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From GitBox <...@apache.org>
Subject [GitHub] [singa] chrishkchris opened a new pull request #716: [WIP] SINGA-510 Distributed Training Time Profiling
Date Sun, 31 May 2020 16:28:10 GMT

chrishkchris opened a new pull request #716:
URL: https://github.com/apache/singa/pull/716


   I am working on the distributed training time profiling
   Done:
   1. Moved the cuda streams from `Communicator` to `Context`
   2. Time Profiling for Commmunicator buffered operations
   To DO:
   1. I need to rewrite the backward time (verbosity=1) to adapt for distributed training
   2. Double Checking
   
   Current Result using tested in panda 7 (two GPUs) is:
   ```
   Time Profiling:
   OP_ID0. SetValue : 1.1173e-05 sec
   OP_ID1. cudnnConvForward : 0.000604602 sec
   OP_ID2. GpuBatchNormForwardTraining : 0.000561895 sec
   OP_ID3. ReLU : 0.000372956 sec
   OP_ID4. GpuPoolingForward : 0.000242873 sec
   OP_ID5. SetValue : 6.48188e-06 sec
   OP_ID6. cudnnConvForward : 0.000125797 sec
   OP_ID7. GpuBatchNormForwardTraining : 0.000892871 sec
   OP_ID8. ReLU : 9.91812e-05 sec
   OP_ID9. SetValue : 6.59137e-06 sec
   OP_ID10. cudnnConvForward : 0.000641241 sec
   OP_ID11. GpuBatchNormForwardTraining : 0.000152563 sec
   OP_ID12. ReLU : 9.87247e-05 sec
   OP_ID13. SetValue : 6.35137e-06 sec
   OP_ID14. cudnnConvForward : 0.000403831 sec
   OP_ID15. GpuBatchNormForwardTraining : 0.00137244 sec
   OP_ID16. SetValue : 6.39059e-06 sec
   OP_ID17. cudnnConvForward : 0.000403334 sec
   OP_ID18. GpuBatchNormForwardTraining : 0.000570597 sec
   OP_ID19. Add : 0.000542958 sec
   OP_ID20. ReLU : 0.000917093 sec
   OP_ID21. SetValue : 8.19075e-06 sec
   OP_ID22. cudnnConvForward : 0.000331162 sec
   OP_ID23. GpuBatchNormForwardTraining : 0.000149028 sec
   OP_ID24. ReLU : 9.89948e-05 sec
   OP_ID25. SetValue : 6.336e-06 sec
   OP_ID26. cudnnConvForward : 0.000638993 sec
   OP_ID27. GpuBatchNormForwardTraining : 0.000152312 sec
   OP_ID28. ReLU : 9.89239e-05 sec
   OP_ID29. SetValue : 6.12643e-06 sec
   OP_ID30. cudnnConvForward : 0.000408918 sec
   OP_ID31. GpuBatchNormForwardTraining : 0.00109342 sec
   OP_ID32. Add : 0.000542411 sec
   OP_ID33. ReLU : 0.000372632 sec
   OP_ID34. SetValue : 6.22839e-06 sec
   OP_ID35. cudnnConvForward : 0.000263843 sec
   OP_ID36. GpuBatchNormForwardTraining : 0.000149717 sec
   OP_ID37. ReLU : 0.000245991 sec
   OP_ID38. SetValue : 9.47551e-05 sec
   OP_ID39. cudnnConvForward : 0.00126357 sec
   OP_ID40. GpuBatchNormForwardTraining : 0.000149358 sec
   OP_ID41. ReLU : 9.88433e-05 sec
   OP_ID42. SetValue : 6.02039e-06 sec
   OP_ID43. cudnnConvForward : 0.000403975 sec
   OP_ID44. GpuBatchNormForwardTraining : 0.000618823 sec
   OP_ID45. Add : 0.00155586 sec
   OP_ID46. ReLU : 0.000372686 sec
   OP_ID47. SetValue : 6.06933e-06 sec
   OP_ID48. cudnnConvForward : 0.000499369 sec
   OP_ID49. GpuBatchNormForwardTraining : 0.000293853 sec
   OP_ID50. ReLU : 0.000213278 sec
   OP_ID51. SetValue : 6.02823e-06 sec
   OP_ID52. cudnnConvForward : 0.00238728 sec
   OP_ID53. GpuBatchNormForwardTraining : 8.67325e-05 sec
   OP_ID54. ReLU : 5.25023e-05 sec
   OP_ID55. SetValue : 5.95733e-06 sec
   OP_ID56. cudnnConvForward : 0.000295534 sec
   OP_ID57. GpuBatchNormForwardTraining : 0.000824675 sec
   OP_ID58. SetValue : 5.95921e-06 sec
   OP_ID59. cudnnConvForward : 0.000591925 sec
   OP_ID60. GpuBatchNormForwardTraining : 0.000293985 sec
   OP_ID61. Add : 0.000275258 sec
   OP_ID62. ReLU : 0.000189845 sec
   OP_ID63. SetValue : 5.65113e-06 sec
   OP_ID64. cudnnConvForward : 0.000368874 sec
   OP_ID65. GpuBatchNormForwardTraining : 0.000226366 sec
   OP_ID66. ReLU : 0.000212913 sec
   OP_ID67. SetValue : 0.000102895 sec
   OP_ID68. cudnnConvForward : 0.000735088 sec
   OP_ID69. GpuBatchNormForwardTraining : 8.56194e-05 sec
   OP_ID70. ReLU : 5.24138e-05 sec
   OP_ID71. SetValue : 5.93223e-06 sec
   OP_ID72. cudnnConvForward : 0.000293387 sec
   OP_ID73. GpuBatchNormForwardTraining : 0.000295833 sec
   OP_ID74. Add : 0.000275058 sec
   OP_ID75. ReLU : 0.000192881 sec
   OP_ID76. SetValue : 5.63608e-06 sec
   OP_ID77. cudnnConvForward : 0.00131212 sec
   OP_ID78. GpuBatchNormForwardTraining : 9.09983e-05 sec
   OP_ID79. ReLU : 5.23912e-05 sec
   OP_ID80. SetValue : 5.70196e-06 sec
   OP_ID81. cudnnConvForward : 0.00055266 sec
   OP_ID82. GpuBatchNormForwardTraining : 8.59699e-05 sec
   OP_ID83. ReLU : 5.26049e-05 sec
   OP_ID84. SetValue : 5.91655e-06 sec
   OP_ID85. cudnnConvForward : 0.000294112 sec
   OP_ID86. GpuBatchNormForwardTraining : 0.000296516 sec
   OP_ID87. Add : 0.000466364 sec
   OP_ID88. ReLU : 0.000881861 sec
   OP_ID89. SetValue : 5.73867e-06 sec
   OP_ID90. cudnnConvForward : 0.000401748 sec
   OP_ID91. GpuBatchNormForwardTraining : 8.48119e-05 sec
   OP_ID92. ReLU : 5.25264e-05 sec
   OP_ID93. SetValue : 5.60063e-06 sec
   OP_ID94. cudnnConvForward : 0.000539294 sec
   OP_ID95. GpuBatchNormForwardTraining : 8.27498e-05 sec
   OP_ID96. ReLU : 4.85327e-05 sec
   OP_ID97. SetValue : 3.61223e-06 sec
   OP_ID98. cudnnConvForward : 0.000288547 sec
   OP_ID99. GpuBatchNormForwardTraining : 0.000460903 sec
   OP_ID100. Add : 0.000961548 sec
   OP_ID101. ReLU : 0.000184901 sec
   OP_ID102. SetValue : 3.41835e-06 sec
   OP_ID103. cudnnConvForward : 0.000465582 sec
   OP_ID104. GpuBatchNormForwardTraining : 0.00015375 sec
   OP_ID105. ReLU : 9.39084e-05 sec
   OP_ID106. SetValue : 3.34839e-06 sec
   OP_ID107. cudnnConvForward : 0.000739092 sec
   OP_ID108. GpuBatchNormForwardTraining : 2.95197e-05 sec
   OP_ID109. ReLU : 4.71257e-05 sec
   OP_ID110. SetValue : 3.70886e-06 sec
   OP_ID111. cudnnConvForward : 0.000729521 sec
   OP_ID112. GpuBatchNormForwardTraining : 0.000162648 sec
   OP_ID113. SetValue : 3.66588e-06 sec
   OP_ID114. cudnnConvForward : 0.000552125 sec
   OP_ID115. GpuBatchNormForwardTraining : 0.000110431 sec
   OP_ID116. Add : 0.000136142 sec
   OP_ID117. ReLU : 9.43153e-05 sec
   OP_ID118. SetValue : 3.45192e-06 sec
   OP_ID119. cudnnConvForward : 0.0002493 sec
   OP_ID120. GpuBatchNormForwardTraining : 2.82673e-05 sec
   OP_ID121. ReLU : 4.85173e-05 sec
   OP_ID122. SetValue : 3.32392e-06 sec
   OP_ID123. cudnnConvForward : 0.000632525 sec
   OP_ID124. GpuBatchNormForwardTraining : 5.23012e-05 sec
   OP_ID125. ReLU : 7.41651e-05 sec
   OP_ID126. SetValue : 5.48329e-06 sec
   OP_ID127. cudnnConvForward : 0.000743826 sec
   OP_ID128. GpuBatchNormForwardTraining : 0.000105363 sec
   OP_ID129. Add : 0.000136166 sec
   OP_ID130. ReLU : 9.44919e-05 sec
   OP_ID131. SetValue : 3.40298e-06 sec
   OP_ID132. cudnnConvForward : 0.000246384 sec
   OP_ID133. GpuBatchNormForwardTraining : 2.92612e-05 sec
   OP_ID134. ReLU : 2.42613e-05 sec
   OP_ID135. SetValue : 3.424e-06 sec
   OP_ID136. cudnnConvForward : 0.000479882 sec
   OP_ID137. GpuBatchNormForwardTraining : 2.7339e-05 sec
   OP_ID138. ReLU : 2.45948e-05 sec
   OP_ID139. SetValue : 3.69192e-06 sec
   OP_ID140. cudnnConvForward : 0.0002578 sec
   OP_ID141. GpuBatchNormForwardTraining : 0.000152226 sec
   OP_ID142. Add : 0.000349039 sec
   OP_ID143. ReLU : 0.000539722 sec
   OP_ID144. SetValue : 2.51548e-05 sec
   OP_ID145. cudnnConvForward : 0.000463997 sec
   OP_ID146. GpuBatchNormForwardTraining : 2.93804e-05 sec
   OP_ID147. ReLU : 2.43536e-05 sec
   OP_ID148. SetValue : 3.42055e-06 sec
   OP_ID149. cudnnConvForward : 0.000458101 sec
   OP_ID150. GpuBatchNormForwardTraining : 2.76612e-05 sec
   OP_ID151. ReLU : 2.42648e-05 sec
   OP_ID152. SetValue : 3.73365e-06 sec
   OP_ID153. cudnnConvForward : 0.00025759 sec
   OP_ID154. GpuBatchNormForwardTraining : 0.000107765 sec
   OP_ID155. Add : 0.000136457 sec
   OP_ID156. ReLU : 9.44404e-05 sec
   OP_ID157. SetValue : 3.3898e-06 sec
   OP_ID158. cudnnConvForward : 0.000294264 sec
   OP_ID159. GpuBatchNormForwardTraining : 5.24452e-05 sec
   OP_ID160. ReLU : 6.85327e-05 sec
   OP_ID161. SetValue : 3.36659e-06 sec
   OP_ID162. cudnnConvForward : 0.00115037 sec
   OP_ID163. GpuBatchNormForwardTraining : 2.7813e-05 sec
   OP_ID164. ReLU : 2.43812e-05 sec
   OP_ID165. SetValue : 3.75749e-06 sec
   OP_ID166. cudnnConvForward : 0.000251883 sec
   OP_ID167. GpuBatchNormForwardTraining : 0.000106659 sec
   OP_ID168. Add : 0.000136356 sec
   OP_ID169. ReLU : 9.38396e-05 sec
   OP_ID170. SetValue : 3.40141e-06 sec
   OP_ID171. cudnnConvForward : 0.000274543 sec
   OP_ID172. GpuBatchNormForwardTraining : 2.90845e-05 sec
   OP_ID173. ReLU : 2.43893e-05 sec
   OP_ID174. SetValue : 3.75749e-06 sec
   OP_ID175. cudnnConvForward : 0.000489212 sec
   OP_ID176. GpuBatchNormForwardTraining : 2.77186e-05 sec
   OP_ID177. ReLU : 7.05308e-05 sec
   OP_ID178. SetValue : 3.70164e-06 sec
   OP_ID179. cudnnConvForward : 0.000874302 sec
   OP_ID180. GpuBatchNormForwardTraining : 0.000200876 sec
   OP_ID181. Add : 0.00015361 sec
   OP_ID182. ReLU : 9.39011e-05 sec
   OP_ID183. SetValue : 3.61255e-06 sec
   OP_ID184. cudnnConvForward : 0.000500288 sec
   OP_ID185. GpuBatchNormForwardTraining : 5.63156e-05 sec
   OP_ID186. ReLU : 7.19357e-05 sec
   OP_ID187. SetValue : 3.56361e-06 sec
   OP_ID188. cudnnConvForward : 0.000834152 sec
   OP_ID189. GpuBatchNormForwardTraining : 1.92238e-05 sec
   OP_ID190. ReLU : 1.08248e-05 sec
   OP_ID191. SetValue : 2.61512e-05 sec
   OP_ID192. cudnnConvForward : 0.000762623 sec
   OP_ID193. GpuBatchNormForwardTraining : 0.000107159 sec
   OP_ID194. SetValue : 5.97678e-06 sec
   OP_ID195. cudnnConvForward : 0.000745796 sec
   OP_ID196. GpuBatchNormForwardTraining : 6.61951e-05 sec
   OP_ID197. Add : 6.96229e-05 sec
   OP_ID198. ReLU : 4.85587e-05 sec
   OP_ID199. SetValue : 3.71263e-06 sec
   OP_ID200. cudnnConvForward : 0.000355318 sec
   OP_ID201. GpuBatchNormForwardTraining : 1.65788e-05 sec
   OP_ID202. ReLU : 1.09208e-05 sec
   OP_ID203. SetValue : 3.59027e-06 sec
   OP_ID204. cudnnConvForward : 0.00119127 sec
   OP_ID205. GpuBatchNormForwardTraining : 3.92022e-05 sec
   OP_ID206. ReLU : 1.11642e-05 sec
   OP_ID207. SetValue : 1.82005e-05 sec
   OP_ID208. cudnnConvForward : 0.000356234 sec
   OP_ID209. GpuBatchNormForwardTraining : 6.75047e-05 sec
   OP_ID210. Add : 7.42124e-05 sec
   OP_ID211. ReLU : 4.8645e-05 sec
   OP_ID212. SetValue : 3.59372e-06 sec
   OP_ID213. cudnnConvForward : 0.000332925 sec
   OP_ID214. GpuBatchNormForwardTraining : 1.66958e-05 sec
   OP_ID215. ReLU : 1.10679e-05 sec
   OP_ID216. SetValue : 3.56204e-06 sec
   OP_ID217. cudnnConvForward : 0.000758647 sec
   OP_ID218. GpuBatchNormForwardTraining : 4.04969e-05 sec
   OP_ID219. ReLU : 1.07827e-05 sec
   OP_ID220. SetValue : 4.21364e-06 sec
   OP_ID221. cudnnConvForward : 0.000565189 sec
   OP_ID222. GpuBatchNormForwardTraining : 0.000248861 sec
   OP_ID223. Add : 0.000280032 sec
   OP_ID224. ReLU : 9.83251e-05 sec
   OP_ID225. GpuPoolingForward : 7.88555e-05 sec
   OP_ID226. GEMM : 3.08941e-05 sec
   OP_ID227. SetValue : 3.54478e-06 sec
   OP_ID228. GEMM : 1.05518e-05 sec
   OP_ID230. SoftMax : 1.22017e-05 sec
   OP_ID231. ComputeCrossEntropy : 6.26635e-06 sec
   OP_ID232. SetValue : 5.88768e-06 sec
   OP_ID233. SumAll : 1.73609e-05 sec
   OP_ID234. Div : 5.07168e-06 sec
   OP_ID236. CopyDataToFrom : 1.16828e-05 sec
   OP_ID237. SoftmaxCrossEntropyBackward : 6.73725e-06 sec
   OP_ID238. Div : 5.25459e-06 sec
   OP_ID239. SetValue : 7.44753e-06 sec
   OP_ID240. GEMV : 8.38526e-06 sec
   OP_ID241. Dist_c1c1:fusedSynch_Filling : 2.0699e-05 sec
   OP_ID242. GEMM : 4.15291e-05 sec
   OP_ID243. GEMM : 2.6011e-05 sec
   OP_ID244. Dist_c1c1:fusedSynch_Filling : 0.000417212 sec
   OP_ID245. GpuPoolingBackward : 0.000276932 sec
   OP_ID246. ReLUBackward : 8.68697e-05 sec
   OP_ID247. GpuBatchNormBackward : 8.28863e-05 sec
   OP_ID248. Dist_c1c1:fusedSynch_Filling : 9.19595e-05 sec
   OP_ID249. Dist_c1c1:fusedSynch_Filling : 6.97129e-06 sec
   OP_ID250. cudnnConvolutionBackwardData : 0.000336988 sec
   OP_ID251. cudnnConvolutionBackwardFilter : 0.000513113 sec
   OP_ID252. Dist_c1c1:fusedSynch_Filling : 0.000901595 sec
   OP_ID253. Dist_sc1:fusedSynch_Transfer : 0.00144644 sec
   OP_ID254. ReLUBackward : 2.46146e-05 sec
   OP_ID255. GpuBatchNormBackward : 3.61901e-05 sec
   OP_ID256. Dist_c1c1:fusedSynch_Filling : 6.07843e-06 sec
   OP_ID257. Dist_c1c1:fusedSynch_Filling : 5.96016e-06 sec
   OP_ID258. cudnnConvolutionBackwardData : 0.00139958 sec
   OP_ID259. cudnnConvolutionBackwardFilter : 0.000735867 sec
   OP_ID260. synch : 2.92894e-06 sec
   OP_ID261. ReLUBackward : 2.51454e-05 sec
   OP_ID262. GpuBatchNormBackward : 3.18425e-05 sec
   OP_ID263. Dist_c1c1:fusedSynch_Filling : 0.00208151 sec
   OP_ID264. Dist_c1c1:fusedSynch_Filling : 8.05051e-06 sec
   OP_ID265. cudnnConvolutionBackwardData : 0.000539205 sec
   OP_ID266. cudnnConvolutionBackwardFilter : 0.000713407 sec
   OP_ID267. Add : 0.000107023 sec
   OP_ID268. Dist_c1c1:fusedSynch_Filling : 0.00160548 sec
   OP_ID269. ReLUBackward : 0.000240142 sec
   OP_ID270. GpuBatchNormBackward : 0.000123936 sec
   OP_ID271. Dist_c1c1:fusedSynch_Filling : 0.000117176 sec
   OP_ID272. Dist_c1c1:fusedSynch_Filling : 8.46996e-06 sec
   OP_ID273. cudnnConvolutionBackwardData : 0.000339708 sec
   OP_ID274. cudnnConvolutionBackwardFilter : 0.000588619 sec
   OP_ID275. Dist_c1c1:fusedSynch_Filling : 0.000950344 sec
   OP_ID276. Dist_sc1:fusedSynch_Transfer : 0.00293659 sec
   OP_ID277. ReLUBackward : 2.50845e-05 sec
   OP_ID278. GpuBatchNormBackward : 6.21136e-05 sec
   OP_ID279. Dist_c1c1:fusedSynch_Filling : 6.53208e-06 sec
   OP_ID280. Dist_c1c1:fusedSynch_Filling : 5.91843e-06 sec
   OP_ID281. cudnnConvolutionBackwardData : 0.00109241 sec
   OP_ID282. cudnnConvolutionBackwardFilter : 0.00104219 sec
   OP_ID283. synch : 2.94682e-06 sec
   OP_ID284. ReLUBackward : 2.53719e-05 sec
   OP_ID285. GpuBatchNormBackward : 5.95413e-05 sec
   OP_ID286. Dist_c1c1:fusedSynch_Filling : 0.00211412 sec
   OP_ID287. Dist_c1c1:fusedSynch_Filling : 7.99059e-06 sec
   OP_ID288. cudnnConvolutionBackwardData : 0.00038087 sec
   OP_ID289. cudnnConvolutionBackwardFilter : 0.00107717 sec
   OP_ID290. Add : 0.000145052 sec
   OP_ID291. Dist_c1c1:fusedSynch_Filling : 0.00167427 sec
   OP_ID292. ReLUBackward : 7.44816e-05 sec
   OP_ID293. GpuBatchNormBackward : 9.21766e-05 sec
   OP_ID294. Dist_c1c1:fusedSynch_Filling : 0.000136159 sec
   OP_ID295. Dist_c1c1:fusedSynch_Filling : 0.000850771 sec
   OP_ID296. cudnnConvolutionBackwardData : 0.00156798 sec
   OP_ID297. cudnnConvolutionBackwardFilter : 0.00193751 sec
   OP_ID298. Dist_c1c1:fusedSynch_Filling : 0.00281473 sec
   OP_ID299. Dist_sc1:fusedSynch_Transfer : 0.00593443 sec
   OP_ID300. GpuBatchNormBackward : 0.000179956 sec
   OP_ID301. Dist_c1c1:fusedSynch_Filling : 6.74886e-06 sec
   OP_ID302. Dist_c1c1:fusedSynch_Filling : 6.54902e-06 sec
   OP_ID303. cudnnConvolutionBackwardData : 0.000548626 sec
   OP_ID304. cudnnConvolutionBackwardFilter : 0.000554376 sec
   OP_ID305. Dist_c1c1:fusedSynch_Filling : 0.00075892 sec
   OP_ID306. ReLUBackward : 2.62823e-05 sec
   OP_ID307. GpuBatchNormBackward : 3.38306e-05 sec
   OP_ID308. Dist_c1c1:fusedSynch_Filling : 5.50158e-05 sec
   OP_ID309. Dist_c1c1:fusedSynch_Filling : 0.00138753 sec
   OP_ID310. cudnnConvolutionBackwardData : 0.00163799 sec
   OP_ID311. cudnnConvolutionBackwardFilter : 0.000739837 sec
   OP_ID312. synch : 2.83106e-06 sec
   OP_ID313. ReLUBackward : 7.14124e-05 sec
   OP_ID314. GpuBatchNormBackward : 0.000117993 sec
   OP_ID315. Dist_c1c1:fusedSynch_Filling : 0.00119169 sec
   OP_ID316. Dist_c1c1:fusedSynch_Filling : 8.44015e-06 sec
   OP_ID317. cudnnConvolutionBackwardData : 0.00083556 sec
   OP_ID318. cudnnConvolutionBackwardFilter : 0.00097282 sec
   OP_ID319. Add : 0.000143578 sec
   OP_ID320. Dist_c1c1:fusedSynch_Filling : 0.00206324 sec
   OP_ID321. ReLUBackward : 0.00014268 sec
   OP_ID322. GpuBatchNormBackward : 0.000246442 sec
   OP_ID323. Dist_c1c1:fusedSynch_Filling : 0.000252399 sec
   OP_ID324. Dist_c1c1:fusedSynch_Filling : 8.23717e-06 sec
   OP_ID325. cudnnConvolutionBackwardData : 0.000380665 sec
   OP_ID326. cudnnConvolutionBackwardFilter : 0.000741035 sec
   OP_ID327. Dist_c1c1:fusedSynch_Filling : 0.00114966 sec
   OP_ID328. ReLUBackward : 4.04822e-05 sec
   OP_ID329. GpuBatchNormBackward : 6.46519e-05 sec
   OP_ID330. Dist_c1c1:fusedSynch_Filling : 7.90796e-05 sec
   OP_ID331. Dist_c1c1:fusedSynch_Filling : 0.000134841 sec
   OP_ID332. cudnnConvolutionBackwardData : 0.000631252 sec
   OP_ID333. cudnnConvolutionBackwardFilter : 0.000588826 sec
   OP_ID334. Dist_c1c1:fusedSynch_Filling : 0.00112109 sec
   OP_ID335. Dist_sc1:fusedSynch_Transfer : 0.00624962 sec
   OP_ID336. ReLUBackward : 4.24386e-05 sec
   OP_ID337. GpuBatchNormBackward : 6.823e-05 sec
   OP_ID338. Dist_c1c1:fusedSynch_Filling : 4.74673e-05 sec
   OP_ID339. Dist_c1c1:fusedSynch_Filling : 6.89747e-05 sec
   OP_ID340. cudnnConvolutionBackwardData : 0.000413136 sec
   OP_ID341. cudnnConvolutionBackwardFilter : 0.00072062 sec
   OP_ID342. Add : 0.000256353 sec
   OP_ID343. Dist_c1c1:fusedSynch_Filling : 0.000370799 sec
   OP_ID344. ReLUBackward : 0.000199168 sec
   OP_ID345. GpuBatchNormBackward : 0.000398816 sec
   OP_ID346. Dist_c1c1:fusedSynch_Filling : 0.00041531 sec
   OP_ID347. Dist_c1c1:fusedSynch_Filling : 3.14074e-05 sec
   OP_ID348. cudnnConvolutionBackwardData : 0.00047725 sec
   OP_ID349. cudnnConvolutionBackwardFilter : 0.000463326 sec
   OP_ID350. Dist_c1c1:fusedSynch_Filling : 0.000921659 sec
   OP_ID351. ReLUBackward : 3.92091e-05 sec
   OP_ID352. GpuBatchNormBackward : 0.000134884 sec
   OP_ID353. Dist_c1c1:fusedSynch_Filling : 0.000149363 sec
   OP_ID354. Dist_c1c1:fusedSynch_Filling : 0.00042736 sec
   OP_ID355. cudnnConvolutionBackwardData : 0.000975802 sec
   OP_ID356. cudnnConvolutionBackwardFilter : 0.00101968 sec
   OP_ID357. Dist_c1c1:fusedSynch_Filling : 0.00165023 sec
   OP_ID358. ReLUBackward : 9.00837e-05 sec
   OP_ID359. GpuBatchNormBackward : 9.20185e-05 sec
   OP_ID360. Dist_c1c1:fusedSynch_Filling : 9.6102e-05 sec
   OP_ID361. Dist_c1c1:fusedSynch_Filling : 8.47843e-06 sec
   OP_ID362. cudnnConvolutionBackwardData : 0.00041172 sec
   OP_ID363. cudnnConvolutionBackwardFilter : 0.000460769 sec
   OP_ID364. Add : 0.000189111 sec
   OP_ID365. Dist_c1c1:fusedSynch_Filling : 0.00121564 sec
   OP_ID366. ReLUBackward : 0.000142642 sec
   OP_ID367. GpuBatchNormBackward : 0.000357559 sec
   OP_ID368. Dist_c1c1:fusedSynch_Filling : 0.000386966 sec
   OP_ID369. Dist_c1c1:fusedSynch_Filling : 9.84188e-06 sec
   OP_ID370. cudnnConvolutionBackwardData : 0.000566859 sec
   OP_ID371. cudnnConvolutionBackwardFilter : 0.000575604 sec
   OP_ID372. Dist_c1c1:fusedSynch_Filling : 0.00114785 sec
   OP_ID373. ReLUBackward : 4.21666e-05 sec
   OP_ID374. GpuBatchNormBackward : 6.36976e-05 sec
   OP_ID375. Dist_c1c1:fusedSynch_Filling : 7.89186e-05 sec
   OP_ID376. Dist_c1c1:fusedSynch_Filling : 0.000211579 sec
   OP_ID377. cudnnConvolutionBackwardData : 0.000529962 sec
   OP_ID378. cudnnConvolutionBackwardFilter : 0.000613635 sec
   OP_ID379. Dist_c1c1:fusedSynch_Filling : 0.000975731 sec
   OP_ID380. Dist_sc1:fusedSynch_Transfer : 0.0105351 sec
   OP_ID381. ReLUBackward : 5.40119e-05 sec
   OP_ID382. GpuBatchNormBackward : 0.000123302 sec
   OP_ID383. Dist_c1c1:fusedSynch_Filling : 0.000156116 sec
   OP_ID384. Dist_c1c1:fusedSynch_Filling : 0.000108925 sec
   OP_ID385. cudnnConvolutionBackwardData : 0.000547811 sec
   OP_ID386. cudnnConvolutionBackwardFilter : 0.000481152 sec
   OP_ID387. Add : 0.000167894 sec
   OP_ID388. Dist_c1c1:fusedSynch_Filling : 0.000176278 sec
   OP_ID389. ReLUBackward : 0.000189876 sec
   OP_ID390. GpuBatchNormBackward : 0.000227941 sec
   OP_ID391. Dist_c1c1:fusedSynch_Filling : 0.000128344 sec
   OP_ID392. Dist_c1c1:fusedSynch_Filling : 8.59953e-06 sec
   OP_ID393. cudnnConvolutionBackwardData : 0.000345485 sec
   OP_ID394. cudnnConvolutionBackwardFilter : 0.000486787 sec
   OP_ID395. Dist_c1c1:fusedSynch_Filling : 0.000965114 sec
   OP_ID396. ReLUBackward : 0.000145278 sec
   OP_ID397. GpuBatchNormBackward : 0.000112226 sec
   OP_ID398. Dist_c1c1:fusedSynch_Filling : 0.000148055 sec
   OP_ID399. Dist_c1c1:fusedSynch_Filling : 0.000210897 sec
   OP_ID400. cudnnConvolutionBackwardData : 0.000686638 sec
   OP_ID401. cudnnConvolutionBackwardFilter : 0.000620595 sec
   OP_ID402. Dist_c1c1:fusedSynch_Filling : 0.00112662 sec
   OP_ID403. ReLUBackward : 4.06287e-05 sec
   OP_ID404. GpuBatchNormBackward : 6.28643e-05 sec
   OP_ID405. Dist_c1c1:fusedSynch_Filling : 6.75056e-05 sec
   OP_ID406. Dist_c1c1:fusedSynch_Filling : 8.43514e-06 sec
   OP_ID407. cudnnConvolutionBackwardData : 0.000343444 sec
   OP_ID408. cudnnConvolutionBackwardFilter : 0.000480312 sec
   OP_ID409. Add : 0.000311576 sec
   OP_ID410. Dist_c1c1:fusedSynch_Filling : 0.0013929 sec
   OP_ID411. ReLUBackward : 0.000268452 sec
   OP_ID412. GpuBatchNormBackward : 0.000360346 sec
   OP_ID413. Dist_c1c1:fusedSynch_Filling : 0.00036786 sec
   OP_ID414. Dist_c1c1:fusedSynch_Filling : 8.19388e-06 sec
   OP_ID415. cudnnConvolutionBackwardData : 0.000544672 sec
   OP_ID416. cudnnConvolutionBackwardFilter : 0.000524391 sec
   OP_ID417. Dist_c1c1:fusedSynch_Filling : 0.00109717 sec
   OP_ID418. ReLUBackward : 4.04932e-05 sec
   OP_ID419. GpuBatchNormBackward : 6.24439e-05 sec
   OP_ID420. Dist_c1c1:fusedSynch_Filling : 7.83178e-05 sec
   OP_ID421. Dist_c1c1:fusedSynch_Filling : 0.000375623 sec
   OP_ID422. cudnnConvolutionBackwardData : 0.000601101 sec
   OP_ID423. cudnnConvolutionBackwardFilter : 0.00100906 sec
   OP_ID424. Dist_c1c1:fusedSynch_Filling : 0.00126519 sec
   OP_ID425. Dist_sc1:fusedSynch_Transfer : 0.0101198 sec
   OP_ID426. ReLUBackward : 4.10024e-05 sec
   OP_ID427. GpuBatchNormBackward : 8.5408e-05 sec
   OP_ID428. Dist_c1c1:fusedSynch_Filling : 0.000180643 sec
   OP_ID429. Dist_c1c1:fusedSynch_Filling : 0.000117019 sec
   OP_ID430. cudnnConvolutionBackwardData : 0.000543283 sec
   OP_ID431. cudnnConvolutionBackwardFilter : 0.000633979 sec
   OP_ID432. Add : 0.000142057 sec
   OP_ID433. Dist_c1c1:fusedSynch_Filling : 0.000228257 sec
   OP_ID434. ReLUBackward : 0.000191387 sec
   OP_ID435. GpuBatchNormBackward : 0.000325436 sec
   OP_ID436. Dist_c1c1:fusedSynch_Filling : 0.000301465 sec
   OP_ID437. Dist_c1c1:fusedSynch_Filling : 0.000582661 sec
   OP_ID438. cudnnConvolutionBackwardData : 0.00156517 sec
   OP_ID439. cudnnConvolutionBackwardFilter : 0.00091854 sec
   OP_ID440. Dist_c1c1:fusedSynch_Filling : 0.00194469 sec
   OP_ID441. GpuBatchNormBackward : 0.000287492 sec
   OP_ID442. Dist_c1c1:fusedSynch_Filling : 1.22773e-05 sec
   OP_ID443. Dist_c1c1:fusedSynch_Filling : 1.05744e-05 sec
   OP_ID444. cudnnConvolutionBackwardData : 0.000509951 sec
   OP_ID445. cudnnConvolutionBackwardFilter : 0.000659549 sec
   OP_ID446. Dist_c1c1:fusedSynch_Filling : 0.00121603 sec
   OP_ID447. ReLUBackward : 6.40806e-05 sec
   OP_ID448. GpuBatchNormBackward : 6.27128e-05 sec
   OP_ID449. Dist_c1c1:fusedSynch_Filling : 0.000114209 sec
   OP_ID450. Dist_c1c1:fusedSynch_Filling : 0.000922965 sec
   OP_ID451. cudnnConvolutionBackwardData : 0.00126743 sec
   OP_ID452. cudnnConvolutionBackwardFilter : 0.00117937 sec
   OP_ID453. Dist_c1c1:fusedSynch_Filling : 0.00167664 sec
   OP_ID454. ReLUBackward : 0.000197352 sec
   OP_ID455. GpuBatchNormBackward : 0.000287667 sec
   OP_ID456. Dist_c1c1:fusedSynch_Filling : 0.000291127 sec
   OP_ID457. Dist_c1c1:fusedSynch_Filling : 8.72188e-06 sec
   OP_ID458. cudnnConvolutionBackwardData : 0.000609728 sec
   OP_ID459. cudnnConvolutionBackwardFilter : 0.00103231 sec
   OP_ID460. Add : 0.000375005 sec
   OP_ID461. Dist_c1c1:fusedSynch_Filling : 0.00245611 sec
   OP_ID462. ReLUBackward : 0.000449388 sec
   OP_ID463. GpuBatchNormBackward : 0.000682592 sec
   OP_ID464. Dist_c1c1:fusedSynch_Filling : 0.000688698 sec
   OP_ID465. Dist_c1c1:fusedSynch_Filling : 8.71153e-06 sec
   OP_ID466. cudnnConvolutionBackwardData : 0.00032988 sec
   OP_ID467. cudnnConvolutionBackwardFilter : 0.000582202 sec
   OP_ID468. Dist_c1c1:fusedSynch_Filling : 0.00104164 sec
   OP_ID469. ReLUBackward : 0.0001444 sec
   OP_ID470. GpuBatchNormBackward : 0.000172296 sec
   OP_ID471. Dist_c1c1:fusedSynch_Filling : 0.000496346 sec
   OP_ID472. Dist_c1c1:fusedSynch_Filling : 9.12891e-05 sec
   OP_ID473. cudnnConvolutionBackwardData : 0.000920184 sec
   OP_ID474. cudnnConvolutionBackwardFilter : 0.000940664 sec
   OP_ID475. Dist_c1c1:fusedSynch_Filling : 0.00157309 sec
   OP_ID476. ReLUBackward : 0.000126831 sec
   OP_ID477. GpuBatchNormBackward : 0.000148184 sec
   OP_ID478. Dist_c1c1:fusedSynch_Filling : 0.000156464 sec
   OP_ID479. Dist_c1c1:fusedSynch_Filling : 8.65412e-06 sec
   OP_ID480. cudnnConvolutionBackwardData : 0.000427521 sec
   OP_ID481. cudnnConvolutionBackwardFilter : 0.000855174 sec
   OP_ID482. Add : 0.000373829 sec
   OP_ID483. Dist_c1c1:fusedSynch_Filling : 0.00206805 sec
   OP_ID484. ReLUBackward : 0.000423871 sec
   OP_ID485. GpuBatchNormBackward : 0.000560101 sec
   OP_ID486. Dist_c1c1:fusedSynch_Filling : 0.000568155 sec
   OP_ID487. Dist_c1c1:fusedSynch_Filling : 3.11429e-05 sec
   OP_ID488. cudnnConvolutionBackwardData : 0.000387184 sec
   OP_ID489. cudnnConvolutionBackwardFilter : 0.000718611 sec
   OP_ID490. Dist_c1c1:fusedSynch_Filling : 0.00125309 sec
   OP_ID491. Dist_sc1:fusedSynch_Transfer : 0.0217816 sec
   OP_ID492. ReLUBackward : 0.000161743 sec
   OP_ID493. GpuBatchNormBackward : 0.000250255 sec
   OP_ID494. Dist_c1c1:fusedSynch_Filling : 3.50748e-05 sec
   OP_ID495. Dist_c1c1:fusedSynch_Filling : 1.02638e-05 sec
   OP_ID496. cudnnConvolutionBackwardData : 0.000735119 sec
   OP_ID497. cudnnConvolutionBackwardFilter : 0.000801258 sec
   OP_ID498. Dist_c1c1:fusedSynch_Filling : 3.4352e-05 sec
   OP_ID499. ReLUBackward : 7.55345e-05 sec
   OP_ID500. GpuBatchNormBackward : 0.000190799 sec
   OP_ID501. Dist_c1c1:fusedSynch_Filling : 0.000112515 sec
   OP_ID502. Dist_c1c1:fusedSynch_Filling : 0.00021745 sec
   OP_ID503. cudnnConvolutionBackwardData : 0.000423726 sec
   OP_ID504. cudnnConvolutionBackwardFilter : 0.000856039 sec
   OP_ID505. Add : 0.000333065 sec
   OP_ID506. Dist_c1c1:fusedSynch_Filling : 0.00103454 sec
   OP_ID507. ReLUBackward : 0.000281486 sec
   OP_ID508. GpuBatchNormBackward : 0.000580162 sec
   OP_ID509. Dist_c1c1:fusedSynch_Filling : 0.000589751 sec
   OP_ID510. Dist_c1c1:fusedSynch_Filling : 8.68267e-06 sec
   OP_ID511. cudnnConvolutionBackwardData : 0.000450668 sec
   OP_ID512. cudnnConvolutionBackwardFilter : 0.000676487 sec
   OP_ID513. Dist_c1c1:fusedSynch_Filling : 0.00121196 sec
   OP_ID514. ReLUBackward : 9.93365e-05 sec
   OP_ID515. GpuBatchNormBackward : 0.000120631 sec
   OP_ID516. Dist_c1c1:fusedSynch_Filling : 0.000407734 sec
   OP_ID517. Dist_c1c1:fusedSynch_Filling : 8.75369e-05 sec
   OP_ID518. cudnnConvolutionBackwardData : 0.000719416 sec
   OP_ID519. cudnnConvolutionBackwardFilter : 0.000893315 sec
   OP_ID520. Dist_c1c1:fusedSynch_Filling : 0.00137058 sec
   OP_ID521. ReLUBackward : 8.66111e-05 sec
   OP_ID522. GpuBatchNormBackward : 0.000226898 sec
   OP_ID523. Dist_c1c1:fusedSynch_Filling : 0.000191338 sec
   OP_ID524. Dist_c1c1:fusedSynch_Filling : 5.27084e-05 sec
   OP_ID525. cudnnConvolutionBackwardData : 0.000543402 sec
   OP_ID526. cudnnConvolutionBackwardFilter : 0.000831682 sec
   OP_ID527. Add : 0.00032223 sec
   OP_ID528. Dist_c1c1:fusedSynch_Filling : 0.00199479 sec
   OP_ID529. ReLUBackward : 0.000356539 sec
   OP_ID530. GpuBatchNormBackward : 0.000734911 sec
   OP_ID531. Dist_c1c1:fusedSynch_Filling : 0.00104239 sec
   OP_ID532. Dist_c1c1:fusedSynch_Filling : 0.00089491 sec
   OP_ID533. cudnnConvolutionBackwardData : 0.00155672 sec
   OP_ID534. cudnnConvolutionBackwardFilter : 0.00120545 sec
   OP_ID535. Dist_c1c1:fusedSynch_Filling : 0.00229868 sec
   OP_ID536. GpuBatchNormBackward : 0.000855846 sec
   OP_ID537. Dist_c1c1:fusedSynch_Filling : 0.000105602 sec
   OP_ID538. Dist_c1c1:fusedSynch_Filling : 5.36753e-05 sec
   OP_ID539. cudnnConvolutionBackwardData : 0.000392553 sec
   OP_ID540. cudnnConvolutionBackwardFilter : 0.000599381 sec
   OP_ID541. Dist_c1c1:fusedSynch_Filling : 0.0010769 sec
   OP_ID542. ReLUBackward : 0.000144799 sec
   OP_ID543. GpuBatchNormBackward : 0.000147809 sec
   OP_ID544. Dist_c1c1:fusedSynch_Filling : 0.000379803 sec
   OP_ID545. Dist_c1c1:fusedSynch_Filling : 0.000168204 sec
   OP_ID546. cudnnConvolutionBackwardData : 0.00214344 sec
   OP_ID547. cudnnConvolutionBackwardFilter : 0.000917329 sec
   OP_ID548. Dist_c1c1:fusedSynch_Filling : 0.00303214 sec
   OP_ID549. ReLUBackward : 0.00037046 sec
   OP_ID550. GpuBatchNormBackward : 0.00065897 sec
   OP_ID551. Dist_c1c1:fusedSynch_Filling : 0.000666668 sec
   OP_ID552. Dist_c1c1:fusedSynch_Filling : 8.272e-06 sec
   OP_ID553. cudnnConvolutionBackwardData : 0.000680572 sec
   OP_ID554. cudnnConvolutionBackwardFilter : 0.0017049 sec
   OP_ID555. Add : 0.000755777 sec
   OP_ID556. Dist_c1c1:fusedSynch_Filling : 0.00379687 sec
   OP_ID557. ReLUBackward : 0.000669526 sec
   OP_ID558. GpuBatchNormBackward : 0.00141841 sec
   OP_ID559. Dist_c1c1:fusedSynch_Filling : 0.00142914 sec
   OP_ID560. Dist_c1c1:fusedSynch_Filling : 8.55906e-06 sec
   OP_ID561. cudnnConvolutionBackwardData : 0.000473758 sec
   OP_ID562. cudnnConvolutionBackwardFilter : 0.00116066 sec
   OP_ID563. Dist_c1c1:fusedSynch_Filling : 0.00182434 sec
   OP_ID564. ReLUBackward : 0.000206452 sec
   OP_ID565. GpuBatchNormBackward : 0.000302718 sec
   OP_ID566. Dist_c1c1:fusedSynch_Filling : 0.000369426 sec
   OP_ID567. Dist_c1c1:fusedSynch_Filling : 9.34522e-05 sec
   OP_ID568. cudnnConvolutionBackwardData : 0.00108618 sec
   OP_ID569. cudnnConvolutionBackwardFilter : 0.00133329 sec
   OP_ID570. Dist_c1c1:fusedSynch_Filling : 0.00244867 sec
   OP_ID571. ReLUBackward : 0.0001878 sec
   OP_ID572. GpuBatchNormBackward : 0.000285802 sec
   OP_ID573. Dist_c1c1:fusedSynch_Filling : 0.000297231 sec
   OP_ID574. Dist_c1c1:fusedSynch_Filling : 3.09352e-05 sec
   OP_ID575. cudnnConvolutionBackwardData : 0.000588568 sec
   OP_ID576. cudnnConvolutionBackwardFilter : 0.00143151 sec
   OP_ID577. Add : 0.00063398 sec
   OP_ID578. Dist_c1c1:fusedSynch_Filling : 0.00354693 sec
   OP_ID579. ReLUBackward : 0.000931225 sec
   OP_ID580. GpuBatchNormBackward : 0.00121922 sec
   OP_ID581. Dist_c1c1:fusedSynch_Filling : 0.00123103 sec
   OP_ID582. Dist_c1c1:fusedSynch_Filling : 8.27294e-06 sec
   OP_ID583. cudnnConvolutionBackwardData : 0.000389641 sec
   OP_ID584. cudnnConvolutionBackwardFilter : 0.00126543 sec
   OP_ID585. Dist_c1c1:fusedSynch_Filling : 0.00183042 sec
   OP_ID586. ReLUBackward : 0.000191214 sec
   OP_ID587. GpuBatchNormBackward : 0.000390581 sec
   OP_ID588. Dist_c1c1:fusedSynch_Filling : 0.000452165 sec
   OP_ID589. Dist_c1c1:fusedSynch_Filling : 9.33726e-05 sec
   OP_ID590. cudnnConvolutionBackwardData : 0.000740172 sec
   OP_ID591. cudnnConvolutionBackwardFilter : 0.00129798 sec
   OP_ID592. Dist_c1c1:fusedSynch_Filling : 0.00206863 sec
   OP_ID593. ReLUBackward : 0.000183125 sec
   OP_ID594. GpuBatchNormBackward : 0.00032698 sec
   OP_ID595. Dist_c1c1:fusedSynch_Filling : 0.000339722 sec
   OP_ID596. Dist_c1c1:fusedSynch_Filling : 8.25851e-06 sec
   OP_ID597. cudnnConvolutionBackwardData : 0.000475595 sec
   OP_ID598. cudnnConvolutionBackwardFilter : 0.00140305 sec
   OP_ID599. Add : 0.00076655 sec
   OP_ID600. Dist_c1c1:fusedSynch_Filling : 0.00336851 sec
   OP_ID601. ReLUBackward : 0.000739154 sec
   OP_ID602. GpuBatchNormBackward : 0.00148457 sec
   OP_ID603. Dist_c1c1:fusedSynch_Filling : 0.00151882 sec
   OP_ID604. Dist_c1c1:fusedSynch_Filling : 8.51294e-06 sec
   OP_ID605. cudnnConvolutionBackwardData : 0.000480648 sec
   OP_ID606. cudnnConvolutionBackwardFilter : 0.00113185 sec
   OP_ID607. Dist_c1c1:fusedSynch_Filling : 0.00235924 sec
   OP_ID608. GpuBatchNormBackward : 0.00144066 sec
   OP_ID609. Dist_c1c1:fusedSynch_Filling : 0.00066504 sec
   OP_ID610. Dist_c1c1:fusedSynch_Filling : 8.43451e-06 sec
   OP_ID611. cudnnConvolutionBackwardData : 0.000470185 sec
   OP_ID612. cudnnConvolutionBackwardFilter : 0.00111511 sec
   OP_ID613. Dist_c1c1:fusedSynch_Filling : 0.00174279 sec
   OP_ID614. ReLUBackward : 0.000175645 sec
   OP_ID615. GpuBatchNormBackward : 0.000366169 sec
   OP_ID616. Dist_c1c1:fusedSynch_Filling : 0.00044987 sec
   OP_ID617. Dist_c1c1:fusedSynch_Filling : 7.79555e-05 sec
   OP_ID618. cudnnConvolutionBackwardData : 0.000944252 sec
   OP_ID619. cudnnConvolutionBackwardFilter : 0.00122981 sec
   OP_ID620. Dist_c1c1:fusedSynch_Filling : 0.00217873 sec
   OP_ID621. ReLUBackward : 0.000164283 sec
   OP_ID622. GpuBatchNormBackward : 0.000311484 sec
   OP_ID623. Dist_c1c1:fusedSynch_Filling : 0.00032374 sec
   OP_ID624. Dist_c1c1:fusedSynch_Filling : 3.05233e-05 sec
   OP_ID625. cudnnConvolutionBackwardData : 0.000174195 sec
   OP_ID626. cudnnConvolutionBackwardFilter : 0.000599772 sec
   OP_ID627. Add : 0.000137017 sec
   OP_ID628. Dist_c1c1:fusedSynch_Filling : 0.00119403 sec
   OP_ID629. GpuPoolingBackward : 0.00109889 sec
   OP_ID630. ReLUBackward : 0.000826437 sec
   OP_ID631. GpuBatchNormBackward : 0.00145682 sec
   OP_ID632. Dist_c1c1:fusedSynch_Filling : 0.00310224 sec
   OP_ID633. Dist_c1c1:fusedSynch_Filling : 0.00153533 sec
   OP_ID634. cudnnConvolutionBackwardData : 0.00196348 sec
   OP_ID635. cudnnConvolutionBackwardFilter : 0.00217321 sec
   OP_ID636. Dist_c1c1:fusedSynch_Filling : 0.00256668 sec
   OP_ID637. Dist_sc1:fusedSynch_Transfer : 0.0590358 sec
   OP_ID639. Div : 3.62823e-06 sec
   OP_ID640. Axpy : 3.49176e-06 sec
   OP_ID641. EltwiseMult : 3.45318e-06 sec
   OP_ID642. Axpy : 3.32643e-06 sec
   OP_ID643. Axpy : 3.3142e-06 sec
   OP_ID644. Div : 3.465e-05 sec
   OP_ID645. Axpy : 7.04894e-05 sec
   OP_ID646. EltwiseMult : 6.0229e-05 sec
   OP_ID647. Axpy : 0.000115972 sec
   OP_ID648. Axpy : 4.57283e-05 sec
   OP_ID649. Div : 3.66902e-06 sec
   OP_ID650. Axpy : 3.5131e-06 sec
   OP_ID651. EltwiseMult : 3.29349e-06 sec
   OP_ID652. Axpy : 2.57365e-05 sec
   OP_ID653. Axpy : 3.13788e-06 sec
   OP_ID654. Div : 3.47514e-06 sec
   OP_ID655. Axpy : 5.19404e-06 sec
   OP_ID656. EltwiseMult : 3.39733e-06 sec
   OP_ID657. Axpy : 5.0971e-06 sec
   OP_ID658. Axpy : 3.14635e-06 sec
   OP_ID659. Div : 1.81245e-05 sec
   OP_ID660. Axpy : 6.94965e-05 sec
   OP_ID661. EltwiseMult : 1.81415e-05 sec
   OP_ID662. Axpy : 4.67937e-05 sec
   OP_ID663. Axpy : 2.53082e-05 sec
   OP_ID664. Div : 3.55984e-06 sec
   OP_ID665. Axpy : 3.4491e-06 sec
   OP_ID666. EltwiseMult : 3.38918e-06 sec
   OP_ID667. Axpy : 3.25616e-06 sec
   OP_ID668. Axpy : 3.22133e-06 sec
   OP_ID669. Div : 3.38259e-06 sec
   OP_ID670. Axpy : 3.31827e-06 sec
   OP_ID671. EltwiseMult : 3.39294e-06 sec
   OP_ID672. Axpy : 2.62337e-05 sec
   OP_ID673. Axpy : 3.22133e-06 sec
   OP_ID674. Div : 3.63721e-05 sec
   OP_ID675. Axpy : 7.61387e-05 sec
   OP_ID676. EltwiseMult : 4.68973e-05 sec
   OP_ID677. Axpy : 5.23548e-05 sec
   OP_ID678. Axpy : 7.98108e-05 sec
   OP_ID679. Div : 3.46918e-06 sec
   OP_ID680. Axpy : 3.53882e-06 sec
   OP_ID681. EltwiseMult : 3.36721e-06 sec
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   OP_ID683. Axpy : 3.21443e-06 sec
   OP_ID684. Div : 3.28972e-06 sec
   OP_ID685. Axpy : 3.41082e-06 sec
   OP_ID686. EltwiseMult : 3.35749e-06 sec
   OP_ID687. Axpy : 3.17584e-06 sec
   OP_ID688. Axpy : 3.23702e-06 sec
   OP_ID689. Div : 1.80298e-05 sec
   OP_ID690. Axpy : 2.42011e-05 sec
   OP_ID691. EltwiseMult : 1.81885e-05 sec
   OP_ID692. Axpy : 2.25854e-05 sec
   OP_ID693. Axpy : 2.54792e-05 sec
   OP_ID694. Div : 3.49898e-06 sec
   OP_ID695. Axpy : 3.55451e-06 sec
   OP_ID696. EltwiseMult : 3.44031e-06 sec
   OP_ID697. Axpy : 3.26965e-06 sec
   OP_ID698. Axpy : 3.3327e-06 sec
   OP_ID699. Div : 3.42118e-06 sec
   OP_ID700. Axpy : 3.50651e-06 sec
   OP_ID701. EltwiseMult : 3.49929e-06 sec
   OP_ID702. Axpy : 3.26243e-06 sec
   OP_ID703. Axpy : 5.05098e-06 sec
   OP_ID704. Div : 1.78911e-05 sec
   OP_ID705. Axpy : 2.26187e-05 sec
   OP_ID706. EltwiseMult : 4.65274e-05 sec
   OP_ID707. Axpy : 2.56038e-05 sec
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   OP_ID1121. EltwiseMult : 3.27122e-06 sec
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   OP_ID1123. Axpy : 3.22165e-06 sec
   OP_ID1124. Div : 4.016e-06 sec
   OP_ID1125. Axpy : 4.31467e-06 sec
   OP_ID1126. EltwiseMult : 3.82588e-06 sec
   OP_ID1127. Axpy : 3.63702e-06 sec
   OP_ID1128. Axpy : 3.64204e-06 sec
   OP_ID1129. Div : 3.37945e-06 sec
   OP_ID1130. Axpy : 3.3647e-06 sec
   OP_ID1131. EltwiseMult : 3.23231e-06 sec
   OP_ID1132. Axpy : 3.18306e-06 sec
   OP_ID1133. Axpy : 3.19435e-06 sec
   OP_ID1134. Div : 3.38384e-06 sec
   OP_ID1135. Axpy : 3.4218e-06 sec
   OP_ID1136. EltwiseMult : 3.488e-06 sec
   OP_ID1137. Axpy : 3.19153e-06 sec
   OP_ID1138. Axpy : 3.25616e-06 sec
   OP_ID1139. Div : 4.02823e-06 sec
   OP_ID1140. Axpy : 6.13929e-06 sec
   OP_ID1141. EltwiseMult : 3.88863e-06 sec
   OP_ID1142. Axpy : 3.56863e-06 sec
   OP_ID1143. Axpy : 5.36188e-06 sec
   OP_ID1144. Div : 3.46353e-06 sec
   OP_ID1145. Axpy : 3.24706e-06 sec
   OP_ID1146. EltwiseMult : 3.42306e-06 sec
   OP_ID1147. Axpy : 3.16235e-06 sec
   OP_ID1148. Axpy : 3.23639e-06 sec
   OP_ID1149. Div : 3.30133e-06 sec
   OP_ID1150. Axpy : 3.35749e-06 sec
   OP_ID1151. EltwiseMult : 3.31106e-06 sec
   OP_ID1152. Axpy : 4.93302e-06 sec
   OP_ID1153. Axpy : 3.18682e-06 sec
   OP_ID1154. Div : 4.95404e-06 sec
   OP_ID1155. Axpy : 5.30227e-06 sec
   OP_ID1156. EltwiseMult : 4.89318e-06 sec
   OP_ID1157. Axpy : 4.10792e-06 sec
   OP_ID1158. Axpy : 2.55981e-05 sec
   OP_ID1159. Div : 5.1109e-06 sec
   OP_ID1160. Axpy : 2.4784e-05 sec
   OP_ID1161. EltwiseMult : 2.44681e-05 sec
   OP_ID1162. Axpy : 3.15639e-06 sec
   OP_ID1163. Axpy : 3.15702e-06 sec
   OP_ID1164. Div : 3.34682e-06 sec
   OP_ID1165. Axpy : 4.97945e-06 sec
   OP_ID1166. EltwiseMult : 3.32768e-06 sec
   OP_ID1167. Axpy : 3.2891e-06 sec
   OP_ID1168. Axpy : 3.24706e-06 sec
   OP_ID1169. Div : 4.08125e-06 sec
   OP_ID1170. Axpy : 4.31184e-06 sec
   OP_ID1171. EltwiseMult : 3.76345e-06 sec
   OP_ID1172. Axpy : 3.58902e-06 sec
   OP_ID1173. Axpy : 3.60847e-06 sec
   OP_ID1174. Div : 3.40643e-06 sec
   OP_ID1175. Axpy : 3.33929e-06 sec
   OP_ID1176. EltwiseMult : 2.47774e-05 sec
   OP_ID1177. Axpy : 3.13569e-06 sec
   OP_ID1178. Axpy : 3.23671e-06 sec
   OP_ID1179. Div : 3.3967e-06 sec
   OP_ID1180. Axpy : 3.34463e-06 sec
   OP_ID1181. EltwiseMult : 3.26369e-06 sec
   OP_ID1182. Axpy : 3.16267e-06 sec
   OP_ID1183. Axpy : 3.17961e-06 sec
   OP_ID1184. Div : 4.13553e-06 sec
   OP_ID1185. Axpy : 4.38651e-06 sec
   OP_ID1186. EltwiseMult : 2.47297e-05 sec
   OP_ID1187. Axpy : 3.54416e-06 sec
   OP_ID1188. Axpy : 2.66312e-05 sec
   OP_ID1189. Div : 3.38165e-06 sec
   OP_ID1190. Axpy : 4.96565e-06 sec
   OP_ID1191. EltwiseMult : 3.33333e-06 sec
   OP_ID1192. Axpy : 3.07106e-06 sec
   OP_ID1193. Axpy : 3.19561e-06 sec
   OP_ID1194. Div : 3.25616e-06 sec
   OP_ID1195. Axpy : 3.31859e-06 sec
   OP_ID1196. EltwiseMult : 3.23263e-06 sec
   OP_ID1197. Axpy : 3.18086e-06 sec
   OP_ID1198. Axpy : 4.95749e-06 sec
   OP_ID1199. Div : 5.22008e-06 sec
   OP_ID1200. Axpy : 5.18369e-06 sec
   OP_ID1201. EltwiseMult : 4.93804e-06 sec
   OP_ID1202. Axpy : 4.22651e-06 sec
   OP_ID1203. Axpy : 6.03671e-06 sec
   OP_ID1204. Div : 3.31294e-06 sec
   OP_ID1205. Axpy : 3.34839e-06 sec
   OP_ID1206. EltwiseMult : 3.25145e-06 sec
   OP_ID1207. Axpy : 3.22635e-06 sec
   OP_ID1208. Axpy : 3.08706e-06 sec
   OP_ID1209. Div : 3.32863e-06 sec
   OP_ID1210. Axpy : 3.25365e-06 sec
   OP_ID1211. EltwiseMult : 3.3691e-06 sec
   OP_ID1212. Axpy : 3.1749e-06 sec
   OP_ID1213. Axpy : 3.17114e-06 sec
   OP_ID1214. Div : 2.54033e-05 sec
   OP_ID1215. Axpy : 4.18761e-06 sec
   OP_ID1216. EltwiseMult : 2.68091e-05 sec
   OP_ID1217. Axpy : 3.60941e-06 sec
   OP_ID1218. Axpy : 3.56988e-06 sec
   OP_ID1219. Div : 3.4949e-06 sec
   OP_ID1220. Axpy : 3.28596e-06 sec
   OP_ID1221. EltwiseMult : 3.28157e-06 sec
   OP_ID1222. Axpy : 3.18996e-06 sec
   OP_ID1223. Axpy : 3.24235e-06 sec
   OP_ID1224. Div : 3.33616e-06 sec
   OP_ID1225. Axpy : 3.25898e-06 sec
   OP_ID1226. EltwiseMult : 3.36784e-06 sec
   OP_ID1227. Axpy : 3.12251e-06 sec
   OP_ID1228. Axpy : 3.27247e-06 sec
   OP_ID1229. Div : 4.92643e-06 sec
   OP_ID1230. Axpy : 5.0767e-06 sec
   OP_ID1231. EltwiseMult : 2.61148e-05 sec
   OP_ID1232. Axpy : 4.17663e-06 sec
   OP_ID1233. Axpy : 4.15874e-06 sec
   OP_ID1234. Div : 3.32204e-06 sec
   OP_ID1235. Axpy : 2.52618e-05 sec
   OP_ID1236. EltwiseMult : 3.39482e-06 sec
   OP_ID1237. Axpy : 3.10306e-06 sec
   OP_ID1238. Axpy : 3.1429e-06 sec
   OP_ID1239. Div : 3.23294e-06 sec
   OP_ID1240. Axpy : 3.43498e-06 sec
   OP_ID1241. EltwiseMult : 3.39388e-06 sec
   OP_ID1242. Axpy : 3.2138e-06 sec
   OP_ID1243. Axpy : 3.20282e-06 sec
   OP_ID1244. Div : 4.05302e-06 sec
   OP_ID1245. Axpy : 4.45427e-06 sec
   OP_ID1246. EltwiseMult : 3.88204e-06 sec
   OP_ID1247. Axpy : 3.56172e-06 sec
   OP_ID1248. Axpy : 3.59906e-06 sec
   OP_ID1249. Div : 3.39514e-06 sec
   OP_ID1250. Axpy : 3.29663e-06 sec
   OP_ID1251. EltwiseMult : 3.3098e-06 sec
   OP_ID1252. Axpy : 3.13286e-06 sec
   OP_ID1253. Axpy : 3.13192e-06 sec
   OP_ID1254. Div : 3.27561e-06 sec
   OP_ID1255. Axpy : 3.32894e-06 sec
   OP_ID1256. EltwiseMult : 3.25145e-06 sec
   OP_ID1257. Axpy : 3.17616e-06 sec
   OP_ID1258. Axpy : 3.11373e-06 sec
   OP_ID1259. Div : 5.24172e-06 sec
   OP_ID1260. Axpy : 5.17145e-06 sec
   OP_ID1261. EltwiseMult : 4.88251e-06 sec
   OP_ID1262. Axpy : 4.20235e-06 sec
   OP_ID1263. Axpy : 4.20392e-06 sec
   OP_ID1264. Div : 3.28973e-06 sec
   OP_ID1265. Axpy : 3.29286e-06 sec
   OP_ID1266. EltwiseMult : 3.28941e-06 sec
   OP_ID1267. Axpy : 3.15451e-06 sec
   OP_ID1268. Axpy : 3.12125e-06 sec
   OP_ID1269. Div : 3.37129e-06 sec
   OP_ID1270. Axpy : 3.33459e-06 sec
   OP_ID1271. EltwiseMult : 3.38667e-06 sec
   OP_ID1272. Axpy : 3.18682e-06 sec
   OP_ID1273. Axpy : 3.17961e-06 sec
   OP_ID1274. Div : 3.75749e-06 sec
   OP_ID1275. Axpy : 3.98525e-06 sec
   OP_ID1276. EltwiseMult : 3.65459e-06 sec
   OP_ID1277. Axpy : 3.43341e-06 sec
   OP_ID1278. Axpy : 3.42494e-06 sec
   OP_ID1279. Div : 3.28502e-06 sec
   OP_ID1280. Axpy : 3.31733e-06 sec
   OP_ID1281. EltwiseMult : 3.30227e-06 sec
   OP_ID1282. Axpy : 3.29129e-06 sec
   OP_ID1283. Axpy : 3.15325e-06 sec
   OP_ID1284. Div : 3.27027e-06 sec
   OP_ID1285. Axpy : 3.29976e-06 sec
   OP_ID1286. EltwiseMult : 3.44188e-06 sec
   OP_ID1287. Axpy : 3.16957e-06 sec
   OP_ID1288. Axpy : 3.21851e-06 sec
   OP_ID1289. Div : 3.52659e-06 sec
   OP_ID1290. Axpy : 3.7349e-06 sec
   OP_ID1291. EltwiseMult : 3.61004e-06 sec
   OP_ID1292. Axpy : 3.31043e-06 sec
   OP_ID1293. Axpy : 3.36e-06 sec
   OP_ID1294. Div : 5.05098e-06 sec
   OP_ID1295. Axpy : 3.27184e-06 sec
   OP_ID1296. EltwiseMult : 3.27529e-06 sec
   OP_ID1297. Axpy : 3.11278e-06 sec
   OP_ID1298. Axpy : 3.13882e-06 sec
   OP_ID1299. Div : 3.27498e-06 sec
   OP_ID1300. Axpy : 3.27655e-06 sec
   OP_ID1301. EltwiseMult : 2.78761e-05 sec
   OP_ID1302. Axpy : 3.20314e-06 sec
   OP_ID1303. Axpy : 3.1178e-06 sec
   OP_ID1304. Div : 3.70227e-06 sec
   OP_ID1305. Axpy : 3.88768e-06 sec
   OP_ID1306. EltwiseMult : 3.67498e-06 sec
   OP_ID1307. Axpy : 3.44157e-06 sec
   OP_ID1308. Axpy : 3.44439e-06 sec
   OP_ID1309. Div : 3.28565e-06 sec
   OP_ID1310. Axpy : 3.27843e-06 sec
   OP_ID1311. EltwiseMult : 3.328e-06 sec
   OP_ID1312. Axpy : 3.11655e-06 sec
   OP_ID1313. Axpy : 3.14259e-06 sec
   OP_ID1314. Div : 3.27341e-06 sec
   OP_ID1315. Axpy : 3.31451e-06 sec
   OP_ID1316. EltwiseMult : 3.31294e-06 sec
   OP_ID1317. Axpy : 3.1702e-06 sec
   OP_ID1318. Axpy : 3.15576e-06 sec
   OP_ID1319. Div : 3.64267e-06 sec
   OP_ID1320. Axpy : 3.60282e-06 sec
   OP_ID1321. EltwiseMult : 3.76533e-06 sec
   OP_ID1322. Axpy : 3.34274e-06 sec
   OP_ID1323. Axpy : 2.64031e-05 sec
   OP_ID1324. Div : 3.32235e-06 sec
   OP_ID1325. Axpy : 3.28816e-06 sec
   OP_ID1326. EltwiseMult : 3.37694e-06 sec
   OP_ID1327. Axpy : 3.07294e-06 sec
   OP_ID1328. Axpy : 3.30322e-06 sec
   OP_ID1329. Div : 5.01051e-06 sec
   OP_ID1330. Axpy : 3.37663e-06 sec
   OP_ID1331. EltwiseMult : 3.15137e-06 sec
   OP_ID1332. Axpy : 3.26243e-06 sec
   OP_ID1333. Axpy : 3.05098e-06 sec
   OP_ID1334. Div : 3.56549e-06 sec
   OP_ID1335. Axpy : 3.64204e-06 sec
   OP_ID1336. EltwiseMult : 3.43843e-06 sec
   OP_ID1337. Axpy : 3.38792e-06 sec
   OP_ID1338. Axpy : 3.29474e-06 sec
   OP_ID1339. Div : 3.41992e-06 sec
   OP_ID1340. Axpy : 3.20125e-06 sec
   OP_ID1341. EltwiseMult : 3.31765e-06 sec
   OP_ID1342. Axpy : 3.11404e-06 sec
   OP_ID1343. Axpy : 3.17835e-06 sec
   OP_ID1344. Div : 3.27121e-06 sec
   OP_ID1345. Axpy : 3.3622e-06 sec
   OP_ID1346. EltwiseMult : 3.25553e-06 sec
   OP_ID1347. Axpy : 3.16455e-06 sec
   OP_ID1348. Axpy : 3.11498e-06 sec
   OP_ID1349. Div : 3.75435e-06 sec
   OP_ID1350. Axpy : 3.9087e-06 sec
   OP_ID1351. EltwiseMult : 3.60157e-06 sec
   OP_ID1352. Axpy : 3.45569e-06 sec
   OP_ID1353. Axpy : 3.47168e-06 sec
   OP_ID1354. Div : 3.26274e-06 sec
   OP_ID1355. Axpy : 3.29631e-06 sec
   OP_ID1356. EltwiseMult : 3.31608e-06 sec
   OP_ID1357. Axpy : 3.11969e-06 sec
   OP_ID1358. Axpy : 3.20816e-06 sec
   OP_ID1359. Div : 3.30667e-06 sec
   OP_ID1360. Axpy : 3.31482e-06 sec
   OP_ID1361. EltwiseMult : 3.33835e-06 sec
   OP_ID1362. Axpy : 3.15263e-06 sec
   OP_ID1363. Axpy : 3.19184e-06 sec
   OP_ID1364. Div : 3.55263e-06 sec
   OP_ID1365. Axpy : 3.88511e-05 sec
   OP_ID1366. EltwiseMult : 3.62321e-06 sec
   OP_ID1367. Axpy : 2.49904e-05 sec
   OP_ID1368. Axpy : 3.32423e-06 sec
   OP_ID1369. Div : 3.28565e-06 sec
   OP_ID1370. Axpy : 3.23263e-06 sec
   OP_ID1371. EltwiseMult : 5.11372e-06 sec
   OP_ID1372. Axpy : 3.14667e-06 sec
   OP_ID1373. Axpy : 3.19843e-06 sec
   OP_ID1374. Div : 3.2891e-06 sec
   OP_ID1375. Axpy : 5.13568e-06 sec
   OP_ID1376. EltwiseMult : 3.32016e-06 sec
   OP_ID1377. Axpy : 3.25898e-06 sec
   OP_ID1378. Axpy : 3.18902e-06 sec
   OP_ID1379. Div : 3.5658e-06 sec
   OP_ID1380. Axpy : 3.6731e-06 sec
   OP_ID1381. EltwiseMult : 3.46102e-06 sec
   OP_ID1382. Axpy : 3.34306e-06 sec
   OP_ID1383. Axpy : 3.26714e-06 sec
   OP_ID1384. Div : 3.27718e-06 sec
   OP_ID1385. Axpy : 3.2891e-06 sec
   OP_ID1386. EltwiseMult : 3.21694e-06 sec
   OP_ID1387. Axpy : 2.6192e-05 sec
   OP_ID1388. Axpy : 3.14824e-06 sec
   OP_ID1389. Div : 3.29725e-06 sec
   OP_ID1390. Axpy : 3.33835e-06 sec
   OP_ID1391. EltwiseMult : 3.34808e-06 sec
   OP_ID1392. Axpy : 3.24298e-06 sec
   OP_ID1393. Axpy : 3.22071e-06 sec
   OP_ID1394. Div : 3.5749e-06 sec
   OP_ID1395. Axpy : 3.75498e-06 sec
   OP_ID1396. EltwiseMult : 3.53067e-06 sec
   OP_ID1397. Axpy : 3.36972e-06 sec
   OP_ID1398. Axpy : 3.26808e-06 sec
   OP_ID1399. Div : 3.35812e-06 sec
   OP_ID1400. Axpy : 3.30604e-06 sec
   OP_ID1401. EltwiseMult : 2.62231e-05 sec
   OP_ID1402. Axpy : 3.1291e-06 sec
   OP_ID1403. Axpy : 3.1338e-06 sec
   OP_ID1404. Div : 3.27843e-06 sec
   OP_ID1405. Axpy : 3.2709e-06 sec
   OP_ID1406. EltwiseMult : 5.13223e-06 sec
   OP_ID1407. Axpy : 2.46751e-05 sec
   OP_ID1408. Axpy : 3.13412e-06 sec
   OP_ID1409. Div : 1.93832e-05 sec
   OP_ID1410. Axpy : 3.88737e-06 sec
   OP_ID1411. EltwiseMult : 3.7578e-06 sec
   OP_ID1412. Axpy : 3.39921e-06 sec
   OP_ID1413. Axpy : 3.49459e-06 sec
   OP_ID1414. Div : 3.36439e-06 sec
   OP_ID1415. Axpy : 3.26776e-06 sec
   OP_ID1416. EltwiseMult : 3.30698e-06 sec
   OP_ID1417. Axpy : 3.09616e-06 sec
   OP_ID1418. Axpy : 3.15231e-06 sec
   OP_ID1419. Div : 3.28251e-06 sec
   OP_ID1420. Axpy : 3.32643e-06 sec
   OP_ID1421. EltwiseMult : 3.30635e-06 sec
   OP_ID1422. Axpy : 1.69939e-05 sec
   OP_ID1423. Axpy : 3.14886e-06 sec
   OP_ID1424. Div : 3.46071e-06 sec
   OP_ID1425. Axpy : 3.43968e-06 sec
   OP_ID1426. EltwiseMult : 3.56831e-06 sec
   OP_ID1427. Axpy : 3.29694e-06 sec
   OP_ID1428. Axpy : 3.28533e-06 sec
   OP_ID1429. Div : 2.49004e-05 sec
   OP_ID1430. Axpy : 1.71181e-05 sec
   OP_ID1431. EltwiseMult : 3.32267e-06 sec
   OP_ID1432. Axpy : 3.10149e-06 sec
   OP_ID1433. Axpy : 3.18274e-06 sec
   OP_ID1434. Div : 3.15012e-06 sec
   OP_ID1435. Axpy : 5.18275e-06 sec
   OP_ID1436. EltwiseMult : 3.32517e-06 sec
   OP_ID1437. Axpy : 3.23796e-06 sec
   OP_ID1438. Axpy : 2.57349e-05 sec
   OP_ID1439. Div : 4.00706e-05 sec
   OP_ID1440. Axpy : 1.73026e-05 sec
   OP_ID1441. EltwiseMult : 2.48612e-05 sec
   OP_ID1442. Axpy : 3.41584e-06 sec
   OP_ID1443. Axpy : 3.24298e-06 sec
   ```
   


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