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fd9a4183bf478e37
Date: 2017-04-21 17:49:29.653870
License:
Module: experiment.bench.caffe
Repo: upload
CID (DOI-like distributed ID): 155b6fa5a4012a93:fd9a4183bf478e37

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


DNN engine name: BVLC Caffe framework (cpu)
DNN engine version: trunk-90e8abc
DNN engine type:
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-opencv=3.2.0
lib-protobuf-host=3.1.0
DNN model name: Caffe model (net and weights) (bvlc, googlenet)
DNN model version: trunk
Batch size: 10
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:
09: conv2/norm2 backward 156.3 161.3 171.9 3
07: conv2/3x3 forward 140.6 149.7 170.6 3
07: conv2/3x3 backward 125.0 129.9 140.6 3
09: conv2/norm2 forward 109.4 117.1 125.0 3
01: conv1/7x7_s2 backward 109.4 109.4 109.4 3
01: conv1/7x7_s2 forward 93.8 98.1 107.6 3
31: inception_3b/3x3 backward 62.5 73.2 78.1 3
03: pool1/3x3_s2 forward 62.5 64.3 68.0 3
31: inception_3b/3x3 forward 62.5 75.1 83.6 3
37: inception_3b/pool forward 62.5 64.8 69.6 3
98: inception_4d/pool forward 62.5 66.4 75.0 3
113: inception_4e/pool forward 55.2 60.1 62.5 3
10: pool2/3x3_s2 forward 53.5 64.0 78.1 3
16: inception_3a/3x3 backward 46.9 51.1 62.5 3
83: inception_4c/pool forward 46.9 49.8 56.5 3
04: pool1/norm1 backward 46.9 46.9 46.9 3
22: inception_3a/pool forward 46.9 52.6 62.5 3
53: inception_4a/pool forward 38.5 44.2 46.9 3
35: inception_3b/5x5 forward 31.3 40.1 46.9 3
107: inception_4e/3x3 backward 31.3 31.3 31.3 3
68: inception_4b/pool forward 31.3 42.1 46.9 3
117: pool4/3x3_s2 forward 31.3 31.3 31.3 3
138: inception_5b/3x3 forward 31.3 31.3 31.3 3
35: inception_3b/5x5 backward 31.2 31.2 31.3 3
16: inception_3a/3x3 forward 31.2 44.0 49.0 3
04: pool1/norm1 forward 31.2 33.8 40.0 3
41: pool3/3x3_s2 forward 31.2 33.7 39.5 3
107: inception_4e/3x3 forward 31.2 32.2 55.0 3
92: inception_4d/3x3 forward 15.6 15.6 71.6 3
129: inception_5a/pool forward 15.6 29.8 31.3 3
144: inception_5b/pool forward 15.6 29.8 31.3 3
27: inception_3b/1x1 backward 15.6 15.6 15.6 3
38: inception_3b/pool_proj backward 15.6 15.6 15.6 3
43: inception_4a/1x1 backward 15.6 15.6 15.6 3
47: inception_4a/3x3 backward 15.6 15.6 15.6 3
62: inception_4b/3x3 backward 15.6 15.6 15.6 3
77: inception_4c/3x3 forward 15.6 26.7 31.3 3
77: inception_4c/3x3 backward 15.6 29.8 31.3 3
123: inception_5a/3x3 forward 15.6 15.6 15.6 3
02: conv1/relu_7x7 forward 15.6 17.0 24.5 3
47: inception_4a/3x3 forward 15.6 16.0 28.0 3
62: inception_4b/3x3 forward 15.6 17.2 23.0 3
138: inception_5b/3x3 backward 15.6 15.6 15.6 3
05: conv2/3x3_reduce backward 15.6 15.6 15.6 3
20: inception_3a/5x5 backward 15.6 15.6 15.6 3
29: inception_3b/3x3_reduce backward 15.6 15.6 15.6 3
92: inception_4d/3x3 backward 15.6 15.6 31.3 3
08: conv2/relu_3x3 forward 15.6 16.1 17.0 3
27: inception_3b/1x1 forward 11.5 14.4 15.6 3
29: inception_3b/3x3_reduce forward 10.5 14.3 15.6 3
05: conv2/3x3_reduce forward 8.5 14.7 15.6 3
66: inception_4b/5x5 forward 6.5 15.3 15.6 3
60: inception_4b/3x3_reduce forward 5.5 15.4 15.6 3
40: inception_3b/output forward 3.0 3.0 15.7 3
00: input forward 0 0 0 3
00: input backward 0 0 0 3
02: conv1/relu_7x7 backward 0 0 0 3
03: pool1/3x3_s2 backward 0 0 0 3
06: conv2/relu_3x3_reduce forward 0 0 6.0 3
06: conv2/relu_3x3_reduce backward 0 0 0 3
08: conv2/relu_3x3 backward 0 0 0 3
10: pool2/3x3_s2 backward 0 0 0 3
11: pool2/3x3_s2_pool2/3x3_s2_0_split forward 0 0 0 3
11: pool2/3x3_s2_pool2/3x3_s2_0_split backward 0 0 0 3
12: inception_3a/1x1 forward 0 0 5.0 3
12: inception_3a/1x1 backward 0 0 15.6 3
13: inception_3a/relu_1x1 forward 0 0 1.5 3
13: inception_3a/relu_1x1 backward 0 0 0 3
14: inception_3a/3x3_reduce forward 0 0.5 15.6 3
14: inception_3a/3x3_reduce backward 0 0 15.6 3
15: inception_3a/relu_3x3_reduce forward 0 0.6 15.6 3
15: inception_3a/relu_3x3_reduce backward 0 0 0 3
17: inception_3a/relu_3x3 forward 0 0.6 15.6 3
17: inception_3a/relu_3x3 backward 0 0 0 3
18: inception_3a/5x5_reduce forward 0 0.6 15.6 3
18: inception_3a/5x5_reduce backward 0 0 0 3
19: inception_3a/relu_5x5_reduce forward 0 0 0.5 3
19: inception_3a/relu_5x5_reduce backward 0 0 0 3
20: inception_3a/5x5 forward 0 0 15.6 3
21: inception_3a/relu_5x5 forward 0 0 1.0 3
21: inception_3a/relu_5x5 backward 0 0 0 3
22: inception_3a/pool backward 0 0 0 3
23: inception_3a/pool_proj forward 0 0 3.5 3
23: inception_3a/pool_proj backward 0 0 15.6 3
24: inception_3a/relu_pool_proj forward 0 0 1.0 3
24: inception_3a/relu_pool_proj backward 0 0 0 3
25: inception_3a/output forward 0 0 2.0 3
25: inception_3a/output backward 0 0 0 3
26: inception_3a/output_inception_3a/output_0_split forward 0 0 0 3
26: inception_3a/output_inception_3a/output_0_split backward 0 0 0 3
28: inception_3b/relu_1x1 forward 0 0 3.0 3
28: inception_3b/relu_1x1 backward 0 0 0 3
30: inception_3b/relu_3x3_reduce forward 0 0 3.0 3
30: inception_3b/relu_3x3_reduce backward 0 0 0 3
32: inception_3b/relu_3x3 forward 0 0.6 15.6 3
32: inception_3b/relu_3x3 backward 0 0 0 3
33: inception_3b/5x5_reduce forward 0 0 5.0 3
33: inception_3b/5x5_reduce backward 0 0 15.6 3
34: inception_3b/relu_5x5_reduce forward 0 0 0.5 3
34: inception_3b/relu_5x5_reduce backward 0 0 0 3
36: inception_3b/relu_5x5 forward 0 0.5 15.6 3
36: inception_3b/relu_5x5 backward 0 0 0 3
37: inception_3b/pool backward 0 0 0 3
38: inception_3b/pool_proj forward 0 0 7.5 3
39: inception_3b/relu_pool_proj forward 0 0 1.5 3
39: inception_3b/relu_pool_proj backward 0 0 0 3
40: inception_3b/output backward 0 0 0 3
41: pool3/3x3_s2 backward 0 0 0 3
42: pool3/3x3_s2_pool3/3x3_s2_0_split forward 0 0 0 3
42: pool3/3x3_s2_pool3/3x3_s2_0_split backward 0 0 0 3
43: inception_4a/1x1 forward 0 0 11.0 3
44: inception_4a/relu_1x1 forward 0 0.3 15.6 3
44: inception_4a/relu_1x1 backward 0 0 0 3
45: inception_4a/3x3_reduce forward 0 0.2 15.6 3
45: inception_4a/3x3_reduce backward 0 0 0 3
46: inception_4a/relu_3x3_reduce forward 0 0 1.0 3
46: inception_4a/relu_3x3_reduce backward 0 0 0 3
48: inception_4a/relu_3x3 forward 0 0 1.5 3
48: inception_4a/relu_3x3 backward 0 0 0 3
49: inception_4a/5x5_reduce forward 0 0 2.5 3
49: inception_4a/5x5_reduce backward 0 0 0 3
50: inception_4a/relu_5x5_reduce forward 0 0 0 3
50: inception_4a/relu_5x5_reduce backward 0 0 0 3
51: inception_4a/5x5 forward 0 0 4.5 3
51: inception_4a/5x5 backward 0 0 15.6 3
52: inception_4a/relu_5x5 forward 0 0 0 3
52: inception_4a/relu_5x5 backward 0 0 0 3
53: inception_4a/pool backward 0 0 0 3
54: inception_4a/pool_proj forward 0 0 3.0 3
54: inception_4a/pool_proj backward 0 0 15.6 3
55: inception_4a/relu_pool_proj forward 0 0 0.5 3
55: inception_4a/relu_pool_proj backward 0 0 0 3
56: inception_4a/output forward 0 0 1.0 3
56: inception_4a/output backward 0 0 0 3
57: inception_4a/output_inception_4a/output_0_split forward 0 0 0 3
57: inception_4a/output_inception_4a/output_0_split backward 0 0 0 3
58: inception_4b/1x1 forward 0 0 8.5 3
58: inception_4b/1x1 backward 0 0 15.6 3
59: inception_4b/relu_1x1 forward 0 0 1.0 3
59: inception_4b/relu_1x1 backward 0 0 0 3
60: inception_4b/3x3_reduce backward 0 0 15.6 3
61: inception_4b/relu_3x3_reduce forward 0 0 0.5 3
61: inception_4b/relu_3x3_reduce backward 0 0 0 3
63: inception_4b/relu_3x3 forward 0 0 1.5 3
63: inception_4b/relu_3x3 backward 0 0 0 3
64: inception_4b/5x5_reduce forward 0 0 2.5 3
64: inception_4b/5x5_reduce backward 0 0 15.6 3
65: inception_4b/relu_5x5_reduce forward 0 0 0.5 3
65: inception_4b/relu_5x5_reduce backward 0 0 0 3
66: inception_4b/5x5 backward 0 0 15.6 3
67: inception_4b/relu_5x5 forward 0 0 0 3
67: inception_4b/relu_5x5 backward 0 0 0 3
68: inception_4b/pool backward 0 0 0 3
69: inception_4b/pool_proj forward 0 0.6 15.6 3
69: inception_4b/pool_proj backward 0 0 0 3
70: inception_4b/relu_pool_proj forward 0 0 0.5 3
70: inception_4b/relu_pool_proj backward 0 0 0 3
71: inception_4b/output forward 0 0 0.5 3
71: inception_4b/output backward 0 0 0 3
72: inception_4b/output_inception_4b/output_0_split forward 0 0 0 3
72: inception_4b/output_inception_4b/output_0_split backward 0 0 0 3
73: inception_4c/1x1 forward 0 0 6.5 3
73: inception_4c/1x1 backward 0 0 15.6 3
74: inception_4c/relu_1x1 forward 0 0 1.0 3
74: inception_4c/relu_1x1 backward 0 0 0 3
75: inception_4c/3x3_reduce forward 0 0.5 15.6 3
75: inception_4c/3x3_reduce backward 0 0 15.6 3
76: inception_4c/relu_3x3_reduce forward 0 0 0.5 3
76: inception_4c/relu_3x3_reduce backward 0 0 0 3
78: inception_4c/relu_3x3 forward 0 0 1.5 3
78: inception_4c/relu_3x3 backward 0 0 0 3
79: inception_4c/5x5_reduce forward 0 0.6 15.6 3
79: inception_4c/5x5_reduce backward 0 0 15.6 3
80: inception_4c/relu_5x5_reduce forward 0 0 0 3
80: inception_4c/relu_5x5_reduce backward 0 0 0 3
81: inception_4c/5x5 forward 0 0.5 15.6 3
81: inception_4c/5x5 backward 0 0 0 3
82: inception_4c/relu_5x5 forward 0 0 0.5 3
82: inception_4c/relu_5x5 backward 0 0 0 3
83: inception_4c/pool backward 0 0 0 3
84: inception_4c/pool_proj forward 0 0.6 15.6 3
84: inception_4c/pool_proj backward 0 0 15.6 3
85: inception_4c/relu_pool_proj forward 0 0 0 3
85: inception_4c/relu_pool_proj backward 0 0 0 3
86: inception_4c/output forward 0 0 1.0 3
86: inception_4c/output backward 0 0 0 3
87: inception_4c/output_inception_4c/output_0_split forward 0 0 0 3
87: inception_4c/output_inception_4c/output_0_split backward 0 0 0 3
88: inception_4d/1x1 forward 0 0.6 15.6 3
88: inception_4d/1x1 backward 0 0 15.6 3
89: inception_4d/relu_1x1 forward 0 0 1.0 3
89: inception_4d/relu_1x1 backward 0 0 0 3
90: inception_4d/3x3_reduce forward 0 0.5 16.6 3
90: inception_4d/3x3_reduce backward 0 0 15.6 3
91: inception_4d/relu_3x3_reduce forward 0 0 0.5 3
91: inception_4d/relu_3x3_reduce backward 0 0 0 3
93: inception_4d/relu_3x3 forward 0 0.3 15.6 3
93: inception_4d/relu_3x3 backward 0 0 0 3
94: inception_4d/5x5_reduce forward 0 0 2.0 3
94: inception_4d/5x5_reduce backward 0 0 15.6 3
95: inception_4d/relu_5x5_reduce forward 0 0 0 3
95: inception_4d/relu_5x5_reduce backward 0 0 0 3
96: inception_4d/5x5 forward 0 0 15.6 3
96: inception_4d/5x5 backward 0 0 15.6 3
97: inception_4d/relu_5x5 forward 0 0 0 3
97: inception_4d/relu_5x5 backward 0 0 0 3
98: inception_4d/pool backward 0 0 0 3
99: inception_4d/pool_proj forward 0 0 0 3
99: inception_4d/pool_proj backward 0 0 0 3
100: inception_4d/relu_pool_proj forward 0 0 5.0 3
100: inception_4d/relu_pool_proj backward 0 0 0 3
101: inception_4d/output forward 0 0 0 3
101: inception_4d/output backward 0 0 15.6 3
102: inception_4d/output_inception_4d/output_0_split forward 0 0 0 3
102: inception_4d/output_inception_4d/output_0_split backward 0 0 0 3
103: inception_4e/1x1 forward 0 0 15.6 3
103: inception_4e/1x1 backward 0 0 15.6 3
104: inception_4e/relu_1x1 forward 0 0.6 15.6 3
104: inception_4e/relu_1x1 backward 0 0 0 3
105: inception_4e/3x3_reduce forward 0 0 10.0 3
105: inception_4e/3x3_reduce backward 0 0 15.6 3
106: inception_4e/relu_3x3_reduce forward 0 0 15.6 3
106: inception_4e/relu_3x3_reduce backward 0 0 0 3
108: inception_4e/relu_3x3 forward 0 0 0 3
108: inception_4e/relu_3x3 backward 0 0 0 3
109: inception_4e/5x5_reduce forward 0 0.6 15.6 3
109: inception_4e/5x5_reduce backward 0 0 15.6 3
110: inception_4e/relu_5x5_reduce forward 0 0 0 3
110: inception_4e/relu_5x5_reduce backward 0 0 0 3
111: inception_4e/5x5 forward 0 0.2 15.6 3
111: inception_4e/5x5 backward 0 0 15.6 3
112: inception_4e/relu_5x5 forward 0 0 5.0 3
112: inception_4e/relu_5x5 backward 0 0 0 3
113: inception_4e/pool backward 0 0 0 3
114: inception_4e/pool_proj forward 0 0 15.6 3
114: inception_4e/pool_proj backward 0 0 15.6 3
115: inception_4e/relu_pool_proj forward 0 0 0 3
115: inception_4e/relu_pool_proj backward 0 0 0 3
116: inception_4e/output forward 0 0 0 3
116: inception_4e/output backward 0 0 15.6 3
117: pool4/3x3_s2 backward 0 0 0 3
118: pool4/3x3_s2_pool4/3x3_s2_0_split forward 0 0 0 3
118: pool4/3x3_s2_pool4/3x3_s2_0_split backward 0 0 0 3
119: inception_5a/1x1 forward 0 0 15.6 3
119: inception_5a/1x1 backward 0 0 15.6 3
120: inception_5a/relu_1x1 forward 0 0 0 3
120: inception_5a/relu_1x1 backward 0 0 0 3
121: inception_5a/3x3_reduce forward 0 0 15.6 3
121: inception_5a/3x3_reduce backward 0 0 15.6 3
122: inception_5a/relu_3x3_reduce forward 0 0 0 3
122: inception_5a/relu_3x3_reduce backward 0 0 0 3
123: inception_5a/3x3 backward 0 0 15.6 3
124: inception_5a/relu_3x3 forward 0 0 0 3
124: inception_5a/relu_3x3 backward 0 0 0 3
125: inception_5a/5x5_reduce forward 0 0 0 3
125: inception_5a/5x5_reduce backward 0 0 0 3
126: inception_5a/relu_5x5_reduce forward 0 0 0 3
126: inception_5a/relu_5x5_reduce backward 0 0 0 3
127: inception_5a/5x5 forward 0 0 15.6 3
127: inception_5a/5x5 backward 0 0 15.6 3
128: inception_5a/relu_5x5 forward 0 0 0 3
128: inception_5a/relu_5x5 backward 0 0 0 3
129: inception_5a/pool backward 0 0 0 3
130: inception_5a/pool_proj forward 0 0 0 3
130: inception_5a/pool_proj backward 0 0 0 3
131: inception_5a/relu_pool_proj forward 0 0 15.6 3
131: inception_5a/relu_pool_proj backward 0 0 0 3
132: inception_5a/output forward 0 0 0 3
132: inception_5a/output backward 0 0 0 3
133: inception_5a/output_inception_5a/output_0_split forward 0 0 0 3
133: inception_5a/output_inception_5a/output_0_split backward 0 0 0 3
134: inception_5b/1x1 forward 0 0 15.6 3
134: inception_5b/1x1 backward 0 0 15.6 3
135: inception_5b/relu_1x1 forward 0 0 0 3
135: inception_5b/relu_1x1 backward 0 0 0 3
136: inception_5b/3x3_reduce forward 0 0 15.6 3
136: inception_5b/3x3_reduce backward 0 0 0 3
137: inception_5b/relu_3x3_reduce forward 0 0 0 3
137: inception_5b/relu_3x3_reduce backward 0 0 0 3
139: inception_5b/relu_3x3 forward 0 0 0 3
139: inception_5b/relu_3x3 backward 0 0 0 3
140: inception_5b/5x5_reduce forward 0 0 0 3
140: inception_5b/5x5_reduce backward 0 0 0 3
141: inception_5b/relu_5x5_reduce forward 0 0 0 3
141: inception_5b/relu_5x5_reduce backward 0 0 0 3
142: inception_5b/5x5 forward 0 0 15.6 3
142: inception_5b/5x5 backward 0 0 15.6 3
143: inception_5b/relu_5x5 forward 0 0 0 3
143: inception_5b/relu_5x5 backward 0 0 0 3
144: inception_5b/pool backward 0 0 0 3
145: inception_5b/pool_proj forward 0 0 15.6 3
145: inception_5b/pool_proj backward 0 0 0 3
146: inception_5b/relu_pool_proj forward 0 0 0 3
146: inception_5b/relu_pool_proj backward 0 0 0 3
147: inception_5b/output forward 0 0 0 3
147: inception_5b/output backward 0 0 0 3
148: pool5/7x7_s1 forward 0 0 15.6 3
148: pool5/7x7_s1 backward 0 0 0 3
149: pool5/drop_7x7_s1 forward 0 0 0 3
149: pool5/drop_7x7_s1 backward 0 0 0 3
150: loss3/classifier forward 0 0 0 3
150: loss3/classifier backward 0 0 15.6 3
151: prob forward 0 0 0 3
151: prob backward 0 0 0 3
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