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a88b24a81bb5a995
Date: 2017-04-24 10:34:48.446779
License:
Module: experiment.bench.dnn
Repo: upload
CID (DOI-like distributed ID): 1eb2f50d4620903e:a88b24a81bb5a995

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=5.4.1
compiler-cuda=8.0.61
lib-blas=0.2.19-85636ff
lib-boost=1.58.0
lib-gflags=2
lib-glog=0.0.0
lib-hdf5=1.8.16
lib-lmdb=0.0.0
lib-opencv=2.4.9
lib-protobuf-host=3.1.0
DNN model name: Caffe model (net and weights) (bvlc, googlenet)
DNN model version: trunk
Batch size: 100
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:
01: conv1/7x7_s2 backward 51.1 51.1 51.2 3
07: conv2/3x3 backward 35.8 35.8 35.9 3
05: conv2/3x3_reduce backward 24.9 24.9 25.0 3
07: conv2/3x3 forward 23.2 23.3 23.4 3
138: inception_5b/3x3 forward 17.9 17.9 18.0 3
01: conv1/7x7_s2 forward 16.8 16.8 16.9 3
123: inception_5a/3x3 forward 14.7 14.7 14.7 3
31: inception_3b/3x3 backward 13.9 13.9 13.9 3
09: conv2/norm2 backward 13.1 13.1 13.1 3
16: inception_3a/3x3 backward 11.9 11.9 12.0 3
31: inception_3b/3x3 forward 10.9 10.9 10.9 3
35: inception_3b/5x5 backward 10.4 10.4 10.4 3
142: inception_5b/5x5 forward 10.1 10.1 10.1 3
107: inception_4e/3x3 forward 8.4 8.4 8.4 3
20: inception_3a/5x5 backward 8.1 8.1 8.1 3
16: inception_3a/3x3 forward 7.9 7.9 7.9 3
92: inception_4d/3x3 forward 7.8 7.8 7.8 3
23: inception_3a/pool_proj backward 7.7 7.7 7.7 3
134: inception_5b/1x1 forward 7.7 7.7 7.8 3
119: inception_5a/1x1 forward 7.7 7.7 7.7 3
136: inception_5b/3x3_reduce forward 7.7 7.7 7.7 3
27: inception_3b/1x1 backward 7.6 7.6 7.7 3
145: inception_5b/pool_proj forward 7.6 7.7 8.0 3
33: inception_3b/5x5_reduce backward 7.6 7.6 7.6 3
121: inception_5a/3x3_reduce forward 7.6 7.8 8.0 3
130: inception_5a/pool_proj forward 7.6 7.6 7.6 3
35: inception_3b/5x5 forward 7.6 7.6 7.6 3
38: inception_3b/pool_proj backward 7.5 7.5 7.5 3
127: inception_5a/5x5 forward 7.3 7.3 7.3 3
29: inception_3b/3x3_reduce backward 7.3 7.3 7.3 3
77: inception_4c/3x3 forward 7.1 7.1 7.2 3
12: inception_3a/1x1 backward 7.1 7.1 7.1 3
14: inception_3a/3x3_reduce backward 6.7 6.7 6.7 3
107: inception_4e/3x3 backward 6.6 6.6 6.7 3
92: inception_4d/3x3 backward 6.0 6.0 6.1 3
138: inception_5b/3x3 backward 5.9 5.9 6.0 3
09: conv2/norm2 forward 5.9 5.9 5.9 3
62: inception_4b/3x3 forward 5.5 5.5 5.6 3
125: inception_5a/5x5_reduce forward 5.3 5.4 5.4 3
140: inception_5b/5x5_reduce forward 5.3 5.3 5.3 3
77: inception_4c/3x3 backward 5.3 5.3 5.3 3
96: inception_4d/5x5 forward 4.9 4.9 4.9 3
66: inception_4b/5x5 forward 4.8 4.8 4.9 3
111: inception_4e/5x5 forward 4.8 4.8 4.8 3
81: inception_4c/5x5 forward 4.8 4.8 4.8 3
103: inception_4e/1x1 forward 4.7 4.7 4.7 3
114: inception_4e/pool_proj forward 4.6 4.6 4.6 3
47: inception_4a/3x3 forward 4.6 4.6 4.6 3
105: inception_4e/3x3_reduce forward 4.6 4.6 4.6 3
20: inception_3a/5x5 forward 4.5 4.5 4.5 3
62: inception_4b/3x3 backward 4.4 4.5 4.7 3
123: inception_5a/3x3 backward 4.3 4.3 4.3 3
47: inception_4a/3x3 backward 4.1 4.2 4.2 3
75: inception_4c/3x3_reduce forward 4.1 4.2 4.2 3
73: inception_4c/1x1 forward 4.1 4.1 4.2 3
96: inception_4d/5x5 backward 4.1 4.1 4.1 3
88: inception_4d/1x1 forward 4.1 4.1 4.1 3
84: inception_4c/pool_proj forward 4.1 4.1 4.1 3
99: inception_4d/pool_proj forward 4.1 4.1 4.1 3
69: inception_4b/pool_proj forward 4.1 4.1 4.1 3
60: inception_4b/3x3_reduce forward 4.1 4.1 4.1 3
58: inception_4b/1x1 forward 4.0 4.1 4.1 3
04: pool1/norm1 backward 4.0 4.0 4.0 3
90: inception_4d/3x3_reduce forward 4.0 4.0 4.1 3
43: inception_4a/1x1 forward 4.0 4.0 4.0 3
111: inception_4e/5x5 backward 3.9 3.9 4.0 3
66: inception_4b/5x5 backward 3.9 3.9 3.9 3
81: inception_4c/5x5 backward 3.9 3.9 3.9 3
54: inception_4a/pool_proj forward 3.9 3.9 3.9 3
45: inception_4a/3x3_reduce forward 3.8 3.8 3.9 3
109: inception_4e/5x5_reduce forward 3.7 3.8 3.8 3
51: inception_4a/5x5 backward 3.7 3.7 3.7 3
94: inception_4d/5x5_reduce forward 3.7 3.7 3.7 3
51: inception_4a/5x5 forward 3.6 3.6 3.7 3
64: inception_4b/5x5_reduce forward 3.6 3.6 3.7 3
79: inception_4c/5x5_reduce forward 3.6 3.6 3.7 3
45: inception_4a/3x3_reduce backward 3.3 3.3 3.3 3
43: inception_4a/1x1 backward 3.3 3.3 3.4 3
84: inception_4c/pool_proj backward 3.3 3.3 3.3 3
103: inception_4e/1x1 backward 3.3 3.3 3.3 3
88: inception_4d/1x1 backward 3.3 3.3 3.3 3
69: inception_4b/pool_proj backward 3.3 3.3 3.3 3
54: inception_4a/pool_proj backward 3.3 3.3 3.3 3
99: inception_4d/pool_proj backward 3.3 3.3 3.3 3
73: inception_4c/1x1 backward 3.3 3.3 3.3 3
58: inception_4b/1x1 backward 3.3 3.3 3.3 3
114: inception_4e/pool_proj backward 3.3 3.3 3.3 3
33: inception_3b/5x5_reduce forward 3.2 3.2 3.2 3
60: inception_4b/3x3_reduce backward 3.1 3.1 3.1 3
105: inception_4e/3x3_reduce backward 3.1 3.1 3.1 3
75: inception_4c/3x3_reduce backward 3.1 3.1 3.1 3
90: inception_4d/3x3_reduce backward 3.1 3.1 3.1 3
29: inception_3b/3x3_reduce forward 2.8 2.8 2.8 3
27: inception_3b/1x1 forward 2.8 2.8 2.8 3
02: conv1/relu_7x7 forward 2.7 2.7 2.7 3
23: inception_3a/pool_proj forward 2.6 2.7 2.7 3
38: inception_3b/pool_proj forward 2.6 2.6 2.6 3
142: inception_5b/5x5 backward 2.6 2.6 2.6 3
127: inception_5a/5x5 backward 2.6 2.6 2.6 3
03: pool1/3x3_s2 forward 2.5 2.5 2.5 3
134: inception_5b/1x1 backward 2.4 2.4 2.4 3
18: inception_3a/5x5_reduce backward 2.4 2.4 2.4 3
12: inception_3a/1x1 forward 2.3 2.3 2.3 3
05: conv2/3x3_reduce forward 2.2 2.2 2.2 3
119: inception_5a/1x1 backward 2.2 2.2 2.2 3
14: inception_3a/3x3_reduce forward 2.2 2.2 2.2 3
79: inception_4c/5x5_reduce backward 2.1 2.1 2.1 3
145: inception_5b/pool_proj backward 2.1 2.1 2.1 3
64: inception_4b/5x5_reduce backward 2.0 2.1 2.1 3
130: inception_5a/pool_proj backward 2.0 2.0 2.1 3
109: inception_4e/5x5_reduce backward 2.0 2.0 2.0 3
94: inception_4d/5x5_reduce backward 2.0 2.0 2.0 3
08: conv2/relu_3x3 forward 2.0 2.0 2.0 3
10: pool2/3x3_s2 forward 2.0 2.0 2.0 3
49: inception_4a/5x5_reduce backward 2.0 2.0 2.0 3
04: pool1/norm1 forward 2.0 2.0 2.0 3
136: inception_5b/3x3_reduce backward 1.9 1.9 1.9 3
121: inception_5a/3x3_reduce backward 1.9 1.9 1.9 3
140: inception_5b/5x5_reduce backward 1.8 1.8 1.8 3
37: inception_3b/pool forward 1.7 1.7 1.7 3
49: inception_4a/5x5_reduce forward 1.5 1.5 1.5 3
125: inception_5a/5x5_reduce backward 1.3 1.3 1.3 3
41: pool3/3x3_s2 forward 1.3 1.3 1.3 3
22: inception_3a/pool forward 1.3 1.3 1.3 3
40: inception_3b/output forward 1.3 1.3 1.3 3
18: inception_3a/5x5_reduce forward 1.0 1.0 1.1 3
113: inception_4e/pool forward 0.9 0.9 0.9 3
83: inception_4c/pool forward 0.9 0.9 0.9 3
98: inception_4d/pool forward 0.9 0.9 0.9 3
68: inception_4b/pool forward 0.9 0.9 0.9 3
40: inception_3b/output backward 0.9 0.9 0.9 3
53: inception_4a/pool forward 0.8 0.8 0.8 3
25: inception_3a/output forward 0.7 0.7 0.7 3
06: conv2/relu_3x3_reduce forward 0.7 0.7 0.7 3
148: pool5/7x7_s1 forward 0.7 0.7 0.7 3
117: pool4/3x3_s2 forward 0.6 0.6 0.6 3
25: inception_3a/output backward 0.6 0.6 0.6 3
116: inception_4e/output forward 0.6 0.6 0.6 3
116: inception_4e/output backward 0.5 0.5 0.5 3
32: inception_3b/relu_3x3 forward 0.5 0.5 0.5 3
86: inception_4c/output backward 0.4 0.4 0.4 3
56: inception_4a/output backward 0.4 0.4 0.4 3
101: inception_4d/output backward 0.4 0.4 0.4 3
71: inception_4b/output backward 0.4 0.4 0.4 3
101: inception_4d/output forward 0.4 0.4 0.4 3
144: inception_5b/pool forward 0.4 0.4 0.4 3
129: inception_5a/pool forward 0.4 0.4 0.4 3
56: inception_4a/output forward 0.3 0.3 0.3 3
86: inception_4c/output forward 0.3 0.3 0.3 3
71: inception_4b/output forward 0.3 0.3 0.3 3
30: inception_3b/relu_3x3_reduce forward 0.3 0.3 0.3 3
28: inception_3b/relu_1x1 forward 0.3 0.3 0.3 3
17: inception_3a/relu_3x3 forward 0.3 0.3 0.3 3
150: loss3/classifier backward 0.3 0.3 0.3 3
147: inception_5b/output backward 0.3 0.3 0.3 3
132: inception_5a/output backward 0.3 0.3 0.3 3
15: inception_3a/relu_3x3_reduce forward 0.3 0.3 0.3 3
36: inception_3b/relu_5x5 forward 0.3 0.3 0.3 3
108: inception_4e/relu_3x3 forward 0.2 0.2 0.2 3
93: inception_4d/relu_3x3 forward 0.2 0.2 0.2 3
147: inception_5b/output forward 0.2 0.2 0.2 3
78: inception_4c/relu_3x3 forward 0.2 0.2 0.2 3
13: inception_3a/relu_1x1 forward 0.2 0.2 0.2 3
39: inception_3b/relu_pool_proj forward 0.2 0.2 0.2 3
104: inception_4e/relu_1x1 forward 0.2 0.2 0.2 3
151: prob backward 0.2 0.2 0.2 3
63: inception_4b/relu_3x3 forward 0.1 0.1 0.2 3
132: inception_5a/output forward 0.1 0.1 0.1 3
151: prob forward 0.1 0.1 0.1 3
48: inception_4a/relu_3x3 forward 0.1 0.1 0.1 3
44: inception_4a/relu_1x1 forward 0.1 0.1 0.1 3
59: inception_4b/relu_1x1 forward 0.1 0.1 0.1 3
106: inception_4e/relu_3x3_reduce forward 0.1 0.1 0.1 3
150: loss3/classifier forward 0.1 0.1 0.1 3
91: inception_4d/relu_3x3_reduce forward 0 0 0 3
21: inception_3a/relu_5x5 forward 0 0 0 3
112: inception_4e/relu_5x5 forward 0 0 0 3
34: inception_3b/relu_5x5_reduce forward 0 0 0 3
74: inception_4c/relu_1x1 forward 0 0 0 3
76: inception_4c/relu_3x3_reduce forward 0 0 0 3
115: inception_4e/relu_pool_proj forward 0 0 0 3
24: inception_3a/relu_pool_proj forward 0 0 0 3
61: inception_4b/relu_3x3_reduce forward 0 0 0 3
89: inception_4d/relu_1x1 forward 0 0 0 3
46: inception_4a/relu_3x3_reduce forward 0 0 0 3
135: inception_5b/relu_1x1 forward 0 0 0 3
139: inception_5b/relu_3x3 forward 0 0 0 3
124: inception_5a/relu_3x3 forward 0 0 0 3
97: inception_4d/relu_5x5 forward 0 0 0 3
67: inception_4b/relu_5x5 forward 0 0 0 3
82: inception_4c/relu_5x5 forward 0 0 0 3
85: inception_4c/relu_pool_proj forward 0 0 0 3
120: inception_5a/relu_1x1 forward 0 0 0 3
70: inception_4b/relu_pool_proj forward 0 0 0 3
100: inception_4d/relu_pool_proj forward 0 0 0 3
55: inception_4a/relu_pool_proj forward 0 0 0 3
19: inception_3a/relu_5x5_reduce forward 0 0 0 3
52: inception_4a/relu_5x5 forward 0 0 0 3
137: inception_5b/relu_3x3_reduce forward 0 0 0 3
122: inception_5a/relu_3x3_reduce forward 0 0 0 3
128: inception_5a/relu_5x5 forward 0 0 0 3
143: inception_5b/relu_5x5 forward 0 0 0 3
146: inception_5b/relu_pool_proj forward 0 0 0 3
95: inception_4d/relu_5x5_reduce forward 0 0 0 3
131: inception_5a/relu_pool_proj forward 0 0 0 3
110: inception_4e/relu_5x5_reduce forward 0 0 0 3
80: inception_4c/relu_5x5_reduce forward 0 0 0 3
65: inception_4b/relu_5x5_reduce forward 0 0 0 3
149: pool5/drop_7x7_s1 forward 0 0 0 3
50: inception_4a/relu_5x5_reduce forward 0 0 0 3
141: inception_5b/relu_5x5_reduce forward 0 0 0 3
126: inception_5a/relu_5x5_reduce forward 0 0 0 3
11: pool2/3x3_s2_pool2/3x3_s2_0_split forward 0 0 0 3
42: pool3/3x3_s2_pool3/3x3_s2_0_split forward 0 0 0 3
00: input backward 0 0 0 3
72: inception_4b/output_inception_4b/output_0_split forward 0 0 0 3
102: inception_4d/output_inception_4d/output_0_split forward 0 0 0 3
118: pool4/3x3_s2_pool4/3x3_s2_0_split forward 0 0 0 3
13: inception_3a/relu_1x1 backward 0 0 0 3
139: inception_5b/relu_3x3 backward 0 0 0 3
34: inception_3b/relu_5x5_reduce backward 0 0 0 3
46: inception_4a/relu_3x3_reduce backward 0 0 0 3
41: pool3/3x3_s2 backward 0 0 0 3
44: inception_4a/relu_1x1 backward 0 0 0 3
100: inception_4d/relu_pool_proj backward 0 0 0 3
76: inception_4c/relu_3x3_reduce backward 0 0 0 3
87: inception_4c/output_inception_4c/output_0_split backward 0 0 0 3
85: inception_4c/relu_pool_proj backward 0 0 0 3
131: inception_5a/relu_pool_proj backward 0 0 0 3
72: inception_4b/output_inception_4b/output_0_split backward 0 0 0 3
80: inception_4c/relu_5x5_reduce backward 0 0 0 3
102: inception_4d/output_inception_4d/output_0_split backward 0 0 0 3
19: inception_3a/relu_5x5_reduce backward 0 0 0 3
48: inception_4a/relu_3x3 backward 0 0 0 3
104: inception_4e/relu_1x1 backward 0 0 0 3
118: pool4/3x3_s2_pool4/3x3_s2_0_split backward 0 0 0 3
129: inception_5a/pool backward 0 0 0 3
52: inception_4a/relu_5x5 backward 0 0 0 3
67: inception_4b/relu_5x5 backward 0 0 0 3
98: inception_4d/pool backward 0 0 0 3
113: inception_4e/pool backward 0 0 0 3
133: inception_5a/output_inception_5a/output_0_split forward 0 0 0 3
30: inception_3b/relu_3x3_reduce backward 0 0 0 3
70: inception_4b/relu_pool_proj backward 0 0 0 3
11: pool2/3x3_s2_pool2/3x3_s2_0_split backward 0 0 0 3
57: inception_4a/output_inception_4a/output_0_split forward 0 0 0 3
87: inception_4c/output_inception_4c/output_0_split forward 0 0 0 3
106: inception_4e/relu_3x3_reduce backward 0 0 0 3
10: pool2/3x3_s2 backward 0 0 0 3
32: inception_3b/relu_3x3 backward 0 0 0 3
50: inception_4a/relu_5x5_reduce backward 0 0 0 3
137: inception_5b/relu_3x3_reduce backward 0 0 0 3
143: inception_5b/relu_5x5 backward 0 0 0 3
144: inception_5b/pool backward 0 0 0 3
149: pool5/drop_7x7_s1 backward 0 0 0 3
08: conv2/relu_3x3 backward 0 0 0 3
26: inception_3a/output_inception_3a/output_0_split forward 0 0 0 3
59: inception_4b/relu_1x1 backward 0 0 0 3
83: inception_4c/pool backward 0 0 0 3
02: conv1/relu_7x7 backward 0 0 0 3
06: conv2/relu_3x3_reduce backward 0 0 0 3
135: inception_5b/relu_1x1 backward 0 0 0 3
74: inception_4c/relu_1x1 backward 0 0 0 3
36: inception_3b/relu_5x5 backward 0 0 0 3
15: inception_3a/relu_3x3_reduce backward 0 0 0 3
120: inception_5a/relu_1x1 backward 0 0 0 3
124: inception_5a/relu_3x3 backward 0 0 0 3
42: pool3/3x3_s2_pool3/3x3_s2_0_split backward 0 0 0 3
65: inception_4b/relu_5x5_reduce backward 0 0 0 3
82: inception_4c/relu_5x5 backward 0 0 0 3
91: inception_4d/relu_3x3_reduce backward 0 0 0 3
122: inception_5a/relu_3x3_reduce backward 0 0 0 3
24: inception_3a/relu_pool_proj backward 0 0 0 3
53: inception_4a/pool backward 0 0 0 3
63: inception_4b/relu_3x3 backward 0 0 0 3
68: inception_4b/pool backward 0 0 0 3
95: inception_4d/relu_5x5_reduce backward 0 0 0 3
141: inception_5b/relu_5x5_reduce backward 0 0 0 3
26: inception_3a/output_inception_3a/output_0_split backward 0 0 0 3
28: inception_3b/relu_1x1 backward 0 0 0 3
110: inception_4e/relu_5x5_reduce backward 0 0 0 3
148: pool5/7x7_s1 backward 0 0 0 3
00: input forward 0 0 0 3
03: pool1/3x3_s2 backward 0 0 0 3
21: inception_3a/relu_5x5 backward 0 0 0 3
22: inception_3a/pool backward 0 0 0 3
37: inception_3b/pool backward 0 0 0 3
39: inception_3b/relu_pool_proj backward 0 0 0 3
55: inception_4a/relu_pool_proj backward 0 0 0 3
57: inception_4a/output_inception_4a/output_0_split backward 0 0 0 3
61: inception_4b/relu_3x3_reduce backward 0 0 0 3
78: inception_4c/relu_3x3 backward 0 0 0 3
89: inception_4d/relu_1x1 backward 0 0 0 3
93: inception_4d/relu_3x3 backward 0 0 0 3
97: inception_4d/relu_5x5 backward 0 0 0 3
108: inception_4e/relu_3x3 backward 0 0 0 3
112: inception_4e/relu_5x5 backward 0 0 0 3
115: inception_4e/relu_pool_proj backward 0 0 0 3
117: pool4/3x3_s2 backward 0 0 0 3
126: inception_5a/relu_5x5_reduce backward 0 0 0 3
128: inception_5a/relu_5x5 backward 0 0 0 3
133: inception_5a/output_inception_5a/output_0_split backward 0 0 0 3
146: inception_5b/relu_pool_proj backward 0 0 0 3
17: inception_3a/relu_3x3 backward 0 0 0 3
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