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55fca4432e442fb7
Date: 2017-04-21 17:56:49.631161
License:
Module: experiment.bench.caffe
Repo: upload
CID (DOI-like distributed ID): 155b6fa5a4012a93:55fca4432e442fb7

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) (resnet, resnet101)
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:
398: res4b20_branch2b forward 15.6 15.6 15.6 3
443: res5a_branch2b forward 15.6 15.6 15.6 3
132: res4b1_branch2b forward 15.6 15.6 15.6 3
00: input forward 0 0 0 3
00: input backward 0 0 0 3
01: conv1 forward 0 0 15.6 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 15.6 3
04: conv1_relu backward 0 0 0 3
05: pool1 forward 0 0 0 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 0 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 15.6 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
14: res2a_branch2b backward 0 0 0 3
15: bn2a_branch2b forward 0 0 0 3
15: bn2a_branch2b backward 0 0 15.6 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 15.6 3
18: res2a_branch2c backward 0 0 15.6 3
19: bn2a_branch2c forward 0 0 0 3
19: bn2a_branch2c backward 0 0 15.6 3
20: scale2a_branch2c forward 0 0 0 3
20: scale2a_branch2c backward 0 0 0 3
21: res2a forward 0 0 0 3
21: res2a backward 0 0 0 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 0 3
24: res2b_branch2a backward 0 0 15.6 3
25: bn2b_branch2a forward 0 0 15.6 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 0 3
28: res2b_branch2b backward 0 0 15.6 3
29: bn2b_branch2b forward 0 0 15.6 3
29: bn2b_branch2b backward 0 0 0 3
30: scale2b_branch2b forward 0 0 15.6 3
30: scale2b_branch2b backward 0 0 0 3
31: res2b_branch2b_relu forward 0 0 0 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 15.6 3
34: scale2b_branch2c forward 0 0 0 3
34: scale2b_branch2c backward 0 0 15.6 3
35: res2b forward 0 0 0 3
35: res2b backward 0 0 15.6 3
36: res2b_relu forward 0 0 0 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 15.6 3
38: res2c_branch2a backward 0 0 0 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 0 3
44: scale2c_branch2b forward 0 0 0 3
44: scale2c_branch2b backward 0 0 0 3
45: res2c_branch2b_relu forward 0 0 15.6 3
45: res2c_branch2b_relu backward 0 0 0 3
46: res2c_branch2c forward 0 0 0 3
46: res2c_branch2c backward 0 0 15.6 3
47: bn2c_branch2c forward 0 0 15.6 3
47: bn2c_branch2c backward 0 0 0 3
48: scale2c_branch2c forward 0 0 0 3
48: scale2c_branch2c backward 0 0 15.6 3
49: res2c forward 0 0 0 3
49: res2c backward 0 0 0 3
50: res2c_relu forward 0 0 0 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 15.6 3
52: res3a_branch1 backward 0 0 15.6 3
53: bn3a_branch1 forward 0 0 0 3
53: bn3a_branch1 backward 0 0 0 3
54: scale3a_branch1 forward 0 0 0 3
54: scale3a_branch1 backward 0 0 0 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 0 3
57: scale3a_branch2a forward 0 0 0 3
57: scale3a_branch2a backward 0 0 15.6 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 0 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 0 3
66: res3a forward 0 0 0 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: res3b1_branch2a forward 0 0 15.6 3
69: res3b1_branch2a backward 0 0 15.6 3
70: bn3b1_branch2a forward 0 0 0 3
70: bn3b1_branch2a backward 0 0 0 3
71: scale3b1_branch2a forward 0 0 0 3
71: scale3b1_branch2a backward 0 0 0 3
72: res3b1_branch2a_relu forward 0 0 0 3
72: res3b1_branch2a_relu backward 0 0 0 3
73: res3b1_branch2b forward 0 0 0 3
73: res3b1_branch2b backward 0 0 15.6 3
74: bn3b1_branch2b forward 0 0 0 3
74: bn3b1_branch2b backward 0 0 0 3
75: scale3b1_branch2b forward 0 0 15.6 3
75: scale3b1_branch2b backward 0 0 0 3
76: res3b1_branch2b_relu forward 0 0 0 3
76: res3b1_branch2b_relu backward 0 0 0 3
77: res3b1_branch2c forward 0 0 0 3
77: res3b1_branch2c backward 0 0 15.6 3
78: bn3b1_branch2c forward 0 0 0 3
78: bn3b1_branch2c backward 0 0 0 3
79: scale3b1_branch2c forward 0 0 0 3
79: scale3b1_branch2c backward 0 0 0 3
80: res3b1 forward 0 0 15.6 3
80: res3b1 backward 0 0 15.6 3
81: res3b1_relu forward 0 0 0 3
81: res3b1_relu backward 0 0 0 3
82: res3b1_res3b1_relu_0_split forward 0 0 0 3
82: res3b1_res3b1_relu_0_split backward 0 0 0 3
83: res3b2_branch2a forward 0 0 0 3
83: res3b2_branch2a backward 0 0 0 3
84: bn3b2_branch2a forward 0 0 0 3
84: bn3b2_branch2a backward 0 0 0 3
85: scale3b2_branch2a forward 0 0 0 3
85: scale3b2_branch2a backward 0 0 0 3
86: res3b2_branch2a_relu forward 0 0 0 3
86: res3b2_branch2a_relu backward 0 0 0 3
87: res3b2_branch2b forward 0 0 15.6 3
87: res3b2_branch2b backward 0 0 15.6 3
88: bn3b2_branch2b forward 0 0 0 3
88: bn3b2_branch2b backward 0 0 0 3
89: scale3b2_branch2b forward 0 0 0 3
89: scale3b2_branch2b backward 0 0 0 3
90: res3b2_branch2b_relu forward 0 0 0 3
90: res3b2_branch2b_relu backward 0 0 0 3
91: res3b2_branch2c forward 0 0 0 3
91: res3b2_branch2c backward 0 0 15.6 3
92: bn3b2_branch2c forward 0 0 15.6 3
92: bn3b2_branch2c backward 0 0 0 3
93: scale3b2_branch2c forward 0 0 0 3
93: scale3b2_branch2c backward 0 0 15.6 3
94: res3b2 forward 0 0 0 3
94: res3b2 backward 0 0 0 3
95: res3b2_relu forward 0 0 0 3
95: res3b2_relu backward 0 0 0 3
96: res3b2_res3b2_relu_0_split forward 0 0 0 3
96: res3b2_res3b2_relu_0_split backward 0 0 0 3
97: res3b3_branch2a forward 0 0 0 3
97: res3b3_branch2a backward 0 0 0 3
98: bn3b3_branch2a forward 0 0 0 3
98: bn3b3_branch2a backward 0 0 0 3
99: scale3b3_branch2a forward 0 0 0 3
99: scale3b3_branch2a backward 0 0 0 3
100: res3b3_branch2a_relu forward 0 0 0 3
100: res3b3_branch2a_relu backward 0 0 0 3
101: res3b3_branch2b forward 0 0 15.6 3
101: res3b3_branch2b backward 0 0 15.6 3
102: bn3b3_branch2b forward 0 0 0 3
102: bn3b3_branch2b backward 0 0 0 3
103: scale3b3_branch2b forward 0 0 0 3
103: scale3b3_branch2b backward 0 0 0 3
104: res3b3_branch2b_relu forward 0 0 0 3
104: res3b3_branch2b_relu backward 0 0 0 3
105: res3b3_branch2c forward 0 0 15.6 3
105: res3b3_branch2c backward 0 0 15.6 3
106: bn3b3_branch2c forward 0 0 0 3
106: bn3b3_branch2c backward 0 0 15.6 3
107: scale3b3_branch2c forward 0 0 0 3
107: scale3b3_branch2c backward 0 0 0 3
108: res3b3 forward 0 0 0 3
108: res3b3 backward 0 0 0 3
109: res3b3_relu forward 0 0 0 3
109: res3b3_relu backward 0 0 0 3
110: res3b3_res3b3_relu_0_split forward 0 0 0 3
110: res3b3_res3b3_relu_0_split backward 0 0 0 3
111: res4a_branch1 forward 0 0 0 3
111: res4a_branch1 backward 0 0 0 3
112: bn4a_branch1 forward 0 0 0 3
112: bn4a_branch1 backward 0 0 15.6 3
113: scale4a_branch1 forward 0 0 0 3
113: scale4a_branch1 backward 0 0 0 3
114: res4a_branch2a forward 0 0 15.6 3
114: res4a_branch2a backward 0 0 0 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 0 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: res4b1_branch2a forward 0 0 0 3
128: res4b1_branch2a backward 0 0 15.6 3
129: bn4b1_branch2a forward 0 0 0 3
129: bn4b1_branch2a backward 0 0 0 3
130: scale4b1_branch2a forward 0 0 0 3
130: scale4b1_branch2a backward 0 0 0 3
131: res4b1_branch2a_relu forward 0 0 0 3
131: res4b1_branch2a_relu backward 0 0 0 3
132: res4b1_branch2b backward 0 0 15.6 3
133: bn4b1_branch2b forward 0 0 0 3
133: bn4b1_branch2b backward 0 0 0 3
134: scale4b1_branch2b forward 0 0 0 3
134: scale4b1_branch2b backward 0 0 15.6 3
135: res4b1_branch2b_relu forward 0 0 0 3
135: res4b1_branch2b_relu backward 0 0 0 3
136: res4b1_branch2c forward 0 0 0 3
136: res4b1_branch2c backward 0 0 0 3
137: bn4b1_branch2c forward 0 0 0 3
137: bn4b1_branch2c backward 0 0 0 3
138: scale4b1_branch2c forward 0 0 0 3
138: scale4b1_branch2c backward 0 0 0 3
139: res4b1 forward 0 0 0 3
139: res4b1 backward 0 0 0 3
140: res4b1_relu forward 0 0 0 3
140: res4b1_relu backward 0 0 0 3
141: res4b1_res4b1_relu_0_split forward 0 0 0 3
141: res4b1_res4b1_relu_0_split backward 0 0 0 3
142: res4b2_branch2a forward 0 0 0 3
142: res4b2_branch2a backward 0 0 0 3
143: bn4b2_branch2a forward 0 0 0 3
143: bn4b2_branch2a backward 0 0 0 3
144: scale4b2_branch2a forward 0 0 0 3
144: scale4b2_branch2a backward 0 0 0 3
145: res4b2_branch2a_relu forward 0 0 0 3
145: res4b2_branch2a_relu backward 0 0 0 3
146: res4b2_branch2b forward 0 0 15.6 3
146: res4b2_branch2b backward 0 0 15.6 3
147: bn4b2_branch2b forward 0 0 0 3
147: bn4b2_branch2b backward 0 0 0 3
148: scale4b2_branch2b forward 0 0 0 3
148: scale4b2_branch2b backward 0 0 0 3
149: res4b2_branch2b_relu forward 0 0 15.6 3
149: res4b2_branch2b_relu backward 0 0 0 3
150: res4b2_branch2c forward 0 0 15.6 3
150: res4b2_branch2c backward 0 0 15.6 3
151: bn4b2_branch2c forward 0 0 0 3
151: bn4b2_branch2c backward 0 0 0 3
152: scale4b2_branch2c forward 0 0 0 3
152: scale4b2_branch2c backward 0 0 0 3
153: res4b2 forward 0 0 0 3
153: res4b2 backward 0 0 0 3
154: res4b2_relu forward 0 0 0 3
154: res4b2_relu backward 0 0 0 3
155: res4b2_res4b2_relu_0_split forward 0 0 0 3
155: res4b2_res4b2_relu_0_split backward 0 0 0 3
156: res4b3_branch2a forward 0 0 0 3
156: res4b3_branch2a backward 0 0 0 3
157: bn4b3_branch2a forward 0 0 0 3
157: bn4b3_branch2a backward 0 0 0 3
158: scale4b3_branch2a forward 0 0 0 3
158: scale4b3_branch2a backward 0 0 0 3
159: res4b3_branch2a_relu forward 0 0 0 3
159: res4b3_branch2a_relu backward 0 0 0 3
160: res4b3_branch2b forward 0 0 0 3
160: res4b3_branch2b backward 0 0 15.6 3
161: bn4b3_branch2b forward 0 0 0 3
161: bn4b3_branch2b backward 0 0 0 3
162: scale4b3_branch2b forward 0 0 0 3
162: scale4b3_branch2b backward 0 0 0 3
163: res4b3_branch2b_relu forward 0 0 0 3
163: res4b3_branch2b_relu backward 0 0 0 3
164: res4b3_branch2c forward 0 0 15.6 3
164: res4b3_branch2c backward 0 0 0 3
165: bn4b3_branch2c forward 0 0 15.6 3
165: bn4b3_branch2c backward 0 0 0 3
166: scale4b3_branch2c forward 0 0 0 3
166: scale4b3_branch2c backward 0 0 15.6 3
167: res4b3 forward 0 0 0 3
167: res4b3 backward 0 0 0 3
168: res4b3_relu forward 0 0 0 3
168: res4b3_relu backward 0 0 0 3
169: res4b3_res4b3_relu_0_split forward 0 0 0 3
169: res4b3_res4b3_relu_0_split backward 0 0 0 3
170: res4b4_branch2a forward 0 0 0 3
170: res4b4_branch2a backward 0 0 15.6 3
171: bn4b4_branch2a forward 0 0 0 3
171: bn4b4_branch2a backward 0 0 0 3
172: scale4b4_branch2a forward 0 0 0 3
172: scale4b4_branch2a backward 0 0 0 3
173: res4b4_branch2a_relu forward 0 0 0 3
173: res4b4_branch2a_relu backward 0 0 0 3
174: res4b4_branch2b forward 0 0 15.6 3
174: res4b4_branch2b backward 0 0 0 3
175: bn4b4_branch2b forward 0 0 0 3
175: bn4b4_branch2b backward 0 0 0 3
176: scale4b4_branch2b forward 0 0 0 3
176: scale4b4_branch2b backward 0 0 0 3
177: res4b4_branch2b_relu forward 0 0 0 3
177: res4b4_branch2b_relu backward 0 0 0 3
178: res4b4_branch2c forward 0 0 0 3
178: res4b4_branch2c backward 0 0 15.6 3
179: bn4b4_branch2c forward 0 0 0 3
179: bn4b4_branch2c backward 0 0 0 3
180: scale4b4_branch2c forward 0 0 0 3
180: scale4b4_branch2c backward 0 0 0 3
181: res4b4 forward 0 0 0 3
181: res4b4 backward 0 0 0 3
182: res4b4_relu forward 0 0 0 3
182: res4b4_relu backward 0 0 0 3
183: res4b4_res4b4_relu_0_split forward 0 0 0 3
183: res4b4_res4b4_relu_0_split backward 0 0 0 3
184: res4b5_branch2a forward 0 0 15.6 3
184: res4b5_branch2a backward 0 0 15.6 3
185: bn4b5_branch2a forward 0 0 0 3
185: bn4b5_branch2a backward 0 0 0 3
186: scale4b5_branch2a forward 0 0 0 3
186: scale4b5_branch2a backward 0 0 0 3
187: res4b5_branch2a_relu forward 0 0 0 3
187: res4b5_branch2a_relu backward 0 0 0 3
188: res4b5_branch2b forward 0 0 0 3
188: res4b5_branch2b backward 0 0 15.6 3
189: bn4b5_branch2b forward 0 0 0 3
189: bn4b5_branch2b backward 0 0 0 3
190: scale4b5_branch2b forward 0 0 0 3
190: scale4b5_branch2b backward 0 0 0 3
191: res4b5_branch2b_relu forward 0 0 0 3
191: res4b5_branch2b_relu backward 0 0 0 3
192: res4b5_branch2c forward 0 0 15.6 3
192: res4b5_branch2c backward 0 0 0 3
193: bn4b5_branch2c forward 0 0 0 3
193: bn4b5_branch2c backward 0 0 0 3
194: scale4b5_branch2c forward 0 0 0 3
194: scale4b5_branch2c backward 0 0 0 3
195: res4b5 forward 0 0 0 3
195: res4b5 backward 0 0 0 3
196: res4b5_relu forward 0 0 0 3
196: res4b5_relu backward 0 0 0 3
197: res4b5_res4b5_relu_0_split forward 0 0 0 3
197: res4b5_res4b5_relu_0_split backward 0 0 0 3
198: res4b6_branch2a forward 0 0 0 3
198: res4b6_branch2a backward 0 0 15.6 3
199: bn4b6_branch2a forward 0 0 0 3
199: bn4b6_branch2a backward 0 0 0 3
200: scale4b6_branch2a forward 0 0 0 3
200: scale4b6_branch2a backward 0 0 0 3
201: res4b6_branch2a_relu forward 0 0 0 3
201: res4b6_branch2a_relu backward 0 0 0 3
202: res4b6_branch2b forward 0 0 15.6 3
202: res4b6_branch2b backward 0 0 15.6 3
203: bn4b6_branch2b forward 0 0 0 3
203: bn4b6_branch2b backward 0 0 0 3
204: scale4b6_branch2b forward 0 0 0 3
204: scale4b6_branch2b backward 0 0 0 3
205: res4b6_branch2b_relu forward 0 0 0 3
205: res4b6_branch2b_relu backward 0 0 0 3
206: res4b6_branch2c forward 0 0 0 3
206: res4b6_branch2c backward 0 0 0 3
207: bn4b6_branch2c forward 0 0 0 3
207: bn4b6_branch2c backward 0 0 0 3
208: scale4b6_branch2c forward 0 0 0 3
208: scale4b6_branch2c backward 0 0 0 3
209: res4b6 forward 0 0 0 3
209: res4b6 backward 0 0 0 3
210: res4b6_relu forward 0 0 0 3
210: res4b6_relu backward 0 0 0 3
211: res4b6_res4b6_relu_0_split forward 0 0 0 3
211: res4b6_res4b6_relu_0_split backward 0 0 0 3
212: res4b7_branch2a forward 0 0 15.6 3
212: res4b7_branch2a backward 0 0 0 3
213: bn4b7_branch2a forward 0 0 0 3
213: bn4b7_branch2a backward 0 0 0 3
214: scale4b7_branch2a forward 0 0 0 3
214: scale4b7_branch2a backward 0 0 0 3
215: res4b7_branch2a_relu forward 0 0 0 3
215: res4b7_branch2a_relu backward 0 0 0 3
216: res4b7_branch2b forward 0 0 0 3
216: res4b7_branch2b backward 0 0 15.6 3
217: bn4b7_branch2b forward 0 0 15.6 3
217: bn4b7_branch2b backward 0 0 0 3
218: scale4b7_branch2b forward 0 0 0 3
218: scale4b7_branch2b backward 0 0 0 3
219: res4b7_branch2b_relu forward 0 0 0 3
219: res4b7_branch2b_relu backward 0 0 0 3
220: res4b7_branch2c forward 0 0 15.6 3
220: res4b7_branch2c backward 0 0 15.6 3
221: bn4b7_branch2c forward 0 0 0 3
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222: scale4b7_branch2c forward 0 0 0 3
222: scale4b7_branch2c backward 0 0 0 3
223: res4b7 forward 0 0 0 3
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224: res4b7_relu forward 0 0 0 3
224: res4b7_relu backward 0 0 0 3
225: res4b7_res4b7_relu_0_split forward 0 0 0 3
225: res4b7_res4b7_relu_0_split backward 0 0 0 3
226: res4b8_branch2a forward 0 0 0 3
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227: bn4b8_branch2a forward 0 0 15.6 3
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228: scale4b8_branch2a forward 0 0 0 3
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229: res4b8_branch2a_relu forward 0 0 0 3
229: res4b8_branch2a_relu backward 0 0 0 3
230: res4b8_branch2b forward 0 0 0 3
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231: bn4b8_branch2b forward 0 0 0 3
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232: scale4b8_branch2b forward 0 0 0 3
232: scale4b8_branch2b backward 0 0 0 3
233: res4b8_branch2b_relu forward 0 0 0 3
233: res4b8_branch2b_relu backward 0 0 0 3
234: res4b8_branch2c forward 0 0 0 3
234: res4b8_branch2c backward 0 0 0 3
235: bn4b8_branch2c forward 0 0 0 3
235: bn4b8_branch2c backward 0 0 0 3
236: scale4b8_branch2c forward 0 0 15.6 3
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237: res4b8 forward 0 0 15.6 3
237: res4b8 backward 0 0 15.6 3
238: res4b8_relu forward 0 0 0 3
238: res4b8_relu backward 0 0 0 3
239: res4b8_res4b8_relu_0_split forward 0 0 0 3
239: res4b8_res4b8_relu_0_split backward 0 0 0 3
240: res4b9_branch2a forward 0 0 0 3
240: res4b9_branch2a backward 0 0 0 3
241: bn4b9_branch2a forward 0 0 0 3
241: bn4b9_branch2a backward 0 0 0 3
242: scale4b9_branch2a forward 0 0 0 3
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243: res4b9_branch2a_relu forward 0 0 0 3
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244: res4b9_branch2b forward 0 0 15.6 3
244: res4b9_branch2b backward 0 0 15.6 3
245: bn4b9_branch2b forward 0 0 0 3
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246: scale4b9_branch2b forward 0 0 0 3
246: scale4b9_branch2b backward 0 0 0 3
247: res4b9_branch2b_relu forward 0 0 0 3
247: res4b9_branch2b_relu backward 0 0 0 3
248: res4b9_branch2c forward 0 0 0 3
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249: bn4b9_branch2c forward 0 0 0 3
249: bn4b9_branch2c backward 0 0 0 3
250: scale4b9_branch2c forward 0 0 0 3
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251: res4b9 forward 0 0 0 3
251: res4b9 backward 0 0 0 3
252: res4b9_relu forward 0 0 0 3
252: res4b9_relu backward 0 0 0 3
253: res4b9_res4b9_relu_0_split forward 0 0 0 3
253: res4b9_res4b9_relu_0_split backward 0 0 0 3
254: res4b10_branch2a forward 0 0 0 3
254: res4b10_branch2a backward 0 0 0 3
255: bn4b10_branch2a forward 0 0 15.6 3
255: bn4b10_branch2a backward 0 0 0 3
256: scale4b10_branch2a forward 0 0 0 3
256: scale4b10_branch2a backward 0 0 0 3
257: res4b10_branch2a_relu forward 0 0 0 3
257: res4b10_branch2a_relu backward 0 0 0 3
258: res4b10_branch2b forward 0 0 15.6 3
258: res4b10_branch2b backward 0 0 15.6 3
259: bn4b10_branch2b forward 0 0 0 3
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260: scale4b10_branch2b forward 0 0 0 3
260: scale4b10_branch2b backward 0 0 0 3
261: res4b10_branch2b_relu forward 0 0 0 3
261: res4b10_branch2b_relu backward 0 0 0 3
262: res4b10_branch2c forward 0 0 0 3
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263: bn4b10_branch2c forward 0 0 0 3
263: bn4b10_branch2c backward 0 0 0 3
264: scale4b10_branch2c forward 0 0 0 3
264: scale4b10_branch2c backward 0 0 0 3
265: res4b10 forward 0 0 0 3
265: res4b10 backward 0 0 0 3
266: res4b10_relu forward 0 0 0 3
266: res4b10_relu backward 0 0 0 3
267: res4b10_res4b10_relu_0_split forward 0 0 0 3
267: res4b10_res4b10_relu_0_split backward 0 0 0 3
268: res4b11_branch2a forward 0 0 0 3
268: res4b11_branch2a backward 0 0 15.6 3
269: bn4b11_branch2a forward 0 0 0 3
269: bn4b11_branch2a backward 0 0 0 3
270: scale4b11_branch2a forward 0 0 0 3
270: scale4b11_branch2a backward 0 0 0 3
271: res4b11_branch2a_relu forward 0 0 0 3
271: res4b11_branch2a_relu backward 0 0 0 3
272: res4b11_branch2b forward 0 0 15.6 3
272: res4b11_branch2b backward 0 0 15.6 3
273: bn4b11_branch2b forward 0 0 0 3
273: bn4b11_branch2b backward 0 0 0 3
274: scale4b11_branch2b forward 0 0 0 3
274: scale4b11_branch2b backward 0 0 0 3
275: res4b11_branch2b_relu forward 0 0 0 3
275: res4b11_branch2b_relu backward 0 0 0 3
276: res4b11_branch2c forward 0 0 15.6 3
276: res4b11_branch2c backward 0 0 0 3
277: bn4b11_branch2c forward 0 0 0 3
277: bn4b11_branch2c backward 0 0 0 3
278: scale4b11_branch2c forward 0 0 0 3
278: scale4b11_branch2c backward 0 0 0 3
279: res4b11 forward 0 0 0 3
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280: res4b11_relu forward 0 0 0 3
280: res4b11_relu backward 0 0 0 3
281: res4b11_res4b11_relu_0_split forward 0 0 0 3
281: res4b11_res4b11_relu_0_split backward 0 0 0 3
282: res4b12_branch2a forward 0 0 0 3
282: res4b12_branch2a backward 0 0 0 3
283: bn4b12_branch2a forward 0 0 0 3
283: bn4b12_branch2a backward 0 0 0 3
284: scale4b12_branch2a forward 0 0 0 3
284: scale4b12_branch2a backward 0 0 0 3
285: res4b12_branch2a_relu forward 0 0 0 3
285: res4b12_branch2a_relu backward 0 0 0 3
286: res4b12_branch2b forward 0 0 0 3
286: res4b12_branch2b backward 0 0 15.6 3
287: bn4b12_branch2b forward 0 0 0 3
287: bn4b12_branch2b backward 0 0 0 3
288: scale4b12_branch2b forward 0 0 0 3
288: scale4b12_branch2b backward 0 0 0 3
289: res4b12_branch2b_relu forward 0 0 0 3
289: res4b12_branch2b_relu backward 0 0 0 3
290: res4b12_branch2c forward 0 0 15.6 3
290: res4b12_branch2c backward 0 0 15.6 3
291: bn4b12_branch2c forward 0 0 0 3
291: bn4b12_branch2c backward 0 0 0 3
292: scale4b12_branch2c forward 0 0 0 3
292: scale4b12_branch2c backward 0 0 0 3
293: res4b12 forward 0 0 15.6 3
293: res4b12 backward 0 0 0 3
294: res4b12_relu forward 0 0 0 3
294: res4b12_relu backward 0 0 0 3
295: res4b12_res4b12_relu_0_split forward 0 0 0 3
295: res4b12_res4b12_relu_0_split backward 0 0 0 3
296: res4b13_branch2a forward 0 0 0 3
296: res4b13_branch2a backward 0 0 0 3
297: bn4b13_branch2a forward 0 0 0 3
297: bn4b13_branch2a backward 0 0 0 3
298: scale4b13_branch2a forward 0 0 0 3
298: scale4b13_branch2a backward 0 0 0 3
299: res4b13_branch2a_relu forward 0 0 0 3
299: res4b13_branch2a_relu backward 0 0 0 3
300: res4b13_branch2b forward 0 0 0 3
300: res4b13_branch2b backward 0 0 15.6 3
301: bn4b13_branch2b forward 0 0 0 3
301: bn4b13_branch2b backward 0 0 0 3
302: scale4b13_branch2b forward 0 0 0 3
302: scale4b13_branch2b backward 0 0 0 3
303: res4b13_branch2b_relu forward 0 0 0 3
303: res4b13_branch2b_relu backward 0 0 0 3
304: res4b13_branch2c forward 0 0 0 3
304: res4b13_branch2c backward 0 0 0 3
305: bn4b13_branch2c forward 0 0 0 3
305: bn4b13_branch2c backward 0 0 0 3
306: scale4b13_branch2c forward 0 0 0 3
306: scale4b13_branch2c backward 0 0 15.6 3
307: res4b13 forward 0 0 15.6 3
307: res4b13 backward 0 0 15.6 3
308: res4b13_relu forward 0 0 15.6 3
308: res4b13_relu backward 0 0 0 3
309: res4b13_res4b13_relu_0_split forward 0 0 0 3
309: res4b13_res4b13_relu_0_split backward 0 0 0 3
310: res4b14_branch2a forward 0 0 15.6 3
310: res4b14_branch2a backward 0 0 0 3
311: bn4b14_branch2a forward 0 0 0 3
311: bn4b14_branch2a backward 0 0 0 3
312: scale4b14_branch2a forward 0 0 0 3
312: scale4b14_branch2a backward 0 0 0 3
313: res4b14_branch2a_relu forward 0 0 0 3
313: res4b14_branch2a_relu backward 0 0 0 3
314: res4b14_branch2b forward 0 0 0 3
314: res4b14_branch2b backward 0 0 0 3
315: bn4b14_branch2b forward 0 0 0 3
315: bn4b14_branch2b backward 0 0 0 3
316: scale4b14_branch2b forward 0 0 0 3
316: scale4b14_branch2b backward 0 0 0 3
317: res4b14_branch2b_relu forward 0 0 0 3
317: res4b14_branch2b_relu backward 0 0 0 3
318: res4b14_branch2c forward 0 0 15.6 3
318: res4b14_branch2c backward 0 0 15.6 3
319: bn4b14_branch2c forward 0 0 0 3
319: bn4b14_branch2c backward 0 0 0 3
320: scale4b14_branch2c forward 0 0 0 3
320: scale4b14_branch2c backward 0 0 0 3
321: res4b14 forward 0 0 0 3
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322: res4b14_relu forward 0 0 0 3
322: res4b14_relu backward 0 0 0 3
323: res4b14_res4b14_relu_0_split forward 0 0 0 3
323: res4b14_res4b14_relu_0_split backward 0 0 0 3
324: res4b15_branch2a forward 0 0 0 3
324: res4b15_branch2a backward 0 0 15.6 3
325: bn4b15_branch2a forward 0 0 0 3
325: bn4b15_branch2a backward 0 0 0 3
326: scale4b15_branch2a forward 0 0 0 3
326: scale4b15_branch2a backward 0 0 0 3
327: res4b15_branch2a_relu forward 0 0 0 3
327: res4b15_branch2a_relu backward 0 0 0 3
328: res4b15_branch2b forward 0 0 15.6 3
328: res4b15_branch2b backward 0 0 15.6 3
329: bn4b15_branch2b forward 0 0 0 3
329: bn4b15_branch2b backward 0 0 0 3
330: scale4b15_branch2b forward 0 0 0 3
330: scale4b15_branch2b backward 0 0 0 3
331: res4b15_branch2b_relu forward 0 0 0 3
331: res4b15_branch2b_relu backward 0 0 0 3
332: res4b15_branch2c forward 0 0 15.6 3
332: res4b15_branch2c backward 0 0 15.6 3
333: bn4b15_branch2c forward 0 0 0 3
333: bn4b15_branch2c backward 0 0 0 3
334: scale4b15_branch2c forward 0 0 0 3
334: scale4b15_branch2c backward 0 0 0 3
335: res4b15 forward 0 0 0 3
335: res4b15 backward 0 0 0 3
336: res4b15_relu forward 0 0 0 3
336: res4b15_relu backward 0 0 0 3
337: res4b15_res4b15_relu_0_split forward 0 0 0 3
337: res4b15_res4b15_relu_0_split backward 0 0 0 3
338: res4b16_branch2a forward 0 0 0 3
338: res4b16_branch2a backward 0 0 0 3
339: bn4b16_branch2a forward 0 0 0 3
339: bn4b16_branch2a backward 0 0 0 3
340: scale4b16_branch2a forward 0 0 0 3
340: scale4b16_branch2a backward 0 0 0 3
341: res4b16_branch2a_relu forward 0 0 0 3
341: res4b16_branch2a_relu backward 0 0 0 3
342: res4b16_branch2b forward 0 0 15.6 3
342: res4b16_branch2b backward 0 0 15.6 3
343: bn4b16_branch2b forward 0 0 0 3
343: bn4b16_branch2b backward 0 0 0 3
344: scale4b16_branch2b forward 0 0 15.6 3
344: scale4b16_branch2b backward 0 0 0 3
345: res4b16_branch2b_relu forward 0 0 0 3
345: res4b16_branch2b_relu backward 0 0 0 3
346: res4b16_branch2c forward 0 0 0 3
346: res4b16_branch2c backward 0 0 0 3
347: bn4b16_branch2c forward 0 0 0 3
347: bn4b16_branch2c backward 0 0 0 3
348: scale4b16_branch2c forward 0 0 0 3
348: scale4b16_branch2c backward 0 0 15.6 3
349: res4b16 forward 0 0 0 3
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350: res4b16_relu forward 0 0 0 3
350: res4b16_relu backward 0 0 0 3
351: res4b16_res4b16_relu_0_split forward 0 0 0 3
351: res4b16_res4b16_relu_0_split backward 0 0 0 3
352: res4b17_branch2a forward 0 0 0 3
352: res4b17_branch2a backward 0 0 0 3
353: bn4b17_branch2a forward 0 0 0 3
353: bn4b17_branch2a backward 0 0 0 3
354: scale4b17_branch2a forward 0 0 0 3
354: scale4b17_branch2a backward 0 0 0 3
355: res4b17_branch2a_relu forward 0 0 0 3
355: res4b17_branch2a_relu backward 0 0 0 3
356: res4b17_branch2b forward 0 0 15.6 3
356: res4b17_branch2b backward 0 0 15.6 3
357: bn4b17_branch2b forward 0 0 0 3
357: bn4b17_branch2b backward 0 0 15.6 3
358: scale4b17_branch2b forward 0 0 0 3
358: scale4b17_branch2b backward 0 0 0 3
359: res4b17_branch2b_relu forward 0 0 0 3
359: res4b17_branch2b_relu backward 0 0 0 3
360: res4b17_branch2c forward 0 0 15.6 3
360: res4b17_branch2c backward 0 0 0 3
361: bn4b17_branch2c forward 0 0 15.6 3
361: bn4b17_branch2c backward 0 0 0 3
362: scale4b17_branch2c forward 0 0 0 3
362: scale4b17_branch2c backward 0 0 0 3
363: res4b17 forward 0 0 0 3
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364: res4b17_relu forward 0 0 0 3
364: res4b17_relu backward 0 0 0 3
365: res4b17_res4b17_relu_0_split forward 0 0 0 3
365: res4b17_res4b17_relu_0_split backward 0 0 0 3
366: res4b18_branch2a forward 0 0 0 3
366: res4b18_branch2a backward 0 0 15.6 3
367: bn4b18_branch2a forward 0 0 15.6 3
367: bn4b18_branch2a backward 0 0 0 3
368: scale4b18_branch2a forward 0 0 0 3
368: scale4b18_branch2a backward 0 0 0 3
369: res4b18_branch2a_relu forward 0 0 0 3
369: res4b18_branch2a_relu backward 0 0 0 3
370: res4b18_branch2b forward 0 0 0 3
370: res4b18_branch2b backward 0 0 0 3
371: bn4b18_branch2b forward 0 0 0 3
371: bn4b18_branch2b backward 0 0 0 3
372: scale4b18_branch2b forward 0 0 0 3
372: scale4b18_branch2b backward 0 0 0 3
373: res4b18_branch2b_relu forward 0 0 0 3
373: res4b18_branch2b_relu backward 0 0 0 3
374: res4b18_branch2c forward 0 0 0 3
374: res4b18_branch2c backward 0 0 15.6 3
375: bn4b18_branch2c forward 0 0 0 3
375: bn4b18_branch2c backward 0 0 0 3
376: scale4b18_branch2c forward 0 0 0 3
376: scale4b18_branch2c backward 0 0 15.6 3
377: res4b18 forward 0 0 0 3
377: res4b18 backward 0 0 0 3
378: res4b18_relu forward 0 0 0 3
378: res4b18_relu backward 0 0 0 3
379: res4b18_res4b18_relu_0_split forward 0 0 0 3
379: res4b18_res4b18_relu_0_split backward 0 0 0 3
380: res4b19_branch2a forward 0 0 15.6 3
380: res4b19_branch2a backward 0 0 0 3
381: bn4b19_branch2a forward 0 0 0 3
381: bn4b19_branch2a backward 0 0 0 3
382: scale4b19_branch2a forward 0 0 15.6 3
382: scale4b19_branch2a backward 0 0 0 3
383: res4b19_branch2a_relu forward 0 0 0 3
383: res4b19_branch2a_relu backward 0 0 0 3
384: res4b19_branch2b forward 0 0 15.6 3
384: res4b19_branch2b backward 0 0 15.6 3
385: bn4b19_branch2b forward 0 0 0 3
385: bn4b19_branch2b backward 0 0 0 3
386: scale4b19_branch2b forward 0 0 0 3
386: scale4b19_branch2b backward 0 0 0 3
387: res4b19_branch2b_relu forward 0 0 0 3
387: res4b19_branch2b_relu backward 0 0 0 3
388: res4b19_branch2c forward 0 0 0 3
388: res4b19_branch2c backward 0 0 0 3
389: bn4b19_branch2c forward 0 0 0 3
389: bn4b19_branch2c backward 0 0 0 3
390: scale4b19_branch2c forward 0 0 0 3
390: scale4b19_branch2c backward 0 0 15.6 3
391: res4b19 forward 0 0 0 3
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392: res4b19_relu forward 0 0 0 3
392: res4b19_relu backward 0 0 0 3
393: res4b19_res4b19_relu_0_split forward 0 0 0 3
393: res4b19_res4b19_relu_0_split backward 0 0 0 3
394: res4b20_branch2a forward 0 0 0 3
394: res4b20_branch2a backward 0 0 15.6 3
395: bn4b20_branch2a forward 0 0 0 3
395: bn4b20_branch2a backward 0 0 0 3
396: scale4b20_branch2a forward 0 0 0 3
396: scale4b20_branch2a backward 0 0 0 3
397: res4b20_branch2a_relu forward 0 0 0 3
397: res4b20_branch2a_relu backward 0 0 0 3
398: res4b20_branch2b backward 0 0 15.6 3
399: bn4b20_branch2b forward 0 0 0 3
399: bn4b20_branch2b backward 0 0 0 3
400: scale4b20_branch2b forward 0 0 0 3
400: scale4b20_branch2b backward 0 0 0 3
401: res4b20_branch2b_relu forward 0 0 0 3
401: res4b20_branch2b_relu backward 0 0 0 3
402: res4b20_branch2c forward 0 0 0 3
402: res4b20_branch2c backward 0 0 0 3
403: bn4b20_branch2c forward 0 0 0 3
403: bn4b20_branch2c backward 0 0 0 3
404: scale4b20_branch2c forward 0 0 0 3
404: scale4b20_branch2c backward 0 0 0 3
405: res4b20 forward 0 0 0 3
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406: res4b20_relu forward 0 0 0 3
406: res4b20_relu backward 0 0 0 3
407: res4b20_res4b20_relu_0_split forward 0 0 0 3
407: res4b20_res4b20_relu_0_split backward 0 0 0 3
408: res4b21_branch2a forward 0 0 0 3
408: res4b21_branch2a backward 0 0 15.6 3
409: bn4b21_branch2a forward 0 0 0 3
409: bn4b21_branch2a backward 0 0 0 3
410: scale4b21_branch2a forward 0 0 0 3
410: scale4b21_branch2a backward 0 0 0 3
411: res4b21_branch2a_relu forward 0 0 0 3
411: res4b21_branch2a_relu backward 0 0 0 3
412: res4b21_branch2b forward 0 0 15.6 3
412: res4b21_branch2b backward 0 0 15.6 3
413: bn4b21_branch2b forward 0 0 0 3
413: bn4b21_branch2b backward 0 0 0 3
414: scale4b21_branch2b forward 0 0 0 3
414: scale4b21_branch2b backward 0 0 0 3
415: res4b21_branch2b_relu forward 0 0 0 3
415: res4b21_branch2b_relu backward 0 0 0 3
416: res4b21_branch2c forward 0 0 15.6 3
416: res4b21_branch2c backward 0 0 0 3
417: bn4b21_branch2c forward 0 0 0 3
417: bn4b21_branch2c backward 0 0 15.6 3
418: scale4b21_branch2c forward 0 0 0 3
418: scale4b21_branch2c backward 0 0 0 3
419: res4b21 forward 0 0 0 3
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420: res4b21_relu forward 0 0 0 3
420: res4b21_relu backward 0 0 0 3
421: res4b21_res4b21_relu_0_split forward 0 0 0 3
421: res4b21_res4b21_relu_0_split backward 0 0 0 3
422: res4b22_branch2a forward 0 0 0 3
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423: bn4b22_branch2a forward 0 0 0 3
423: bn4b22_branch2a backward 0 0 0 3
424: scale4b22_branch2a forward 0 0 0 3
424: scale4b22_branch2a backward 0 0 0 3
425: res4b22_branch2a_relu forward 0 0 0 3
425: res4b22_branch2a_relu backward 0 0 0 3
426: res4b22_branch2b forward 0 0 0 3
426: res4b22_branch2b backward 0 0 15.6 3
427: bn4b22_branch2b forward 0 0 0 3
427: bn4b22_branch2b backward 0 0 0 3
428: scale4b22_branch2b forward 0 0 0 3
428: scale4b22_branch2b backward 0 0 0 3
429: res4b22_branch2b_relu forward 0 0 0 3
429: res4b22_branch2b_relu backward 0 0 0 3
430: res4b22_branch2c forward 0 0 15.6 3
430: res4b22_branch2c backward 0 0 0 3
431: bn4b22_branch2c forward 0 0 15.6 3
431: bn4b22_branch2c backward 0 0 0 3
432: scale4b22_branch2c forward 0 0 0 3
432: scale4b22_branch2c backward 0 0 0 3
433: res4b22 forward 0 0 0 3
433: res4b22 backward 0 0 0 3
434: res4b22_relu forward 0 0 0 3
434: res4b22_relu backward 0 0 0 3
435: res4b22_res4b22_relu_0_split forward 0 0 0 3
435: res4b22_res4b22_relu_0_split backward 0 0 0 3
436: res5a_branch1 forward 0 0 15.6 3
436: res5a_branch1 backward 0 0 15.6 3
437: bn5a_branch1 forward 0 0 0 3
437: bn5a_branch1 backward 0 0 0 3
438: scale5a_branch1 forward 0 0 0 3
438: scale5a_branch1 backward 0 0 0 3
439: res5a_branch2a forward 0 0 0 3
439: res5a_branch2a backward 0 0 0 3
440: bn5a_branch2a forward 0 0 0 3
440: bn5a_branch2a backward 0 0 0 3
441: scale5a_branch2a forward 0 0 0 3
441: scale5a_branch2a backward 0 0 0 3
442: res5a_branch2a_relu forward 0 0 0 3
442: res5a_branch2a_relu backward 0 0 0 3
443: res5a_branch2b backward 0 0 15.6 3
444: bn5a_branch2b forward 0 0 0 3
444: bn5a_branch2b backward 0 0 0 3
445: scale5a_branch2b forward 0 0 0 3
445: scale5a_branch2b backward 0 0 0 3
446: res5a_branch2b_relu forward 0 0 0 3
446: res5a_branch2b_relu backward 0 0 0 3
447: res5a_branch2c forward 0 0 0 3
447: res5a_branch2c backward 0 0 15.6 3
448: bn5a_branch2c forward 0 0 0 3
448: bn5a_branch2c backward 0 0 0 3
449: scale5a_branch2c forward 0 0 0 3
449: scale5a_branch2c backward 0 0 0 3
450: res5a forward 0 0 0 3
450: res5a backward 0 0 0 3
451: res5a_relu forward 0 0 0 3
451: res5a_relu backward 0 0 0 3
452: res5a_res5a_relu_0_split forward 0 0 0 3
452: res5a_res5a_relu_0_split backward 0 0 0 3
453: res5b_branch2a forward 0 0 15.6 3
453: res5b_branch2a backward 0 0 15.6 3
454: bn5b_branch2a forward 0 0 0 3
454: bn5b_branch2a backward 0 0 0 3
455: scale5b_branch2a forward 0 0 0 3
455: scale5b_branch2a backward 0 0 0 3
456: res5b_branch2a_relu forward 0 0 15.6 3
456: res5b_branch2a_relu backward 0 0 0 3
457: res5b_branch2b forward 0 0 0 3
457: res5b_branch2b backward 0 0 15.6 3
458: bn5b_branch2b forward 0 0 0 3
458: bn5b_branch2b backward 0 0 0 3
459: scale5b_branch2b forward 0 0 0 3
459: scale5b_branch2b backward 0 0 0 3
460: res5b_branch2b_relu forward 0 0 0 3
460: res5b_branch2b_relu backward 0 0 0 3
461: res5b_branch2c forward 0 0 15.6 3
461: res5b_branch2c backward 0 0 0 3
462: bn5b_branch2c forward 0 0 0 3
462: bn5b_branch2c backward 0 0 0 3
463: scale5b_branch2c forward 0 0 0 3
463: scale5b_branch2c backward 0 0 0 3
464: res5b forward 0 0 0 3
464: res5b backward 0 0 0 3
465: res5b_relu forward 0 0 0 3
465: res5b_relu backward 0 0 0 3
466: res5b_res5b_relu_0_split forward 0 0 0 3
466: res5b_res5b_relu_0_split backward 0 0 0 3
467: res5c_branch2a forward 0 0 15.6 3
467: res5c_branch2a backward 0 0 15.6 3
468: bn5c_branch2a forward 0 0 0 3
468: bn5c_branch2a backward 0 0 0 3
469: scale5c_branch2a forward 0 0 0 3
469: scale5c_branch2a backward 0 0 0 3
470: res5c_branch2a_relu forward 0 0 0 3
470: res5c_branch2a_relu backward 0 0 0 3
471: res5c_branch2b forward 0 0 15.6 3
471: res5c_branch2b backward 0 0 15.6 3
472: bn5c_branch2b forward 0 0 0 3
472: bn5c_branch2b backward 0 0 0 3
473: scale5c_branch2b forward 0 0 0 3
473: scale5c_branch2b backward 0 0 0 3
474: res5c_branch2b_relu forward 0 0 0 3
474: res5c_branch2b_relu backward 0 0 0 3
475: res5c_branch2c forward 0 0 15.6 3
475: res5c_branch2c backward 0 0 15.6 3
476: bn5c_branch2c forward 0 0 0 3
476: bn5c_branch2c backward 0 0 0 3
477: scale5c_branch2c forward 0 0 0 3
477: scale5c_branch2c backward 0 0 0 3
478: res5c forward 0 0 0 3
478: res5c backward 0 0 0 3
479: res5c_relu forward 0 0 0 3
479: res5c_relu backward 0 0 0 3
480: pool5 forward 0 0 0 3
480: pool5 backward 0 0 0 3
481: fc1000 forward 0 0 15.6 3
481: fc1000 backward 0 0 15.6 3
482: prob forward 0 0 0 3
482: prob backward 0 0 0 3
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