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06c46f6a91f56a87
Date: 2017-04-24 13:47:07.090847
License:
Module: experiment.bench.dnn
Repo: upload
CID (DOI-like distributed ID): 1eb2f50d4620903e:06c46f6a91f56a87

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


DNN engine name: BVLC Caffe framework (cpu)
DNN engine version: trunk-eeebdab
DNN engine type: cpu
DNN engine dependencies: cmake=3.5.1
compiler=6.2.0
lib-blas=0.2.19-85636ff
lib-boost=1.58.0
lib-gflags=2.2.0
lib-glog=development-e56ed55
lib-hdf5=1.8.16
lib-lmdb=0.0.0
lib-opencv=2.4.9
lib-protobuf-host=3.1.0
DNN model name: Caffe model (net and weights) (deepscale, squeezenet, 1.1)
DNN model version: 1.1
Batch size: 1
Platform: Hardkernel (Hardkernel odroid-xu3 board based on EXYNOS5422)
OS: Ubuntu 16.04.2 LTS
CPU: ODROID-XU3
GPU: MALI-T628

Name Direction Min time (ms.): Expected time (ms.): Max time (ms.): Repetitions:
03: pool1 forward 41.9 42.5 43.8 3
71: conv10 backward 20.7 20.7 45.7 3
20: pool3 forward 20.6 21.0 21.7 3
71: conv10 forward 18.3 19.3 20.2 3
01: conv1 backward 12.3 12.5 13.0 3
02: relu_conv1 forward 10.1 10.8 16.8 3
09: fire2/expand3x3 forward 7.9 8.7 10.6 3
17: fire3/expand3x3 forward 7.7 8.5 10.6 3
17: fire3/expand3x3 backward 7.4 8.2 10.0 3
09: fire2/expand3x3 backward 7.4 8.1 10.0 3
67: fire9/expand3x3 backward 6.9 6.9 21.3 3
59: fire8/expand3x3 backward 6.7 6.9 7.4 3
26: fire4/expand3x3 backward 6.7 7.0 7.7 3
37: pool5 forward 6.7 7.2 11.3 3
34: fire5/expand3x3 backward 6.6 7.0 7.7 3
01: conv1 forward 6.6 7.2 8.5 3
26: fire4/expand3x3 forward 6.1 6.6 7.6 3
34: fire5/expand3x3 forward 6.1 6.6 7.7 3
67: fire9/expand3x3 forward 5.7 6.1 6.5 3
59: fire8/expand3x3 forward 5.6 6.0 6.6 3
43: fire6/expand3x3 backward 4.0 4.2 4.5 3
51: fire7/expand3x3 backward 4.0 4.2 4.6 3
12: fire3/squeeze1x1 forward 3.6 3.7 3.8 3
43: fire6/expand3x3 forward 3.4 3.6 4.0 3
51: fire7/expand3x3 forward 3.3 3.6 4.0 3
12: fire3/squeeze1x1 backward 2.9 2.9 3.0 3
29: fire5/squeeze1x1 backward 2.8 2.9 3.1 3
70: drop9 forward 2.5 2.5 5.4 3
19: fire3/concat forward 2.5 2.5 5.3 3
11: fire2/concat forward 2.4 2.4 5.3 3
07: fire2/expand1x1 backward 2.3 2.4 2.6 3
15: fire3/expand1x1 backward 2.3 2.4 2.6 3
62: fire9/squeeze1x1 backward 2.1 2.4 2.5 3
29: fire5/squeeze1x1 forward 2.1 2.2 2.4 3
24: fire4/expand1x1 backward 1.8 1.9 2.1 3
54: fire8/squeeze1x1 backward 1.8 2.0 2.3 3
46: fire7/squeeze1x1 backward 1.8 1.8 1.9 3
32: fire5/expand1x1 backward 1.7 1.9 2.1 3
04: fire2/squeeze1x1 backward 1.7 1.8 1.8 3
04: fire2/squeeze1x1 forward 1.7 1.8 2.0 3
15: fire3/expand1x1 forward 1.7 1.9 2.5 3
07: fire2/expand1x1 forward 1.7 1.9 2.6 3
10: fire2/relu_expand3x3 forward 1.5 1.5 3.6 3
57: fire8/expand1x1 backward 1.4 1.5 1.7 3
18: fire3/relu_expand3x3 forward 1.4 1.4 3.6 3
65: fire9/expand1x1 backward 1.4 1.5 1.7 3
16: fire3/relu_expand1x1 forward 1.4 1.4 3.6 3
08: fire2/relu_expand1x1 forward 1.4 1.4 3.6 3
38: fire6/squeeze1x1 backward 1.3 1.5 1.7 3
62: fire9/squeeze1x1 forward 1.3 1.4 1.5 3
73: pool10 forward 1.3 1.3 3.7 3
21: fire4/squeeze1x1 backward 1.2 1.3 1.4 3
72: relu_conv10 forward 1.2 1.2 3.6 3
46: fire7/squeeze1x1 forward 1.2 1.2 1.3 3
21: fire4/squeeze1x1 forward 1.2 1.2 1.3 3
24: fire4/expand1x1 forward 1.1 1.2 1.4 3
32: fire5/expand1x1 forward 1.1 1.2 1.4 3
28: fire4/concat forward 1.1 1.1 2.6 3
36: fire5/concat forward 1.1 1.1 2.5 3
49: fire7/expand1x1 backward 1.1 1.1 1.3 3
41: fire6/expand1x1 backward 1.0 1.1 1.2 3
54: fire8/squeeze1x1 forward 1.0 1.1 1.1 3
57: fire8/expand1x1 forward 1.0 1.0 1.0 3
65: fire9/expand1x1 forward 0.9 1.0 1.0 3
38: fire6/squeeze1x1 forward 0.8 0.9 0.9 3
49: fire7/expand1x1 forward 0.6 0.6 0.7 3
41: fire6/expand1x1 forward 0.6 0.6 0.7 3
33: fire5/relu_expand1x1 forward 0.5 0.5 1.7 3
27: fire4/relu_expand3x3 forward 0.5 0.5 1.6 3
25: fire4/relu_expand1x1 forward 0.5 0.5 1.5 3
35: fire5/relu_expand3x3 forward 0.5 0.5 1.6 3
69: fire9/concat forward 0.5 0.5 1.2 3
61: fire8/concat forward 0.4 0.4 1.2 3
45: fire6/concat forward 0.3 0.3 0.9 3
53: fire7/concat forward 0.3 0.3 1.0 3
68: fire9/relu_expand3x3 forward 0.2 0.2 0.7 3
13: fire3/relu_squeeze1x1 forward 0.2 0.2 0.8 3
05: fire2/relu_squeeze1x1 forward 0.2 0.2 0.8 3
58: fire8/relu_expand1x1 forward 0.2 0.2 0.7 3
60: fire8/relu_expand3x3 forward 0.2 0.2 0.8 3
66: fire9/relu_expand1x1 forward 0.2 0.2 0.8 3
44: fire6/relu_expand3x3 forward 0.2 0.2 0.5 3
50: fire7/relu_expand1x1 forward 0.2 0.2 0.5 3
42: fire6/relu_expand1x1 forward 0.2 0.2 0.5 3
52: fire7/relu_expand3x3 forward 0.2 0.2 0.5 3
74: prob forward 0.1 0.1 0.3 3
30: fire5/relu_squeeze1x1 forward 0.1 0.1 0.4 3
22: fire4/relu_squeeze1x1 forward 0.1 0.1 0.4 3
74: prob backward 0 0.1 0.1 3
19: fire3/concat backward 0 0 0.1 3
36: fire5/concat backward 0 0 0 3
63: fire9/relu_squeeze1x1 forward 0 0 0.2 3
55: fire8/relu_squeeze1x1 forward 0 0 0.2 3
47: fire7/relu_squeeze1x1 forward 0 0 0.1 3
39: fire6/relu_squeeze1x1 forward 0 0 0.2 3
06: fire2/squeeze1x1_fire2/relu_squeeze1x1_0_split forward 0 0 0 3
23: fire4/squeeze1x1_fire4/relu_squeeze1x1_0_split forward 0 0 0 3
48: fire7/squeeze1x1_fire7/relu_squeeze1x1_0_split forward 0 0 0 3
14: fire3/squeeze1x1_fire3/relu_squeeze1x1_0_split forward 0 0 0 3
31: fire5/squeeze1x1_fire5/relu_squeeze1x1_0_split forward 0 0 0 3
40: fire6/squeeze1x1_fire6/relu_squeeze1x1_0_split forward 0 0 0 3
28: fire4/concat backward 0 0 0 3
56: fire8/squeeze1x1_fire8/relu_squeeze1x1_0_split forward 0 0 0 3
64: fire9/squeeze1x1_fire9/relu_squeeze1x1_0_split forward 0 0 0 3
00: input forward 0 0 0 3
70: drop9 backward 0 0 0 3
00: input backward 0 0 0 3
11: fire2/concat backward 0 0 0 3
53: fire7/concat backward 0 0 0 3
42: fire6/relu_expand1x1 backward 0 0 0 3
45: fire6/concat backward 0 0 0 3
50: fire7/relu_expand1x1 backward 0 0 0 3
61: fire8/concat backward 0 0 0 3
66: fire9/relu_expand1x1 backward 0 0 0 3
69: fire9/concat backward 0 0 0 3
16: fire3/relu_expand1x1 backward 0 0 0 3
20: pool3 backward 0 0 0 3
33: fire5/relu_expand1x1 backward 0 0 0 3
56: fire8/squeeze1x1_fire8/relu_squeeze1x1_0_split backward 0 0 0 3
58: fire8/relu_expand1x1 backward 0 0 0 3
06: fire2/squeeze1x1_fire2/relu_squeeze1x1_0_split backward 0 0 0 3
22: fire4/relu_squeeze1x1 backward 0 0 0 3
25: fire4/relu_expand1x1 backward 0 0 0 3
31: fire5/squeeze1x1_fire5/relu_squeeze1x1_0_split backward 0 0 0 3
44: fire6/relu_expand3x3 backward 0 0 0 3
52: fire7/relu_expand3x3 backward 0 0 0 3
63: fire9/relu_squeeze1x1 backward 0 0 0 3
02: relu_conv1 backward 0 0 0 3
05: fire2/relu_squeeze1x1 backward 0 0 0 3
08: fire2/relu_expand1x1 backward 0 0 0 3
10: fire2/relu_expand3x3 backward 0 0 0 3
14: fire3/squeeze1x1_fire3/relu_squeeze1x1_0_split backward 0 0 0 3
23: fire4/squeeze1x1_fire4/relu_squeeze1x1_0_split backward 0 0 0 3
37: pool5 backward 0 0 0 3
39: fire6/relu_squeeze1x1 backward 0 0 0 3
40: fire6/squeeze1x1_fire6/relu_squeeze1x1_0_split backward 0 0 0 3
48: fire7/squeeze1x1_fire7/relu_squeeze1x1_0_split backward 0 0 0 3
60: fire8/relu_expand3x3 backward 0 0 0 3
64: fire9/squeeze1x1_fire9/relu_squeeze1x1_0_split backward 0 0 0 3
68: fire9/relu_expand3x3 backward 0 0 0 3
72: relu_conv10 backward 0 0 0 3
03: pool1 backward 0 0 0 3
13: fire3/relu_squeeze1x1 backward 0 0 0 3
18: fire3/relu_expand3x3 backward 0 0 0 3
27: fire4/relu_expand3x3 backward 0 0 0 3
30: fire5/relu_squeeze1x1 backward 0 0 0 3
35: fire5/relu_expand3x3 backward 0 0 0 3
55: fire8/relu_squeeze1x1 backward 0 0 0 3
73: pool10 backward 0 0 0 3
47: fire7/relu_squeeze1x1 backward 0 0 0 3
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