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84b327181cecb404
Date: 2017-04-23 23:45:29.702337
License:
Module: experiment.bench.dnn
Repo: upload
CID (DOI-like distributed ID): 1eb2f50d4620903e:84b327181cecb404

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: cpu
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: 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:
09: conv2/norm2 backward 19.0 19.7 20.0 3
07: conv2/3x3 forward 15.0 15.0 37.0 3
07: conv2/3x3 backward 15.0 15.9 18.0 3
09: conv2/norm2 forward 13.0 15.4 19.0 3
01: conv1/7x7_s2 backward 11.0 12.0 13.0 3
01: conv1/7x7_s2 forward 10.0 10.2 18.0 3
31: inception_3b/3x3 backward 8.0 9.2 11.0 3
31: inception_3b/3x3 forward 7.5 7.8 8.0 3
03: pool1/3x3_s2 forward 7.0 7.6 11.0 3
37: inception_3b/pool forward 7.0 7.0 7.0 3
04: pool1/norm1 backward 6.0 6.4 7.5 3
98: inception_4d/pool forward 5.0 5.2 5.5 3
22: inception_3a/pool forward 5.0 5.5 6.0 3
83: inception_4c/pool forward 5.0 5.5 6.0 3
16: inception_3a/3x3 backward 5.0 5.9 9.0 3
113: inception_4e/pool forward 5.0 6.0 7.0 3
10: pool2/3x3_s2 forward 5.0 5.9 9.0 3
16: inception_3a/3x3 forward 5.0 5.0 12.5 3
68: inception_4b/pool forward 4.0 4.5 5.0 3
92: inception_4d/3x3 backward 4.0 4.0 11.5 3
107: inception_4e/3x3 forward 4.0 4.7 5.0 3
04: pool1/norm1 forward 4.0 4.4 6.0 3
35: inception_3b/5x5 forward 4.0 4.6 8.0 3
107: inception_4e/3x3 backward 4.0 4.0 7.5 3
41: pool3/3x3_s2 forward 4.0 4.3 6.5 3
35: inception_3b/5x5 backward 3.5 4.1 5.0 3
92: inception_4d/3x3 forward 3.5 4.1 5.0 3
150: loss3/classifier backward 3.0 3.5 4.0 3
144: inception_5b/pool forward 3.0 3.0 3.0 3
53: inception_4a/pool forward 3.0 3.3 4.0 3
77: inception_4c/3x3 forward 3.0 3.2 5.0 3
62: inception_4b/3x3 forward 3.0 3.2 3.5 3
138: inception_5b/3x3 backward 3.0 3.0 8.5 3
77: inception_4c/3x3 backward 3.0 3.0 7.0 3
62: inception_4b/3x3 backward 2.5 2.8 3.0 3
117: pool4/3x3_s2 forward 2.5 2.8 3.0 3
08: conv2/relu_3x3 forward 2.0 2.7 3.0 3
150: loss3/classifier forward 2.0 2.9 3.5 3
123: inception_5a/3x3 backward 2.0 2.2 2.5 3
129: inception_5a/pool forward 2.0 2.8 3.0 3
138: inception_5b/3x3 forward 2.0 2.0 12.0 3
29: inception_3b/3x3_reduce backward 2.0 2.0 2.0 3
123: inception_5a/3x3 forward 2.0 2.0 6.5 3
47: inception_4a/3x3 forward 2.0 2.2 2.5 3
47: inception_4a/3x3 backward 2.0 2.1 3.5 3
02: conv1/relu_7x7 forward 2.0 2.1 2.5 3
103: inception_4e/1x1 backward 2.0 2.0 7.5 3
99: inception_4d/pool_proj backward 1.0 1.0 3.0 3
105: inception_4e/3x3_reduce backward 1.0 1.0 2.5 3
134: inception_5b/1x1 backward 1.0 1.0 2.0 3
38: inception_3b/pool_proj forward 1.0 1.0 1.0 3
81: inception_4c/5x5 forward 1.0 1.0 1.0 3
111: inception_4e/5x5 forward 1.0 1.1 1.5 3
05: conv2/3x3_reduce backward 1.0 1.1 1.5 3
20: inception_3a/5x5 backward 1.0 1.5 2.0 3
33: inception_3b/5x5_reduce backward 1.0 1.0 1.0 3
60: inception_4b/3x3_reduce backward 1.0 1.0 1.0 3
73: inception_4c/1x1 backward 1.0 1.0 1.0 3
88: inception_4d/1x1 backward 1.0 1.1 1.5 3
111: inception_4e/5x5 backward 1.0 1.0 3.5 3
116: inception_4e/output backward 1.0 1.0 2.0 3
148: pool5/7x7_s1 forward 1.0 1.1 1.5 3
27: inception_3b/1x1 backward 1.0 1.1 1.5 3
38: inception_3b/pool_proj backward 1.0 1.1 1.5 3
58: inception_4b/1x1 backward 1.0 1.0 1.0 3
66: inception_4b/5x5 backward 1.0 1.0 1.0 3
75: inception_4c/3x3_reduce backward 1.0 1.1 1.5 3
90: inception_4d/3x3_reduce backward 1.0 1.0 4.0 3
96: inception_4d/5x5 forward 1.0 1.0 3.5 3
127: inception_5a/5x5 forward 1.0 1.0 2.5 3
134: inception_5b/1x1 forward 1.0 1.0 2.5 3
136: inception_5b/3x3_reduce forward 1.0 1.0 1.0 3
14: inception_3a/3x3_reduce backward 1.0 1.0 1.0 3
20: inception_3a/5x5 forward 1.0 1.0 2.5 3
54: inception_4a/pool_proj forward 1.0 1.0 1.0 3
119: inception_5a/1x1 backward 1.0 1.0 1.0 3
142: inception_5b/5x5 backward 1.0 1.0 1.0 3
43: inception_4a/1x1 forward 1.0 1.5 2.0 3
103: inception_4e/1x1 forward 1.0 1.0 1.0 3
130: inception_5a/pool_proj backward 1.0 1.1 1.5 3
136: inception_5b/3x3_reduce backward 1.0 1.0 2.0 3
43: inception_4a/1x1 backward 1.0 1.5 2.0 3
84: inception_4c/pool_proj backward 1.0 1.0 1.0 3
69: inception_4b/pool_proj backward 1.0 1.0 1.0 3
96: inception_4d/5x5 backward 1.0 1.0 3.0 3
12: inception_3a/1x1 forward 1.0 1.0 1.0 3
27: inception_3b/1x1 forward 1.0 1.1 1.5 3
119: inception_5a/1x1 forward 1.0 1.0 1.0 3
05: conv2/3x3_reduce forward 1.0 1.0 1.0 3
12: inception_3a/1x1 backward 1.0 1.0 1.0 3
29: inception_3b/3x3_reduce forward 1.0 1.0 1.0 3
114: inception_4e/pool_proj backward 1.0 1.0 2.5 3
25: inception_3a/output backward 0.5 1.0 1.0 3
28: inception_3b/relu_1x1 forward 0.5 1.0 1.0 3
54: inception_4a/pool_proj backward 0.5 1.0 1.0 3
51: inception_4a/5x5 forward 0.5 1.0 1.0 3
105: inception_4e/3x3_reduce forward 0.5 1.0 1.0 3
125: inception_5a/5x5_reduce backward 0.5 1.0 1.0 3
130: inception_5a/pool_proj forward 0.5 1.0 1.0 3
114: inception_4e/pool_proj forward 0.5 0.9 1.0 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 1.0 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
13: inception_3a/relu_1x1 forward 0 0 0 3
13: inception_3a/relu_1x1 backward 0 0 0 3
14: inception_3a/3x3_reduce forward 0 0 1.5 3
15: inception_3a/relu_3x3_reduce forward 0 0 1.0 3
15: inception_3a/relu_3x3_reduce backward 0 0 0 3
17: inception_3a/relu_3x3 forward 0 0 0.5 3
17: inception_3a/relu_3x3 backward 0 0 0 3
18: inception_3a/5x5_reduce forward 0 0 1.0 3
18: inception_3a/5x5_reduce backward 0 0 1.0 3
19: inception_3a/relu_5x5_reduce forward 0 0 1.0 3
19: inception_3a/relu_5x5_reduce backward 0 0 0 3
21: inception_3a/relu_5x5 forward 0 0 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 1.0 3
23: inception_3a/pool_proj backward 0 0 1.0 3
24: inception_3a/relu_pool_proj forward 0 0 0.5 3
24: inception_3a/relu_pool_proj backward 0 0 0 3
25: inception_3a/output forward 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 backward 0 0 0 3
30: inception_3b/relu_3x3_reduce forward 0 0 0.5 3
30: inception_3b/relu_3x3_reduce backward 0 0 0 3
32: inception_3b/relu_3x3 forward 0 0 1.0 3
32: inception_3b/relu_3x3 backward 0 0 0 3
33: inception_3b/5x5_reduce forward 0 0 1.0 3
34: inception_3b/relu_5x5_reduce forward 0 0 0 3
34: inception_3b/relu_5x5_reduce backward 0 0 0 3
36: inception_3b/relu_5x5 forward 0 0 0.5 3
36: inception_3b/relu_5x5 backward 0 0 0 3
37: inception_3b/pool backward 0 0 0 3
39: inception_3b/relu_pool_proj forward 0 0 0 3
39: inception_3b/relu_pool_proj backward 0 0 0 3
40: inception_3b/output forward 0 0 1.0 3
40: inception_3b/output backward 0 0 1.0 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
44: inception_4a/relu_1x1 forward 0 0 0 3
44: inception_4a/relu_1x1 backward 0 0 0 3
45: inception_4a/3x3_reduce forward 0 0 0.5 3
45: inception_4a/3x3_reduce backward 0 0 1.0 3
46: inception_4a/relu_3x3_reduce forward 0 0 0 3
46: inception_4a/relu_3x3_reduce backward 0 0 0 3
48: inception_4a/relu_3x3 forward 0 0 0 3
48: inception_4a/relu_3x3 backward 0 0 0 3
49: inception_4a/5x5_reduce forward 0 0 0.5 3
49: inception_4a/5x5_reduce backward 0 0 1.0 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 backward 0 0 1.5 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
55: inception_4a/relu_pool_proj forward 0 0 0 3
55: inception_4a/relu_pool_proj backward 0 0 0 3
56: inception_4a/output forward 0 0 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 2.5 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 forward 0 0 1.0 3
61: inception_4b/relu_3x3_reduce forward 0 0 0 3
61: inception_4b/relu_3x3_reduce backward 0 0 0 3
63: inception_4b/relu_3x3 forward 0 0 0 3
63: inception_4b/relu_3x3 backward 0 0 0 3
64: inception_4b/5x5_reduce forward 0 0 1.0 3
64: inception_4b/5x5_reduce backward 0 0 1.0 3
65: inception_4b/relu_5x5_reduce forward 0 0 0 3
65: inception_4b/relu_5x5_reduce backward 0 0 0 3
66: inception_4b/5x5 forward 0 0 1.0 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 1.0 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 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 1.0 3
74: inception_4c/relu_1x1 forward 0 0 0 3
74: inception_4c/relu_1x1 backward 0 0 0 3
75: inception_4c/3x3_reduce forward 0 0 1.0 3
76: inception_4c/relu_3x3_reduce forward 0 0 0 3
76: inception_4c/relu_3x3_reduce backward 0 0 0 3
78: inception_4c/relu_3x3 forward 0 0 0 3
78: inception_4c/relu_3x3 backward 0 0 0 3
79: inception_4c/5x5_reduce forward 0 0 0.5 3
79: inception_4c/5x5_reduce backward 0 0 1.0 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 backward 0 0 1.0 3
82: inception_4c/relu_5x5 forward 0 0 0 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 1.0 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 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 1.0 3
89: inception_4d/relu_1x1 forward 0 0 0 3
89: inception_4d/relu_1x1 backward 0 0 0 3
90: inception_4d/3x3_reduce forward 0 0 1.0 3
91: inception_4d/relu_3x3_reduce forward 0 0 0 3
91: inception_4d/relu_3x3_reduce backward 0 0 0 3
93: inception_4d/relu_3x3 forward 0 0 0.5 3
93: inception_4d/relu_3x3 backward 0 0 0 3
94: inception_4d/5x5_reduce forward 0 0 0.5 3
94: inception_4d/5x5_reduce backward 0 0 0.5 3
95: inception_4d/relu_5x5_reduce forward 0 0 0 3
95: inception_4d/relu_5x5_reduce backward 0 0 0 3
97: inception_4d/relu_5x5 forward 0 0 0.5 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 1.0 3
100: inception_4d/relu_pool_proj forward 0 0 0.5 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 0.5 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
104: inception_4e/relu_1x1 forward 0 0 0 3
104: inception_4e/relu_1x1 backward 0 0 0 3
106: inception_4e/relu_3x3_reduce forward 0 0 0 3
106: inception_4e/relu_3x3_reduce backward 0 0 0 3
108: inception_4e/relu_3x3 forward 0 0 0.5 3
108: inception_4e/relu_3x3 backward 0 0 0 3
109: inception_4e/5x5_reduce forward 0 0 1.0 3
109: inception_4e/5x5_reduce backward 0 0 0.5 3
110: inception_4e/relu_5x5_reduce forward 0 0 0 3
110: inception_4e/relu_5x5_reduce backward 0 0 0 3
112: inception_4e/relu_5x5 forward 0 0 1.0 3
112: inception_4e/relu_5x5 backward 0 0 0 3
113: inception_4e/pool backward 0 0 0 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 0.5 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
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 1.0 3
121: inception_5a/3x3_reduce backward 0 0 1.0 3
122: inception_5a/relu_3x3_reduce forward 0 0 1.0 3
122: inception_5a/relu_3x3_reduce backward 0 0 0 3
124: inception_5a/relu_3x3 forward 0 0 0.5 3
124: inception_5a/relu_3x3 backward 0 0 0 3
125: inception_5a/5x5_reduce forward 0 0 0.5 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 backward 0 0 0.5 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
131: inception_5a/relu_pool_proj forward 0 0 0 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
135: inception_5b/relu_1x1 forward 0 0 0 3
135: inception_5b/relu_1x1 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 0.5 3
139: inception_5b/relu_3x3 backward 0 0 0 3
140: inception_5b/5x5_reduce forward 0 0 1.0 3
140: inception_5b/5x5_reduce backward 0 0 0.5 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 1.5 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 3.5 3
145: inception_5b/pool_proj backward 0 0 1.0 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 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
151: prob forward 0 0 0 3
151: prob backward 0 0 0 3
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