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6beaebb5a5674f4b
Date: 2017-04-23 23:42:48.203061
License:
Module: experiment.bench.dnn
Repo: upload
CID (DOI-like distributed ID): 1eb2f50d4620903e:6beaebb5a5674f4b

DNN engine and model evaluation statistics per layer (crowd-tuning)


DNN engine name: BVLC Caffe framework (cpu)
DNN engine version: trunk-90e8abc
DNN engine type: cpu
DNN engine dependencies: cmake=3.7.2
compiler=19.00.23918
lib-blas=0.2.19-85636ff
lib-boost=1.62.0
lib-gflags=2.2.0
lib-glog=development-da816ea
lib-hdf5=1.10.0
lib-opencv=3.2.0
lib-protobuf-host=3.1.0
DNN model name: Caffe model (net and weights) (bvlc, alexnet)
DNN model version: trunk
Batch size: 1
Platform: LENOVO ThinkPad X240 (20ALCTO1WW)
OS: Windows 10
CPU: Intel(R) Core(TM) i5-4210U CPU @ 1.70GHz
GPU: Intel(R) HD Graphics Family

Name Direction Min time (ms.): Expected time (ms.): Max time (ms.): Repetitions:
16: fc6 backward 120.1 127.8 138.6 3
16: fc6 forward 102.6 110.0 122.1 3
19: fc7 backward 55.0 60.7 76.6 3
19: fc7 forward 48.5 50.0 51.0 3
05: conv2 backward 16.0 17.6 20.0 3
22: fc8 backward 13.0 15.0 17.0 3
05: conv2 forward 12.0 14.4 15.5 3
22: fc8 forward 10.0 12.1 13.5 3
03: norm1 backward 9.0 12.8 15.5 3
01: conv1 backward 9.0 10.1 11.5 3
11: conv4 backward 8.5 9.0 10.0 3
09: conv3 backward 8.0 9.3 10.5 3
09: conv3 forward 8.0 9.0 9.5 3
01: conv1 forward 8.0 9.4 10.5 3
11: conv4 forward 7.0 8.1 9.5 3
07: norm2 backward 6.5 6.7 7.0 3
03: norm1 forward 6.0 6.3 6.5 3
13: conv5 backward 6.0 6.5 7.5 3
13: conv5 forward 5.0 5.3 5.5 3
07: norm2 forward 4.0 4.5 5.0 3
04: pool1 forward 2.5 2.8 3.0 3
02: relu1 forward 1.0 1.0 2.0 3
08: pool2 forward 1.0 1.0 3.5 3
06: relu2 forward 0.5 0.5 1.0 3
00: input forward 0 0 0 3
00: input backward 0 0 0 3
02: relu1 backward 0 0 0 3
04: pool1 backward 0 0 0 3
06: relu2 backward 0 0 0 3
08: pool2 backward 0 0 0 3
10: relu3 forward 0 0 0 3
10: relu3 backward 0 0 0 3
12: relu4 forward 0 0 0.5 3
12: relu4 backward 0 0 0 3
14: relu5 forward 0 0 1.0 3
14: relu5 backward 0 0 0 3
15: pool5 forward 0 0 0.5 3
15: pool5 backward 0 0 0 3
17: relu6 forward 0 0 0 3
17: relu6 backward 0 0 0 3
18: drop6 forward 0 0 0 3
18: drop6 backward 0 0 0 3
20: relu7 forward 0 0 0 3
20: relu7 backward 0 0 0 3
21: drop7 forward 0 0 0 3
21: drop7 backward 0 0 0 3
23: prob forward 0 0 0 3
23: prob backward 0 0 0 3
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