I0822 16:51:28.298516  9931 caffe.cpp:291] Use GPU with device ID 0
I0822 16:51:28.833000  9931 upgrade_proto.cpp:641] Attempting to upgrade input file specified using deprecated V1LayerParameter: ./imagenet_winners/vgg_a.prototxt
I0822 16:51:28.833092  9931 upgrade_proto.cpp:649] Successfully upgraded file specified using deprecated V1LayerParameter
I0822 16:51:28.833302  9931 net.cpp:51] 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: "conv1/3x3_s1"
  type: "Convolution"
  bottom: "data"
  top: "conv1/3x3_s1"
  param {
    lr_mult: 1
    decay_mult: 1
  }
  param {
    lr_mult: 2
    decay_mult: 0
  }
  convolution_param {
    num_output: 64
    kernel_size: 3
    stride: 1
    weight_filler {
      type: "xavier"
      std: 0.1
    }
    bias_filler {
      type: "constant"
      value: 0.2
    }
  }
}
layer {
  name: "conv1/relu"
  type: "ReLU"
  bottom: "conv1/3x3_s1"
  top: "conv1/3x3_s1"
}
layer {
  name: "pool1/2x2_s2"
  type: "Pooling"
  bottom: "conv1/3x3_s1"
  top: "pool1/2x2_s2"
  pooling_param {
    pool: MAX
    kernel_size: 2
    stride: 2
  }
}
layer {
  name: "conv2/3x3_s1"
  type: "Convolution"
  bottom: "pool1/2x2_s2"
  top: "conv2/3x3_s1"
  param {
    lr_mult: 1
    decay_mult: 1
  }
  param {
    lr_mult: 2
    decay_mult: 0
  }
  convolution_param {
    num_output: 128
    pad: 1
    kernel_size: 3
    stride: 1
    weight_filler {
      type: "xavier"
      std: 0.1
    }
    bias_filler {
      type: "constant"
      value: 0.2
    }
  }
}
layer {
  name: "conv2/relu"
  type: "ReLU"
  bottom: "conv2/3x3_s1"
  top: "conv2/3x3_s1"
}
layer {
  name: "pool2/2x2_s2"
  type: "Pooling"
  bottom: "conv2/3x3_s1"
  top: "pool2/2x2_s2"
  pooling_param {
    pool: MAX
    kernel_size: 2
    stride: 2
  }
}
layer {
  name: "conv3/3x3_s1"
  type: "Convolution"
  bottom: "pool2/2x2_s2"
  top: "conv3/3x3_s1"
  param {
    lr_mult: 1
    decay_mult: 1
  }
  param {
    lr_mult: 2
    decay_mult: 0
  }
  convolution_param {
    num_output: 256
    pad: 1
    kernel_size: 3
    stride: 1
    weight_filler {
      type: "xavier"
      std: 0.1
    }
    bias_filler {
      type: "constant"
      value: 0.2
    }
  }
}
layer {
  name: "conv3/relu"
  type: "ReLU"
  bottom: "conv3/3x3_s1"
  top: "conv3/3x3_s1"
}
layer {
  name: "conv4/3x3_s1"
  type: "Convolution"
  bottom: "conv3/3x3_s1"
  top: "conv4/3x3_s1"
  param {
    lr_mult: 1
    decay_mult: 1
  }
  param {
    lr_mult: 2
    decay_mult: 0
  }
  convolution_param {
    num_output: 256
    pad: 1
    kernel_size: 3
    stride: 1
    weight_filler {
      type: "xavier"
      std: 0.1
    }
    bias_filler {
      type: "constant"
      value: 0.2
    }
  }
}
layer {
  name: "conv4/relu"
  type: "ReLU"
  bottom: "conv4/3x3_s1"
  top: "conv4/3x3_s1"
}
layer {
  name: "pool3/2x2_s2"
  type: "Pooling"
  bottom: "conv4/3x3_s1"
  top: "pool3/2x2_s2"
  pooling_param {
    pool: MAX
    kernel_size: 2
    stride: 2
  }
}
layer {
  name: "conv5/3x3_s1"
  type: "Convolution"
  bottom: "pool3/2x2_s2"
  top: "conv5/3x3_s1"
  param {
    lr_mult: 1
    decay_mult: 1
  }
  param {
    lr_mult: 2
    decay_mult: 0
  }
  convolution_param {
    num_output: 512
    pad: 1
    kernel_size: 3
    stride: 1
    weight_filler {
      type: "xavier"
      std: 0.1
    }
    bias_filler {
      type: "constant"
      value: 0.2
    }
  }
}
layer {
  name: "conv5/relu"
  type: "ReLU"
  bottom: "conv5/3x3_s1"
  top: "conv5/3x3_s1"
}
layer {
  name: "conv6/3x3_s1"
  type: "Convolution"
  bottom: "conv5/3x3_s1"
  top: "conv6/3x3_s1"
  param {
    lr_mult: 1
    decay_mult: 1
  }
  param {
    lr_mult: 2
    decay_mult: 0
  }
  convolution_param {
    num_output: 512
    pad: 1
    kernel_size: 3
    stride: 1
    weight_filler {
      type: "xavier"
      std: 0.1
    }
    bias_filler {
      type: "constant"
      value: 0.2
    }
  }
}
layer {
  name: "conv6/relu"
  type: "ReLU"
  bottom: "conv6/3x3_s1"
  top: "conv6/3x3_s1"
}
layer {
  name: "pool4/2x2_s2"
  type: "Pooling"
  bottom: "conv6/3x3_s1"
  top: "pool4/2x2_s2"
  pooling_param {
    pool: MAX
    kernel_size: 2
    stride: 2
  }
}
layer {
  name: "conv7/3x3_s1"
  type: "Convolution"
  bottom: "pool4/2x2_s2"
  top: "conv7/3x3_s1"
  param {
    lr_mult: 1
    decay_mult: 1
  }
  param {
    lr_mult: 2
    decay_mult: 0
  }
  convolution_param {
    num_output: 512
    pad: 1
    kernel_size: 3
    stride: 1
    weight_filler {
      type: "xavier"
      std: 0.1
    }
    bias_filler {
      type: "constant"
      value: 0.2
    }
  }
}
layer {
  name: "conv7/relu"
  type: "ReLU"
  bottom: "conv7/3x3_s1"
  top: "conv7/3x3_s1"
}
layer {
  name: "conv8/3x3_s1"
  type: "Convolution"
  bottom: "conv7/3x3_s1"
  top: "conv8/3x3_s1"
  param {
    lr_mult: 1
    decay_mult: 1
  }
  param {
    lr_mult: 2
    decay_mult: 0
  }
  convolution_param {
    num_output: 512
    pad: 1
    kernel_size: 3
    stride: 1
    weight_filler {
      type: "xavier"
      std: 0.1
    }
    bias_filler {
      type: "constant"
      value: 0.2
    }
  }
}
layer {
  name: "conv8/relu"
  type: "ReLU"
  bottom: "conv8/3x3_s1"
  top: "conv8/3x3_s1"
}
layer {
  name: "pool5/2x2_s2"
  type: "Pooling"
  bottom: "conv8/3x3_s1"
  top: "pool5/2x2_s2"
  pooling_param {
    pool: MAX
    kernel_size: 2
    stride: 2
  }
}
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
  }
}
I0822 16:51:28.833384  9931 net.cpp:440] Input 0 -> data
I0822 16:51:28.833426  9931 layer_factory.hpp:76] Creating layer conv1/3x3_s1
I0822 16:51:28.833441  9931 net.cpp:110] Creating Layer conv1/3x3_s1
I0822 16:51:28.833444  9931 net.cpp:485] conv1/3x3_s1 <- data
I0822 16:51:28.833451  9931 net.cpp:438] conv1/3x3_s1 -> conv1/3x3_s1
I0822 16:51:28.833881  9931 net.cpp:155] Setting up conv1/3x3_s1
I0822 16:51:28.833891  9931 net.cpp:163] Top shape: 64 64 222 222 (201867264)
I0822 16:51:28.833910  9931 layer_factory.hpp:76] Creating layer conv1/relu
I0822 16:51:28.833917  9931 net.cpp:110] Creating Layer conv1/relu
I0822 16:51:28.833920  9931 net.cpp:485] conv1/relu <- conv1/3x3_s1
I0822 16:51:28.833925  9931 net.cpp:425] conv1/relu -> conv1/3x3_s1 (in-place)
I0822 16:51:28.833933  9931 net.cpp:155] Setting up conv1/relu
I0822 16:51:28.833937  9931 net.cpp:163] Top shape: 64 64 222 222 (201867264)
I0822 16:51:28.833940  9931 layer_factory.hpp:76] Creating layer pool1/2x2_s2
I0822 16:51:28.833945  9931 net.cpp:110] Creating Layer pool1/2x2_s2
I0822 16:51:28.833948  9931 net.cpp:485] pool1/2x2_s2 <- conv1/3x3_s1
I0822 16:51:28.833952  9931 net.cpp:438] pool1/2x2_s2 -> pool1/2x2_s2
I0822 16:51:28.833964  9931 net.cpp:155] Setting up pool1/2x2_s2
I0822 16:51:28.833969  9931 net.cpp:163] Top shape: 64 64 111 111 (50466816)
I0822 16:51:28.833972  9931 layer_factory.hpp:76] Creating layer conv2/3x3_s1
I0822 16:51:28.833977  9931 net.cpp:110] Creating Layer conv2/3x3_s1
I0822 16:51:28.833981  9931 net.cpp:485] conv2/3x3_s1 <- pool1/2x2_s2
I0822 16:51:28.833986  9931 net.cpp:438] conv2/3x3_s1 -> conv2/3x3_s1
I0822 16:51:28.834460  9931 net.cpp:155] Setting up conv2/3x3_s1
I0822 16:51:28.834466  9931 net.cpp:163] Top shape: 64 128 111 111 (100933632)
I0822 16:51:28.834473  9931 layer_factory.hpp:76] Creating layer conv2/relu
I0822 16:51:28.834478  9931 net.cpp:110] Creating Layer conv2/relu
I0822 16:51:28.834481  9931 net.cpp:485] conv2/relu <- conv2/3x3_s1
I0822 16:51:28.834486  9931 net.cpp:425] conv2/relu -> conv2/3x3_s1 (in-place)
I0822 16:51:28.834491  9931 net.cpp:155] Setting up conv2/relu
I0822 16:51:28.834496  9931 net.cpp:163] Top shape: 64 128 111 111 (100933632)
I0822 16:51:28.834497  9931 layer_factory.hpp:76] Creating layer pool2/2x2_s2
I0822 16:51:28.834502  9931 net.cpp:110] Creating Layer pool2/2x2_s2
I0822 16:51:28.834506  9931 net.cpp:485] pool2/2x2_s2 <- conv2/3x3_s1
I0822 16:51:28.834512  9931 net.cpp:438] pool2/2x2_s2 -> pool2/2x2_s2
I0822 16:51:28.834522  9931 net.cpp:155] Setting up pool2/2x2_s2
I0822 16:51:28.834527  9931 net.cpp:163] Top shape: 64 128 56 56 (25690112)
I0822 16:51:28.834530  9931 layer_factory.hpp:76] Creating layer conv3/3x3_s1
I0822 16:51:28.834535  9931 net.cpp:110] Creating Layer conv3/3x3_s1
I0822 16:51:28.834538  9931 net.cpp:485] conv3/3x3_s1 <- pool2/2x2_s2
I0822 16:51:28.834543  9931 net.cpp:438] conv3/3x3_s1 -> conv3/3x3_s1
I0822 16:51:28.836338  9931 net.cpp:155] Setting up conv3/3x3_s1
I0822 16:51:28.836346  9931 net.cpp:163] Top shape: 64 256 56 56 (51380224)
I0822 16:51:28.836354  9931 layer_factory.hpp:76] Creating layer conv3/relu
I0822 16:51:28.836357  9931 net.cpp:110] Creating Layer conv3/relu
I0822 16:51:28.836360  9931 net.cpp:485] conv3/relu <- conv3/3x3_s1
I0822 16:51:28.836364  9931 net.cpp:425] conv3/relu -> conv3/3x3_s1 (in-place)
I0822 16:51:28.836370  9931 net.cpp:155] Setting up conv3/relu
I0822 16:51:28.836374  9931 net.cpp:163] Top shape: 64 256 56 56 (51380224)
I0822 16:51:28.836377  9931 layer_factory.hpp:76] Creating layer conv4/3x3_s1
I0822 16:51:28.836383  9931 net.cpp:110] Creating Layer conv4/3x3_s1
I0822 16:51:28.836386  9931 net.cpp:485] conv4/3x3_s1 <- conv3/3x3_s1
I0822 16:51:28.836390  9931 net.cpp:438] conv4/3x3_s1 -> conv4/3x3_s1
I0822 16:51:28.839910  9931 net.cpp:155] Setting up conv4/3x3_s1
I0822 16:51:28.839918  9931 net.cpp:163] Top shape: 64 256 56 56 (51380224)
I0822 16:51:28.839923  9931 layer_factory.hpp:76] Creating layer conv4/relu
I0822 16:51:28.839928  9931 net.cpp:110] Creating Layer conv4/relu
I0822 16:51:28.839931  9931 net.cpp:485] conv4/relu <- conv4/3x3_s1
I0822 16:51:28.839936  9931 net.cpp:425] conv4/relu -> conv4/3x3_s1 (in-place)
I0822 16:51:28.839941  9931 net.cpp:155] Setting up conv4/relu
I0822 16:51:28.839944  9931 net.cpp:163] Top shape: 64 256 56 56 (51380224)
I0822 16:51:28.839947  9931 layer_factory.hpp:76] Creating layer pool3/2x2_s2
I0822 16:51:28.839952  9931 net.cpp:110] Creating Layer pool3/2x2_s2
I0822 16:51:28.839954  9931 net.cpp:485] pool3/2x2_s2 <- conv4/3x3_s1
I0822 16:51:28.839958  9931 net.cpp:438] pool3/2x2_s2 -> pool3/2x2_s2
I0822 16:51:28.839969  9931 net.cpp:155] Setting up pool3/2x2_s2
I0822 16:51:28.839973  9931 net.cpp:163] Top shape: 64 256 28 28 (12845056)
I0822 16:51:28.839977  9931 layer_factory.hpp:76] Creating layer conv5/3x3_s1
I0822 16:51:28.839982  9931 net.cpp:110] Creating Layer conv5/3x3_s1
I0822 16:51:28.839984  9931 net.cpp:485] conv5/3x3_s1 <- pool3/2x2_s2
I0822 16:51:28.839988  9931 net.cpp:438] conv5/3x3_s1 -> conv5/3x3_s1
I0822 16:51:28.846686  9931 net.cpp:155] Setting up conv5/3x3_s1
I0822 16:51:28.846694  9931 net.cpp:163] Top shape: 64 512 28 28 (25690112)
I0822 16:51:28.846701  9931 layer_factory.hpp:76] Creating layer conv5/relu
I0822 16:51:28.846706  9931 net.cpp:110] Creating Layer conv5/relu
I0822 16:51:28.846709  9931 net.cpp:485] conv5/relu <- conv5/3x3_s1
I0822 16:51:28.846716  9931 net.cpp:425] conv5/relu -> conv5/3x3_s1 (in-place)
I0822 16:51:28.846722  9931 net.cpp:155] Setting up conv5/relu
I0822 16:51:28.846725  9931 net.cpp:163] Top shape: 64 512 28 28 (25690112)
I0822 16:51:28.846729  9931 layer_factory.hpp:76] Creating layer conv6/3x3_s1
I0822 16:51:28.846734  9931 net.cpp:110] Creating Layer conv6/3x3_s1
I0822 16:51:28.846737  9931 net.cpp:485] conv6/3x3_s1 <- conv5/3x3_s1
I0822 16:51:28.846741  9931 net.cpp:438] conv6/3x3_s1 -> conv6/3x3_s1
I0822 16:51:28.859854  9931 net.cpp:155] Setting up conv6/3x3_s1
I0822 16:51:28.859865  9931 net.cpp:163] Top shape: 64 512 28 28 (25690112)
I0822 16:51:28.859870  9931 layer_factory.hpp:76] Creating layer conv6/relu
I0822 16:51:28.859876  9931 net.cpp:110] Creating Layer conv6/relu
I0822 16:51:28.859879  9931 net.cpp:485] conv6/relu <- conv6/3x3_s1
I0822 16:51:28.859884  9931 net.cpp:425] conv6/relu -> conv6/3x3_s1 (in-place)
I0822 16:51:28.859889  9931 net.cpp:155] Setting up conv6/relu
I0822 16:51:28.859894  9931 net.cpp:163] Top shape: 64 512 28 28 (25690112)
I0822 16:51:28.859896  9931 layer_factory.hpp:76] Creating layer pool4/2x2_s2
I0822 16:51:28.859908  9931 net.cpp:110] Creating Layer pool4/2x2_s2
I0822 16:51:28.859911  9931 net.cpp:485] pool4/2x2_s2 <- conv6/3x3_s1
I0822 16:51:28.859916  9931 net.cpp:438] pool4/2x2_s2 -> pool4/2x2_s2
I0822 16:51:28.859926  9931 net.cpp:155] Setting up pool4/2x2_s2
I0822 16:51:28.859930  9931 net.cpp:163] Top shape: 64 512 14 14 (6422528)
I0822 16:51:28.859935  9931 layer_factory.hpp:76] Creating layer conv7/3x3_s1
I0822 16:51:28.859941  9931 net.cpp:110] Creating Layer conv7/3x3_s1
I0822 16:51:28.859944  9931 net.cpp:485] conv7/3x3_s1 <- pool4/2x2_s2
I0822 16:51:28.859949  9931 net.cpp:438] conv7/3x3_s1 -> conv7/3x3_s1
I0822 16:51:28.872781  9931 net.cpp:155] Setting up conv7/3x3_s1
I0822 16:51:28.872794  9931 net.cpp:163] Top shape: 64 512 14 14 (6422528)
I0822 16:51:28.872802  9931 layer_factory.hpp:76] Creating layer conv7/relu
I0822 16:51:28.872807  9931 net.cpp:110] Creating Layer conv7/relu
I0822 16:51:28.872810  9931 net.cpp:485] conv7/relu <- conv7/3x3_s1
I0822 16:51:28.872814  9931 net.cpp:425] conv7/relu -> conv7/3x3_s1 (in-place)
I0822 16:51:28.872822  9931 net.cpp:155] Setting up conv7/relu
I0822 16:51:28.872827  9931 net.cpp:163] Top shape: 64 512 14 14 (6422528)
I0822 16:51:28.872829  9931 layer_factory.hpp:76] Creating layer conv8/3x3_s1
I0822 16:51:28.872835  9931 net.cpp:110] Creating Layer conv8/3x3_s1
I0822 16:51:28.872838  9931 net.cpp:485] conv8/3x3_s1 <- conv7/3x3_s1
I0822 16:51:28.872843  9931 net.cpp:438] conv8/3x3_s1 -> conv8/3x3_s1
I0822 16:51:28.885893  9931 net.cpp:155] Setting up conv8/3x3_s1
I0822 16:51:28.885906  9931 net.cpp:163] Top shape: 64 512 14 14 (6422528)
I0822 16:51:28.885912  9931 layer_factory.hpp:76] Creating layer conv8/relu
I0822 16:51:28.885918  9931 net.cpp:110] Creating Layer conv8/relu
I0822 16:51:28.885921  9931 net.cpp:485] conv8/relu <- conv8/3x3_s1
I0822 16:51:28.885926  9931 net.cpp:425] conv8/relu -> conv8/3x3_s1 (in-place)
I0822 16:51:28.885933  9931 net.cpp:155] Setting up conv8/relu
I0822 16:51:28.885937  9931 net.cpp:163] Top shape: 64 512 14 14 (6422528)
I0822 16:51:28.885941  9931 layer_factory.hpp:76] Creating layer pool5/2x2_s2
I0822 16:51:28.885946  9931 net.cpp:110] Creating Layer pool5/2x2_s2
I0822 16:51:28.885948  9931 net.cpp:485] pool5/2x2_s2 <- conv8/3x3_s1
I0822 16:51:28.885953  9931 net.cpp:438] pool5/2x2_s2 -> pool5/2x2_s2
I0822 16:51:28.885965  9931 net.cpp:155] Setting up pool5/2x2_s2
I0822 16:51:28.885970  9931 net.cpp:163] Top shape: 64 512 7 7 (1605632)
I0822 16:51:28.885973  9931 layer_factory.hpp:76] Creating layer fc6
I0822 16:51:28.885984  9931 net.cpp:110] Creating Layer fc6
I0822 16:51:28.885987  9931 net.cpp:485] fc6 <- pool5/2x2_s2
I0822 16:51:28.885992  9931 net.cpp:438] fc6 -> fc6
I0822 16:51:28.966752  9931 net.cpp:155] Setting up fc6
I0822 16:51:28.966771  9931 net.cpp:163] Top shape: 64 4096 (262144)
I0822 16:51:28.966784  9931 layer_factory.hpp:76] Creating layer fc7
I0822 16:51:28.966792  9931 net.cpp:110] Creating Layer fc7
I0822 16:51:28.966797  9931 net.cpp:485] fc7 <- fc6
I0822 16:51:28.966802  9931 net.cpp:438] fc7 -> fc7
I0822 16:51:28.980372  9931 net.cpp:155] Setting up fc7
I0822 16:51:28.980393  9931 net.cpp:163] Top shape: 64 4096 (262144)
I0822 16:51:28.980402  9931 layer_factory.hpp:76] Creating layer fc8
I0822 16:51:28.980411  9931 net.cpp:110] Creating Layer fc8
I0822 16:51:28.980414  9931 net.cpp:485] fc8 <- fc7
I0822 16:51:28.980420  9931 net.cpp:438] fc8 -> fc8
I0822 16:51:28.983839  9931 net.cpp:155] Setting up fc8
I0822 16:51:28.983860  9931 net.cpp:163] Top shape: 64 1000 (64000)
I0822 16:51:28.983868  9931 net.cpp:244] fc8 does not need backward computation.
I0822 16:51:28.983872  9931 net.cpp:244] fc7 does not need backward computation.
I0822 16:51:28.983875  9931 net.cpp:244] fc6 does not need backward computation.
I0822 16:51:28.983878  9931 net.cpp:244] pool5/2x2_s2 does not need backward computation.
I0822 16:51:28.983882  9931 net.cpp:244] conv8/relu does not need backward computation.
I0822 16:51:28.983886  9931 net.cpp:244] conv8/3x3_s1 does not need backward computation.
I0822 16:51:28.983896  9931 net.cpp:244] conv7/relu does not need backward computation.
I0822 16:51:28.983899  9931 net.cpp:244] conv7/3x3_s1 does not need backward computation.
I0822 16:51:28.983903  9931 net.cpp:244] pool4/2x2_s2 does not need backward computation.
I0822 16:51:28.983906  9931 net.cpp:244] conv6/relu does not need backward computation.
I0822 16:51:28.983909  9931 net.cpp:244] conv6/3x3_s1 does not need backward computation.
I0822 16:51:28.983912  9931 net.cpp:244] conv5/relu does not need backward computation.
I0822 16:51:28.983916  9931 net.cpp:244] conv5/3x3_s1 does not need backward computation.
I0822 16:51:28.983919  9931 net.cpp:244] pool3/2x2_s2 does not need backward computation.
I0822 16:51:28.983922  9931 net.cpp:244] conv4/relu does not need backward computation.
I0822 16:51:28.983925  9931 net.cpp:244] conv4/3x3_s1 does not need backward computation.
I0822 16:51:28.983928  9931 net.cpp:244] conv3/relu does not need backward computation.
I0822 16:51:28.983932  9931 net.cpp:244] conv3/3x3_s1 does not need backward computation.
I0822 16:51:28.983934  9931 net.cpp:244] pool2/2x2_s2 does not need backward computation.
I0822 16:51:28.983937  9931 net.cpp:244] conv2/relu does not need backward computation.
I0822 16:51:28.983940  9931 net.cpp:244] conv2/3x3_s1 does not need backward computation.
I0822 16:51:28.983943  9931 net.cpp:244] pool1/2x2_s2 does not need backward computation.
I0822 16:51:28.983947  9931 net.cpp:244] conv1/relu does not need backward computation.
I0822 16:51:28.983949  9931 net.cpp:244] conv1/3x3_s1 does not need backward computation.
I0822 16:51:28.983955  9931 net.cpp:287] This network produces output fc8
I0822 16:51:28.983971  9931 net.cpp:301] Network initialization done.
I0822 16:51:28.983974  9931 net.cpp:302] Memory required for data: 4148766720
I0822 16:51:28.984081  9931 caffe.cpp:305] Performing Forward
I0822 16:51:29.830775  9931 caffe.cpp:310] Initial loss: 0
I0822 16:51:29.830812  9931 caffe.cpp:311] Performing Backward
I0822 16:51:32.218127  9931 caffe.cpp:319] *** Benchmark begins ***
I0822 16:51:32.218138  9931 caffe.cpp:320] Testing for 10 iterations.
I0822 16:51:39.896428  9931 caffe.cpp:350] Iteration: 1 forward-backward time: 7678 ms.
I0822 16:51:45.284967  9931 caffe.cpp:350] Iteration: 2 forward-backward time: 5388 ms.
I0822 16:51:50.673408  9931 caffe.cpp:350] Iteration: 3 forward-backward time: 5388 ms.
I0822 16:51:56.065533  9931 caffe.cpp:350] Iteration: 4 forward-backward time: 5392 ms.
I0822 16:52:01.457144  9931 caffe.cpp:350] Iteration: 5 forward-backward time: 5391 ms.
I0822 16:52:06.849658  9931 caffe.cpp:350] Iteration: 6 forward-backward time: 5392 ms.
I0822 16:52:12.245187  9931 caffe.cpp:350] Iteration: 7 forward-backward time: 5395 ms.
I0822 16:52:17.637475  9931 caffe.cpp:350] Iteration: 8 forward-backward time: 5392 ms.
I0822 16:52:23.030526  9931 caffe.cpp:350] Iteration: 9 forward-backward time: 5393 ms.
I0822 16:52:28.424190  9931 caffe.cpp:350] Iteration: 10 forward-backward time: 5393 ms.
I0822 16:52:28.424204  9931 caffe.cpp:353] Average time per layer: 
I0822 16:52:28.424208  9931 caffe.cpp:356] conv1/3x3_s1	forward: 278.371 ms.
I0822 16:52:28.424212  9931 caffe.cpp:359] conv1/3x3_s1	backward: 2308.51 ms.
I0822 16:52:28.424216  9931 caffe.cpp:356] conv1/relu	forward: 8.3022 ms.
I0822 16:52:28.424219  9931 caffe.cpp:359] conv1/relu	backward: 11.8803 ms.
I0822 16:52:28.424222  9931 caffe.cpp:356] pool1/2x2_s2	forward: 6.4624 ms.
I0822 16:52:28.424226  9931 caffe.cpp:359] pool1/2x2_s2	backward: 30.916 ms.
I0822 16:52:28.424229  9931 caffe.cpp:356] conv2/3x3_s1	forward: 87.6493 ms.
I0822 16:52:28.424233  9931 caffe.cpp:359] conv2/3x3_s1	backward: 743.971 ms.
I0822 16:52:28.424237  9931 caffe.cpp:356] conv2/relu	forward: 4.0083 ms.
I0822 16:52:28.424239  9931 caffe.cpp:359] conv2/relu	backward: 5.8023 ms.
I0822 16:52:28.424242  9931 caffe.cpp:356] pool2/2x2_s2	forward: 3.9525 ms.
I0822 16:52:28.424245  9931 caffe.cpp:359] pool2/2x2_s2	backward: 15.2967 ms.
I0822 16:52:28.424249  9931 caffe.cpp:356] conv3/3x3_s1	forward: 73.1681 ms.
I0822 16:52:28.424257  9931 caffe.cpp:359] conv3/3x3_s1	backward: 227.253 ms.
I0822 16:52:28.424262  9931 caffe.cpp:356] conv3/relu	forward: 1.9838 ms.
I0822 16:52:28.424263  9931 caffe.cpp:359] conv3/relu	backward: 2.8639 ms.
I0822 16:52:28.424267  9931 caffe.cpp:356] conv4/3x3_s1	forward: 141.714 ms.
I0822 16:52:28.424269  9931 caffe.cpp:359] conv4/3x3_s1	backward: 315.596 ms.
I0822 16:52:28.424273  9931 caffe.cpp:356] conv4/relu	forward: 1.9855 ms.
I0822 16:52:28.424275  9931 caffe.cpp:359] conv4/relu	backward: 2.8581 ms.
I0822 16:52:28.424278  9931 caffe.cpp:356] pool3/2x2_s2	forward: 1.6854 ms.
I0822 16:52:28.424281  9931 caffe.cpp:359] pool3/2x2_s2	backward: 7.7997 ms.
I0822 16:52:28.424284  9931 caffe.cpp:356] conv5/3x3_s1	forward: 75.7724 ms.
I0822 16:52:28.424288  9931 caffe.cpp:359] conv5/3x3_s1	backward: 228.624 ms.
I0822 16:52:28.424290  9931 caffe.cpp:356] conv5/relu	forward: 0.9586 ms.
I0822 16:52:28.424293  9931 caffe.cpp:359] conv5/relu	backward: 1.3789 ms.
I0822 16:52:28.424296  9931 caffe.cpp:356] conv6/3x3_s1	forward: 152.886 ms.
I0822 16:52:28.424299  9931 caffe.cpp:359] conv6/3x3_s1	backward: 330.49 ms.
I0822 16:52:28.424302  9931 caffe.cpp:356] conv6/relu	forward: 0.9604 ms.
I0822 16:52:28.424305  9931 caffe.cpp:359] conv6/relu	backward: 1.3772 ms.
I0822 16:52:28.424309  9931 caffe.cpp:356] pool4/2x2_s2	forward: 0.8768 ms.
I0822 16:52:28.424311  9931 caffe.cpp:359] pool4/2x2_s2	backward: 3.9451 ms.
I0822 16:52:28.424314  9931 caffe.cpp:356] conv7/3x3_s1	forward: 49.9007 ms.
I0822 16:52:28.424317  9931 caffe.cpp:359] conv7/3x3_s1	backward: 174.153 ms.
I0822 16:52:28.424320  9931 caffe.cpp:356] conv7/relu	forward: 0.2484 ms.
I0822 16:52:28.424324  9931 caffe.cpp:359] conv7/relu	backward: 0.3275 ms.
I0822 16:52:28.424325  9931 caffe.cpp:356] conv8/3x3_s1	forward: 49.7702 ms.
I0822 16:52:28.424329  9931 caffe.cpp:359] conv8/3x3_s1	backward: 177.327 ms.
I0822 16:52:28.424332  9931 caffe.cpp:356] conv8/relu	forward: 0.2489 ms.
I0822 16:52:28.424335  9931 caffe.cpp:359] conv8/relu	backward: 0.3289 ms.
I0822 16:52:28.424337  9931 caffe.cpp:356] pool5/2x2_s2	forward: 0.2415 ms.
I0822 16:52:28.424340  9931 caffe.cpp:359] pool5/2x2_s2	backward: 1.0776 ms.
I0822 16:52:28.424343  9931 caffe.cpp:356]        fc6	forward: 37.6347 ms.
I0822 16:52:28.424346  9931 caffe.cpp:359]        fc6	backward: 32.9653 ms.
I0822 16:52:28.424350  9931 caffe.cpp:356]        fc7	forward: 6.1649 ms.
I0822 16:52:28.424352  9931 caffe.cpp:359]        fc7	backward: 5.9309 ms.
I0822 16:52:28.424355  9931 caffe.cpp:356]        fc8	forward: 3.0928 ms.
I0822 16:52:28.424358  9931 caffe.cpp:359]        fc8	backward: 1.8487 ms.
I0822 16:52:28.424363  9931 caffe.cpp:364] Average Forward pass: 988.051 ms.
I0822 16:52:28.424366  9931 caffe.cpp:366] Average Backward pass: 4632.53 ms.
I0822 16:52:28.424371  9931 caffe.cpp:368] Average Forward-Backward: 5620.6 ms.
I0822 16:52:28.424373  9931 caffe.cpp:370] Total Time: 56206 ms.
I0822 16:52:28.424376  9931 caffe.cpp:371] *** Benchmark ends ***