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61466086d27c3006
Date: 2017-01-09 13:15:39.791846
License:
Module: experiment.bench.caffe
Repo: upload
CID (DOI-like distributed ID): 155b6fa5a4012a93:61466086d27c3006

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


DNN engine name: BVLC Caffe framework (cpu)
DNN engine version: trunk-365ac88
DNN engine type:
DNN engine dependencies:
DNN model name: Caffe model (net and weights) (deepscale, squeezenet, 1.1)
DNN model version: 1.1
Batch size: 8
Platform: IBM SyNAPSE
OS: Ubuntu 14.04.4 LTS
CPU: Intel(R) Xeon(R) CPU E5-2650 v2 @ 2.60GHz
GPU: -

Name Direction Min time (ms.): Expected time (ms.): Max time (ms.): Repetitions:
71: conv10 backward 54.9 54.9 55.0 3
01: conv1 backward 50.7 51.0 51.5 3
71: conv10 forward 44.9 44.9 44.9 3
03: pool1 forward 33.4 33.5 33.6 3
17: fire3/expand3x3 backward 26.6 26.6 26.6 3
09: fire2/expand3x3 backward 26.6 26.6 26.6 3
12: fire3/squeeze1x1 backward 19.9 19.9 20.0 3
34: fire5/expand3x3 backward 19.4 19.4 19.5 3
26: fire4/expand3x3 backward 19.3 19.4 19.4 3
09: fire2/expand3x3 forward 18.7 18.8 18.8 3
17: fire3/expand3x3 forward 18.7 18.8 18.9 3
01: conv1 forward 18.1 18.1 18.2 3
20: pool3 forward 17.0 17.1 17.2 3
67: fire9/expand3x3 backward 16.4 16.4 16.5 3
59: fire8/expand3x3 backward 16.3 16.4 16.6 3
26: fire4/expand3x3 forward 15.4 15.4 15.5 3
34: fire5/expand3x3 forward 15.3 15.3 15.3 3
59: fire8/expand3x3 forward 14.4 14.5 14.5 3
67: fire9/expand3x3 forward 14.4 14.4 14.5 3
19: fire3/concat backward 13.5 13.5 13.6 3
15: fire3/expand1x1 backward 11.2 11.2 11.3 3
29: fire5/squeeze1x1 backward 11.1 11.1 11.2 3
07: fire2/expand1x1 backward 10.9 11.0 11.1 3
04: fire2/squeeze1x1 backward 10.8 10.8 10.9 3
51: fire7/expand3x3 backward 9.9 10.0 10.1 3
43: fire6/expand3x3 backward 9.9 10.0 10.1 3
37: pool5 forward 9.0 9.0 9.0 3
43: fire6/expand3x3 forward 8.5 8.6 8.7 3
51: fire7/expand3x3 forward 8.5 8.5 8.5 3
70: drop9 forward 8.1 8.1 8.2 3
02: relu_conv1 forward 7.9 7.9 8.0 3
62: fire9/squeeze1x1 backward 7.2 7.2 7.3 3
36: fire5/concat backward 6.8 6.8 6.9 3
32: fire5/expand1x1 backward 6.2 6.2 6.3 3
24: fire4/expand1x1 backward 6.1 6.1 6.1 3
21: fire4/squeeze1x1 backward 5.9 5.9 6.0 3
54: fire8/squeeze1x1 backward 5.5 5.5 5.6 3
46: fire7/squeeze1x1 backward 5.0 5.0 5.0 3
12: fire3/squeeze1x1 forward 4.9 4.9 4.9 3
65: fire9/expand1x1 backward 4.0 4.0 4.0 3
57: fire8/expand1x1 backward 3.9 3.9 4.0 3
38: fire6/squeeze1x1 backward 3.5 3.5 3.5 3
73: pool10 forward 3.5 3.5 3.5 3
29: fire5/squeeze1x1 forward 3.4 3.4 3.5 3
62: fire9/squeeze1x1 forward 3.2 3.2 3.2 3
15: fire3/expand1x1 forward 3.1 3.1 3.1 3
07: fire2/expand1x1 forward 3.1 3.1 3.1 3
49: fire7/expand1x1 backward 2.7 2.7 2.8 3
41: fire6/expand1x1 backward 2.6 2.7 2.8 3
04: fire2/squeeze1x1 forward 2.6 2.6 2.6 3
11: fire2/concat forward 2.5 2.5 2.5 3
19: fire3/concat forward 2.5 2.5 2.5 3
54: fire8/squeeze1x1 forward 2.4 2.4 2.4 3
32: fire5/expand1x1 forward 2.3 2.3 2.4 3
24: fire4/expand1x1 forward 2.3 2.3 2.4 3
57: fire8/expand1x1 forward 2.0 2.0 2.0 3
65: fire9/expand1x1 forward 2.0 2.0 2.0 3
46: fire7/squeeze1x1 forward 1.9 1.9 1.9 3
10: fire2/relu_expand3x3 forward 1.9 1.9 1.9 3
18: fire3/relu_expand3x3 forward 1.9 1.9 1.9 3
08: fire2/relu_expand1x1 forward 1.9 1.9 1.9 3
16: fire3/relu_expand1x1 forward 1.9 1.9 1.9 3
21: fire4/squeeze1x1 forward 1.9 1.9 1.9 3
72: relu_conv10 forward 1.9 1.9 1.9 3
38: fire6/squeeze1x1 forward 1.3 1.4 1.4 3
49: fire7/expand1x1 forward 1.3 1.3 1.3 3
41: fire6/expand1x1 forward 1.2 1.3 1.3 3
36: fire5/concat forward 1.1 1.1 1.1 3
28: fire4/concat forward 1.1 1.1 1.1 3
25: fire4/relu_expand1x1 forward 0.9 1.0 1.0 3
33: fire5/relu_expand1x1 forward 0.9 0.9 0.9 3
27: fire4/relu_expand3x3 forward 0.9 0.9 0.9 3
35: fire5/relu_expand3x3 forward 0.9 0.9 0.9 3
61: fire8/concat forward 0.5 0.5 0.5 3
69: fire9/concat forward 0.5 0.5 0.5 3
13: fire3/relu_squeeze1x1 forward 0.5 0.5 0.5 3
05: fire2/relu_squeeze1x1 forward 0.5 0.5 0.5 3
60: fire8/relu_expand3x3 forward 0.5 0.5 0.5 3
66: fire9/relu_expand1x1 forward 0.5 0.5 0.5 3
68: fire9/relu_expand3x3 forward 0.5 0.5 0.5 3
58: fire8/relu_expand1x1 forward 0.5 0.5 0.5 3
45: fire6/concat forward 0.4 0.4 0.4 3
53: fire7/concat forward 0.4 0.4 0.4 3
42: fire6/relu_expand1x1 forward 0.4 0.4 0.4 3
44: fire6/relu_expand3x3 forward 0.4 0.4 0.4 3
52: fire7/relu_expand3x3 forward 0.4 0.4 0.4 3
50: fire7/relu_expand1x1 forward 0.4 0.4 0.4 3
22: fire4/relu_squeeze1x1 forward 0.2 0.2 0.2 3
30: fire5/relu_squeeze1x1 forward 0.2 0.2 0.2 3
74: prob forward 0.2 0.2 0.2 3
74: prob backward 0.1 0.1 0.2 3
55: fire8/relu_squeeze1x1 forward 0.1 0.1 0.1 3
63: fire9/relu_squeeze1x1 forward 0.1 0.1 0.1 3
47: fire7/relu_squeeze1x1 forward 0 0 0 3
39: fire6/relu_squeeze1x1 forward 0 0 0 3
00: input forward 0 0 0 3
11: fire2/concat backward 0 0 0 3
23: fire4/squeeze1x1_fire4/relu_squeeze1x1_0_split forward 0 0 0 3
40: fire6/squeeze1x1_fire6/relu_squeeze1x1_0_split forward 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 forward 0 0 0 3
06: fire2/squeeze1x1_fire2/relu_squeeze1x1_0_split backward 0 0 0 3
08: fire2/relu_expand1x1 backward 0 0 0 3
14: fire3/squeeze1x1_fire3/relu_squeeze1x1_0_split forward 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
28: fire4/concat backward 0 0 0 3
31: fire5/squeeze1x1_fire5/relu_squeeze1x1_0_split forward 0 0 0 3
37: pool5 backward 0 0 0 3
48: fire7/squeeze1x1_fire7/relu_squeeze1x1_0_split forward 0 0 0 3
50: fire7/relu_expand1x1 backward 0 0 0 3
53: fire7/concat backward 0 0 0 3
56: fire8/squeeze1x1_fire8/relu_squeeze1x1_0_split forward 0 0 0 3
61: fire8/concat backward 0 0 0 3
64: fire9/squeeze1x1_fire9/relu_squeeze1x1_0_split forward 0 0 0 3
64: fire9/squeeze1x1_fire9/relu_squeeze1x1_0_split backward 0 0 0 3
69: fire9/concat backward 0 0 0 3
02: relu_conv1 backward 0 0 0 3
05: fire2/relu_squeeze1x1 backward 0 0 0 3
10: fire2/relu_expand3x3 backward 0 0 0 3
13: fire3/relu_squeeze1x1 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
22: fire4/relu_squeeze1x1 backward 0 0 0 3
25: fire4/relu_expand1x1 backward 0 0 0 3
27: fire4/relu_expand3x3 backward 0 0 0 3
30: fire5/relu_squeeze1x1 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
39: fire6/relu_squeeze1x1 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
44: fire6/relu_expand3x3 backward 0 0 0 3
45: fire6/concat backward 0 0 0 3
47: fire7/relu_squeeze1x1 backward 0 0 0 3
48: fire7/squeeze1x1_fire7/relu_squeeze1x1_0_split backward 0 0 0 3
52: fire7/relu_expand3x3 backward 0 0 0 3
55: fire8/relu_squeeze1x1 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
60: fire8/relu_expand3x3 backward 0 0 0 3
63: fire9/relu_squeeze1x1 backward 0 0 0 3
66: fire9/relu_expand1x1 backward 0 0 0 3
68: fire9/relu_expand3x3 backward 0 0 0 3
70: drop9 backward 0 0 0 3
72: relu_conv10 backward 0 0 0 3
73: pool10 backward 0 0 0 3
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