Is import data time included in "Forward pass" time when caffe time command is executed?

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mrtj...@gmail.com

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Mar 12, 2019, 2:41:32 AM3/12/19
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Hello, I have a question on the caffe time.

When I do the command "caffe time --model=train.prototxt",
is import data time included in "Forward pass" time ?

I mean if the result is below, 
'data' layer (type: "HDF5Data") do the import HDF5Data(the num of data equals to batch_size: 20) and then load it to the network.

According to the result, data forward time is : 2.89444 ms.
Does this data forward time consist of the time to import 20`s HDF5Data and to load the data to the network?
or this data forward time consists of the time only to load the data to the network?

____________________________________________________________________
state {
  phase: TRAIN
}
layer {
  name: "data"
  type: "HDF5Data"
  top: "data"
  top: "label"
  hdf5_data_param {
    source: "hdf5_data/UCR_TS_Archive_2015/split/Adiac/train.txt"
    batch_size: 20
    shuffle: true
  }
}
layer {
  name: "drop1"
  type: "Dropout"
  bottom: "data"
  top: "data"
  dropout_param {
    dropout_ratio: 0.5
  }
}
layer {
  name: "fc1"
  type: "InnerProduct"
  bottom: "data"
  top: "fc1"
  inner_product_param {
    num_output: 512
    weight_filler {
      type: "xavier"
    }
  }
}
layer {
  name: "relu1"
  type: "ReLU"
  bottom: "fc1"
  top: "fc1"
}
layer {
  name: "drop2"
  type: "Dropout"
  bottom: "fc1"
  top: "fc1"
  dropout_param {
    dropout_ratio: 0.5
  }
}
layer {
  name: "fc2"
  type: "InnerProduct"
  bottom: "fc1"
  top: "fc2"
  inner_product_param {
    num_output: 512
    weight_filler {
      type: "xavier"
    }
  }
}
layer {
  name: "relu2"
  type: "ReLU"
  bottom: "fc2"
  top: "fc2"
}
layer {
  name: "drop3"
  type: "Dropout"
  bottom: "fc2"
  top: "fc2"
  dropout_param {
    dropout_ratio: 0.5
  }
}
layer {
  name: "fc3"
  type: "InnerProduct"
  bottom: "fc2"
  top: "fc3"
  inner_product_param {
    num_output: 512
    weight_filler {
      type: "xavier"
    }
  }
}
layer {
  name: "relu3"
  type: "ReLU"
  bottom: "fc3"
  top: "fc3"
}
layer {
  name: "drop4"
  type: "Dropout"
  bottom: "fc3"
  top: "fc3"
  dropout_param {
    dropout_ratio: 0.5
  }
}
layer {
  name: "score"
  type: "InnerProduct"
  bottom: "fc3"
  top: "score"
  inner_product_param {
    num_output: 37
    weight_filler {
      type: "xavier"
    }
  }
}
layer {
  name: "loss"
  type: "SoftmaxWithLoss"
  bottom: "score"
  bottom: "label"
  top: "loss"
}
layer {
  name: "accuracy"
  type: "Accuracy"
  bottom: "score"
  bottom: "label"
  top: "accuracy"
}
I0219 17:53:59.510443  5480 layer_factory.hpp:77] Creating layer data
I0219 17:53:59.510455  5480 net.cpp:91] Creating Layer data
I0219 17:53:59.510460  5480 net.cpp:399] data -> data
I0219 17:53:59.510478  5480 net.cpp:399] data -> label
I0219 17:53:59.510489  5480 hdf5_data_layer.cpp:79] Loading list of HDF5 filenames from: hdf5_data/UCR_TS_Archive_2015/split/Adiac/train.txt
I0219 17:53:59.510599  5480 hdf5_data_layer.cpp:93] Number of HDF5 files: 390
I0219 17:53:59.511261  5480 hdf5.cpp:32] Datatype class: H5T_FLOAT
I0219 17:53:59.511329  5480 hdf5.cpp:35] Datatype class: H5T_INTEGER
I0219 17:53:59.511392  5480 net.cpp:141] Setting up data
I0219 17:53:59.511400  5480 net.cpp:148] Top shape: 20 1 176 1 (3520)
I0219 17:53:59.511404  5480 net.cpp:148] Top shape: 20 1 1 1 (20)
I0219 17:53:59.511406  5480 net.cpp:156] Memory required for data: 14160
I0219 17:53:59.511410  5480 layer_factory.hpp:77] Creating layer label_data_1_split
I0219 17:53:59.511416  5480 net.cpp:91] Creating Layer label_data_1_split
I0219 17:53:59.511420  5480 net.cpp:425] label_data_1_split <- label
I0219 17:53:59.511427  5480 net.cpp:399] label_data_1_split -> label_data_1_split_0
I0219 17:53:59.511433  5480 net.cpp:399] label_data_1_split -> label_data_1_split_1
I0219 17:53:59.511440  5480 net.cpp:141] Setting up label_data_1_split
I0219 17:53:59.511445  5480 net.cpp:148] Top shape: 20 1 1 1 (20)
I0219 17:53:59.511447  5480 net.cpp:148] Top shape: 20 1 1 1 (20)
I0219 17:53:59.511451  5480 net.cpp:156] Memory required for data: 14320
I0219 17:53:59.511452  5480 layer_factory.hpp:77] Creating layer drop1
I0219 17:53:59.511459  5480 net.cpp:91] Creating Layer drop1
I0219 17:53:59.511462  5480 net.cpp:425] drop1 <- data
I0219 17:53:59.511466  5480 net.cpp:386] drop1 -> data (in-place)
I0219 17:53:59.511473  5480 net.cpp:141] Setting up drop1
I0219 17:53:59.511476  5480 net.cpp:148] Top shape: 20 1 176 1 (3520)
I0219 17:53:59.511479  5480 net.cpp:156] Memory required for data: 28400
I0219 17:53:59.511482  5480 layer_factory.hpp:77] Creating layer fc1
I0219 17:53:59.511487  5480 net.cpp:91] Creating Layer fc1
I0219 17:53:59.511490  5480 net.cpp:425] fc1 <- data
I0219 17:53:59.511493  5480 net.cpp:399] fc1 -> fc1
I0219 17:53:59.512038  5480 net.cpp:141] Setting up fc1
I0219 17:53:59.512051  5480 net.cpp:148] Top shape: 20 512 (10240)
I0219 17:53:59.512054  5480 net.cpp:156] Memory required for data: 69360
I0219 17:53:59.512063  5480 layer_factory.hpp:77] Creating layer relu1
I0219 17:53:59.512069  5480 net.cpp:91] Creating Layer relu1
I0219 17:53:59.512073  5480 net.cpp:425] relu1 <- fc1
I0219 17:53:59.512075  5480 net.cpp:386] relu1 -> fc1 (in-place)
I0219 17:53:59.690408  5480 net.cpp:141] Setting up relu1
I0219 17:53:59.690430  5480 net.cpp:148] Top shape: 20 512 (10240)
I0219 17:53:59.690433  5480 net.cpp:156] Memory required for data: 110320
I0219 17:53:59.690438  5480 layer_factory.hpp:77] Creating layer drop2
I0219 17:53:59.690446  5480 net.cpp:91] Creating Layer drop2
I0219 17:53:59.690449  5480 net.cpp:425] drop2 <- fc1
I0219 17:53:59.690455  5480 net.cpp:386] drop2 -> fc1 (in-place)
I0219 17:53:59.690464  5480 net.cpp:141] Setting up drop2
I0219 17:53:59.690466  5480 net.cpp:148] Top shape: 20 512 (10240)
I0219 17:53:59.690469  5480 net.cpp:156] Memory required for data: 151280
I0219 17:53:59.690470  5480 layer_factory.hpp:77] Creating layer fc2
I0219 17:53:59.690476  5480 net.cpp:91] Creating Layer fc2
I0219 17:53:59.690479  5480 net.cpp:425] fc2 <- fc1
I0219 17:53:59.690482  5480 net.cpp:399] fc2 -> fc2
I0219 17:53:59.691545  5480 net.cpp:141] Setting up fc2
I0219 17:53:59.691550  5480 net.cpp:148] Top shape: 20 512 (10240)
I0219 17:53:59.691551  5480 net.cpp:156] Memory required for data: 192240
I0219 17:53:59.691560  5480 layer_factory.hpp:77] Creating layer relu2
I0219 17:53:59.691563  5480 net.cpp:91] Creating Layer relu2
I0219 17:53:59.691565  5480 net.cpp:425] relu2 <- fc2
I0219 17:53:59.691568  5480 net.cpp:386] relu2 -> fc2 (in-place)
I0219 17:53:59.691808  5480 net.cpp:141] Setting up relu2
I0219 17:53:59.691817  5480 net.cpp:148] Top shape: 20 512 (10240)
I0219 17:53:59.691818  5480 net.cpp:156] Memory required for data: 233200
I0219 17:53:59.691820  5480 layer_factory.hpp:77] Creating layer drop3
I0219 17:53:59.691825  5480 net.cpp:91] Creating Layer drop3
I0219 17:53:59.691828  5480 net.cpp:425] drop3 <- fc2
I0219 17:53:59.691831  5480 net.cpp:386] drop3 -> fc2 (in-place)
I0219 17:53:59.691836  5480 net.cpp:141] Setting up drop3
I0219 17:53:59.691839  5480 net.cpp:148] Top shape: 20 512 (10240)
I0219 17:53:59.691841  5480 net.cpp:156] Memory required for data: 274160
I0219 17:53:59.691843  5480 layer_factory.hpp:77] Creating layer fc3
I0219 17:53:59.691848  5480 net.cpp:91] Creating Layer fc3
I0219 17:53:59.691849  5480 net.cpp:425] fc3 <- fc2
I0219 17:53:59.691853  5480 net.cpp:399] fc3 -> fc3
I0219 17:53:59.692914  5480 net.cpp:141] Setting up fc3
I0219 17:53:59.692920  5480 net.cpp:148] Top shape: 20 512 (10240)
I0219 17:53:59.692922  5480 net.cpp:156] Memory required for data: 315120
I0219 17:53:59.692929  5480 layer_factory.hpp:77] Creating layer relu3
I0219 17:53:59.692931  5480 net.cpp:91] Creating Layer relu3
I0219 17:53:59.692934  5480 net.cpp:425] relu3 <- fc3
I0219 17:53:59.692936  5480 net.cpp:386] relu3 -> fc3 (in-place)
I0219 17:53:59.693147  5480 net.cpp:141] Setting up relu3
I0219 17:53:59.693154  5480 net.cpp:148] Top shape: 20 512 (10240)
I0219 17:53:59.693157  5480 net.cpp:156] Memory required for data: 356080
I0219 17:53:59.693159  5480 layer_factory.hpp:77] Creating layer drop4
I0219 17:53:59.693163  5480 net.cpp:91] Creating Layer drop4
I0219 17:53:59.693166  5480 net.cpp:425] drop4 <- fc3
I0219 17:53:59.693171  5480 net.cpp:386] drop4 -> fc3 (in-place)
I0219 17:53:59.693176  5480 net.cpp:141] Setting up drop4
I0219 17:53:59.693179  5480 net.cpp:148] Top shape: 20 512 (10240)
I0219 17:53:59.693181  5480 net.cpp:156] Memory required for data: 397040
I0219 17:53:59.693183  5480 layer_factory.hpp:77] Creating layer score
I0219 17:53:59.693187  5480 net.cpp:91] Creating Layer score
I0219 17:53:59.693189  5480 net.cpp:425] score <- fc3
I0219 17:53:59.693197  5480 net.cpp:399] score -> score
I0219 17:53:59.693280  5480 net.cpp:141] Setting up score
I0219 17:53:59.693285  5480 net.cpp:148] Top shape: 20 37 (740)
I0219 17:53:59.693298  5480 net.cpp:156] Memory required for data: 400000
I0219 17:53:59.693302  5480 layer_factory.hpp:77] Creating layer score_score_0_split
I0219 17:53:59.693307  5480 net.cpp:91] Creating Layer score_score_0_split
I0219 17:53:59.693310  5480 net.cpp:425] score_score_0_split <- score
I0219 17:53:59.693315  5480 net.cpp:399] score_score_0_split -> score_score_0_split_0
I0219 17:53:59.693321  5480 net.cpp:399] score_score_0_split -> score_score_0_split_1
I0219 17:53:59.693326  5480 net.cpp:141] Setting up score_score_0_split
I0219 17:53:59.693329  5480 net.cpp:148] Top shape: 20 37 (740)
I0219 17:53:59.693332  5480 net.cpp:148] Top shape: 20 37 (740)
I0219 17:53:59.693334  5480 net.cpp:156] Memory required for data: 405920
I0219 17:53:59.693336  5480 layer_factory.hpp:77] Creating layer loss
I0219 17:53:59.693341  5480 net.cpp:91] Creating Layer loss
I0219 17:53:59.693346  5480 net.cpp:425] loss <- score_score_0_split_0
I0219 17:53:59.693348  5480 net.cpp:425] loss <- label_data_1_split_0
I0219 17:53:59.693351  5480 net.cpp:399] loss -> loss
I0219 17:53:59.693361  5480 layer_factory.hpp:77] Creating layer loss
I0219 17:53:59.693486  5480 net.cpp:141] Setting up loss
I0219 17:53:59.693492  5480 net.cpp:148] Top shape: (1)
I0219 17:53:59.693495  5480 net.cpp:151]     with loss weight 1
I0219 17:53:59.693509  5480 net.cpp:156] Memory required for data: 405924
I0219 17:53:59.693513  5480 layer_factory.hpp:77] Creating layer accuracy
I0219 17:53:59.693516  5480 net.cpp:91] Creating Layer accuracy
I0219 17:53:59.693519  5480 net.cpp:425] accuracy <- score_score_0_split_1
I0219 17:53:59.693522  5480 net.cpp:425] accuracy <- label_data_1_split_1
I0219 17:53:59.693526  5480 net.cpp:399] accuracy -> accuracy
I0219 17:53:59.693533  5480 net.cpp:141] Setting up accuracy
I0219 17:53:59.693536  5480 net.cpp:148] Top shape: (1)
I0219 17:53:59.693538  5480 net.cpp:156] Memory required for data: 405928
I0219 17:53:59.693542  5480 net.cpp:219] accuracy does not need backward computation.
I0219 17:53:59.693545  5480 net.cpp:217] loss needs backward computation.
I0219 17:53:59.693548  5480 net.cpp:217] score_score_0_split needs backward computation.
I0219 17:53:59.693550  5480 net.cpp:217] score needs backward computation.
I0219 17:53:59.693553  5480 net.cpp:217] drop4 needs backward computation.
I0219 17:53:59.693555  5480 net.cpp:217] relu3 needs backward computation.
I0219 17:53:59.693557  5480 net.cpp:217] fc3 needs backward computation.
I0219 17:53:59.693559  5480 net.cpp:217] drop3 needs backward computation.
I0219 17:53:59.693562  5480 net.cpp:217] relu2 needs backward computation.
I0219 17:53:59.693563  5480 net.cpp:217] fc2 needs backward computation.
I0219 17:53:59.693565  5480 net.cpp:217] drop2 needs backward computation.
I0219 17:53:59.693567  5480 net.cpp:217] relu1 needs backward computation.
I0219 17:53:59.693570  5480 net.cpp:217] fc1 needs backward computation.
I0219 17:53:59.693572  5480 net.cpp:219] drop1 does not need backward computation.
I0219 17:53:59.693575  5480 net.cpp:219] label_data_1_split does not need backward computation.
I0219 17:53:59.693578  5480 net.cpp:219] data does not need backward computation.
I0219 17:53:59.693580  5480 net.cpp:261] This network produces output accuracy
I0219 17:53:59.693583  5480 net.cpp:261] This network produces output loss
I0219 17:53:59.693594  5480 net.cpp:274] Network initialization done.
I0219 17:53:59.693624  5480 caffe.cpp:320] Performing Forward
I0219 17:53:59.699036  5480 caffe.cpp:325] Initial loss: 3.74451
I0219 17:53:59.699046  5480 caffe.cpp:326] Performing Backward
I0219 17:53:59.714013  5480 caffe.cpp:334] *** Benchmark begins ***
I0219 17:53:59.714023  5480 caffe.cpp:335] Testing for 50 iterations.
I0219 17:53:59.719624  5480 caffe.cpp:363] Iteration: 1 forward-backward time: 5 ms.
I0219 17:53:59.725004  5480 caffe.cpp:363] Iteration: 2 forward-backward time: 5 ms.
I0219 17:53:59.729847  5480 caffe.cpp:363] Iteration: 3 forward-backward time: 4 ms.
I0219 17:53:59.733942  5480 caffe.cpp:363] Iteration: 4 forward-backward time: 4 ms.
I0219 17:53:59.738044  5480 caffe.cpp:363] Iteration: 5 forward-backward time: 4 ms.
I0219 17:53:59.742120  5480 caffe.cpp:363] Iteration: 6 forward-backward time: 4 ms.
I0219 17:53:59.746203  5480 caffe.cpp:363] Iteration: 7 forward-backward time: 4 ms.
I0219 17:53:59.750284  5480 caffe.cpp:363] Iteration: 8 forward-backward time: 4 ms.
I0219 17:53:59.754365  5480 caffe.cpp:363] Iteration: 9 forward-backward time: 4 ms.
I0219 17:53:59.758437  5480 caffe.cpp:363] Iteration: 10 forward-backward time: 4 ms.
I0219 17:53:59.762501  5480 caffe.cpp:363] Iteration: 11 forward-backward time: 4 ms.
I0219 17:53:59.766567  5480 caffe.cpp:363] Iteration: 12 forward-backward time: 4 ms.
I0219 17:53:59.770625  5480 caffe.cpp:363] Iteration: 13 forward-backward time: 4 ms.
I0219 17:53:59.774685  5480 caffe.cpp:363] Iteration: 14 forward-backward time: 4 ms.
I0219 17:53:59.778762  5480 caffe.cpp:363] Iteration: 15 forward-backward time: 4 ms.
I0219 17:53:59.782825  5480 caffe.cpp:363] Iteration: 16 forward-backward time: 4 ms.
I0219 17:53:59.786886  5480 caffe.cpp:363] Iteration: 17 forward-backward time: 4 ms.
I0219 17:53:59.790956  5480 caffe.cpp:363] Iteration: 18 forward-backward time: 4 ms.
I0219 17:53:59.795030  5480 caffe.cpp:363] Iteration: 19 forward-backward time: 4 ms.
I0219 17:53:59.799862  5480 caffe.cpp:363] Iteration: 20 forward-backward time: 4 ms.
I0219 17:53:59.805117  5480 caffe.cpp:363] Iteration: 21 forward-backward time: 5 ms.
I0219 17:53:59.810355  5480 caffe.cpp:363] Iteration: 22 forward-backward time: 5 ms.
I0219 17:53:59.815601  5480 caffe.cpp:363] Iteration: 23 forward-backward time: 5 ms.
I0219 17:53:59.820839  5480 caffe.cpp:363] Iteration: 24 forward-backward time: 5 ms.
I0219 17:53:59.826073  5480 caffe.cpp:363] Iteration: 25 forward-backward time: 5 ms.
I0219 17:53:59.831310  5480 caffe.cpp:363] Iteration: 26 forward-backward time: 5 ms.
I0219 17:53:59.836565  5480 caffe.cpp:363] Iteration: 27 forward-backward time: 5 ms.
I0219 17:53:59.841807  5480 caffe.cpp:363] Iteration: 28 forward-backward time: 5 ms.
I0219 17:53:59.847360  5480 caffe.cpp:363] Iteration: 29 forward-backward time: 5 ms.
I0219 17:53:59.852627  5480 caffe.cpp:363] Iteration: 30 forward-backward time: 5 ms.
I0219 17:53:59.857867  5480 caffe.cpp:363] Iteration: 31 forward-backward time: 5 ms.
I0219 17:53:59.863116  5480 caffe.cpp:363] Iteration: 32 forward-backward time: 5 ms.
I0219 17:53:59.868396  5480 caffe.cpp:363] Iteration: 33 forward-backward time: 5 ms.
I0219 17:53:59.873664  5480 caffe.cpp:363] Iteration: 34 forward-backward time: 5 ms.
I0219 17:53:59.878901  5480 caffe.cpp:363] Iteration: 35 forward-backward time: 5 ms.
I0219 17:53:59.884137  5480 caffe.cpp:363] Iteration: 36 forward-backward time: 5 ms.
I0219 17:53:59.889376  5480 caffe.cpp:363] Iteration: 37 forward-backward time: 5 ms.
I0219 17:53:59.894708  5480 caffe.cpp:363] Iteration: 38 forward-backward time: 5 ms.
I0219 17:53:59.900032  5480 caffe.cpp:363] Iteration: 39 forward-backward time: 5 ms.
I0219 17:53:59.905336  5480 caffe.cpp:363] Iteration: 40 forward-backward time: 5 ms.
I0219 17:53:59.910640  5480 caffe.cpp:363] Iteration: 41 forward-backward time: 5 ms.
I0219 17:53:59.915946  5480 caffe.cpp:363] Iteration: 42 forward-backward time: 5 ms.
I0219 17:53:59.921248  5480 caffe.cpp:363] Iteration: 43 forward-backward time: 5 ms.
I0219 17:53:59.926544  5480 caffe.cpp:363] Iteration: 44 forward-backward time: 5 ms.
I0219 17:53:59.931843  5480 caffe.cpp:363] Iteration: 45 forward-backward time: 5 ms.
I0219 17:53:59.937186  5480 caffe.cpp:363] Iteration: 46 forward-backward time: 5 ms.
I0219 17:53:59.942483  5480 caffe.cpp:363] Iteration: 47 forward-backward time: 5 ms.
I0219 17:53:59.947775  5480 caffe.cpp:363] Iteration: 48 forward-backward time: 5 ms.
I0219 17:53:59.953086  5480 caffe.cpp:363] Iteration: 49 forward-backward time: 5 ms.
I0219 17:53:59.958392  5480 caffe.cpp:363] Iteration: 50 forward-backward time: 5 ms.
I0219 17:53:59.958462  5480 caffe.cpp:366] Average time per layer: 
I0219 17:53:59.958493  5480 caffe.cpp:369]       data forward: 2.89444 ms.
I0219 17:53:59.958534  5480 caffe.cpp:372]       data backward: 0.00048 ms.
I0219 17:53:59.958561  5480 caffe.cpp:369] label_data_1_split forward: 0.00088 ms.
I0219 17:53:59.958586  5480 caffe.cpp:372] label_data_1_split backward: 0.00048 ms.
I0219 17:53:59.958616  5480 caffe.cpp:369]      drop1 forward: 0.01732 ms.
I0219 17:53:59.958640  5480 caffe.cpp:372]      drop1 backward: 0.00044 ms.
I0219 17:53:59.958667  5480 caffe.cpp:369]        fc1 forward: 0.11798 ms.
I0219 17:53:59.958690  5480 caffe.cpp:372]        fc1 backward: 0.0425 ms.
I0219 17:53:59.958715  5480 caffe.cpp:369]      relu1 forward: 0.00788 ms.
I0219 17:53:59.958739  5480 caffe.cpp:372]      relu1 backward: 0.01068 ms.
I0219 17:53:59.958765  5480 caffe.cpp:369]      drop2 forward: 0.04658 ms.
I0219 17:53:59.958788  5480 caffe.cpp:372]      drop2 backward: 0.0107 ms.
I0219 17:53:59.958813  5480 caffe.cpp:369]        fc2 forward: 0.29904 ms.
I0219 17:53:59.958837  5480 caffe.cpp:372]        fc2 backward: 0.39882 ms.
I0219 17:53:59.958861  5480 caffe.cpp:369]      relu2 forward: 0.00762 ms.
I0219 17:53:59.958886  5480 caffe.cpp:372]      relu2 backward: 0.01198 ms.
I0219 17:53:59.958910  5480 caffe.cpp:369]      drop3 forward: 0.04598 ms.
I0219 17:53:59.958935  5480 caffe.cpp:372]      drop3 backward: 0.01066 ms.
I0219 17:53:59.958959  5480 caffe.cpp:369]        fc3 forward: 0.3022 ms.
I0219 17:53:59.958983  5480 caffe.cpp:372]        fc3 backward: 0.40436 ms.
I0219 17:53:59.959008  5480 caffe.cpp:369]      relu3 forward: 0.00748 ms.
I0219 17:53:59.959034  5480 caffe.cpp:372]      relu3 backward: 0.01056 ms.
I0219 17:53:59.959059  5480 caffe.cpp:369]      drop4 forward: 0.04582 ms.
I0219 17:53:59.959082  5480 caffe.cpp:372]      drop4 backward: 0.0106 ms.
I0219 17:53:59.959107  5480 caffe.cpp:369]      score forward: 0.03396 ms.
I0219 17:53:59.959131  5480 caffe.cpp:372]      score backward: 0.04204 ms.
I0219 17:53:59.959156  5480 caffe.cpp:369] score_score_0_split forward: 0.00058 ms.
I0219 17:53:59.959180  5480 caffe.cpp:372] score_score_0_split backward: 0.00082 ms.
I0219 17:53:59.959205  5480 caffe.cpp:369]       loss forward: 0.0363 ms.
I0219 17:53:59.959229  5480 caffe.cpp:372]       loss backward: 0.0011 ms.
I0219 17:53:59.959254  5480 caffe.cpp:369]   accuracy forward: 0.02008 ms.
I0219 17:53:59.959277  5480 caffe.cpp:372]   accuracy backward: 0.0005 ms.
I0219 17:53:59.959306  5480 caffe.cpp:377] Average Forward pass: 3.89158 ms.
I0219 17:53:59.959328  5480 caffe.cpp:379] Average Backward pass: 0.96318 ms.
I0219 17:53:59.959350  5480 caffe.cpp:381] Average Forward-Backward: 4.9 ms.
I0219 17:53:59.959372  5480 caffe.cpp:383] Total Time: 245 ms.
I0219 17:53:59.959396  5480 caffe.cpp:384] *** Benchmark ends ***


Thank you in advance.
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