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346f48affa76e2a0
Date: 2017-04-24 16:11:06.137941
License:
Module: experiment.bench.dnn
Repo: upload
CID (DOI-like distributed ID): 1eb2f50d4620903e:346f48affa76e2a0

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


DNN engine name: BVLC Caffe framework (cuda)
DNN engine version: trunk-eeebdab
DNN engine type: cuda
DNN engine dependencies: cmake=3.5.1
compiler=5.4.0
compiler-cuda=8.0.33
lib-blas=0.2.19-85636ff
lib-boost=1.58.0
lib-gflags=2.2.0
lib-glog=development-ab65454
lib-hdf5=1.8.16
lib-lmdb=0.0.0
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: jetson_tx1 (jetson_tx1)
OS: Ubuntu 16.04.2 LTS
CPU: jetson_tx1
GPU: Tegra TX1

Name Direction Min time (ms.): Expected time (ms.): Max time (ms.): Repetitions:
16: fc6 backward 84.2 0 148.9 3
19: fc7 backward 38.9 0 79.1 3
09: conv3 backward 14.3 0 15.5 3
11: conv4 backward 10.4 0 22.9 3
13: conv5 backward 8.4 0 28.1 3
16: fc6 forward 7.8 0 18.0 3
22: fc8 backward 7.1 0 22.2 3
05: conv2 backward 5.1 0 19.5 3
19: fc7 forward 3.4 0 7.7 3
03: norm1 backward 3.2 0 3.5 3
07: norm2 backward 3.2 0 3.4 3
01: conv1 backward 2.5 0 12.8 3
05: conv2 forward 1.8 0 3.8 3
09: conv3 forward 1.6 0 3.2 3
01: conv1 forward 1.4 0 2.6 3
11: conv4 forward 1.2 0 2.5 3
13: conv5 forward 0.9 0 1.7 3
22: fc8 forward 0.9 0 2.0 3
04: pool1 forward 0.2 0 0.4 3
07: norm2 forward 0.2 0 0.4 3
02: relu1 forward 0.2 0 0.4 3
03: norm1 forward 0.2 0 0.4 3
08: pool2 forward 0.2 0 0.3 3
06: relu2 forward 0.1 0 0.2 3
18: drop6 forward 0.1 0 0.3 3
21: drop7 forward 0 0 0.2 3
15: pool5 forward 0 0 0.2 3
10: relu3 forward 0 0 0.1 3
17: relu6 forward 0 0 0.2 3
12: relu4 forward 0 0 0.1 3
14: relu5 forward 0 0 0.2 3
23: prob forward 0 0 0.4 3
20: relu7 forward 0 0 0.1 3
15: pool5 backward 0 0 0.1 3
14: relu5 backward 0 0 0.1 3
06: relu2 backward 0 0 0.1 3
08: pool2 backward 0 0 0.1 3
02: relu1 backward 0 0 0.1 3
10: relu3 backward 0 0 0.1 3
04: pool1 backward 0 0 0.1 3
12: relu4 backward 0 0 0.1 3
20: relu7 backward 0 0 0 3
21: drop7 backward 0 0 0 3
00: input backward 0 0 0.1 3
23: prob backward 0 0 0.1 3
18: drop6 backward 0 0 0 3
17: relu6 backward 0 0 0 3
00: input forward 0 0 0 3
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