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3828420194c39b5e
Date: 2017-04-23 17:25:48.347484
License:
Module: experiment.bench.dnn
Repo: upload
CID (DOI-like distributed ID): 1eb2f50d4620903e:3828420194c39b5e

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


DNN engine name: BVLC Caffe framework (cpu)
DNN engine version: trunk-c61d487
DNN engine type: cpu
DNN engine dependencies: cmake=3.7.2
compiler=4.9.x
lib-blas=0.2.19-85636ff
lib-boost=1.62.0
lib-gflags=2.2.0
lib-glog=development-da816ea
lib-opencv=3.2.0
lib-protobuf=3.1.0
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: SAMSUNG SM-G930F
OS: Android 6.0.1
CPU: ARM Cortex-A53 ; Samsung Exynos M1
GPU: ARM Mali-T880

Name Direction Min time (ms.): Expected time (ms.): Max time (ms.): Repetitions:
01: conv1 forward 33.9 52.9 65.7 9
34: fire5/expand3x3 forward 20.2 35.3 59.5 9
17: fire3/expand3x3 forward 18.9 26.5 50.3 9
09: fire2/expand3x3 forward 18.3 24.3 38.9 9
26: fire4/expand3x3 forward 17.9 21.5 50.2 9
62: fire9/squeeze1x1 forward 17.0 22.1 58.8 9
01: conv1 backward 14.2 43.9 67.5 9
21: fire4/squeeze1x1 forward 13.5 15.9 35.3 9
59: fire8/expand3x3 backward 12.1 19.8 20.7 9
12: fire3/squeeze1x1 forward 11.6 18.3 29.0 9
71: conv10 forward 10.7 28.3 62.0 9
43: fire6/expand3x3 forward 10.3 12.1 39.9 9
67: fire9/expand3x3 backward 10.1 18.3 33.9 9
71: conv10 backward 9.4 33.8 37.9 9
59: fire8/expand3x3 forward 9.3 9.3 41.4 9
62: fire9/squeeze1x1 backward 9.3 11.3 29.4 9
38: fire6/squeeze1x1 forward 8.9 22.3 37.8 9
29: fire5/squeeze1x1 forward 8.8 11.6 49.0 9
51: fire7/expand3x3 forward 5.6 8.7 39.3 9
17: fire3/expand3x3 backward 5.5 43.3 50.5 9
03: pool1 forward 5.3 5.7 6.5 9
09: fire2/expand3x3 backward 4.6 4.6 42.1 9
34: fire5/expand3x3 backward 4.3 7.3 79.6 9
04: fire2/squeeze1x1 forward 3.9 5.1 33.4 9
67: fire9/expand3x3 forward 3.4 31.8 40.4 9
26: fire4/expand3x3 backward 2.9 5.2 80.0 9
04: fire2/squeeze1x1 backward 2.8 2.8 69.9 9
12: fire3/squeeze1x1 backward 2.6 16.1 170.0 9
20: pool3 forward 2.4 2.6 2.8 9
29: fire5/squeeze1x1 backward 2.4 5.2 59.2 9
02: relu_conv1 forward 1.7 1.9 2.2 9
43: fire6/expand3x3 backward 1.6 1.8 19.3 9
51: fire7/expand3x3 backward 1.6 2.0 20.0 9
15: fire3/expand1x1 backward 1.6 1.6 48.4 9
07: fire2/expand1x1 backward 1.5 2.3 78.1 9
21: fire4/squeeze1x1 backward 1.5 2.7 59.7 9
24: fire4/expand1x1 forward 1.3 1.3 22.5 9
37: pool5 forward 1.3 1.3 1.4 9
38: fire6/squeeze1x1 backward 1.3 1.6 33.2 9
32: fire5/expand1x1 forward 1.2 10.0 20.7 9
46: fire7/squeeze1x1 backward 1.0 1.0 19.7 9
46: fire7/squeeze1x1 forward 0.9 2.4 39.5 9
15: fire3/expand1x1 forward 0.9 11.2 19.7 9
32: fire5/expand1x1 backward 0.9 0.9 70.6 9
24: fire4/expand1x1 backward 0.9 1.4 50.1 9
19: fire3/concat backward 0.9 0.9 1.2 9
07: fire2/expand1x1 forward 0.8 10.2 19.9 9
65: fire9/expand1x1 forward 0.7 1.1 32.3 9
54: fire8/squeeze1x1 backward 0.7 1.1 20.1 9
57: fire8/expand1x1 backward 0.7 3.0 29.6 9
65: fire9/expand1x1 backward 0.7 1.6 20.3 9
57: fire8/expand1x1 forward 0.6 0.6 20.6 9
73: pool10 forward 0.6 0.6 0.6 9
54: fire8/squeeze1x1 forward 0.6 1.4 39.8 9
49: fire7/expand1x1 forward 0.5 0.5 0.7 9
49: fire7/expand1x1 backward 0.5 1.3 20.1 9
41: fire6/expand1x1 backward 0.5 0.5 19.3 9
41: fire6/expand1x1 forward 0.5 0.7 20.1 9
74: prob backward 0.5 0.5 0.5 9
36: fire5/concat backward 0.4 0.5 0.6 9
10: fire2/relu_expand3x3 forward 0.4 0.4 0.6 9
18: fire3/relu_expand3x3 forward 0.4 0.4 0.5 9
16: fire3/relu_expand1x1 forward 0.4 0.4 0.4 9
08: fire2/relu_expand1x1 forward 0.4 0.4 0.4 9
72: relu_conv10 forward 0.4 0.4 0.4 9
27: fire4/relu_expand3x3 forward 0.2 0.2 0.2 9
35: fire5/relu_expand3x3 forward 0.2 0.2 0.4 9
11: fire2/concat forward 0.2 0.2 0.3 9
33: fire5/relu_expand1x1 forward 0.2 0.2 0.2 9
25: fire4/relu_expand1x1 forward 0.2 0.2 0.2 9
19: fire3/concat forward 0.2 0.2 0.2 9
13: fire3/relu_squeeze1x1 forward 0.1 0.1 0.1 9
05: fire2/relu_squeeze1x1 forward 0.1 0.1 0.2 9
60: fire8/relu_expand3x3 forward 0.1 0.1 0.5 9
68: fire9/relu_expand3x3 forward 0.1 0.1 0.1 9
66: fire9/relu_expand1x1 forward 0.1 0.1 0.6 9
58: fire8/relu_expand1x1 forward 0.1 0.1 0.1 9
36: fire5/concat forward 0 0 0.1 9
28: fire4/concat forward 0 0 0.1 9
44: fire6/relu_expand3x3 forward 0 0 0.3 9
42: fire6/relu_expand1x1 forward 0 0 0.4 9
50: fire7/relu_expand1x1 forward 0 0 0 9
52: fire7/relu_expand3x3 forward 0 0 0 9
22: fire4/relu_squeeze1x1 forward 0 0 0.3 9
30: fire5/relu_squeeze1x1 forward 0 0 0 9
74: prob forward 0 0 0 9
69: fire9/concat forward 0 0 0 9
61: fire8/concat forward 0 0 0 9
45: fire6/concat forward 0 0 0 9
53: fire7/concat forward 0 0 0 9
55: fire8/relu_squeeze1x1 forward 0 0 0.1 9
63: fire9/relu_squeeze1x1 forward 0 0 0.1 9
39: fire6/relu_squeeze1x1 forward 0 0 0.1 9
47: fire7/relu_squeeze1x1 forward 0 0 0 9
03: pool1 backward 0 0 0 9
06: fire2/squeeze1x1_fire2/relu_squeeze1x1_0_split forward 0 0 0 9
11: fire2/concat backward 0 0 0 9
14: fire3/squeeze1x1_fire3/relu_squeeze1x1_0_split forward 0 0 0 9
23: fire4/squeeze1x1_fire4/relu_squeeze1x1_0_split forward 0 0 0 9
28: fire4/concat backward 0 0 0 9
37: pool5 backward 0 0 0 9
40: fire6/squeeze1x1_fire6/relu_squeeze1x1_0_split forward 0 0 0 9
53: fire7/concat backward 0 0 0 9
64: fire9/squeeze1x1_fire9/relu_squeeze1x1_0_split forward 0 0 0 9
00: input forward 0 0 0 9
00: input backward 0 0 0 9
06: fire2/squeeze1x1_fire2/relu_squeeze1x1_0_split backward 0 0 0 9
08: fire2/relu_expand1x1 backward 0 0 0 9
14: fire3/squeeze1x1_fire3/relu_squeeze1x1_0_split backward 0 0 0 9
16: fire3/relu_expand1x1 backward 0 0 0 9
20: pool3 backward 0 0 0 9
23: fire4/squeeze1x1_fire4/relu_squeeze1x1_0_split backward 0 0 0 9
25: fire4/relu_expand1x1 backward 0 0 0 9
31: fire5/squeeze1x1_fire5/relu_squeeze1x1_0_split forward 0 0 0 9
31: fire5/squeeze1x1_fire5/relu_squeeze1x1_0_split backward 0 0 0 9
48: fire7/squeeze1x1_fire7/relu_squeeze1x1_0_split forward 0 0 0 9
56: fire8/squeeze1x1_fire8/relu_squeeze1x1_0_split forward 0 0 0 9
56: fire8/squeeze1x1_fire8/relu_squeeze1x1_0_split backward 0 0 0 9
58: fire8/relu_expand1x1 backward 0 0 0 9
61: fire8/concat backward 0 0 0 9
64: fire9/squeeze1x1_fire9/relu_squeeze1x1_0_split backward 0 0 0 9
66: fire9/relu_expand1x1 backward 0 0 0 9
69: fire9/concat backward 0 0 0 9
70: drop9 forward 0 0 0 9
70: drop9 backward 0 0 0 9
02: relu_conv1 backward 0 0 0 9
10: fire2/relu_expand3x3 backward 0 0 0 9
13: fire3/relu_squeeze1x1 backward 0 0 0 9
18: fire3/relu_expand3x3 backward 0 0 0 9
22: fire4/relu_squeeze1x1 backward 0 0 0 9
27: fire4/relu_expand3x3 backward 0 0 0 9
30: fire5/relu_squeeze1x1 backward 0 0 0 9
33: fire5/relu_expand1x1 backward 0 0 0 9
35: fire5/relu_expand3x3 backward 0 0 0 9
39: fire6/relu_squeeze1x1 backward 0 0 0 9
40: fire6/squeeze1x1_fire6/relu_squeeze1x1_0_split backward 0 0 0 9
42: fire6/relu_expand1x1 backward 0 0 0 9
44: fire6/relu_expand3x3 backward 0 0 0 9
45: fire6/concat backward 0 0 0 9
47: fire7/relu_squeeze1x1 backward 0 0 0 9
48: fire7/squeeze1x1_fire7/relu_squeeze1x1_0_split backward 0 0 0 9
50: fire7/relu_expand1x1 backward 0 0 0 9
52: fire7/relu_expand3x3 backward 0 0 0 9
55: fire8/relu_squeeze1x1 backward 0 0 0 9
60: fire8/relu_expand3x3 backward 0 0 0 9
63: fire9/relu_squeeze1x1 backward 0 0 0 9
68: fire9/relu_expand3x3 backward 0 0 0 9
73: pool10 backward 0 0 0 9
05: fire2/relu_squeeze1x1 backward 0 0 0 9
72: relu_conv10 backward 0 0 0 9
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