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148f898e4808b2db
Date: 2017-04-24 16:12:34.814668
License:
Module: experiment.bench.dnn
Repo: upload
CID (DOI-like distributed ID): 1eb2f50d4620903e:148f898e4808b2db

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


DNN engine name: BVLC Caffe framework (cuda)
DNN engine version: trunk-eeebdab
DNN engine type: cuda
DNN engine dependencies: cmake=3.5.1
compiler=5.4.0
compiler-cuda=8.0.33
lib-blas=0.2.19-85636ff
lib-boost=1.58.0
lib-gflags=2.2.0
lib-glog=development-ab65454
lib-hdf5=1.8.16
lib-lmdb=0.0.0
lib-opencv=3.2.0
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: jetson_tx1 (jetson_tx1)
OS: Ubuntu 16.04.2 LTS
CPU: jetson_tx1
GPU: Tegra TX1

Name Direction Min time (ms.): Expected time (ms.): Max time (ms.): Repetitions:
71: conv10 backward 23.6 0 31.2 3
58: fire8/expand3x3 backward 4.8 0 7.0 3
01: conv1 backward 3.8 0 8.5 3
25: fire4/expand3x3 backward 3.2 0 7.9 3
01: conv1 forward 2.9 0 3.2 3
42: fire6/expand3x3 backward 2.4 0 3.5 3
50: fire7/expand3x3 backward 2.4 0 3.7 3
67: fire9/expand3x3 backward 2.0 0 3.5 3
23: fire4/expand1x1 backward 1.6 0 3.0 3
56: fire8/expand1x1 backward 1.5 0 2.2 3
53: fire8/squeeze1x1 backward 1.5 0 2.2 3
09: fire2/expand3x3 backward 1.4 0 2.4 3
17: fire3/expand3x3 backward 1.3 0 2.4 3
34: fire5/expand3x3 backward 1.3 0 2.2 3
12: fire3/squeeze1x1 backward 1.3 0 1.9 3
15: fire3/expand1x1 backward 1.2 0 2.1 3
48: fire7/expand1x1 backward 1.2 0 2.8 3
71: conv10 forward 1.2 0 1.7 3
40: fire6/expand1x1 backward 1.2 0 1.5 3
25: fire4/expand3x3 forward 1.1 0 1.4 3
58: fire8/expand3x3 forward 1.1 0 1.4 3
07: fire2/expand1x1 backward 1.0 0 1.7 3
20: fire4/squeeze1x1 backward 1.0 0 1.7 3
45: fire7/squeeze1x1 backward 0.9 0 1.4 3
02: relu_conv1 forward 0.9 0 0.9 3
03: pool1 forward 0.9 0 1.0 3
37: fire6/squeeze1x1 backward 0.8 0 1.6 3
62: fire9/squeeze1x1 backward 0.8 0 1.4 3
65: fire9/expand1x1 backward 0.7 0 1.2 3
60: fire8/concat backward 0.7 0 1.0 3
11: fire2/concat backward 0.7 0 0.9 3
29: fire5/squeeze1x1 backward 0.7 0 1.1 3
69: fire9/concat backward 0.7 0 0.9 3
42: fire6/expand3x3 forward 0.7 0 0.9 3
32: fire5/expand1x1 backward 0.7 0 1.1 3
50: fire7/expand3x3 forward 0.7 0 1.0 3
04: fire2/squeeze1x1 backward 0.7 0 1.4 3
19: fire3/concat backward 0.7 0 0.9 3
44: fire6/concat backward 0.6 0 0.8 3
52: fire7/concat backward 0.6 0 0.8 3
09: fire2/expand3x3 forward 0.6 0 1.0 3
27: fire4/concat forward 0.6 0 0.8 3
17: fire3/expand3x3 forward 0.5 0 0.9 3
27: fire4/concat backward 0.5 0 0.8 3
36: fire5/concat backward 0.5 0 0.7 3
28: pool4 forward 0.5 0 0.7 3
23: fire4/expand1x1 forward 0.5 0 0.7 3
56: fire8/expand1x1 forward 0.5 0 1.0 3
40: fire6/expand1x1 forward 0.4 0 0.9 3
67: fire9/expand3x3 forward 0.4 0 0.6 3
34: fire5/expand3x3 forward 0.4 0 0.6 3
48: fire7/expand1x1 forward 0.4 0 0.9 3
12: fire3/squeeze1x1 forward 0.4 0 0.7 3
04: fire2/squeeze1x1 forward 0.4 0 0.7 3
07: fire2/expand1x1 forward 0.4 0 0.7 3
20: fire4/squeeze1x1 forward 0.4 0 0.5 3
15: fire3/expand1x1 forward 0.4 0 0.7 3
11: fire2/concat forward 0.3 0 0.4 3
53: fire8/squeeze1x1 forward 0.3 0 0.8 3
62: fire9/squeeze1x1 forward 0.3 0 0.5 3
19: fire3/concat forward 0.3 0 0.4 3
45: fire7/squeeze1x1 forward 0.3 0 0.7 3
60: fire8/concat forward 0.3 0 0.4 3
61: pool8 forward 0.3 0 0.4 3
37: fire6/squeeze1x1 forward 0.3 0 0.4 3
24: fire4/relu_expand1x1 forward 0.2 0 0.3 3
29: fire5/squeeze1x1 forward 0.2 0 0.4 3
44: fire6/concat forward 0.2 0 0.4 3
26: fire4/relu_expand3x3 forward 0.2 0 2.5 3
52: fire7/concat forward 0.2 0 0.4 3
32: fire5/expand1x1 forward 0.2 0 0.5 3
65: fire9/expand1x1 forward 0.2 0 0.6 3
16: fire3/relu_expand1x1 forward 0.2 0 0.2 3
10: fire2/relu_expand3x3 forward 0.2 0 0.3 3
08: fire2/relu_expand1x1 forward 0.2 0 0.3 3
70: drop9 forward 0.2 0 0.3 3
36: fire5/concat forward 0.2 0 0.3 3
72: relu_conv10 forward 0.2 0 0.3 3
18: fire3/relu_expand3x3 forward 0.2 0 0.2 3
73: pool10 forward 0.1 0 0.2 3
57: fire8/relu_expand1x1 forward 0.1 0 0.3 3
59: fire8/relu_expand3x3 forward 0.1 0 0.2 3
51: fire7/relu_expand3x3 forward 0.1 0 0.3 3
43: fire6/relu_expand3x3 forward 0.1 0 0.3 3
49: fire7/relu_expand1x1 forward 0.1 0 0.2 3
41: fire6/relu_expand1x1 forward 0.1 0 0.2 3
69: fire9/concat forward 0.1 0 0.3 3
21: fire4/relu_squeeze1x1 forward 0 0 0.2 3
33: fire5/relu_expand1x1 forward 0 0 0.2 3
05: fire2/relu_squeeze1x1 forward 0 0 0.2 3
35: fire5/relu_expand3x3 forward 0 0 0.1 3
13: fire3/relu_squeeze1x1 forward 0 0 0.2 3
74: prob forward 0 0 0.2 3
38: fire6/relu_squeeze1x1 forward 0 0 0.2 3
30: fire5/relu_squeeze1x1 forward 0 0 0.2 3
63: fire9/relu_squeeze1x1 forward 0 0 0.2 3
66: fire9/relu_expand1x1 forward 0 0 0.2 3
68: fire9/relu_expand3x3 forward 0 0 0.2 3
54: fire8/relu_squeeze1x1 forward 0 0 0.2 3
46: fire7/relu_squeeze1x1 forward 0 0 0.3 3
00: input forward 0 0 0 3
66: fire9/relu_expand1x1 backward 0 0 0 3
57: fire8/relu_expand1x1 backward 0 0 0 3
68: fire9/relu_expand3x3 backward 0 0 0 3
55: fire8/squeeze1x1_fire8/relu_squeeze1x1_0_split backward 0 0 0 3
14: fire3/squeeze1x1_fire3/relu_squeeze1x1_0_split forward 0 0 0 3
64: fire9/squeeze1x1_fire9/relu_squeeze1x1_0_split forward 0 0 0 3
39: fire6/squeeze1x1_fire6/relu_squeeze1x1_0_split forward 0 0 0 3
06: fire2/squeeze1x1_fire2/relu_squeeze1x1_0_split forward 0 0 0 3
31: fire5/squeeze1x1_fire5/relu_squeeze1x1_0_split forward 0 0 0 3
02: relu_conv1 backward 0 0 0 3
22: fire4/squeeze1x1_fire4/relu_squeeze1x1_0_split forward 0 0 0 3
74: prob backward 0 0 0 3
55: fire8/squeeze1x1_fire8/relu_squeeze1x1_0_split forward 0 0 0.1 3
59: fire8/relu_expand3x3 backward 0 0 0 3
41: fire6/relu_expand1x1 backward 0 0 0 3
43: fire6/relu_expand3x3 backward 0 0 0 3
61: pool8 backward 0 0 0 3
73: pool10 backward 0 0 0 3
51: fire7/relu_expand3x3 backward 0 0 0 3
03: pool1 backward 0 0 0 3
28: pool4 backward 0 0 0 3
72: relu_conv10 backward 0 0 0 3
16: fire3/relu_expand1x1 backward 0 0 0 3
00: input backward 0 0 0 3
64: fire9/squeeze1x1_fire9/relu_squeeze1x1_0_split backward 0 0 0 3
39: fire6/squeeze1x1_fire6/relu_squeeze1x1_0_split backward 0 0 0.1 3
24: fire4/relu_expand1x1 backward 0 0 0 3
26: fire4/relu_expand3x3 backward 0 0 0 3
47: fire7/squeeze1x1_fire7/relu_squeeze1x1_0_split backward 0 0 0 3
18: fire3/relu_expand3x3 backward 0 0 0 3
46: fire7/relu_squeeze1x1 backward 0 0 0 3
31: fire5/squeeze1x1_fire5/relu_squeeze1x1_0_split backward 0 0 0 3
49: fire7/relu_expand1x1 backward 0 0 0.9 3
08: fire2/relu_expand1x1 backward 0 0 0 3
35: fire5/relu_expand3x3 backward 0 0 0 3
14: fire3/squeeze1x1_fire3/relu_squeeze1x1_0_split backward 0 0 0 3
33: fire5/relu_expand1x1 backward 0 0 0 3
54: fire8/relu_squeeze1x1 backward 0 0 0 3
10: fire2/relu_expand3x3 backward 0 0 0 3
21: fire4/relu_squeeze1x1 backward 0 0 0 3
38: fire6/relu_squeeze1x1 backward 0 0 0 3
63: fire9/relu_squeeze1x1 backward 0 0 0 3
05: fire2/relu_squeeze1x1 backward 0 0 0 3
22: fire4/squeeze1x1_fire4/relu_squeeze1x1_0_split backward 0 0 0 3
13: fire3/relu_squeeze1x1 backward 0 0 0 3
06: fire2/squeeze1x1_fire2/relu_squeeze1x1_0_split backward 0 0 0 3
30: fire5/relu_squeeze1x1 backward 0 0 0 3
47: fire7/squeeze1x1_fire7/relu_squeeze1x1_0_split forward 0 0 0 3
70: drop9 backward 0 0 0 3
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