:141] Setting up inception_4a/5x5 +I0228 23:02:15.491365 24886 net.cpp:148] Top shape: 128 48 14 14 (1204224) +I0228 23:02:15.491369 24886 net.cpp:156] Memory required for data: 4253319168 +I0228 23:02:15.491379 24886 layer_factory.hpp:77] Creating layer inception_4a/relu_5x5 +I0228 23:02:15.491385 24886 net.cpp:91] Creating Layer inception_4a/relu_5x5 +I0228 23:02:15.491389 24886 net.cpp:425] inception_4a/relu_5x5 <- inception_4a/5x5 +I0228 23:02:15.491394 24886 net.cpp:386] inception_4a/relu_5x5 -> inception_4a/5x5 (in-place) +I0228 23:02:15.491641 24886 net.cpp:141] Setting up inception_4a/relu_5x5 +I0228 23:02:15.491652 24886 net.cpp:148] Top shape: 128 48 14 14 (1204224) +I0228 23:02:15.491654 24886 net.cpp:156] Memory required for data: 4258136064 +I0228 23:02:15.491657 24886 layer_factory.hpp:77] Creating layer inception_4a/pool +I0228 23:02:15.491663 24886 net.cpp:91] Creating Layer inception_4a/pool +I0228 23:02:15.491667 24886 net.cpp:425] inception_4a/pool <- pool3/3x3_s2_pool3/3x3_s2_0_split_3 +I0228 23:02:15.491673 24886 net.cpp:399] inception_4a/pool -> inception_4a/pool +I0228 23:02:15.491708 24886 net.cpp:141] Setting up inception_4a/pool +I0228 23:02:15.491714 24886 net.cpp:148] Top shape: 128 480 14 14 (12042240) +I0228 23:02:15.491716 24886 net.cpp:156] Memory required for data: 4306305024 +I0228 23:02:15.491719 24886 layer_factory.hpp:77] Creating layer inception_4a/pool_proj +I0228 23:02:15.491727 24886 net.cpp:91] Creating Layer inception_4a/pool_proj +I0228 23:02:15.491730 24886 net.cpp:425] inception_4a/pool_proj <- inception_4a/pool +I0228 23:02:15.491736 24886 net.cpp:399] inception_4a/pool_proj -> inception_4a/pool_proj +I0228 23:02:15.492975 24886 net.cpp:141] Setting up inception_4a/pool_proj +I0228 23:02:15.492986 24886 net.cpp:148] Top shape: 128 64 14 14 (1605632) +I0228 23:02:15.492990 24886 net.cpp:156] Memory required for data: 4312727552 +I0228 23:02:15.492995 24886 layer_factory.hpp:77] Creating layer inception_4a/relu_pool_proj +I0228 23:02:15.493001 24886 net.cpp:91] Creating Layer inception_4a/relu_pool_proj +I0228 23:02:15.493005 24886 net.cpp:425] inception_4a/relu_pool_proj <- inception_4a/pool_proj +I0228 23:02:15.493008 24886 net.cpp:386] inception_4a/relu_pool_proj -> inception_4a/pool_proj (in-place) +I0228 23:02:15.493145 24886 net.cpp:141] Setting up inception_4a/relu_pool_proj +I0228 23:02:15.493152 24886 net.cpp:148] Top shape: 128 64 14 14 (1605632) +I0228 23:02:15.493155 24886 net.cpp:156] Memory required for data: 4319150080 +I0228 23:02:15.493158 24886 layer_factory.hpp:77] Creating layer inception_4a/output +I0228 23:02:15.493165 24886 net.cpp:91] Creating Layer inception_4a/output +I0228 23:02:15.493167 24886 net.cpp:425] inception_4a/output <- inception_4a/1x1 +I0228 23:02:15.493171 24886 net.cpp:425] inception_4a/output <- inception_4a/3x3 +I0228 23:02:15.493175 24886 net.cpp:425] inception_4a/output <- inception_4a/5x5 +I0228 23:02:15.493177 24886 net.cpp:425] inception_4a/output <- inception_4a/pool_proj +I0228 23:02:15.493181 24886 net.cpp:399] inception_4a/output -> inception_4a/output +I0228 23:02:15.493206 24886 net.cpp:141] Setting up inception_4a/output +I0228 23:02:15.493211 24886 net.cpp:148] Top shape: 128 512 14 14 (12845056) +I0228 23:02:15.493213 24886 net.cpp:156] Memory required for data: 4370530304 +I0228 23:02:15.493216 24886 layer_factory.hpp:77] Creating layer inception_4a/output_inception_4a/output_0_split +I0228 23:02:15.493221 24886 net.cpp:91] Creating Layer inception_4a/output_inception_4a/output_0_split +I0228 23:02:15.493223 24886 net.cpp:425] inception_4a/output_inception_4a/output_0_split <- inception_4a/output +I0228 23:02:15.493228 24886 net.cpp:399] inception_4a/output_inception_4a/output_0_split -> inception_4a/output_inception_4a/output_0_split_0 +I0228 23:02:15.493233 24886 net.cpp:399] inception_4a/output_inception_4a/output_0_split -> inception_4a/output_inception_4a/output_0_split_1 +I0228 23:02:15.493238 24886 net.cpp:399] inception_4a/output_inception_4a/output_0_split -> inception_4a/output_inception_4a/output_0_split_2 +I0228 23:02:15.493242 24886 net.cpp:399] inception_4a/output_inception_4a/output_0_split -> inception_4a/output_inception_4a/output_0_split_3 +I0228 23:02:15.493289 24886 net.cpp:141] Setting up inception_4a/output_inception_4a/output_0_split +I0228 23:02:15.493297 24886 net.cpp:148] Top shape: 128 512 14 14 (12845056) +I0228 23:02:15.493301 24886 net.cpp:148] Top shape: 128 512 14 14 (12845056) +I0228 23:02:15.493304 24886 net.cpp:148] Top shape: 128 512 14 14 (12845056) +I0228 23:02:15.493307 24886 net.cpp:148] Top shape: 128 512 14 14 (12845056) +I0228 23:02:15.493310 24886 net.cpp:156] Memory required for data: 4576051200 +I0228 23:02:15.493314 24886 layer_factory.hpp:77] Creating layer inception_4b/1x1 +I0228 23:02:15.493320 24886 net.cpp:91] Creating Layer inception_4b/1x1 +I0228 23:02:15.493324 24886 net.cpp:425] inception_4b/1x1 <- inception_4a/output_inception_4a/output_0_split_0 +I0228 23:02:15.493330 24886 net.cpp:399] inception_4b/1x1 -> inception_4b/1x1 +I0228 23:02:15.494832 24886 net.cpp:141] Setting up inception_4b/1x1 +I0228 23:02:15.494844 24886 net.cpp:148] Top shape: 128 160 14 14 (4014080) +I0228 23:02:15.494848 24886 net.cpp:156] Memory required for data: 4592107520 +I0228 23:02:15.494853 24886 layer_factory.hpp:77] Creating layer inception_4b/relu_1x1 +I0228 23:02:15.494858 24886 net.cpp:91] Creating Layer inception_4b/relu_1x1 +I0228 23:02:15.494863 24886 net.cpp:425] inception_4b/relu_1x1 <- inception_4b/1x1 +I0228 23:02:15.494866 24886 net.cpp:386] inception_4b/relu_1x1 -> inception_4b/1x1 (in-place) +I0228 23:02:15.495201 24886 net.cpp:141] Setting up inception_4b/relu_1x1 +I0228 23:02:15.495213 24886 net.cpp:148] Top shape: 128 160 14 14 (4014080) +I0228 23:02:15.495215 24886 net.cpp:156] Memory required for data: 4608163840 +I0228 23:02:15.495218 24886 layer_factory.hpp:77] Creating layer inception_4b/3x3_reduce +I0228 23:02:15.495226 24886 net.cpp:91] Creating Layer inception_4b/3x3_reduce +I0228 23:02:15.495230 24886 net.cpp:425] inception_4b/3x3_reduce <- inception_4a/output_inception_4a/output_0_split_1 +I0228 23:02:15.495236 24886 net.cpp:399] inception_4b/3x3_reduce -> inception_4b/3x3_reduce +I0228 23:02:15.496551 24886 net.cpp:141] Setting up inception_4b/3x3_reduce +I0228 23:02:15.496562 24886 net.cpp:148] Top shape: 128 112 14 14 (2809856) +I0228 23:02:15.496564 24886 net.cpp:156] Memory required for data: 4619403264 +I0228 23:02:15.496569 24886 layer_factory.hpp:77] Creating layer inception_4b/relu_3x3_reduce +I0228 23:02:15.496574 24886 net.cpp:91] Creating Layer inception_4b/relu_3x3_reduce +I0228 23:02:15.496578 24886 net.cpp:425] inception_4b/relu_3x3_reduce <- inception_4b/3x3_reduce +I0228 23:02:15.496582 24886 net.cpp:386] inception_4b/relu_3x3_reduce -> inception_4b/3x3_reduce (in-place) +I0228 23:02:15.497225 24886 net.cpp:141] Setting up inception_4b/relu_3x3_reduce +I0228 23:02:15.497234 24886 net.cpp:148] Top shape: 128 112 14 14 (2809856) +I0228 23:02:15.497236 24886 net.cpp:156] Memory required for data: 4630642688 +I0228 23:02:15.497241 24886 layer_factory.hpp:77] Creating layer inception_4b/3x3 +I0228 23:02:15.497248 24886 net.cpp:91] Creating Layer inception_4b/3x3 +I0228 23:02:15.497251 24886 net.cpp:425] inception_4b/3x3 <- inception_4b/3x3_reduce +I0228 23:02:15.497258 24886 net.cpp:399] inception_4b/3x3 -> inception_4b/3x3 +I0228 23:02:15.499897 24886 net.cpp:141] Setting up inception_4b/3x3 +I0228 23:02:15.499909 24886 net.cpp:148] Top shape: 128 224 14 14 (5619712) +I0228 23:02:15.499912 24886 net.cpp:156] Memory required for data: 4653121536 +I0228 23:02:15.499918 24886 layer_factory.hpp:77] Creating layer inception_4b/relu_3x3 +I0228 23:02:15.499923 24886 net.cpp:91] Creating Layer inception_4b/relu_3x3 +I0228 23:02:15.499927 24886 net.cpp:425] inception_4b/relu_3x3 <- inception_4b/3x3 +I0228 23:02:15.499932 24886 net.cpp:386] inception_4b/relu_3x3 -> inception_4b/3x3 (in-place) +I0228 23:02:15.500066 24886 net.cpp:141] Setting up inception_4b/relu_3x3 +I0228 23:02:15.500073 24886 net.cpp:148] Top shape: 128 224 14 14 (5619712) +I0228 23:02:15.500077 24886 net.cpp:156] Memory required for data: 4675600384 +I0228 23:02:15.500079 24886 layer_factory.hpp:77] Creating layer inception_4b/5x5_reduce +I0228 23:02:15.500087 24886 net.cpp:91] Creating Layer inception_4b/5x5_reduce +I0228 23:02:15.500092 24886 net.cpp:425] inception_4b/5x5_reduce <- inception_4a/output_inception_4a/output_0_split_2 +I0228 23:02:15.500102 24886 net.cpp:399] inception_4b/5x5_reduce -> inception_4b/5x5_reduce +I0228 23:02:15.501638 24886 net.cpp:141] Setting up inception_4b/5x5_reduce +I0228 23:02:15.501651 24886 net.cpp:148] Top shape: 128 24 14 14 (602112) +I0228 23:02:15.501653 24886 net.cpp:156] Memory required for data: 4678008832 +I0228 23:02:15.501659 24886 layer_factory.hpp:77] Creating layer inception_4b/relu_5x5_reduce +I0228 23:02:15.501664 24886 net.cpp:91] Creating Layer inception_4b/relu_5x5_reduce +I0228 23:02:15.501667 24886 net.cpp:425] inception_4b/relu_5x5_reduce <- inception_4b/5x5_reduce +I0228 23:02:15.501672 24886 net.cpp:386] inception_4b/relu_5x5_reduce -> inception_4b/5x5_reduce (in-place) +I0228 23:02:15.502356 24886 net.cpp:141] Setting up inception_4b/relu_5x5_reduce +I0228 23:02:15.502367 24886 net.cpp:148] Top shape: 128 24 14 14 (602112) +I0228 23:02:15.502369 24886 net.cpp:156] Memory required for data: 4680417280 +I0228 23:02:15.502373 24886 layer_factory.hpp:77] Creating layer inception_4b/5x5 +I0228 23:02:15.502387 24886 net.cpp:91] Creating Layer inception_4b/5x5 +I0228 23:02:15.502390 24886 net.cpp:425] inception_4b/5x5 <- inception_4b/5x5_reduce +I0228 23:02:15.502395 24886 net.cpp:399] inception_4b/5x5 -> inception_4b/5x5 +I0228 23:02:15.504011 24886 net.cpp:141] Setting up inception_4b/5x5 +I0228 23:02:15.504022 24886 net.cpp:148] Top shape: 128 64 14 14 (1605632) +I0228 23:02:15.504025 24886 net.cpp:156] Memory required for data: 4686839808 +I0228 23:02:15.504031 24886 layer_factory.hpp:77] Creating layer inception_4b/relu_5x5 +I0228 23:02:15.504036 24886 net.cpp:91] Creating Layer inception_4b/relu_5x5 +I0228 23:02:15.504040 24886 net.cpp:425] inception_4b/relu_5x5 <- inception_4b/5x5 +I0228 23:02:15.504045 24886 net.cpp:386] inception_4b/relu_5x5 -> inception_4b/5x5 (in-place) +I0228 23:02:15.504369 24886 net.cpp:141] Setting up inception_4b/relu_5x5 +I0228 23:02:15.504379 24886 net.cpp:148] Top shape: 128 64 14 14 (1605632) +I0228 23:02:15.504381 24886 net.cpp:156] Memory required for data: 4693262336 +I0228 23:02:15.504384 24886 layer_factory.hpp:77] Creating layer inception_4b/pool +I0228 23:02:15.504390 24886 net.cpp:91] Creating Layer inception_4b/pool +I0228 23:02:15.504395 24886 net.cpp:425] inception_4b/pool <- inception_4a/output_inception_4a/output_0_split_3 +I0228 23:02:15.504400 24886 net.cpp:399] inception_4b/pool -> inception_4b/pool +I0228 23:02:15.504437 24886 net.cpp:141] Setting up inception_4b/pool +I0228 23:02:15.504442 24886 net.cpp:148] Top shape: 128 512 14 14 (12845056) +I0228 23:02:15.504446 24886 net.cpp:156] Memory required for data: 4744642560 +I0228 23:02:15.504448 24886 layer_factory.hpp:77] Creating layer inception_4b/pool_proj +I0228 23:02:15.504457 24886 net.cpp:91] Creating Layer inception_4b/pool_proj +I0228 23:02:15.504461 24886 net.cpp:425] inception_4b/pool_proj <- inception_4b/pool +I0228 23:02:15.504465 24886 net.cpp:399] inception_4b/pool_proj -> inception_4b/pool_proj +I0228 23:02:15.506363 24886 net.cpp:141] Setting up inception_4b/pool_proj +I0228 23:02:15.506376 24886 net.cpp:148] Top shape: 128 64 14 14 (1605632) +I0228 23:02:15.506379 24886 net.cpp:156] Memory required for data: 4751065088 +I0228 23:02:15.506384 24886 layer_factory.hpp:77] Creating layer inception_4b/relu_pool_proj +I0228 23:02:15.506389 24886 net.cpp:91] Creating Layer inception_4b/relu_pool_proj +I0228 23:02:15.506393 24886 net.cpp:425] inception_4b/relu_pool_proj <- inception_4b/pool_proj +I0228 23:02:15.506397 24886 net.cpp:386] inception_4b/relu_pool_proj -> inception_4b/pool_proj (in-place) +I0228 23:02:15.506535 24886 net.cpp:141] Setting up inception_4b/relu_pool_proj +I0228 23:02:15.506542 24886 net.cpp:148] Top shape: 128 64 14 14 (1605632) +I0228 23:02:15.506546 24886 net.cpp:156] Memory required for data: 4757487616 +I0228 23:02:15.506548 24886 layer_factory.hpp:77] Creating layer inception_4b/output +I0228 23:02:15.506553 24886 net.cpp:91] Creating Layer inception_4b/output +I0228 23:02:15.506556 24886 net.cpp:425] inception_4b/output <- inception_4b/1x1 +I0228 23:02:15.506564 24886 net.cpp:425] inception_4b/output <- inception_4b/3x3 +I0228 23:02:15.506568 24886 net.cpp:425] inception_4b/output <- inception_4b/5x5 +I0228 23:02:15.506572 24886 net.cpp:425] inception_4b/output <- inception_4b/pool_proj +I0228 23:02:15.506577 24886 net.cpp:399] inception_4b/output -> inception_4b/output +I0228 23:02:15.506602 24886 net.cpp:141] Setting up inception_4b/output +I0228 23:02:15.506606 24886 net.cpp:148] Top shape: 128 512 14 14 (12845056) +I0228 23:02:15.506608 24886 net.cpp:156] Memory required for data: 4808867840 +I0228 23:02:15.506611 24886 layer_factory.hpp:77] Creating layer inception_4b/output_inception_4b/output_0_split +I0228 23:02:15.506618 24886 net.cpp:91] Creating Layer inception_4b/output_inception_4b/output_0_split +I0228 23:02:15.506620 24886 net.cpp:425] inception_4b/output_inception_4b/output_0_split <- inception_4b/output +I0228 23:02:15.506624 24886 net.cpp:399] inception_4b/output_inception_4b/output_0_split -> inception_4b/output_inception_4b/output_0_split_0 +I0228 23:02:15.506633 24886 net.cpp:399] inception_4b/output_inception_4b/output_0_split -> inception_4b/output_inception_4b/output_0_split_1 +I0228 23:02:15.506638 24886 net.cpp:399] inception_4b/output_inception_4b/output_0_split -> inception_4b/output_inception_4b/output_0_split_2 +I0228 23:02:15.506642 24886 net.cpp:399] inception_4b/output_inception_4b/output_0_split -> inception_4b/output_inception_4b/output_0_split_3 +I0228 23:02:15.506690 24886 net.cpp:141] Setting up inception_4b/output_inception_4b/output_0_split +I0228 23:02:15.506693 24886 net.cpp:148] Top shape: 128 512 14 14 (12845056) +I0228 23:02:15.506697 24886 net.cpp:148] Top shape: 128 512 14 14 (12845056) +I0228 23:02:15.506700 24886 net.cpp:148] Top shape: 128 512 14 14 (12845056) +I0228 23:02:15.506703 24886 net.cpp:148] Top shape: 128 512 14 14 (12845056) +I0228 23:02:15.506706 24886 net.cpp:156] Memory required for data: 5014388736 +I0228 23:02:15.506708 24886 layer_factory.hpp:77] Creating layer inception_4c/1x1 +I0228 23:02:15.506716 24886 net.cpp:91] Creating Layer inception_4c/1x1 +I0228 23:02:15.506719 24886 net.cpp:425] inception_4c/1x1 <- inception_4b/output_inception_4b/output_0_split_0 +I0228 23:02:15.506726 24886 net.cpp:399] inception_4c/1x1 -> inception_4c/1x1 +I0228 23:02:15.508252 24886 net.cpp:141] Setting up inception_4c/1x1 +I0228 23:02:15.508265 24886 net.cpp:148] Top shape: 128 128 14 14 (3211264) +I0228 23:02:15.508268 24886 net.cpp:156] Memory required for data: 5027233792 +I0228 23:02:15.508273 24886 layer_factory.hpp:77] Creating layer inception_4c/relu_1x1 +I0228 23:02:15.508280 24886 net.cpp:91] Creating Layer inception_4c/relu_1x1 +I0228 23:02:15.508282 24886 net.cpp:425] inception_4c/relu_1x1 <- inception_4c/1x1 +I0228 23:02:15.508287 24886 net.cpp:386] inception_4c/relu_1x1 -> inception_4c/1x1 (in-place) +I0228 23:02:15.508592 24886 net.cpp:141] Setting up inception_4c/relu_1x1 +I0228 23:02:15.508605 24886 net.cpp:148] Top shape: 128 128 14 14 (3211264) +I0228 23:02:15.508608 24886 net.cpp:156] Memory required for data: 5040078848 +I0228 23:02:15.508611 24886 layer_factory.hpp:77] Creating layer inception_4c/3x3_reduce +I0228 23:02:15.508620 24886 net.cpp:91] Creating Layer inception_4c/3x3_reduce +I0228 23:02:15.508623 24886 net.cpp:425] inception_4c/3x3_reduce <- inception_4b/output_inception_4b/output_0_split_1 +I0228 23:02:15.508628 24886 net.cpp:399] inception_4c/3x3_reduce -> inception_4c/3x3_reduce +I0228 23:02:15.510016 24886 net.cpp:141] Setting up inception_4c/3x3_reduce +I0228 23:02:15.510027 24886 net.cpp:148] Top shape: 128 128 14 14 (3211264) +I0228 23:02:15.510030 24886 net.cpp:156] Memory required for data: 5052923904 +I0228 23:02:15.510036 24886 layer_factory.hpp:77] Creating layer inception_4c/relu_3x3_reduce +I0228 23:02:15.510041 24886 net.cpp:91] Creating Layer inception_4c/relu_3x3_reduce +I0228 23:02:15.510045 24886 net.cpp:425] inception_4c/relu_3x3_reduce <- inception_4c/3x3_reduce +I0228 23:02:15.510051 24886 net.cpp:386] inception_4c/relu_3x3_reduce -> inception_4c/3x3_reduce (in-place) +I0228 23:02:15.510339 24886 net.cpp:141] Setting up inception_4c/relu_3x3_reduce +I0228 23:02:15.510355 24886 net.cpp:148] Top shape: 128 128 14 14 (3211264) +I0228 23:02:15.510360 24886 net.cpp:156] Memory required for data: 5065768960 +I0228 23:02:15.510362 24886 layer_factory.hpp:77] Creating layer inception_4c/3x3 +I0228 23:02:15.510371 24886 net.cpp:91] Creating Layer inception_4c/3x3 +I0228 23:02:15.510375 24886 net.cpp:425] inception_4c/3x3 <- inception_4c/3x3_reduce +I0228 23:02:15.510380 24886 net.cpp:399] inception_4c/3x3 -> inception_4c/3x3 +I0228 23:02:15.514318 24886 net.cpp:141] Setting up inception_4c/3x3 +I0228 23:02:15.514330 24886 net.cpp:148] Top shape: 128 256 14 14 (6422528) +I0228 23:02:15.514333 24886 net.cpp:156] Memory required for data: 5091459072 +I0228 23:02:15.514338 24886 layer_factory.hpp:77] Creating layer inception_4c/relu_3x3 +I0228 23:02:15.514344 24886 net.cpp:91] Creating Layer inception_4c/relu_3x3 +I0228 23:02:15.514348 24886 net.cpp:425] inception_4c/relu_3x3 <- inception_4c/3x3 +I0228 23:02:15.514353 24886 net.cpp:386] inception_4c/relu_3x3 -> inception_4c/3x3 (in-place) +I0228 23:02:15.514484 24886 net.cpp:141] Setting up inception_4c/relu_3x3 +I0228 23:02:15.514492 24886 net.cpp:148] Top shape: 128 256 14 14 (6422528) +I0228 23:02:15.514494 24886 net.cpp:156] Memory required for data: 5117149184 +I0228 23:02:15.514497 24886 layer_factory.hpp:77] Creating layer inception_4c/5x5_reduce +I0228 23:02:15.514505 24886 net.cpp:91] Creating Layer inception_4c/5x5_reduce +I0228 23:02:15.514508 24886 net.cpp:425] inception_4c/5x5_reduce <- inception_4b/output_inception_4b/output_0_split_2 +I0228 23:02:15.514515 24886 net.cpp:399] inception_4c/5x5_reduce -> inception_4c/5x5_reduce +I0228 23:02:15.516013 24886 net.cpp:141] Setting up inception_4c/5x5_reduce +I0228 23:02:15.516023 24886 net.cpp:148] Top shape: 128 24 14 14 (602112) +I0228 23:02:15.516027 24886 net.cpp:156] Memory required for data: 5119557632 +I0228 23:02:15.516032 24886 layer_factory.hpp:77] Creating layer inception_4c/relu_5x5_reduce +I0228 23:02:15.516037 24886 net.cpp:91] Creating Layer inception_4c/relu_5x5_reduce +I0228 23:02:15.516041 24886 net.cpp:425] inception_4c/relu_5x5_reduce <- inception_4c/5x5_reduce +I0228 23:02:15.516046 24886 net.cpp:386] inception_4c/relu_5x5_reduce -> inception_4c/5x5_reduce (in-place) +I0228 23:02:15.516566 24886 net.cpp:141] Setting up inception_4c/relu_5x5_reduce +I0228 23:02:15.516576 24886 net.cpp:148] Top shape: 128 24 14 14 (602112) +I0228 23:02:15.516578 24886 net.cpp:156] Memory required for data: 5121966080 +I0228 23:02:15.516582 24886 layer_factory.hpp:77] Creating layer inception_4c/5x5 +I0228 23:02:15.516590 24886 net.cpp:91] Creating Layer inception_4c/5x5 +I0228 23:02:15.516593 24886 net.cpp:425] inception_4c/5x5 <- inception_4c/5x5_reduce +I0228 23:02:15.516599 24886 net.cpp:399] inception_4c/5x5 -> inception_4c/5x5 +I0228 23:02:15.517732 24886 net.cpp:141] Setting up inception_4c/5x5 +I0228 23:02:15.517743 24886 net.cpp:148] Top shape: 128 64 14 14 (1605632) +I0228 23:02:15.517746 24886 net.cpp:156] Memory required for data: 5128388608 +I0228 23:02:15.517751 24886 layer_factory.hpp:77] Creating layer inception_4c/relu_5x5 +I0228 23:02:15.517757 24886 net.cpp:91] Creating Layer inception_4c/relu_5x5 +I0228 23:02:15.517761 24886 net.cpp:425] inception_4c/relu_5x5 <- inception_4c/5x5 +I0228 23:02:15.517765 24886 net.cpp:386] inception_4c/relu_5x5 -> inception_4c/5x5 (in-place) +I0228 23:02:15.518124 24886 net.cpp:141] Setting up inception_4c/relu_5x5 +I0228 23:02:15.518136 24886 net.cpp:148] Top shape: 128 64 14 14 (1605632) +I0228 23:02:15.518138 24886 net.cpp:156] Memory required for data: 5134811136 +I0228 23:02:15.518141 24886 layer_factory.hpp:77] Creating layer inception_4c/pool +I0228 23:02:15.518151 24886 net.cpp:91] Creating Layer inception_4c/pool +I0228 23:02:15.518154 24886 net.cpp:425] inception_4c/pool <- inception_4b/output_inception_4b/output_0_split_3 +I0228 23:02:15.518159 24886 net.cpp:399] inception_4c/pool -> inception_4c/pool +I0228 23:02:15.518206 24886 net.cpp:141] Setting up inception_4c/pool +I0228 23:02:15.518213 24886 net.cpp:148] Top shape: 128 512 14 14 (12845056) +I0228 23:02:15.518218 24886 net.cpp:156] Memory required for data: 5186191360 +I0228 23:02:15.518223 24886 layer_factory.hpp:77] Creating layer inception_4c/pool_proj +I0228 23:02:15.518230 24886 net.cpp:91] Creating Layer inception_4c/pool_proj +I0228 23:02:15.518234 24886 net.cpp:425] inception_4c/pool_proj <- inception_4c/pool +I0228 23:02:15.518239 24886 net.cpp:399] inception_4c/pool_proj -> inception_4c/pool_proj +I0228 23:02:15.524678 24886 net.cpp:141] Setting up inception_4c/pool_proj +I0228 23:02:15.524690 24886 net.cpp:148] Top shape: 128 64 14 14 (1605632) +I0228 23:02:15.524693 24886 net.cpp:156] Memory required for data: 5192613888 +I0228 23:02:15.524708 24886 layer_factory.hpp:77] Creating layer inception_4c/relu_pool_proj +I0228 23:02:15.524714 24886 net.cpp:91] Creating Layer inception_4c/relu_pool_proj +I0228 23:02:15.524718 24886 net.cpp:425] inception_4c/relu_pool_proj <- inception_4c/pool_proj +I0228 23:02:15.524723 24886 net.cpp:386] inception_4c/relu_pool_proj -> inception_4c/pool_proj (in-place) +I0228 23:02:15.524862 24886 net.cpp:141] Setting up inception_4c/relu_pool_proj +I0228 23:02:15.524869 24886 net.cpp:148] Top shape: 128 64 14 14 (1605632) +I0228 23:02:15.524873 24886 net.cpp:156] Memory required for data: 5199036416 +I0228 23:02:15.524875 24886 layer_factory.hpp:77] Creating layer inception_4c/output +I0228 23:02:15.524880 24886 net.cpp:91] Creating Layer inception_4c/output +I0228 23:02:15.524883 24886 net.cpp:425] inception_4c/output <- inception_4c/1x1 +I0228 23:02:15.524888 24886 net.cpp:425] inception_4c/output <- inception_4c/3x3 +I0228 23:02:15.524891 24886 net.cpp:425] inception_4c/output <- inception_4c/5x5 +I0228 23:02:15.524895 24886 net.cpp:425] inception_4c/output <- inception_4c/pool_proj +I0228 23:02:15.524899 24886 net.cpp:399] inception_4c/output -> inception_4c/output +I0228 23:02:15.524926 24886 net.cpp:141] Setting up inception_4c/output +I0228 23:02:15.524931 24886 net.cpp:148] Top shape: 128 512 14 14 (12845056) +I0228 23:02:15.524933 24886 net.cpp:156] Memory required for data: 5250416640 +I0228 23:02:15.524936 24886 layer_factory.hpp:77] Creating layer inception_4c/output_inception_4c/output_0_split +I0228 23:02:15.524941 24886 net.cpp:91] Creating Layer inception_4c/output_inception_4c/output_0_split +I0228 23:02:15.524943 24886 net.cpp:425] inception_4c/output_inception_4c/output_0_split <- inception_4c/output +I0228 23:02:15.524948 24886 net.cpp:399] inception_4c/output_inception_4c/output_0_split -> inception_4c/output_inception_4c/output_0_split_0 +I0228 23:02:15.524953 24886 net.cpp:399] inception_4c/output_inception_4c/output_0_split -> inception_4c/output_inception_4c/output_0_split_1 +I0228 23:02:15.524958 24886 net.cpp:399] inception_4c/output_inception_4c/output_0_split -> inception_4c/output_inception_4c/output_0_split_2 +I0228 23:02:15.524962 24886 net.cpp:399] inception_4c/output_inception_4c/output_0_split -> inception_4c/output_inception_4c/output_0_split_3 +I0228 23:02:15.525014 24886 net.cpp:141] Setting up inception_4c/output_inception_4c/output_0_split +I0228 23:02:15.525019 24886 net.cpp:148] Top shape: 128 512 14 14 (12845056) +I0228 23:02:15.525022 24886 net.cpp:148] Top shape: 128 512 14 14 (12845056) +I0228 23:02:15.525025 24886 net.cpp:148] Top shape: 128 512 14 14 (12845056) +I0228 23:02:15.525029 24886 net.cpp:148] Top shape: 128 512 14 14 (12845056) +I0228 23:02:15.525032 24886 net.cpp:156] Memory required for data: 5455937536 +I0228 23:02:15.525034 24886 layer_factory.hpp:77] Creating layer inception_4d/1x1 +I0228 23:02:15.525045 24886 net.cpp:91] Creating Layer inception_4d/1x1 +I0228 23:02:15.525048 24886 net.cpp:425] inception_4d/1x1 <- inception_4c/output_inception_4c/output_0_split_0 +I0228 23:02:15.525053 24886 net.cpp:399] inception_4d/1x1 -> inception_4d/1x1 +I0228 23:02:15.526902 24886 net.cpp:141] Setting up inception_4d/1x1 +I0228 23:02:15.526916 24886 net.cpp:148] Top shape: 128 112 14 14 (2809856) +I0228 23:02:15.526919 24886 net.cpp:156] Memory required for data: 5467176960 +I0228 23:02:15.526924 24886 layer_factory.hpp:77] Creating layer inception_4d/relu_1x1 +I0228 23:02:15.526934 24886 net.cpp:91] Creating Layer inception_4d/relu_1x1 +I0228 23:02:15.526938 24886 net.cpp:425] inception_4d/relu_1x1 <- inception_4d/1x1 +I0228 23:02:15.526943 24886 net.cpp:386] inception_4d/relu_1x1 -> inception_4d/1x1 (in-place) +I0228 23:02:15.527503 24886 net.cpp:141] Setting up inception_4d/relu_1x1 +I0228 23:02:15.527514 24886 net.cpp:148] Top shape: 128 112 14 14 (2809856) +I0228 23:02:15.527518 24886 net.cpp:156] Memory required for data: 5478416384 +I0228 23:02:15.527520 24886 layer_factory.hpp:77] Creating layer inception_4d/3x3_reduce +I0228 23:02:15.527529 24886 net.cpp:91] Creating Layer inception_4d/3x3_reduce +I0228 23:02:15.527532 24886 net.cpp:425] inception_4d/3x3_reduce <- inception_4c/output_inception_4c/output_0_split_1 +I0228 23:02:15.527537 24886 net.cpp:399] inception_4d/3x3_reduce -> inception_4d/3x3_reduce +I0228 23:02:15.528832 24886 net.cpp:141] Setting up inception_4d/3x3_reduce +I0228 23:02:15.528843 24886 net.cpp:148] Top shape: 128 144 14 14 (3612672) +I0228 23:02:15.528846 24886 net.cpp:156] Memory required for data: 5492867072 +I0228 23:02:15.528852 24886 layer_factory.hpp:77] Creating layer inception_4d/relu_3x3_reduce +I0228 23:02:15.528857 24886 net.cpp:91] Creating Layer inception_4d/relu_3x3_reduce +I0228 23:02:15.528861 24886 net.cpp:425] inception_4d/relu_3x3_reduce <- inception_4d/3x3_reduce +I0228 23:02:15.528869 24886 net.cpp:386] inception_4d/relu_3x3_reduce -> inception_4d/3x3_reduce (in-place) +I0228 23:02:15.529140 24886 net.cpp:141] Setting up inception_4d/relu_3x3_reduce +I0228 23:02:15.529150 24886 net.cpp:148] Top shape: 128 144 14 14 (3612672) +I0228 23:02:15.529153 24886 net.cpp:156] Memory required for data: 5507317760 +I0228 23:02:15.529156 24886 layer_factory.hpp:77] Creating layer inception_4d/3x3 +I0228 23:02:15.529165 24886 net.cpp:91] Creating Layer inception_4d/3x3 +I0228 23:02:15.529168 24886 net.cpp:425] inception_4d/3x3 <- inception_4d/3x3_reduce +I0228 23:02:15.529175 24886 net.cpp:399] inception_4d/3x3 -> inception_4d/3x3 +I0228 23:02:15.532315 24886 net.cpp:141] Setting up inception_4d/3x3 +I0228 23:02:15.532326 24886 net.cpp:148] Top shape: 128 288 14 14 (7225344) +I0228 23:02:15.532331 24886 net.cpp:156] Memory required for data: 5536219136 +I0228 23:02:15.532336 24886 layer_factory.hpp:77] Creating layer inception_4d/relu_3x3 +I0228 23:02:15.532342 24886 net.cpp:91] Creating Layer inception_4d/relu_3x3 +I0228 23:02:15.532346 24886 net.cpp:425] inception_4d/relu_3x3 <- inception_4d/3x3 +I0228 23:02:15.532351 24886 net.cpp:386] inception_4d/relu_3x3 -> inception_4d/3x3 (in-place) +I0228 23:02:15.532491 24886 net.cpp:141] Setting up inception_4d/relu_3x3 +I0228 23:02:15.532498 24886 net.cpp:148] Top shape: 128 288 14 14 (7225344) +I0228 23:02:15.532501 24886 net.cpp:156] Memory required for data: 5565120512 +I0228 23:02:15.532505 24886 layer_factory.hpp:77] Creating layer inception_4d/5x5_reduce +I0228 23:02:15.532513 24886 net.cpp:91] Creating Layer inception_4d/5x5_reduce +I0228 23:02:15.532517 24886 net.cpp:425] inception_4d/5x5_reduce <- inception_4c/output_inception_4c/output_0_split_2 +I0228 23:02:15.532522 24886 net.cpp:399] inception_4d/5x5_reduce -> inception_4d/5x5_reduce +I0228 23:02:15.533583 24886 net.cpp:141] Setting up inception_4d/5x5_reduce +I0228 23:02:15.533594 24886 net.cpp:148] Top shape: 128 32 14 14 (802816) +I0228 23:02:15.533597 24886 net.cpp:156] Memory required for data: 5568331776 +I0228 23:02:15.533603 24886 layer_factory.hpp:77] Creating layer inception_4d/relu_5x5_reduce +I0228 23:02:15.533609 24886 net.cpp:91] Creating Layer inception_4d/relu_5x5_reduce +I0228 23:02:15.533613 24886 net.cpp:425] inception_4d/relu_5x5_reduce <- inception_4d/5x5_reduce +I0228 23:02:15.533617 24886 net.cpp:386] inception_4d/relu_5x5_reduce -> inception_4d/5x5_reduce (in-place) +I0228 23:02:15.533898 24886 net.cpp:141] Setting up inception_4d/relu_5x5_reduce +I0228 23:02:15.533910 24886 net.cpp:148] Top shape: 128 32 14 14 (802816) +I0228 23:02:15.533912 24886 net.cpp:156] Memory required for data: 5571543040 +I0228 23:02:15.533920 24886 layer_factory.hpp:77] Creating layer inception_4d/5x5 +I0228 23:02:15.533928 24886 net.cpp:91] Creating Layer inception_4d/5x5 +I0228 23:02:15.533932 24886 net.cpp:425] inception_4d/5x5 <- inception_4d/5x5_reduce +I0228 23:02:15.533937 24886 net.cpp:399] inception_4d/5x5 -> inception_4d/5x5 +I0228 23:02:15.534931 24886 net.cpp:141] Setting up inception_4d/5x5 +I0228 23:02:15.534943 24886 net.cpp:148] Top shape: 128 64 14 14 (1605632) +I0228 23:02:15.534946 24886 net.cpp:156] Memory required for data: 5577965568 +I0228 23:02:15.534951 24886 layer_factory.hpp:77] Creating layer inception_4d/relu_5x5 +I0228 23:02:15.534956 24886 net.cpp:91] Creating Layer inception_4d/relu_5x5 +I0228 23:02:15.534960 24886 net.cpp:425] inception_4d/relu_5x5 <- inception_4d/5x5 +I0228 23:02:15.534965 24886 net.cpp:386] inception_4d/relu_5x5 -> inception_4d/5x5 (in-place) +I0228 23:02:15.535223 24886 net.cpp:141] Setting up inception_4d/relu_5x5 +I0228 23:02:15.535233 24886 net.cpp:148] Top shape: 128 64 14 14 (1605632) +I0228 23:02:15.535236 24886 net.cpp:156] Memory required for data: 5584388096 +I0228 23:02:15.535239 24886 layer_factory.hpp:77] Creating layer inception_4d/pool +I0228 23:02:15.535244 24886 net.cpp:91] Creating Layer inception_4d/pool +I0228 23:02:15.535248 24886 net.cpp:425] inception_4d/pool <- inception_4c/output_inception_4c/output_0_split_3 +I0228 23:02:15.535254 24886 net.cpp:399] inception_4d/pool -> inception_4d/pool +I0228 23:02:15.535295 24886 net.cpp:141] Setting up inception_4d/pool +I0228 23:02:15.535300 24886 net.cpp:148] Top shape: 128 512 14 14 (12845056) +I0228 23:02:15.535303 24886 net.cpp:156] Memory required for data: 5635768320 +I0228 23:02:15.535306 24886 layer_factory.hpp:77] Creating layer inception_4d/pool_proj +I0228 23:02:15.535313 24886 net.cpp:91] Creating Layer inception_4d/pool_proj +I0228 23:02:15.535317 24886 net.cpp:425] inception_4d/pool_proj <- inception_4d/pool +I0228 23:02:15.535321 24886 net.cpp:399] inception_4d/pool_proj -> inception_4d/pool_proj +I0228 23:02:15.536345 24886 net.cpp:141] Setting up inception_4d/pool_proj +I0228 23:02:15.536355 24886 net.cpp:148] Top shape: 128 64 14 14 (1605632) +I0228 23:02:15.536358 24886 net.cpp:156] Memory required for data: 5642190848 +I0228 23:02:15.536363 24886 layer_factory.hpp:77] Creating layer inception_4d/relu_pool_proj +I0228 23:02:15.536368 24886 net.cpp:91] Creating Layer inception_4d/relu_pool_proj +I0228 23:02:15.536372 24886 net.cpp:425] inception_4d/relu_pool_proj <- inception_4d/pool_proj +I0228 23:02:15.536377 24886 net.cpp:386] inception_4d/relu_pool_proj -> inception_4d/pool_proj (in-place) +I0228 23:02:15.536520 24886 net.cpp:141] Setting up inception_4d/relu_pool_proj +I0228 23:02:15.536527 24886 net.cpp:148] Top shape: 128 64 14 14 (1605632) +I0228 23:02:15.536530 24886 net.cpp:156] Memory required for data: 5648613376 +I0228 23:02:15.536533 24886 layer_factory.hpp:77] Creating layer inception_4d/output +I0228 23:02:15.536538 24886 net.cpp:91] Creating Layer inception_4d/output +I0228 23:02:15.536541 24886 net.cpp:425] inception_4d/output <- inception_4d/1x1 +I0228 23:02:15.536545 24886 net.cpp:425] inception_4d/output <- inception_4d/3x3 +I0228 23:02:15.536548 24886 net.cpp:425] inception_4d/output <- inception_4d/5x5 +I0228 23:02:15.536551 24886 net.cpp:425] inception_4d/output <- inception_4d/pool_proj +I0228 23:02:15.536556 24886 net.cpp:399] inception_4d/output -> inception_4d/output +I0228 23:02:15.536583 24886 net.cpp:141] Setting up inception_4d/output +I0228 23:02:15.536588 24886 net.cpp:148] Top shape: 128 528 14 14 (13246464) +I0228 23:02:15.536592 24886 net.cpp:156] Memory required for data: 5701599232 +I0228 23:02:15.536593 24886 layer_factory.hpp:77] Creating layer inception_4d/output_inception_4d/output_0_split +I0228 23:02:15.536598 24886 net.cpp:91] Creating Layer inception_4d/output_inception_4d/output_0_split +I0228 23:02:15.536603 24886 net.cpp:425] inception_4d/output_inception_4d/output_0_split <- inception_4d/output +I0228 23:02:15.536607 24886 net.cpp:399] inception_4d/output_inception_4d/output_0_split -> inception_4d/output_inception_4d/output_0_split_0 +I0228 23:02:15.536617 24886 net.cpp:399] inception_4d/output_inception_4d/output_0_split -> inception_4d/output_inception_4d/output_0_split_1 +I0228 23:02:15.536620 24886 net.cpp:399] inception_4d/output_inception_4d/output_0_split -> inception_4d/output_inception_4d/output_0_split_2 +I0228 23:02:15.536625 24886 net.cpp:399] inception_4d/output_inception_4d/output_0_split -> inception_4d/output_inception_4d/output_0_split_3 +I0228 23:02:15.536679 24886 net.cpp:141] Setting up inception_4d/output_inception_4d/output_0_split +I0228 23:02:15.536684 24886 net.cpp:148] Top shape: 128 528 14 14 (13246464) +I0228 23:02:15.536687 24886 net.cpp:148] Top shape: 128 528 14 14 (13246464) +I0228 23:02:15.536690 24886 net.cpp:148] Top shape: 128 528 14 14 (13246464) +I0228 23:02:15.536694 24886 net.cpp:148] Top shape: 128 528 14 14 (13246464) +I0228 23:02:15.536696 24886 net.cpp:156] Memory required for data: 5913542656 +I0228 23:02:15.536698 24886 layer_factory.hpp:77] Creating layer inception_4e/1x1 +I0228 23:02:15.536706 24886 net.cpp:91] Creating Layer inception_4e/1x1 +I0228 23:02:15.536710 24886 net.cpp:425] inception_4e/1x1 <- inception_4d/output_inception_4d/output_0_split_0 +I0228 23:02:15.536715 24886 net.cpp:399] inception_4e/1x1 -> inception_4e/1x1 +I0228 23:02:15.538637 24886 net.cpp:141] Setting up inception_4e/1x1 +I0228 23:02:15.538650 24886 net.cpp:148] Top shape: 128 256 14 14 (6422528) +I0228 23:02:15.538653 24886 net.cpp:156] Memory required for data: 5939232768 +I0228 23:02:15.538660 24886 layer_factory.hpp:77] Creating layer inception_4e/relu_1x1 +I0228 23:02:15.538664 24886 net.cpp:91] Creating Layer inception_4e/relu_1x1 +I0228 23:02:15.538668 24886 net.cpp:425] inception_4e/relu_1x1 <- inception_4e/1x1 +I0228 23:02:15.538672 24886 net.cpp:386] inception_4e/relu_1x1 -> inception_4e/1x1 (in-place) +I0228 23:02:15.538933 24886 net.cpp:141] Setting up inception_4e/relu_1x1 +I0228 23:02:15.538944 24886 net.cpp:148] Top shape: 128 256 14 14 (6422528) +I0228 23:02:15.538949 24886 net.cpp:156] Memory required for data: 5964922880 +I0228 23:02:15.538951 24886 layer_factory.hpp:77] Creating layer inception_4e/3x3_reduce +I0228 23:02:15.538959 24886 net.cpp:91] Creating Layer inception_4e/3x3_reduce +I0228 23:02:15.538964 24886 net.cpp:425] inception_4e/3x3_reduce <- inception_4d/output_inception_4d/output_0_split_1 +I0228 23:02:15.538969 24886 net.cpp:399] inception_4e/3x3_reduce -> inception_4e/3x3_reduce +I0228 23:02:15.540127 24886 net.cpp:141] Setting up inception_4e/3x3_reduce +I0228 23:02:15.540138 24886 net.cpp:148] Top shape: 128 160 14 14 (4014080) +I0228 23:02:15.540140 24886 net.cpp:156] Memory required for data: 5980979200 +I0228 23:02:15.540145 24886 layer_factory.hpp:77] Creating layer inception_4e/relu_3x3_reduce +I0228 23:02:15.540153 24886 net.cpp:91] Creating Layer inception_4e/relu_3x3_reduce +I0228 23:02:15.540155 24886 net.cpp:425] inception_4e/relu_3x3_reduce <- inception_4e/3x3_reduce +I0228 23:02:15.540160 24886 net.cpp:386] inception_4e/relu_3x3_reduce -> inception_4e/3x3_reduce (in-place) +I0228 23:02:15.540421 24886 net.cpp:141] Setting up inception_4e/relu_3x3_reduce +I0228 23:02:15.540431 24886 net.cpp:148] Top shape: 128 160 14 14 (4014080) +I0228 23:02:15.540434 24886 net.cpp:156] Memory required for data: 5997035520 +I0228 23:02:15.540437 24886 layer_factory.hpp:77] Creating layer inception_4e/3x3 +I0228 23:02:15.540446 24886 net.cpp:91] Creating Layer inception_4e/3x3 +I0228 23:02:15.540449 24886 net.cpp:425] inception_4e/3x3 <- inception_4e/3x3_reduce +I0228 23:02:15.540455 24886 net.cpp:399] inception_4e/3x3 -> inception_4e/3x3 +I0228 23:02:15.544066 24886 net.cpp:141] Setting up inception_4e/3x3 +I0228 23:02:15.544078 24886 net.cpp:148] Top shape: 128 320 14 14 (8028160) +I0228 23:02:15.544081 24886 net.cpp:156] Memory required for data: 6029148160 +I0228 23:02:15.544087 24886 layer_factory.hpp:77] Creating layer inception_4e/relu_3x3 +I0228 23:02:15.544093 24886 net.cpp:91] Creating Layer inception_4e/relu_3x3 +I0228 23:02:15.544097 24886 net.cpp:425] inception_4e/relu_3x3 <- inception_4e/3x3 +I0228 23:02:15.544101 24886 net.cpp:386] inception_4e/relu_3x3 -> inception_4e/3x3 (in-place) +I0228 23:02:15.544247 24886 net.cpp:141] Setting up inception_4e/relu_3x3 +I0228 23:02:15.544255 24886 net.cpp:148] Top shape: 128 320 14 14 (8028160) +I0228 23:02:15.544258 24886 net.cpp:156] Memory required for data: 6061260800 +I0228 23:02:15.544261 24886 layer_factory.hpp:77] Creating layer inception_4e/5x5_reduce +I0228 23:02:15.544270 24886 net.cpp:91] Creating Layer inception_4e/5x5_reduce +I0228 23:02:15.544275 24886 net.cpp:425] inception_4e/5x5_reduce <- inception_4d/output_inception_4d/output_0_split_2 +I0228 23:02:15.544280 24886 net.cpp:399] inception_4e/5x5_reduce -> inception_4e/5x5_reduce +I0228 23:02:15.545260 24886 net.cpp:141] Setting up inception_4e/5x5_reduce +I0228 23:02:15.545271 24886 net.cpp:148] Top shape: 128 32 14 14 (802816) +I0228 23:02:15.545274 24886 net.cpp:156] Memory required for data: 6064472064 +I0228 23:02:15.545280 24886 layer_factory.hpp:77] Creating layer inception_4e/relu_5x5_reduce +I0228 23:02:15.545285 24886 net.cpp:91] Creating Layer inception_4e/relu_5x5_reduce +I0228 23:02:15.545289 24886 net.cpp:425] inception_4e/relu_5x5_reduce <- inception_4e/5x5_reduce +I0228 23:02:15.545294 24886 net.cpp:386] inception_4e/relu_5x5_reduce -> inception_4e/5x5_reduce (in-place) +I0228 23:02:15.545555 24886 net.cpp:141] Setting up inception_4e/relu_5x5_reduce +I0228 23:02:15.545565 24886 net.cpp:148] Top shape: 128 32 14 14 (802816) +I0228 23:02:15.545568 24886 net.cpp:156] Memory required for data: 6067683328 +I0228 23:02:15.545572 24886 layer_factory.hpp:77] Creating layer inception_4e/5x5 +I0228 23:02:15.545580 24886 net.cpp:91] Creating Layer inception_4e/5x5 +I0228 23:02:15.545584 24886 net.cpp:425] inception_4e/5x5 <- inception_4e/5x5_reduce +I0228 23:02:15.545590 24886 net.cpp:399] inception_4e/5x5 -> inception_4e/5x5 +I0228 23:02:15.547269 24886 net.cpp:141] Setting up inception_4e/5x5 +I0228 23:02:15.547281 24886 net.cpp:148] Top shape: 128 128 14 14 (3211264) +I0228 23:02:15.547284 24886 net.cpp:156] Memory required for data: 6080528384 +I0228 23:02:15.547289 24886 layer_factory.hpp:77] Creating layer inception_4e/relu_5x5 +I0228 23:02:15.547297 24886 net.cpp:91] Creating Layer inception_4e/relu_5x5 +I0228 23:02:15.547299 24886 net.cpp:425] inception_4e/relu_5x5 <- inception_4e/5x5 +I0228 23:02:15.547303 24886 net.cpp:386] inception_4e/relu_5x5 -> inception_4e/5x5 (in-place) +I0228 23:02:15.547561 24886 net.cpp:141] Setting up inception_4e/relu_5x5 +I0228 23:02:15.547570 24886 net.cpp:148] Top shape: 128 128 14 14 (3211264) +I0228 23:02:15.547574 24886 net.cpp:156] Memory required for data: 6093373440 +I0228 23:02:15.547576 24886 layer_factory.hpp:77] Creating layer inception_4e/pool +I0228 23:02:15.547583 24886 net.cpp:91] Creating Layer inception_4e/pool +I0228 23:02:15.547586 24886 net.cpp:425] inception_4e/pool <- inception_4d/output_inception_4d/output_0_split_3 +I0228 23:02:15.547591 24886 net.cpp:399] inception_4e/pool -> inception_4e/pool +I0228 23:02:15.547633 24886 net.cpp:141] Setting up inception_4e/pool +I0228 23:02:15.547639 24886 net.cpp:148] Top shape: 128 528 14 14 (13246464) +I0228 23:02:15.547641 24886 net.cpp:156] Memory required for data: 6146359296 +I0228 23:02:15.547644 24886 layer_factory.hpp:77] Creating layer inception_4e/pool_proj +I0228 23:02:15.547652 24886 net.cpp:91] Creating Layer inception_4e/pool_proj +I0228 23:02:15.547655 24886 net.cpp:425] inception_4e/pool_proj <- inception_4e/pool +I0228 23:02:15.547660 24886 net.cpp:399] inception_4e/pool_proj -> inception_4e/pool_proj +I0228 23:02:15.548975 24886 net.cpp:141] Setting up inception_4e/pool_proj +I0228 23:02:15.548986 24886 net.cpp:148] Top shape: 128 128 14 14 (3211264) +I0228 23:02:15.548990 24886 net.cpp:156] Memory required for data: 6159204352 +I0228 23:02:15.548995 24886 layer_factory.hpp:77] Creating layer inception_4e/relu_pool_proj +I0228 23:02:15.549000 24886 net.cpp:91] Creating Layer inception_4e/relu_pool_proj +I0228 23:02:15.549005 24886 net.cpp:425] inception_4e/relu_pool_proj <- inception_4e/pool_proj +I0228 23:02:15.549008 24886 net.cpp:386] inception_4e/relu_pool_proj -> inception_4e/pool_proj (in-place) +I0228 23:02:15.549165 24886 net.cpp:141] Setting up inception_4e/relu_pool_proj +I0228 23:02:15.549172 24886 net.cpp:148] Top shape: 128 128 14 14 (3211264) +I0228 23:02:15.549175 24886 net.cpp:156] Memory required for data: 6172049408 +I0228 23:02:15.549178 24886 layer_factory.hpp:77] Creating layer inception_4e/output +I0228 23:02:15.549183 24886 net.cpp:91] Creating Layer inception_4e/output +I0228 23:02:15.549186 24886 net.cpp:425] inception_4e/output <- inception_4e/1x1 +I0228 23:02:15.549190 24886 net.cpp:425] inception_4e/output <- inception_4e/3x3 +I0228 23:02:15.549195 24886 net.cpp:425] inception_4e/output <- inception_4e/5x5 +I0228 23:02:15.549197 24886 net.cpp:425] inception_4e/output <- inception_4e/pool_proj +I0228 23:02:15.549201 24886 net.cpp:399] inception_4e/output -> inception_4e/output +I0228 23:02:15.549231 24886 net.cpp:141] Setting up inception_4e/output +I0228 23:02:15.549235 24886 net.cpp:148] Top shape: 128 832 14 14 (20873216) +I0228 23:02:15.549237 24886 net.cpp:156] Memory required for data: 6255542272 +I0228 23:02:15.549240 24886 layer_factory.hpp:77] Creating layer pool4/3x3_s2 +I0228 23:02:15.549257 24886 net.cpp:91] Creating Layer pool4/3x3_s2 +I0228 23:02:15.549260 24886 net.cpp:425] pool4/3x3_s2 <- inception_4e/output +I0228 23:02:15.549264 24886 net.cpp:399] pool4/3x3_s2 -> pool4/3x3_s2 +I0228 23:02:15.549299 24886 net.cpp:141] Setting up pool4/3x3_s2 +I0228 23:02:15.549304 24886 net.cpp:148] Top shape: 128 832 7 7 (5218304) +I0228 23:02:15.549306 24886 net.cpp:156] Memory required for data: 6276415488 +I0228 23:02:15.549309 24886 layer_factory.hpp:77] Creating layer pool4/3x3_s2_pool4/3x3_s2_0_split +I0228 23:02:15.549314 24886 net.cpp:91] Creating Layer pool4/3x3_s2_pool4/3x3_s2_0_split +I0228 23:02:15.549316 24886 net.cpp:425] pool4/3x3_s2_pool4/3x3_s2_0_split <- pool4/3x3_s2 +I0228 23:02:15.549321 24886 net.cpp:399] pool4/3x3_s2_pool4/3x3_s2_0_split -> pool4/3x3_s2_pool4/3x3_s2_0_split_0 +I0228 23:02:15.549326 24886 net.cpp:399] pool4/3x3_s2_pool4/3x3_s2_0_split -> pool4/3x3_s2_pool4/3x3_s2_0_split_1 +I0228 23:02:15.549330 24886 net.cpp:399] pool4/3x3_s2_pool4/3x3_s2_0_split -> pool4/3x3_s2_pool4/3x3_s2_0_split_2 +I0228 23:02:15.549335 24886 net.cpp:399] pool4/3x3_s2_pool4/3x3_s2_0_split -> pool4/3x3_s2_pool4/3x3_s2_0_split_3 +I0228 23:02:15.549386 24886 net.cpp:141] Setting up pool4/3x3_s2_pool4/3x3_s2_0_split +I0228 23:02:15.549391 24886 net.cpp:148] Top shape: 128 832 7 7 (5218304) +I0228 23:02:15.549394 24886 net.cpp:148] Top shape: 128 832 7 7 (5218304) +I0228 23:02:15.549397 24886 net.cpp:148] Top shape: 128 832 7 7 (5218304) +I0228 23:02:15.549401 24886 net.cpp:148] Top shape: 128 832 7 7 (5218304) +I0228 23:02:15.549403 24886 net.cpp:156] Memory required for data: 6359908352 +I0228 23:02:15.549407 24886 layer_factory.hpp:77] Creating layer inception_5a/1x1 +I0228 23:02:15.549414 24886 net.cpp:91] Creating Layer inception_5a/1x1 +I0228 23:02:15.549417 24886 net.cpp:425] inception_5a/1x1 <- pool4/3x3_s2_pool4/3x3_s2_0_split_0 +I0228 23:02:15.549422 24886 net.cpp:399] inception_5a/1x1 -> inception_5a/1x1 +I0228 23:02:15.551760 24886 net.cpp:141] Setting up inception_5a/1x1 +I0228 23:02:15.551772 24886 net.cpp:148] Top shape: 128 256 7 7 (1605632) +I0228 23:02:15.551775 24886 net.cpp:156] Memory required for data: 6366330880 +I0228 23:02:15.551780 24886 layer_factory.hpp:77] Creating layer inception_5a/relu_1x1 +I0228 23:02:15.551786 24886 net.cpp:91] Creating Layer inception_5a/relu_1x1 +I0228 23:02:15.551790 24886 net.cpp:425] inception_5a/relu_1x1 <- inception_5a/1x1 +I0228 23:02:15.551795 24886 net.cpp:386] inception_5a/relu_1x1 -> inception_5a/1x1 (in-place) +I0228 23:02:15.552057 24886 net.cpp:141] Setting up inception_5a/relu_1x1 +I0228 23:02:15.552065 24886 net.cpp:148] Top shape: 128 256 7 7 (1605632) +I0228 23:02:15.552068 24886 net.cpp:156] Memory required for data: 6372753408 +I0228 23:02:15.552072 24886 layer_factory.hpp:77] Creating layer inception_5a/3x3_reduce +I0228 23:02:15.552080 24886 net.cpp:91] Creating Layer inception_5a/3x3_reduce +I0228 23:02:15.552088 24886 net.cpp:425] inception_5a/3x3_reduce <- pool4/3x3_s2_pool4/3x3_s2_0_split_1 +I0228 23:02:15.552093 24886 net.cpp:399] inception_5a/3x3_reduce -> inception_5a/3x3_reduce +I0228 23:02:15.553959 24886 net.cpp:141] Setting up inception_5a/3x3_reduce +I0228 23:02:15.553972 24886 net.cpp:148] Top shape: 128 160 7 7 (1003520) +I0228 23:02:15.553974 24886 net.cpp:156] Memory required for data: 6376767488 +I0228 23:02:15.553980 24886 layer_factory.hpp:77] Creating layer inception_5a/relu_3x3_reduce +I0228 23:02:15.553987 24886 net.cpp:91] Creating Layer inception_5a/relu_3x3_reduce +I0228 23:02:15.553990 24886 net.cpp:425] inception_5a/relu_3x3_reduce <- inception_5a/3x3_reduce +I0228 23:02:15.553994 24886 net.cpp:386] inception_5a/relu_3x3_reduce -> inception_5a/3x3_reduce (in-place) +I0228 23:02:15.554270 24886 net.cpp:141] Setting up inception_5a/relu_3x3_reduce +I0228 23:02:15.554280 24886 net.cpp:148] Top shape: 128 160 7 7 (1003520) +I0228 23:02:15.554282 24886 net.cpp:156] Memory required for data: 6380781568 +I0228 23:02:15.554286 24886 layer_factory.hpp:77] Creating layer inception_5a/3x3 +I0228 23:02:15.554294 24886 net.cpp:91] Creating Layer inception_5a/3x3 +I0228 23:02:15.554297 24886 net.cpp:425] inception_5a/3x3 <- inception_5a/3x3_reduce +I0228 23:02:15.554303 24886 net.cpp:399] inception_5a/3x3 -> inception_5a/3x3 +I0228 23:02:15.557988 24886 net.cpp:141] Setting up inception_5a/3x3 +I0228 23:02:15.557999 24886 net.cpp:148] Top shape: 128 320 7 7 (2007040) +I0228 23:02:15.558003 24886 net.cpp:156] Memory required for data: 6388809728 +I0228 23:02:15.558008 24886 layer_factory.hpp:77] Creating layer inception_5a/relu_3x3 +I0228 23:02:15.558014 24886 net.cpp:91] Creating Layer inception_5a/relu_3x3 +I0228 23:02:15.558018 24886 net.cpp:425] inception_5a/relu_3x3 <- inception_5a/3x3 +I0228 23:02:15.558022 24886 net.cpp:386] inception_5a/relu_3x3 -> inception_5a/3x3 (in-place) +I0228 23:02:15.558174 24886 net.cpp:141] Setting up inception_5a/relu_3x3 +I0228 23:02:15.558182 24886 net.cpp:148] Top shape: 128 320 7 7 (2007040) +I0228 23:02:15.558184 24886 net.cpp:156] Memory required for data: 6396837888 +I0228 23:02:15.558187 24886 layer_factory.hpp:77] Creating layer inception_5a/5x5_reduce +I0228 23:02:15.558197 24886 net.cpp:91] Creating Layer inception_5a/5x5_reduce +I0228 23:02:15.558202 24886 net.cpp:425] inception_5a/5x5_reduce <- pool4/3x3_s2_pool4/3x3_s2_0_split_2 +I0228 23:02:15.558207 24886 net.cpp:399] inception_5a/5x5_reduce -> inception_5a/5x5_reduce +I0228 23:02:15.559252 24886 net.cpp:141] Setting up inception_5a/5x5_reduce +I0228 23:02:15.559262 24886 net.cpp:148] Top shape: 128 32 7 7 (200704) +I0228 23:02:15.559265 24886 net.cpp:156] Memory required for data: 6397640704 +I0228 23:02:15.559270 24886 layer_factory.hpp:77] Creating layer inception_5a/relu_5x5_reduce +I0228 23:02:15.559278 24886 net.cpp:91] Creating Layer inception_5a/relu_5x5_reduce +I0228 23:02:15.559280 24886 net.cpp:425] inception_5a/relu_5x5_reduce <- inception_5a/5x5_reduce +I0228 23:02:15.559285 24886 net.cpp:386] inception_5a/relu_5x5_reduce -> inception_5a/5x5_reduce (in-place) +I0228 23:02:15.559545 24886 net.cpp:141] Setting up inception_5a/relu_5x5_reduce +I0228 23:02:15.559556 24886 net.cpp:148] Top shape: 128 32 7 7 (200704) +I0228 23:02:15.559558 24886 net.cpp:156] Memory required for data: 6398443520 +I0228 23:02:15.559561 24886 layer_factory.hpp:77] Creating layer inception_5a/5x5 +I0228 23:02:15.559569 24886 net.cpp:91] Creating Layer inception_5a/5x5 +I0228 23:02:15.559572 24886 net.cpp:425] inception_5a/5x5 <- inception_5a/5x5_reduce +I0228 23:02:15.559578 24886 net.cpp:399] inception_5a/5x5 -> inception_5a/5x5 +I0228 23:02:15.560855 24886 net.cpp:141] Setting up inception_5a/5x5 +I0228 23:02:15.560865 24886 net.cpp:148] Top shape: 128 128 7 7 (802816) +I0228 23:02:15.560869 24886 net.cpp:156] Memory required for data: 6401654784 +I0228 23:02:15.560874 24886 layer_factory.hpp:77] Creating layer inception_5a/relu_5x5 +I0228 23:02:15.560880 24886 net.cpp:91] Creating Layer inception_5a/relu_5x5 +I0228 23:02:15.560884 24886 net.cpp:425] inception_5a/relu_5x5 <- inception_5a/5x5 +I0228 23:02:15.560892 24886 net.cpp:386] inception_5a/relu_5x5 -> inception_5a/5x5 (in-place) +I0228 23:02:15.561167 24886 net.cpp:141] Setting up inception_5a/relu_5x5 +I0228 23:02:15.561177 24886 net.cpp:148] Top shape: 128 128 7 7 (802816) +I0228 23:02:15.561179 24886 net.cpp:156] Memory required for data: 6404866048 +I0228 23:02:15.561182 24886 layer_factory.hpp:77] Creating layer inception_5a/pool +I0228 23:02:15.561188 24886 net.cpp:91] Creating Layer inception_5a/pool +I0228 23:02:15.561192 24886 net.cpp:425] inception_5a/pool <- pool4/3x3_s2_pool4/3x3_s2_0_split_3 +I0228 23:02:15.561197 24886 net.cpp:399] inception_5a/pool -> inception_5a/pool +I0228 23:02:15.561240 24886 net.cpp:141] Setting up inception_5a/pool +I0228 23:02:15.561245 24886 net.cpp:148] Top shape: 128 832 7 7 (5218304) +I0228 23:02:15.561249 24886 net.cpp:156] Memory required for data: 6425739264 +I0228 23:02:15.561251 24886 layer_factory.hpp:77] Creating layer inception_5a/pool_proj +I0228 23:02:15.561269 24886 net.cpp:91] Creating Layer inception_5a/pool_proj +I0228 23:02:15.561272 24886 net.cpp:425] inception_5a/pool_proj <- inception_5a/pool +I0228 23:02:15.561276 24886 net.cpp:399] inception_5a/pool_proj -> inception_5a/pool_proj +I0228 23:02:15.563222 24886 net.cpp:141] Setting up inception_5a/pool_proj +I0228 23:02:15.563244 24886 net.cpp:148] Top shape: 128 128 7 7 (802816) +I0228 23:02:15.563247 24886 net.cpp:156] Memory required for data: 6428950528 +I0228 23:02:15.563252 24886 layer_factory.hpp:77] Creating layer inception_5a/relu_pool_proj +I0228 23:02:15.563259 24886 net.cpp:91] Creating Layer inception_5a/relu_pool_proj +I0228 23:02:15.563262 24886 net.cpp:425] inception_5a/relu_pool_proj <- inception_5a/pool_proj +I0228 23:02:15.563267 24886 net.cpp:386] inception_5a/relu_pool_proj -> inception_5a/pool_proj (in-place) +I0228 23:02:15.563408 24886 net.cpp:141] Setting up inception_5a/relu_pool_proj +I0228 23:02:15.563416 24886 net.cpp:148] Top shape: 128 128 7 7 (802816) +I0228 23:02:15.563418 24886 net.cpp:156] Memory required for data: 6432161792 +I0228 23:02:15.563421 24886 layer_factory.hpp:77] Creating layer inception_5a/output +I0228 23:02:15.563427 24886 net.cpp:91] Creating Layer inception_5a/output +I0228 23:02:15.563431 24886 net.cpp:425] inception_5a/output <- inception_5a/1x1 +I0228 23:02:15.563434 24886 net.cpp:425] inception_5a/output <- inception_5a/3x3 +I0228 23:02:15.563437 24886 net.cpp:425] inception_5a/output <- inception_5a/5x5 +I0228 23:02:15.563441 24886 net.cpp:425] inception_5a/output <- inception_5a/pool_proj +I0228 23:02:15.563444 24886 net.cpp:399] inception_5a/output -> inception_5a/output +I0228 23:02:15.563473 24886 net.cpp:141] Setting up inception_5a/output +I0228 23:02:15.563478 24886 net.cpp:148] Top shape: 128 832 7 7 (5218304) +I0228 23:02:15.563482 24886 net.cpp:156] Memory required for data: 6453035008 +I0228 23:02:15.563483 24886 layer_factory.hpp:77] Creating layer inception_5a/output_inception_5a/output_0_split +I0228 23:02:15.563488 24886 net.cpp:91] Creating Layer inception_5a/output_inception_5a/output_0_split +I0228 23:02:15.563491 24886 net.cpp:425] inception_5a/output_inception_5a/output_0_split <- inception_5a/output +I0228 23:02:15.563496 24886 net.cpp:399] inception_5a/output_inception_5a/output_0_split -> inception_5a/output_inception_5a/output_0_split_0 +I0228 23:02:15.563501 24886 net.cpp:399] inception_5a/output_inception_5a/output_0_split -> inception_5a/output_inception_5a/output_0_split_1 +I0228 23:02:15.563505 24886 net.cpp:399] inception_5a/output_inception_5a/output_0_split -> inception_5a/output_inception_5a/output_0_split_2 +I0228 23:02:15.563509 24886 net.cpp:399] inception_5a/output_inception_5a/output_0_split -> inception_5a/output_inception_5a/output_0_split_3 +I0228 23:02:15.563566 24886 net.cpp:141] Setting up inception_5a/output_inception_5a/output_0_split +I0228 23:02:15.563570 24886 net.cpp:148] Top shape: 128 832 7 7 (5218304) +I0228 23:02:15.563575 24886 net.cpp:148] Top shape: 128 832 7 7 (5218304) +I0228 23:02:15.563577 24886 net.cpp:148] Top shape: 128 832 7 7 (5218304) +I0228 23:02:15.563585 24886 net.cpp:148] Top shape: 128 832 7 7 (5218304) +I0228 23:02:15.563586 24886 net.cpp:156] Memory required for data: 6536527872 +I0228 23:02:15.563590 24886 layer_factory.hpp:77] Creating layer inception_5b/1x1 +I0228 23:02:15.563597 24886 net.cpp:91] Creating Layer inception_5b/1x1 +I0228 23:02:15.563601 24886 net.cpp:425] inception_5b/1x1 <- inception_5a/output_inception_5a/output_0_split_0 +I0228 23:02:15.563606 24886 net.cpp:399] inception_5b/1x1 -> inception_5b/1x1 +I0228 23:02:15.566481 24886 net.cpp:141] Setting up inception_5b/1x1 +I0228 23:02:15.566493 24886 net.cpp:148] Top shape: 128 384 7 7 (2408448) +I0228 23:02:15.566496 24886 net.cpp:156] Memory required for data: 6546161664 +I0228 23:02:15.566501 24886 layer_factory.hpp:77] Creating layer inception_5b/relu_1x1 +I0228 23:02:15.566506 24886 net.cpp:91] Creating Layer inception_5b/relu_1x1 +I0228 23:02:15.566510 24886 net.cpp:425] inception_5b/relu_1x1 <- inception_5b/1x1 +I0228 23:02:15.566515 24886 net.cpp:386] inception_5b/relu_1x1 -> inception_5b/1x1 (in-place) +I0228 23:02:15.566779 24886 net.cpp:141] Setting up inception_5b/relu_1x1 +I0228 23:02:15.566789 24886 net.cpp:148] Top shape: 128 384 7 7 (2408448) +I0228 23:02:15.566792 24886 net.cpp:156] Memory required for data: 6555795456 +I0228 23:02:15.566795 24886 layer_factory.hpp:77] Creating layer inception_5b/3x3_reduce +I0228 23:02:15.566804 24886 net.cpp:91] Creating Layer inception_5b/3x3_reduce +I0228 23:02:15.566807 24886 net.cpp:425] inception_5b/3x3_reduce <- inception_5a/output_inception_5a/output_0_split_1 +I0228 23:02:15.566812 24886 net.cpp:399] inception_5b/3x3_reduce -> inception_5b/3x3_reduce +I0228 23:02:15.568882 24886 net.cpp:141] Setting up inception_5b/3x3_reduce +I0228 23:02:15.568893 24886 net.cpp:148] Top shape: 128 192 7 7 (1204224) +I0228 23:02:15.568897 24886 net.cpp:156] Memory required for data: 6560612352 +I0228 23:02:15.568902 24886 layer_factory.hpp:77] Creating layer inception_5b/relu_3x3_reduce +I0228 23:02:15.568907 24886 net.cpp:91] Creating Layer inception_5b/relu_3x3_reduce +I0228 23:02:15.568910 24886 net.cpp:425] inception_5b/relu_3x3_reduce <- inception_5b/3x3_reduce +I0228 23:02:15.568917 24886 net.cpp:386] inception_5b/relu_3x3_reduce -> inception_5b/3x3_reduce (in-place) +I0228 23:02:15.569186 24886 net.cpp:141] Setting up inception_5b/relu_3x3_reduce +I0228 23:02:15.569196 24886 net.cpp:148] Top shape: 128 192 7 7 (1204224) +I0228 23:02:15.569200 24886 net.cpp:156] Memory required for data: 6565429248 +I0228 23:02:15.569202 24886 layer_factory.hpp:77] Creating layer inception_5b/3x3 +I0228 23:02:15.569211 24886 net.cpp:91] Creating Layer inception_5b/3x3 +I0228 23:02:15.569216 24886 net.cpp:425] inception_5b/3x3 <- inception_5b/3x3_reduce +I0228 23:02:15.569221 24886 net.cpp:399] inception_5b/3x3 -> inception_5b/3x3 +I0228 23:02:15.574138 24886 net.cpp:141] Setting up inception_5b/3x3 +I0228 23:02:15.574149 24886 net.cpp:148] Top shape: 128 384 7 7 (2408448) +I0228 23:02:15.574153 24886 net.cpp:156] Memory required for data: 6575063040 +I0228 23:02:15.574158 24886 layer_factory.hpp:77] Creating layer inception_5b/relu_3x3 +I0228 23:02:15.574164 24886 net.cpp:91] Creating Layer inception_5b/relu_3x3 +I0228 23:02:15.574167 24886 net.cpp:425] inception_5b/relu_3x3 <- inception_5b/3x3 +I0228 23:02:15.574172 24886 net.cpp:386] inception_5b/relu_3x3 -> inception_5b/3x3 (in-place) +I0228 23:02:15.574312 24886 net.cpp:141] Setting up inception_5b/relu_3x3 +I0228 23:02:15.574319 24886 net.cpp:148] Top shape: 128 384 7 7 (2408448) +I0228 23:02:15.574322 24886 net.cpp:156] Memory required for data: 6584696832 +I0228 23:02:15.574326 24886 layer_factory.hpp:77] Creating layer inception_5b/5x5_reduce +I0228 23:02:15.574333 24886 net.cpp:91] Creating Layer inception_5b/5x5_reduce +I0228 23:02:15.574337 24886 net.cpp:425] inception_5b/5x5_reduce <- inception_5a/output_inception_5a/output_0_split_2 +I0228 23:02:15.574342 24886 net.cpp:399] inception_5b/5x5_reduce -> inception_5b/5x5_reduce +I0228 23:02:15.575477 24886 net.cpp:141] Setting up inception_5b/5x5_reduce +I0228 23:02:15.575487 24886 net.cpp:148] Top shape: 128 48 7 7 (301056) +I0228 23:02:15.575495 24886 net.cpp:156] Memory required for data: 6585901056 +I0228 23:02:15.575500 24886 layer_factory.hpp:77] Creating layer inception_5b/relu_5x5_reduce +I0228 23:02:15.575505 24886 net.cpp:91] Creating Layer inception_5b/relu_5x5_reduce +I0228 23:02:15.575510 24886 net.cpp:425] inception_5b/relu_5x5_reduce <- inception_5b/5x5_reduce +I0228 23:02:15.575513 24886 net.cpp:386] inception_5b/relu_5x5_reduce -> inception_5b/5x5_reduce (in-place) +I0228 23:02:15.575779 24886 net.cpp:141] Setting up inception_5b/relu_5x5_reduce +I0228 23:02:15.575788 24886 net.cpp:148] Top shape: 128 48 7 7 (301056) +I0228 23:02:15.575791 24886 net.cpp:156] Memory required for data: 6587105280 +I0228 23:02:15.575794 24886 layer_factory.hpp:77] Creating layer inception_5b/5x5 +I0228 23:02:15.575805 24886 net.cpp:91] Creating Layer inception_5b/5x5 +I0228 23:02:15.575809 24886 net.cpp:425] inception_5b/5x5 <- inception_5b/5x5_reduce +I0228 23:02:15.575815 24886 net.cpp:399] inception_5b/5x5 -> inception_5b/5x5 +I0228 23:02:15.577381 24886 net.cpp:141] Setting up inception_5b/5x5 +I0228 23:02:15.577392 24886 net.cpp:148] Top shape: 128 128 7 7 (802816) +I0228 23:02:15.577395 24886 net.cpp:156] Memory required for data: 6590316544 +I0228 23:02:15.577400 24886 layer_factory.hpp:77] Creating layer inception_5b/relu_5x5 +I0228 23:02:15.577405 24886 net.cpp:91] Creating Layer inception_5b/relu_5x5 +I0228 23:02:15.577409 24886 net.cpp:425] inception_5b/relu_5x5 <- inception_5b/5x5 +I0228 23:02:15.577414 24886 net.cpp:386] inception_5b/relu_5x5 -> inception_5b/5x5 (in-place) +I0228 23:02:15.577678 24886 net.cpp:141] Setting up inception_5b/relu_5x5 +I0228 23:02:15.577688 24886 net.cpp:148] Top shape: 128 128 7 7 (802816) +I0228 23:02:15.577692 24886 net.cpp:156] Memory required for data: 6593527808 +I0228 23:02:15.577694 24886 layer_factory.hpp:77] Creating layer inception_5b/pool +I0228 23:02:15.577699 24886 net.cpp:91] Creating Layer inception_5b/pool +I0228 23:02:15.577703 24886 net.cpp:425] inception_5b/pool <- inception_5a/output_inception_5a/output_0_split_3 +I0228 23:02:15.577709 24886 net.cpp:399] inception_5b/pool -> inception_5b/pool +I0228 23:02:15.577754 24886 net.cpp:141] Setting up inception_5b/pool +I0228 23:02:15.577759 24886 net.cpp:148] Top shape: 128 832 7 7 (5218304) +I0228 23:02:15.577761 24886 net.cpp:156] Memory required for data: 6614401024 +I0228 23:02:15.577764 24886 layer_factory.hpp:77] Creating layer inception_5b/pool_proj +I0228 23:02:15.577774 24886 net.cpp:91] Creating Layer inception_5b/pool_proj +I0228 23:02:15.577777 24886 net.cpp:425] inception_5b/pool_proj <- inception_5b/pool +I0228 23:02:15.577781 24886 net.cpp:399] inception_5b/pool_proj -> inception_5b/pool_proj +I0228 23:02:15.579684 24886 net.cpp:141] Setting up inception_5b/pool_proj +I0228 23:02:15.579694 24886 net.cpp:148] Top shape: 128 128 7 7 (802816) +I0228 23:02:15.579697 24886 net.cpp:156] Memory required for data: 6617612288 +I0228 23:02:15.579702 24886 layer_factory.hpp:77] Creating layer inception_5b/relu_pool_proj +I0228 23:02:15.579707 24886 net.cpp:91] Creating Layer inception_5b/relu_pool_proj +I0228 23:02:15.579711 24886 net.cpp:425] inception_5b/relu_pool_proj <- inception_5b/pool_proj +I0228 23:02:15.579715 24886 net.cpp:386] inception_5b/relu_pool_proj -> inception_5b/pool_proj (in-place) +I0228 23:02:15.579859 24886 net.cpp:141] Setting up inception_5b/relu_pool_proj +I0228 23:02:15.579867 24886 net.cpp:148] Top shape: 128 128 7 7 (802816) +I0228 23:02:15.579869 24886 net.cpp:156] Memory required for data: 6620823552 +I0228 23:02:15.579872 24886 layer_factory.hpp:77] Creating layer inception_5b/output +I0228 23:02:15.579879 24886 net.cpp:91] Creating Layer inception_5b/output +I0228 23:02:15.579881 24886 net.cpp:425] inception_5b/output <- inception_5b/1x1 +I0228 23:02:15.579885 24886 net.cpp:425] inception_5b/output <- inception_5b/3x3 +I0228 23:02:15.579890 24886 net.cpp:425] inception_5b/output <- inception_5b/5x5 +I0228 23:02:15.579892 24886 net.cpp:425] inception_5b/output <- inception_5b/pool_proj +I0228 23:02:15.579895 24886 net.cpp:399] inception_5b/output -> inception_5b/output +I0228 23:02:15.579931 24886 net.cpp:141] Setting up inception_5b/output +I0228 23:02:15.579936 24886 net.cpp:148] Top shape: 128 1024 7 7 (6422528) +I0228 23:02:15.579939 24886 net.cpp:156] Memory required for data: 6646513664 +I0228 23:02:15.579942 24886 layer_factory.hpp:77] Creating layer pool5/7x7_s1 +I0228 23:02:15.579946 24886 net.cpp:91] Creating Layer pool5/7x7_s1 +I0228 23:02:15.579949 24886 net.cpp:425] pool5/7x7_s1 <- inception_5b/output +I0228 23:02:15.579954 24886 net.cpp:399] pool5/7x7_s1 -> pool5/7x7_s1 +I0228 23:02:15.580256 24886 net.cpp:141] Setting up pool5/7x7_s1 +I0228 23:02:15.580266 24886 net.cpp:148] Top shape: 128 1024 1 1 (131072) +I0228 23:02:15.580270 24886 net.cpp:156] Memory required for data: 6647037952 +I0228 23:02:15.580272 24886 layer_factory.hpp:77] Creating layer fc6 +I0228 23:02:15.580278 24886 net.cpp:91] Creating Layer fc6 +I0228 23:02:15.580281 24886 net.cpp:425] fc6 <- pool5/7x7_s1 +I0228 23:02:15.580287 24886 net.cpp:399] fc6 -> fc6 +I0228 23:02:15.581909 24886 net.cpp:141] Setting up fc6 +I0228 23:02:15.581921 24886 net.cpp:148] Top shape: 128 1000 (128000) +I0228 23:02:15.581924 24886 net.cpp:156] Memory required for data: 6647549952 +I0228 23:02:15.581929 24886 layer_factory.hpp:77] Creating layer fc6/relu +I0228 23:02:15.581934 24886 net.cpp:91] Creating Layer fc6/relu +I0228 23:02:15.581938 24886 net.cpp:425] fc6/relu <- fc6 +I0228 23:02:15.581941 24886 net.cpp:386] fc6/relu -> fc6 (in-place) +I0228 23:02:15.582084 24886 net.cpp:141] Setting up fc6/relu +I0228 23:02:15.582093 24886 net.cpp:148] Top shape: 128 1000 (128000) +I0228 23:02:15.582094 24886 net.cpp:156] Memory required for data: 6648061952 +I0228 23:02:15.582098 24886 net.cpp:219] fc6/relu does not need backward computation. +I0228 23:02:15.582100 24886 net.cpp:219] fc6 does not need backward computation. +I0228 23:02:15.582103 24886 net.cpp:219] pool5/7x7_s1 does not need backward computation. +I0228 23:02:15.582106 24886 net.cpp:219] inception_5b/output does not need backward computation. +I0228 23:02:15.582109 24886 net.cpp:219] inception_5b/relu_pool_proj does not need backward computation. +I0228 23:02:15.582111 24886 net.cpp:219] inception_5b/pool_proj does not need backward computation. +I0228 23:02:15.582114 24886 net.cpp:219] inception_5b/pool does not need backward computation. +I0228 23:02:15.582118 24886 net.cpp:219] inception_5b/relu_5x5 does not need backward computation. +I0228 23:02:15.582119 24886 net.cpp:219] inception_5b/5x5 does not need backward computation. +I0228 23:02:15.582123 24886 net.cpp:219] inception_5b/relu_5x5_reduce does not need backward computation. +I0228 23:02:15.582124 24886 net.cpp:219] inception_5b/5x5_reduce does not need backward computation. +I0228 23:02:15.582128 24886 net.cpp:219] inception_5b/relu_3x3 does not need backward computation. +I0228 23:02:15.582129 24886 net.cpp:219] inception_5b/3x3 does not need backward computation. +I0228 23:02:15.582132 24886 net.cpp:219] inception_5b/relu_3x3_reduce does not need backward computation. +I0228 23:02:15.582135 24886 net.cpp:219] inception_5b/3x3_reduce does not need backward computation. +I0228 23:02:15.582137 24886 net.cpp:219] inception_5b/relu_1x1 does not need backward computation. +I0228 23:02:15.582140 24886 net.cpp:219] inception_5b/1x1 does not need backward computation. +I0228 23:02:15.582144 24886 net.cpp:219] inception_5a/output_inception_5a/output_0_split does not need backward computation. +I0228 23:02:15.582146 24886 net.cpp:219] inception_5a/output does not need backward computation. +I0228 23:02:15.582149 24886 net.cpp:219] inception_5a/relu_pool_proj does not need backward computation. +I0228 23:02:15.582152 24886 net.cpp:219] inception_5a/pool_proj does not need backward computation. +I0228 23:02:15.582155 24886 net.cpp:219] inception_5a/pool does not need backward computation. +I0228 23:02:15.582159 24886 net.cpp:219] inception_5a/relu_5x5 does not need backward computation. +I0228 23:02:15.582160 24886 net.cpp:219] inception_5a/5x5 does not need backward computation. +I0228 23:02:15.582164 24886 net.cpp:219] inception_5a/relu_5x5_reduce does not need backward computation. +I0228 23:02:15.582170 24886 net.cpp:219] inception_5a/5x5_reduce does not need backward computation. +I0228 23:02:15.582173 24886 net.cpp:219] inception_5a/relu_3x3 does not need backward computation. +I0228 23:02:15.582176 24886 net.cpp:219] inception_5a/3x3 does not need backward computation. +I0228 23:02:15.582180 24886 net.cpp:219] inception_5a/relu_3x3_reduce does not need backward computation. +I0228 23:02:15.582181 24886 net.cpp:219] inception_5a/3x3_reduce does not need backward computation. +I0228 23:02:15.582185 24886 net.cpp:219] inception_5a/relu_1x1 does not need backward computation. +I0228 23:02:15.582187 24886 net.cpp:219] inception_5a/1x1 does not need backward computation. +I0228 23:02:15.582190 24886 net.cpp:219] pool4/3x3_s2_pool4/3x3_s2_0_split does not need backward computation. +I0228 23:02:15.582193 24886 net.cpp:219] pool4/3x3_s2 does not need backward computation. +I0228 23:02:15.582196 24886 net.cpp:219] inception_4e/output does not need backward computation. +I0228 23:02:15.582201 24886 net.cpp:219] inception_4e/relu_pool_proj does not need backward computation. +I0228 23:02:15.582204 24886 net.cpp:219] inception_4e/pool_proj does not need backward computation. +I0228 23:02:15.582208 24886 net.cpp:219] inception_4e/pool does not need backward computation. +I0228 23:02:15.582211 24886 net.cpp:219] inception_4e/relu_5x5 does not need backward computation. +I0228 23:02:15.582214 24886 net.cpp:219] inception_4e/5x5 does not need backward computation. +I0228 23:02:15.582217 24886 net.cpp:219] inception_4e/relu_5x5_reduce does not need backward computation. +I0228 23:02:15.582221 24886 net.cpp:219] inception_4e/5x5_reduce does not need backward computation. +I0228 23:02:15.582223 24886 net.cpp:219] inception_4e/relu_3x3 does not need backward computation. +I0228 23:02:15.582226 24886 net.cpp:219] inception_4e/3x3 does not need backward computation. +I0228 23:02:15.582228 24886 net.cpp:219] inception_4e/relu_3x3_reduce does not need backward computation. +I0228 23:02:15.582231 24886 net.cpp:219] inception_4e/3x3_reduce does not need backward computation. +I0228 23:02:15.582234 24886 net.cpp:219] inception_4e/relu_1x1 does not need backward computation. +I0228 23:02:15.582237 24886 net.cpp:219] inception_4e/1x1 does not need backward computation. +I0228 23:02:15.582240 24886 net.cpp:219] inception_4d/output_inception_4d/output_0_split does not need backward computation. +I0228 23:02:15.582243 24886 net.cpp:219] inception_4d/output does not need backward computation. +I0228 23:02:15.582247 24886 net.cpp:219] inception_4d/relu_pool_proj does not need backward computation. +I0228 23:02:15.582250 24886 net.cpp:219] inception_4d/pool_proj does not need backward computation. +I0228 23:02:15.582253 24886 net.cpp:219] inception_4d/pool does not need backward computation. +I0228 23:02:15.582257 24886 net.cpp:219] inception_4d/relu_5x5 does not need backward computation. +I0228 23:02:15.582259 24886 net.cpp:219] inception_4d/5x5 does not need backward computation. +I0228 23:02:15.582262 24886 net.cpp:219] inception_4d/relu_5x5_reduce does not need backward computation. +I0228 23:02:15.582264 24886 net.cpp:219] inception_4d/5x5_reduce does not need backward computation. +I0228 23:02:15.582267 24886 net.cpp:219] inception_4d/relu_3x3 does not need backward computation. +I0228 23:02:15.582270 24886 net.cpp:219] inception_4d/3x3 does not need backward computation. +I0228 23:02:15.582273 24886 net.cpp:219] inception_4d/relu_3x3_reduce does not need backward computation. +I0228 23:02:15.582276 24886 net.cpp:219] inception_4d/3x3_reduce does not need backward computation. +I0228 23:02:15.582279 24886 net.cpp:219] inception_4d/relu_1x1 does not need backward computation. +I0228 23:02:15.582283 24886 net.cpp:219] inception_4d/1x1 does not need backward computation. +I0228 23:02:15.582285 24886 net.cpp:219] inception_4c/output_inception_4c/output_0_split does not need backward computation. +I0228 23:02:15.582288 24886 net.cpp:219] inception_4c/output does not need backward computation. +I0228 23:02:15.582294 24886 net.cpp:219] inception_4c/relu_pool_proj does not need backward computation. +I0228 23:02:15.582298 24886 net.cpp:219] inception_4c/pool_proj does not need backward computation. +I0228 23:02:15.582300 24886 net.cpp:219] inception_4c/pool does not need backward computation. +I0228 23:02:15.582304 24886 net.cpp:219] inception_4c/relu_5x5 does not need backward computation. +I0228 23:02:15.582306 24886 net.cpp:219] inception_4c/5x5 does not need backward computation. +I0228 23:02:15.582309 24886 net.cpp:219] inception_4c/relu_5x5_reduce does not need backward computation. +I0228 23:02:15.582312 24886 net.cpp:219] inception_4c/5x5_reduce does not need backward computation. +I0228 23:02:15.582315 24886 net.cpp:219] inception_4c/relu_3x3 does not need backward computation. +I0228 23:02:15.582319 24886 net.cpp:219] inception_4c/3x3 does not need backward computation. +I0228 23:02:15.582321 24886 net.cpp:219] inception_4c/relu_3x3_reduce does not need backward computation. +I0228 23:02:15.582324 24886 net.cpp:219] inception_4c/3x3_reduce does not need backward computation. +I0228 23:02:15.582326 24886 net.cpp:219] inception_4c/relu_1x1 does not need backward computation. +I0228 23:02:15.582341 24886 net.cpp:219] inception_4c/1x1 does not need backward computation. +I0228 23:02:15.582345 24886 net.cpp:219] inception_4b/output_inception_4b/output_0_split does not need backward computation. +I0228 23:02:15.582347 24886 net.cpp:219] inception_4b/output does not need backward computation. +I0228 23:02:15.582351 24886 net.cpp:219] inception_4b/relu_pool_proj does not need backward computation. +I0228 23:02:15.582355 24886 net.cpp:219] inception_4b/pool_proj does not need backward computation. +I0228 23:02:15.582357 24886 net.cpp:219] inception_4b/pool does not need backward computation. +I0228 23:02:15.582360 24886 net.cpp:219] inception_4b/relu_5x5 does not need backward computation. +I0228 23:02:15.582363 24886 net.cpp:219] inception_4b/5x5 does not need backward computation. +I0228 23:02:15.582366 24886 net.cpp:219] inception_4b/relu_5x5_reduce does not need backward computation. +I0228 23:02:15.582370 24886 net.cpp:219] inception_4b/5x5_reduce does not need backward computation. +I0228 23:02:15.582372 24886 net.cpp:219] inception_4b/relu_3x3 does not need backward computation. +I0228 23:02:15.582376 24886 net.cpp:219] inception_4b/3x3 does not need backward computation. +I0228 23:02:15.582378 24886 net.cpp:219] inception_4b/relu_3x3_reduce does not need backward computation. +I0228 23:02:15.582381 24886 net.cpp:219] inception_4b/3x3_reduce does not need backward computation. +I0228 23:02:15.582384 24886 net.cpp:219] inception_4b/relu_1x1 does not need backward computation. +I0228 23:02:15.582387 24886 net.cpp:219] inception_4b/1x1 does not need backward computation. +I0228 23:02:15.582391 24886 net.cpp:219] inception_4a/output_inception_4a/output_0_split does not need backward computation. +I0228 23:02:15.582393 24886 net.cpp:219] inception_4a/output does not need backward computation. +I0228 23:02:15.582397 24886 net.cpp:219] inception_4a/relu_pool_proj does not need backward computation. +I0228 23:02:15.582401 24886 net.cpp:219] inception_4a/pool_proj does not need backward computation. +I0228 23:02:15.582403 24886 net.cpp:219] inception_4a/pool does not need backward computation. +I0228 23:02:15.582407 24886 net.cpp:219] inception_4a/relu_5x5 does not need backward computation. +I0228 23:02:15.582409 24886 net.cpp:219] inception_4a/5x5 does not need backward computation. +I0228 23:02:15.582417 24886 net.cpp:219] inception_4a/relu_5x5_reduce does not need backward computation. +I0228 23:02:15.582419 24886 net.cpp:219] inception_4a/5x5_reduce does not need backward computation. +I0228 23:02:15.582422 24886 net.cpp:219] inception_4a/relu_3x3 does not need backward computation. +I0228 23:02:15.582425 24886 net.cpp:219] inception_4a/3x3 does not need backward computation. +I0228 23:02:15.582428 24886 net.cpp:219] inception_4a/relu_3x3_reduce does not need backward computation. +I0228 23:02:15.582432 24886 net.cpp:219] inception_4a/3x3_reduce does not need backward computation. +I0228 23:02:15.582437 24886 net.cpp:219] inception_4a/relu_1x1 does not need backward computation. +I0228 23:02:15.582440 24886 net.cpp:219] inception_4a/1x1 does not need backward computation. +I0228 23:02:15.582443 24886 net.cpp:219] pool3/3x3_s2_pool3/3x3_s2_0_split does not need backward computation. +I0228 23:02:15.582448 24886 net.cpp:219] pool3/3x3_s2 does not need backward computation. +I0228 23:02:15.582450 24886 net.cpp:219] inception_3b/output does not need backward computation. +I0228 23:02:15.582454 24886 net.cpp:219] inception_3b/relu_pool_proj does not need backward computation. +I0228 23:02:15.582458 24886 net.cpp:219] inception_3b/pool_proj does not need backward computation. +I0228 23:02:15.582460 24886 net.cpp:219] inception_3b/pool does not need backward computation. +I0228 23:02:15.582463 24886 net.cpp:219] inception_3b/relu_5x5 does not need backward computation. +I0228 23:02:15.582466 24886 net.cpp:219] inception_3b/5x5 does not need backward computation. +I0228 23:02:15.582469 24886 net.cpp:219] inception_3b/relu_5x5_reduce does not need backward computation. +I0228 23:02:15.582473 24886 net.cpp:219] inception_3b/5x5_reduce does not need backward computation. +I0228 23:02:15.582475 24886 net.cpp:219] inception_3b/relu_3x3 does not need backward computation. +I0228 23:02:15.582479 24886 net.cpp:219] inception_3b/3x3 does not need backward computation. +I0228 23:02:15.582481 24886 net.cpp:219] inception_3b/relu_3x3_reduce does not need backward computation. +I0228 23:02:15.582484 24886 net.cpp:219] inception_3b/3x3_reduce does not need backward computation. +I0228 23:02:15.582487 24886 net.cpp:219] inception_3b/relu_1x1 does not need backward computation. +I0228 23:02:15.582490 24886 net.cpp:219] inception_3b/1x1 does not need backward computation. +I0228 23:02:15.582494 24886 net.cpp:219] inception_3a/output_inception_3a/output_0_split does not need backward computation. +I0228 23:02:15.582497 24886 net.cpp:219] inception_3a/output does not need backward computation. +I0228 23:02:15.582501 24886 net.cpp:219] inception_3a/relu_pool_proj does not need backward computation. +I0228 23:02:15.582504 24886 net.cpp:219] inception_3a/pool_proj does not need backward computation. +I0228 23:02:15.582507 24886 net.cpp:219] inception_3a/pool does not need backward computation. +I0228 23:02:15.582510 24886 net.cpp:219] inception_3a/relu_5x5 does not need backward computation. +I0228 23:02:15.582514 24886 net.cpp:219] inception_3a/5x5 does not need backward computation. +I0228 23:02:15.582516 24886 net.cpp:219] inception_3a/relu_5x5_reduce does not need backward computation. +I0228 23:02:15.582520 24886 net.cpp:219] inception_3a/5x5_reduce does not need backward computation. +I0228 23:02:15.582522 24886 net.cpp:219] inception_3a/relu_3x3 does not need backward computation. +I0228 23:02:15.582525 24886 net.cpp:219] inception_3a/3x3 does not need backward computation. +I0228 23:02:15.582528 24886 net.cpp:219] inception_3a/relu_3x3_reduce does not need backward computation. +I0228 23:02:15.582531 24886 net.cpp:219] inception_3a/3x3_reduce does not need backward computation. +I0228 23:02:15.582535 24886 net.cpp:219] inception_3a/relu_1x1 does not need backward computation. +I0228 23:02:15.582537 24886 net.cpp:219] inception_3a/1x1 does not need backward computation. +I0228 23:02:15.582540 24886 net.cpp:219] pool2/3x3_s2_pool2/3x3_s2_0_split does not need backward computation. +I0228 23:02:15.582545 24886 net.cpp:219] pool2/3x3_s2 does not need backward computation. +I0228 23:02:15.582547 24886 net.cpp:219] conv2/relu_3x3 does not need backward computation. +I0228 23:02:15.582551 24886 net.cpp:219] conv2/3x3 does not need backward computation. +I0228 23:02:15.582553 24886 net.cpp:219] conv2/relu_3x3_reduce does not need backward computation. +I0228 23:02:15.582556 24886 net.cpp:219] conv2/3x3_reduce does not need backward computation. +I0228 23:02:15.582559 24886 net.cpp:219] pool1/3x3_s2 does not need backward computation. +I0228 23:02:15.582562 24886 net.cpp:219] conv1/relu_7x7 does not need backward computation. +I0228 23:02:15.582568 24886 net.cpp:219] conv1/7x7_s2 does not need backward computation. +I0228 23:02:15.582571 24886 net.cpp:219] input does not need backward computation. +I0228 23:02:15.582586 24886 net.cpp:261] This network produces output fc6 +I0228 23:02:15.582666 24886 net.cpp:274] Network initialization done. +I0228 23:02:15.583042 24886 caffe.cpp:320] Performing Forward +I0228 23:02:15.762781 24886 caffe.cpp:325] Initial loss: 0 +I0228 23:02:15.762822 24886 caffe.cpp:326] Performing Backward +I0228 23:02:15.813006 24886 caffe.cpp:334] *** Benchmark begins *** +I0228 23:02:15.813019 24886 caffe.cpp:335] Testing for 10 iterations. +I0228 23:02:16.621325 24886 caffe.cpp:363] Iteration: 1 forward-backward time: 484.104 ms. +I0228 23:02:17.106688 24886 caffe.cpp:363] Iteration: 2 forward-backward time: 485.296 ms. +I0228 23:02:17.591450 24886 caffe.cpp:363] Iteration: 3 forward-backward time: 484.703 ms. +I0228 23:02:18.075834 24886 caffe.cpp:363] Iteration: 4 forward-backward time: 484.327 ms. +I0228 23:02:18.559973 24886 caffe.cpp:363] Iteration: 5 forward-backward time: 484.083 ms. +I0228 23:02:19.044378 24886 caffe.cpp:363] Iteration: 6 forward-backward time: 484.35 ms. +I0228 23:02:19.529733 24886 caffe.cpp:363] Iteration: 7 forward-backward time: 485.299 ms. +I0228 23:02:20.014072 24886 caffe.cpp:363] Iteration: 8 forward-backward time: 484.283 ms. +I0228 23:02:20.498553 24886 caffe.cpp:363] Iteration: 9 forward-backward time: 484.425 ms. +I0228 23:02:20.983126 24886 caffe.cpp:363] Iteration: 10 forward-backward time: 484.518 ms. +I0228 23:02:20.983151 24886 caffe.cpp:366] Average time per layer: +I0228 23:02:20.983155 24886 caffe.cpp:369] input forward: 0.0019552 ms. +I0228 23:02:20.983161 24886 caffe.cpp:372] input backward: 0.0023584 ms. +I0228 23:02:20.983165 24886 caffe.cpp:369] conv1/7x7_s2 forward: 10.4728 ms. +I0228 23:02:20.983168 24886 caffe.cpp:372] conv1/7x7_s2 backward: 35.4643 ms. +I0228 23:02:20.983171 24886 caffe.cpp:369] conv1/relu_7x7 forward: 3.65498 ms. +I0228 23:02:20.983175 24886 caffe.cpp:372] conv1/relu_7x7 backward: 5.4398 ms. +I0228 23:02:20.983177 24886 caffe.cpp:369] pool1/3x3_s2 forward: 3.2475 ms. +I0228 23:02:20.983180 24886 caffe.cpp:372] pool1/3x3_s2 backward: 14.0323 ms. +I0228 23:02:20.983182 24886 caffe.cpp:369] conv2/3x3_reduce forward: 1.8945 ms. +I0228 23:02:20.983186 24886 caffe.cpp:372] conv2/3x3_reduce backward: 4.59992 ms. +I0228 23:02:20.983188 24886 caffe.cpp:369] conv2/relu_3x3_reduce forward: 0.932051 ms. +I0228 23:02:20.983191 24886 caffe.cpp:372] conv2/relu_3x3_reduce backward: 1.34994 ms. +I0228 23:02:20.983194 24886 caffe.cpp:369] conv2/3x3 forward: 19.5557 ms. +I0228 23:02:20.983197 24886 caffe.cpp:372] conv2/3x3 backward: 37.535 ms. +I0228 23:02:20.983201 24886 caffe.cpp:369] conv2/relu_3x3 forward: 2.73849 ms. +I0228 23:02:20.983203 24886 caffe.cpp:372] conv2/relu_3x3 backward: 4.05741 ms. +I0228 23:02:20.983206 24886 caffe.cpp:369] pool2/3x3_s2 forward: 2.46508 ms. +I0228 23:02:20.983209 24886 caffe.cpp:372] pool2/3x3_s2 backward: 10.6933 ms. +I0228 23:02:20.983211 24886 caffe.cpp:369] pool2/3x3_s2_pool2/3x3_s2_0_split forward: 0.0035904 ms. +I0228 23:02:20.983214 24886 caffe.cpp:372] pool2/3x3_s2_pool2/3x3_s2_0_split backward: 2.58223 ms. +I0228 23:02:20.983217 24886 caffe.cpp:369] inception_3a/1x1 forward: 0.854224 ms. +I0228 23:02:20.983220 24886 caffe.cpp:372] inception_3a/1x1 backward: 2.75079 ms. +I0228 23:02:20.983223 24886 caffe.cpp:369] inception_3a/relu_1x1 forward: 0.241987 ms. +I0228 23:02:20.983225 24886 caffe.cpp:372] inception_3a/relu_1x1 backward: 0.3532 ms. +I0228 23:02:20.983228 24886 caffe.cpp:369] inception_3a/3x3_reduce forward: 1.48407 ms. +I0228 23:02:20.983232 24886 caffe.cpp:372] inception_3a/3x3_reduce backward: 3.16529 ms. +I0228 23:02:20.983234 24886 caffe.cpp:369] inception_3a/relu_3x3_reduce forward: 0.356147 ms. +I0228 23:02:20.983237 24886 caffe.cpp:372] inception_3a/relu_3x3_reduce backward: 0.526858 ms. +I0228 23:02:20.983239 24886 caffe.cpp:369] inception_3a/3x3 forward: 4.54544 ms. +I0228 23:02:20.983242 24886 caffe.cpp:372] inception_3a/3x3 backward: 9.15683 ms. +I0228 23:02:20.983253 24886 caffe.cpp:369] inception_3a/relu_3x3 forward: 0.468896 ms. +I0228 23:02:20.983255 24886 caffe.cpp:372] inception_3a/relu_3x3 backward: 0.685674 ms. +I0228 23:02:20.983258 24886 caffe.cpp:369] inception_3a/5x5_reduce forward: 0.454861 ms. +I0228 23:02:20.983261 24886 caffe.cpp:372] inception_3a/5x5_reduce backward: 1.90946 ms. +I0228 23:02:20.983264 24886 caffe.cpp:369] inception_3a/relu_5x5_reduce forward: 0.0624864 ms. +I0228 23:02:20.983268 24886 caffe.cpp:372] inception_3a/relu_5x5_reduce backward: 0.0988224 ms. +I0228 23:02:20.983269 24886 caffe.cpp:369] inception_3a/5x5 forward: 0.75848 ms. +I0228 23:02:20.983273 24886 caffe.cpp:372] inception_3a/5x5 backward: 1.97141 ms. +I0228 23:02:20.983275 24886 caffe.cpp:369] inception_3a/relu_5x5 forward: 0.122365 ms. +I0228 23:02:20.983278 24886 caffe.cpp:372] inception_3a/relu_5x5 backward: 0.178077 ms. +I0228 23:02:20.983281 24886 caffe.cpp:369] inception_3a/pool forward: 2.19004 ms. +I0228 23:02:20.983283 24886 caffe.cpp:372] inception_3a/pool backward: 3.80633 ms. +I0228 23:02:20.983286 24886 caffe.cpp:369] inception_3a/pool_proj forward: 0.539971 ms. +I0228 23:02:20.983289 24886 caffe.cpp:372] inception_3a/pool_proj backward: 2.17446 ms. +I0228 23:02:20.983292 24886 caffe.cpp:369] inception_3a/relu_pool_proj forward: 0.119722 ms. +I0228 23:02:20.983294 24886 caffe.cpp:372] inception_3a/relu_pool_proj backward: 0.178893 ms. +I0228 23:02:20.983297 24886 caffe.cpp:369] inception_3a/output forward: 0.912701 ms. +I0228 23:02:20.983300 24886 caffe.cpp:372] inception_3a/output backward: 0.964221 ms. +I0228 23:02:20.983304 24886 caffe.cpp:369] inception_3a/output_inception_3a/output_0_split forward: 0.0018464 ms. +I0228 23:02:20.983306 24886 caffe.cpp:372] inception_3a/output_inception_3a/output_0_split backward: 3.44801 ms. +I0228 23:02:20.983309 24886 caffe.cpp:369] inception_3b/1x1 forward: 1.85572 ms. +I0228 23:02:20.983311 24886 caffe.cpp:372] inception_3b/1x1 backward: 3.66716 ms. +I0228 23:02:20.983314 24886 caffe.cpp:369] inception_3b/relu_1x1 forward: 0.469315 ms. +I0228 23:02:20.983317 24886 caffe.cpp:372] inception_3b/relu_1x1 backward: 0.685789 ms. +I0228 23:02:20.983320 24886 caffe.cpp:369] inception_3b/3x3_reduce forward: 1.84167 ms. +I0228 23:02:20.983322 24886 caffe.cpp:372] inception_3b/3x3_reduce backward: 3.64473 ms. +I0228 23:02:20.983325 24886 caffe.cpp:369] inception_3b/relu_3x3_reduce forward: 0.463808 ms. +I0228 23:02:20.983328 24886 caffe.cpp:372] inception_3b/relu_3x3_reduce backward: 0.694074 ms. +I0228 23:02:20.983331 24886 caffe.cpp:369] inception_3b/3x3 forward: 9.0364 ms. +I0228 23:02:20.983335 24886 caffe.cpp:372] inception_3b/3x3 backward: 16.852 ms. +I0228 23:02:20.983337 24886 caffe.cpp:369] inception_3b/relu_3x3 forward: 0.699309 ms. +I0228 23:02:20.983340 24886 caffe.cpp:372] inception_3b/relu_3x3 backward: 1.02645 ms. +I0228 23:02:20.983342 24886 caffe.cpp:369] inception_3b/5x5_reduce forward: 0.641558 ms. +I0228 23:02:20.983345 24886 caffe.cpp:372] inception_3b/5x5_reduce backward: 2.46796 ms. +I0228 23:02:20.983347 24886 caffe.cpp:369] inception_3b/relu_5x5_reduce forward: 0.124112 ms. +I0228 23:02:20.983350 24886 caffe.cpp:372] inception_3b/relu_5x5_reduce backward: 0.177667 ms. +I0228 23:02:20.983353 24886 caffe.cpp:369] inception_3b/5x5 forward: 3.81841 ms. +I0228 23:02:20.983356 24886 caffe.cpp:372] inception_3b/5x5 backward: 7.39327 ms. +I0228 23:02:20.983360 24886 caffe.cpp:369] inception_3b/relu_5x5 forward: 0.353882 ms. +I0228 23:02:20.983361 24886 caffe.cpp:372] inception_3b/relu_5x5 backward: 0.522762 ms. +I0228 23:02:20.983364 24886 caffe.cpp:369] inception_3b/pool forward: 2.91349 ms. +I0228 23:02:20.983367 24886 caffe.cpp:372] inception_3b/pool backward: 5.06347 ms. +I0228 23:02:20.983371 24886 caffe.cpp:369] inception_3b/pool_proj forward: 1.0057 ms. +I0228 23:02:20.983372 24886 caffe.cpp:372] inception_3b/pool_proj backward: 2.73828 ms. +I0228 23:02:20.983376 24886 caffe.cpp:369] inception_3b/relu_pool_proj forward: 0.244941 ms. +I0228 23:02:20.983378 24886 caffe.cpp:372] inception_3b/relu_pool_proj backward: 0.355526 ms. +I0228 23:02:20.983383 24886 caffe.cpp:369] inception_3b/output forward: 1.68458 ms. +I0228 23:02:20.983386 24886 caffe.cpp:372] inception_3b/output backward: 1.78258 ms. +I0228 23:02:20.983388 24886 caffe.cpp:369] pool3/3x3_s2 forward: 1.65253 ms. +I0228 23:02:20.983392 24886 caffe.cpp:372] pool3/3x3_s2 backward: 6.83601 ms. +I0228 23:02:20.983394 24886 caffe.cpp:369] pool3/3x3_s2_pool3/3x3_s2_0_split forward: 0.0029696 ms. +I0228 23:02:20.983397 24886 caffe.cpp:372] pool3/3x3_s2_pool3/3x3_s2_0_split backward: 1.62491 ms. +I0228 23:02:20.983399 24886 caffe.cpp:369] inception_4a/1x1 forward: 1.20322 ms. +I0228 23:02:20.983402 24886 caffe.cpp:372] inception_4a/1x1 backward: 3.03853 ms. +I0228 23:02:20.983405 24886 caffe.cpp:369] inception_4a/relu_1x1 forward: 0.184627 ms. +I0228 23:02:20.983408 24886 caffe.cpp:372] inception_4a/relu_1x1 backward: 0.263267 ms. +I0228 23:02:20.983410 24886 caffe.cpp:369] inception_4a/3x3_reduce forward: 0.780909 ms. +I0228 23:02:20.983413 24886 caffe.cpp:372] inception_4a/3x3_reduce backward: 2.02045 ms. +I0228 23:02:20.983417 24886 caffe.cpp:369] inception_4a/relu_3x3_reduce forward: 0.09616 ms. +I0228 23:02:20.983419 24886 caffe.cpp:372] inception_4a/relu_3x3_reduce backward: 0.135584 ms. +I0228 23:02:20.983422 24886 caffe.cpp:369] inception_4a/3x3 forward: 2.36124 ms. +I0228 23:02:20.983424 24886 caffe.cpp:372] inception_4a/3x3 backward: 4.1807 ms. +I0228 23:02:20.983428 24886 caffe.cpp:369] inception_4a/relu_3x3 forward: 0.195158 ms. +I0228 23:02:20.983430 24886 caffe.cpp:372] inception_4a/relu_3x3 backward: 0.292877 ms. +I0228 23:02:20.983433 24886 caffe.cpp:369] inception_4a/5x5_reduce forward: 0.282 ms. +I0228 23:02:20.983435 24886 caffe.cpp:372] inception_4a/5x5_reduce backward: 1.09958 ms. +I0228 23:02:20.983438 24886 caffe.cpp:369] inception_4a/relu_5x5_reduce forward: 0.0161888 ms. +I0228 23:02:20.983441 24886 caffe.cpp:372] inception_4a/relu_5x5_reduce backward: 0.0231456 ms. +I0228 23:02:20.983443 24886 caffe.cpp:369] inception_4a/5x5 forward: 0.361274 ms. +I0228 23:02:20.983446 24886 caffe.cpp:372] inception_4a/5x5 backward: 0.904502 ms. +I0228 23:02:20.983449 24886 caffe.cpp:369] inception_4a/relu_5x5 forward: 0.048352 ms. +I0228 23:02:20.983453 24886 caffe.cpp:372] inception_4a/relu_5x5 backward: 0.0732192 ms. +I0228 23:02:20.983455 24886 caffe.cpp:369] inception_4a/pool forward: 1.382 ms. +I0228 23:02:20.983458 24886 caffe.cpp:372] inception_4a/pool backward: 2.43591 ms. +I0228 23:02:20.983460 24886 caffe.cpp:369] inception_4a/pool_proj forward: 0.474934 ms. +I0228 23:02:20.983464 24886 caffe.cpp:372] inception_4a/pool_proj backward: 1.34697 ms. +I0228 23:02:20.983465 24886 caffe.cpp:369] inception_4a/relu_pool_proj forward: 0.0661696 ms. +I0228 23:02:20.983469 24886 caffe.cpp:372] inception_4a/relu_pool_proj backward: 0.098208 ms. +I0228 23:02:20.983471 24886 caffe.cpp:369] inception_4a/output forward: 0.468899 ms. +I0228 23:02:20.983474 24886 caffe.cpp:372] inception_4a/output backward: 0.498058 ms. +I0228 23:02:20.983477 24886 caffe.cpp:369] inception_4a/output_inception_4a/output_0_split forward: 0.0019456 ms. +I0228 23:02:20.983480 24886 caffe.cpp:372] inception_4a/output_inception_4a/output_0_split backward: 1.73005 ms. +I0228 23:02:20.983482 24886 caffe.cpp:369] inception_4b/1x1 forward: 1.23271 ms. +I0228 23:02:20.983485 24886 caffe.cpp:372] inception_4b/1x1 backward: 2.58008 ms. +I0228 23:02:20.983489 24886 caffe.cpp:369] inception_4b/relu_1x1 forward: 0.151962 ms. +I0228 23:02:20.983491 24886 caffe.cpp:372] inception_4b/relu_1x1 backward: 0.22785 ms. +I0228 23:02:20.983494 24886 caffe.cpp:369] inception_4b/3x3_reduce forward: 0.791642 ms. +I0228 23:02:20.983496 24886 caffe.cpp:372] inception_4b/3x3_reduce backward: 1.46013 ms. +I0228 23:02:20.983500 24886 caffe.cpp:369] inception_4b/relu_3x3_reduce forward: 0.107843 ms. +I0228 23:02:20.983502 24886 caffe.cpp:372] inception_4b/relu_3x3_reduce backward: 0.167021 ms. +I0228 23:02:20.983505 24886 caffe.cpp:369] inception_4b/3x3 forward: 2.67685 ms. +I0228 23:02:20.983507 24886 caffe.cpp:372] inception_4b/3x3 backward: 4.74678 ms. +I0228 23:02:20.983510 24886 caffe.cpp:369] inception_4b/relu_3x3 forward: 0.211062 ms. +I0228 23:02:20.983515 24886 caffe.cpp:372] inception_4b/relu_3x3 backward: 0.317677 ms. +I0228 23:02:20.983518 24886 caffe.cpp:369] inception_4b/5x5_reduce forward: 0.302493 ms. +I0228 23:02:20.983521 24886 caffe.cpp:372] inception_4b/5x5_reduce backward: 1.15796 ms. +I0228 23:02:20.983523 24886 caffe.cpp:369] inception_4b/relu_5x5_reduce forward: 0.0173216 ms. +I0228 23:02:20.983526 24886 caffe.cpp:372] inception_4b/relu_5x5_reduce backward: 0.0318432 ms. +I0228 23:02:20.983530 24886 caffe.cpp:369] inception_4b/5x5 forward: 0.521626 ms. +I0228 23:02:20.983532 24886 caffe.cpp:372] inception_4b/5x5 backward: 1.17678 ms. +I0228 23:02:20.983536 24886 caffe.cpp:369] inception_4b/relu_5x5 forward: 0.0640032 ms. +I0228 23:02:20.983538 24886 caffe.cpp:372] inception_4b/relu_5x5 backward: 0.094336 ms. +I0228 23:02:20.983541 24886 caffe.cpp:369] inception_4b/pool forward: 1.47334 ms. +I0228 23:02:20.983543 24886 caffe.cpp:372] inception_4b/pool backward: 2.60528 ms. +I0228 23:02:20.983546 24886 caffe.cpp:369] inception_4b/pool_proj forward: 0.500538 ms. +I0228 23:02:20.983549 24886 caffe.cpp:372] inception_4b/pool_proj backward: 1.30243 ms. +I0228 23:02:20.983552 24886 caffe.cpp:369] inception_4b/relu_pool_proj forward: 0.0629632 ms. +I0228 23:02:20.983556 24886 caffe.cpp:372] inception_4b/relu_pool_proj backward: 0.0957376 ms. +I0228 23:02:20.983557 24886 caffe.cpp:369] inception_4b/output forward: 0.468704 ms. +I0228 23:02:20.983561 24886 caffe.cpp:372] inception_4b/output backward: 0.498182 ms. +I0228 23:02:20.983563 24886 caffe.cpp:369] inception_4b/output_inception_4b/output_0_split forward: 0.0017536 ms. +I0228 23:02:20.983566 24886 caffe.cpp:372] inception_4b/output_inception_4b/output_0_split backward: 1.72872 ms. +I0228 23:02:20.983569 24886 caffe.cpp:369] inception_4c/1x1 forward: 0.820032 ms. +I0228 23:02:20.983572 24886 caffe.cpp:372] inception_4c/1x1 backward: 1.54268 ms. +I0228 23:02:20.983574 24886 caffe.cpp:369] inception_4c/relu_1x1 forward: 0.123405 ms. +I0228 23:02:20.983577 24886 caffe.cpp:372] inception_4c/relu_1x1 backward: 0.187808 ms. +I0228 23:02:20.983580 24886 caffe.cpp:369] inception_4c/3x3_reduce forward: 0.81665 ms. +I0228 23:02:20.983583 24886 caffe.cpp:372] inception_4c/3x3_reduce backward: 1.54002 ms. +I0228 23:02:20.983585 24886 caffe.cpp:369] inception_4c/relu_3x3_reduce forward: 0.124214 ms. +I0228 23:02:20.983588 24886 caffe.cpp:372] inception_4c/relu_3x3_reduce backward: 0.184832 ms. +I0228 23:02:20.983592 24886 caffe.cpp:369] inception_4c/3x3 forward: 3.01723 ms. +I0228 23:02:20.983594 24886 caffe.cpp:372] inception_4c/3x3 backward: 5.58652 ms. +I0228 23:02:20.983597 24886 caffe.cpp:369] inception_4c/relu_3x3 forward: 0.242474 ms. +I0228 23:02:20.983599 24886 caffe.cpp:372] inception_4c/relu_3x3 backward: 0.343968 ms. +I0228 23:02:20.983603 24886 caffe.cpp:369] inception_4c/5x5_reduce forward: 0.301574 ms. +I0228 23:02:20.983605 24886 caffe.cpp:372] inception_4c/5x5_reduce backward: 1.14483 ms. +I0228 23:02:20.983608 24886 caffe.cpp:369] inception_4c/relu_5x5_reduce forward: 0.01752 ms. +I0228 23:02:20.983611 24886 caffe.cpp:372] inception_4c/relu_5x5_reduce backward: 0.0319584 ms. +I0228 23:02:20.983614 24886 caffe.cpp:369] inception_4c/5x5 forward: 0.520826 ms. +I0228 23:02:20.983616 24886 caffe.cpp:372] inception_4c/5x5 backward: 1.17373 ms. +I0228 23:02:20.983619 24886 caffe.cpp:369] inception_4c/relu_5x5 forward: 0.0647264 ms. +I0228 23:02:20.983623 24886 caffe.cpp:372] inception_4c/relu_5x5 backward: 0.0930912 ms. +I0228 23:02:20.983625 24886 caffe.cpp:369] inception_4c/pool forward: 1.47436 ms. +I0228 23:02:20.983628 24886 caffe.cpp:372] inception_4c/pool backward: 2.60545 ms. +I0228 23:02:20.983630 24886 caffe.cpp:369] inception_4c/pool_proj forward: 0.500854 ms. +I0228 23:02:20.983633 24886 caffe.cpp:372] inception_4c/pool_proj backward: 1.31 ms. +I0228 23:02:20.983636 24886 caffe.cpp:369] inception_4c/relu_pool_proj forward: 0.0624864 ms. +I0228 23:02:20.983639 24886 caffe.cpp:372] inception_4c/relu_pool_proj backward: 0.095744 ms. +I0228 23:02:20.983642 24886 caffe.cpp:369] inception_4c/output forward: 0.469914 ms. +I0228 23:02:20.983646 24886 caffe.cpp:372] inception_4c/output backward: 0.497242 ms. +I0228 23:02:20.983649 24886 caffe.cpp:369] inception_4c/output_inception_4c/output_0_split forward: 0.0019328 ms. +I0228 23:02:20.983652 24886 caffe.cpp:372] inception_4c/output_inception_4c/output_0_split backward: 1.73014 ms. +I0228 23:02:20.983655 24886 caffe.cpp:369] inception_4d/1x1 forward: 0.787136 ms. +I0228 23:02:20.983659 24886 caffe.cpp:372] inception_4d/1x1 backward: 1.4586 ms. +I0228 23:02:20.983660 24886 caffe.cpp:369] inception_4d/relu_1x1 forward: 0.107645 ms. +I0228 23:02:20.983664 24886 caffe.cpp:372] inception_4d/relu_1x1 backward: 0.168666 ms. +I0228 23:02:20.983666 24886 caffe.cpp:369] inception_4d/3x3_reduce forward: 1.17915 ms. +I0228 23:02:20.983669 24886 caffe.cpp:372] inception_4d/3x3_reduce backward: 2.18911 ms. +I0228 23:02:20.983671 24886 caffe.cpp:369] inception_4d/relu_3x3_reduce forward: 0.140806 ms. +I0228 23:02:20.983675 24886 caffe.cpp:372] inception_4d/relu_3x3_reduce backward: 0.200906 ms. +I0228 23:02:20.983677 24886 caffe.cpp:369] inception_4d/3x3 forward: 4.30614 ms. +I0228 23:02:20.983680 24886 caffe.cpp:372] inception_4d/3x3 backward: 9.57514 ms. +I0228 23:02:20.983683 24886 caffe.cpp:369] inception_4d/relu_3x3 forward: 0.269517 ms. +I0228 23:02:20.983685 24886 caffe.cpp:372] inception_4d/relu_3x3 backward: 0.398957 ms. +I0228 23:02:20.983688 24886 caffe.cpp:369] inception_4d/5x5_reduce forward: 0.316214 ms. +I0228 23:02:20.983691 24886 caffe.cpp:372] inception_4d/5x5_reduce backward: 1.22941 ms. +I0228 23:02:20.983695 24886 caffe.cpp:369] inception_4d/relu_5x5_reduce forward: 0.0246688 ms. +I0228 23:02:20.983697 24886 caffe.cpp:372] inception_4d/relu_5x5_reduce backward: 0.0452672 ms. +I0228 23:02:20.983700 24886 caffe.cpp:369] inception_4d/5x5 forward: 0.685994 ms. +I0228 23:02:20.983702 24886 caffe.cpp:372] inception_4d/5x5 backward: 1.22306 ms. +I0228 23:02:20.983705 24886 caffe.cpp:369] inception_4d/relu_5x5 forward: 0.0638976 ms. +I0228 23:02:20.983707 24886 caffe.cpp:372] inception_4d/relu_5x5 backward: 0.0933888 ms. +I0228 23:02:20.983711 24886 caffe.cpp:369] inception_4d/pool forward: 1.47446 ms. +I0228 23:02:20.983713 24886 caffe.cpp:372] inception_4d/pool backward: 2.60086 ms. +I0228 23:02:20.983716 24886 caffe.cpp:369] inception_4d/pool_proj forward: 0.499402 ms. +I0228 23:02:20.983719 24886 caffe.cpp:372] inception_4d/pool_proj backward: 1.30692 ms. +I0228 23:02:20.983722 24886 caffe.cpp:369] inception_4d/relu_pool_proj forward: 0.0667616 ms. +I0228 23:02:20.983724 24886 caffe.cpp:372] inception_4d/relu_pool_proj backward: 0.0992224 ms. +I0228 23:02:20.983727 24886 caffe.cpp:369] inception_4d/output forward: 0.482906 ms. +I0228 23:02:20.983731 24886 caffe.cpp:372] inception_4d/output backward: 0.511792 ms. +I0228 23:02:20.983733 24886 caffe.cpp:369] inception_4d/output_inception_4d/output_0_split forward: 0.0020352 ms. +I0228 23:02:20.983736 24886 caffe.cpp:372] inception_4d/output_inception_4d/output_0_split backward: 1.78003 ms. +I0228 23:02:20.983738 24886 caffe.cpp:369] inception_4e/1x1 forward: 1.57695 ms. +I0228 23:02:20.983741 24886 caffe.cpp:372] inception_4e/1x1 backward: 4.05967 ms. +I0228 23:02:20.983744 24886 caffe.cpp:369] inception_4e/relu_1x1 forward: 0.242387 ms. +I0228 23:02:20.983747 24886 caffe.cpp:372] inception_4e/relu_1x1 backward: 0.353798 ms. +I0228 23:02:20.983749 24886 caffe.cpp:369] inception_4e/3x3_reduce forward: 1.23525 ms. +I0228 23:02:20.983752 24886 caffe.cpp:372] inception_4e/3x3_reduce backward: 3.60336 ms. +I0228 23:02:20.983755 24886 caffe.cpp:369] inception_4e/relu_3x3_reduce forward: 0.153091 ms. +I0228 23:02:20.983758 24886 caffe.cpp:372] inception_4e/relu_3x3_reduce backward: 0.220675 ms. +I0228 23:02:20.983762 24886 caffe.cpp:369] inception_4e/3x3 forward: 4.75791 ms. +I0228 23:02:20.983763 24886 caffe.cpp:372] inception_4e/3x3 backward: 10.3108 ms. +I0228 23:02:20.983767 24886 caffe.cpp:369] inception_4e/relu_3x3 forward: 0.296851 ms. +I0228 23:02:20.983769 24886 caffe.cpp:372] inception_4e/relu_3x3 backward: 0.432957 ms. +I0228 23:02:20.983772 24886 caffe.cpp:369] inception_4e/5x5_reduce forward: 0.32144 ms. +I0228 23:02:20.983777 24886 caffe.cpp:372] inception_4e/5x5_reduce backward: 1.24202 ms. +I0228 23:02:20.983779 24886 caffe.cpp:369] inception_4e/relu_5x5_reduce forward: 0.0251936 ms. +I0228 23:02:20.983783 24886 caffe.cpp:372] inception_4e/relu_5x5_reduce backward: 0.0469152 ms. +I0228 23:02:20.983785 24886 caffe.cpp:369] inception_4e/5x5 forward: 1.16674 ms. +I0228 23:02:20.983788 24886 caffe.cpp:372] inception_4e/5x5 backward: 2.42279 ms. +I0228 23:02:20.983791 24886 caffe.cpp:369] inception_4e/relu_5x5 forward: 0.120442 ms. +I0228 23:02:20.983794 24886 caffe.cpp:372] inception_4e/relu_5x5 backward: 0.176646 ms. +I0228 23:02:20.983796 24886 caffe.cpp:369] inception_4e/pool forward: 1.52229 ms. +I0228 23:02:20.983799 24886 caffe.cpp:372] inception_4e/pool backward: 2.68083 ms. +I0228 23:02:20.983803 24886 caffe.cpp:369] inception_4e/pool_proj forward: 0.833248 ms. +I0228 23:02:20.983805 24886 caffe.cpp:372] inception_4e/pool_proj backward: 1.88304 ms. +I0228 23:02:20.983808 24886 caffe.cpp:369] inception_4e/relu_pool_proj forward: 0.124227 ms. +I0228 23:02:20.983810 24886 caffe.cpp:372] inception_4e/relu_pool_proj backward: 0.178186 ms. +I0228 23:02:20.983814 24886 caffe.cpp:369] inception_4e/output forward: 0.745267 ms. +I0228 23:02:20.983816 24886 caffe.cpp:372] inception_4e/output backward: 0.788918 ms. +I0228 23:02:20.983819 24886 caffe.cpp:369] pool4/3x3_s2 forward: 0.850442 ms. +I0228 23:02:20.983822 24886 caffe.cpp:372] pool4/3x3_s2 backward: 2.97758 ms. +I0228 23:02:20.983824 24886 caffe.cpp:369] pool4/3x3_s2_pool4/3x3_s2_0_split forward: 0.0017472 ms. +I0228 23:02:20.983827 24886 caffe.cpp:372] pool4/3x3_s2_pool4/3x3_s2_0_split backward: 0.712736 ms. +I0228 23:02:20.983830 24886 caffe.cpp:369] inception_5a/1x1 forward: 0.700419 ms. +I0228 23:02:20.983834 24886 caffe.cpp:372] inception_5a/1x1 backward: 1.75496 ms. +I0228 23:02:20.983835 24886 caffe.cpp:369] inception_5a/relu_1x1 forward: 0.0634816 ms. +I0228 23:02:20.983839 24886 caffe.cpp:372] inception_5a/relu_1x1 backward: 0.093184 ms. +I0228 23:02:20.983841 24886 caffe.cpp:369] inception_5a/3x3_reduce forward: 0.564544 ms. +I0228 23:02:20.983844 24886 caffe.cpp:372] inception_5a/3x3_reduce backward: 1.20711 ms. +I0228 23:02:20.983847 24886 caffe.cpp:369] inception_5a/relu_3x3_reduce forward: 0.0361568 ms. +I0228 23:02:20.983850 24886 caffe.cpp:372] inception_5a/relu_3x3_reduce backward: 0.0582688 ms. +I0228 23:02:20.983852 24886 caffe.cpp:369] inception_5a/3x3 forward: 1.35689 ms. +I0228 23:02:20.983855 24886 caffe.cpp:372] inception_5a/3x3 backward: 2.80657 ms. +I0228 23:02:20.983858 24886 caffe.cpp:369] inception_5a/relu_3x3 forward: 0.0786464 ms. +I0228 23:02:20.983861 24886 caffe.cpp:372] inception_5a/relu_3x3 backward: 0.118096 ms. +I0228 23:02:20.983863 24886 caffe.cpp:369] inception_5a/5x5_reduce forward: 0.201434 ms. +I0228 23:02:20.983866 24886 caffe.cpp:372] inception_5a/5x5_reduce backward: 0.369558 ms. +I0228 23:02:20.983870 24886 caffe.cpp:369] inception_5a/relu_5x5_reduce forward: 0.013632 ms. +I0228 23:02:20.983872 24886 caffe.cpp:372] inception_5a/relu_5x5_reduce backward: 0.0155776 ms. +I0228 23:02:20.983875 24886 caffe.cpp:369] inception_5a/5x5 forward: 0.406326 ms. +I0228 23:02:20.983877 24886 caffe.cpp:372] inception_5a/5x5 backward: 0.89847 ms. +I0228 23:02:20.983880 24886 caffe.cpp:369] inception_5a/relu_5x5 forward: 0.0254176 ms. +I0228 23:02:20.983883 24886 caffe.cpp:372] inception_5a/relu_5x5 backward: 0.050592 ms. +I0228 23:02:20.983886 24886 caffe.cpp:369] inception_5a/pool forward: 0.608166 ms. +I0228 23:02:20.983889 24886 caffe.cpp:372] inception_5a/pool backward: 1.08003 ms. +I0228 23:02:20.983891 24886 caffe.cpp:369] inception_5a/pool_proj forward: 0.426086 ms. +I0228 23:02:20.983894 24886 caffe.cpp:372] inception_5a/pool_proj backward: 0.849318 ms. +I0228 23:02:20.983897 24886 caffe.cpp:369] inception_5a/relu_pool_proj forward: 0.0266304 ms. +I0228 23:02:20.983901 24886 caffe.cpp:372] inception_5a/relu_pool_proj backward: 0.0470016 ms. +I0228 23:02:20.983903 24886 caffe.cpp:369] inception_5a/output forward: 0.206646 ms. +I0228 23:02:20.983907 24886 caffe.cpp:372] inception_5a/output backward: 0.217501 ms. +I0228 23:02:20.983911 24886 caffe.cpp:369] inception_5a/output_inception_5a/output_0_split forward: 0.0019616 ms. +I0228 23:02:20.983913 24886 caffe.cpp:372] inception_5a/output_inception_5a/output_0_split backward: 0.711389 ms. +I0228 23:02:20.983916 24886 caffe.cpp:369] inception_5b/1x1 forward: 0.975354 ms. +I0228 23:02:20.983919 24886 caffe.cpp:372] inception_5b/1x1 backward: 2.96583 ms. +I0228 23:02:20.983922 24886 caffe.cpp:369] inception_5b/relu_1x1 forward: 0.0945248 ms. +I0228 23:02:20.983924 24886 caffe.cpp:372] inception_5b/relu_1x1 backward: 0.14079 ms. +I0228 23:02:20.983927 24886 caffe.cpp:369] inception_5b/3x3_reduce forward: 0.581453 ms. +I0228 23:02:20.983930 24886 caffe.cpp:372] inception_5b/3x3_reduce backward: 1.22829 ms. +I0228 23:02:20.983933 24886 caffe.cpp:369] inception_5b/relu_3x3_reduce forward: 0.0483456 ms. +I0228 23:02:20.983937 24886 caffe.cpp:372] inception_5b/relu_3x3_reduce backward: 0.0714848 ms. +I0228 23:02:20.983938 24886 caffe.cpp:369] inception_5b/3x3 forward: 1.82795 ms. +I0228 23:02:20.983942 24886 caffe.cpp:372] inception_5b/3x3 backward: 3.45653 ms. +I0228 23:02:20.983944 24886 caffe.cpp:369] inception_5b/relu_3x3 forward: 0.0947104 ms. +I0228 23:02:20.983947 24886 caffe.cpp:372] inception_5b/relu_3x3 backward: 0.143466 ms. +I0228 23:02:20.983950 24886 caffe.cpp:369] inception_5b/5x5_reduce forward: 0.250986 ms. +I0228 23:02:20.983953 24886 caffe.cpp:372] inception_5b/5x5_reduce backward: 0.430794 ms. +I0228 23:02:20.983955 24886 caffe.cpp:369] inception_5b/relu_5x5_reduce forward: 0.0139424 ms. +I0228 23:02:20.983958 24886 caffe.cpp:372] inception_5b/relu_5x5_reduce backward: 0.0173088 ms. +I0228 23:02:20.983961 24886 caffe.cpp:369] inception_5b/5x5 forward: 0.56905 ms. +I0228 23:02:20.983964 24886 caffe.cpp:372] inception_5b/5x5 backward: 1.23525 ms. +I0228 23:02:20.983968 24886 caffe.cpp:369] inception_5b/relu_5x5 forward: 0.026752 ms. +I0228 23:02:20.983969 24886 caffe.cpp:372] inception_5b/relu_5x5 backward: 0.0491552 ms. +I0228 23:02:20.983973 24886 caffe.cpp:369] inception_5b/pool forward: 0.607958 ms. +I0228 23:02:20.983975 24886 caffe.cpp:372] inception_5b/pool backward: 1.08124 ms. +I0228 23:02:20.983978 24886 caffe.cpp:369] inception_5b/pool_proj forward: 0.426493 ms. +I0228 23:02:20.983980 24886 caffe.cpp:372] inception_5b/pool_proj backward: 0.855664 ms. +I0228 23:02:20.983983 24886 caffe.cpp:369] inception_5b/relu_pool_proj forward: 0.0256 ms. +I0228 23:02:20.983986 24886 caffe.cpp:372] inception_5b/relu_pool_proj backward: 0.0458912 ms. +I0228 23:02:20.983989 24886 caffe.cpp:369] inception_5b/output forward: 0.248109 ms. +I0228 23:02:20.983992 24886 caffe.cpp:372] inception_5b/output backward: 0.26368 ms. +I0228 23:02:20.983994 24886 caffe.cpp:369] pool5/7x7_s1 forward: 0.265021 ms. +I0228 23:02:20.983997 24886 caffe.cpp:372] pool5/7x7_s1 backward: 2.71595 ms. +I0228 23:02:20.984000 24886 caffe.cpp:369] fc6 forward: 0.185654 ms. +I0228 23:02:20.984004 24886 caffe.cpp:372] fc6 backward: 0.208816 ms. +I0228 23:02:20.984005 24886 caffe.cpp:369] fc6/relu forward: 0.0125184 ms. +I0228 23:02:20.984009 24886 caffe.cpp:372] fc6/relu backward: 0.0144416 ms. +I0228 23:02:20.984020 24886 caffe.cpp:377] Average Forward pass: 146.263 ms. +I0228 23:02:20.984025 24886 caffe.cpp:379] Average Backward pass: 338.261 ms. +I0228 23:02:20.984030 24886 caffe.cpp:381] Average Forward-Backward: 484.671 ms. +I0228 23:02:20.984033 24886 caffe.cpp:383] Total Time: 4846.71 ms. +I0228 23:02:20.984037 24886 caffe.cpp:384] *** Benchmark ends *** diff --git a/caffe/output_overfeat.log b/caffe/output_overfeat.log index 92371af..0c04b5c 100644 --- a/caffe/output_overfeat.log +++ b/caffe/output_overfeat.log @@ -1,18 +1,28 @@ -I0417 00:33:39.500573 28773 caffe.cpp:212] Use GPU with device ID 0 -E0417 00:33:39.698592 28773 upgrade_proto.cpp:618] Attempting to upgrade input file specified using deprecated V1LayerParameter: ./imagenet_winners/overfeat.prototxt -E0417 00:33:39.698644 28773 upgrade_proto.cpp:636] Input NetParameter to be upgraded already specifies 'layer' fields; these will be ignored for the upgrade. -E0417 00:33:39.698678 28773 upgrade_proto.cpp:623] Warning: had one or more problems upgrading V1LayerParameter (see above); continuing anyway. -I0417 00:33:39.698812 28773 net.cpp:42] Initializing net from parameters: +I0228 23:02:00.996084 24534 caffe.cpp:308] Use GPU with device ID 0 +I0228 23:02:01.243448 24534 upgrade_proto.cpp:51] Attempting to upgrade input file specified using deprecated V1LayerParameter: ./imagenet_winners/overfeat.prototxt +I0228 23:02:01.243518 24534 upgrade_proto.cpp:59] Successfully upgraded file specified using deprecated V1LayerParameter +I0228 23:02:01.243541 24534 upgrade_proto.cpp:65] Attempting to upgrade input file specified using deprecated input fields: ./imagenet_winners/overfeat.prototxt +I0228 23:02:01.243548 24534 upgrade_proto.cpp:68] Successfully upgraded file specified using deprecated input fields. +W0228 23:02:01.243551 24534 upgrade_proto.cpp:70] Note that future Caffe releases will only support input layers and not input fields. +I0228 23:02:01.243683 24534 net.cpp:49] Initializing net from parameters: name: "overfeat" -input: "data" -input_dim: 128 -input_dim: 3 -input_dim: 231 -input_dim: 231 force_backward: true state { phase: TRAIN } +layer { + name: "input" + type: "Input" + top: "data" + input_param { + shape { + dim: 128 + dim: 3 + dim: 231 + dim: 231 + } + } +} layer { name: "conv1/11x11_s4" type: "Convolution" @@ -214,146 +224,222 @@ layer { stride: 2 } } -I0417 00:33:39.698866 28773 net.cpp:340] Input 0 -> data -I0417 00:33:39.698894 28773 layer_factory.hpp:74] Creating layer conv1/11x11_s4 -I0417 00:33:39.698911 28773 net.cpp:84] Creating Layer conv1/11x11_s4 -I0417 00:33:39.698915 28773 net.cpp:380] conv1/11x11_s4 <- data -I0417 00:33:39.698922 28773 net.cpp:338] conv1/11x11_s4 -> conv1/11x11_s4 -I0417 00:33:39.698938 28773 net.cpp:113] Setting up conv1/11x11_s4 -I0417 00:33:39.699512 28773 net.cpp:120] Top shape: 128 96 56 56 (38535168) -I0417 00:33:39.699527 28773 layer_factory.hpp:74] Creating layer conv1/relu -I0417 00:33:39.699532 28773 net.cpp:84] Creating Layer conv1/relu -I0417 00:33:39.699535 28773 net.cpp:380] conv1/relu <- conv1/11x11_s4 -I0417 00:33:39.699539 28773 net.cpp:327] conv1/relu -> conv1/11x11_s4 (in-place) -I0417 00:33:39.699544 28773 net.cpp:113] Setting up conv1/relu -I0417 00:33:39.699553 28773 net.cpp:120] Top shape: 128 96 56 56 (38535168) -I0417 00:33:39.699556 28773 layer_factory.hpp:74] Creating layer pool1/2x2_s2 -I0417 00:33:39.699561 28773 net.cpp:84] Creating Layer pool1/2x2_s2 -I0417 00:33:39.699564 28773 net.cpp:380] pool1/2x2_s2 <- conv1/11x11_s4 -I0417 00:33:39.699568 28773 net.cpp:338] pool1/2x2_s2 -> pool1/2x2_s2 -I0417 00:33:39.699574 28773 net.cpp:113] Setting up pool1/2x2_s2 -I0417 00:33:39.699585 28773 net.cpp:120] Top shape: 128 96 28 28 (9633792) -I0417 00:33:39.699589 28773 layer_factory.hpp:74] Creating layer conv2/5x5_s1 -I0417 00:33:39.699594 28773 net.cpp:84] Creating Layer conv2/5x5_s1 -I0417 00:33:39.699597 28773 net.cpp:380] conv2/5x5_s1 <- pool1/2x2_s2 -I0417 00:33:39.699601 28773 net.cpp:338] conv2/5x5_s1 -> conv2/5x5_s1 -I0417 00:33:39.699606 28773 net.cpp:113] Setting up conv2/5x5_s1 -I0417 00:33:39.703282 28773 net.cpp:120] Top shape: 128 256 24 24 (18874368) -I0417 00:33:39.703294 28773 layer_factory.hpp:74] Creating layer conv2/relu -I0417 00:33:39.703299 28773 net.cpp:84] Creating Layer conv2/relu -I0417 00:33:39.703301 28773 net.cpp:380] conv2/relu <- conv2/5x5_s1 -I0417 00:33:39.703305 28773 net.cpp:327] conv2/relu -> conv2/5x5_s1 (in-place) -I0417 00:33:39.703310 28773 net.cpp:113] Setting up conv2/relu -I0417 00:33:39.703315 28773 net.cpp:120] Top shape: 128 256 24 24 (18874368) -I0417 00:33:39.703317 28773 layer_factory.hpp:74] Creating layer pool2/2x2_s2 -I0417 00:33:39.703322 28773 net.cpp:84] Creating Layer pool2/2x2_s2 -I0417 00:33:39.703325 28773 net.cpp:380] pool2/2x2_s2 <- conv2/5x5_s1 -I0417 00:33:39.703328 28773 net.cpp:338] pool2/2x2_s2 -> pool2/2x2_s2 -I0417 00:33:39.703333 28773 net.cpp:113] Setting up pool2/2x2_s2 -I0417 00:33:39.703340 28773 net.cpp:120] Top shape: 128 256 12 12 (4718592) -I0417 00:33:39.703343 28773 layer_factory.hpp:74] Creating layer conv3/3x3_s1 -I0417 00:33:39.703347 28773 net.cpp:84] Creating Layer conv3/3x3_s1 -I0417 00:33:39.703351 28773 net.cpp:380] conv3/3x3_s1 <- pool2/2x2_s2 -I0417 00:33:39.703354 28773 net.cpp:338] conv3/3x3_s1 -> conv3/3x3_s1 -I0417 00:33:39.703361 28773 net.cpp:113] Setting up conv3/3x3_s1 -I0417 00:33:39.710144 28773 net.cpp:120] Top shape: 128 512 12 12 (9437184) -I0417 00:33:39.710155 28773 layer_factory.hpp:74] Creating layer conv3/relu -I0417 00:33:39.710160 28773 net.cpp:84] Creating Layer conv3/relu -I0417 00:33:39.710162 28773 net.cpp:380] conv3/relu <- conv3/3x3_s1 -I0417 00:33:39.710166 28773 net.cpp:327] conv3/relu -> conv3/3x3_s1 (in-place) -I0417 00:33:39.710171 28773 net.cpp:113] Setting up conv3/relu -I0417 00:33:39.710175 28773 net.cpp:120] Top shape: 128 512 12 12 (9437184) -I0417 00:33:39.710178 28773 layer_factory.hpp:74] Creating layer conv4/3x3_s1 -I0417 00:33:39.710183 28773 net.cpp:84] Creating Layer conv4/3x3_s1 -I0417 00:33:39.710186 28773 net.cpp:380] conv4/3x3_s1 <- conv3/3x3_s1 -I0417 00:33:39.710191 28773 net.cpp:338] conv4/3x3_s1 -> conv4/3x3_s1 -I0417 00:33:39.710196 28773 net.cpp:113] Setting up conv4/3x3_s1 -I0417 00:33:39.735800 28773 net.cpp:120] Top shape: 128 1024 12 12 (18874368) -I0417 00:33:39.735823 28773 layer_factory.hpp:74] Creating layer conv4/relu -I0417 00:33:39.735831 28773 net.cpp:84] Creating Layer conv4/relu -I0417 00:33:39.735834 28773 net.cpp:380] conv4/relu <- conv4/3x3_s1 -I0417 00:33:39.735839 28773 net.cpp:327] conv4/relu -> conv4/3x3_s1 (in-place) -I0417 00:33:39.735846 28773 net.cpp:113] Setting up conv4/relu -I0417 00:33:39.735851 28773 net.cpp:120] Top shape: 128 1024 12 12 (18874368) -I0417 00:33:39.735853 28773 layer_factory.hpp:74] Creating layer conv5/3x3_s1 -I0417 00:33:39.735859 28773 net.cpp:84] Creating Layer conv5/3x3_s1 -I0417 00:33:39.735872 28773 net.cpp:380] conv5/3x3_s1 <- conv4/3x3_s1 -I0417 00:33:39.735877 28773 net.cpp:338] conv5/3x3_s1 -> conv5/3x3_s1 -I0417 00:33:39.735883 28773 net.cpp:113] Setting up conv5/3x3_s1 -I0417 00:33:39.787034 28773 net.cpp:120] Top shape: 128 1024 12 12 (18874368) -I0417 00:33:39.787063 28773 layer_factory.hpp:74] Creating layer conv5/relu -I0417 00:33:39.787071 28773 net.cpp:84] Creating Layer conv5/relu -I0417 00:33:39.787075 28773 net.cpp:380] conv5/relu <- conv5/3x3_s1 -I0417 00:33:39.787082 28773 net.cpp:327] conv5/relu -> conv5/3x3_s1 (in-place) -I0417 00:33:39.787087 28773 net.cpp:113] Setting up conv5/relu -I0417 00:33:39.787092 28773 net.cpp:120] Top shape: 128 1024 12 12 (18874368) -I0417 00:33:39.787096 28773 layer_factory.hpp:74] Creating layer pool5/2x2_s2 -I0417 00:33:39.787101 28773 net.cpp:84] Creating Layer pool5/2x2_s2 -I0417 00:33:39.787104 28773 net.cpp:380] pool5/2x2_s2 <- conv5/3x3_s1 -I0417 00:33:39.787108 28773 net.cpp:338] pool5/2x2_s2 -> pool5/2x2_s2 -I0417 00:33:39.787114 28773 net.cpp:113] Setting up pool5/2x2_s2 -I0417 00:33:39.787122 28773 net.cpp:120] Top shape: 128 1024 6 6 (4718592) -I0417 00:33:39.787124 28773 net.cpp:169] pool5/2x2_s2 does not need backward computation. -I0417 00:33:39.787127 28773 net.cpp:169] conv5/relu does not need backward computation. -I0417 00:33:39.787130 28773 net.cpp:169] conv5/3x3_s1 does not need backward computation. -I0417 00:33:39.787132 28773 net.cpp:169] conv4/relu does not need backward computation. -I0417 00:33:39.787135 28773 net.cpp:169] conv4/3x3_s1 does not need backward computation. -I0417 00:33:39.787137 28773 net.cpp:169] conv3/relu does not need backward computation. -I0417 00:33:39.787140 28773 net.cpp:169] conv3/3x3_s1 does not need backward computation. -I0417 00:33:39.787143 28773 net.cpp:169] pool2/2x2_s2 does not need backward computation. -I0417 00:33:39.787145 28773 net.cpp:169] conv2/relu does not need backward computation. -I0417 00:33:39.787148 28773 net.cpp:169] conv2/5x5_s1 does not need backward computation. -I0417 00:33:39.787150 28773 net.cpp:169] pool1/2x2_s2 does not need backward computation. -I0417 00:33:39.787153 28773 net.cpp:169] conv1/relu does not need backward computation. -I0417 00:33:39.787155 28773 net.cpp:169] conv1/11x11_s4 does not need backward computation. -I0417 00:33:39.787159 28773 net.cpp:205] This network produces output pool5/2x2_s2 -I0417 00:33:39.787171 28773 net.cpp:447] Collecting Learning Rate and Weight Decay. -I0417 00:33:39.787178 28773 net.cpp:217] Network initialization done. -I0417 00:33:39.787180 28773 net.cpp:218] Memory required for data: 913047552 -I0417 00:33:39.787232 28773 caffe.cpp:224] Performing Forward -I0417 00:33:39.994163 28773 caffe.cpp:229] Initial loss: 0 -I0417 00:33:39.994202 28773 caffe.cpp:230] Performing Backward -I0417 00:33:40.581459 28773 caffe.cpp:238] *** Benchmark begins *** -I0417 00:33:40.581480 28773 caffe.cpp:239] Testing for 10 iterations. -I0417 00:33:41.454538 28773 caffe.cpp:270] Iteration: 1 forward-backward time: 824.344 ms. -I0417 00:33:42.278208 28773 caffe.cpp:270] Iteration: 2 forward-backward time: 823.585 ms. -I0417 00:33:43.102134 28773 caffe.cpp:270] Iteration: 3 forward-backward time: 823.855 ms. -I0417 00:33:43.927109 28773 caffe.cpp:270] Iteration: 4 forward-backward time: 824.906 ms. -I0417 00:33:44.751047 28773 caffe.cpp:270] Iteration: 5 forward-backward time: 823.867 ms. -I0417 00:33:45.573222 28773 caffe.cpp:270] Iteration: 6 forward-backward time: 822.108 ms. -I0417 00:33:46.397572 28773 caffe.cpp:270] Iteration: 7 forward-backward time: 824.292 ms. -I0417 00:33:47.222241 28773 caffe.cpp:270] Iteration: 8 forward-backward time: 824.595 ms. -I0417 00:33:48.046463 28773 caffe.cpp:270] Iteration: 9 forward-backward time: 824.138 ms. -I0417 00:33:48.871106 28773 caffe.cpp:270] Iteration: 10 forward-backward time: 824.56 ms. -I0417 00:33:48.871140 28773 caffe.cpp:273] Average time per layer: -I0417 00:33:48.871143 28773 caffe.cpp:276] conv1/11x11_s4 forward: 28.3054 ms. -I0417 00:33:48.871147 28773 caffe.cpp:279] conv1/11x11_s4 backward: 55.9995 ms. -I0417 00:33:48.871158 28773 caffe.cpp:276] conv1/relu forward: 1.22327 ms. -I0417 00:33:48.871162 28773 caffe.cpp:279] conv1/relu backward: 1.81158 ms. -I0417 00:33:48.871165 28773 caffe.cpp:276] pool1/2x2_s2 forward: 0.94464 ms. -I0417 00:33:48.871170 28773 caffe.cpp:279] pool1/2x2_s2 backward: 4.81986 ms. -I0417 00:33:48.871172 28773 caffe.cpp:276] conv2/5x5_s1 forward: 40.824 ms. -I0417 00:33:48.871176 28773 caffe.cpp:279] conv2/5x5_s1 backward: 66.3783 ms. -I0417 00:33:48.871178 28773 caffe.cpp:276] conv2/relu forward: 0.599082 ms. -I0417 00:33:48.871182 28773 caffe.cpp:279] conv2/relu backward: 0.889555 ms. -I0417 00:33:48.871186 28773 caffe.cpp:276] pool2/2x2_s2 forward: 0.471869 ms. -I0417 00:33:48.871188 28773 caffe.cpp:279] pool2/2x2_s2 backward: 2.36513 ms. -I0417 00:33:48.871191 28773 caffe.cpp:276] conv3/3x3_s1 forward: 32.2407 ms. -I0417 00:33:48.871196 28773 caffe.cpp:279] conv3/3x3_s1 backward: 32.121 ms. -I0417 00:33:48.871198 28773 caffe.cpp:276] conv3/relu forward: 0.301165 ms. -I0417 00:33:48.871201 28773 caffe.cpp:279] conv3/relu backward: 0.448829 ms. -I0417 00:33:48.871204 28773 caffe.cpp:276] conv4/3x3_s1 forward: 83.4528 ms. -I0417 00:33:48.871207 28773 caffe.cpp:279] conv4/3x3_s1 backward: 102.948 ms. -I0417 00:33:48.871212 28773 caffe.cpp:276] conv4/relu forward: 0.601088 ms. -I0417 00:33:48.871214 28773 caffe.cpp:279] conv4/relu backward: 0.893443 ms. -I0417 00:33:48.871217 28773 caffe.cpp:276] conv5/3x3_s1 forward: 164.86 ms. -I0417 00:33:48.871220 28773 caffe.cpp:279] conv5/3x3_s1 backward: 196.949 ms. -I0417 00:33:48.871224 28773 caffe.cpp:276] conv5/relu forward: 0.603162 ms. -I0417 00:33:48.871227 28773 caffe.cpp:279] conv5/relu backward: 0.890278 ms. -I0417 00:33:48.871230 28773 caffe.cpp:276] pool5/2x2_s2 forward: 0.491021 ms. -I0417 00:33:48.871233 28773 caffe.cpp:279] pool5/2x2_s2 backward: 2.37589 ms. -I0417 00:33:48.871244 28773 caffe.cpp:284] Average Forward pass: 355.015 ms. -I0417 00:33:48.871248 28773 caffe.cpp:286] Average Backward pass: 468.996 ms. -I0417 00:33:48.871253 28773 caffe.cpp:288] Average Forward-Backward: 824.088 ms. -I0417 00:33:48.871258 28773 caffe.cpp:290] Total Time: 8240.88 ms. -I0417 00:33:48.871261 28773 caffe.cpp:291] *** Benchmark ends *** +layer { + name: "fc6" + type: "InnerProduct" + bottom: "pool5/2x2_s2" + top: "fc6" + inner_product_param { + num_output: 3072 + } +} +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 + } +} +I0228 23:02:01.243755 24534 layer_factory.hpp:77] Creating layer input +I0228 23:02:01.243775 24534 net.cpp:91] Creating Layer input +I0228 23:02:01.243779 24534 net.cpp:399] input -> data +I0228 23:02:01.249866 24534 net.cpp:141] Setting up input +I0228 23:02:01.249888 24534 net.cpp:148] Top shape: 128 3 231 231 (20490624) +I0228 23:02:01.249892 24534 net.cpp:156] Memory required for data: 81962496 +I0228 23:02:01.249898 24534 layer_factory.hpp:77] Creating layer conv1/11x11_s4 +I0228 23:02:01.249915 24534 net.cpp:91] Creating Layer conv1/11x11_s4 +I0228 23:02:01.249920 24534 net.cpp:425] conv1/11x11_s4 <- data +I0228 23:02:01.249927 24534 net.cpp:399] conv1/11x11_s4 -> conv1/11x11_s4 +I0228 23:02:01.386718 24534 net.cpp:141] Setting up conv1/11x11_s4 +I0228 23:02:01.386745 24534 net.cpp:148] Top shape: 128 96 56 56 (38535168) +I0228 23:02:01.386749 24534 net.cpp:156] Memory required for data: 236103168 +I0228 23:02:01.386765 24534 layer_factory.hpp:77] Creating layer conv1/relu +I0228 23:02:01.386775 24534 net.cpp:91] Creating Layer conv1/relu +I0228 23:02:01.386780 24534 net.cpp:425] conv1/relu <- conv1/11x11_s4 +I0228 23:02:01.386783 24534 net.cpp:386] conv1/relu -> conv1/11x11_s4 (in-place) +I0228 23:02:01.387037 24534 net.cpp:141] Setting up conv1/relu +I0228 23:02:01.387048 24534 net.cpp:148] Top shape: 128 96 56 56 (38535168) +I0228 23:02:01.387050 24534 net.cpp:156] Memory required for data: 390243840 +I0228 23:02:01.387053 24534 layer_factory.hpp:77] Creating layer pool1/2x2_s2 +I0228 23:02:01.387060 24534 net.cpp:91] Creating Layer pool1/2x2_s2 +I0228 23:02:01.387063 24534 net.cpp:425] pool1/2x2_s2 <- conv1/11x11_s4 +I0228 23:02:01.387068 24534 net.cpp:399] pool1/2x2_s2 -> pool1/2x2_s2 +I0228 23:02:01.387104 24534 net.cpp:141] Setting up pool1/2x2_s2 +I0228 23:02:01.387110 24534 net.cpp:148] Top shape: 128 96 28 28 (9633792) +I0228 23:02:01.387114 24534 net.cpp:156] Memory required for data: 428779008 +I0228 23:02:01.387115 24534 layer_factory.hpp:77] Creating layer conv2/5x5_s1 +I0228 23:02:01.387125 24534 net.cpp:91] Creating Layer conv2/5x5_s1 +I0228 23:02:01.387128 24534 net.cpp:425] conv2/5x5_s1 <- pool1/2x2_s2 +I0228 23:02:01.387132 24534 net.cpp:399] conv2/5x5_s1 -> conv2/5x5_s1 +I0228 23:02:01.391953 24534 net.cpp:141] Setting up conv2/5x5_s1 +I0228 23:02:01.391965 24534 net.cpp:148] Top shape: 128 256 24 24 (18874368) +I0228 23:02:01.391968 24534 net.cpp:156] Memory required for data: 504276480 +I0228 23:02:01.391975 24534 layer_factory.hpp:77] Creating layer conv2/relu +I0228 23:02:01.391983 24534 net.cpp:91] Creating Layer conv2/relu +I0228 23:02:01.391985 24534 net.cpp:425] conv2/relu <- conv2/5x5_s1 +I0228 23:02:01.391989 24534 net.cpp:386] conv2/relu -> conv2/5x5_s1 (in-place) +I0228 23:02:01.392232 24534 net.cpp:141] Setting up conv2/relu +I0228 23:02:01.392242 24534 net.cpp:148] Top shape: 128 256 24 24 (18874368) +I0228 23:02:01.392246 24534 net.cpp:156] Memory required for data: 579773952 +I0228 23:02:01.392248 24534 layer_factory.hpp:77] Creating layer pool2/2x2_s2 +I0228 23:02:01.392254 24534 net.cpp:91] Creating Layer pool2/2x2_s2 +I0228 23:02:01.392257 24534 net.cpp:425] pool2/2x2_s2 <- conv2/5x5_s1 +I0228 23:02:01.392262 24534 net.cpp:399] pool2/2x2_s2 -> pool2/2x2_s2 +I0228 23:02:01.392293 24534 net.cpp:141] Setting up pool2/2x2_s2 +I0228 23:02:01.392298 24534 net.cpp:148] Top shape: 128 256 12 12 (4718592) +I0228 23:02:01.392302 24534 net.cpp:156] Memory required for data: 598648320 +I0228 23:02:01.392305 24534 layer_factory.hpp:77] Creating layer conv3/3x3_s1 +I0228 23:02:01.392312 24534 net.cpp:91] Creating Layer conv3/3x3_s1 +I0228 23:02:01.392314 24534 net.cpp:425] conv3/3x3_s1 <- pool2/2x2_s2 +I0228 23:02:01.392319 24534 net.cpp:399] conv3/3x3_s1 -> conv3/3x3_s1 +I0228 23:02:01.400120 24534 net.cpp:141] Setting up conv3/3x3_s1 +I0228 23:02:01.400141 24534 net.cpp:148] Top shape: 128 512 12 12 (9437184) +I0228 23:02:01.400144 24534 net.cpp:156] Memory required for data: 636397056 +I0228 23:02:01.400151 24534 layer_factory.hpp:77] Creating layer conv3/relu +I0228 23:02:01.400157 24534 net.cpp:91] Creating Layer conv3/relu +I0228 23:02:01.400161 24534 net.cpp:425] conv3/relu <- conv3/3x3_s1 +I0228 23:02:01.400167 24534 net.cpp:386] conv3/relu -> conv3/3x3_s1 (in-place) +I0228 23:02:01.400307 24534 net.cpp:141] Setting up conv3/relu +I0228 23:02:01.400315 24534 net.cpp:148] Top shape: 128 512 12 12 (9437184) +I0228 23:02:01.400317 24534 net.cpp:156] Memory required for data: 674145792 +I0228 23:02:01.400321 24534 layer_factory.hpp:77] Creating layer conv4/3x3_s1 +I0228 23:02:01.400328 24534 net.cpp:91] Creating Layer conv4/3x3_s1 +I0228 23:02:01.400331 24534 net.cpp:425] conv4/3x3_s1 <- conv3/3x3_s1 +I0228 23:02:01.400336 24534 net.cpp:399] conv4/3x3_s1 -> conv4/3x3_s1 +I0228 23:02:01.429241 24534 net.cpp:141] Setting up conv4/3x3_s1 +I0228 23:02:01.429275 24534 net.cpp:148] Top shape: 128 1024 12 12 (18874368) +I0228 23:02:01.429282 24534 net.cpp:156] Memory required for data: 749643264 +I0228 23:02:01.429292 24534 layer_factory.hpp:77] Creating layer conv4/relu +I0228 23:02:01.429306 24534 net.cpp:91] Creating Layer conv4/relu +I0228 23:02:01.429312 24534 net.cpp:425] conv4/relu <- conv4/3x3_s1 +I0228 23:02:01.429321 24534 net.cpp:386] conv4/relu -> conv4/3x3_s1 (in-place) +I0228 23:02:01.429625 24534 net.cpp:141] Setting up conv4/relu +I0228 23:02:01.429636 24534 net.cpp:148] Top shape: 128 1024 12 12 (18874368) +I0228 23:02:01.429639 24534 net.cpp:156] Memory required for data: 825140736 +I0228 23:02:01.429642 24534 layer_factory.hpp:77] Creating layer conv5/3x3_s1 +I0228 23:02:01.429652 24534 net.cpp:91] Creating Layer conv5/3x3_s1 +I0228 23:02:01.429656 24534 net.cpp:425] conv5/3x3_s1 <- conv4/3x3_s1 +I0228 23:02:01.429661 24534 net.cpp:399] conv5/3x3_s1 -> conv5/3x3_s1 +I0228 23:02:01.486037 24534 net.cpp:141] Setting up conv5/3x3_s1 +I0228 23:02:01.486064 24534 net.cpp:148] Top shape: 128 1024 12 12 (18874368) +I0228 23:02:01.486068 24534 net.cpp:156] Memory required for data: 900638208 +I0228 23:02:01.486081 24534 layer_factory.hpp:77] Creating layer conv5/relu +I0228 23:02:01.486090 24534 net.cpp:91] Creating Layer conv5/relu +I0228 23:02:01.486094 24534 net.cpp:425] conv5/relu <- conv5/3x3_s1 +I0228 23:02:01.486099 24534 net.cpp:386] conv5/relu -> conv5/3x3_s1 (in-place) +I0228 23:02:01.486372 24534 net.cpp:141] Setting up conv5/relu +I0228 23:02:01.486383 24534 net.cpp:148] Top shape: 128 1024 12 12 (18874368) +I0228 23:02:01.486387 24534 net.cpp:156] Memory required for data: 976135680 +I0228 23:02:01.486390 24534 layer_factory.hpp:77] Creating layer pool5/2x2_s2 +I0228 23:02:01.486397 24534 net.cpp:91] Creating Layer pool5/2x2_s2 +I0228 23:02:01.486399 24534 net.cpp:425] pool5/2x2_s2 <- conv5/3x3_s1 +I0228 23:02:01.486403 24534 net.cpp:399] pool5/2x2_s2 -> pool5/2x2_s2 +I0228 23:02:01.486441 24534 net.cpp:141] Setting up pool5/2x2_s2 +I0228 23:02:01.486446 24534 net.cpp:148] Top shape: 128 1024 6 6 (4718592) +I0228 23:02:01.486449 24534 net.cpp:156] Memory required for data: 995010048 +I0228 23:02:01.486451 24534 layer_factory.hpp:77] Creating layer fc6 +I0228 23:02:01.486457 24534 net.cpp:91] Creating Layer fc6 +I0228 23:02:01.486459 24534 net.cpp:425] fc6 <- pool5/2x2_s2 +I0228 23:02:01.486464 24534 net.cpp:399] fc6 -> fc6 +I0228 23:02:01.685596 24534 net.cpp:141] Setting up fc6 +I0228 23:02:01.685626 24534 net.cpp:148] Top shape: 128 3072 (393216) +I0228 23:02:01.685629 24534 net.cpp:156] Memory required for data: 996582912 +I0228 23:02:01.685638 24534 layer_factory.hpp:77] Creating layer fc7 +I0228 23:02:01.685647 24534 net.cpp:91] Creating Layer fc7 +I0228 23:02:01.685652 24534 net.cpp:425] fc7 <- fc6 +I0228 23:02:01.685657 24534 net.cpp:399] fc7 -> fc7 +I0228 23:02:01.707695 24534 net.cpp:141] Setting up fc7 +I0228 23:02:01.707725 24534 net.cpp:148] Top shape: 128 4096 (524288) +I0228 23:02:01.707727 24534 net.cpp:156] Memory required for data: 998680064 +I0228 23:02:01.707744 24534 layer_factory.hpp:77] Creating layer fc8 +I0228 23:02:01.707757 24534 net.cpp:91] Creating Layer fc8 +I0228 23:02:01.707762 24534 net.cpp:425] fc8 <- fc7 +I0228 23:02:01.707767 24534 net.cpp:399] fc8 -> fc8 +I0228 23:02:01.714983 24534 net.cpp:141] Setting up fc8 +I0228 23:02:01.715009 24534 net.cpp:148] Top shape: 128 1000 (128000) +I0228 23:02:01.715013 24534 net.cpp:156] Memory required for data: 999192064 +I0228 23:02:01.715021 24534 net.cpp:219] fc8 does not need backward computation. +I0228 23:02:01.715025 24534 net.cpp:219] fc7 does not need backward computation. +I0228 23:02:01.715029 24534 net.cpp:219] fc6 does not need backward computation. +I0228 23:02:01.715031 24534 net.cpp:219] pool5/2x2_s2 does not need backward computation. +I0228 23:02:01.715034 24534 net.cpp:219] conv5/relu does not need backward computation. +I0228 23:02:01.715037 24534 net.cpp:219] conv5/3x3_s1 does not need backward computation. +I0228 23:02:01.715040 24534 net.cpp:219] conv4/relu does not need backward computation. +I0228 23:02:01.715042 24534 net.cpp:219] conv4/3x3_s1 does not need backward computation. +I0228 23:02:01.715045 24534 net.cpp:219] conv3/relu does not need backward computation. +I0228 23:02:01.715049 24534 net.cpp:219] conv3/3x3_s1 does not need backward computation. +I0228 23:02:01.715051 24534 net.cpp:219] pool2/2x2_s2 does not need backward computation. +I0228 23:02:01.715054 24534 net.cpp:219] conv2/relu does not need backward computation. +I0228 23:02:01.715057 24534 net.cpp:219] conv2/5x5_s1 does not need backward computation. +I0228 23:02:01.715060 24534 net.cpp:219] pool1/2x2_s2 does not need backward computation. +I0228 23:02:01.715065 24534 net.cpp:219] conv1/relu does not need backward computation. +I0228 23:02:01.715067 24534 net.cpp:219] conv1/11x11_s4 does not need backward computation. +I0228 23:02:01.715070 24534 net.cpp:219] input does not need backward computation. +I0228 23:02:01.715075 24534 net.cpp:261] This network produces output fc8 +I0228 23:02:01.715087 24534 net.cpp:274] Network initialization done. +I0228 23:02:01.715144 24534 caffe.cpp:320] Performing Forward +I0228 23:02:01.907001 24534 caffe.cpp:325] Initial loss: 0 +I0228 23:02:01.907030 24534 caffe.cpp:326] Performing Backward +I0228 23:02:01.910131 24534 caffe.cpp:334] *** Benchmark begins *** +I0228 23:02:01.910141 24534 caffe.cpp:335] Testing for 10 iterations. +I0228 23:02:02.624702 24534 caffe.cpp:363] Iteration: 1 forward-backward time: 426.361 ms. +I0228 23:02:03.056290 24534 caffe.cpp:363] Iteration: 2 forward-backward time: 431.521 ms. +I0228 23:02:03.482328 24534 caffe.cpp:363] Iteration: 3 forward-backward time: 425.986 ms. +I0228 23:02:03.911427 24534 caffe.cpp:363] Iteration: 4 forward-backward time: 429.046 ms. +I0228 23:02:04.344964 24534 caffe.cpp:363] Iteration: 5 forward-backward time: 433.483 ms. +I0228 23:02:04.775502 24534 caffe.cpp:363] Iteration: 6 forward-backward time: 430.476 ms. +I0228 23:02:05.206106 24534 caffe.cpp:363] Iteration: 7 forward-backward time: 430.55 ms. +I0228 23:02:05.637663 24534 caffe.cpp:363] Iteration: 8 forward-backward time: 431.398 ms. +I0228 23:02:06.068687 24534 caffe.cpp:363] Iteration: 9 forward-backward time: 430.961 ms. +I0228 23:02:06.499398 24534 caffe.cpp:363] Iteration: 10 forward-backward time: 430.659 ms. +I0228 23:02:06.499428 24534 caffe.cpp:366] Average time per layer: +I0228 23:02:06.499431 24534 caffe.cpp:369] input forward: 0.0018432 ms. +I0228 23:02:06.499439 24534 caffe.cpp:372] input backward: 0.0020576 ms. +I0228 23:02:06.499441 24534 caffe.cpp:369] conv1/11x11_s4 forward: 7.81988 ms. +I0228 23:02:06.499444 24534 caffe.cpp:372] conv1/11x11_s4 backward: 19.4583 ms. +I0228 23:02:06.499447 24534 caffe.cpp:369] conv1/relu forward: 1.37973 ms. +I0228 23:02:06.499450 24534 caffe.cpp:372] conv1/relu backward: 2.04701 ms. +I0228 23:02:06.499454 24534 caffe.cpp:369] pool1/2x2_s2 forward: 0.867136 ms. +I0228 23:02:06.499456 24534 caffe.cpp:372] pool1/2x2_s2 backward: 4.60472 ms. +I0228 23:02:06.499459 24534 caffe.cpp:369] conv2/5x5_s1 forward: 16.2551 ms. +I0228 23:02:06.499461 24534 caffe.cpp:372] conv2/5x5_s1 backward: 46.0019 ms. +I0228 23:02:06.499475 24534 caffe.cpp:369] conv2/relu forward: 0.640413 ms. +I0228 23:02:06.499477 24534 caffe.cpp:372] conv2/relu backward: 0.956422 ms. +I0228 23:02:06.499480 24534 caffe.cpp:369] pool2/2x2_s2 forward: 0.433555 ms. +I0228 23:02:06.499483 24534 caffe.cpp:372] pool2/2x2_s2 backward: 2.25986 ms. +I0228 23:02:06.499485 24534 caffe.cpp:369] conv3/3x3_s1 forward: 8.06175 ms. +I0228 23:02:06.499488 24534 caffe.cpp:372] conv3/3x3_s1 backward: 15.2926 ms. +I0228 23:02:06.499491 24534 caffe.cpp:369] conv3/relu forward: 0.326141 ms. +I0228 23:02:06.499495 24534 caffe.cpp:372] conv3/relu backward: 0.482512 ms. +I0228 23:02:06.499497 24534 caffe.cpp:369] conv4/3x3_s1 forward: 31.1493 ms. +I0228 23:02:06.499500 24534 caffe.cpp:372] conv4/3x3_s1 backward: 60.424 ms. +I0228 23:02:06.499503 24534 caffe.cpp:369] conv4/relu forward: 0.639104 ms. +I0228 23:02:06.499506 24534 caffe.cpp:372] conv4/relu backward: 0.960726 ms. +I0228 23:02:06.499510 24534 caffe.cpp:369] conv5/3x3_s1 forward: 61.3352 ms. +I0228 23:02:06.499512 24534 caffe.cpp:372] conv5/3x3_s1 backward: 119.721 ms. +I0228 23:02:06.499516 24534 caffe.cpp:369] conv5/relu forward: 0.641437 ms. +I0228 23:02:06.499518 24534 caffe.cpp:372] conv5/relu backward: 0.958163 ms. +I0228 23:02:06.499521 24534 caffe.cpp:369] pool5/2x2_s2 forward: 0.435315 ms. +I0228 23:02:06.499523 24534 caffe.cpp:372] pool5/2x2_s2 backward: 2.2782 ms. +I0228 23:02:06.499526 24534 caffe.cpp:369] fc6 forward: 10.3745 ms. +I0228 23:02:06.499529 24534 caffe.cpp:372] fc6 backward: 10.5616 ms. +I0228 23:02:06.499532 24534 caffe.cpp:369] fc7 forward: 1.01981 ms. +I0228 23:02:06.499536 24534 caffe.cpp:372] fc7 backward: 1.23862 ms. +I0228 23:02:06.499538 24534 caffe.cpp:369] fc8 forward: 0.539984 ms. +I0228 23:02:06.499541 24534 caffe.cpp:372] fc8 backward: 0.596582 ms. +I0228 23:02:06.499552 24534 caffe.cpp:377] Average Forward pass: 142.054 ms. +I0228 23:02:06.499557 24534 caffe.cpp:379] Average Backward pass: 287.975 ms. +I0228 23:02:06.499562 24534 caffe.cpp:381] Average Forward-Backward: 430.114 ms. +I0228 23:02:06.499565 24534 caffe.cpp:383] Total Time: 4301.14 ms. +I0228 23:02:06.499568 24534 caffe.cpp:384] *** Benchmark ends *** diff --git a/caffe/output_vgg_a.log b/caffe/output_vgg_a.log index 3218d36..3ba342f 100644 --- a/caffe/output_vgg_a.log +++ b/caffe/output_vgg_a.log @@ -1,18 +1,28 @@ -I0417 00:33:48.991550 28783 caffe.cpp:212] Use GPU with device ID 0 -E0417 00:33:49.196488 28783 upgrade_proto.cpp:618] Attempting to upgrade input file specified using deprecated V1LayerParameter: ./imagenet_winners/vgg_a.prototxt -E0417 00:33:49.196538 28783 upgrade_proto.cpp:636] Input NetParameter to be upgraded already specifies 'layer' fields; these will be ignored for the upgrade. -E0417 00:33:49.196580 28783 upgrade_proto.cpp:623] Warning: had one or more problems upgrading V1LayerParameter (see above); continuing anyway. -I0417 00:33:49.196755 28783 net.cpp:42] Initializing net from parameters: +I0228 23:02:06.686846 24687 caffe.cpp:308] Use GPU with device ID 0 +I0228 23:02:06.932093 24687 upgrade_proto.cpp:51] Attempting to upgrade input file specified using deprecated V1LayerParameter: ./imagenet_winners/vgg_a.prototxt +I0228 23:02:06.932175 24687 upgrade_proto.cpp:59] Successfully upgraded file specified using deprecated V1LayerParameter +I0228 23:02:06.932201 24687 upgrade_proto.cpp:65] Attempting to upgrade input file specified using deprecated input fields: ./imagenet_winners/vgg_a.prototxt +I0228 23:02:06.932210 24687 upgrade_proto.cpp:68] Successfully upgraded file specified using deprecated input fields. +W0228 23:02:06.932214 24687 upgrade_proto.cpp:70] Note that future Caffe releases will only support input layers and not input fields. +I0228 23:02:06.932365 24687 net.cpp:49] Initializing net from parameters: name: "vgg_a" -input: "data" -input_dim: 64 -input_dim: 3 -input_dim: 224 -input_dim: 224 force_backward: true state { phase: TRAIN } +layer { + name: "input" + type: "Input" + top: "data" + input_param { + shape { + dim: 64 + dim: 3 + dim: 224 + dim: 224 + } + } +} layer { name: "conv1/3x3_s1" type: "Convolution" @@ -28,6 +38,7 @@ layer { } convolution_param { num_output: 64 + pad: 1 kernel_size: 3 stride: 1 weight_filler { @@ -339,218 +350,302 @@ layer { stride: 2 } } -I0417 00:33:49.196830 28783 net.cpp:340] Input 0 -> data -I0417 00:33:49.196857 28783 layer_factory.hpp:74] Creating layer conv1/3x3_s1 -I0417 00:33:49.196873 28783 net.cpp:84] Creating Layer conv1/3x3_s1 -I0417 00:33:49.196878 28783 net.cpp:380] conv1/3x3_s1 <- data -I0417 00:33:49.196884 28783 net.cpp:338] conv1/3x3_s1 -> conv1/3x3_s1 -I0417 00:33:49.196892 28783 net.cpp:113] Setting up conv1/3x3_s1 -I0417 00:33:49.197418 28783 net.cpp:120] Top shape: 64 64 222 222 (201867264) -I0417 00:33:49.197433 28783 layer_factory.hpp:74] Creating layer conv1/relu -I0417 00:33:49.197440 28783 net.cpp:84] Creating Layer conv1/relu -I0417 00:33:49.197443 28783 net.cpp:380] conv1/relu <- conv1/3x3_s1 -I0417 00:33:49.197448 28783 net.cpp:327] conv1/relu -> conv1/3x3_s1 (in-place) -I0417 00:33:49.197453 28783 net.cpp:113] Setting up conv1/relu -I0417 00:33:49.197461 28783 net.cpp:120] Top shape: 64 64 222 222 (201867264) -I0417 00:33:49.197464 28783 layer_factory.hpp:74] Creating layer pool1/2x2_s2 -I0417 00:33:49.197469 28783 net.cpp:84] Creating Layer pool1/2x2_s2 -I0417 00:33:49.197471 28783 net.cpp:380] pool1/2x2_s2 <- conv1/3x3_s1 -I0417 00:33:49.197475 28783 net.cpp:338] pool1/2x2_s2 -> pool1/2x2_s2 -I0417 00:33:49.197480 28783 net.cpp:113] Setting up pool1/2x2_s2 -I0417 00:33:49.197491 28783 net.cpp:120] Top shape: 64 64 111 111 (50466816) -I0417 00:33:49.197495 28783 layer_factory.hpp:74] Creating layer conv2/3x3_s1 -I0417 00:33:49.197500 28783 net.cpp:84] Creating Layer conv2/3x3_s1 -I0417 00:33:49.197502 28783 net.cpp:380] conv2/3x3_s1 <- pool1/2x2_s2 -I0417 00:33:49.197506 28783 net.cpp:338] conv2/3x3_s1 -> conv2/3x3_s1 -I0417 00:33:49.197512 28783 net.cpp:113] Setting up conv2/3x3_s1 -I0417 00:33:49.198077 28783 net.cpp:120] Top shape: 64 128 111 111 (100933632) -I0417 00:33:49.198087 28783 layer_factory.hpp:74] Creating layer conv2/relu -I0417 00:33:49.198093 28783 net.cpp:84] Creating Layer conv2/relu -I0417 00:33:49.198096 28783 net.cpp:380] conv2/relu <- conv2/3x3_s1 -I0417 00:33:49.198101 28783 net.cpp:327] conv2/relu -> conv2/3x3_s1 (in-place) -I0417 00:33:49.198106 28783 net.cpp:113] Setting up conv2/relu -I0417 00:33:49.198109 28783 net.cpp:120] Top shape: 64 128 111 111 (100933632) -I0417 00:33:49.198112 28783 layer_factory.hpp:74] Creating layer pool2/2x2_s2 -I0417 00:33:49.198117 28783 net.cpp:84] Creating Layer pool2/2x2_s2 -I0417 00:33:49.198120 28783 net.cpp:380] pool2/2x2_s2 <- conv2/3x3_s1 -I0417 00:33:49.198124 28783 net.cpp:338] pool2/2x2_s2 -> pool2/2x2_s2 -I0417 00:33:49.198129 28783 net.cpp:113] Setting up pool2/2x2_s2 -I0417 00:33:49.198137 28783 net.cpp:120] Top shape: 64 128 56 56 (25690112) -I0417 00:33:49.198145 28783 layer_factory.hpp:74] Creating layer conv3/3x3_s1 -I0417 00:33:49.198151 28783 net.cpp:84] Creating Layer conv3/3x3_s1 -I0417 00:33:49.198153 28783 net.cpp:380] conv3/3x3_s1 <- pool2/2x2_s2 -I0417 00:33:49.198158 28783 net.cpp:338] conv3/3x3_s1 -> conv3/3x3_s1 -I0417 00:33:49.198163 28783 net.cpp:113] Setting up conv3/3x3_s1 -I0417 00:33:49.200078 28783 net.cpp:120] Top shape: 64 256 56 56 (51380224) -I0417 00:33:49.200090 28783 layer_factory.hpp:74] Creating layer conv3/relu -I0417 00:33:49.200095 28783 net.cpp:84] Creating Layer conv3/relu -I0417 00:33:49.200098 28783 net.cpp:380] conv3/relu <- conv3/3x3_s1 -I0417 00:33:49.200103 28783 net.cpp:327] conv3/relu -> conv3/3x3_s1 (in-place) -I0417 00:33:49.200106 28783 net.cpp:113] Setting up conv3/relu -I0417 00:33:49.200110 28783 net.cpp:120] Top shape: 64 256 56 56 (51380224) -I0417 00:33:49.200114 28783 layer_factory.hpp:74] Creating layer conv4/3x3_s1 -I0417 00:33:49.200120 28783 net.cpp:84] Creating Layer conv4/3x3_s1 -I0417 00:33:49.200124 28783 net.cpp:380] conv4/3x3_s1 <- conv3/3x3_s1 -I0417 00:33:49.200127 28783 net.cpp:338] conv4/3x3_s1 -> conv4/3x3_s1 -I0417 00:33:49.200132 28783 net.cpp:113] Setting up conv4/3x3_s1 -I0417 00:33:49.203821 28783 net.cpp:120] Top shape: 64 256 56 56 (51380224) -I0417 00:33:49.203832 28783 layer_factory.hpp:74] Creating layer conv4/relu -I0417 00:33:49.203837 28783 net.cpp:84] Creating Layer conv4/relu -I0417 00:33:49.203840 28783 net.cpp:380] conv4/relu <- conv4/3x3_s1 -I0417 00:33:49.203845 28783 net.cpp:327] conv4/relu -> conv4/3x3_s1 (in-place) -I0417 00:33:49.203850 28783 net.cpp:113] Setting up conv4/relu -I0417 00:33:49.203853 28783 net.cpp:120] Top shape: 64 256 56 56 (51380224) -I0417 00:33:49.203856 28783 layer_factory.hpp:74] Creating layer pool3/2x2_s2 -I0417 00:33:49.203860 28783 net.cpp:84] Creating Layer pool3/2x2_s2 -I0417 00:33:49.203862 28783 net.cpp:380] pool3/2x2_s2 <- conv4/3x3_s1 -I0417 00:33:49.203867 28783 net.cpp:338] pool3/2x2_s2 -> pool3/2x2_s2 -I0417 00:33:49.203871 28783 net.cpp:113] Setting up pool3/2x2_s2 -I0417 00:33:49.203877 28783 net.cpp:120] Top shape: 64 256 28 28 (12845056) -I0417 00:33:49.203881 28783 layer_factory.hpp:74] Creating layer conv5/3x3_s1 -I0417 00:33:49.203884 28783 net.cpp:84] Creating Layer conv5/3x3_s1 -I0417 00:33:49.203887 28783 net.cpp:380] conv5/3x3_s1 <- pool3/2x2_s2 -I0417 00:33:49.203892 28783 net.cpp:338] conv5/3x3_s1 -> conv5/3x3_s1 -I0417 00:33:49.203898 28783 net.cpp:113] Setting up conv5/3x3_s1 -I0417 00:33:49.210546 28783 net.cpp:120] Top shape: 64 512 28 28 (25690112) -I0417 00:33:49.210558 28783 layer_factory.hpp:74] Creating layer conv5/relu -I0417 00:33:49.210564 28783 net.cpp:84] Creating Layer conv5/relu -I0417 00:33:49.210567 28783 net.cpp:380] conv5/relu <- conv5/3x3_s1 -I0417 00:33:49.210573 28783 net.cpp:327] conv5/relu -> conv5/3x3_s1 (in-place) -I0417 00:33:49.210577 28783 net.cpp:113] Setting up conv5/relu -I0417 00:33:49.210582 28783 net.cpp:120] Top shape: 64 512 28 28 (25690112) -I0417 00:33:49.210584 28783 layer_factory.hpp:74] Creating layer conv6/3x3_s1 -I0417 00:33:49.210589 28783 net.cpp:84] Creating Layer conv6/3x3_s1 -I0417 00:33:49.210592 28783 net.cpp:380] conv6/3x3_s1 <- conv5/3x3_s1 -I0417 00:33:49.210597 28783 net.cpp:338] conv6/3x3_s1 -> conv6/3x3_s1 -I0417 00:33:49.210602 28783 net.cpp:113] Setting up conv6/3x3_s1 -I0417 00:33:49.224231 28783 net.cpp:120] Top shape: 64 512 28 28 (25690112) -I0417 00:33:49.224252 28783 layer_factory.hpp:74] Creating layer conv6/relu -I0417 00:33:49.224259 28783 net.cpp:84] Creating Layer conv6/relu -I0417 00:33:49.224263 28783 net.cpp:380] conv6/relu <- conv6/3x3_s1 -I0417 00:33:49.224267 28783 net.cpp:327] conv6/relu -> conv6/3x3_s1 (in-place) -I0417 00:33:49.224273 28783 net.cpp:113] Setting up conv6/relu -I0417 00:33:49.224277 28783 net.cpp:120] Top shape: 64 512 28 28 (25690112) -I0417 00:33:49.224280 28783 layer_factory.hpp:74] Creating layer pool4/2x2_s2 -I0417 00:33:49.224287 28783 net.cpp:84] Creating Layer pool4/2x2_s2 -I0417 00:33:49.224289 28783 net.cpp:380] pool4/2x2_s2 <- conv6/3x3_s1 -I0417 00:33:49.224293 28783 net.cpp:338] pool4/2x2_s2 -> pool4/2x2_s2 -I0417 00:33:49.224304 28783 net.cpp:113] Setting up pool4/2x2_s2 -I0417 00:33:49.224311 28783 net.cpp:120] Top shape: 64 512 14 14 (6422528) -I0417 00:33:49.224314 28783 layer_factory.hpp:74] Creating layer conv7/3x3_s1 -I0417 00:33:49.224325 28783 net.cpp:84] Creating Layer conv7/3x3_s1 -I0417 00:33:49.224328 28783 net.cpp:380] conv7/3x3_s1 <- pool4/2x2_s2 -I0417 00:33:49.224333 28783 net.cpp:338] conv7/3x3_s1 -> conv7/3x3_s1 -I0417 00:33:49.224337 28783 net.cpp:113] Setting up conv7/3x3_s1 -I0417 00:33:49.237679 28783 net.cpp:120] Top shape: 64 512 14 14 (6422528) -I0417 00:33:49.237699 28783 layer_factory.hpp:74] Creating layer conv7/relu -I0417 00:33:49.237704 28783 net.cpp:84] Creating Layer conv7/relu -I0417 00:33:49.237707 28783 net.cpp:380] conv7/relu <- conv7/3x3_s1 -I0417 00:33:49.237711 28783 net.cpp:327] conv7/relu -> conv7/3x3_s1 (in-place) -I0417 00:33:49.237716 28783 net.cpp:113] Setting up conv7/relu -I0417 00:33:49.237721 28783 net.cpp:120] Top shape: 64 512 14 14 (6422528) -I0417 00:33:49.237725 28783 layer_factory.hpp:74] Creating layer conv8/3x3_s1 -I0417 00:33:49.237730 28783 net.cpp:84] Creating Layer conv8/3x3_s1 -I0417 00:33:49.237732 28783 net.cpp:380] conv8/3x3_s1 <- conv7/3x3_s1 -I0417 00:33:49.237738 28783 net.cpp:338] conv8/3x3_s1 -> conv8/3x3_s1 -I0417 00:33:49.237743 28783 net.cpp:113] Setting up conv8/3x3_s1 -I0417 00:33:49.251382 28783 net.cpp:120] Top shape: 64 512 14 14 (6422528) -I0417 00:33:49.251401 28783 layer_factory.hpp:74] Creating layer conv8/relu -I0417 00:33:49.251409 28783 net.cpp:84] Creating Layer conv8/relu -I0417 00:33:49.251411 28783 net.cpp:380] conv8/relu <- conv8/3x3_s1 -I0417 00:33:49.251416 28783 net.cpp:327] conv8/relu -> conv8/3x3_s1 (in-place) -I0417 00:33:49.251421 28783 net.cpp:113] Setting up conv8/relu -I0417 00:33:49.251425 28783 net.cpp:120] Top shape: 64 512 14 14 (6422528) -I0417 00:33:49.251428 28783 layer_factory.hpp:74] Creating layer pool5/2x2_s2 -I0417 00:33:49.251433 28783 net.cpp:84] Creating Layer pool5/2x2_s2 -I0417 00:33:49.251436 28783 net.cpp:380] pool5/2x2_s2 <- conv8/3x3_s1 -I0417 00:33:49.251441 28783 net.cpp:338] pool5/2x2_s2 -> pool5/2x2_s2 -I0417 00:33:49.251446 28783 net.cpp:113] Setting up pool5/2x2_s2 -I0417 00:33:49.251451 28783 net.cpp:120] Top shape: 64 512 7 7 (1605632) -I0417 00:33:49.251454 28783 net.cpp:169] pool5/2x2_s2 does not need backward computation. -I0417 00:33:49.251457 28783 net.cpp:169] conv8/relu does not need backward computation. -I0417 00:33:49.251459 28783 net.cpp:169] conv8/3x3_s1 does not need backward computation. -I0417 00:33:49.251462 28783 net.cpp:169] conv7/relu does not need backward computation. -I0417 00:33:49.251464 28783 net.cpp:169] conv7/3x3_s1 does not need backward computation. -I0417 00:33:49.251467 28783 net.cpp:169] pool4/2x2_s2 does not need backward computation. -I0417 00:33:49.251471 28783 net.cpp:169] conv6/relu does not need backward computation. -I0417 00:33:49.251472 28783 net.cpp:169] conv6/3x3_s1 does not need backward computation. -I0417 00:33:49.251476 28783 net.cpp:169] conv5/relu does not need backward computation. -I0417 00:33:49.251477 28783 net.cpp:169] conv5/3x3_s1 does not need backward computation. -I0417 00:33:49.251480 28783 net.cpp:169] pool3/2x2_s2 does not need backward computation. -I0417 00:33:49.251482 28783 net.cpp:169] conv4/relu does not need backward computation. -I0417 00:33:49.251485 28783 net.cpp:169] conv4/3x3_s1 does not need backward computation. -I0417 00:33:49.251488 28783 net.cpp:169] conv3/relu does not need backward computation. -I0417 00:33:49.251490 28783 net.cpp:169] conv3/3x3_s1 does not need backward computation. -I0417 00:33:49.251493 28783 net.cpp:169] pool2/2x2_s2 does not need backward computation. -I0417 00:33:49.251495 28783 net.cpp:169] conv2/relu does not need backward computation. -I0417 00:33:49.251498 28783 net.cpp:169] conv2/3x3_s1 does not need backward computation. -I0417 00:33:49.251500 28783 net.cpp:169] pool1/2x2_s2 does not need backward computation. -I0417 00:33:49.251503 28783 net.cpp:169] conv1/relu does not need backward computation. -I0417 00:33:49.251513 28783 net.cpp:169] conv1/3x3_s1 does not need backward computation. -I0417 00:33:49.251518 28783 net.cpp:205] This network produces output pool5/2x2_s2 -I0417 00:33:49.251533 28783 net.cpp:447] Collecting Learning Rate and Weight Decay. -I0417 00:33:49.251538 28783 net.cpp:217] Network initialization done. -I0417 00:33:49.251541 28783 net.cpp:218] Memory required for data: 4146413568 -I0417 00:33:49.251615 28783 caffe.cpp:224] Performing Forward -I0417 00:33:49.556290 28783 caffe.cpp:229] Initial loss: 0 -I0417 00:33:49.556325 28783 caffe.cpp:230] Performing Backward -I0417 00:33:50.103999 28783 caffe.cpp:238] *** Benchmark begins *** -I0417 00:33:50.104022 28783 caffe.cpp:239] Testing for 10 iterations. -I0417 00:33:51.415261 28783 caffe.cpp:270] Iteration: 1 forward-backward time: 1066.98 ms. -I0417 00:33:52.484758 28783 caffe.cpp:270] Iteration: 2 forward-backward time: 1069.42 ms. -I0417 00:33:53.552973 28783 caffe.cpp:270] Iteration: 3 forward-backward time: 1068.14 ms. -I0417 00:33:54.621387 28783 caffe.cpp:270] Iteration: 4 forward-backward time: 1068.34 ms. -I0417 00:33:55.692067 28783 caffe.cpp:270] Iteration: 5 forward-backward time: 1070.61 ms. -I0417 00:33:56.762858 28783 caffe.cpp:270] Iteration: 6 forward-backward time: 1070.72 ms. -I0417 00:33:57.831276 28783 caffe.cpp:270] Iteration: 7 forward-backward time: 1068.35 ms. -I0417 00:33:58.901326 28783 caffe.cpp:270] Iteration: 8 forward-backward time: 1069.97 ms. -I0417 00:33:59.973387 28783 caffe.cpp:270] Iteration: 9 forward-backward time: 1071.99 ms. -I0417 00:34:01.044553 28783 caffe.cpp:270] Iteration: 10 forward-backward time: 1071.1 ms. -I0417 00:34:01.044579 28783 caffe.cpp:273] Average time per layer: -I0417 00:34:01.044582 28783 caffe.cpp:276] conv1/3x3_s1 forward: 18.7653 ms. -I0417 00:34:01.044586 28783 caffe.cpp:279] conv1/3x3_s1 backward: 76.1998 ms. -I0417 00:34:01.044589 28783 caffe.cpp:276] conv1/relu forward: 6.37052 ms. -I0417 00:34:01.044592 28783 caffe.cpp:279] conv1/relu backward: 9.45049 ms. -I0417 00:34:01.044595 28783 caffe.cpp:276] pool1/2x2_s2 forward: 4.89431 ms. -I0417 00:34:01.044598 28783 caffe.cpp:279] pool1/2x2_s2 backward: 25.266 ms. -I0417 00:34:01.044601 28783 caffe.cpp:276] conv2/3x3_s1 forward: 37.0221 ms. -I0417 00:34:01.044605 28783 caffe.cpp:279] conv2/3x3_s1 backward: 130.704 ms. -I0417 00:34:01.044608 28783 caffe.cpp:276] conv2/relu forward: 3.19181 ms. -I0417 00:34:01.044611 28783 caffe.cpp:279] conv2/relu backward: 4.72831 ms. -I0417 00:34:01.044615 28783 caffe.cpp:276] pool2/2x2_s2 forward: 2.48506 ms. -I0417 00:34:01.044616 28783 caffe.cpp:279] pool2/2x2_s2 backward: 12.6362 ms. -I0417 00:34:01.044620 28783 caffe.cpp:276] conv3/3x3_s1 forward: 30.7065 ms. -I0417 00:34:01.044623 28783 caffe.cpp:279] conv3/3x3_s1 backward: 69.4018 ms. -I0417 00:34:01.044626 28783 caffe.cpp:276] conv3/relu forward: 1.63021 ms. -I0417 00:34:01.044630 28783 caffe.cpp:279] conv3/relu backward: 2.41101 ms. -I0417 00:34:01.044632 28783 caffe.cpp:276] conv4/3x3_s1 forward: 56.3749 ms. -I0417 00:34:01.044636 28783 caffe.cpp:279] conv4/3x3_s1 backward: 111.359 ms. -I0417 00:34:01.044638 28783 caffe.cpp:276] conv4/relu forward: 1.63103 ms. -I0417 00:34:01.044641 28783 caffe.cpp:279] conv4/relu backward: 2.41132 ms. -I0417 00:34:01.044644 28783 caffe.cpp:276] pool3/2x2_s2 forward: 1.25296 ms. -I0417 00:34:01.044647 28783 caffe.cpp:279] pool3/2x2_s2 backward: 6.42724 ms. -I0417 00:34:01.044649 28783 caffe.cpp:276] conv5/3x3_s1 forward: 26.1575 ms. -I0417 00:34:01.044653 28783 caffe.cpp:279] conv5/3x3_s1 backward: 58.9736 ms. -I0417 00:34:01.044656 28783 caffe.cpp:276] conv5/relu forward: 0.816845 ms. -I0417 00:34:01.044659 28783 caffe.cpp:279] conv5/relu backward: 1.21068 ms. -I0417 00:34:01.044662 28783 caffe.cpp:276] conv6/3x3_s1 forward: 50.0986 ms. -I0417 00:34:01.044666 28783 caffe.cpp:279] conv6/3x3_s1 backward: 107.168 ms. -I0417 00:34:01.044668 28783 caffe.cpp:276] conv6/relu forward: 0.818496 ms. -I0417 00:34:01.044672 28783 caffe.cpp:279] conv6/relu backward: 1.21047 ms. -I0417 00:34:01.044674 28783 caffe.cpp:276] pool4/2x2_s2 forward: 0.644819 ms. -I0417 00:34:01.044684 28783 caffe.cpp:279] pool4/2x2_s2 backward: 3.24895 ms. -I0417 00:34:01.044688 28783 caffe.cpp:276] conv7/3x3_s1 forward: 40.1516 ms. -I0417 00:34:01.044692 28783 caffe.cpp:279] conv7/3x3_s1 backward: 60.6034 ms. -I0417 00:34:01.044694 28783 caffe.cpp:276] conv7/relu forward: 0.208486 ms. -I0417 00:34:01.044697 28783 caffe.cpp:279] conv7/relu backward: 0.307098 ms. -I0417 00:34:01.044700 28783 caffe.cpp:276] conv8/3x3_s1 forward: 40.1589 ms. -I0417 00:34:01.044703 28783 caffe.cpp:279] conv8/3x3_s1 backward: 60.5627 ms. -I0417 00:34:01.044706 28783 caffe.cpp:276] conv8/relu forward: 0.208704 ms. -I0417 00:34:01.044709 28783 caffe.cpp:279] conv8/relu backward: 0.306803 ms. -I0417 00:34:01.044713 28783 caffe.cpp:276] pool5/2x2_s2 forward: 0.182269 ms. -I0417 00:34:01.044715 28783 caffe.cpp:279] pool5/2x2_s2 backward: 0.829965 ms. -I0417 00:34:01.044726 28783 caffe.cpp:284] Average Forward pass: 323.945 ms. -I0417 00:34:01.044730 28783 caffe.cpp:286] Average Backward pass: 745.604 ms. -I0417 00:34:01.044735 28783 caffe.cpp:288] Average Forward-Backward: 1069.62 ms. -I0417 00:34:01.044739 28783 caffe.cpp:290] Total Time: 10696.2 ms. -I0417 00:34:01.044744 28783 caffe.cpp:291] *** Benchmark ends *** +layer { + name: "fc6" + type: "InnerProduct" + bottom: "pool5/2x2_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 + } +} +I0228 23:02:06.932447 24687 layer_factory.hpp:77] Creating layer input +I0228 23:02:06.932467 24687 net.cpp:91] Creating Layer input +I0228 23:02:06.932473 24687 net.cpp:399] input -> data +I0228 23:02:06.938585 24687 net.cpp:141] Setting up input +I0228 23:02:06.938609 24687 net.cpp:148] Top shape: 64 3 224 224 (9633792) +I0228 23:02:06.938613 24687 net.cpp:156] Memory required for data: 38535168 +I0228 23:02:06.938621 24687 layer_factory.hpp:77] Creating layer conv1/3x3_s1 +I0228 23:02:06.938632 24687 net.cpp:91] Creating Layer conv1/3x3_s1 +I0228 23:02:06.938635 24687 net.cpp:425] conv1/3x3_s1 <- data +I0228 23:02:06.938642 24687 net.cpp:399] conv1/3x3_s1 -> conv1/3x3_s1 +I0228 23:02:07.075465 24687 net.cpp:141] Setting up conv1/3x3_s1 +I0228 23:02:07.075494 24687 net.cpp:148] Top shape: 64 64 224 224 (205520896) +I0228 23:02:07.075497 24687 net.cpp:156] Memory required for data: 860618752 +I0228 23:02:07.075515 24687 layer_factory.hpp:77] Creating layer conv1/relu +I0228 23:02:07.075531 24687 net.cpp:91] Creating Layer conv1/relu +I0228 23:02:07.075536 24687 net.cpp:425] conv1/relu <- conv1/3x3_s1 +I0228 23:02:07.075541 24687 net.cpp:386] conv1/relu -> conv1/3x3_s1 (in-place) +I0228 23:02:07.075803 24687 net.cpp:141] Setting up conv1/relu +I0228 23:02:07.075814 24687 net.cpp:148] Top shape: 64 64 224 224 (205520896) +I0228 23:02:07.075816 24687 net.cpp:156] Memory required for data: 1682702336 +I0228 23:02:07.075819 24687 layer_factory.hpp:77] Creating layer pool1/2x2_s2 +I0228 23:02:07.075827 24687 net.cpp:91] Creating Layer pool1/2x2_s2 +I0228 23:02:07.075830 24687 net.cpp:425] pool1/2x2_s2 <- conv1/3x3_s1 +I0228 23:02:07.075835 24687 net.cpp:399] pool1/2x2_s2 -> pool1/2x2_s2 +I0228 23:02:07.075875 24687 net.cpp:141] Setting up pool1/2x2_s2 +I0228 23:02:07.075881 24687 net.cpp:148] Top shape: 64 64 112 112 (51380224) +I0228 23:02:07.075883 24687 net.cpp:156] Memory required for data: 1888223232 +I0228 23:02:07.075894 24687 layer_factory.hpp:77] Creating layer conv2/3x3_s1 +I0228 23:02:07.075906 24687 net.cpp:91] Creating Layer conv2/3x3_s1 +I0228 23:02:07.075911 24687 net.cpp:425] conv2/3x3_s1 <- pool1/2x2_s2 +I0228 23:02:07.075914 24687 net.cpp:399] conv2/3x3_s1 -> conv2/3x3_s1 +I0228 23:02:07.077929 24687 net.cpp:141] Setting up conv2/3x3_s1 +I0228 23:02:07.077941 24687 net.cpp:148] Top shape: 64 128 112 112 (102760448) +I0228 23:02:07.077944 24687 net.cpp:156] Memory required for data: 2299265024 +I0228 23:02:07.077952 24687 layer_factory.hpp:77] Creating layer conv2/relu +I0228 23:02:07.077958 24687 net.cpp:91] Creating Layer conv2/relu +I0228 23:02:07.077961 24687 net.cpp:425] conv2/relu <- conv2/3x3_s1 +I0228 23:02:07.077965 24687 net.cpp:386] conv2/relu -> conv2/3x3_s1 (in-place) +I0228 23:02:07.078213 24687 net.cpp:141] Setting up conv2/relu +I0228 23:02:07.078223 24687 net.cpp:148] Top shape: 64 128 112 112 (102760448) +I0228 23:02:07.078227 24687 net.cpp:156] Memory required for data: 2710306816 +I0228 23:02:07.078230 24687 layer_factory.hpp:77] Creating layer pool2/2x2_s2 +I0228 23:02:07.078235 24687 net.cpp:91] Creating Layer pool2/2x2_s2 +I0228 23:02:07.078238 24687 net.cpp:425] pool2/2x2_s2 <- conv2/3x3_s1 +I0228 23:02:07.078243 24687 net.cpp:399] pool2/2x2_s2 -> pool2/2x2_s2 +I0228 23:02:07.078275 24687 net.cpp:141] Setting up pool2/2x2_s2 +I0228 23:02:07.078281 24687 net.cpp:148] Top shape: 64 128 56 56 (25690112) +I0228 23:02:07.078284 24687 net.cpp:156] Memory required for data: 2813067264 +I0228 23:02:07.078287 24687 layer_factory.hpp:77] Creating layer conv3/3x3_s1 +I0228 23:02:07.078296 24687 net.cpp:91] Creating Layer conv3/3x3_s1 +I0228 23:02:07.078299 24687 net.cpp:425] conv3/3x3_s1 <- pool2/2x2_s2 +I0228 23:02:07.078305 24687 net.cpp:399] conv3/3x3_s1 -> conv3/3x3_s1 +I0228 23:02:07.080968 24687 net.cpp:141] Setting up conv3/3x3_s1 +I0228 23:02:07.080979 24687 net.cpp:148] Top shape: 64 256 56 56 (51380224) +I0228 23:02:07.080983 24687 net.cpp:156] Memory required for data: 3018588160 +I0228 23:02:07.080991 24687 layer_factory.hpp:77] Creating layer conv3/relu +I0228 23:02:07.080999 24687 net.cpp:91] Creating Layer conv3/relu +I0228 23:02:07.081002 24687 net.cpp:425] conv3/relu <- conv3/3x3_s1 +I0228 23:02:07.081007 24687 net.cpp:386] conv3/relu -> conv3/3x3_s1 (in-place) +I0228 23:02:07.081135 24687 net.cpp:141] Setting up conv3/relu +I0228 23:02:07.081142 24687 net.cpp:148] Top shape: 64 256 56 56 (51380224) +I0228 23:02:07.081146 24687 net.cpp:156] Memory required for data: 3224109056 +I0228 23:02:07.081149 24687 layer_factory.hpp:77] Creating layer conv4/3x3_s1 +I0228 23:02:07.081158 24687 net.cpp:91] Creating Layer conv4/3x3_s1 +I0228 23:02:07.081161 24687 net.cpp:425] conv4/3x3_s1 <- conv3/3x3_s1 +I0228 23:02:07.081167 24687 net.cpp:399] conv4/3x3_s1 -> conv4/3x3_s1 +I0228 23:02:07.085551 24687 net.cpp:141] Setting up conv4/3x3_s1 +I0228 23:02:07.085568 24687 net.cpp:148] Top shape: 64 256 56 56 (51380224) +I0228 23:02:07.085572 24687 net.cpp:156] Memory required for data: 3429629952 +I0228 23:02:07.085578 24687 layer_factory.hpp:77] Creating layer conv4/relu +I0228 23:02:07.085589 24687 net.cpp:91] Creating Layer conv4/relu +I0228 23:02:07.085593 24687 net.cpp:425] conv4/relu <- conv4/3x3_s1 +I0228 23:02:07.085597 24687 net.cpp:386] conv4/relu -> conv4/3x3_s1 (in-place) +I0228 23:02:07.085845 24687 net.cpp:141] Setting up conv4/relu +I0228 23:02:07.085855 24687 net.cpp:148] Top shape: 64 256 56 56 (51380224) +I0228 23:02:07.085860 24687 net.cpp:156] Memory required for data: 3635150848 +I0228 23:02:07.085862 24687 layer_factory.hpp:77] Creating layer pool3/2x2_s2 +I0228 23:02:07.085868 24687 net.cpp:91] Creating Layer pool3/2x2_s2 +I0228 23:02:07.085871 24687 net.cpp:425] pool3/2x2_s2 <- conv4/3x3_s1 +I0228 23:02:07.085877 24687 net.cpp:399] pool3/2x2_s2 -> pool3/2x2_s2 +I0228 23:02:07.085911 24687 net.cpp:141] Setting up pool3/2x2_s2 +I0228 23:02:07.085918 24687 net.cpp:148] Top shape: 64 256 28 28 (12845056) +I0228 23:02:07.085922 24687 net.cpp:156] Memory required for data: 3686531072 +I0228 23:02:07.085924 24687 layer_factory.hpp:77] Creating layer conv5/3x3_s1 +I0228 23:02:07.085938 24687 net.cpp:91] Creating Layer conv5/3x3_s1 +I0228 23:02:07.085942 24687 net.cpp:425] conv5/3x3_s1 <- pool3/2x2_s2 +I0228 23:02:07.085947 24687 net.cpp:399] conv5/3x3_s1 -> conv5/3x3_s1 +I0228 23:02:07.093767 24687 net.cpp:141] Setting up conv5/3x3_s1 +I0228 23:02:07.093783 24687 net.cpp:148] Top shape: 64 512 28 28 (25690112) +I0228 23:02:07.093786 24687 net.cpp:156] Memory required for data: 3789291520 +I0228 23:02:07.093796 24687 layer_factory.hpp:77] Creating layer conv5/relu +I0228 23:02:07.093803 24687 net.cpp:91] Creating Layer conv5/relu +I0228 23:02:07.093807 24687 net.cpp:425] conv5/relu <- conv5/3x3_s1 +I0228 23:02:07.093811 24687 net.cpp:386] conv5/relu -> conv5/3x3_s1 (in-place) +I0228 23:02:07.094065 24687 net.cpp:141] Setting up conv5/relu +I0228 23:02:07.094076 24687 net.cpp:148] Top shape: 64 512 28 28 (25690112) +I0228 23:02:07.094079 24687 net.cpp:156] Memory required for data: 3892051968 +I0228 23:02:07.094082 24687 layer_factory.hpp:77] Creating layer conv6/3x3_s1 +I0228 23:02:07.094092 24687 net.cpp:91] Creating Layer conv6/3x3_s1 +I0228 23:02:07.094096 24687 net.cpp:425] conv6/3x3_s1 <- conv5/3x3_s1 +I0228 23:02:07.094102 24687 net.cpp:399] conv6/3x3_s1 -> conv6/3x3_s1 +I0228 23:02:07.108479 24687 net.cpp:141] Setting up conv6/3x3_s1 +I0228 23:02:07.108500 24687 net.cpp:148] Top shape: 64 512 28 28 (25690112) +I0228 23:02:07.108503 24687 net.cpp:156] Memory required for data: 3994812416 +I0228 23:02:07.108510 24687 layer_factory.hpp:77] Creating layer conv6/relu +I0228 23:02:07.108520 24687 net.cpp:91] Creating Layer conv6/relu +I0228 23:02:07.108523 24687 net.cpp:425] conv6/relu <- conv6/3x3_s1 +I0228 23:02:07.108528 24687 net.cpp:386] conv6/relu -> conv6/3x3_s1 (in-place) +I0228 23:02:07.108675 24687 net.cpp:141] Setting up conv6/relu +I0228 23:02:07.108681 24687 net.cpp:148] Top shape: 64 512 28 28 (25690112) +I0228 23:02:07.108685 24687 net.cpp:156] Memory required for data: 4097572864 +I0228 23:02:07.108688 24687 layer_factory.hpp:77] Creating layer pool4/2x2_s2 +I0228 23:02:07.108697 24687 net.cpp:91] Creating Layer pool4/2x2_s2 +I0228 23:02:07.108700 24687 net.cpp:425] pool4/2x2_s2 <- conv6/3x3_s1 +I0228 23:02:07.108705 24687 net.cpp:399] pool4/2x2_s2 -> pool4/2x2_s2 +I0228 23:02:07.108739 24687 net.cpp:141] Setting up pool4/2x2_s2 +I0228 23:02:07.108746 24687 net.cpp:148] Top shape: 64 512 14 14 (6422528) +I0228 23:02:07.108748 24687 net.cpp:156] Memory required for data: 4123262976 +I0228 23:02:07.108752 24687 layer_factory.hpp:77] Creating layer conv7/3x3_s1 +I0228 23:02:07.108760 24687 net.cpp:91] Creating Layer conv7/3x3_s1 +I0228 23:02:07.108764 24687 net.cpp:425] conv7/3x3_s1 <- pool4/2x2_s2 +I0228 23:02:07.108768 24687 net.cpp:399] conv7/3x3_s1 -> conv7/3x3_s1 +I0228 23:02:07.124102 24687 net.cpp:141] Setting up conv7/3x3_s1 +I0228 23:02:07.124122 24687 net.cpp:148] Top shape: 64 512 14 14 (6422528) +I0228 23:02:07.124126 24687 net.cpp:156] Memory required for data: 4148953088 +I0228 23:02:07.124135 24687 layer_factory.hpp:77] Creating layer conv7/relu +I0228 23:02:07.124142 24687 net.cpp:91] Creating Layer conv7/relu +I0228 23:02:07.124146 24687 net.cpp:425] conv7/relu <- conv7/3x3_s1 +I0228 23:02:07.124151 24687 net.cpp:386] conv7/relu -> conv7/3x3_s1 (in-place) +I0228 23:02:07.124605 24687 net.cpp:141] Setting up conv7/relu +I0228 23:02:07.124617 24687 net.cpp:148] Top shape: 64 512 14 14 (6422528) +I0228 23:02:07.124620 24687 net.cpp:156] Memory required for data: 4174643200 +I0228 23:02:07.124624 24687 layer_factory.hpp:77] Creating layer conv8/3x3_s1 +I0228 23:02:07.124634 24687 net.cpp:91] Creating Layer conv8/3x3_s1 +I0228 23:02:07.124637 24687 net.cpp:425] conv8/3x3_s1 <- conv7/3x3_s1 +I0228 23:02:07.124644 24687 net.cpp:399] conv8/3x3_s1 -> conv8/3x3_s1 +I0228 23:02:07.138921 24687 net.cpp:141] Setting up conv8/3x3_s1 +I0228 23:02:07.138941 24687 net.cpp:148] Top shape: 64 512 14 14 (6422528) +I0228 23:02:07.138944 24687 net.cpp:156] Memory required for data: 4200333312 +I0228 23:02:07.138952 24687 layer_factory.hpp:77] Creating layer conv8/relu +I0228 23:02:07.138959 24687 net.cpp:91] Creating Layer conv8/relu +I0228 23:02:07.138969 24687 net.cpp:425] conv8/relu <- conv8/3x3_s1 +I0228 23:02:07.138978 24687 net.cpp:386] conv8/relu -> conv8/3x3_s1 (in-place) +I0228 23:02:07.140534 24687 net.cpp:141] Setting up conv8/relu +I0228 23:02:07.140544 24687 net.cpp:148] Top shape: 64 512 14 14 (6422528) +I0228 23:02:07.140547 24687 net.cpp:156] Memory required for data: 4226023424 +I0228 23:02:07.140552 24687 layer_factory.hpp:77] Creating layer pool5/2x2_s2 +I0228 23:02:07.140561 24687 net.cpp:91] Creating Layer pool5/2x2_s2 +I0228 23:02:07.140565 24687 net.cpp:425] pool5/2x2_s2 <- conv8/3x3_s1 +I0228 23:02:07.140570 24687 net.cpp:399] pool5/2x2_s2 -> pool5/2x2_s2 +I0228 23:02:07.140609 24687 net.cpp:141] Setting up pool5/2x2_s2 +I0228 23:02:07.140615 24687 net.cpp:148] Top shape: 64 512 7 7 (1605632) +I0228 23:02:07.140619 24687 net.cpp:156] Memory required for data: 4232445952 +I0228 23:02:07.140621 24687 layer_factory.hpp:77] Creating layer fc6 +I0228 23:02:07.140626 24687 net.cpp:91] Creating Layer fc6 +I0228 23:02:07.140630 24687 net.cpp:425] fc6 <- pool5/2x2_s2 +I0228 23:02:07.140635 24687 net.cpp:399] fc6 -> fc6 +I0228 23:02:07.321799 24687 net.cpp:141] Setting up fc6 +I0228 23:02:07.321838 24687 net.cpp:148] Top shape: 64 4096 (262144) +I0228 23:02:07.321843 24687 net.cpp:156] Memory required for data: 4233494528 +I0228 23:02:07.321858 24687 layer_factory.hpp:77] Creating layer fc7 +I0228 23:02:07.321867 24687 net.cpp:91] Creating Layer fc7 +I0228 23:02:07.321871 24687 net.cpp:425] fc7 <- fc6 +I0228 23:02:07.321877 24687 net.cpp:399] fc7 -> fc7 +I0228 23:02:07.351747 24687 net.cpp:141] Setting up fc7 +I0228 23:02:07.351794 24687 net.cpp:148] Top shape: 64 4096 (262144) +I0228 23:02:07.351797 24687 net.cpp:156] Memory required for data: 4234543104 +I0228 23:02:07.351806 24687 layer_factory.hpp:77] Creating layer fc8 +I0228 23:02:07.351815 24687 net.cpp:91] Creating Layer fc8 +I0228 23:02:07.351820 24687 net.cpp:425] fc8 <- fc7 +I0228 23:02:07.351825 24687 net.cpp:399] fc8 -> fc8 +I0228 23:02:07.358830 24687 net.cpp:141] Setting up fc8 +I0228 23:02:07.358857 24687 net.cpp:148] Top shape: 64 1000 (64000) +I0228 23:02:07.358861 24687 net.cpp:156] Memory required for data: 4234799104 +I0228 23:02:07.358870 24687 net.cpp:219] fc8 does not need backward computation. +I0228 23:02:07.358873 24687 net.cpp:219] fc7 does not need backward computation. +I0228 23:02:07.358877 24687 net.cpp:219] fc6 does not need backward computation. +I0228 23:02:07.358880 24687 net.cpp:219] pool5/2x2_s2 does not need backward computation. +I0228 23:02:07.358883 24687 net.cpp:219] conv8/relu does not need backward computation. +I0228 23:02:07.358886 24687 net.cpp:219] conv8/3x3_s1 does not need backward computation. +I0228 23:02:07.358891 24687 net.cpp:219] conv7/relu does not need backward computation. +I0228 23:02:07.358893 24687 net.cpp:219] conv7/3x3_s1 does not need backward computation. +I0228 23:02:07.358896 24687 net.cpp:219] pool4/2x2_s2 does not need backward computation. +I0228 23:02:07.358899 24687 net.cpp:219] conv6/relu does not need backward computation. +I0228 23:02:07.358902 24687 net.cpp:219] conv6/3x3_s1 does not need backward computation. +I0228 23:02:07.358906 24687 net.cpp:219] conv5/relu does not need backward computation. +I0228 23:02:07.358908 24687 net.cpp:219] conv5/3x3_s1 does not need backward computation. +I0228 23:02:07.358912 24687 net.cpp:219] pool3/2x2_s2 does not need backward computation. +I0228 23:02:07.358916 24687 net.cpp:219] conv4/relu does not need backward computation. +I0228 23:02:07.358918 24687 net.cpp:219] conv4/3x3_s1 does not need backward computation. +I0228 23:02:07.358922 24687 net.cpp:219] conv3/relu does not need backward computation. +I0228 23:02:07.358924 24687 net.cpp:219] conv3/3x3_s1 does not need backward computation. +I0228 23:02:07.358927 24687 net.cpp:219] pool2/2x2_s2 does not need backward computation. +I0228 23:02:07.358930 24687 net.cpp:219] conv2/relu does not need backward computation. +I0228 23:02:07.358933 24687 net.cpp:219] conv2/3x3_s1 does not need backward computation. +I0228 23:02:07.358937 24687 net.cpp:219] pool1/2x2_s2 does not need backward computation. +I0228 23:02:07.358947 24687 net.cpp:219] conv1/relu does not need backward computation. +I0228 23:02:07.358952 24687 net.cpp:219] conv1/3x3_s1 does not need backward computation. +I0228 23:02:07.358954 24687 net.cpp:219] input does not need backward computation. +I0228 23:02:07.358959 24687 net.cpp:261] This network produces output fc8 +I0228 23:02:07.358976 24687 net.cpp:274] Network initialization done. +I0228 23:02:07.359051 24687 caffe.cpp:320] Performing Forward +I0228 23:02:07.635897 24687 caffe.cpp:325] Initial loss: 0 +I0228 23:02:07.635926 24687 caffe.cpp:326] Performing Backward +I0228 23:02:07.640904 24687 caffe.cpp:334] *** Benchmark begins *** +I0228 23:02:07.640916 24687 caffe.cpp:335] Testing for 10 iterations. +I0228 23:02:08.784267 24687 caffe.cpp:363] Iteration: 1 forward-backward time: 675.773 ms. +I0228 23:02:09.460199 24687 caffe.cpp:363] Iteration: 2 forward-backward time: 675.867 ms. +I0228 23:02:10.136013 24687 caffe.cpp:363] Iteration: 3 forward-backward time: 675.752 ms. +I0228 23:02:10.812811 24687 caffe.cpp:363] Iteration: 4 forward-backward time: 676.735 ms. +I0228 23:02:11.494168 24687 caffe.cpp:363] Iteration: 5 forward-backward time: 681.294 ms. +I0228 23:02:12.177568 24687 caffe.cpp:363] Iteration: 6 forward-backward time: 683.338 ms. +I0228 23:02:12.860872 24687 caffe.cpp:363] Iteration: 7 forward-backward time: 683.239 ms. +I0228 23:02:13.544059 24687 caffe.cpp:363] Iteration: 8 forward-backward time: 683.127 ms. +I0228 23:02:14.227454 24687 caffe.cpp:363] Iteration: 9 forward-backward time: 683.334 ms. +I0228 23:02:14.910876 24687 caffe.cpp:363] Iteration: 10 forward-backward time: 683.36 ms. +I0228 23:02:14.910905 24687 caffe.cpp:366] Average time per layer: +I0228 23:02:14.910909 24687 caffe.cpp:369] input forward: 0.001744 ms. +I0228 23:02:14.910917 24687 caffe.cpp:372] input backward: 0.0020448 ms. +I0228 23:02:14.910920 24687 caffe.cpp:369] conv1/3x3_s1 forward: 12.5526 ms. +I0228 23:02:14.910923 24687 caffe.cpp:372] conv1/3x3_s1 backward: 42.0134 ms. +I0228 23:02:14.910928 24687 caffe.cpp:369] conv1/relu forward: 7.28228 ms. +I0228 23:02:14.910930 24687 caffe.cpp:372] conv1/relu backward: 10.82 ms. +I0228 23:02:14.910933 24687 caffe.cpp:369] pool1/2x2_s2 forward: 4.54298 ms. +I0228 23:02:14.910936 24687 caffe.cpp:372] pool1/2x2_s2 backward: 24.5325 ms. +I0228 23:02:14.910939 24687 caffe.cpp:369] conv2/3x3_s1 forward: 24.5139 ms. +I0228 23:02:14.910943 24687 caffe.cpp:372] conv2/3x3_s1 backward: 46.7728 ms. +I0228 23:02:14.910946 24687 caffe.cpp:369] conv2/relu forward: 3.65783 ms. +I0228 23:02:14.910949 24687 caffe.cpp:372] conv2/relu backward: 5.40937 ms. +I0228 23:02:14.910953 24687 caffe.cpp:369] pool2/2x2_s2 forward: 2.28435 ms. +I0228 23:02:14.910955 24687 caffe.cpp:372] pool2/2x2_s2 backward: 12.2707 ms. +I0228 23:02:14.910959 24687 caffe.cpp:369] conv3/3x3_s1 forward: 22.3078 ms. +I0228 23:02:14.910961 24687 caffe.cpp:372] conv3/3x3_s1 backward: 41.8215 ms. +I0228 23:02:14.910964 24687 caffe.cpp:369] conv3/relu forward: 1.83459 ms. +I0228 23:02:14.910967 24687 caffe.cpp:372] conv3/relu backward: 2.72252 ms. +I0228 23:02:14.910970 24687 caffe.cpp:369] conv4/3x3_s1 forward: 42.4932 ms. +I0228 23:02:14.910974 24687 caffe.cpp:372] conv4/3x3_s1 backward: 82.5058 ms. +I0228 23:02:14.910977 24687 caffe.cpp:369] conv4/relu forward: 1.83953 ms. +I0228 23:02:14.910979 24687 caffe.cpp:372] conv4/relu backward: 2.71738 ms. +I0228 23:02:14.910982 24687 caffe.cpp:369] pool3/2x2_s2 forward: 1.15374 ms. +I0228 23:02:14.910985 24687 caffe.cpp:372] pool3/2x2_s2 backward: 6.13489 ms. +I0228 23:02:14.910989 24687 caffe.cpp:369] conv5/3x3_s1 forward: 21.3084 ms. +I0228 23:02:14.910991 24687 caffe.cpp:372] conv5/3x3_s1 backward: 40.9919 ms. +I0228 23:02:14.910995 24687 caffe.cpp:369] conv5/relu forward: 0.927862 ms. +I0228 23:02:14.910998 24687 caffe.cpp:372] conv5/relu backward: 1.378 ms. +I0228 23:02:14.911001 24687 caffe.cpp:369] conv6/3x3_s1 forward: 41.6852 ms. +I0228 23:02:14.911005 24687 caffe.cpp:372] conv6/3x3_s1 backward: 81.3312 ms. +I0228 23:02:14.911007 24687 caffe.cpp:369] conv6/relu forward: 0.926717 ms. +I0228 23:02:14.911018 24687 caffe.cpp:372] conv6/relu backward: 1.36162 ms. +I0228 23:02:14.911021 24687 caffe.cpp:369] pool4/2x2_s2 forward: 0.582381 ms. +I0228 23:02:14.911025 24687 caffe.cpp:372] pool4/2x2_s2 backward: 3.07404 ms. +I0228 23:02:14.911027 24687 caffe.cpp:369] conv7/3x3_s1 forward: 11.2506 ms. +I0228 23:02:14.911031 24687 caffe.cpp:372] conv7/3x3_s1 backward: 20.6878 ms. +I0228 23:02:14.911034 24687 caffe.cpp:369] conv7/relu forward: 0.24433 ms. +I0228 23:02:14.911037 24687 caffe.cpp:372] conv7/relu backward: 0.348592 ms. +I0228 23:02:14.911041 24687 caffe.cpp:369] conv8/3x3_s1 forward: 11.3199 ms. +I0228 23:02:14.911043 24687 caffe.cpp:372] conv8/3x3_s1 backward: 20.696 ms. +I0228 23:02:14.911046 24687 caffe.cpp:369] conv8/relu forward: 0.243302 ms. +I0228 23:02:14.911049 24687 caffe.cpp:372] conv8/relu backward: 0.359622 ms. +I0228 23:02:14.911052 24687 caffe.cpp:369] pool5/2x2_s2 forward: 0.157814 ms. +I0228 23:02:14.911056 24687 caffe.cpp:372] pool5/2x2_s2 backward: 0.783379 ms. +I0228 23:02:14.911058 24687 caffe.cpp:369] fc6 forward: 8.38442 ms. +I0228 23:02:14.911062 24687 caffe.cpp:372] fc6 backward: 6.75566 ms. +I0228 23:02:14.911064 24687 caffe.cpp:369] fc7 forward: 0.755312 ms. +I0228 23:02:14.911068 24687 caffe.cpp:372] fc7 backward: 1.23137 ms. +I0228 23:02:14.911070 24687 caffe.cpp:369] fc8 forward: 0.363821 ms. +I0228 23:02:14.911073 24687 caffe.cpp:372] fc8 backward: 0.403997 ms. +I0228 23:02:14.911085 24687 caffe.cpp:377] Average Forward pass: 222.822 ms. +I0228 23:02:14.911089 24687 caffe.cpp:379] Average Backward pass: 457.345 ms. +I0228 23:02:14.911094 24687 caffe.cpp:381] Average Forward-Backward: 680.247 ms. +I0228 23:02:14.911099 24687 caffe.cpp:383] Total Time: 6802.47 ms. +I0228 23:02:14.911103 24687 caffe.cpp:384] *** Benchmark ends ***