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ebbecfa3afd4ee91
Date: 2017-04-23 14:46:08.507438
License:
Module: experiment.bench.caffe
Repo: upload
CID (DOI-like distributed ID): 155b6fa5a4012a93:ebbecfa3afd4ee91

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


DNN engine name: BVLC Caffe framework (cpu)
DNN engine version: trunk-c61d487
DNN engine type:
DNN engine dependencies: cmake=3.7.2
compiler=4.9.x
lib-blas=0.2.19-85636ff
lib-boost=1.62.0
lib-gflags=2.2.0
lib-glog=development-da816ea
lib-opencv=3.2.0
lib-protobuf=3.1.0
lib-protobuf-host=3.1.0
DNN model name: Caffe model (net and weights) (bvlc, googlenet)
DNN model version: trunk
Batch size: 1
Platform: SAMSUNG SM-G930F
OS: Android 6.0.1
CPU: unknown-arm64-v8a
GPU: ARM Mali-T880

Name Direction Min time (ms.): Expected time (ms.): Max time (ms.): Repetitions:
09: conv2/norm2 backward 110.2 111.7 113.3 3
07: conv2/3x3 backward 108.7 118.7 140.5 3
09: conv2/norm2 forward 103.7 104.5 105.3 3
07: conv2/3x3 forward 65.7 74.5 95.8 3
29: inception_3b/3x3_reduce backward 46.1 49.5 56.1 3
99: inception_4d/pool_proj forward 45.8 56.2 74.4 3
31: inception_3b/3x3 backward 44.4 53.9 63.9 3
04: pool1/norm1 backward 40.0 40.0 40.1 3
31: inception_3b/3x3 forward 39.9 44.1 55.3 3
05: conv2/3x3_reduce backward 39.5 42.0 46.9 3
38: inception_3b/pool_proj forward 39.5 39.7 40.2 3
49: inception_4a/5x5_reduce forward 37.5 38.5 39.7 3
33: inception_3b/5x5_reduce forward 37.2 39.3 43.3 3
35: inception_3b/5x5 backward 37.2 37.2 90.8 3
04: pool1/norm1 forward 36.9 37.1 37.8 3
14: inception_3a/3x3_reduce backward 36.7 40.1 43.9 3
84: inception_4c/pool_proj forward 34.8 44.6 65.1 3
01: conv1/7x7_s2 backward 30.8 30.8 98.2 3
16: inception_3a/3x3 forward 29.3 29.3 69.8 3
23: inception_3a/pool_proj backward 28.4 31.4 39.2 3
38: inception_3b/pool_proj backward 28.2 37.3 46.2 3
130: inception_5a/pool_proj forward 28.0 37.6 47.7 3
47: inception_4a/3x3 forward 27.9 28.7 69.7 3
145: inception_5b/pool_proj forward 26.5 31.5 57.6 3
01: conv1/7x7_s2 forward 26.2 29.5 34.7 3
69: inception_4b/pool_proj forward 25.9 42.4 45.8 3
114: inception_4e/pool_proj forward 23.9 23.9 74.3 3
35: inception_3b/5x5 forward 23.7 26.5 35.3 3
12: inception_3a/1x1 forward 23.4 23.4 51.8 3
33: inception_3b/5x5_reduce backward 22.8 28.4 39.2 3
20: inception_3a/5x5 forward 20.6 28.9 40.6 3
77: inception_4c/3x3 backward 20.5 20.7 21.0 3
103: inception_4e/1x1 backward 19.8 21.9 30.4 3
14: inception_3a/3x3_reduce forward 19.7 22.4 27.0 3
88: inception_4d/1x1 backward 19.5 20.0 20.5 3
145: inception_5b/pool_proj backward 19.4 25.9 29.1 3
105: inception_4e/3x3_reduce backward 19.4 21.0 33.7 3
62: inception_4b/3x3 forward 19.1 19.1 41.6 3
119: inception_5a/1x1 forward 19.1 19.6 47.9 3
84: inception_4c/pool_proj backward 18.8 19.3 20.0 3
114: inception_4e/pool_proj backward 18.7 19.1 19.4 3
90: inception_4d/3x3_reduce backward 18.7 20.7 33.5 3
29: inception_3b/3x3_reduce forward 18.5 19.6 20.5 3
130: inception_5a/pool_proj backward 17.4 19.3 29.0 3
43: inception_4a/1x1 forward 17.4 26.5 36.6 3
54: inception_4a/pool_proj forward 17.0 17.0 66.1 3
64: inception_4b/5x5_reduce forward 16.9 16.9 55.9 3
150: loss3/classifier backward 16.8 19.1 25.7 3
92: inception_4d/3x3 backward 16.8 16.8 37.7 3
05: conv2/3x3_reduce forward 16.7 16.7 45.8 3
16: inception_3a/3x3 backward 16.6 16.6 78.3 3
107: inception_4e/3x3 forward 15.7 43.6 45.1 3
18: inception_3a/5x5_reduce forward 15.6 16.5 18.3 3
23: inception_3a/pool_proj forward 15.1 15.8 16.3 3
107: inception_4e/3x3 backward 13.5 13.5 40.1 3
27: inception_3b/1x1 forward 12.1 19.2 20.9 3
92: inception_4d/3x3 forward 12.0 30.2 30.9 3
138: inception_5b/3x3 backward 11.8 11.8 38.4 3
123: inception_5a/3x3 backward 11.1 18.2 19.7 3
119: inception_5a/1x1 backward 11.1 19.1 21.0 3
77: inception_4c/3x3 forward 10.9 10.9 33.3 3
20: inception_3a/5x5 backward 10.9 10.9 92.2 3
142: inception_5b/5x5 backward 10.5 11.2 19.8 3
27: inception_3b/1x1 backward 10.4 10.4 49.4 3
73: inception_4c/1x1 backward 10.1 19.1 20.7 3
121: inception_5a/3x3_reduce backward 10.1 17.3 19.1 3
45: inception_4a/3x3_reduce forward 10.0 10.0 39.8 3
75: inception_4c/3x3_reduce backward 10.0 18.0 19.1 3
134: inception_5b/1x1 backward 9.7 10.0 20.3 3
99: inception_4d/pool_proj backward 9.5 18.0 19.1 3
12: inception_3a/1x1 backward 9.3 9.3 39.5 3
79: inception_4c/5x5_reduce backward 9.2 9.2 20.4 3
69: inception_4b/pool_proj backward 8.9 18.7 19.8 3
136: inception_5b/3x3_reduce backward 7.0 7.0 29.1 3
105: inception_4e/3x3_reduce forward 6.9 6.9 47.8 3
79: inception_4c/5x5_reduce forward 6.1 6.1 45.4 3
138: inception_5b/3x3 forward 5.5 6.3 7.4 3
37: inception_3b/pool forward 5.5 5.5 5.6 3
62: inception_4b/3x3 backward 5.2 5.2 18.9 3
109: inception_4e/5x5_reduce forward 5.0 5.0 22.4 3
03: pool1/3x3_s2 forward 4.9 5.3 5.5 3
113: inception_4e/pool forward 4.3 4.3 4.4 3
94: inception_4d/5x5_reduce forward 4.3 4.3 44.8 3
98: inception_4d/pool forward 4.1 4.2 4.2 3
83: inception_4c/pool forward 4.1 4.1 4.1 3
47: inception_4a/3x3 backward 4.0 4.0 30.3 3
22: inception_3a/pool forward 3.8 3.8 3.9 3
123: inception_5a/3x3 forward 3.7 3.7 41.9 3
10: pool2/3x3_s2 forward 3.6 3.8 3.9 3
68: inception_4b/pool forward 3.5 3.6 3.9 3
150: loss3/classifier forward 3.2 3.2 3.3 3
41: pool3/3x3_s2 forward 3.0 3.1 3.1 3
53: inception_4a/pool forward 2.9 2.9 2.9 3
103: inception_4e/1x1 forward 2.7 2.7 2.8 3
134: inception_5b/1x1 forward 2.6 2.6 4.8 3
111: inception_4e/5x5 forward 2.3 2.3 11.1 3
111: inception_4e/5x5 backward 2.2 2.2 19.4 3
43: inception_4a/1x1 backward 2.1 2.1 10.5 3
117: pool4/3x3_s2 forward 2.0 2.1 2.1 3
58: inception_4b/1x1 backward 2.0 2.0 20.2 3
58: inception_4b/1x1 forward 1.9 1.9 21.5 3
144: inception_5b/pool forward 1.8 1.8 1.9 3
02: conv1/relu_7x7 forward 1.8 2.0 2.1 3
129: inception_5a/pool forward 1.8 1.8 2.0 3
60: inception_4b/3x3_reduce backward 1.7 1.7 29.0 3
96: inception_4d/5x5 backward 1.7 1.7 19.5 3
90: inception_4d/3x3_reduce forward 1.7 1.8 1.8 3
88: inception_4d/1x1 forward 1.6 1.8 2.0 3
60: inception_4b/3x3_reduce forward 1.6 1.6 29.5 3
81: inception_4c/5x5 backward 1.5 1.5 19.7 3
94: inception_4d/5x5_reduce backward 1.5 1.5 20.2 3
73: inception_4c/1x1 forward 1.4 2.2 39.8 3
142: inception_5b/5x5 forward 1.4 1.5 1.7 3
96: inception_4d/5x5 forward 1.4 1.4 20.4 3
45: inception_4a/3x3_reduce backward 1.4 1.4 10.6 3
75: inception_4c/3x3_reduce forward 1.4 1.4 28.9 3
136: inception_5b/3x3_reduce forward 1.3 1.3 15.7 3
125: inception_5a/5x5_reduce forward 1.3 2.2 47.2 3
08: conv2/relu_3x3 forward 1.3 1.3 1.3 3
81: inception_4c/5x5 forward 1.2 1.2 20.1 3
127: inception_5a/5x5 backward 1.1 1.7 29.8 3
121: inception_5a/3x3_reduce forward 1.1 1.1 29.2 3
66: inception_4b/5x5 backward 1.1 1.1 19.9 3
66: inception_4b/5x5 forward 1.1 1.1 40.3 3
51: inception_4a/5x5 forward 1.0 1.0 19.6 3
51: inception_4a/5x5 backward 1.0 1.0 11.1 3
127: inception_5a/5x5 forward 1.0 1.0 43.2 3
18: inception_3a/5x5_reduce backward 1.0 1.0 38.8 3
109: inception_4e/5x5_reduce backward 0.9 0.9 9.8 3
54: inception_4a/pool_proj backward 0.9 0.9 19.3 3
40: inception_3b/output backward 0.8 0.9 1.0 3
64: inception_4b/5x5_reduce backward 0.8 0.8 19.7 3
49: inception_4a/5x5_reduce backward 0.6 0.6 9.5 3
140: inception_5b/5x5_reduce backward 0.6 0.6 10.3 3
125: inception_5a/5x5_reduce backward 0.5 0.5 0.6 3
140: inception_5b/5x5_reduce forward 0.5 0.5 0.7 3
25: inception_3a/output backward 0.5 0.5 0.5 3
06: conv2/relu_3x3_reduce forward 0.4 0.4 0.5 3
116: inception_4e/output backward 0.4 0.4 0.6 3
148: pool5/7x7_s1 forward 0.4 0.4 0.4 3
32: inception_3b/relu_3x3 forward 0.3 0.3 0.4 3
40: inception_3b/output forward 0.3 0.3 0.3 3
101: inception_4d/output backward 0.2 0.3 0.3 3
71: inception_4b/output backward 0.2 0.3 0.3 3
86: inception_4c/output backward 0.2 0.3 0.5 3
17: inception_3a/relu_3x3 forward 0.2 0.2 0.2 3
30: inception_3b/relu_3x3_reduce forward 0.2 0.2 0.2 3
28: inception_3b/relu_1x1 forward 0.2 0.2 0.2 3
56: inception_4a/output backward 0.2 0.2 0.3 3
108: inception_4e/relu_3x3 forward 0.2 0.2 0.2 3
36: inception_3b/relu_5x5 forward 0.2 0.2 0.2 3
93: inception_4d/relu_3x3 forward 0.2 0.2 0.2 3
15: inception_3a/relu_3x3_reduce forward 0.2 0.2 0.2 3
78: inception_4c/relu_3x3 forward 0.1 0.2 0.2 3
104: inception_4e/relu_1x1 forward 0.1 0.1 0.1 3
25: inception_3a/output forward 0.1 0.1 0.1 3
147: inception_5b/output backward 0.1 0.1 0.1 3
63: inception_4b/relu_3x3 forward 0.1 0.1 0.1 3
132: inception_5a/output backward 0.1 0.1 0.3 3
39: inception_3b/relu_pool_proj forward 0.1 0.1 0.1 3
48: inception_4a/relu_3x3 forward 0.1 0.1 0.1 3
116: inception_4e/output forward 0.1 0.1 0.3 3
13: inception_3a/relu_1x1 forward 0 0.1 0.1 3
44: inception_4a/relu_1x1 forward 0 0 0 3
106: inception_4e/relu_3x3_reduce forward 0 0 0 3
112: inception_4e/relu_5x5 forward 0 0 0 3
151: prob forward 0 0 0 3
59: inception_4b/relu_1x1 forward 0 0 0 3
91: inception_4d/relu_3x3_reduce forward 0 0 0 3
74: inception_4c/relu_1x1 forward 0 0 0.3 3
139: inception_5b/relu_3x3 forward 0 0 0 3
76: inception_4c/relu_3x3_reduce forward 0 0 0.3 3
115: inception_4e/relu_pool_proj forward 0 0 0.3 3
89: inception_4d/relu_1x1 forward 0 0 0 3
101: inception_4d/output forward 0 0 0 3
21: inception_3a/relu_5x5 forward 0 0 0 3
71: inception_4b/output forward 0 0 0.3 3
86: inception_4c/output forward 0 0 0 3
34: inception_3b/relu_5x5_reduce forward 0 0 0.3 3
135: inception_5b/relu_1x1 forward 0 0 0 3
56: inception_4a/output forward 0 0 0.2 3
61: inception_4b/relu_3x3_reduce forward 0 0 0 3
124: inception_5a/relu_3x3 forward 0 0 0 3
24: inception_3a/relu_pool_proj forward 0 0 0 3
46: inception_4a/relu_3x3_reduce forward 0 0 0 3
82: inception_4c/relu_5x5 forward 0 0 0 3
67: inception_4b/relu_5x5 forward 0 0 0.1 3
97: inception_4d/relu_5x5 forward 0 0 0 3
120: inception_5a/relu_1x1 forward 0 0 0.1 3
151: prob backward 0 0 0 3
70: inception_4b/relu_pool_proj forward 0 0 0.1 3
85: inception_4c/relu_pool_proj forward 0 0 0 3
100: inception_4d/relu_pool_proj forward 0 0 0 3
147: inception_5b/output forward 0 0 0 3
55: inception_4a/relu_pool_proj forward 0 0 0.1 3
19: inception_3a/relu_5x5_reduce forward 0 0 0 3
52: inception_4a/relu_5x5 forward 0 0 0 3
128: inception_5a/relu_5x5 forward 0 0 0 3
137: inception_5b/relu_3x3_reduce forward 0 0 0 3
132: inception_5a/output forward 0 0 0 3
122: inception_5a/relu_3x3_reduce 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
110: inception_4e/relu_5x5_reduce forward 0 0 0 3
131: inception_5a/relu_pool_proj forward 0 0 0 3
95: inception_4d/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
50: inception_4a/relu_5x5_reduce forward 0 0 0 3
141: inception_5b/relu_5x5_reduce forward 0 0 0 3
37: inception_3b/pool backward 0 0 0 3
126: inception_5a/relu_5x5_reduce forward 0 0 0 3
03: pool1/3x3_s2 backward 0 0 0 3
11: pool2/3x3_s2_pool2/3x3_s2_0_split forward 0 0 0 3
72: inception_4b/output_inception_4b/output_0_split forward 0 0 0 3
22: inception_3a/pool backward 0 0 0 3
26: inception_3a/output_inception_3a/output_0_split forward 0 0 0 3
42: pool3/3x3_s2_pool3/3x3_s2_0_split forward 0 0 0 3
53: inception_4a/pool backward 0 0 0 3
57: inception_4a/output_inception_4a/output_0_split forward 0 0 0 3
68: inception_4b/pool backward 0 0 0 3
83: inception_4c/pool backward 0 0 0 3
87: inception_4c/output_inception_4c/output_0_split forward 0 0 0 3
102: inception_4d/output_inception_4d/output_0_split forward 0 0 0 3
113: inception_4e/pool backward 0 0 0 3
118: pool4/3x3_s2_pool4/3x3_s2_0_split forward 0 0 0 3
133: inception_5a/output_inception_5a/output_0_split forward 0 0 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 backward 0 0 0 3
15: inception_3a/relu_3x3_reduce backward 0 0 0 3
30: inception_3b/relu_3x3_reduce backward 0 0 0 3
41: pool3/3x3_s2 backward 0 0 0 3
76: inception_4c/relu_3x3_reduce backward 0 0 0 3
98: inception_4d/pool backward 0 0 0 3
117: pool4/3x3_s2 backward 0 0 0 3
129: inception_5a/pool 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
00: input forward 0 0 0 3
00: input backward 0 0 0 3
13: inception_3a/relu_1x1 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
32: inception_3b/relu_3x3 backward 0 0 0 3
34: inception_3b/relu_5x5_reduce backward 0 0 0 3
36: inception_3b/relu_5x5 backward 0 0 0 3
42: pool3/3x3_s2_pool3/3x3_s2_0_split backward 0 0 0 3
46: inception_4a/relu_3x3_reduce backward 0 0 0 3
48: inception_4a/relu_3x3 backward 0 0 0 3
50: inception_4a/relu_5x5_reduce backward 0 0 0 3
52: inception_4a/relu_5x5 backward 0 0 0 3
57: inception_4a/output_inception_4a/output_0_split backward 0 0 0 3
59: inception_4b/relu_1x1 backward 0 0 0 3
61: inception_4b/relu_3x3_reduce backward 0 0 0 3
72: inception_4b/output_inception_4b/output_0_split backward 0 0 0 3
78: inception_4c/relu_3x3 backward 0 0 0 3
85: inception_4c/relu_pool_proj backward 0 0 0 3
87: inception_4c/output_inception_4c/output_0_split backward 0 0 0 3
89: inception_4d/relu_1x1 backward 0 0 0 3
91: inception_4d/relu_3x3_reduce backward 0 0 0 3
100: inception_4d/relu_pool_proj backward 0 0 0 3
102: inception_4d/output_inception_4d/output_0_split backward 0 0 0 3
104: inception_4e/relu_1x1 backward 0 0 0 3
106: inception_4e/relu_3x3_reduce 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
118: pool4/3x3_s2_pool4/3x3_s2_0_split backward 0 0 0 3
122: inception_5a/relu_3x3_reduce backward 0 0 0 3
131: inception_5a/relu_pool_proj backward 0 0 0 3
133: inception_5a/output_inception_5a/output_0_split backward 0 0 0 3
137: inception_5b/relu_3x3_reduce backward 0 0 0 3
144: inception_5b/pool backward 0 0 0 3
02: conv1/relu_7x7 backward 0 0 0 3
17: inception_3a/relu_3x3 backward 0 0 0 3
19: inception_3a/relu_5x5_reduce backward 0 0 0 3
21: inception_3a/relu_5x5 backward 0 0 0 3
24: inception_3a/relu_pool_proj backward 0 0 0 3
39: inception_3b/relu_pool_proj backward 0 0 0 3
44: inception_4a/relu_1x1 backward 0 0 0 3
55: inception_4a/relu_pool_proj backward 0 0 0 3
63: inception_4b/relu_3x3 backward 0 0 0 3
65: inception_4b/relu_5x5_reduce backward 0 0 0 3
67: inception_4b/relu_5x5 backward 0 0 0 3
70: inception_4b/relu_pool_proj backward 0 0 0 3
74: inception_4c/relu_1x1 backward 0 0 0 3
80: inception_4c/relu_5x5_reduce backward 0 0 0 3
82: inception_4c/relu_5x5 backward 0 0 0 3
93: inception_4d/relu_3x3 backward 0 0 0 3
95: inception_4d/relu_5x5_reduce backward 0 0 0 3
97: inception_4d/relu_5x5 backward 0 0 0.4 3
110: inception_4e/relu_5x5_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
126: inception_5a/relu_5x5_reduce backward 0 0 0 3
128: inception_5a/relu_5x5 backward 0 0 0 3
135: inception_5b/relu_1x1 backward 0 0 0 3
139: inception_5b/relu_3x3 backward 0 0 0 3
141: inception_5b/relu_5x5_reduce backward 0 0 0 3
143: inception_5b/relu_5x5 backward 0 0 0 3
146: inception_5b/relu_pool_proj backward 0 0 0 3
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