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751a622e55953450
Date: 2017-04-24 09:17:05.658791
License:
Module: experiment.bench.dnn
Repo: upload
CID (DOI-like distributed ID): 1eb2f50d4620903e:751a622e55953450

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


DNN engine name: BVLC Caffe framework (opencl,viennacl)
DNN engine version: master-880111e
DNN engine type: opencl
DNN engine dependencies: cmake=3.7.2
compiler=19.00.23918
lib-blas=0.2.19-85636ff
lib-boost=1.62.0
lib-gflags=2.2.0
lib-glog=development-da816ea
lib-hdf5=1.10.0
lib-opencl=6.3.0.1904
lib-opencv=3.2.0
lib-protobuf-host=3.1.0
lib-viennacl=master-5494bef
DNN model name: Caffe model (net and weights) (deepscale, squeezenet, 1.0)
DNN model version: 1.0
Batch size: 1
Platform: LENOVO ThinkPad X240 (20ALCTO1WW)
OS: Windows 10
CPU: Intel(R) Core(TM) i5-4210U CPU @ 1.70GHz
GPU: Intel(R) HD Graphics Family

Name Direction Min time (ms.): Expected time (ms.): Max time (ms.): Repetitions:
01: conv1 backward 19.9 20.2 20.4 3
71: conv10 backward 15.2 16.3 18.4 3
01: conv1 forward 10.0 10.0 10.1 3
58: fire8/expand3x3 backward 9.9 11.0 11.8 3
25: fire4/expand3x3 backward 9.5 10.1 10.7 3
09: fire2/expand3x3 backward 9.4 10.2 10.7 3
04: fire2/squeeze1x1 backward 8.8 9.0 9.3 3
17: fire3/expand3x3 backward 8.4 8.8 9.0 3
50: fire7/expand3x3 backward 8.1 8.7 9.3 3
23: fire4/expand1x1 backward 7.3 7.5 7.7 3
42: fire6/expand3x3 backward 7.1 8.0 9.2 3
29: fire5/squeeze1x1 backward 6.6 6.8 7.0 3
12: fire3/squeeze1x1 backward 6.5 6.9 7.4 3
40: fire6/expand1x1 backward 6.4 6.9 7.4 3
03: pool1 backward 6.3 6.3 6.4 3
07: fire2/expand1x1 backward 6.2 6.5 6.9 3
48: fire7/expand1x1 backward 6.2 6.6 7.2 3
15: fire3/expand1x1 backward 6.1 7.2 8.2 3
67: fire9/expand3x3 backward 6.1 6.8 7.5 3
32: fire5/expand1x1 backward 5.9 6.2 6.6 3
71: conv10 forward 5.7 5.8 5.8 3
34: fire5/expand3x3 backward 5.6 6.1 7.0 3
53: fire8/squeeze1x1 backward 5.5 6.0 6.3 3
20: fire4/squeeze1x1 backward 5.4 6.9 7.5 3
56: fire8/expand1x1 backward 5.4 6.3 7.8 3
70: drop9 forward 5.3 5.3 5.4 3
62: fire9/squeeze1x1 backward 5.0 5.5 6.0 3
25: fire4/expand3x3 forward 5.0 5.0 5.1 3
37: fire6/squeeze1x1 backward 4.8 5.6 6.1 3
45: fire7/squeeze1x1 backward 4.8 5.6 6.6 3
65: fire9/expand1x1 backward 4.5 5.0 5.6 3
74: prob backward 4.5 4.8 5.6 3
28: pool4 backward 4.4 4.5 4.6 3
58: fire8/expand3x3 forward 4.3 4.3 4.3 3
50: fire7/expand3x3 forward 2.8 2.8 2.9 3
42: fire6/expand3x3 forward 2.8 2.8 2.8 3
61: pool8 backward 2.5 2.7 2.9 3
17: fire3/expand3x3 forward 2.0 2.0 2.1 3
09: fire2/expand3x3 forward 1.9 2.0 2.0 3
45: fire7/squeeze1x1 forward 1.9 1.9 1.9 3
67: fire9/expand3x3 forward 1.7 1.7 1.7 3
34: fire5/expand3x3 forward 1.6 1.7 1.7 3
73: pool10 backward 1.6 3.8 4.2 3
23: fire4/expand1x1 forward 1.5 1.5 1.5 3
37: fire6/squeeze1x1 forward 1.4 1.4 1.5 3
53: fire8/squeeze1x1 forward 1.3 1.3 1.3 3
03: pool1 forward 1.2 1.2 1.2 3
12: fire3/squeeze1x1 forward 1.1 1.1 1.1 3
02: relu_conv1 forward 1.1 1.1 1.2 3
56: fire8/expand1x1 forward 1.1 1.1 1.2 3
20: fire4/squeeze1x1 forward 1.1 1.1 1.1 3
62: fire9/squeeze1x1 forward 1.0 1.0 1.0 3
04: fire2/squeeze1x1 forward 1.0 1.0 1.1 3
27: fire4/concat forward 1.0 1.0 1.0 3
28: pool4 forward 0.9 0.9 0.9 3
29: fire5/squeeze1x1 forward 0.9 0.9 1.7 3
15: fire3/expand1x1 forward 0.9 0.9 0.9 3
48: fire7/expand1x1 forward 0.9 0.9 0.9 3
07: fire2/expand1x1 forward 0.9 0.9 0.9 3
40: fire6/expand1x1 forward 0.8 0.9 0.9 3
32: fire5/expand1x1 forward 0.7 0.7 0.7 3
19: fire3/concat forward 0.6 0.6 0.6 3
65: fire9/expand1x1 forward 0.6 0.6 0.6 3
60: fire8/concat forward 0.6 0.6 0.6 3
11: fire2/concat forward 0.6 0.6 0.7 3
61: pool8 forward 0.5 0.5 0.5 3
52: fire7/concat forward 0.5 0.5 0.6 3
44: fire6/concat forward 0.5 0.5 0.5 3
73: pool10 forward 0.5 0.5 0.5 3
59: fire8/relu_expand3x3 forward 0.4 0.4 0.4 3
26: fire4/relu_expand3x3 forward 0.4 0.4 0.5 3
36: fire5/concat forward 0.4 0.4 0.4 3
72: relu_conv10 forward 0.4 0.4 0.4 3
24: fire4/relu_expand1x1 forward 0.4 0.4 0.4 3
43: fire6/relu_expand3x3 forward 0.3 0.4 0.4 3
69: fire9/concat forward 0.3 0.4 0.4 3
51: fire7/relu_expand3x3 forward 0.3 0.4 0.4 3
74: prob forward 0.3 0.4 0.4 3
57: fire8/relu_expand1x1 forward 0.3 0.3 0.4 3
10: fire2/relu_expand3x3 forward 0.3 0.3 0.4 3
08: fire2/relu_expand1x1 forward 0.3 0.3 0.4 3
05: fire2/relu_squeeze1x1 forward 0.3 0.3 0.4 3
18: fire3/relu_expand3x3 forward 0.3 0.3 0.4 3
16: fire3/relu_expand1x1 forward 0.3 0.3 0.3 3
41: fire6/relu_expand1x1 forward 0.3 0.3 0.4 3
49: fire7/relu_expand1x1 forward 0.3 0.4 0.4 3
35: fire5/relu_expand3x3 forward 0.3 0.3 0.3 3
46: fire7/relu_squeeze1x1 forward 0.3 0.3 0.4 3
21: fire4/relu_squeeze1x1 forward 0.3 0.3 0.3 3
13: fire3/relu_squeeze1x1 forward 0.3 0.3 0.3 3
38: fire6/relu_squeeze1x1 forward 0.3 0.3 0.3 3
54: fire8/relu_squeeze1x1 forward 0.3 0.3 0.3 3
30: fire5/relu_squeeze1x1 forward 0.3 0.3 0.3 3
68: fire9/relu_expand3x3 forward 0.3 0.3 0.3 3
33: fire5/relu_expand1x1 forward 0.3 0.3 0.3 3
63: fire9/relu_squeeze1x1 forward 0.3 0.3 0.3 3
66: fire9/relu_expand1x1 forward 0.2 0.3 0.3 3
57: fire8/relu_expand1x1 backward 0.2 0.2 0.2 3
08: fire2/relu_expand1x1 backward 0.2 0.2 0.2 3
27: fire4/concat backward 0.2 0.2 0.2 3
26: fire4/relu_expand3x3 backward 0.2 0.2 0.2 3
24: fire4/relu_expand1x1 backward 0.2 0.2 0.2 3
16: fire3/relu_expand1x1 backward 0.2 0.2 0.2 3
02: relu_conv1 backward 0.2 0.2 0.2 3
00: input backward 0.2 0.2 0.2 3
41: fire6/relu_expand1x1 backward 0.2 0.2 0.2 3
06: fire2/squeeze1x1_fire2/relu_squeeze1x1_0_split forward 0.1 0.1 0.2 3
70: drop9 backward 0.1 0.2 0.2 3
49: fire7/relu_expand1x1 backward 0.1 0.2 0.2 3
69: fire9/concat backward 0.1 0.2 0.2 3
64: fire9/squeeze1x1_fire9/relu_squeeze1x1_0_split backward 0.1 0.1 0.2 3
19: fire3/concat backward 0.1 0.1 0.1 3
68: fire9/relu_expand3x3 backward 0.1 0.2 0.2 3
22: fire4/squeeze1x1_fire4/relu_squeeze1x1_0_split backward 0.1 0.1 0.1 3
60: fire8/concat backward 0.1 0.1 0.1 3
36: fire5/concat backward 0.1 0.1 0.1 3
33: fire5/relu_expand1x1 backward 0.1 0.1 0.1 3
47: fire7/squeeze1x1_fire7/relu_squeeze1x1_0_split backward 0.1 0.1 0.2 3
06: fire2/squeeze1x1_fire2/relu_squeeze1x1_0_split backward 0.1 0.1 0.1 3
64: fire9/squeeze1x1_fire9/relu_squeeze1x1_0_split forward 0.1 0.1 0.1 3
31: fire5/squeeze1x1_fire5/relu_squeeze1x1_0_split forward 0.1 0.1 0.1 3
14: fire3/squeeze1x1_fire3/relu_squeeze1x1_0_split backward 0.1 0.1 0.1 3
22: fire4/squeeze1x1_fire4/relu_squeeze1x1_0_split forward 0.1 0.1 0.1 3
39: fire6/squeeze1x1_fire6/relu_squeeze1x1_0_split forward 0.1 0.1 0.2 3
55: fire8/squeeze1x1_fire8/relu_squeeze1x1_0_split forward 0.1 0.1 0.1 3
14: fire3/squeeze1x1_fire3/relu_squeeze1x1_0_split forward 0.1 0.1 0.1 3
47: fire7/squeeze1x1_fire7/relu_squeeze1x1_0_split forward 0.1 0.1 0.2 3
31: fire5/squeeze1x1_fire5/relu_squeeze1x1_0_split backward 0.1 0.1 0.1 3
11: fire2/concat backward 0.1 0.1 0.2 3
72: relu_conv10 backward 0.1 0.1 0.1 3
52: fire7/concat backward 0.1 0.1 0.1 3
55: fire8/squeeze1x1_fire8/relu_squeeze1x1_0_split backward 0.1 0.1 0.2 3
63: fire9/relu_squeeze1x1 backward 0.1 0.1 0.1 3
44: fire6/concat backward 0.1 0.1 0.1 3
38: fire6/relu_squeeze1x1 backward 0.1 0.1 0.2 3
39: fire6/squeeze1x1_fire6/relu_squeeze1x1_0_split backward 0.1 0.1 0.2 3
05: fire2/relu_squeeze1x1 backward 0.1 0.1 0.1 3
00: input forward 0.1 0.1 0.2 3
46: fire7/relu_squeeze1x1 backward 0.1 0.1 0.1 3
59: fire8/relu_expand3x3 backward 0.1 0.1 0.1 3
13: fire3/relu_squeeze1x1 backward 0.1 0.1 0.1 3
18: fire3/relu_expand3x3 backward 0.1 0.1 0.2 3
35: fire5/relu_expand3x3 backward 0.1 0.1 0.1 3
10: fire2/relu_expand3x3 backward 0.1 0.1 0.1 3
54: fire8/relu_squeeze1x1 backward 0.1 0.1 0.1 3
21: fire4/relu_squeeze1x1 backward 0.1 0.1 0.1 3
66: fire9/relu_expand1x1 backward 0.1 0.1 0.2 3
30: fire5/relu_squeeze1x1 backward 0.1 0.1 0.1 3
51: fire7/relu_expand3x3 backward 0.1 0.1 0.1 3
43: fire6/relu_expand3x3 backward 0.1 0.1 0.1 3
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