TB3 clCaffe Benchmarking the Alexnet Example
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I0705 16:16:09.916914 12577 caffe.cpp:500] Use GPU with device ID 0 2 errors generated. I0705 16:16:10.015558 12577 device.cpp:96] CL_DEVICE_HOST_UNIFIED_MEMORY: 1 I0705 16:16:10.180662 12577 net.cpp:57] Initializing net from parameters: name: "AlexNet" state { phase: TRAIN level: 0 stage: "" } layer { name: "data" type: "Input" top: "data" input_param { shape { dim: 10 dim: 3 dim: 227 dim: 227 } } } layer { name: "conv1" type: "Convolution" bottom: "data" top: "conv1" param { lr_mult: 1 decay_mult: 1 } param { lr_mult: 2 decay_mult: 0 } convolution_param { num_output: 96 kernel_size: 11 stride: 4 } } layer { name: "relu1" type: "ReLU" bottom: "conv1" top: "conv1" } layer { name: "norm1" type: "LRN" bottom: "conv1" top: "norm1" lrn_param { local_size: 5 alpha: 0.0001 beta: 0.75 } } layer { name: "pool1" type: "Pooling" bottom: "norm1" top: "pool1" pooling_param { pool: MAX kernel_size: 3 stride: 2 } } layer { name: "conv2" type: "Convolution" bottom: "pool1" top: "conv2" param { lr_mult: 1 decay_mult: 1 } param { lr_mult: 2 decay_mult: 0 } convolution_param { num_output: 256 pad: 2 kernel_size: 5 group: 2 } } layer { name: "relu2" type: "ReLU" bottom: "conv2" top: "conv2" } layer { name: "norm2" type: "LRN" bottom: "conv2" top: "norm2" lrn_param { local_size: 5 alpha: 0.0001 beta: 0.75 } } layer { name: "pool2" type: "Pooling" bottom: "norm2" top: "pool2" pooling_param { pool: MAX kernel_size: 3 stride: 2 } } layer { name: "conv3" type: "Convolution" bottom: "pool2" top: "conv3" param { lr_mult: 1 decay_mult: 1 } param { lr_mult: 2 decay_mult: 0 } convolution_param { num_output: 384 pad: 1 kernel_size: 3 } } layer { name: "relu3" type: "ReLU" bottom: "conv3" top: "conv3" } layer { name: "conv4" type: "Convolution" bottom: "conv3" top: "conv4" param { lr_mult: 1 decay_mult: 1 } param { lr_mult: 2 decay_mult: 0 } convolution_param { num_output: 384 pad: 1 kernel_size: 3 group: 2 } } layer { name: "relu4" type: "ReLU" bottom: "conv4" top: "conv4" } layer { name: "conv5" type: "Convolution" bottom: "conv4" top: "conv5" param { lr_mult: 1 decay_mult: 1 } param { lr_mult: 2 decay_mult: 0 } convolution_param { num_output: 256 pad: 1 kernel_size: 3 group: 2 } } layer { name: "relu5" type: "ReLU" bottom: "conv5" top: "conv5" } layer { name: "pool5" type: "Pooling" bottom: "conv5" top: "pool5" pooling_param { pool: MAX kernel_size: 3 stride: 2 } } layer { name: "fc6" type: "InnerProduct" bottom: "pool5" top: "fc6" param { lr_mult: 1 decay_mult: 1 } param { lr_mult: 2 decay_mult: 0 } inner_product_param { num_output: 4096 } } layer { name: "relu6" type: "ReLU" bottom: "fc6" top: "fc6" } layer { name: "drop6" type: "Dropout" bottom: "fc6" top: "fc6" dropout_param { dropout_ratio: 0.5 } } layer { name: "fc7" type: "InnerProduct" bottom: "fc6" top: "fc7" param { lr_mult: 1 decay_mult: 1 } param { lr_mult: 2 decay_mult: 0 } inner_product_param { num_output: 4096 } } layer { name: "relu7" type: "ReLU" bottom: "fc7" top: "fc7" } layer { name: "drop7" type: "Dropout" bottom: "fc7" top: "fc7" dropout_param { dropout_ratio: 0.5 } } layer { name: "fc8" type: "InnerProduct" bottom: "fc7" top: "fc8" param { lr_mult: 1 decay_mult: 1 } param { lr_mult: 2 decay_mult: 0 } inner_product_param { num_output: 1000 } } layer { name: "prob" type: "Softmax" bottom: "fc8" top: "prob" } I0705 16:16:10.180865 12577 layer_factory.cpp:65] Creating layer data I0705 16:16:10.180881 12577 net.cpp:96] Creating Layer data I0705 16:16:10.180889 12577 net.cpp:413] data -> data I0705 16:16:10.181118 12577 net.cpp:134] Setting up data I0705 16:16:10.181150 12577 net.cpp:142] Top shape: 10 3 227 227 (1545870) I0705 16:16:10.181161 12577 layer_factory.cpp:65] Creating layer conv1 I0705 16:16:10.181177 12577 net.cpp:96] Creating Layer conv1 I0705 16:16:10.181183 12577 net.cpp:444] conv1 <- data I0705 16:16:10.181192 12577 net.cpp:413] conv1 -> conv1 I0705 16:16:10.183995 12577 net.cpp:134] Setting up conv1 I0705 16:16:10.184010 12577 net.cpp:142] Top shape: 10 96 55 55 (2904000) I0705 16:16:10.184029 12577 layer_factory.cpp:65] Creating layer relu1 I0705 16:16:10.184038 12577 net.cpp:96] Creating Layer relu1 I0705 16:16:10.184043 12577 net.cpp:444] relu1 <- conv1 I0705 16:16:10.184051 12577 net.cpp:400] relu1 -> conv1 (in-place) I0705 16:16:10.184062 12577 net.cpp:134] Setting up relu1 I0705 16:16:10.184067 12577 net.cpp:142] Top shape: 10 96 55 55 (2904000) I0705 16:16:10.184074 12577 layer_factory.cpp:65] Creating layer norm1 I0705 16:16:10.184082 12577 net.cpp:96] Creating Layer norm1 I0705 16:16:10.184085 12577 net.cpp:444] norm1 <- conv1 I0705 16:16:10.184092 12577 net.cpp:413] norm1 -> norm1 I0705 16:16:10.184108 12577 net.cpp:134] Setting up norm1 I0705 16:16:10.184113 12577 net.cpp:142] Top shape: 10 96 55 55 (2904000) I0705 16:16:10.184139 12577 layer_factory.cpp:65] Creating layer pool1 I0705 16:16:10.184149 12577 net.cpp:96] Creating Layer pool1 I0705 16:16:10.184154 12577 net.cpp:444] pool1 <- norm1 I0705 16:16:10.184160 12577 net.cpp:413] pool1 -> pool1 I0705 16:16:10.355674 12577 net.cpp:134] Setting up pool1 I0705 16:16:10.355695 12577 net.cpp:142] Top shape: 10 96 27 27 (699840) I0705 16:16:10.355708 12577 layer_factory.cpp:65] Creating layer conv2 I0705 16:16:10.355720 12577 net.cpp:96] Creating Layer conv2 I0705 16:16:10.355724 12577 net.cpp:444] conv2 <- pool1 I0705 16:16:10.355731 12577 net.cpp:413] conv2 -> conv2 I0705 16:16:10.355931 12577 net.cpp:134] Setting up conv2 I0705 16:16:10.355942 12577 net.cpp:142] Top shape: 10 256 27 27 (1866240) I0705 16:16:10.355953 12577 layer_factory.cpp:65] Creating layer relu2 I0705 16:16:10.355959 12577 net.cpp:96] Creating Layer relu2 I0705 16:16:10.355962 12577 net.cpp:444] relu2 <- conv2 I0705 16:16:10.355967 12577 net.cpp:400] relu2 -> conv2 (in-place) I0705 16:16:10.355971 12577 net.cpp:134] Setting up relu2 I0705 16:16:10.355978 12577 net.cpp:142] Top shape: 10 256 27 27 (1866240) I0705 16:16:10.355985 12577 layer_factory.cpp:65] Creating layer norm2 I0705 16:16:10.355993 12577 net.cpp:96] Creating Layer norm2 I0705 16:16:10.355998 12577 net.cpp:444] norm2 <- conv2 I0705 16:16:10.356004 12577 net.cpp:413] norm2 -> norm2 I0705 16:16:10.356016 12577 net.cpp:134] Setting up norm2 I0705 16:16:10.356021 12577 net.cpp:142] Top shape: 10 256 27 27 (1866240) I0705 16:16:10.356026 12577 layer_factory.cpp:65] Creating layer pool2 I0705 16:16:10.356032 12577 net.cpp:96] Creating Layer pool2 I0705 16:16:10.356035 12577 net.cpp:444] pool2 <- norm2 I0705 16:16:10.356040 12577 net.cpp:413] pool2 -> pool2 I0705 16:16:10.528695 12577 net.cpp:134] Setting up pool2 I0705 16:16:10.528718 12577 net.cpp:142] Top shape: 10 256 13 13 (432640) I0705 16:16:10.528731 12577 layer_factory.cpp:65] Creating layer conv3 I0705 16:16:10.528743 12577 net.cpp:96] Creating Layer conv3 I0705 16:16:10.528748 12577 net.cpp:444] conv3 <- pool2 I0705 16:16:10.528755 12577 net.cpp:413] conv3 -> conv3 I0705 16:16:10.529320 12577 net.cpp:134] Setting up conv3 I0705 16:16:10.529337 12577 net.cpp:142] Top shape: 10 384 13 13 (648960) I0705 16:16:10.529352 12577 layer_factory.cpp:65] Creating layer relu3 I0705 16:16:10.529358 12577 net.cpp:96] Creating Layer relu3 I0705 16:16:10.529361 12577 net.cpp:444] relu3 <- conv3 I0705 16:16:10.529366 12577 net.cpp:400] relu3 -> conv3 (in-place) I0705 16:16:10.529372 12577 net.cpp:134] Setting up relu3 I0705 16:16:10.529376 12577 net.cpp:142] Top shape: 10 384 13 13 (648960) I0705 16:16:10.529384 12577 layer_factory.cpp:65] Creating layer conv4 I0705 16:16:10.529402 12577 net.cpp:96] Creating Layer conv4 I0705 16:16:10.529408 12577 net.cpp:444] conv4 <- conv3 I0705 16:16:10.529417 12577 net.cpp:413] conv4 -> conv4 I0705 16:16:10.529788 12577 net.cpp:134] Setting up conv4 I0705 16:16:10.529804 12577 net.cpp:142] Top shape: 10 384 13 13 (648960) I0705 16:16:10.529819 12577 layer_factory.cpp:65] Creating layer relu4 I0705 16:16:10.529826 12577 net.cpp:96] Creating Layer relu4 I0705 16:16:10.529831 12577 net.cpp:444] relu4 <- conv4 I0705 16:16:10.529839 12577 net.cpp:400] relu4 -> conv4 (in-place) I0705 16:16:10.529845 12577 net.cpp:134] Setting up relu4 I0705 16:16:10.529851 12577 net.cpp:142] Top shape: 10 384 13 13 (648960) I0705 16:16:10.529858 12577 layer_factory.cpp:65] Creating layer conv5 I0705 16:16:10.529868 12577 net.cpp:96] Creating Layer conv5 I0705 16:16:10.529872 12577 net.cpp:444] conv5 <- conv4 I0705 16:16:10.529880 12577 net.cpp:413] conv5 -> conv5 I0705 16:16:10.530091 12577 net.cpp:134] Setting up conv5 I0705 16:16:10.530102 12577 net.cpp:142] Top shape: 10 256 13 13 (432640) I0705 16:16:10.530112 12577 layer_factory.cpp:65] Creating layer relu5 I0705 16:16:10.530117 12577 net.cpp:96] Creating Layer relu5 I0705 16:16:10.530119 12577 net.cpp:444] relu5 <- conv5 I0705 16:16:10.530123 12577 net.cpp:400] relu5 -> conv5 (in-place) I0705 16:16:10.530128 12577 net.cpp:134] Setting up relu5 I0705 16:16:10.530130 12577 net.cpp:142] Top shape: 10 256 13 13 (432640) I0705 16:16:10.530135 12577 layer_factory.cpp:65] Creating layer pool5 I0705 16:16:10.530143 12577 net.cpp:96] Creating Layer pool5 I0705 16:16:10.530146 12577 net.cpp:444] pool5 <- conv5 I0705 16:16:10.530151 12577 net.cpp:413] pool5 -> pool5 I0705 16:16:10.704319 12577 net.cpp:134] Setting up pool5 I0705 16:16:10.704340 12577 net.cpp:142] Top shape: 10 256 6 6 (92160) I0705 16:16:10.704352 12577 layer_factory.cpp:65] Creating layer fc6 Failed to create cache directory,will tune again for next running I0705 16:16:10.704437 12577 net.cpp:96] Creating Layer fc6 I0705 16:16:10.704445 12577 net.cpp:444] fc6 <- pool5 I0705 16:16:10.704454 12577 net.cpp:413] fc6 -> fc6 I0705 16:16:10.779024 12577 net.cpp:134] Setting up fc6 I0705 16:16:10.779053 12577 net.cpp:142] Top shape: 10 4096 (40960) I0705 16:16:10.779072 12577 layer_factory.cpp:65] Creating layer relu6 I0705 16:16:10.779081 12577 net.cpp:96] Creating Layer relu6 I0705 16:16:10.779088 12577 net.cpp:444] relu6 <- fc6 I0705 16:16:10.779095 12577 net.cpp:400] relu6 -> fc6 (in-place) I0705 16:16:10.779106 12577 net.cpp:134] Setting up relu6 I0705 16:16:10.779111 12577 net.cpp:142] Top shape: 10 4096 (40960) I0705 16:16:10.779119 12577 layer_factory.cpp:65] Creating layer drop6 I0705 16:16:10.779125 12577 net.cpp:96] Creating Layer drop6 I0705 16:16:10.779130 12577 net.cpp:444] drop6 <- fc6 I0705 16:16:10.779136 12577 net.cpp:400] drop6 -> fc6 (in-place) I0705 16:16:10.779150 12577 net.cpp:134] Setting up drop6 I0705 16:16:10.779155 12577 net.cpp:142] Top shape: 10 4096 (40960) I0705 16:16:10.779161 12577 layer_factory.cpp:65] Creating layer fc7 I0705 16:16:10.779187 12577 net.cpp:96] Creating Layer fc7 I0705 16:16:10.779191 12577 net.cpp:444] fc7 <- fc6 I0705 16:16:10.779199 12577 net.cpp:413] fc7 -> fc7 I0705 16:16:10.814604 12577 net.cpp:134] Setting up fc7 I0705 16:16:10.814633 12577 net.cpp:142] Top shape: 10 4096 (40960) I0705 16:16:10.814649 12577 layer_factory.cpp:65] Creating layer relu7 I0705 16:16:10.814656 12577 net.cpp:96] Creating Layer relu7 I0705 16:16:10.814659 12577 net.cpp:444] relu7 <- fc7 I0705 16:16:10.814669 12577 net.cpp:400] relu7 -> fc7 (in-place) I0705 16:16:10.814679 12577 net.cpp:134] Setting up relu7 I0705 16:16:10.814685 12577 net.cpp:142] Top shape: 10 4096 (40960) I0705 16:16:10.814692 12577 layer_factory.cpp:65] Creating layer drop7 I0705 16:16:10.814698 12577 net.cpp:96] Creating Layer drop7 I0705 16:16:10.814703 12577 net.cpp:444] drop7 <- fc7 I0705 16:16:10.814709 12577 net.cpp:400] drop7 -> fc7 (in-place) I0705 16:16:10.814718 12577 net.cpp:134] Setting up drop7 I0705 16:16:10.814723 12577 net.cpp:142] Top shape: 10 4096 (40960) I0705 16:16:10.814730 12577 layer_factory.cpp:65] Creating layer fc8 I0705 16:16:10.814755 12577 net.cpp:96] Creating Layer fc8 I0705 16:16:10.814759 12577 net.cpp:444] fc8 <- fc7 I0705 16:16:10.814766 12577 net.cpp:413] fc8 -> fc8 I0705 16:16:10.822468 12577 net.cpp:134] Setting up fc8 I0705 16:16:10.822492 12577 net.cpp:142] Top shape: 10 1000 (10000) I0705 16:16:10.822508 12577 layer_factory.cpp:65] Creating layer prob I0705 16:16:10.822517 12577 net.cpp:96] Creating Layer prob I0705 16:16:10.822522 12577 net.cpp:444] prob <- fc8 I0705 16:16:10.822530 12577 net.cpp:413] prob -> prob I0705 16:16:10.822551 12577 net.cpp:134] Setting up prob I0705 16:16:10.822556 12577 net.cpp:142] Top shape: 10 1000 (10000) I0705 16:16:10.822561 12577 net.cpp:223] prob does not need backward computation. I0705 16:16:10.822566 12577 net.cpp:223] fc8 does not need backward computation. I0705 16:16:10.822571 12577 net.cpp:223] drop7 does not need backward computation. I0705 16:16:10.822576 12577 net.cpp:223] relu7 does not need backward computation. I0705 16:16:10.822580 12577 net.cpp:223] fc7 does not need backward computation. I0705 16:16:10.822585 12577 net.cpp:223] drop6 does not need backward computation. I0705 16:16:10.822589 12577 net.cpp:223] relu6 does not need backward computation. I0705 16:16:10.822594 12577 net.cpp:223] fc6 does not need backward computation. I0705 16:16:10.822599 12577 net.cpp:223] pool5 does not need backward computation. I0705 16:16:10.822603 12577 net.cpp:223] relu5 does not need backward computation. I0705 16:16:10.822608 12577 net.cpp:223] conv5 does not need backward computation. I0705 16:16:10.822613 12577 net.cpp:223] relu4 does not need backward computation. I0705 16:16:10.822618 12577 net.cpp:223] conv4 does not need backward computation. I0705 16:16:10.822623 12577 net.cpp:223] relu3 does not need backward computation. I0705 16:16:10.822628 12577 net.cpp:223] conv3 does not need backward computation. I0705 16:16:10.822633 12577 net.cpp:223] pool2 does not need backward computation. I0705 16:16:10.822636 12577 net.cpp:223] norm2 does not need backward computation. I0705 16:16:10.822641 12577 net.cpp:223] relu2 does not need backward computation. I0705 16:16:10.822645 12577 net.cpp:223] conv2 does not need backward computation. I0705 16:16:10.822650 12577 net.cpp:223] pool1 does not need backward computation. I0705 16:16:10.822655 12577 net.cpp:223] norm1 does not need backward computation. I0705 16:16:10.822660 12577 net.cpp:223] relu1 does not need backward computation. I0705 16:16:10.822664 12577 net.cpp:223] conv1 does not need backward computation. I0705 16:16:10.822669 12577 net.cpp:223] data does not need backward computation. I0705 16:16:10.822674 12577 net.cpp:266] This network produces output prob I0705 16:16:10.822692 12577 net.cpp:280] Network initialization done. I0705 16:16:10.822695 12577 net.cpp:281] Memory required for data: 83232440 I0705 16:16:10.822754 12577 caffe.cpp:515] Performing Forward I0705 16:16:41.465788 12577 caffe.cpp:520] Initial loss: 0 I0705 16:16:41.466091 12577 caffe.cpp:522] Performing Backward I0705 16:16:41.466125 12577 caffe.cpp:531] *** Benchmark begins *** I0705 16:16:41.466140 12577 caffe.cpp:532] Testing for 50 iterations. I0705 16:16:50.230484 12577 caffe.cpp:581] Iteration: 1 forward-backward time: 8763.9 ms. I0705 16:16:50.640130 12577 caffe.cpp:581] Iteration: 2 forward-backward time: 409.525 ms. I0705 16:16:51.031401 12577 caffe.cpp:581] Iteration: 3 forward-backward time: 391.15 ms. I0705 16:16:51.417942 12577 caffe.cpp:581] Iteration: 4 forward-backward time: 386.339 ms. I0705 16:16:51.797098 12577 caffe.cpp:581] Iteration: 5 forward-backward time: 378.876 ms. I0705 16:16:52.186213 12577 caffe.cpp:581] Iteration: 6 forward-backward time: 388.987 ms. I0705 16:16:52.576570 12577 caffe.cpp:581] Iteration: 7 forward-backward time: 390.169 ms. I0705 16:16:52.969441 12577 caffe.cpp:581] Iteration: 8 forward-backward time: 392.728 ms. I0705 16:16:53.355303 12577 caffe.cpp:581] Iteration: 9 forward-backward time: 385.686 ms. I0705 16:16:53.734477 12577 caffe.cpp:581] Iteration: 10 forward-backward time: 379.007 ms. I0705 16:16:54.121897 12577 caffe.cpp:581] Iteration: 11 forward-backward time: 387.292 ms. I0705 16:16:54.523021 12577 caffe.cpp:581] Iteration: 12 forward-backward time: 400.991 ms. I0705 16:16:54.908188 12577 caffe.cpp:581] Iteration: 13 forward-backward time: 385.032 ms. I0705 16:16:55.298045 12577 caffe.cpp:581] Iteration: 14 forward-backward time: 389.735 ms. I0705 16:16:55.697672 12577 caffe.cpp:581] Iteration: 15 forward-backward time: 399.504 ms. I0705 16:16:56.093207 12577 caffe.cpp:581] Iteration: 16 forward-backward time: 395.413 ms. I0705 16:16:56.471413 12577 caffe.cpp:581] Iteration: 17 forward-backward time: 378.082 ms. I0705 16:16:56.855425 12577 caffe.cpp:581] Iteration: 18 forward-backward time: 383.883 ms. I0705 16:16:57.244401 12577 caffe.cpp:581] Iteration: 19 forward-backward time: 388.845 ms. I0705 16:16:57.625197 12577 caffe.cpp:581] Iteration: 20 forward-backward time: 380.659 ms. I0705 16:16:58.000241 12577 caffe.cpp:581] Iteration: 21 forward-backward time: 374.921 ms. I0705 16:16:58.372773 12577 caffe.cpp:581] Iteration: 22 forward-backward time: 372.412 ms. I0705 16:16:58.751869 12577 caffe.cpp:581] Iteration: 23 forward-backward time: 378.918 ms. I0705 16:16:59.129082 12577 caffe.cpp:581] Iteration: 24 forward-backward time: 377.096 ms. I0705 16:16:59.508468 12577 caffe.cpp:581] Iteration: 25 forward-backward time: 379.259 ms. I0705 16:16:59.887394 12577 caffe.cpp:581] Iteration: 26 forward-backward time: 378.802 ms. I0705 16:17:00.269121 12577 caffe.cpp:581] Iteration: 27 forward-backward time: 381.594 ms. I0705 16:17:00.644810 12577 caffe.cpp:581] Iteration: 28 forward-backward time: 375.565 ms. I0705 16:17:01.021584 12577 caffe.cpp:581] Iteration: 29 forward-backward time: 376.646 ms. I0705 16:17:01.399503 12577 caffe.cpp:581] Iteration: 30 forward-backward time: 377.794 ms. I0705 16:17:01.781038 12577 caffe.cpp:581] Iteration: 31 forward-backward time: 381.391 ms. I0705 16:17:02.156503 12577 caffe.cpp:581] Iteration: 32 forward-backward time: 375.339 ms. I0705 16:17:02.534548 12577 caffe.cpp:581] Iteration: 33 forward-backward time: 377.919 ms. I0705 16:17:02.914225 12577 caffe.cpp:581] Iteration: 34 forward-backward time: 379.556 ms. I0705 16:17:03.290032 12577 caffe.cpp:581] Iteration: 35 forward-backward time: 375.681 ms. I0705 16:17:03.667935 12577 caffe.cpp:581] Iteration: 36 forward-backward time: 377.776 ms. I0705 16:17:04.043777 12577 caffe.cpp:581] Iteration: 37 forward-backward time: 375.724 ms. I0705 16:17:04.421908 12577 caffe.cpp:581] Iteration: 38 forward-backward time: 378.008 ms. I0705 16:17:04.797870 12577 caffe.cpp:581] Iteration: 39 forward-backward time: 375.837 ms. I0705 16:17:05.175884 12577 caffe.cpp:581] Iteration: 40 forward-backward time: 377.89 ms. I0705 16:17:05.554474 12577 caffe.cpp:581] Iteration: 41 forward-backward time: 378.46 ms. I0705 16:17:05.930655 12577 caffe.cpp:581] Iteration: 42 forward-backward time: 376.035 ms. I0705 16:17:06.309885 12577 caffe.cpp:581] Iteration: 43 forward-backward time: 379.107 ms. I0705 16:17:06.684358 12577 caffe.cpp:581] Iteration: 44 forward-backward time: 374.322 ms. I0705 16:17:07.056999 12577 caffe.cpp:581] Iteration: 45 forward-backward time: 372.518 ms. I0705 16:17:07.435143 12577 caffe.cpp:581] Iteration: 46 forward-backward time: 377.959 ms. I0705 16:17:07.810921 12577 caffe.cpp:581] Iteration: 47 forward-backward time: 375.654 ms. I0705 16:17:08.189301 12577 caffe.cpp:581] Iteration: 48 forward-backward time: 378.258 ms. I0705 16:17:08.568506 12577 caffe.cpp:581] Iteration: 49 forward-backward time: 379.083 ms. I0705 16:17:08.944139 12577 caffe.cpp:581] Iteration: 50 forward-backward time: 375.508 ms. I0705 16:17:08.944187 12577 caffe.cpp:598] Average Forward pass: 155.342 ms. I0705 16:17:08.944195 12577 caffe.cpp:600] Average Backward pass: 0 ms. I0705 16:17:08.944262 12577 caffe.cpp:602] Average Forward-Backward: 549.551 ms. I0705 16:17:08.944272 12577 caffe.cpp:604] Total Time: 27477.5 ms. I0705 16:17:08.944278 12577 caffe.cpp:605] *** Benchmark ends ***