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b0f365425a897d97
Date: 2017-04-24 13:37:13.364100
License:
Module: experiment.bench.dnn
Repo: upload
CID (DOI-like distributed ID): 1eb2f50d4620903e:b0f365425a897d97

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


DNN engine name: BVLC Caffe framework (opencl,libdnn,viennacl)
DNN engine version: master-880111e
DNN engine type: opencl
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-opencl=8.0.61
lib-opencv=2.4.9
lib-protobuf-host=3.1.0
lib-viennacl=master-5494bef
DNN model name: Caffe model (net and weights) (deepscale, squeezenet, 1.1)
DNN model version: 1.1
Batch size: 10
Platform: Hewlett-Packard (HP Z640 Workstation)
OS: Ubuntu 16.04.2 LTS
CPU: Intel(R) Xeon(R) CPU E5-2650 v3 @ 2.30GHz
GPU: NVIDIA Corporation Device 1b80 (rev a1)

Name Direction Min time (ms.): Expected time (ms.): Max time (ms.): Repetitions:
70: drop9 forward 4.7 5.7 6.3 3
01: conv1 backward 3.8 3.9 3.9 3
71: conv10 backward 1.6 1.7 1.8 3
09: fire2/expand3x3 backward 1.4 1.4 1.5 3
17: fire3/expand3x3 backward 1.3 1.4 1.5 3
15: fire3/expand1x1 backward 1.3 1.4 1.4 3
07: fire2/expand1x1 backward 1.3 1.4 1.4 3
04: fire2/squeeze1x1 backward 1.3 1.3 1.4 3
12: fire3/squeeze1x1 backward 1.2 1.3 1.4 3
03: pool1 backward 1.0 1.1 1.1 3
71: conv10 forward 1.0 1.0 1.0 3
34: fire5/expand3x3 backward 1.0 1.1 1.1 3
29: fire5/squeeze1x1 backward 0.8 0.8 0.9 3
26: fire4/expand3x3 backward 0.8 0.8 0.9 3
73: pool10 backward 0.8 0.8 0.8 3
24: fire4/expand1x1 backward 0.7 0.8 0.8 3
67: fire9/expand3x3 backward 0.7 0.7 0.7 3
59: fire8/expand3x3 backward 0.6 0.7 0.7 3
20: pool3 backward 0.6 0.7 0.7 3
21: fire4/squeeze1x1 backward 0.5 0.6 0.6 3
43: fire6/expand3x3 backward 0.5 0.6 0.6 3
51: fire7/expand3x3 backward 0.5 0.6 0.6 3
32: fire5/expand1x1 backward 0.5 0.6 0.6 3
37: pool5 backward 0.4 0.5 0.5 3
62: fire9/squeeze1x1 backward 0.4 0.5 0.5 3
65: fire9/expand1x1 backward 0.4 0.4 0.5 3
38: fire6/squeeze1x1 backward 0.4 0.4 0.5 3
74: prob backward 0.4 0.4 0.5 3
54: fire8/squeeze1x1 backward 0.4 0.4 0.5 3
46: fire7/squeeze1x1 backward 0.4 0.4 0.5 3
57: fire8/expand1x1 backward 0.4 0.4 0.5 3
41: fire6/expand1x1 backward 0.4 0.4 0.5 3
49: fire7/expand1x1 backward 0.4 0.4 0.4 3
67: fire9/expand3x3 forward 0.3 0.3 0.4 3
59: fire8/expand3x3 forward 0.3 0.3 0.4 3
02: relu_conv1 forward 0.3 0.3 0.3 3
34: fire5/expand3x3 forward 0.3 0.3 0.3 3
01: conv1 forward 0.3 0.3 0.3 3
26: fire4/expand3x3 forward 0.3 0.3 0.3 3
17: fire3/expand3x3 forward 0.3 0.3 0.3 3
09: fire2/expand3x3 forward 0.3 0.3 0.3 3
51: fire7/expand3x3 forward 0.3 0.3 0.3 3
03: pool1 forward 0.3 0.3 0.3 3
43: fire6/expand3x3 forward 0.2 0.3 0.3 3
12: fire3/squeeze1x1 forward 0.2 0.2 0.2 3
11: fire2/concat forward 0.2 0.2 0.2 3
19: fire3/concat forward 0.2 0.2 0.2 3
20: pool3 forward 0.2 0.2 0.2 3
74: prob forward 0.2 0.2 0.2 3
73: pool10 forward 0.2 0.2 0.2 3
29: fire5/squeeze1x1 forward 0.1 0.1 0.1 3
04: fire2/squeeze1x1 forward 0.1 0.1 0.1 3
62: fire9/squeeze1x1 forward 0.1 0.1 0.1 3
28: fire4/concat forward 0 0 0.1 3
36: fire5/concat forward 0 0 0.1 3
10: fire2/relu_expand3x3 forward 0 0 0 3
16: fire3/relu_expand1x1 forward 0 0 0 3
37: pool5 forward 0 0 0 3
18: fire3/relu_expand3x3 forward 0 0 0 3
08: fire2/relu_expand1x1 forward 0 0 0 3
46: fire7/squeeze1x1 forward 0 0 0 3
72: relu_conv10 forward 0 0 0 3
54: fire8/squeeze1x1 forward 0 0 0.1 3
21: fire4/squeeze1x1 forward 0 0 0 3
15: fire3/expand1x1 forward 0 0 0 3
07: fire2/expand1x1 forward 0 0 0 3
38: fire6/squeeze1x1 forward 0 0 0 3
32: fire5/expand1x1 forward 0 0 0 3
57: fire8/expand1x1 forward 0 0 0 3
69: fire9/concat forward 0 0 0 3
24: fire4/expand1x1 forward 0 0 0 3
65: fire9/expand1x1 forward 0 0 0 3
61: fire8/concat forward 0 0 0 3
33: fire5/relu_expand1x1 forward 0 0 0 3
27: fire4/relu_expand3x3 forward 0 0 0 3
35: fire5/relu_expand3x3 forward 0 0 0 3
25: fire4/relu_expand1x1 forward 0 0 0 3
41: fire6/expand1x1 forward 0 0 0 3
49: fire7/expand1x1 forward 0 0 0 3
53: fire7/concat forward 0 0 0 3
45: fire6/concat forward 0 0 0 3
13: fire3/relu_squeeze1x1 forward 0 0 0 3
05: fire2/relu_squeeze1x1 forward 0 0 0 3
60: fire8/relu_expand3x3 forward 0 0 0 3
68: fire9/relu_expand3x3 forward 0 0 0 3
58: fire8/relu_expand1x1 forward 0 0 0 3
66: fire9/relu_expand1x1 forward 0 0 0 3
50: fire7/relu_expand1x1 forward 0 0 0 3
52: fire7/relu_expand3x3 forward 0 0 0 3
42: fire6/relu_expand1x1 forward 0 0 0 3
22: fire4/relu_squeeze1x1 forward 0 0 0 3
30: fire5/relu_squeeze1x1 forward 0 0 0 3
44: fire6/relu_expand3x3 forward 0 0 0 3
63: fire9/relu_squeeze1x1 forward 0 0 0 3
55: fire8/relu_squeeze1x1 forward 0 0 0 3
39: fire6/relu_squeeze1x1 forward 0 0 0 3
47: fire7/relu_squeeze1x1 forward 0 0 0 3
00: input forward 0 0 0 3
53: fire7/concat backward 0 0 0 3
16: fire3/relu_expand1x1 backward 0 0 0 3
61: fire8/concat backward 0 0 0 3
11: fire2/concat backward 0 0 0 3
06: fire2/squeeze1x1_fire2/relu_squeeze1x1_0_split forward 0 0 0 3
10: fire2/relu_expand3x3 backward 0 0 0 3
19: fire3/concat 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
36: fire5/concat backward 0 0 0 3
42: fire6/relu_expand1x1 backward 0 0 0 3
48: fire7/squeeze1x1_fire7/relu_squeeze1x1_0_split forward 0 0 0 3
69: fire9/concat backward 0 0 0 3
70: drop9 backward 0 0 0 3
72: relu_conv10 backward 0 0 0 3
48: fire7/squeeze1x1_fire7/relu_squeeze1x1_0_split backward 0 0 0 3
56: fire8/squeeze1x1_fire8/relu_squeeze1x1_0_split forward 0 0 0 3
02: relu_conv1 backward 0 0 0 3
33: fire5/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
45: fire6/concat backward 0 0 0 3
27: fire4/relu_expand3x3 backward 0 0 0 3
55: fire8/relu_squeeze1x1 backward 0 0 0 3
47: fire7/relu_squeeze1x1 backward 0 0 0 3
40: fire6/squeeze1x1_fire6/relu_squeeze1x1_0_split forward 0 0 0 3
58: fire8/relu_expand1x1 backward 0 0 0 3
05: fire2/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
08: fire2/relu_expand1x1 backward 0 0 0 3
22: fire4/relu_squeeze1x1 backward 0 0 0 3
25: fire4/relu_expand1x1 backward 0 0 0 3
06: fire2/squeeze1x1_fire2/relu_squeeze1x1_0_split backward 0 0 0 3
31: fire5/squeeze1x1_fire5/relu_squeeze1x1_0_split backward 0 0 0 3
64: fire9/squeeze1x1_fire9/relu_squeeze1x1_0_split backward 0 0 0 3
13: fire3/relu_squeeze1x1 backward 0 0 0 3
18: fire3/relu_expand3x3 backward 0 0 0 3
50: fire7/relu_expand1x1 backward 0 0 0 3
64: fire9/squeeze1x1_fire9/relu_squeeze1x1_0_split forward 0 0 0 3
40: fire6/squeeze1x1_fire6/relu_squeeze1x1_0_split backward 0 0 0 3
30: fire5/relu_squeeze1x1 backward 0 0 0 3
31: fire5/squeeze1x1_fire5/relu_squeeze1x1_0_split forward 0 0 0 3
23: fire4/squeeze1x1_fire4/relu_squeeze1x1_0_split forward 0 0 0 3
00: input backward 0 0 0 3
35: fire5/relu_expand3x3 backward 0 0 0 3
39: fire6/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
56: fire8/squeeze1x1_fire8/relu_squeeze1x1_0_split backward 0 0 0 3
60: fire8/relu_expand3x3 backward 0 0 0 3
63: fire9/relu_squeeze1x1 backward 0 0 0 3
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