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15faa429b49a0aec
Date: 2017-04-24 15:32:28.399544
License:
Module: experiment.bench.dnn
Repo: upload
CID (DOI-like distributed ID): 1eb2f50d4620903e:15faa429b49a0aec

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=3.6.2
compiler=4.9.2
lib-blas=0.2.19-85636ff
lib-boost=1.55.0
lib-gflags=2.2.0
lib-glog=development-e56ed55
lib-hdf5=1.8.13
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: 2
Platform: Raspberry Pi (Raspberry Pi 3 Model B)
OS: Raspbian GNU/Linux 8 (jessie)
CPU: BCM2709
GPU: -

Name Direction Min time (ms.): Expected time (ms.): Max time (ms.): Repetitions:
03: pool1 forward 69.8 0 70.5 3
71: conv10 forward 61.3 0 61.4 3
71: conv10 backward 59.8 0 59.9 3
01: conv1 backward 38.5 0 47.6 3
20: pool3 forward 33.9 0 34.1 3
01: conv1 forward 29.0 0 32.9 3
09: fire2/expand3x3 forward 26.3 0 26.7 3
17: fire3/expand3x3 forward 26.3 0 26.4 3
17: fire3/expand3x3 backward 24.9 0 25.2 3
09: fire2/expand3x3 backward 24.9 0 25.2 3
02: relu_conv1 forward 22.1 0 22.5 3
26: fire4/expand3x3 forward 21.4 0 21.7 3
34: fire5/expand3x3 forward 21.4 0 21.6 3
26: fire4/expand3x3 backward 21.3 0 31.7 3
34: fire5/expand3x3 backward 21.2 0 21.5 3
67: fire9/expand3x3 forward 19.4 0 19.5 3
59: fire8/expand3x3 forward 19.4 0 19.4 3
59: fire8/expand3x3 backward 18.8 0 18.9 3
67: fire9/expand3x3 backward 18.8 0 18.9 3
37: pool5 forward 17.4 0 17.5 3
12: fire3/squeeze1x1 backward 12.4 0 21.4 3
51: fire7/expand3x3 forward 11.6 0 11.6 3
43: fire6/expand3x3 forward 11.6 0 11.6 3
70: drop9 forward 11.4 0 11.5 3
43: fire6/expand3x3 backward 11.3 0 11.4 3
51: fire7/expand3x3 backward 11.3 0 11.5 3
12: fire3/squeeze1x1 forward 9.1 0 9.4 3
29: fire5/squeeze1x1 backward 7.4 0 7.5 3
04: fire2/squeeze1x1 backward 6.6 0 6.7 3
15: fire3/expand1x1 backward 6.2 0 6.7 3
07: fire2/expand1x1 backward 6.2 0 6.2 3
62: fire9/squeeze1x1 backward 5.8 0 5.8 3
15: fire3/expand1x1 forward 5.5 0 5.6 3
73: pool10 forward 5.4 0 5.5 3
10: fire2/relu_expand3x3 forward 5.4 0 5.6 3
16: fire3/relu_expand1x1 forward 5.4 0 5.5 3
18: fire3/relu_expand3x3 forward 5.4 0 5.5 3
08: fire2/relu_expand1x1 forward 5.4 0 5.7 3
07: fire2/expand1x1 forward 5.4 0 5.5 3
72: relu_conv10 forward 5.3 0 5.4 3
29: fire5/squeeze1x1 forward 5.3 0 5.5 3
04: fire2/squeeze1x1 forward 4.8 0 4.9 3
19: fire3/concat backward 4.5 0 4.6 3
54: fire8/squeeze1x1 backward 4.4 0 13.6 3
62: fire9/squeeze1x1 forward 4.4 0 8.5 3
32: fire5/expand1x1 backward 4.1 0 4.2 3
46: fire7/squeeze1x1 backward 4.0 0 4.1 3
24: fire4/expand1x1 backward 4.0 0 4.1 3
21: fire4/squeeze1x1 backward 3.8 0 3.8 3
24: fire4/expand1x1 forward 3.5 0 3.5 3
32: fire5/expand1x1 forward 3.4 0 3.5 3
54: fire8/squeeze1x1 forward 3.3 0 3.4 3
65: fire9/expand1x1 backward 3.0 0 3.1 3
46: fire7/squeeze1x1 forward 3.0 0 3.1 3
21: fire4/squeeze1x1 forward 3.0 0 3.0 3
57: fire8/expand1x1 backward 3.0 0 3.0 3
19: fire3/concat forward 2.8 0 2.9 3
11: fire2/concat forward 2.8 0 6.6 3
35: fire5/relu_expand3x3 forward 2.7 0 2.8 3
27: fire4/relu_expand3x3 forward 2.7 0 2.7 3
33: fire5/relu_expand1x1 forward 2.7 0 2.8 3
25: fire4/relu_expand1x1 forward 2.7 0 2.7 3
38: fire6/squeeze1x1 backward 2.7 0 2.7 3
65: fire9/expand1x1 forward 2.6 0 2.7 3
57: fire8/expand1x1 forward 2.6 0 2.7 3
36: fire5/concat backward 2.3 0 2.3 3
38: fire6/squeeze1x1 forward 2.1 0 2.1 3
41: fire6/expand1x1 backward 2.0 0 2.0 3
49: fire7/expand1x1 backward 1.9 0 2.0 3
49: fire7/expand1x1 forward 1.6 0 1.6 3
41: fire6/expand1x1 forward 1.6 0 1.6 3
36: fire5/concat forward 1.5 0 1.5 3
28: fire4/concat forward 1.5 0 1.6 3
13: fire3/relu_squeeze1x1 forward 1.4 0 1.4 3
05: fire2/relu_squeeze1x1 forward 1.4 0 1.4 3
60: fire8/relu_expand3x3 forward 1.4 0 1.4 3
68: fire9/relu_expand3x3 forward 1.4 0 1.5 3
66: fire9/relu_expand1x1 forward 1.4 0 1.4 3
58: fire8/relu_expand1x1 forward 1.4 0 1.4 3
44: fire6/relu_expand3x3 forward 1.0 0 1.0 3
52: fire7/relu_expand3x3 forward 1.0 0 1.0 3
42: fire6/relu_expand1x1 forward 1.0 0 1.1 3
50: fire7/relu_expand1x1 forward 1.0 0 1.0 3
69: fire9/concat forward 0.7 0 0.8 3
61: fire8/concat forward 0.7 0 0.8 3
22: fire4/relu_squeeze1x1 forward 0.7 0 0.7 3
30: fire5/relu_squeeze1x1 forward 0.7 0 0.7 3
45: fire6/concat forward 0.6 0 0.6 3
53: fire7/concat forward 0.6 0 0.6 3
74: prob forward 0.5 0 0.5 3
55: fire8/relu_squeeze1x1 forward 0.3 0 0.3 3
63: fire9/relu_squeeze1x1 forward 0.3 0 0.3 3
47: fire7/relu_squeeze1x1 forward 0.3 0 0.3 3
39: fire6/relu_squeeze1x1 forward 0.3 0 0.3 3
74: prob backward 0.1 0 0.1 3
00: input forward 0 0 0 3
11: fire2/concat backward 0 0 0 3
28: fire4/concat backward 0 0 0 3
53: fire7/concat backward 0 0 0 3
06: fire2/squeeze1x1_fire2/relu_squeeze1x1_0_split forward 0 0 0 3
45: fire6/concat backward 0 0 0 3
61: fire8/concat backward 0 0 0 3
14: fire3/squeeze1x1_fire3/relu_squeeze1x1_0_split forward 0 0 0 3
23: fire4/squeeze1x1_fire4/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
48: fire7/squeeze1x1_fire7/relu_squeeze1x1_0_split forward 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
69: fire9/concat backward 0 0 0 3
08: fire2/relu_expand1x1 backward 0 0 0 3
00: input backward 0 0 0 3
03: pool1 backward 0 0 0 3
06: fire2/squeeze1x1_fire2/relu_squeeze1x1_0_split backward 0 0 0 3
14: fire3/squeeze1x1_fire3/relu_squeeze1x1_0_split backward 0 0 0 3
16: fire3/relu_expand1x1 backward 0 0 0 3
18: fire3/relu_expand3x3 backward 0 0 0 3
20: pool3 backward 0 0 0 3
23: fire4/squeeze1x1_fire4/relu_squeeze1x1_0_split 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
33: fire5/relu_expand1x1 backward 0 0 0 3
35: fire5/relu_expand3x3 backward 0 0 0 3
37: pool5 backward 0 0 0 3
40: fire6/squeeze1x1_fire6/relu_squeeze1x1_0_split backward 0 0 0 3
42: fire6/relu_expand1x1 backward 0 0 0 3
48: fire7/squeeze1x1_fire7/relu_squeeze1x1_0_split backward 0 0 0 3
50: fire7/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
64: fire9/squeeze1x1_fire9/relu_squeeze1x1_0_split backward 0 0 0 3
66: fire9/relu_expand1x1 backward 0 0 0 3
70: drop9 backward 0 0 0 3
10: fire2/relu_expand3x3 backward 0 0 0 3
13: fire3/relu_squeeze1x1 backward 0 0 0 3
22: fire4/relu_squeeze1x1 backward 0 0 0 3
27: fire4/relu_expand3x3 backward 0 0 0 3
39: fire6/relu_squeeze1x1 backward 0 0 0 3
47: fire7/relu_squeeze1x1 backward 0 0 0 3
68: fire9/relu_expand3x3 backward 0 0 0 3
72: relu_conv10 backward 0 0 0 3
02: relu_conv1 backward 0 0 0 3
05: fire2/relu_squeeze1x1 backward 0 0 0 3
30: fire5/relu_squeeze1x1 backward 0 0 0 3
44: fire6/relu_expand3x3 backward 0 0 0 3
52: fire7/relu_expand3x3 backward 0 0 0 3
55: fire8/relu_squeeze1x1 backward 0 0 0 3
60: fire8/relu_expand3x3 backward 0 0 0 3
63: fire9/relu_squeeze1x1 backward 0 0 0 3
73: pool10 backward 0 0 0 3
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