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efe4b70847bb7890
Date: 2017-04-24 13:32:14.564699
License:
Module: experiment.bench.dnn
Repo: upload
CID (DOI-like distributed ID): 1eb2f50d4620903e:efe4b70847bb7890

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


DNN engine name: BVLC Caffe framework (opencl,libdnn,clblast)
DNN engine version: trunk-880111e
DNN engine type: opencl
DNN engine dependencies: cmake=3.5.1
compiler=6.2.0
lib-blas=0.2.19-85636ff
lib-boost=1.58.0
lib-clblast=development-c9f39ed
lib-gflags=2.2.0
lib-glog=development-e56ed55
lib-hdf5=1.8.16
lib-lmdb=0.0.0
lib-opencl=8.0.61
lib-opencv=2.4.9
lib-protobuf-host=3.1.0
lib-viennacl=master-5494bef
DNN model name: Caffe model (net and weights) (resnet, resnet152)
DNN model version: deploy
Batch size: 1
Platform: Hewlett-Packard (HP Z640 Workstation)
OS: Ubuntu 16.04.2 LTS
CPU: Intel(R) Xeon(R) CPU E5-2650 v3 @ 2.30GHz
GPU: NVIDIA Corporation Device 1b80 (rev a1)

Name Direction Min time (ms.): Expected time (ms.): Max time (ms.): Repetitions:
01: conv1 backward 3.4 3.5 3.5 3
03: scale_conv1 backward 1.4 1.5 1.5 3
24: res2b_branch2a backward 1.2 1.3 1.3 3
38: res2c_branch2a backward 1.2 1.3 1.3 3
10: res2a_branch2a backward 1.2 1.3 1.3 3
20: scale2a_branch2c backward 1.0 1.1 1.1 3
09: scale2a_branch1 backward 0.9 1.1 1.2 3
34: scale2b_branch2c backward 0.9 1.1 1.1 3
48: scale2c_branch2c backward 0.9 1.1 1.1 3
32: res2b_branch2c backward 0.9 0.9 0.9 3
46: res2c_branch2c backward 0.9 0.9 0.9 3
07: res2a_branch1 backward 0.9 0.9 0.9 3
18: res2a_branch2c backward 0.9 0.9 0.9 3
14: res2a_branch2b backward 0.8 0.8 0.8 3
42: res2c_branch2b backward 0.8 0.8 0.8 3
28: res2b_branch2b backward 0.8 0.8 0.8 3
65: scale3a_branch2c backward 0.8 0.9 1.0 3
174: res4a_branch2b backward 0.8 0.9 0.9 3
93: scale3b2_branch2c backward 0.8 0.9 1.0 3
167: res4a_branch1 backward 0.7 0.9 0.9 3
121: scale3b4_branch2c backward 0.7 0.9 1.0 3
54: scale3a_branch1 backward 0.7 0.9 1.0 3
135: scale3b5_branch2c backward 0.7 0.9 0.9 3
79: scale3b1_branch2c backward 0.7 0.9 1.0 3
107: scale3b3_branch2c backward 0.7 0.9 1.0 3
244: res4b5_branch2b backward 0.7 0.8 0.9 3
314: res4b10_branch2b backward 0.7 0.8 0.9 3
149: scale3b6_branch2c backward 0.7 0.9 0.9 3
384: res4b15_branch2b backward 0.7 0.8 0.9 3
454: res4b20_branch2b backward 0.7 0.8 0.9 3
163: scale3b7_branch2c backward 0.7 0.9 0.9 3
194: scale4b1_branch2c backward 0.7 0.9 0.9 3
306: scale4b9_branch2c backward 0.7 0.8 0.9 3
250: scale4b5_branch2c backward 0.7 0.8 0.9 3
222: scale4b3_branch2c backward 0.7 0.8 0.9 3
362: scale4b13_branch2c backward 0.7 0.8 0.9 3
390: scale4b15_branch2c backward 0.7 0.8 0.9 3
278: scale4b7_branch2c backward 0.7 0.8 0.9 3
334: scale4b11_branch2c backward 0.7 0.8 0.9 3
446: scale4b19_branch2c backward 0.7 0.8 0.9 3
276: res4b7_branch2c backward 0.7 0.8 0.8 3
416: res4b17_branch2c backward 0.7 0.8 0.8 3
418: scale4b17_branch2c backward 0.7 0.8 0.9 3
474: scale4b21_branch2c backward 0.6 0.8 0.9 3
05: pool1 backward 0.6 0.8 0.8 3
12: scale2a_branch2a backward 0.6 0.7 0.7 3
30: scale2b_branch2b backward 0.6 0.7 0.7 3
40: scale2c_branch2a backward 0.6 0.7 0.7 3
16: scale2a_branch2b backward 0.6 0.7 0.7 3
44: scale2c_branch2b backward 0.6 0.7 0.7 3
08: bn2a_branch1 forward 0.6 0.7 0.7 3
26: scale2b_branch2a backward 0.6 0.7 0.7 3
02: bn_conv1 forward 0.6 0.7 0.7 3
55: res3a_branch2a backward 0.6 0.6 0.7 3
47: bn2c_branch2c forward 0.6 0.7 0.7 3
52: res3a_branch1 backward 0.6 0.6 0.7 3
33: bn2b_branch2c forward 0.6 0.6 0.7 3
97: res3b3_branch2a backward 0.6 0.6 0.7 3
139: res3b6_branch2a backward 0.6 0.6 0.7 3
19: bn2a_branch2c forward 0.6 0.6 0.7 3
125: res3b5_branch2a backward 0.6 0.6 0.7 3
69: res3b1_branch2a backward 0.6 0.6 0.7 3
111: res3b4_branch2a backward 0.6 0.6 0.7 3
83: res3b2_branch2a backward 0.6 0.6 0.7 3
153: res3b7_branch2a backward 0.6 0.6 0.7 3
63: res3a_branch2c backward 0.5 0.6 0.6 3
119: res3b4_branch2c backward 0.5 0.6 0.6 3
116: bn3b4_branch2b forward 0.5 0.6 0.6 3
11: bn2a_branch2a forward 0.5 0.6 0.6 3
53: bn3a_branch1 forward 0.5 0.6 0.6 3
120: bn3b4_branch2c forward 0.5 0.6 0.6 3
126: bn3b5_branch2a forward 0.5 0.6 0.6 3
423: bn4b18_branch2a forward 0.5 0.6 0.6 3
64: bn3a_branch2c forward 0.5 0.6 0.6 3
148: bn3b6_branch2c forward 0.5 0.6 0.6 3
78: bn3b1_branch2c forward 0.5 0.6 0.7 3
162: bn3b7_branch2c forward 0.5 0.6 0.6 3
92: bn3b2_branch2c forward 0.5 0.6 0.6 3
106: bn3b3_branch2c forward 0.5 0.6 0.6 3
134: bn3b5_branch2c forward 0.5 0.6 0.6 3
217: bn4b3_branch2b forward 0.5 0.6 0.6 3
325: bn4b11_branch2a forward 0.5 0.6 0.6 3
202: res4b2_branch2b backward 0.5 0.5 0.6 3
43: bn2c_branch2b forward 0.5 0.6 0.6 3
39: bn2c_branch2a forward 0.5 0.6 0.6 3
188: res4b1_branch2b backward 0.5 0.5 0.6 3
319: bn4b10_branch2c forward 0.5 0.6 0.6 3
158: bn3b7_branch2b forward 0.5 0.6 0.6 3
179: bn4a_branch2c forward 0.5 0.6 0.6 3
272: res4b7_branch2b backward 0.5 0.5 0.6 3
356: res4b13_branch2b backward 0.5 0.5 0.6 3
221: bn4b3_branch2c forward 0.5 0.6 0.6 3
361: bn4b13_branch2c forward 0.5 0.6 0.6 3
56: bn3a_branch2a forward 0.5 0.6 0.6 3
241: bn4b5_branch2a forward 0.5 0.6 0.6 3
140: bn3b6_branch2a forward 0.5 0.6 0.6 3
403: bn4b16_branch2c forward 0.5 0.6 0.6 3
427: bn4b18_branch2b forward 0.5 0.6 0.6 3
465: bn4b21_branch2a forward 0.5 0.6 0.6 3
74: bn3b1_branch2b forward 0.5 0.6 0.6 3
301: bn4b9_branch2b forward 0.5 0.6 0.6 3
328: res4b11_branch2b backward 0.5 0.5 0.6 3
25: bn2b_branch2a forward 0.5 0.6 0.6 3
98: bn3b3_branch2a forward 0.5 0.6 0.6 3
130: bn3b5_branch2b forward 0.5 0.6 0.6 3
15: bn2a_branch2b forward 0.5 0.6 0.6 3
112: bn3b4_branch2a forward 0.5 0.6 0.6 3
259: bn4b6_branch2b forward 0.5 0.6 0.6 3
483: bn4b22_branch2b forward 0.5 0.6 0.6 3
60: bn3a_branch2b forward 0.5 0.6 0.6 3
84: bn3b2_branch2a forward 0.5 0.6 0.7 3
144: bn3b6_branch2b forward 0.5 0.6 0.6 3
154: bn3b7_branch2a forward 0.5 0.6 0.6 3
230: res4b4_branch2b backward 0.5 0.5 0.6 3
370: res4b14_branch2b backward 0.5 0.5 0.6 3
88: bn3b2_branch2b forward 0.5 0.6 0.6 3
29: bn2b_branch2b forward 0.5 0.6 0.6 3
286: res4b8_branch2b backward 0.5 0.5 0.6 3
70: bn3b1_branch2a forward 0.5 0.6 0.6 3
216: res4b3_branch2b backward 0.5 0.5 0.6 3
347: bn4b12_branch2c forward 0.5 0.6 0.6 3
263: bn4b6_branch2c forward 0.5 0.6 0.6 3
193: bn4b1_branch2c forward 0.5 0.6 0.6 3
389: bn4b15_branch2c forward 0.5 0.6 0.6 3
102: bn3b3_branch2b forward 0.5 0.6 0.6 3
199: bn4b2_branch2a forward 0.5 0.6 0.6 3
249: bn4b5_branch2c forward 0.5 0.6 0.6 3
445: bn4b19_branch2c forward 0.5 0.6 0.6 3
235: bn4b4_branch2c forward 0.5 0.6 0.6 3
207: bn4b2_branch2c forward 0.5 0.6 0.6 3
258: res4b6_branch2b backward 0.5 0.5 0.6 3
431: bn4b18_branch2c forward 0.5 0.6 0.6 3
468: res4b21_branch2b backward 0.5 0.5 0.6 3
473: bn4b21_branch2c forward 0.5 0.6 0.6 3
213: bn4b3_branch2a forward 0.5 0.6 0.6 3
385: bn4b15_branch2b forward 0.5 0.6 0.6 3
305: bn4b9_branch2c forward 0.5 0.6 0.6 3
277: bn4b7_branch2c forward 0.5 0.6 0.6 3
333: bn4b11_branch2c forward 0.5 0.6 0.6 3
459: bn4b20_branch2c forward 0.5 0.6 0.6 3
496: res4b23_branch2b backward 0.5 0.5 0.6 3
168: bn4a_branch1 forward 0.5 0.6 0.6 3
482: res4b22_branch2b backward 0.5 0.5 0.6 3
227: bn4b4_branch2a forward 0.5 0.6 0.6 3
283: bn4b8_branch2a forward 0.5 0.6 0.6 3
231: bn4b4_branch2b forward 0.5 0.6 0.6 3
203: bn4b2_branch2b forward 0.5 0.6 0.6 3
269: bn4b7_branch2a forward 0.5 0.6 0.6 3
291: bn4b8_branch2c forward 0.5 0.6 0.6 3
367: bn4b14_branch2a forward 0.5 0.6 0.6 3
375: bn4b14_branch2c forward 0.5 0.6 0.6 3
487: bn4b22_branch2c forward 0.5 0.6 0.6 3
300: res4b9_branch2b backward 0.5 0.5 0.6 3
437: bn4b19_branch2a forward 0.5 0.6 0.6 3
417: bn4b17_branch2c forward 0.5 0.6 0.6 3
171: bn4a_branch2a forward 0.5 0.6 0.6 3
175: bn4a_branch2b forward 0.5 0.6 0.6 3
185: bn4b1_branch2a forward 0.5 0.6 0.6 3
297: bn4b9_branch2a forward 0.5 0.6 0.6 3
343: bn4b12_branch2b forward 0.5 0.6 0.6 3
395: bn4b16_branch2a forward 0.5 0.6 0.6 3
357: bn4b13_branch2b forward 0.5 0.6 0.6 3
245: bn4b5_branch2b forward 0.5 0.6 0.6 3
315: bn4b10_branch2b forward 0.5 0.6 0.6 3
329: bn4b11_branch2b forward 0.5 0.6 0.6 3
255: bn4b6_branch2a forward 0.5 0.6 0.6 3
273: bn4b7_branch2b forward 0.5 0.6 0.6 3
339: bn4b12_branch2a forward 0.5 0.6 0.6 3
353: bn4b13_branch2a forward 0.5 0.6 0.6 3
409: bn4b17_branch2a forward 0.5 0.6 0.6 3
440: res4b19_branch2b backward 0.5 0.5 0.6 3
441: bn4b19_branch2b forward 0.5 0.6 0.6 3
451: bn4b20_branch2a forward 0.5 0.6 0.6 3
479: bn4b22_branch2a forward 0.5 0.6 0.6 3
493: bn4b23_branch2a forward 0.5 0.6 0.6 3
287: bn4b8_branch2b forward 0.5 0.6 0.6 3
189: bn4b1_branch2b forward 0.5 0.6 0.6 3
399: bn4b16_branch2b forward 0.5 0.6 0.6 3
469: bn4b21_branch2b forward 0.5 0.6 0.6 3
455: bn4b20_branch2b forward 0.5 0.6 0.6 3
311: bn4b10_branch2a forward 0.5 0.6 0.6 3
371: bn4b14_branch2b forward 0.5 0.6 0.6 3
497: bn4b23_branch2b forward 0.5 0.6 0.6 3
398: res4b16_branch2b backward 0.5 0.5 0.6 3
426: res4b18_branch2b backward 0.5 0.5 0.6 3
413: bn4b17_branch2b forward 0.5 0.6 0.6 3
381: bn4b15_branch2a forward 0.5 0.6 0.6 3
342: res4b12_branch2b backward 0.5 0.5 0.6 3
412: res4b17_branch2b backward 0.5 0.5 0.6 3
117: scale3b4_branch2b backward 0.5 0.5 0.6 3
398: res4b16_branch2b forward 0.5 0.5 0.5 3
57: scale3a_branch2a backward 0.5 0.5 0.6 3
482: res4b22_branch2b forward 0.5 0.5 0.5 3
342: res4b12_branch2b forward 0.5 0.5 0.5 3
440: res4b19_branch2b forward 0.5 0.5 0.5 3
202: res4b2_branch2b forward 0.5 0.5 0.5 3
188: res4b1_branch2b forward 0.5 0.5 0.5 3
426: res4b18_branch2b forward 0.5 0.5 0.5 3
230: res4b4_branch2b forward 0.5 0.5 0.5 3
454: res4b20_branch2b forward 0.5 0.5 0.5 3
468: res4b21_branch2b forward 0.5 0.5 0.5 3
174: res4a_branch2b forward 0.5 0.5 0.5 3
286: res4b8_branch2b forward 0.5 0.5 0.5 3
328: res4b11_branch2b forward 0.5 0.5 0.5 3
244: res4b5_branch2b forward 0.5 0.5 0.5 3
258: res4b6_branch2b forward 0.5 0.5 0.5 3
356: res4b13_branch2b forward 0.5 0.5 0.5 3
300: res4b9_branch2b forward 0.5 0.5 0.5 3
384: res4b15_branch2b forward 0.5 0.5 0.5 3
412: res4b17_branch2b forward 0.5 0.5 0.5 3
216: res4b3_branch2b forward 0.5 0.5 0.5 3
496: res4b23_branch2b forward 0.5 0.5 0.5 3
272: res4b7_branch2b forward 0.5 0.5 0.5 3
370: res4b14_branch2b forward 0.5 0.5 0.5 3
314: res4b10_branch2b forward 0.5 0.5 0.5 3
127: scale3b5_branch2a backward 0.5 0.5 0.6 3
131: scale3b5_branch2b backward 0.5 0.5 0.6 3
61: scale3a_branch2b backward 0.5 0.5 0.6 3
89: scale3b2_branch2b backward 0.5 0.5 0.6 3
145: scale3b6_branch2b backward 0.5 0.5 0.6 3
85: scale3b2_branch2a backward 0.4 0.5 0.6 3
71: scale3b1_branch2a backward 0.4 0.5 0.6 3
204: scale4b2_branch2b backward 0.4 0.5 0.6 3
75: scale3b1_branch2b backward 0.4 0.5 0.6 3
172: scale4a_branch2a backward 0.4 0.5 0.5 3
103: scale3b3_branch2b backward 0.4 0.5 0.6 3
99: scale3b3_branch2a backward 0.4 0.5 0.6 3
141: scale3b6_branch2a backward 0.4 0.5 0.6 3
113: scale3b4_branch2a backward 0.4 0.5 0.6 3
159: scale3b7_branch2b backward 0.4 0.5 0.6 3
180: scale4a_branch2c backward 0.4 0.5 0.6 3
169: scale4a_branch1 backward 0.4 0.5 0.6 3
155: scale3b7_branch2a backward 0.4 0.5 0.6 3
220: res4b3_branch2c backward 0.4 0.5 0.5 3
190: scale4b1_branch2b backward 0.4 0.5 0.6 3
176: scale4a_branch2b backward 0.4 0.5 0.6 3
200: scale4b2_branch2a backward 0.4 0.5 0.5 3
236: scale4b4_branch2c backward 0.4 0.5 0.5 3
208: scale4b2_branch2c backward 0.4 0.5 0.6 3
288: scale4b8_branch2b backward 0.4 0.5 0.6 3
198: res4b2_branch2a backward 0.4 0.5 0.5 3
186: scale4b1_branch2a backward 0.4 0.5 0.5 3
254: res4b6_branch2a backward 0.4 0.5 0.5 3
192: res4b1_branch2c backward 0.4 0.5 0.5 3
218: scale4b3_branch2b backward 0.4 0.5 0.6 3
360: res4b13_branch2c backward 0.4 0.5 0.5 3
264: scale4b6_branch2c backward 0.4 0.5 0.5 3
292: scale4b8_branch2c backward 0.4 0.5 0.5 3
310: res4b10_branch2a backward 0.4 0.5 0.5 3
228: scale4b4_branch2a backward 0.4 0.5 0.6 3
242: scale4b5_branch2a backward 0.4 0.5 0.5 3
366: res4b14_branch2a backward 0.4 0.5 0.5 3
214: scale4b3_branch2a backward 0.4 0.5 0.6 3
284: scale4b8_branch2a backward 0.4 0.5 0.5 3
320: scale4b10_branch2c backward 0.4 0.5 0.5 3
232: scale4b4_branch2b backward 0.4 0.5 0.6 3
444: res4b19_branch2c backward 0.4 0.5 0.5 3
274: scale4b7_branch2b backward 0.4 0.5 0.5 3
248: res4b5_branch2c backward 0.4 0.5 0.5 3
376: scale4b14_branch2c backward 0.4 0.5 0.5 3
246: scale4b5_branch2b backward 0.4 0.5 0.5 3
304: res4b9_branch2c backward 0.4 0.5 0.5 3
282: res4b8_branch2a backward 0.4 0.5 0.5 3
340: scale4b12_branch2a backward 0.4 0.5 0.5 3
450: res4b20_branch2a backward 0.4 0.5 0.5 3
472: res4b21_branch2c backward 0.4 0.5 0.5 3
260: scale4b6_branch2b backward 0.4 0.5 0.5 3
226: res4b4_branch2a backward 0.4 0.5 0.5 3
270: scale4b7_branch2a backward 0.4 0.5 0.5 3
478: res4b22_branch2a backward 0.4 0.5 0.5 3
330: scale4b11_branch2b backward 0.4 0.5 0.5 3
302: scale4b9_branch2b backward 0.4 0.5 0.5 3
486: res4b22_branch2c backward 0.4 0.5 0.5 3
326: scale4b11_branch2a backward 0.4 0.5 0.5 3
348: scale4b12_branch2c backward 0.4 0.5 0.5 3
358: scale4b13_branch2b backward 0.4 0.5 0.5 3
388: res4b15_branch2c backward 0.4 0.5 0.5 3
460: scale4b20_branch2c backward 0.4 0.5 0.5 3
372: scale4b14_branch2b backward 0.4 0.5 0.5 3
256: scale4b6_branch2a backward 0.4 0.5 0.5 3
332: res4b11_branch2c backward 0.4 0.5 0.5 3
170: res4a_branch2a backward 0.4 0.5 0.5 3
316: scale4b10_branch2b backward 0.4 0.5 0.5 3
344: scale4b12_branch2b backward 0.4 0.5 0.5 3
206: res4b2_branch2c backward 0.4 0.5 0.5 3
338: res4b12_branch2a backward 0.4 0.5 0.5 3
312: scale4b10_branch2a backward 0.4 0.5 0.5 3
298: scale4b9_branch2a backward 0.4 0.5 0.5 3
422: res4b18_branch2a backward 0.4 0.5 0.5 3
404: scale4b16_branch2c backward 0.4 0.5 0.5 3
346: res4b12_branch2c backward 0.4 0.5 0.5 3
394: res4b16_branch2a backward 0.4 0.5 0.5 3
456: scale4b20_branch2b backward 0.4 0.5 0.5 3
354: scale4b13_branch2a backward 0.4 0.5 0.5 3
414: scale4b17_branch2b backward 0.4 0.5 0.5 3
432: scale4b18_branch2c backward 0.4 0.5 0.5 3
386: scale4b15_branch2b backward 0.4 0.5 0.5 3
442: scale4b19_branch2b backward 0.4 0.5 0.5 3
488: scale4b22_branch2c backward 0.4 0.5 0.5 3
494: scale4b23_branch2a backward 0.4 0.5 0.5 3
382: scale4b15_branch2a backward 0.4 0.5 0.5 3
368: scale4b14_branch2a backward 0.4 0.5 0.5 3
400: scale4b16_branch2b backward 0.4 0.5 0.5 3
424: scale4b18_branch2a backward 0.4 0.5 0.5 3
470: scale4b21_branch2b backward 0.4 0.5 0.5 3
396: scale4b16_branch2a backward 0.4 0.5 0.5 3
428: scale4b18_branch2b backward 0.4 0.5 0.5 3
410: scale4b17_branch2a backward 0.4 0.5 0.5 3
480: scale4b22_branch2a backward 0.4 0.5 0.5 3
484: scale4b22_branch2b backward 0.4 0.5 0.5 3
33: bn2b_branch2c backward 0.4 0.4 0.5 3
19: bn2a_branch2c backward 0.4 0.4 0.5 3
466: scale4b21_branch2a backward 0.4 0.5 0.5 3
498: scale4b23_branch2b backward 0.4 0.5 0.5 3
438: scale4b19_branch2a backward 0.4 0.5 0.5 3
47: bn2c_branch2c backward 0.4 0.4 0.5 3
02: bn_conv1 backward 0.4 0.4 0.5 3
08: bn2a_branch1 backward 0.4 0.5 0.5 3
452: scale4b20_branch2a backward 0.4 0.5 0.5 3
459: bn4b20_branch2c backward 0.4 0.4 0.4 3
64: bn3a_branch2c backward 0.4 0.4 0.5 3
92: bn3b2_branch2c backward 0.4 0.4 0.5 3
120: bn3b4_branch2c backward 0.4 0.4 0.4 3
134: bn3b5_branch2c backward 0.4 0.4 0.5 3
53: bn3a_branch1 backward 0.4 0.4 0.5 3
78: bn3b1_branch2c backward 0.4 0.4 0.5 3
148: bn3b6_branch2c backward 0.4 0.4 0.4 3
106: bn3b3_branch2c backward 0.3 0.4 0.4 3
487: bn4b22_branch2c backward 0.3 0.4 0.4 3
162: bn3b7_branch2c backward 0.3 0.4 0.4 3
375: bn4b14_branch2c backward 0.3 0.4 0.4 3
179: bn4a_branch2c backward 0.3 0.4 0.4 3
235: bn4b4_branch2c backward 0.3 0.4 0.4 3
168: bn4a_branch1 backward 0.3 0.4 0.4 3
319: bn4b10_branch2c backward 0.3 0.4 0.4 3
207: bn4b2_branch2c backward 0.3 0.4 0.4 3
263: bn4b6_branch2c backward 0.3 0.4 0.4 3
291: bn4b8_branch2c backward 0.3 0.4 0.4 3
347: bn4b12_branch2c backward 0.3 0.4 0.4 3
403: bn4b16_branch2c backward 0.3 0.4 0.4 3
431: bn4b18_branch2c backward 0.3 0.4 0.4 3
181: res4a backward 0.3 0.4 0.4 3
21: res2a backward 0.3 0.4 0.4 3
321: res4b10 backward 0.3 0.4 0.4 3
66: res3a backward 0.3 0.4 0.4 3
94: res3b2 backward 0.3 0.4 0.4 3
237: res4b4 backward 0.3 0.4 0.4 3
136: res3b5 backward 0.3 0.4 0.4 3
122: res3b4 backward 0.3 0.4 0.4 3
35: res2b backward 0.3 0.4 0.4 3
49: res2c backward 0.3 0.4 0.4 3
80: res3b1 backward 0.3 0.4 0.4 3
377: res4b14 backward 0.3 0.4 0.4 3
108: res3b3 backward 0.3 0.4 0.4 3
209: res4b2 backward 0.3 0.4 0.4 3
150: res3b6 backward 0.3 0.4 0.4 3
293: res4b8 backward 0.3 0.4 0.4 3
489: res4b22 backward 0.3 0.3 0.4 3
265: res4b6 backward 0.3 0.4 0.4 3
461: res4b20 backward 0.3 0.3 0.4 3
164: res3b7 backward 0.3 0.4 0.4 3
433: res4b18 backward 0.3 0.4 0.4 3
349: res4b12 backward 0.3 0.4 0.4 3
405: res4b16 backward 0.3 0.4 0.4 3
59: res3a_branch2b backward 0.3 0.3 0.3 3
91: res3b2_branch2c backward 0.3 0.3 0.3 3
77: res3b1_branch2c backward 0.3 0.3 0.3 3
133: res3b5_branch2c backward 0.3 0.3 0.3 3
105: res3b3_branch2c backward 0.3 0.3 0.3 3
87: res3b2_branch2b backward 0.3 0.3 0.3 3
147: res3b6_branch2c backward 0.3 0.3 0.3 3
161: res3b7_branch2c backward 0.3 0.3 0.3 3
73: res3b1_branch2b forward 0.3 0.3 0.3 3
129: res3b5_branch2b backward 0.3 0.3 0.3 3
115: res3b4_branch2b backward 0.3 0.3 0.3 3
101: res3b3_branch2b backward 0.3 0.3 0.3 3
129: res3b5_branch2b forward 0.3 0.3 0.3 3
157: res3b7_branch2b forward 0.3 0.3 0.3 3
101: res3b3_branch2b forward 0.3 0.3 0.3 3
115: res3b4_branch2b forward 0.3 0.3 0.3 3
59: res3a_branch2b forward 0.3 0.3 0.3 3
73: res3b1_branch2b backward 0.3 0.3 0.3 3
87: res3b2_branch2b forward 0.3 0.3 0.3 3
143: res3b6_branch2b forward 0.3 0.3 0.3 3
143: res3b6_branch2b backward 0.2 0.3 0.3 3
157: res3b7_branch2b backward 0.2 0.3 0.3 3
240: res4b5_branch2a forward 0.2 0.2 0.2 3
226: res4b4_branch2a forward 0.2 0.2 0.2 3
436: res4b19_branch2a forward 0.2 0.2 0.2 3
254: res4b6_branch2a forward 0.2 0.2 0.2 3
184: res4b1_branch2a forward 0.2 0.2 0.2 3
478: res4b22_branch2a forward 0.2 0.2 0.2 3
324: res4b11_branch2a forward 0.2 0.2 0.2 3
422: res4b18_branch2a forward 0.2 0.2 0.2 3
352: res4b13_branch2a forward 0.2 0.2 0.2 3
212: res4b3_branch2a forward 0.2 0.2 0.2 3
366: res4b14_branch2a forward 0.2 0.2 0.2 3
492: res4b23_branch2a forward 0.2 0.2 0.2 3
464: res4b21_branch2a forward 0.2 0.2 0.2 3
282: res4b8_branch2a forward 0.2 0.2 0.2 3
338: res4b12_branch2a forward 0.2 0.2 0.2 3
450: res4b20_branch2a forward 0.2 0.2 0.2 3
394: res4b16_branch2a forward 0.2 0.2 0.2 3
408: res4b17_branch2a forward 0.2 0.2 0.2 3
268: res4b7_branch2a forward 0.2 0.2 0.2 3
310: res4b10_branch2a forward 0.2 0.2 0.2 3
296: res4b9_branch2a forward 0.2 0.2 0.2 3
380: res4b15_branch2a forward 0.2 0.2 0.2 3
198: res4b2_branch2a forward 0.2 0.2 0.2 3
42: res2c_branch2b forward 0.2 0.2 0.2 3
01: conv1 forward 0.2 0.2 0.2 3
49: res2c forward 0.2 0.2 0.2 3
14: res2a_branch2b forward 0.2 0.2 0.2 3
21: res2a forward 0.2 0.2 0.2 3
28: res2b_branch2b forward 0.2 0.2 0.2 3
35: res2b forward 0.2 0.2 0.2 3
167: res4a_branch1 forward 0.2 0.2 0.2 3
408: res4b17_branch2a backward 0.2 0.2 0.2 3
374: res4b14_branch2c backward 0.1 0.2 0.2 3
178: res4a_branch2c backward 0.1 0.2 0.2 3
458: res4b20_branch2c backward 0.1 0.2 0.2 3
318: res4b10_branch2c backward 0.1 0.2 0.2 3
430: res4b18_branch2c backward 0.1 0.2 0.2 3
290: res4b8_branch2c backward 0.1 0.1 0.2 3
402: res4b16_branch2c backward 0.1 0.1 0.2 3
380: res4b15_branch2a backward 0.1 0.1 0.2 3
234: res4b4_branch2c backward 0.1 0.2 0.2 3
464: res4b21_branch2a backward 0.1 0.1 0.2 3
240: res4b5_branch2a backward 0.1 0.1 0.2 3
321: res4b10 forward 0.1 0.2 0.2 3
324: res4b11_branch2a backward 0.1 0.1 0.2 3
94: res3b2 forward 0.1 0.2 0.2 3
150: res3b6 forward 0.1 0.2 0.2 3
296: res4b9_branch2a backward 0.1 0.1 0.2 3
66: res3a forward 0.1 0.2 0.2 3
80: res3b1 forward 0.1 0.2 0.2 3
136: res3b5 forward 0.1 0.2 0.2 3
262: res4b6_branch2c backward 0.1 0.1 0.2 3
352: res4b13_branch2a backward 0.1 0.1 0.2 3
184: res4b1_branch2a backward 0.1 0.1 0.2 3
492: res4b23_branch2a backward 0.1 0.1 0.2 3
436: res4b19_branch2a backward 0.1 0.1 0.2 3
164: res3b7 forward 0.1 0.2 0.2 3
268: res4b7_branch2a backward 0.1 0.1 0.2 3
108: res3b3 forward 0.1 0.2 0.2 3
122: res3b4 forward 0.1 0.2 0.2 3
212: res4b3_branch2a backward 0.1 0.1 0.2 3
52: res3a_branch1 forward 0.1 0.1 0.1 3
475: res4b21 forward 0.1 0.1 0.2 3
223: res4b3 forward 0.1 0.1 0.2 3
293: res4b8 forward 0.1 0.1 0.2 3
335: res4b11 forward 0.1 0.1 0.2 3
181: res4a forward 0.1 0.1 0.2 3
251: res4b5 forward 0.1 0.1 0.2 3
265: res4b6 forward 0.1 0.1 0.2 3
307: res4b9 forward 0.1 0.1 0.2 3
349: res4b12 forward 0.1 0.1 0.2 3
461: res4b20 forward 0.1 0.1 0.2 3
237: res4b4 forward 0.1 0.1 0.2 3
363: res4b13 forward 0.1 0.1 0.2 3
447: res4b19 forward 0.1 0.1 0.2 3
209: res4b2 forward 0.1 0.1 0.2 3
377: res4b14 forward 0.1 0.1 0.2 3
489: res4b22 forward 0.1 0.1 0.2 3
195: res4b1 forward 0.1 0.1 0.2 3
279: res4b7 forward 0.1 0.1 0.2 3
391: res4b15 forward 0.1 0.1 0.2 3
405: res4b16 forward 0.1 0.2 0.2 3
419: res4b17 forward 0.1 0.1 0.2 3
433: res4b18 forward 0.1 0.1 0.2 3
170: res4a_branch2a forward 0.1 0.1 0.1 3
111: res3b4_branch2a forward 0.1 0.1 0.1 3
139: res3b6_branch2a forward 0.1 0.1 0.1 3
69: res3b1_branch2a forward 0.1 0.1 0.1 3
153: res3b7_branch2a forward 0.1 0.1 0.1 3
83: res3b2_branch2a forward 0.1 0.1 0.1 3
125: res3b5_branch2a forward 0.1 0.1 0.1 3
03: scale_conv1 forward 0.1 0.1 0.1 3
97: res3b3_branch2a forward 0.1 0.1 0.1 3
09: scale2a_branch1 forward 0 0 0.1 3
220: res4b3_branch2c forward 0 0 0.1 3
48: scale2c_branch2c forward 0 0 0 3
192: res4b1_branch2c forward 0 0 0.1 3
262: res4b6_branch2c forward 0 0 0.1 3
346: res4b12_branch2c forward 0 0 0.1 3
402: res4b16_branch2c forward 0 0 0.1 3
234: res4b4_branch2c forward 0 0 0.1 3
34: scale2b_branch2c forward 0 0 0 3
416: res4b17_branch2c forward 0 0 0 3
178: res4a_branch2c forward 0 0 0.1 3
444: res4b19_branch2c forward 0 0 0.1 3
388: res4b15_branch2c forward 0 0 0.1 3
430: res4b18_branch2c forward 0 0 0.1 3
318: res4b10_branch2c forward 0 0 0.1 3
374: res4b14_branch2c forward 0 0 0.1 3
360: res4b13_branch2c forward 0 0 0 3
206: res4b2_branch2c forward 0 0 0.1 3
332: res4b11_branch2c forward 0 0 0.1 3
458: res4b20_branch2c forward 0 0 0.1 3
486: res4b22_branch2c forward 0 0 0.1 3
20: scale2a_branch2c forward 0 0 0 3
304: res4b9_branch2c forward 0 0 0 3
472: res4b21_branch2c forward 0 0 0.1 3
290: res4b8_branch2c forward 0 0 0 3
276: res4b7_branch2c forward 0 0 0 3
248: res4b5_branch2c forward 0 0 0.1 3
38: res2c_branch2a forward 0 0 0 3
24: res2b_branch2a forward 0 0 0 3
147: res3b6_branch2c forward 0 0 0 3
119: res3b4_branch2c forward 0 0 0 3
63: res3a_branch2c forward 0 0 0 3
77: res3b1_branch2c forward 0 0 0 3
91: res3b2_branch2c forward 0 0 0 3
105: res3b3_branch2c forward 0 0 0 3
133: res3b5_branch2c forward 0 0 0 3
161: res3b7_branch2c forward 0 0 0 3
32: res2b_branch2c forward 0 0 0 3
18: res2a_branch2c forward 0 0 0 3
46: res2c_branch2c forward 0 0 0 3
39: bn2c_branch2a backward 0 0 0 3
07: res2a_branch1 forward 0 0 0 3
55: res3a_branch2a forward 0 0 0 3
43: bn2c_branch2b backward 0 0 0 3
60: bn3a_branch2b backward 0 0 0 3
79: scale3b1_branch2c forward 0 0 0 3
193: bn4b1_branch2c backward 0 0 0 3
445: bn4b19_branch2c backward 0 0 0 3
102: bn3b3_branch2b backward 0 0 0 3
107: scale3b3_branch2c forward 0 0 0 3
305: bn4b9_branch2c backward 0 0 0 3
135: scale3b5_branch2c forward 0 0 0 3
473: bn4b21_branch2c backward 0 0 0 3
29: bn2b_branch2b backward 0 0 0 3
130: bn3b5_branch2b backward 0 0 0 3
25: bn2b_branch2a backward 0 0 0 3
11: bn2a_branch2a backward 0 0 0 3
15: bn2a_branch2b backward 0 0 0 3
54: scale3a_branch1 forward 0 0 0 3
93: scale3b2_branch2c forward 0 0 0 3
121: scale3b4_branch2c forward 0 0 0 3
149: scale3b6_branch2c forward 0 0 0 3
361: bn4b13_branch2c backward 0 0 0 3
126: bn3b5_branch2a backward 0 0 0 3
163: scale3b7_branch2c forward 0 0 0 3
221: bn4b3_branch2c backward 0 0 0 3
277: bn4b7_branch2c backward 0 0 0 3
65: scale3a_branch2c forward 0 0 0 3
116: bn3b4_branch2b backward 0 0 0 3
249: bn4b5_branch2c backward 0 0 0 3
389: bn4b15_branch2c backward 0 0 0 3
417: bn4b17_branch2c backward 0 0 0 3
469: bn4b21_branch2b backward 0 0 0 3
88: bn3b2_branch2b backward 0 0 0 3
56: bn3a_branch2a backward 0 0 0 3
333: bn4b11_branch2c backward 0 0 0 3
140: bn3b6_branch2a backward 0 0 0 3
158: bn3b7_branch2b backward 0 0 0 3
455: bn4b20_branch2b backward 0 0 0 3
144: bn3b6_branch2b backward 0 0 0 3
203: bn4b2_branch2b backward 0 0 0 3
05: pool1 forward 0 0 0 3
84: bn3b2_branch2a backward 0 0 0 3
98: bn3b3_branch2a backward 0 0 0 3
175: bn4a_branch2b backward 0 0 0 3
325: bn4b11_branch2a backward 0 0 0 3
493: bn4b23_branch2a backward 0 0 0 3
189: bn4b1_branch2b backward 0 0 0 3
154: bn3b7_branch2a backward 0 0 0 3
70: bn3b1_branch2a backward 0 0 0 3
465: bn4b21_branch2a backward 0 0 0 3
423: bn4b18_branch2a backward 0 0 0 3
283: bn4b8_branch2a backward 0 0 0 3
329: bn4b11_branch2b backward 0 0 0 3
74: bn3b1_branch2b backward 0 0 0 3
112: bn3b4_branch2a backward 0 0 0 3
185: bn4b1_branch2a backward 0 0 0 3
245: bn4b5_branch2b backward 0 0 0 3
315: bn4b10_branch2b backward 0 0 0 3
353: bn4b13_branch2a backward 0 0 0 3
385: bn4b15_branch2b backward 0 0 0 3
199: bn4b2_branch2a backward 0 0 0 3
171: bn4a_branch2a backward 0 0 0 3
227: bn4b4_branch2a backward 0 0 0 3
213: bn4b3_branch2a backward 0 0 0 3
287: bn4b8_branch2b backward 0 0 0 3
339: bn4b12_branch2a backward 0 0 0 3
357: bn4b13_branch2b backward 0 0 0 3
367: bn4b14_branch2a backward 0 0 0 3
371: bn4b14_branch2b backward 0 0 0 3
497: bn4b23_branch2b backward 0 0 0 3
395: bn4b16_branch2a backward 0 0 0 3
231: bn4b4_branch2b backward 0 0 0 3
409: bn4b17_branch2a backward 0 0 0 3
217: bn4b3_branch2b backward 0 0 0 3
269: bn4b7_branch2a backward 0 0 0 3
297: bn4b9_branch2a backward 0 0 0 3
451: bn4b20_branch2a backward 0 0 0 3
479: bn4b22_branch2a backward 0 0 0 3
427: bn4b18_branch2b backward 0 0 0 3
255: bn4b6_branch2a backward 0 0 0 3
311: bn4b10_branch2a backward 0 0 0 3
441: bn4b19_branch2b backward 0 0 0 3
301: bn4b9_branch2b backward 0 0 0 3
437: bn4b19_branch2a backward 0 0 0 3
483: bn4b22_branch2b backward 0 0 0 3
413: bn4b17_branch2b backward 0 0 0 3
259: bn4b6_branch2b backward 0 0 0 3
381: bn4b15_branch2a backward 0 0 0 3
241: bn4b5_branch2a backward 0 0 0 3
273: bn4b7_branch2b backward 0 0 0 3
343: bn4b12_branch2b backward 0 0 0 3
399: bn4b16_branch2b backward 0 0 0 3
30: scale2b_branch2b forward 0 0 0 3
22: res2a_relu forward 0 0 0 3
04: conv1_relu forward 0 0 0 3
10: res2a_branch2a forward 0 0 0 3
36: res2b_relu forward 0 0 0 3
50: res2c_relu forward 0 0 0 3
26: scale2b_branch2a forward 0 0 0 3
222: scale4b3_branch2c forward 0 0 0 3
117: scale3b4_branch2b forward 0 0 0 3
180: scale4a_branch2c forward 0 0 0 3
488: scale4b22_branch2c forward 0 0 0 3
12: scale2a_branch2a forward 0 0 0 3
40: scale2c_branch2a forward 0 0 0 3
44: scale2c_branch2b forward 0 0 0 3
169: scale4a_branch1 forward 0 0 0 3
208: scale4b2_branch2c forward 0 0 0 3
250: scale4b5_branch2c forward 0 0 0 3
292: scale4b8_branch2c forward 0 0 0 3
376: scale4b14_branch2c forward 0 0 0 3
418: scale4b17_branch2c forward 0 0 0 3
446: scale4b19_branch2c forward 0 0 0 3
390: scale4b15_branch2c forward 0 0 0 3
362: scale4b13_branch2c forward 0 0 0 3
348: scale4b12_branch2c forward 0 0 0 3
16: scale2a_branch2b forward 0 0 0 3
432: scale4b18_branch2c forward 0 0 0 3
113: scale3b4_branch2a forward 0 0 0 3
278: scale4b7_branch2c forward 0 0 0 3
334: scale4b11_branch2c forward 0 0 0 3
236: scale4b4_branch2c forward 0 0 0 3
404: scale4b16_branch2c forward 0 0 0 3
264: scale4b6_branch2c forward 0 0 0 3
306: scale4b9_branch2c forward 0 0 0 3
460: scale4b20_branch2c forward 0 0 0 3
474: scale4b21_branch2c forward 0 0 0 3
194: scale4b1_branch2c forward 0 0 0 3
75: scale3b1_branch2b forward 0 0 0 3
320: scale4b10_branch2c forward 0 0 0 3
155: scale3b7_branch2a forward 0 0 0 3
159: scale3b7_branch2b forward 0 0 0 3
71: scale3b1_branch2a forward 0 0 0 3
131: scale3b5_branch2b forward 0 0 0 3
127: scale3b5_branch2a forward 0 0 0 3
103: scale3b3_branch2b forward 0 0 0 3
89: scale3b2_branch2b forward 0 0 0 3
99: scale3b3_branch2a forward 0 0 0 3
424: scale4b18_branch2a forward 0 0 0 3
85: scale3b2_branch2a forward 0 0 0 3
141: scale3b6_branch2a forward 0 0 0 3
57: scale3a_branch2a forward 0 0 0 3
61: scale3a_branch2b forward 0 0 0 3
145: scale3b6_branch2b forward 0 0 0 3
396: scale4b16_branch2a forward 0 0 0 3
452: scale4b20_branch2a forward 0 0 0 3
242: scale4b5_branch2a forward 0 0 0 3
274: scale4b7_branch2b forward 0 0 0 3
344: scale4b12_branch2b forward 0 0 0 3
228: scale4b4_branch2a forward 0 0 0 3
340: scale4b12_branch2a forward 0 0 0 3
456: scale4b20_branch2b forward 0 0 0 3
372: scale4b14_branch2b forward 0 0 0 3
386: scale4b15_branch2b forward 0 0 0 3
190: scale4b1_branch2b forward 0 0 0 3
200: scale4b2_branch2a forward 0 0 0 3
312: scale4b10_branch2a forward 0 0 0 3
358: scale4b13_branch2b forward 0 0 0 3
256: scale4b6_branch2a forward 0 0 0 3
428: scale4b18_branch2b forward 0 0 0 3
442: scale4b19_branch2b forward 0 0 0 3
172: scale4a_branch2a forward 0 0 0 3
214: scale4b3_branch2a forward 0 0 0 3
246: scale4b5_branch2b forward 0 0 0 3
260: scale4b6_branch2b forward 0 0 0 3
302: scale4b9_branch2b forward 0 0 0 3
316: scale4b10_branch2b forward 0 0 0 3
354: scale4b13_branch2a forward 0 0 0 3
382: scale4b15_branch2a forward 0 0 0 3
438: scale4b19_branch2a forward 0 0 0 3
466: scale4b21_branch2a forward 0 0 0 3
484: scale4b22_branch2b forward 0 0 0 3
494: scale4b23_branch2a forward 0 0 0 3
480: scale4b22_branch2a forward 0 0 0 3
298: scale4b9_branch2a forward 0 0 0 3
176: scale4a_branch2b forward 0 0 0 3
186: scale4b1_branch2a forward 0 0 0 3
284: scale4b8_branch2a forward 0 0 0 3
270: scale4b7_branch2a forward 0 0 0 3
232: scale4b4_branch2b forward 0 0 0 3
330: scale4b11_branch2b forward 0 0 0 3
470: scale4b21_branch2b forward 0 0 0 3
498: scale4b23_branch2b forward 0 0 0 3
218: scale4b3_branch2b forward 0 0 0 3
410: scale4b17_branch2a forward 0 0 0 3
414: scale4b17_branch2b forward 0 0 0 3
368: scale4b14_branch2a forward 0 0 0 3
400: scale4b16_branch2b forward 0 0 0 3
204: scale4b2_branch2b forward 0 0 0 3
288: scale4b8_branch2b forward 0 0 0 3
326: scale4b11_branch2a forward 0 0 0 3
81: res3b1_relu forward 0 0 0 3
95: res3b2_relu forward 0 0 0 3
137: res3b5_relu forward 0 0 0 3
123: res3b4_relu forward 0 0 0 3
151: res3b6_relu forward 0 0 0 3
475: res4b21 backward 0 0 0 3
67: res3a_relu forward 0 0 0 3
447: res4b19 backward 0 0 0 3
109: res3b3_relu forward 0 0 0 3
307: res4b9 backward 0 0 0 3
165: res3b7_relu forward 0 0 0 3
195: res4b1 backward 0 0 0 3
419: res4b17 backward 0 0 0 3
251: res4b5 backward 0 0 0 3
363: res4b13 backward 0 0 0 3
279: res4b7 backward 0 0 0 3
223: res4b3 backward 0 0 0 3
335: res4b11 backward 0 0 0 3
391: res4b15 backward 0 0 0 3
322: res4b10_relu forward 0 0 0 3
224: res4b3_relu forward 0 0 0 3
443: res4b19_branch2b_relu forward 0 0 0 3
350: res4b12_relu forward 0 0 0 3
378: res4b14_relu forward 0 0 0 3
462: res4b20_relu forward 0 0 0 3
45: res2c_branch2b_relu forward 0 0 0 3
252: res4b5_relu forward 0 0 0 3
266: res4b6_relu forward 0 0 0 3
17: res2a_branch2b_relu forward 0 0 0 3
41: res2c_branch2a_relu forward 0 0 0 3
280: res4b7_relu forward 0 0 0 3
182: res4a_relu forward 0 0 0 3
196: res4b1_relu forward 0 0 0 3
490: res4b22_relu forward 0 0 0 3
210: res4b2_relu forward 0 0 0 3
392: res4b15_relu forward 0 0 0 3
294: res4b8_relu forward 0 0 0 3
336: res4b11_relu forward 0 0 0 3
434: res4b18_relu forward 0 0 0 3
13: res2a_branch2a_relu forward 0 0 0 3
31: res2b_branch2b_relu forward 0 0 0 3
238: res4b4_relu forward 0 0 0 3
308: res4b9_relu forward 0 0 0 3
364: res4b13_relu forward 0 0 0 3
406: res4b16_relu forward 0 0 0 3
420: res4b17_relu forward 0 0 0 3
448: res4b19_relu forward 0 0 0 3
476: res4b21_relu forward 0 0 0 3
27: res2b_branch2a_relu forward 0 0 0 3
58: res3a_branch2a_relu forward 0 0 0 3
114: res3b4_branch2a_relu forward 0 0 0 3
72: res3b1_branch2a_relu forward 0 0 0 3
76: res3b1_branch2b_relu forward 0 0 0 3
86: res3b2_branch2a_relu forward 0 0 0 3
104: res3b3_branch2b_relu forward 0 0 0 3
128: res3b5_branch2a_relu forward 0 0 0 3
132: res3b5_branch2b_relu forward 0 0 0 3
142: res3b6_branch2a_relu forward 0 0 0 3
425: res4b18_branch2a_relu forward 0 0 0 3
387: res4b15_branch2b_relu forward 0 0 0 3
397: res4b16_branch2a_relu forward 0 0 0 3
146: res3b6_branch2b_relu forward 0 0 0 3
156: res3b7_branch2a_relu forward 0 0 0 3
62: res3a_branch2b_relu forward 0 0 0 3
285: res4b8_branch2a_relu forward 0 0 0 3
118: res3b4_branch2b_relu forward 0 0 0 3
327: res4b11_branch2a_relu forward 0 0 0 3
160: res3b7_branch2b_relu forward 0 0 0 3
499: res4b23_branch2b_relu forward 0 0 0 3
233: res4b4_branch2b_relu forward 0 0 0 3
90: res3b2_branch2b_relu forward 0 0 0 3
177: res4a_branch2b_relu forward 0 0 0 3
359: res4b13_branch2b_relu forward 0 0 0 3
457: res4b20_branch2b_relu forward 0 0 0 3
215: res4b3_branch2a_relu forward 0 0 0 3
345: res4b12_branch2b_relu forward 0 0 0 3
373: res4b14_branch2b_relu forward 0 0 0 3
257: res4b6_branch2a_relu forward 0 0 0 3
369: res4b14_branch2a_relu forward 0 0 0 3
383: res4b15_branch2a_relu forward 0 0 0 3
100: res3b3_branch2a_relu forward 0 0 0 3
173: res4a_branch2a_relu forward 0 0 0 3
187: res4b1_branch2a_relu forward 0 0 0 3
201: res4b2_branch2a_relu forward 0 0 0 3
205: res4b2_branch2b_relu forward 0 0 0 3
219: res4b3_branch2b_relu forward 0 0 0 3
229: res4b4_branch2a_relu forward 0 0 0 3
247: res4b5_branch2b_relu forward 0 0 0 3
261: res4b6_branch2b_relu forward 0 0 0 3
299: res4b9_branch2a_relu forward 0 0 0 3
303: res4b9_branch2b_relu forward 0 0 0 3
313: res4b10_branch2a_relu forward 0 0 0 3
341: res4b12_branch2a_relu forward 0 0 0 3
401: res4b16_branch2b_relu forward 0 0 0 3
411: res4b17_branch2a_relu forward 0 0 0 3
415: res4b17_branch2b_relu forward 0 0 0 3
429: res4b18_branch2b_relu forward 0 0 0 3
439: res4b19_branch2a_relu forward 0 0 0 3
453: res4b20_branch2a_relu forward 0 0 0 3
467: res4b21_branch2a_relu forward 0 0 0 3
471: res4b21_branch2b_relu forward 0 0 0 3
481: res4b22_branch2a_relu forward 0 0 0 3
495: res4b23_branch2a_relu forward 0 0 0 3
243: res4b5_branch2a_relu forward 0 0 0 3
355: res4b13_branch2a_relu forward 0 0 0 3
485: res4b22_branch2b_relu forward 0 0 0 3
289: res4b8_branch2b_relu forward 0 0 0 3
271: res4b7_branch2a_relu forward 0 0 0 3
331: res4b11_branch2b_relu forward 0 0 0 3
191: res4b1_branch2b_relu forward 0 0 0 3
275: res4b7_branch2b_relu forward 0 0 0 3
317: res4b10_branch2b_relu forward 0 0 0 3
00: input forward 0 0 0 3
373: res4b14_branch2b_relu backward 0 0 0 3
13: res2a_branch2a_relu backward 0 0 0 3
31: res2b_branch2b_relu backward 0 0 0 3
160: res3b7_branch2b_relu backward 0 0 0 3
285: res4b8_branch2a_relu backward 0 0 0 3
267: res4b6_res4b6_relu_0_split forward 0 0 0 3
323: res4b10_res4b10_relu_0_split forward 0 0 0 3
463: res4b20_res4b20_relu_0_split forward 0 0 0 3
23: res2a_res2a_relu_0_split forward 0 0 0 3
37: res2b_res2b_relu_0_split forward 0 0 0 3
421: res4b17_res4b17_relu_0_split forward 0 0 0 3
253: res4b5_res4b5_relu_0_split forward 0 0 0 3
138: res3b5_res3b5_relu_0_split forward 0 0 0 3
351: res4b12_res4b12_relu_0_split forward 0 0 0 3
393: res4b15_res4b15_relu_0_split forward 0 0 0 3
485: res4b22_branch2b_relu backward 0 0 0 3
00: input backward 0 0 0 3
201: res4b2_branch2a_relu backward 0 0 0 3
128: res3b5_branch2a_relu backward 0 0 0 3
152: res3b6_res3b6_relu_0_split forward 0 0 0 3
110: res3b3_res3b3_relu_0_split forward 0 0 0 3
239: res4b4_res4b4_relu_0_split forward 0 0 0 3
183: res4a_res4a_relu_0_split forward 0 0 0 3
51: res2c_res2c_relu_0_split forward 0 0 0 3
96: res3b2_res3b2_relu_0_split forward 0 0 0 3
06: pool1_pool1_0_split forward 0 0 0 3
295: res4b8_res4b8_relu_0_split forward 0 0 0 3
225: res4b3_res4b3_relu_0_split forward 0 0 0 3
457: res4b20_branch2b_relu backward 0 0 0 3
04: conv1_relu backward 0 0 0 3
51: res2c_res2c_relu_0_split backward 0 0 0 3
58: res3a_branch2a_relu backward 0 0 0 3
62: res3a_branch2b_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
72: res3b1_branch2a_relu backward 0 0 0 3
82: res3b1_res3b1_relu_0_split forward 0 0 0 3
90: res3b2_branch2b_relu backward 0 0 0 3
95: res3b2_relu backward 0 0 0 3
96: res3b2_res3b2_relu_0_split backward 0 0 0 3
100: res3b3_branch2a_relu backward 0 0 0 3
118: res3b4_branch2b_relu backward 0 0 0 3
124: res3b4_res3b4_relu_0_split forward 0 0 0 3
132: res3b5_branch2b_relu backward 0 0 0 3
138: res3b5_res3b5_relu_0_split backward 0 0 0 3
152: res3b6_res3b6_relu_0_split backward 0 0 0 3
166: res3b7_res3b7_relu_0_split forward 0 0 0 3
166: res3b7_res3b7_relu_0_split backward 0 0 0 3
177: res4a_branch2b_relu backward 0 0 0 3
187: res4b1_branch2a_relu backward 0 0 0 3
191: res4b1_branch2b_relu backward 0 0 0 3
196: res4b1_relu backward 0 0 0 3
197: res4b1_res4b1_relu_0_split forward 0 0 0 3
197: res4b1_res4b1_relu_0_split backward 0 0 0 3
205: res4b2_branch2b_relu backward 0 0 0 3
211: res4b2_res4b2_relu_0_split forward 0 0 0 3
253: res4b5_res4b5_relu_0_split backward 0 0 0 3
257: res4b6_branch2a_relu backward 0 0 0 3
281: res4b7_res4b7_relu_0_split forward 0 0 0 3
303: res4b9_branch2b_relu backward 0 0 0 3
309: res4b9_res4b9_relu_0_split forward 0 0 0 3
313: res4b10_branch2a_relu backward 0 0 0 3
327: res4b11_branch2a_relu backward 0 0 0 3
331: res4b11_branch2b_relu backward 0 0 0 3
337: res4b11_res4b11_relu_0_split forward 0 0 0 3
355: res4b13_branch2a_relu backward 0 0 0 3
359: res4b13_branch2b_relu backward 0 0 0 3
364: res4b13_relu backward 0 0 0 3
365: res4b13_res4b13_relu_0_split backward 0 0 0 3
383: res4b15_branch2a_relu backward 0 0 0 3
407: res4b16_res4b16_relu_0_split forward 0 0 0 3
425: res4b18_branch2a_relu backward 0 0 0 3
435: res4b18_res4b18_relu_0_split forward 0 0 0 3
443: res4b19_branch2b_relu backward 0 0 0 3
448: res4b19_relu backward 0 0 0 3
449: res4b19_res4b19_relu_0_split forward 0 0 0 3
449: res4b19_res4b19_relu_0_split backward 0 0 0 3
453: res4b20_branch2a_relu backward 0 0 0 3
467: res4b21_branch2a_relu backward 0 0 0 3
471: res4b21_branch2b_relu backward 0 0 0 3
477: res4b21_res4b21_relu_0_split forward 0 0 0 3
481: res4b22_branch2a_relu backward 0 0 0 3
491: res4b22_res4b22_relu_0_split forward 0 0 0 3
499: res4b23_branch2b_relu backward 0 0 0 3
23: res2a_res2a_relu_0_split backward 0 0 0 3
37: res2b_res2b_relu_0_split backward 0 0 0 3
82: res3b1_res3b1_relu_0_split backward 0 0 0 3
229: res4b4_branch2a_relu backward 0 0 0 3
233: res4b4_branch2b_relu backward 0 0 0 3
289: res4b8_branch2b_relu backward 0 0 0 3
67: res3a_relu backward 0 0 0 3
156: res3b7_branch2a_relu backward 0 0 0 3
379: res4b14_res4b14_relu_0_split forward 0 0 0 3
124: res3b4_res3b4_relu_0_split backward 0 0 0 3
146: res3b6_branch2b_relu backward 0 0 0 3
173: res4a_branch2a_relu backward 0 0 0 3
243: res4b5_branch2a_relu backward 0 0 0 3
369: res4b14_branch2a_relu backward 0 0 0 3
411: res4b17_branch2a_relu backward 0 0 0 3
36: res2b_relu backward 0 0 0 3
252: res4b5_relu backward 0 0 0 3
397: res4b16_branch2a_relu backward 0 0 0 3
27: res2b_branch2a_relu backward 0 0 0 3
114: res3b4_branch2a_relu backward 0 0 0 3
275: res4b7_branch2b_relu backward 0 0 0 3
495: res4b23_branch2a_relu backward 0 0 0 3
365: res4b13_res4b13_relu_0_split forward 0 0 0 3
490: res4b22_relu backward 0 0 0 3
17: res2a_branch2b_relu backward 0 0 0 3
110: res3b3_res3b3_relu_0_split backward 0 0 0 3
271: res4b7_branch2a_relu backward 0 0 0 3
137: res3b5_relu backward 0 0 0 3
219: res4b3_branch2b_relu backward 0 0 0 3
317: res4b10_branch2b_relu backward 0 0 0 3
463: res4b20_res4b20_relu_0_split backward 0 0 0 3
267: res4b6_res4b6_relu_0_split backward 0 0 0 3
183: res4a_res4a_relu_0_split backward 0 0 0 3
261: res4b6_branch2b_relu backward 0 0 0 3
439: res4b19_branch2a_relu backward 0 0 0 3
22: res2a_relu backward 0 0 0 3
215: res4b3_branch2a_relu backward 0 0 0 3
309: res4b9_res4b9_relu_0_split backward 0 0 0 3
50: res2c_relu backward 0 0 0 3
308: res4b9_relu backward 0 0 0 3
247: res4b5_branch2b_relu backward 0 0 0 3
345: res4b12_branch2b_relu backward 0 0 0 3
491: res4b22_res4b22_relu_0_split backward 0 0 0 3
142: res3b6_branch2a_relu backward 0 0 0 3
337: res4b11_res4b11_relu_0_split backward 0 0 0 3
86: res3b2_branch2a_relu backward 0 0 0 3
476: res4b21_relu backward 0 0 0 3
477: res4b21_res4b21_relu_0_split backward 0 0 0 3
76: res3b1_branch2b_relu backward 0 0 0 3
81: res3b1_relu backward 0 0 0 3
210: res4b2_relu backward 0 0 0 3
322: res4b10_relu backward 0 0 0 3
336: res4b11_relu backward 0 0 0 3
341: res4b12_branch2a_relu backward 0 0 0 3
415: res4b17_branch2b_relu backward 0 0 0 3
41: res2c_branch2a_relu backward 0 0 0 3
45: res2c_branch2b_relu backward 0 0 0 3
266: res4b6_relu backward 0 0 0 3
299: res4b9_branch2a_relu backward 0 0 0 3
392: res4b15_relu backward 0 0 0 3
238: res4b4_relu backward 0 0 0 3
239: res4b4_res4b4_relu_0_split backward 0 0 0 3
393: res4b15_res4b15_relu_0_split backward 0 0 0 3
462: res4b20_relu backward 0 0 0 3
104: res3b3_branch2b_relu backward 0 0 0 3
165: res3b7_relu backward 0 0 0 3
151: res3b6_relu backward 0 0 0 3
281: res4b7_res4b7_relu_0_split backward 0 0 0 3
295: res4b8_res4b8_relu_0_split backward 0 0 0 3
351: res4b12_res4b12_relu_0_split backward 0 0 0 3
379: res4b14_res4b14_relu_0_split backward 0 0 0 3
387: res4b15_branch2b_relu backward 0 0 0 3
406: res4b16_relu backward 0 0 0 3
407: res4b16_res4b16_relu_0_split backward 0 0 0 3
429: res4b18_branch2b_relu backward 0 0 0 3
434: res4b18_relu backward 0 0 0 3
06: pool1_pool1_0_split backward 0 0 0 3
109: res3b3_relu backward 0 0 0 3
123: res3b4_relu backward 0 0 0 3
182: res4a_relu backward 0 0 0 3
211: res4b2_res4b2_relu_0_split backward 0 0 0 3
224: res4b3_relu backward 0 0 0 3
225: res4b3_res4b3_relu_0_split backward 0 0 0 3
280: res4b7_relu backward 0 0 0 3
323: res4b10_res4b10_relu_0_split backward 0 0 0 3
350: res4b12_relu backward 0 0 0 3
378: res4b14_relu backward 0 0 0 3
401: res4b16_branch2b_relu backward 0 0 0 3
420: res4b17_relu backward 0 0 0 3
421: res4b17_res4b17_relu_0_split backward 0 0 0 3
435: res4b18_res4b18_relu_0_split backward 0 0 0 3
294: res4b8_relu backward 0 0 0 3
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