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bb7de095b1ea4754
Date: 2017-04-24 06:22:52.189633
License:
Module: experiment.bench.dnn
Repo: upload
CID (DOI-like distributed ID): 1eb2f50d4620903e:bb7de095b1ea4754

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) (resnet, resnet50)
DNN model version: deploy
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:
01: conv1 forward 15.6 15.6 15.6 3
28: res2b_branch2b backward 15.6 15.6 15.6 3
243: fc1000 backward 15.6 15.6 15.6 3
14: res2a_branch2b backward 15.6 15.6 15.6 3
00: input forward 0 0 0 3
00: input backward 0 0 0 3
01: conv1 backward 0 0 15.6 3
02: bn_conv1 forward 0 0 15.6 3
02: bn_conv1 backward 0 0 15.6 3
03: scale_conv1 forward 0 0 0 3
03: scale_conv1 backward 0 0 0 3
04: conv1_relu forward 0 0 0 3
04: conv1_relu backward 0 0 0 3
05: pool1 forward 0 0 15.6 3
05: pool1 backward 0 0 0 3
06: pool1_pool1_0_split forward 0 0 0 3
06: pool1_pool1_0_split backward 0 0 0 3
07: res2a_branch1 forward 0 0 0 3
07: res2a_branch1 backward 0 0 15.6 3
08: bn2a_branch1 forward 0 0 15.6 3
08: bn2a_branch1 backward 0 0 15.6 3
09: scale2a_branch1 forward 0 0 0 3
09: scale2a_branch1 backward 0 0 0 3
10: res2a_branch2a forward 0 0 15.6 3
10: res2a_branch2a backward 0 0 0 3
11: bn2a_branch2a forward 0 0 0 3
11: bn2a_branch2a backward 0 0 0 3
12: scale2a_branch2a forward 0 0 0 3
12: scale2a_branch2a backward 0 0 0 3
13: res2a_branch2a_relu forward 0 0 0 3
13: res2a_branch2a_relu backward 0 0 0 3
14: res2a_branch2b forward 0 0 15.6 3
15: bn2a_branch2b forward 0 0 15.6 3
15: bn2a_branch2b backward 0 0 0 3
16: scale2a_branch2b forward 0 0 0 3
16: scale2a_branch2b backward 0 0 0 3
17: res2a_branch2b_relu forward 0 0 0 3
17: res2a_branch2b_relu backward 0 0 0 3
18: res2a_branch2c forward 0 0 0 3
18: res2a_branch2c backward 0 0 0 3
19: bn2a_branch2c forward 0 0 0 3
19: bn2a_branch2c backward 0 0 0 3
20: scale2a_branch2c forward 0 0 15.6 3
20: scale2a_branch2c backward 0 0 15.6 3
21: res2a forward 0 0 0 3
21: res2a backward 0 0 15.6 3
22: res2a_relu forward 0 0 15.6 3
22: res2a_relu backward 0 0 0 3
23: res2a_res2a_relu_0_split forward 0 0 0 3
23: res2a_res2a_relu_0_split backward 0 0 0 3
24: res2b_branch2a forward 0 0 15.6 3
24: res2b_branch2a backward 0 0 0 3
25: bn2b_branch2a forward 0 0 0 3
25: bn2b_branch2a backward 0 0 0 3
26: scale2b_branch2a forward 0 0 0 3
26: scale2b_branch2a backward 0 0 0 3
27: res2b_branch2a_relu forward 0 0 0 3
27: res2b_branch2a_relu backward 0 0 0 3
28: res2b_branch2b forward 0 0 15.6 3
29: bn2b_branch2b forward 0 0 0 3
29: bn2b_branch2b backward 0 0 0 3
30: scale2b_branch2b forward 0 0 0 3
30: scale2b_branch2b backward 0 0 0 3
31: res2b_branch2b_relu forward 0 0 15.6 3
31: res2b_branch2b_relu backward 0 0 0 3
32: res2b_branch2c forward 0 0 0 3
32: res2b_branch2c backward 0 0 0 3
33: bn2b_branch2c forward 0 0 15.6 3
33: bn2b_branch2c backward 0 0 0 3
34: scale2b_branch2c forward 0 0 0 3
34: scale2b_branch2c backward 0 0 15.6 3
35: res2b forward 0 0 15.6 3
35: res2b backward 0 0 15.6 3
36: res2b_relu forward 0 0 15.6 3
36: res2b_relu backward 0 0 0 3
37: res2b_res2b_relu_0_split forward 0 0 0 3
37: res2b_res2b_relu_0_split backward 0 0 0 3
38: res2c_branch2a forward 0 0 0 3
38: res2c_branch2a backward 0 0 15.6 3
39: bn2c_branch2a forward 0 0 0 3
39: bn2c_branch2a backward 0 0 0 3
40: scale2c_branch2a forward 0 0 0 3
40: scale2c_branch2a backward 0 0 0 3
41: res2c_branch2a_relu forward 0 0 0 3
41: res2c_branch2a_relu backward 0 0 0 3
42: res2c_branch2b forward 0 0 15.6 3
42: res2c_branch2b backward 0 0 15.6 3
43: bn2c_branch2b forward 0 0 0 3
43: bn2c_branch2b backward 0 0 15.6 3
44: scale2c_branch2b forward 0 0 15.6 3
44: scale2c_branch2b backward 0 0 0 3
45: res2c_branch2b_relu forward 0 0 0 3
45: res2c_branch2b_relu backward 0 0 0 3
46: res2c_branch2c forward 0 0 0 3
46: res2c_branch2c backward 0 0 0 3
47: bn2c_branch2c forward 0 0 15.6 3
47: bn2c_branch2c backward 0 0 15.6 3
48: scale2c_branch2c forward 0 0 15.6 3
48: scale2c_branch2c backward 0 0 0 3
49: res2c forward 0 0 0 3
49: res2c backward 0 0 15.6 3
50: res2c_relu forward 0 0 15.6 3
50: res2c_relu backward 0 0 0 3
51: res2c_res2c_relu_0_split forward 0 0 0 3
51: res2c_res2c_relu_0_split backward 0 0 0 3
52: res3a_branch1 forward 0 0 0 3
52: res3a_branch1 backward 0 0 0 3
53: bn3a_branch1 forward 0 0 15.6 3
53: bn3a_branch1 backward 0 0 0 3
54: scale3a_branch1 forward 0 0 0 3
54: scale3a_branch1 backward 0 0 15.6 3
55: res3a_branch2a forward 0 0 15.6 3
55: res3a_branch2a backward 0 0 0 3
56: bn3a_branch2a forward 0 0 0 3
56: bn3a_branch2a backward 0 0 15.6 3
57: scale3a_branch2a forward 0 0 0 3
57: scale3a_branch2a backward 0 0 0 3
58: res3a_branch2a_relu forward 0 0 0 3
58: res3a_branch2a_relu backward 0 0 0 3
59: res3a_branch2b forward 0 0 15.6 3
59: res3a_branch2b backward 0 0 15.6 3
60: bn3a_branch2b forward 0 0 0 3
60: bn3a_branch2b backward 0 0 0 3
61: scale3a_branch2b forward 0 0 0 3
61: scale3a_branch2b backward 0 0 0 3
62: res3a_branch2b_relu forward 0 0 0 3
62: res3a_branch2b_relu backward 0 0 0 3
63: res3a_branch2c forward 0 0 15.6 3
63: res3a_branch2c backward 0 0 15.6 3
64: bn3a_branch2c forward 0 0 0 3
64: bn3a_branch2c backward 0 0 0 3
65: scale3a_branch2c forward 0 0 0 3
65: scale3a_branch2c backward 0 0 15.6 3
66: res3a forward 0 0 15.6 3
66: res3a backward 0 0 0 3
67: res3a_relu forward 0 0 0 3
67: res3a_relu backward 0 0 0 3
68: res3a_res3a_relu_0_split forward 0 0 0 3
68: res3a_res3a_relu_0_split backward 0 0 0 3
69: res3b_branch2a forward 0 0 0 3
69: res3b_branch2a backward 0 0 15.6 3
70: bn3b_branch2a forward 0 0 0 3
70: bn3b_branch2a backward 0 0 0 3
71: scale3b_branch2a forward 0 0 0 3
71: scale3b_branch2a backward 0 0 0 3
72: res3b_branch2a_relu forward 0 0 0 3
72: res3b_branch2a_relu backward 0 0 0 3
73: res3b_branch2b forward 0 0 15.6 3
73: res3b_branch2b backward 0 0 15.6 3
74: bn3b_branch2b forward 0 0 0 3
74: bn3b_branch2b backward 0 0 0 3
75: scale3b_branch2b forward 0 0 0 3
75: scale3b_branch2b backward 0 0 0 3
76: res3b_branch2b_relu forward 0 0 0 3
76: res3b_branch2b_relu backward 0 0 0 3
77: res3b_branch2c forward 0 0 0 3
77: res3b_branch2c backward 0 0 15.6 3
78: bn3b_branch2c forward 0 0 15.6 3
78: bn3b_branch2c backward 0 0 0 3
79: scale3b_branch2c forward 0 0 0 3
79: scale3b_branch2c backward 0 0 15.6 3
80: res3b forward 0 0 0 3
80: res3b backward 0 0 0 3
81: res3b_relu forward 0 0 0 3
81: res3b_relu backward 0 0 0 3
82: res3b_res3b_relu_0_split forward 0 0 0 3
82: res3b_res3b_relu_0_split backward 0 0 0 3
83: res3c_branch2a forward 0 0 15.6 3
83: res3c_branch2a backward 0 0 0 3
84: bn3c_branch2a forward 0 0 0 3
84: bn3c_branch2a backward 0 0 0 3
85: scale3c_branch2a forward 0 0 0 3
85: scale3c_branch2a backward 0 0 0 3
86: res3c_branch2a_relu forward 0 0 0 3
86: res3c_branch2a_relu backward 0 0 0 3
87: res3c_branch2b forward 0 0 15.6 3
87: res3c_branch2b backward 0 0 15.6 3
88: bn3c_branch2b forward 0 0 0 3
88: bn3c_branch2b backward 0 0 0 3
89: scale3c_branch2b forward 0 0 0 3
89: scale3c_branch2b backward 0 0 0 3
90: res3c_branch2b_relu forward 0 0 0 3
90: res3c_branch2b_relu backward 0 0 0 3
91: res3c_branch2c forward 0 0 0 3
91: res3c_branch2c backward 0 0 15.6 3
92: bn3c_branch2c forward 0 0 15.6 3
92: bn3c_branch2c backward 0 0 0 3
93: scale3c_branch2c forward 0 0 0 3
93: scale3c_branch2c backward 0 0 0 3
94: res3c forward 0 0 0 3
94: res3c backward 0 0 0 3
95: res3c_relu forward 0 0 15.6 3
95: res3c_relu backward 0 0 0 3
96: res3c_res3c_relu_0_split forward 0 0 0 3
96: res3c_res3c_relu_0_split backward 0 0 0 3
97: res3d_branch2a forward 0 0 0 3
97: res3d_branch2a backward 0 0 15.6 3
98: bn3d_branch2a forward 0 0 0 3
98: bn3d_branch2a backward 0 0 0 3
99: scale3d_branch2a forward 0 0 0 3
99: scale3d_branch2a backward 0 0 0 3
100: res3d_branch2a_relu forward 0 0 0 3
100: res3d_branch2a_relu backward 0 0 0 3
101: res3d_branch2b forward 0 0 15.6 3
101: res3d_branch2b backward 0 0 15.6 3
102: bn3d_branch2b forward 0 0 0 3
102: bn3d_branch2b backward 0 0 0 3
103: scale3d_branch2b forward 0 0 0 3
103: scale3d_branch2b backward 0 0 0 3
104: res3d_branch2b_relu forward 0 0 0 3
104: res3d_branch2b_relu backward 0 0 0 3
105: res3d_branch2c forward 0 0 15.6 3
105: res3d_branch2c backward 0 0 15.6 3
106: bn3d_branch2c forward 0 0 0 3
106: bn3d_branch2c backward 0 0 0 3
107: scale3d_branch2c forward 0 0 0 3
107: scale3d_branch2c backward 0 0 15.6 3
108: res3d forward 0 0 0 3
108: res3d backward 0 0 0 3
109: res3d_relu forward 0 0 0 3
109: res3d_relu backward 0 0 0 3
110: res3d_res3d_relu_0_split forward 0 0 0 3
110: res3d_res3d_relu_0_split backward 0 0 0 3
111: res4a_branch1 forward 0 0 15.6 3
111: res4a_branch1 backward 0 0 0 3
112: bn4a_branch1 forward 0 0 0 3
112: bn4a_branch1 backward 0 0 0 3
113: scale4a_branch1 forward 0 0 0 3
113: scale4a_branch1 backward 0 0 15.6 3
114: res4a_branch2a forward 0 0 0 3
114: res4a_branch2a backward 0 0 15.6 3
115: bn4a_branch2a forward 0 0 0 3
115: bn4a_branch2a backward 0 0 0 3
116: scale4a_branch2a forward 0 0 0 3
116: scale4a_branch2a backward 0 0 0 3
117: res4a_branch2a_relu forward 0 0 0 3
117: res4a_branch2a_relu backward 0 0 0 3
118: res4a_branch2b forward 0 0 15.6 3
118: res4a_branch2b backward 0 0 15.6 3
119: bn4a_branch2b forward 0 0 0 3
119: bn4a_branch2b backward 0 0 0 3
120: scale4a_branch2b forward 0 0 0 3
120: scale4a_branch2b backward 0 0 0 3
121: res4a_branch2b_relu forward 0 0 0 3
121: res4a_branch2b_relu backward 0 0 0 3
122: res4a_branch2c forward 0 0 0 3
122: res4a_branch2c backward 0 0 0 3
123: bn4a_branch2c forward 0 0 0 3
123: bn4a_branch2c backward 0 0 0 3
124: scale4a_branch2c forward 0 0 0 3
124: scale4a_branch2c backward 0 0 0 3
125: res4a forward 0 0 0 3
125: res4a backward 0 0 0 3
126: res4a_relu forward 0 0 15.6 3
126: res4a_relu backward 0 0 0 3
127: res4a_res4a_relu_0_split forward 0 0 0 3
127: res4a_res4a_relu_0_split backward 0 0 0 3
128: res4b_branch2a forward 0 0 0 3
128: res4b_branch2a backward 0 0 15.6 3
129: bn4b_branch2a forward 0 0 0 3
129: bn4b_branch2a backward 0 0 15.6 3
130: scale4b_branch2a forward 0 0 0 3
130: scale4b_branch2a backward 0 0 0 3
131: res4b_branch2a_relu forward 0 0 0 3
131: res4b_branch2a_relu backward 0 0 0 3
132: res4b_branch2b forward 0 0 15.6 3
132: res4b_branch2b backward 0 0 0 3
133: bn4b_branch2b forward 0 0 0 3
133: bn4b_branch2b backward 0 0 0 3
134: scale4b_branch2b forward 0 0 0 3
134: scale4b_branch2b backward 0 0 15.6 3
135: res4b_branch2b_relu forward 0 0 0 3
135: res4b_branch2b_relu backward 0 0 0 3
136: res4b_branch2c forward 0 0 0 3
136: res4b_branch2c backward 0 0 0 3
137: bn4b_branch2c forward 0 0 0 3
137: bn4b_branch2c backward 0 0 0 3
138: scale4b_branch2c forward 0 0 0 3
138: scale4b_branch2c backward 0 0 0 3
139: res4b forward 0 0 0 3
139: res4b backward 0 0 0 3
140: res4b_relu forward 0 0 0 3
140: res4b_relu backward 0 0 0 3
141: res4b_res4b_relu_0_split forward 0 0 0 3
141: res4b_res4b_relu_0_split backward 0 0 0 3
142: res4c_branch2a forward 0 0 15.6 3
142: res4c_branch2a backward 0 0 15.6 3
143: bn4c_branch2a forward 0 0 0 3
143: bn4c_branch2a backward 0 0 0 3
144: scale4c_branch2a forward 0 0 0 3
144: scale4c_branch2a backward 0 0 0 3
145: res4c_branch2a_relu forward 0 0 0 3
145: res4c_branch2a_relu backward 0 0 0 3
146: res4c_branch2b forward 0 0 0 3
146: res4c_branch2b backward 0 0 15.6 3
147: bn4c_branch2b forward 0 0 15.6 3
147: bn4c_branch2b backward 0 0 0 3
148: scale4c_branch2b forward 0 0 0 3
148: scale4c_branch2b backward 0 0 0 3
149: res4c_branch2b_relu forward 0 0 0 3
149: res4c_branch2b_relu backward 0 0 0 3
150: res4c_branch2c forward 0 0 15.6 3
150: res4c_branch2c backward 0 0 15.6 3
151: bn4c_branch2c forward 0 0 0 3
151: bn4c_branch2c backward 0 0 0 3
152: scale4c_branch2c forward 0 0 0 3
152: scale4c_branch2c backward 0 0 0 3
153: res4c forward 0 0 0 3
153: res4c backward 0 0 0 3
154: res4c_relu forward 0 0 0 3
154: res4c_relu backward 0 0 0 3
155: res4c_res4c_relu_0_split forward 0 0 0 3
155: res4c_res4c_relu_0_split backward 0 0 0 3
156: res4d_branch2a forward 0 0 0 3
156: res4d_branch2a backward 0 0 15.6 3
157: bn4d_branch2a forward 0 0 0 3
157: bn4d_branch2a backward 0 0 15.6 3
158: scale4d_branch2a forward 0 0 0 3
158: scale4d_branch2a backward 0 0 0 3
159: res4d_branch2a_relu forward 0 0 0 3
159: res4d_branch2a_relu backward 0 0 0 3
160: res4d_branch2b forward 0 0 15.6 3
160: res4d_branch2b backward 0 0 0 3
161: bn4d_branch2b forward 0 0 0 3
161: bn4d_branch2b backward 0 0 0 3
162: scale4d_branch2b forward 0 0 0 3
162: scale4d_branch2b backward 0 0 0 3
163: res4d_branch2b_relu forward 0 0 0 3
163: res4d_branch2b_relu backward 0 0 0 3
164: res4d_branch2c forward 0 0 15.6 3
164: res4d_branch2c backward 0 0 15.6 3
165: bn4d_branch2c forward 0 0 0 3
165: bn4d_branch2c backward 0 0 0 3
166: scale4d_branch2c forward 0 0 0 3
166: scale4d_branch2c backward 0 0 0 3
167: res4d forward 0 0 0 3
167: res4d backward 0 0 0 3
168: res4d_relu forward 0 0 0 3
168: res4d_relu backward 0 0 0 3
169: res4d_res4d_relu_0_split forward 0 0 0 3
169: res4d_res4d_relu_0_split backward 0 0 0 3
170: res4e_branch2a forward 0 0 0 3
170: res4e_branch2a backward 0 0 0 3
171: bn4e_branch2a forward 0 0 0 3
171: bn4e_branch2a backward 0 0 0 3
172: scale4e_branch2a forward 0 0 0 3
172: scale4e_branch2a backward 0 0 0 3
173: res4e_branch2a_relu forward 0 0 0 3
173: res4e_branch2a_relu backward 0 0 0 3
174: res4e_branch2b forward 0 0 15.6 3
174: res4e_branch2b backward 0 0 15.6 3
175: bn4e_branch2b forward 0 0 0 3
175: bn4e_branch2b backward 0 0 0 3
176: scale4e_branch2b forward 0 0 0 3
176: scale4e_branch2b backward 0 0 0 3
177: res4e_branch2b_relu forward 0 0 0 3
177: res4e_branch2b_relu backward 0 0 0 3
178: res4e_branch2c forward 0 0 0 3
178: res4e_branch2c backward 0 0 15.6 3
179: bn4e_branch2c forward 0 0 0 3
179: bn4e_branch2c backward 0 0 0 3
180: scale4e_branch2c forward 0 0 0 3
180: scale4e_branch2c backward 0 0 0 3
181: res4e forward 0 0 15.6 3
181: res4e backward 0 0 0 3
182: res4e_relu forward 0 0 0 3
182: res4e_relu backward 0 0 0 3
183: res4e_res4e_relu_0_split forward 0 0 0 3
183: res4e_res4e_relu_0_split backward 0 0 0 3
184: res4f_branch2a forward 0 0 0 3
184: res4f_branch2a backward 0 0 0 3
185: bn4f_branch2a forward 0 0 0 3
185: bn4f_branch2a backward 0 0 0 3
186: scale4f_branch2a forward 0 0 0 3
186: scale4f_branch2a backward 0 0 0 3
187: res4f_branch2a_relu forward 0 0 0 3
187: res4f_branch2a_relu backward 0 0 0 3
188: res4f_branch2b forward 0 0 15.6 3
188: res4f_branch2b backward 0 0 15.6 3
189: bn4f_branch2b forward 0 0 0 3
189: bn4f_branch2b backward 0 0 0 3
190: scale4f_branch2b forward 0 0 0 3
190: scale4f_branch2b backward 0 0 0 3
191: res4f_branch2b_relu forward 0 0 0 3
191: res4f_branch2b_relu backward 0 0 0 3
192: res4f_branch2c forward 0 0 0 3
192: res4f_branch2c backward 0 0 15.6 3
193: bn4f_branch2c forward 0 0 0 3
193: bn4f_branch2c backward 0 0 0 3
194: scale4f_branch2c forward 0 0 15.6 3
194: scale4f_branch2c backward 0 0 0 3
195: res4f forward 0 0 0 3
195: res4f backward 0 0 0 3
196: res4f_relu forward 0 0 0 3
196: res4f_relu backward 0 0 0 3
197: res4f_res4f_relu_0_split forward 0 0 0 3
197: res4f_res4f_relu_0_split backward 0 0 0 3
198: res5a_branch1 forward 0 0 15.6 3
198: res5a_branch1 backward 0 0 15.6 3
199: bn5a_branch1 forward 0 0 0 3
199: bn5a_branch1 backward 0 0 0 3
200: scale5a_branch1 forward 0 0 0 3
200: scale5a_branch1 backward 0 0 0 3
201: res5a_branch2a forward 0 0 0 3
201: res5a_branch2a backward 0 0 15.6 3
202: bn5a_branch2a forward 0 0 0 3
202: bn5a_branch2a backward 0 0 0 3
203: scale5a_branch2a forward 0 0 0 3
203: scale5a_branch2a backward 0 0 0 3
204: res5a_branch2a_relu forward 0 0 0 3
204: res5a_branch2a_relu backward 0 0 0 3
205: res5a_branch2b forward 0 0 15.6 3
205: res5a_branch2b backward 0 0 15.6 3
206: bn5a_branch2b forward 0 0 0 3
206: bn5a_branch2b backward 0 0 0 3
207: scale5a_branch2b forward 0 0 0 3
207: scale5a_branch2b backward 0 0 0 3
208: res5a_branch2b_relu forward 0 0 0 3
208: res5a_branch2b_relu backward 0 0 0 3
209: res5a_branch2c forward 0 0 15.6 3
209: res5a_branch2c backward 0 0 15.6 3
210: bn5a_branch2c forward 0 0 0 3
210: bn5a_branch2c backward 0 0 0 3
211: scale5a_branch2c forward 0 0 0 3
211: scale5a_branch2c backward 0 0 0 3
212: res5a forward 0 0 0 3
212: res5a backward 0 0 0 3
213: res5a_relu forward 0 0 0 3
213: res5a_relu backward 0 0 0 3
214: res5a_res5a_relu_0_split forward 0 0 0 3
214: res5a_res5a_relu_0_split backward 0 0 0 3
215: res5b_branch2a forward 0 0 15.6 3
215: res5b_branch2a backward 0 0 15.6 3
216: bn5b_branch2a forward 0 0 0 3
216: bn5b_branch2a backward 0 0 0 3
217: scale5b_branch2a forward 0 0 0 3
217: scale5b_branch2a backward 0 0 0 3
218: res5b_branch2a_relu forward 0 0 0 3
218: res5b_branch2a_relu backward 0 0 0 3
219: res5b_branch2b forward 0 0 15.6 3
219: res5b_branch2b backward 0 0 15.6 3
220: bn5b_branch2b forward 0 0 0 3
220: bn5b_branch2b backward 0 0 0 3
221: scale5b_branch2b forward 0 0 0 3
221: scale5b_branch2b backward 0 0 0 3
222: res5b_branch2b_relu forward 0 0 0 3
222: res5b_branch2b_relu backward 0 0 0 3
223: res5b_branch2c forward 0 0 15.6 3
223: res5b_branch2c backward 0 0 15.6 3
224: bn5b_branch2c forward 0 0 0 3
224: bn5b_branch2c backward 0 0 0 3
225: scale5b_branch2c forward 0 0 0 3
225: scale5b_branch2c backward 0 0 0 3
226: res5b forward 0 0 0 3
226: res5b backward 0 0 0 3
227: res5b_relu forward 0 0 0 3
227: res5b_relu backward 0 0 0 3
228: res5b_res5b_relu_0_split forward 0 0 0 3
228: res5b_res5b_relu_0_split backward 0 0 0 3
229: res5c_branch2a forward 0 0 15.6 3
229: res5c_branch2a backward 0 0 15.6 3
230: bn5c_branch2a forward 0 0 0 3
230: bn5c_branch2a backward 0 0 0 3
231: scale5c_branch2a forward 0 0 0 3
231: scale5c_branch2a backward 0 0 0 3
232: res5c_branch2a_relu forward 0 0 0 3
232: res5c_branch2a_relu backward 0 0 0 3
233: res5c_branch2b forward 0 0 15.6 3
233: res5c_branch2b backward 0 0 15.6 3
234: bn5c_branch2b forward 0 0 0 3
234: bn5c_branch2b backward 0 0 0 3
235: scale5c_branch2b forward 0 0 0 3
235: scale5c_branch2b backward 0 0 0 3
236: res5c_branch2b_relu forward 0 0 0 3
236: res5c_branch2b_relu backward 0 0 0 3
237: res5c_branch2c forward 0 0 15.6 3
237: res5c_branch2c backward 0 0 0 3
238: bn5c_branch2c forward 0 0 0 3
238: bn5c_branch2c backward 0 0 0 3
239: scale5c_branch2c forward 0 0 0 3
239: scale5c_branch2c backward 0 0 0 3
240: res5c forward 0 0 0 3
240: res5c backward 0 0 0 3
241: res5c_relu forward 0 0 15.6 3
241: res5c_relu backward 0 0 0 3
242: pool5 forward 0 0 0 3
242: pool5 backward 0 0 0 3
243: fc1000 forward 0 0 0 3
244: prob forward 0 0 0 3
244: prob backward 0 0 0 3
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