Hello, I have a question on the caffe time.
'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.