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c65aecfecd482588
Date: 2017-04-24 15:44:11.486035
License:
Module: experiment.bench.dnn
Repo: upload
CID (DOI-like distributed ID): 1eb2f50d4620903e:c65aecfecd482588

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, 1.0)
DNN model version: 1.0
Batch size: 1
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:
01: conv1 backward 70.8 0 71.9 3
01: conv1 forward 68.3 0 69.5 3
03: pool1 forward 50.8 0 51.4 3
25: fire4/expand3x3 backward 39.1 0 40.4 3
25: fire4/expand3x3 forward 38.8 0 42.7 3
71: conv10 backward 36.0 0 40.2 3
71: conv10 forward 35.6 0 35.7 3
58: fire8/expand3x3 backward 34.2 0 36.4 3
58: fire8/expand3x3 forward 33.6 0 34.1 3
28: pool4 forward 32.5 0 32.7 3
50: fire7/expand3x3 backward 20.6 0 20.6 3
42: fire6/expand3x3 backward 20.4 0 20.4 3
50: fire7/expand3x3 forward 20.3 0 20.5 3
42: fire6/expand3x3 forward 20.3 0 20.5 3
02: relu_conv1 forward 16.0 0 16.5 3
61: pool8 forward 15.9 0 15.9 3
17: fire3/expand3x3 forward 13.1 0 15.7 3
09: fire2/expand3x3 forward 12.8 0 13.2 3
17: fire3/expand3x3 backward 12.1 0 12.4 3
09: fire2/expand3x3 backward 12.1 0 12.5 3
34: fire5/expand3x3 backward 10.1 0 10.2 3
34: fire5/expand3x3 forward 10.1 0 10.2 3
67: fire9/expand3x3 backward 8.6 0 8.7 3
67: fire9/expand3x3 forward 8.5 0 8.6 3
53: fire8/squeeze1x1 backward 8.2 0 8.2 3
23: fire4/expand1x1 backward 7.6 0 7.7 3
45: fire7/squeeze1x1 backward 7.6 0 7.7 3
20: fire4/squeeze1x1 backward 7.1 0 7.1 3
23: fire4/expand1x1 forward 6.7 0 6.7 3
53: fire8/squeeze1x1 forward 6.5 0 6.6 3
12: fire3/squeeze1x1 backward 6.0 0 6.5 3
45: fire7/squeeze1x1 forward 6.0 0 6.0 3
20: fire4/squeeze1x1 forward 5.7 0 5.7 3
56: fire8/expand1x1 backward 5.6 0 5.6 3
24: fire4/relu_expand1x1 forward 5.2 0 5.3 3
26: fire4/relu_expand3x3 forward 5.2 0 5.3 3
56: fire8/expand1x1 forward 5.2 0 5.3 3
37: fire6/squeeze1x1 backward 5.1 0 5.1 3
70: drop9 forward 4.9 0 4.9 3
12: fire3/squeeze1x1 forward 4.8 0 4.8 3
04: fire2/squeeze1x1 backward 4.6 0 4.7 3
27: fire4/concat backward 4.4 0 4.4 3
37: fire6/squeeze1x1 forward 4.0 0 4.1 3
04: fire2/squeeze1x1 forward 3.6 0 3.6 3
29: fire5/squeeze1x1 backward 3.6 0 3.7 3
48: fire7/expand1x1 backward 3.6 0 3.6 3
40: fire6/expand1x1 backward 3.5 0 3.7 3
48: fire7/expand1x1 forward 3.2 0 3.2 3
40: fire6/expand1x1 forward 3.1 0 3.2 3
72: relu_conv10 forward 3.0 0 3.1 3
07: fire2/expand1x1 backward 3.0 0 3.0 3
15: fire3/expand1x1 backward 3.0 0 3.1 3
73: pool10 forward 2.9 0 3.0 3
15: fire3/expand1x1 forward 2.6 0 2.7 3
18: fire3/relu_expand3x3 forward 2.6 0 2.7 3
16: fire3/relu_expand1x1 forward 2.6 0 2.7 3
08: fire2/relu_expand1x1 forward 2.6 0 2.7 3
10: fire2/relu_expand3x3 forward 2.6 0 2.6 3
62: fire9/squeeze1x1 backward 2.6 0 2.7 3
07: fire2/expand1x1 forward 2.6 0 2.7 3
29: fire5/squeeze1x1 forward 2.6 0 2.6 3
27: fire4/concat forward 2.6 0 2.7 3
59: fire8/relu_expand3x3 forward 2.5 0 2.6 3
57: fire8/relu_expand1x1 forward 2.5 0 2.6 3
60: fire8/concat backward 2.1 0 2.2 3
62: fire9/squeeze1x1 forward 2.0 0 2.0 3
43: fire6/relu_expand3x3 forward 1.9 0 1.9 3
51: fire7/relu_expand3x3 forward 1.9 0 1.9 3
49: fire7/relu_expand1x1 forward 1.9 0 2.0 3
41: fire6/relu_expand1x1 forward 1.9 0 1.9 3
32: fire5/expand1x1 backward 1.9 0 1.9 3
11: fire2/concat forward 1.5 0 1.6 3
19: fire3/concat forward 1.5 0 1.5 3
32: fire5/expand1x1 forward 1.5 0 1.5 3
60: fire8/concat forward 1.5 0 1.5 3
65: fire9/expand1x1 backward 1.4 0 1.5 3
21: fire4/relu_squeeze1x1 forward 1.3 0 1.3 3
35: fire5/relu_expand3x3 forward 1.3 0 1.3 3
33: fire5/relu_expand1x1 forward 1.3 0 1.3 3
52: fire7/concat forward 1.2 0 1.2 3
65: fire9/expand1x1 forward 1.1 0 1.2 3
44: fire6/concat forward 1.1 0 1.1 3
36: fire5/concat forward 0.7 0 0.7 3
05: fire2/relu_squeeze1x1 forward 0.7 0 0.7 3
13: fire3/relu_squeeze1x1 forward 0.7 0 0.7 3
54: fire8/relu_squeeze1x1 forward 0.6 0 0.6 3
68: fire9/relu_expand3x3 forward 0.6 0 0.6 3
66: fire9/relu_expand1x1 forward 0.6 0 0.6 3
46: fire7/relu_squeeze1x1 forward 0.5 0 0.5 3
38: fire6/relu_squeeze1x1 forward 0.5 0 0.5 3
30: fire5/relu_squeeze1x1 forward 0.3 0 0.3 3
69: fire9/concat forward 0.3 0 0.3 3
74: prob forward 0.2 0 0.3 3
63: fire9/relu_squeeze1x1 forward 0.2 0 0.2 3
74: prob backward 0 0 0 3
00: input forward 0 0 0 3
11: fire2/concat backward 0 0 0 3
19: fire3/concat backward 0 0 0 3
36: fire5/concat backward 0 0 0 3
52: fire7/concat backward 0 0 0 3
44: fire6/concat backward 0 0 0 3
06: fire2/squeeze1x1_fire2/relu_squeeze1x1_0_split forward 0 0 0 3
22: 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
69: fire9/concat backward 0 0 0 3
14: fire3/squeeze1x1_fire3/relu_squeeze1x1_0_split forward 0 0 0 3
24: fire4/relu_expand1x1 backward 0 0 0 3
39: fire6/squeeze1x1_fire6/relu_squeeze1x1_0_split forward 0 0 0 3
47: fire7/squeeze1x1_fire7/relu_squeeze1x1_0_split forward 0 0 0 3
47: fire7/squeeze1x1_fire7/relu_squeeze1x1_0_split backward 0 0 0 3
49: fire7/relu_expand1x1 backward 0 0 0 3
55: fire8/squeeze1x1_fire8/relu_squeeze1x1_0_split forward 0 0 0 3
55: fire8/squeeze1x1_fire8/relu_squeeze1x1_0_split 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
70: drop9 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
08: fire2/relu_expand1x1 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
22: fire4/squeeze1x1_fire4/relu_squeeze1x1_0_split backward 0 0 0 3
28: pool4 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
39: fire6/squeeze1x1_fire6/relu_squeeze1x1_0_split backward 0 0 0 3
41: fire6/relu_expand1x1 backward 0 0 0 3
57: fire8/relu_expand1x1 backward 0 0 0 3
61: pool8 backward 0 0 0 3
66: fire9/relu_expand1x1 backward 0 0 0 3
10: fire2/relu_expand3x3 backward 0 0 0 3
26: fire4/relu_expand3x3 backward 0 0 0 3
35: fire5/relu_expand3x3 backward 0 0 0 3
43: fire6/relu_expand3x3 backward 0 0 0 3
51: fire7/relu_expand3x3 backward 0 0 0 3
54: fire8/relu_squeeze1x1 backward 0 0 0 3
59: fire8/relu_expand3x3 backward 0 0 0 3
02: relu_conv1 backward 0 0 0 3
05: fire2/relu_squeeze1x1 backward 0 0 0 3
13: fire3/relu_squeeze1x1 backward 0 0 0 3
18: fire3/relu_expand3x3 backward 0 0 0 3
21: fire4/relu_squeeze1x1 backward 0 0 0 3
30: fire5/relu_squeeze1x1 backward 0 0 0 3
38: fire6/relu_squeeze1x1 backward 0 0 0 3
46: fire7/relu_squeeze1x1 backward 0 0 0 3
63: fire9/relu_squeeze1x1 backward 0 0 0 3
68: fire9/relu_expand3x3 backward 0 0 0 3
72: relu_conv10 backward 0 0 0 3
73: pool10 backward 0 0 0 3
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