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  1. training data size: (10000, 1000, 1)
  2. validation data size: (3000, 1000, 1)
  3. Model: "model_1"
  4. __________________________________________________________________________________________________
  5. Layer (type) Output Shape Param # Connected to
  6. ==================================================================================================
  7. input_1 (InputLayer) (None, 1000, 1) 0
  8. __________________________________________________________________________________________________
  9. batch_normalization_1 (BatchNor (None, 1000, 1) 4 input_1[0][0]
  10. __________________________________________________________________________________________________
  11. conv1d_1 (Conv1D) (None, 1000, 64) 128 batch_normalization_1[0][0]
  12. __________________________________________________________________________________________________
  13. conv1d_2 (Conv1D) (None, 1000, 64) 262208 conv1d_1[0][0]
  14. __________________________________________________________________________________________________
  15. batch_normalization_2 (BatchNor (None, 1000, 64) 256 conv1d_2[0][0]
  16. __________________________________________________________________________________________________
  17. activation_1 (Activation) (None, 1000, 64) 0 batch_normalization_2[0][0]
  18. __________________________________________________________________________________________________
  19. spatial_dropout1d_1 (SpatialDro (None, 1000, 64) 0 activation_1[0][0]
  20. __________________________________________________________________________________________________
  21. conv1d_3 (Conv1D) (None, 1000, 64) 262208 spatial_dropout1d_1[0][0]
  22. __________________________________________________________________________________________________
  23. batch_normalization_3 (BatchNor (None, 1000, 64) 256 conv1d_3[0][0]
  24. __________________________________________________________________________________________________
  25. activation_2 (Activation) (None, 1000, 64) 0 batch_normalization_3[0][0]
  26. __________________________________________________________________________________________________
  27. spatial_dropout1d_2 (SpatialDro (None, 1000, 64) 0 activation_2[0][0]
  28. __________________________________________________________________________________________________
  29. conv1d_4 (Conv1D) (None, 1000, 64) 4160 conv1d_1[0][0]
  30. __________________________________________________________________________________________________
  31. add_1 (Add) (None, 1000, 64) 0 conv1d_4[0][0]
  32. spatial_dropout1d_2[0][0]
  33. __________________________________________________________________________________________________
  34. activation_3 (Activation) (None, 1000, 64) 0 add_1[0][0]
  35. __________________________________________________________________________________________________
  36. conv1d_5 (Conv1D) (None, 1000, 64) 262208 activation_3[0][0]
  37. __________________________________________________________________________________________________
  38. batch_normalization_4 (BatchNor (None, 1000, 64) 256 conv1d_5[0][0]
  39. __________________________________________________________________________________________________
  40. activation_4 (Activation) (None, 1000, 64) 0 batch_normalization_4[0][0]
  41. __________________________________________________________________________________________________
  42. spatial_dropout1d_3 (SpatialDro (None, 1000, 64) 0 activation_4[0][0]
  43. __________________________________________________________________________________________________
  44. conv1d_6 (Conv1D) (None, 1000, 64) 262208 spatial_dropout1d_3[0][0]
  45. __________________________________________________________________________________________________
  46. batch_normalization_5 (BatchNor (None, 1000, 64) 256 conv1d_6[0][0]
  47. __________________________________________________________________________________________________
  48. activation_5 (Activation) (None, 1000, 64) 0 batch_normalization_5[0][0]
  49. __________________________________________________________________________________________________
  50. spatial_dropout1d_4 (SpatialDro (None, 1000, 64) 0 activation_5[0][0]
  51. __________________________________________________________________________________________________
  52. conv1d_7 (Conv1D) (None, 1000, 64) 4160 activation_3[0][0]
  53. __________________________________________________________________________________________________
  54. add_2 (Add) (None, 1000, 64) 0 conv1d_7[0][0]
  55. spatial_dropout1d_4[0][0]
  56. __________________________________________________________________________________________________
  57. activation_6 (Activation) (None, 1000, 64) 0 add_2[0][0]
  58. __________________________________________________________________________________________________
  59. conv1d_8 (Conv1D) (None, 1000, 64) 262208 activation_6[0][0]
  60. __________________________________________________________________________________________________
  61. batch_normalization_6 (BatchNor (None, 1000, 64) 256 conv1d_8[0][0]
  62. __________________________________________________________________________________________________
  63. activation_7 (Activation) (None, 1000, 64) 0 batch_normalization_6[0][0]
  64. __________________________________________________________________________________________________
  65. spatial_dropout1d_5 (SpatialDro (None, 1000, 64) 0 activation_7[0][0]
  66. __________________________________________________________________________________________________
  67. conv1d_9 (Conv1D) (None, 1000, 64) 262208 spatial_dropout1d_5[0][0]
  68. __________________________________________________________________________________________________
  69. batch_normalization_7 (BatchNor (None, 1000, 64) 256 conv1d_9[0][0]
  70. __________________________________________________________________________________________________
  71. activation_8 (Activation) (None, 1000, 64) 0 batch_normalization_7[0][0]
  72. __________________________________________________________________________________________________
  73. spatial_dropout1d_6 (SpatialDro (None, 1000, 64) 0 activation_8[0][0]
  74. __________________________________________________________________________________________________
  75. conv1d_10 (Conv1D) (None, 1000, 64) 4160 activation_6[0][0]
  76. __________________________________________________________________________________________________
  77. add_3 (Add) (None, 1000, 64) 0 conv1d_10[0][0]
  78. spatial_dropout1d_6[0][0]
  79. __________________________________________________________________________________________________
  80. activation_9 (Activation) (None, 1000, 64) 0 add_3[0][0]
  81. __________________________________________________________________________________________________
  82. conv1d_11 (Conv1D) (None, 1000, 64) 262208 activation_9[0][0]
  83. __________________________________________________________________________________________________
  84. batch_normalization_8 (BatchNor (None, 1000, 64) 256 conv1d_11[0][0]
  85. __________________________________________________________________________________________________
  86. activation_10 (Activation) (None, 1000, 64) 0 batch_normalization_8[0][0]
  87. __________________________________________________________________________________________________
  88. spatial_dropout1d_7 (SpatialDro (None, 1000, 64) 0 activation_10[0][0]
  89. __________________________________________________________________________________________________
  90. conv1d_12 (Conv1D) (None, 1000, 64) 262208 spatial_dropout1d_7[0][0]
  91. __________________________________________________________________________________________________
  92. batch_normalization_9 (BatchNor (None, 1000, 64) 256 conv1d_12[0][0]
  93. __________________________________________________________________________________________________
  94. activation_11 (Activation) (None, 1000, 64) 0 batch_normalization_9[0][0]
  95. __________________________________________________________________________________________________
  96. spatial_dropout1d_8 (SpatialDro (None, 1000, 64) 0 activation_11[0][0]
  97. __________________________________________________________________________________________________
  98. conv1d_13 (Conv1D) (None, 1000, 64) 4160 activation_9[0][0]
  99. __________________________________________________________________________________________________
  100. add_4 (Add) (None, 1000, 64) 0 conv1d_13[0][0]
  101. spatial_dropout1d_8[0][0]
  102. __________________________________________________________________________________________________
  103. activation_12 (Activation) (None, 1000, 64) 0 add_4[0][0]
  104. __________________________________________________________________________________________________
  105. conv1d_14 (Conv1D) (None, 1000, 64) 262208 activation_12[0][0]
  106. __________________________________________________________________________________________________
  107. batch_normalization_10 (BatchNo (None, 1000, 64) 256 conv1d_14[0][0]
  108. __________________________________________________________________________________________________
  109. activation_13 (Activation) (None, 1000, 64) 0 batch_normalization_10[0][0]
  110. __________________________________________________________________________________________________
  111. spatial_dropout1d_9 (SpatialDro (None, 1000, 64) 0 activation_13[0][0]
  112. __________________________________________________________________________________________________
  113. conv1d_15 (Conv1D) (None, 1000, 64) 262208 spatial_dropout1d_9[0][0]
  114. __________________________________________________________________________________________________
  115. batch_normalization_11 (BatchNo (None, 1000, 64) 256 conv1d_15[0][0]
  116. __________________________________________________________________________________________________
  117. activation_14 (Activation) (None, 1000, 64) 0 batch_normalization_11[0][0]
  118. __________________________________________________________________________________________________
  119. spatial_dropout1d_10 (SpatialDr (None, 1000, 64) 0 activation_14[0][0]
  120. __________________________________________________________________________________________________
  121. conv1d_16 (Conv1D) (None, 1000, 64) 4160 activation_12[0][0]
  122. __________________________________________________________________________________________________
  123. add_5 (Add) (None, 1000, 64) 0 conv1d_16[0][0]
  124. spatial_dropout1d_10[0][0]
  125. __________________________________________________________________________________________________
  126. activation_15 (Activation) (None, 1000, 64) 0 add_5[0][0]
  127. __________________________________________________________________________________________________
  128. conv1d_17 (Conv1D) (None, 1000, 64) 262208 activation_15[0][0]
  129. __________________________________________________________________________________________________
  130. batch_normalization_12 (BatchNo (None, 1000, 64) 256 conv1d_17[0][0]
  131. __________________________________________________________________________________________________
  132. activation_16 (Activation) (None, 1000, 64) 0 batch_normalization_12[0][0]
  133. __________________________________________________________________________________________________
  134. spatial_dropout1d_11 (SpatialDr (None, 1000, 64) 0 activation_16[0][0]
  135. __________________________________________________________________________________________________
  136. conv1d_18 (Conv1D) (None, 1000, 64) 262208 spatial_dropout1d_11[0][0]
  137. __________________________________________________________________________________________________
  138. batch_normalization_13 (BatchNo (None, 1000, 64) 256 conv1d_18[0][0]
  139. __________________________________________________________________________________________________
  140. activation_17 (Activation) (None, 1000, 64) 0 batch_normalization_13[0][0]
  141. __________________________________________________________________________________________________
  142. spatial_dropout1d_12 (SpatialDr (None, 1000, 64) 0 activation_17[0][0]
  143. __________________________________________________________________________________________________
  144. conv1d_19 (Conv1D) (None, 1000, 64) 4160 activation_15[0][0]
  145. __________________________________________________________________________________________________
  146. add_6 (Add) (None, 1000, 64) 0 conv1d_19[0][0]
  147. spatial_dropout1d_12[0][0]
  148. __________________________________________________________________________________________________
  149. activation_18 (Activation) (None, 1000, 64) 0 add_6[0][0]
  150. __________________________________________________________________________________________________
  151. conv1d_20 (Conv1D) (None, 1000, 64) 262208 activation_18[0][0]
  152. __________________________________________________________________________________________________
  153. batch_normalization_14 (BatchNo (None, 1000, 64) 256 conv1d_20[0][0]
  154. __________________________________________________________________________________________________
  155. activation_19 (Activation) (None, 1000, 64) 0 batch_normalization_14[0][0]
  156. __________________________________________________________________________________________________
  157. spatial_dropout1d_13 (SpatialDr (None, 1000, 64) 0 activation_19[0][0]
  158. __________________________________________________________________________________________________
  159. conv1d_21 (Conv1D) (None, 1000, 64) 262208 spatial_dropout1d_13[0][0]
  160. __________________________________________________________________________________________________
  161. batch_normalization_15 (BatchNo (None, 1000, 64) 256 conv1d_21[0][0]
  162. __________________________________________________________________________________________________
  163. activation_20 (Activation) (None, 1000, 64) 0 batch_normalization_15[0][0]
  164. __________________________________________________________________________________________________
  165. spatial_dropout1d_14 (SpatialDr (None, 1000, 64) 0 activation_20[0][0]
  166. __________________________________________________________________________________________________
  167. conv1d_22 (Conv1D) (None, 1000, 64) 4160 activation_18[0][0]
  168. __________________________________________________________________________________________________
  169. add_7 (Add) (None, 1000, 64) 0 conv1d_22[0][0]
  170. spatial_dropout1d_14[0][0]
  171. __________________________________________________________________________________________________
  172. activation_21 (Activation) (None, 1000, 64) 0 add_7[0][0]
  173. __________________________________________________________________________________________________
  174. conv1d_23 (Conv1D) (None, 1000, 64) 262208 activation_21[0][0]
  175. __________________________________________________________________________________________________
  176. batch_normalization_16 (BatchNo (None, 1000, 64) 256 conv1d_23[0][0]
  177. __________________________________________________________________________________________________
  178. activation_22 (Activation) (None, 1000, 64) 0 batch_normalization_16[0][0]
  179. __________________________________________________________________________________________________
  180. spatial_dropout1d_15 (SpatialDr (None, 1000, 64) 0 activation_22[0][0]
  181. __________________________________________________________________________________________________
  182. conv1d_24 (Conv1D) (None, 1000, 64) 262208 spatial_dropout1d_15[0][0]
  183. __________________________________________________________________________________________________
  184. batch_normalization_17 (BatchNo (None, 1000, 64) 256 conv1d_24[0][0]
  185. __________________________________________________________________________________________________
  186. activation_23 (Activation) (None, 1000, 64) 0 batch_normalization_17[0][0]
  187. __________________________________________________________________________________________________
  188. spatial_dropout1d_16 (SpatialDr (None, 1000, 64) 0 activation_23[0][0]
  189. __________________________________________________________________________________________________
  190. conv1d_25 (Conv1D) (None, 1000, 64) 4160 activation_21[0][0]
  191. __________________________________________________________________________________________________
  192. add_8 (Add) (None, 1000, 64) 0 conv1d_25[0][0]
  193. spatial_dropout1d_16[0][0]
  194. __________________________________________________________________________________________________
  195. activation_24 (Activation) (None, 1000, 64) 0 add_8[0][0]
  196. __________________________________________________________________________________________________
  197. conv1d_26 (Conv1D) (None, 1000, 64) 262208 activation_24[0][0]
  198. __________________________________________________________________________________________________
  199. batch_normalization_18 (BatchNo (None, 1000, 64) 256 conv1d_26[0][0]
  200. __________________________________________________________________________________________________
  201. activation_25 (Activation) (None, 1000, 64) 0 batch_normalization_18[0][0]
  202. __________________________________________________________________________________________________
  203. spatial_dropout1d_17 (SpatialDr (None, 1000, 64) 0 activation_25[0][0]
  204. __________________________________________________________________________________________________
  205. conv1d_27 (Conv1D) (None, 1000, 64) 262208 spatial_dropout1d_17[0][0]
  206. __________________________________________________________________________________________________
  207. batch_normalization_19 (BatchNo (None, 1000, 64) 256 conv1d_27[0][0]
  208. __________________________________________________________________________________________________
  209. activation_26 (Activation) (None, 1000, 64) 0 batch_normalization_19[0][0]
  210. __________________________________________________________________________________________________
  211. spatial_dropout1d_18 (SpatialDr (None, 1000, 64) 0 activation_26[0][0]
  212. __________________________________________________________________________________________________
  213. conv1d_28 (Conv1D) (None, 1000, 64) 4160 activation_24[0][0]
  214. __________________________________________________________________________________________________
  215. add_9 (Add) (None, 1000, 64) 0 conv1d_28[0][0]
  216. spatial_dropout1d_18[0][0]
  217. __________________________________________________________________________________________________
  218. activation_27 (Activation) (None, 1000, 64) 0 add_9[0][0]
  219. __________________________________________________________________________________________________
  220. conv1d_29 (Conv1D) (None, 1000, 64) 262208 activation_27[0][0]
  221. __________________________________________________________________________________________________
  222. batch_normalization_20 (BatchNo (None, 1000, 64) 256 conv1d_29[0][0]
  223. __________________________________________________________________________________________________
  224. activation_28 (Activation) (None, 1000, 64) 0 batch_normalization_20[0][0]
  225. __________________________________________________________________________________________________
  226. spatial_dropout1d_19 (SpatialDr (None, 1000, 64) 0 activation_28[0][0]
  227. __________________________________________________________________________________________________
  228. conv1d_30 (Conv1D) (None, 1000, 64) 262208 spatial_dropout1d_19[0][0]
  229. __________________________________________________________________________________________________
  230. batch_normalization_21 (BatchNo (None, 1000, 64) 256 conv1d_30[0][0]
  231. __________________________________________________________________________________________________
  232. activation_29 (Activation) (None, 1000, 64) 0 batch_normalization_21[0][0]
  233. __________________________________________________________________________________________________
  234. spatial_dropout1d_20 (SpatialDr (None, 1000, 64) 0 activation_29[0][0]
  235. __________________________________________________________________________________________________
  236. conv1d_31 (Conv1D) (None, 1000, 64) 4160 activation_27[0][0]
  237. __________________________________________________________________________________________________
  238. add_10 (Add) (None, 1000, 64) 0 conv1d_31[0][0]
  239. spatial_dropout1d_20[0][0]
  240. __________________________________________________________________________________________________
  241. activation_30 (Activation) (None, 1000, 64) 0 add_10[0][0]
  242. __________________________________________________________________________________________________
  243. conv1d_32 (Conv1D) (None, 1000, 64) 262208 activation_30[0][0]
  244. __________________________________________________________________________________________________
  245. batch_normalization_22 (BatchNo (None, 1000, 64) 256 conv1d_32[0][0]
  246. __________________________________________________________________________________________________
  247. activation_31 (Activation) (None, 1000, 64) 0 batch_normalization_22[0][0]
  248. __________________________________________________________________________________________________
  249. spatial_dropout1d_21 (SpatialDr (None, 1000, 64) 0 activation_31[0][0]
  250. __________________________________________________________________________________________________
  251. conv1d_33 (Conv1D) (None, 1000, 64) 262208 spatial_dropout1d_21[0][0]
  252. __________________________________________________________________________________________________
  253. batch_normalization_23 (BatchNo (None, 1000, 64) 256 conv1d_33[0][0]
  254. __________________________________________________________________________________________________
  255. activation_32 (Activation) (None, 1000, 64) 0 batch_normalization_23[0][0]
  256. __________________________________________________________________________________________________
  257. spatial_dropout1d_22 (SpatialDr (None, 1000, 64) 0 activation_32[0][0]
  258. __________________________________________________________________________________________________
  259. conv1d_34 (Conv1D) (None, 1000, 64) 4160 activation_30[0][0]
  260. __________________________________________________________________________________________________
  261. add_11 (Add) (None, 1000, 64) 0 conv1d_34[0][0]
  262. spatial_dropout1d_22[0][0]
  263. __________________________________________________________________________________________________
  264. activation_33 (Activation) (None, 1000, 64) 0 add_11[0][0]
  265. __________________________________________________________________________________________________
  266. conv1d_35 (Conv1D) (None, 1000, 64) 262208 activation_33[0][0]
  267. __________________________________________________________________________________________________
  268. batch_normalization_24 (BatchNo (None, 1000, 64) 256 conv1d_35[0][0]
  269. __________________________________________________________________________________________________
  270. activation_34 (Activation) (None, 1000, 64) 0 batch_normalization_24[0][0]
  271. __________________________________________________________________________________________________
  272. spatial_dropout1d_23 (SpatialDr (None, 1000, 64) 0 activation_34[0][0]
  273. __________________________________________________________________________________________________
  274. conv1d_36 (Conv1D) (None, 1000, 64) 262208 spatial_dropout1d_23[0][0]
  275. __________________________________________________________________________________________________
  276. batch_normalization_25 (BatchNo (None, 1000, 64) 256 conv1d_36[0][0]
  277. __________________________________________________________________________________________________
  278. activation_35 (Activation) (None, 1000, 64) 0 batch_normalization_25[0][0]
  279. __________________________________________________________________________________________________
  280. spatial_dropout1d_24 (SpatialDr (None, 1000, 64) 0 activation_35[0][0]
  281. __________________________________________________________________________________________________
  282. conv1d_37 (Conv1D) (None, 1000, 64) 4160 activation_33[0][0]
  283. __________________________________________________________________________________________________
  284. add_12 (Add) (None, 1000, 64) 0 conv1d_37[0][0]
  285. spatial_dropout1d_24[0][0]
  286. __________________________________________________________________________________________________
  287. activation_36 (Activation) (None, 1000, 64) 0 add_12[0][0]
  288. __________________________________________________________________________________________________
  289. conv1d_38 (Conv1D) (None, 1000, 64) 262208 activation_36[0][0]
  290. __________________________________________________________________________________________________
  291. batch_normalization_26 (BatchNo (None, 1000, 64) 256 conv1d_38[0][0]
  292. __________________________________________________________________________________________________
  293. activation_37 (Activation) (None, 1000, 64) 0 batch_normalization_26[0][0]
  294. __________________________________________________________________________________________________
  295. spatial_dropout1d_25 (SpatialDr (None, 1000, 64) 0 activation_37[0][0]
  296. __________________________________________________________________________________________________
  297. conv1d_39 (Conv1D) (None, 1000, 64) 262208 spatial_dropout1d_25[0][0]
  298. __________________________________________________________________________________________________
  299. batch_normalization_27 (BatchNo (None, 1000, 64) 256 conv1d_39[0][0]
  300. __________________________________________________________________________________________________
  301. activation_38 (Activation) (None, 1000, 64) 0 batch_normalization_27[0][0]
  302. __________________________________________________________________________________________________
  303. spatial_dropout1d_26 (SpatialDr (None, 1000, 64) 0 activation_38[0][0]
  304. __________________________________________________________________________________________________
  305. conv1d_40 (Conv1D) (None, 1000, 64) 4160 activation_36[0][0]
  306. __________________________________________________________________________________________________
  307. add_13 (Add) (None, 1000, 64) 0 conv1d_40[0][0]
  308. spatial_dropout1d_26[0][0]
  309. __________________________________________________________________________________________________
  310. activation_39 (Activation) (None, 1000, 64) 0 add_13[0][0]
  311. __________________________________________________________________________________________________
  312. conv1d_41 (Conv1D) (None, 1000, 64) 262208 activation_39[0][0]
  313. __________________________________________________________________________________________________
  314. batch_normalization_28 (BatchNo (None, 1000, 64) 256 conv1d_41[0][0]
  315. __________________________________________________________________________________________________
  316. activation_40 (Activation) (None, 1000, 64) 0 batch_normalization_28[0][0]
  317. __________________________________________________________________________________________________
  318. spatial_dropout1d_27 (SpatialDr (None, 1000, 64) 0 activation_40[0][0]
  319. __________________________________________________________________________________________________
  320. conv1d_42 (Conv1D) (None, 1000, 64) 262208 spatial_dropout1d_27[0][0]
  321. __________________________________________________________________________________________________
  322. batch_normalization_29 (BatchNo (None, 1000, 64) 256 conv1d_42[0][0]
  323. __________________________________________________________________________________________________
  324. activation_41 (Activation) (None, 1000, 64) 0 batch_normalization_29[0][0]
  325. __________________________________________________________________________________________________
  326. spatial_dropout1d_28 (SpatialDr (None, 1000, 64) 0 activation_41[0][0]
  327. __________________________________________________________________________________________________
  328. conv1d_43 (Conv1D) (None, 1000, 64) 4160 activation_39[0][0]
  329. __________________________________________________________________________________________________
  330. add_14 (Add) (None, 1000, 64) 0 conv1d_43[0][0]
  331. spatial_dropout1d_28[0][0]
  332. __________________________________________________________________________________________________
  333. activation_42 (Activation) (None, 1000, 64) 0 add_14[0][0]
  334. __________________________________________________________________________________________________
  335. conv1d_44 (Conv1D) (None, 1000, 64) 262208 activation_42[0][0]
  336. __________________________________________________________________________________________________
  337. batch_normalization_30 (BatchNo (None, 1000, 64) 256 conv1d_44[0][0]
  338. __________________________________________________________________________________________________
  339. activation_43 (Activation) (None, 1000, 64) 0 batch_normalization_30[0][0]
  340. __________________________________________________________________________________________________
  341. spatial_dropout1d_29 (SpatialDr (None, 1000, 64) 0 activation_43[0][0]
  342. __________________________________________________________________________________________________
  343. conv1d_45 (Conv1D) (None, 1000, 64) 262208 spatial_dropout1d_29[0][0]
  344. __________________________________________________________________________________________________
  345. batch_normalization_31 (BatchNo (None, 1000, 64) 256 conv1d_45[0][0]
  346. __________________________________________________________________________________________________
  347. activation_44 (Activation) (None, 1000, 64) 0 batch_normalization_31[0][0]
  348. __________________________________________________________________________________________________
  349. spatial_dropout1d_30 (SpatialDr (None, 1000, 64) 0 activation_44[0][0]
  350. __________________________________________________________________________________________________
  351. conv1d_46 (Conv1D) (None, 1000, 64) 4160 activation_42[0][0]
  352. __________________________________________________________________________________________________
  353. add_15 (Add) (None, 1000, 64) 0 conv1d_46[0][0]
  354. spatial_dropout1d_30[0][0]
  355. __________________________________________________________________________________________________
  356. activation_45 (Activation) (None, 1000, 64) 0 add_15[0][0]
  357. __________________________________________________________________________________________________
  358. conv1d_47 (Conv1D) (None, 1000, 64) 262208 activation_45[0][0]
  359. __________________________________________________________________________________________________
  360. batch_normalization_32 (BatchNo (None, 1000, 64) 256 conv1d_47[0][0]
  361. __________________________________________________________________________________________________
  362. activation_46 (Activation) (None, 1000, 64) 0 batch_normalization_32[0][0]
  363. __________________________________________________________________________________________________
  364. spatial_dropout1d_31 (SpatialDr (None, 1000, 64) 0 activation_46[0][0]
  365. __________________________________________________________________________________________________
  366. conv1d_48 (Conv1D) (None, 1000, 64) 262208 spatial_dropout1d_31[0][0]
  367. __________________________________________________________________________________________________
  368. batch_normalization_33 (BatchNo (None, 1000, 64) 256 conv1d_48[0][0]
  369. __________________________________________________________________________________________________
  370. activation_47 (Activation) (None, 1000, 64) 0 batch_normalization_33[0][0]
  371. __________________________________________________________________________________________________
  372. spatial_dropout1d_32 (SpatialDr (None, 1000, 64) 0 activation_47[0][0]
  373. __________________________________________________________________________________________________
  374. conv1d_49 (Conv1D) (None, 1000, 64) 4160 activation_45[0][0]
  375. __________________________________________________________________________________________________
  376. add_16 (Add) (None, 1000, 64) 0 conv1d_49[0][0]
  377. spatial_dropout1d_32[0][0]
  378. __________________________________________________________________________________________________
  379. activation_48 (Activation) (None, 1000, 64) 0 add_16[0][0]
  380. __________________________________________________________________________________________________
  381. conv1d_50 (Conv1D) (None, 1000, 64) 262208 activation_48[0][0]
  382. __________________________________________________________________________________________________
  383. batch_normalization_34 (BatchNo (None, 1000, 64) 256 conv1d_50[0][0]
  384. __________________________________________________________________________________________________
  385. activation_49 (Activation) (None, 1000, 64) 0 batch_normalization_34[0][0]
  386. __________________________________________________________________________________________________
  387. spatial_dropout1d_33 (SpatialDr (None, 1000, 64) 0 activation_49[0][0]
  388. __________________________________________________________________________________________________
  389. conv1d_51 (Conv1D) (None, 1000, 64) 262208 spatial_dropout1d_33[0][0]
  390. __________________________________________________________________________________________________
  391. batch_normalization_35 (BatchNo (None, 1000, 64) 256 conv1d_51[0][0]
  392. __________________________________________________________________________________________________
  393. activation_50 (Activation) (None, 1000, 64) 0 batch_normalization_35[0][0]
  394. __________________________________________________________________________________________________
  395. spatial_dropout1d_34 (SpatialDr (None, 1000, 64) 0 activation_50[0][0]
  396. __________________________________________________________________________________________________
  397. conv1d_52 (Conv1D) (None, 1000, 64) 4160 activation_48[0][0]
  398. __________________________________________________________________________________________________
  399. add_17 (Add) (None, 1000, 64) 0 conv1d_52[0][0]
  400. spatial_dropout1d_34[0][0]
  401. __________________________________________________________________________________________________
  402. activation_51 (Activation) (None, 1000, 64) 0 add_17[0][0]
  403. __________________________________________________________________________________________________
  404. conv1d_53 (Conv1D) (None, 1000, 64) 262208 activation_51[0][0]
  405. __________________________________________________________________________________________________
  406. batch_normalization_36 (BatchNo (None, 1000, 64) 256 conv1d_53[0][0]
  407. __________________________________________________________________________________________________
  408. activation_52 (Activation) (None, 1000, 64) 0 batch_normalization_36[0][0]
  409. __________________________________________________________________________________________________
  410. spatial_dropout1d_35 (SpatialDr (None, 1000, 64) 0 activation_52[0][0]
  411. __________________________________________________________________________________________________
  412. conv1d_54 (Conv1D) (None, 1000, 64) 262208 spatial_dropout1d_35[0][0]
  413. __________________________________________________________________________________________________
  414. batch_normalization_37 (BatchNo (None, 1000, 64) 256 conv1d_54[0][0]
  415. __________________________________________________________________________________________________
  416. activation_53 (Activation) (None, 1000, 64) 0 batch_normalization_37[0][0]
  417. __________________________________________________________________________________________________
  418. spatial_dropout1d_36 (SpatialDr (None, 1000, 64) 0 activation_53[0][0]
  419. __________________________________________________________________________________________________
  420. conv1d_55 (Conv1D) (None, 1000, 64) 4160 activation_51[0][0]
  421. __________________________________________________________________________________________________
  422. add_18 (Add) (None, 1000, 64) 0 conv1d_55[0][0]
  423. spatial_dropout1d_36[0][0]
  424. __________________________________________________________________________________________________
  425. activation_54 (Activation) (None, 1000, 64) 0 add_18[0][0]
  426. __________________________________________________________________________________________________
  427. conv1d_56 (Conv1D) (None, 1000, 64) 262208 activation_54[0][0]
  428. __________________________________________________________________________________________________
  429. batch_normalization_38 (BatchNo (None, 1000, 64) 256 conv1d_56[0][0]
  430. __________________________________________________________________________________________________
  431. activation_55 (Activation) (None, 1000, 64) 0 batch_normalization_38[0][0]
  432. __________________________________________________________________________________________________
  433. spatial_dropout1d_37 (SpatialDr (None, 1000, 64) 0 activation_55[0][0]
  434. __________________________________________________________________________________________________
  435. conv1d_57 (Conv1D) (None, 1000, 64) 262208 spatial_dropout1d_37[0][0]
  436. __________________________________________________________________________________________________
  437. batch_normalization_39 (BatchNo (None, 1000, 64) 256 conv1d_57[0][0]
  438. __________________________________________________________________________________________________
  439. activation_56 (Activation) (None, 1000, 64) 0 batch_normalization_39[0][0]
  440. __________________________________________________________________________________________________
  441. spatial_dropout1d_38 (SpatialDr (None, 1000, 64) 0 activation_56[0][0]
  442. __________________________________________________________________________________________________
  443. conv1d_58 (Conv1D) (None, 1000, 64) 4160 activation_54[0][0]
  444. __________________________________________________________________________________________________
  445. add_19 (Add) (None, 1000, 64) 0 conv1d_58[0][0]
  446. spatial_dropout1d_38[0][0]
  447. __________________________________________________________________________________________________
  448. activation_57 (Activation) (None, 1000, 64) 0 add_19[0][0]
  449. __________________________________________________________________________________________________
  450. conv1d_59 (Conv1D) (None, 1000, 64) 262208 activation_57[0][0]
  451. __________________________________________________________________________________________________
  452. batch_normalization_40 (BatchNo (None, 1000, 64) 256 conv1d_59[0][0]
  453. __________________________________________________________________________________________________
  454. activation_58 (Activation) (None, 1000, 64) 0 batch_normalization_40[0][0]
  455. __________________________________________________________________________________________________
  456. spatial_dropout1d_39 (SpatialDr (None, 1000, 64) 0 activation_58[0][0]
  457. __________________________________________________________________________________________________
  458. conv1d_60 (Conv1D) (None, 1000, 64) 262208 spatial_dropout1d_39[0][0]
  459. __________________________________________________________________________________________________
  460. batch_normalization_41 (BatchNo (None, 1000, 64) 256 conv1d_60[0][0]
  461. __________________________________________________________________________________________________
  462. activation_59 (Activation) (None, 1000, 64) 0 batch_normalization_41[0][0]
  463. __________________________________________________________________________________________________
  464. spatial_dropout1d_40 (SpatialDr (None, 1000, 64) 0 activation_59[0][0]
  465. __________________________________________________________________________________________________
  466. conv1d_61 (Conv1D) (None, 1000, 64) 4160 activation_57[0][0]
  467. __________________________________________________________________________________________________
  468. add_20 (Add) (None, 1000, 64) 0 conv1d_61[0][0]
  469. spatial_dropout1d_40[0][0]
  470. __________________________________________________________________________________________________
  471. activation_60 (Activation) (None, 1000, 64) 0 add_20[0][0]
  472. __________________________________________________________________________________________________
  473. conv1d_62 (Conv1D) (None, 1000, 64) 262208 activation_60[0][0]
  474. __________________________________________________________________________________________________
  475. batch_normalization_42 (BatchNo (None, 1000, 64) 256 conv1d_62[0][0]
  476. __________________________________________________________________________________________________
  477. activation_61 (Activation) (None, 1000, 64) 0 batch_normalization_42[0][0]
  478. __________________________________________________________________________________________________
  479. spatial_dropout1d_41 (SpatialDr (None, 1000, 64) 0 activation_61[0][0]
  480. __________________________________________________________________________________________________
  481. conv1d_63 (Conv1D) (None, 1000, 64) 262208 spatial_dropout1d_41[0][0]
  482. __________________________________________________________________________________________________
  483. batch_normalization_43 (BatchNo (None, 1000, 64) 256 conv1d_63[0][0]
  484. __________________________________________________________________________________________________
  485. activation_62 (Activation) (None, 1000, 64) 0 batch_normalization_43[0][0]
  486. __________________________________________________________________________________________________
  487. spatial_dropout1d_42 (SpatialDr (None, 1000, 64) 0 activation_62[0][0]
  488. __________________________________________________________________________________________________
  489. conv1d_64 (Conv1D) (None, 1000, 64) 4160 activation_60[0][0]
  490. __________________________________________________________________________________________________
  491. add_21 (Add) (None, 1000, 64) 0 conv1d_64[0][0]
  492. spatial_dropout1d_42[0][0]
  493. __________________________________________________________________________________________________
  494. activation_63 (Activation) (None, 1000, 64) 0 add_21[0][0]
  495. __________________________________________________________________________________________________
  496. conv1d_65 (Conv1D) (None, 1000, 64) 262208 activation_63[0][0]
  497. __________________________________________________________________________________________________
  498. batch_normalization_44 (BatchNo (None, 1000, 64) 256 conv1d_65[0][0]
  499. __________________________________________________________________________________________________
  500. activation_64 (Activation) (None, 1000, 64) 0 batch_normalization_44[0][0]
  501. __________________________________________________________________________________________________
  502. spatial_dropout1d_43 (SpatialDr (None, 1000, 64) 0 activation_64[0][0]
  503. __________________________________________________________________________________________________
  504. conv1d_66 (Conv1D) (None, 1000, 64) 262208 spatial_dropout1d_43[0][0]
  505. __________________________________________________________________________________________________
  506. batch_normalization_45 (BatchNo (None, 1000, 64) 256 conv1d_66[0][0]
  507. __________________________________________________________________________________________________
  508. activation_65 (Activation) (None, 1000, 64) 0 batch_normalization_45[0][0]
  509. __________________________________________________________________________________________________
  510. spatial_dropout1d_44 (SpatialDr (None, 1000, 64) 0 activation_65[0][0]
  511. __________________________________________________________________________________________________
  512. conv1d_67 (Conv1D) (None, 1000, 64) 4160 activation_63[0][0]
  513. __________________________________________________________________________________________________
  514. add_22 (Add) (None, 1000, 64) 0 conv1d_67[0][0]
  515. spatial_dropout1d_44[0][0]
  516. __________________________________________________________________________________________________
  517. activation_66 (Activation) (None, 1000, 64) 0 add_22[0][0]
  518. __________________________________________________________________________________________________
  519. conv1d_68 (Conv1D) (None, 1000, 64) 262208 activation_66[0][0]
  520. __________________________________________________________________________________________________
  521. batch_normalization_46 (BatchNo (None, 1000, 64) 256 conv1d_68[0][0]
  522. __________________________________________________________________________________________________
  523. activation_67 (Activation) (None, 1000, 64) 0 batch_normalization_46[0][0]
  524. __________________________________________________________________________________________________
  525. spatial_dropout1d_45 (SpatialDr (None, 1000, 64) 0 activation_67[0][0]
  526. __________________________________________________________________________________________________
  527. conv1d_69 (Conv1D) (None, 1000, 64) 262208 spatial_dropout1d_45[0][0]
  528. __________________________________________________________________________________________________
  529. batch_normalization_47 (BatchNo (None, 1000, 64) 256 conv1d_69[0][0]
  530. __________________________________________________________________________________________________
  531. activation_68 (Activation) (None, 1000, 64) 0 batch_normalization_47[0][0]
  532. __________________________________________________________________________________________________
  533. spatial_dropout1d_46 (SpatialDr (None, 1000, 64) 0 activation_68[0][0]
  534. __________________________________________________________________________________________________
  535. conv1d_70 (Conv1D) (None, 1000, 64) 4160 activation_66[0][0]
  536. __________________________________________________________________________________________________
  537. add_23 (Add) (None, 1000, 64) 0 conv1d_70[0][0]
  538. spatial_dropout1d_46[0][0]
  539. __________________________________________________________________________________________________
  540. activation_69 (Activation) (None, 1000, 64) 0 add_23[0][0]
  541. __________________________________________________________________________________________________
  542. conv1d_71 (Conv1D) (None, 1000, 64) 262208 activation_69[0][0]
  543. __________________________________________________________________________________________________
  544. batch_normalization_48 (BatchNo (None, 1000, 64) 256 conv1d_71[0][0]
  545. __________________________________________________________________________________________________
  546. activation_70 (Activation) (None, 1000, 64) 0 batch_normalization_48[0][0]
  547. __________________________________________________________________________________________________
  548. spatial_dropout1d_47 (SpatialDr (None, 1000, 64) 0 activation_70[0][0]
  549. __________________________________________________________________________________________________
  550. conv1d_72 (Conv1D) (None, 1000, 64) 262208 spatial_dropout1d_47[0][0]
  551. __________________________________________________________________________________________________
  552. batch_normalization_49 (BatchNo (None, 1000, 64) 256 conv1d_72[0][0]
  553. __________________________________________________________________________________________________
  554. activation_71 (Activation) (None, 1000, 64) 0 batch_normalization_49[0][0]
  555. __________________________________________________________________________________________________
  556. spatial_dropout1d_48 (SpatialDr (None, 1000, 64) 0 activation_71[0][0]
  557. __________________________________________________________________________________________________
  558. conv1d_73 (Conv1D) (None, 1000, 64) 4160 activation_69[0][0]
  559. __________________________________________________________________________________________________
  560. add_24 (Add) (None, 1000, 64) 0 conv1d_73[0][0]
  561. spatial_dropout1d_48[0][0]
  562. __________________________________________________________________________________________________
  563. activation_72 (Activation) (None, 1000, 64) 0 add_24[0][0]
  564. __________________________________________________________________________________________________
  565. conv1d_74 (Conv1D) (None, 1000, 64) 262208 activation_72[0][0]
  566. __________________________________________________________________________________________________
  567. batch_normalization_50 (BatchNo (None, 1000, 64) 256 conv1d_74[0][0]
  568. __________________________________________________________________________________________________
  569. activation_73 (Activation) (None, 1000, 64) 0 batch_normalization_50[0][0]
  570. __________________________________________________________________________________________________
  571. spatial_dropout1d_49 (SpatialDr (None, 1000, 64) 0 activation_73[0][0]
  572. __________________________________________________________________________________________________
  573. conv1d_75 (Conv1D) (None, 1000, 64) 262208 spatial_dropout1d_49[0][0]
  574. __________________________________________________________________________________________________
  575. batch_normalization_51 (BatchNo (None, 1000, 64) 256 conv1d_75[0][0]
  576. __________________________________________________________________________________________________
  577. activation_74 (Activation) (None, 1000, 64) 0 batch_normalization_51[0][0]
  578. __________________________________________________________________________________________________
  579. spatial_dropout1d_50 (SpatialDr (None, 1000, 64) 0 activation_74[0][0]
  580. __________________________________________________________________________________________________
  581. conv1d_76 (Conv1D) (None, 1000, 64) 4160 activation_72[0][0]
  582. __________________________________________________________________________________________________
  583. add_25 (Add) (None, 1000, 64) 0 conv1d_76[0][0]
  584. spatial_dropout1d_50[0][0]
  585. __________________________________________________________________________________________________
  586. activation_75 (Activation) (None, 1000, 64) 0 add_25[0][0]
  587. __________________________________________________________________________________________________
  588. conv1d_77 (Conv1D) (None, 1000, 64) 262208 activation_75[0][0]
  589. __________________________________________________________________________________________________
  590. batch_normalization_52 (BatchNo (None, 1000, 64) 256 conv1d_77[0][0]
  591. __________________________________________________________________________________________________
  592. activation_76 (Activation) (None, 1000, 64) 0 batch_normalization_52[0][0]
  593. __________________________________________________________________________________________________
  594. spatial_dropout1d_51 (SpatialDr (None, 1000, 64) 0 activation_76[0][0]
  595. __________________________________________________________________________________________________
  596. conv1d_78 (Conv1D) (None, 1000, 64) 262208 spatial_dropout1d_51[0][0]
  597. __________________________________________________________________________________________________
  598. batch_normalization_53 (BatchNo (None, 1000, 64) 256 conv1d_78[0][0]
  599. __________________________________________________________________________________________________
  600. activation_77 (Activation) (None, 1000, 64) 0 batch_normalization_53[0][0]
  601. __________________________________________________________________________________________________
  602. spatial_dropout1d_52 (SpatialDr (None, 1000, 64) 0 activation_77[0][0]
  603. __________________________________________________________________________________________________
  604. conv1d_79 (Conv1D) (None, 1000, 64) 4160 activation_75[0][0]
  605. __________________________________________________________________________________________________
  606. add_26 (Add) (None, 1000, 64) 0 conv1d_79[0][0]
  607. spatial_dropout1d_52[0][0]
  608. __________________________________________________________________________________________________
  609. activation_78 (Activation) (None, 1000, 64) 0 add_26[0][0]
  610. __________________________________________________________________________________________________
  611. conv1d_80 (Conv1D) (None, 1000, 64) 262208 activation_78[0][0]
  612. __________________________________________________________________________________________________
  613. batch_normalization_54 (BatchNo (None, 1000, 64) 256 conv1d_80[0][0]
  614. __________________________________________________________________________________________________
  615. activation_79 (Activation) (None, 1000, 64) 0 batch_normalization_54[0][0]
  616. __________________________________________________________________________________________________
  617. spatial_dropout1d_53 (SpatialDr (None, 1000, 64) 0 activation_79[0][0]
  618. __________________________________________________________________________________________________
  619. conv1d_81 (Conv1D) (None, 1000, 64) 262208 spatial_dropout1d_53[0][0]
  620. __________________________________________________________________________________________________
  621. batch_normalization_55 (BatchNo (None, 1000, 64) 256 conv1d_81[0][0]
  622. __________________________________________________________________________________________________
  623. activation_80 (Activation) (None, 1000, 64) 0 batch_normalization_55[0][0]
  624. __________________________________________________________________________________________________
  625. spatial_dropout1d_54 (SpatialDr (None, 1000, 64) 0 activation_80[0][0]
  626. __________________________________________________________________________________________________
  627. conv1d_82 (Conv1D) (None, 1000, 64) 4160 activation_78[0][0]
  628. __________________________________________________________________________________________________
  629. add_27 (Add) (None, 1000, 64) 0 conv1d_82[0][0]
  630. spatial_dropout1d_54[0][0]
  631. __________________________________________________________________________________________________
  632. activation_81 (Activation) (None, 1000, 64) 0 add_27[0][0]
  633. __________________________________________________________________________________________________
  634. conv1d_83 (Conv1D) (None, 1000, 64) 262208 activation_81[0][0]
  635. __________________________________________________________________________________________________
  636. batch_normalization_56 (BatchNo (None, 1000, 64) 256 conv1d_83[0][0]
  637. __________________________________________________________________________________________________
  638. activation_82 (Activation) (None, 1000, 64) 0 batch_normalization_56[0][0]
  639. __________________________________________________________________________________________________
  640. spatial_dropout1d_55 (SpatialDr (None, 1000, 64) 0 activation_82[0][0]
  641. __________________________________________________________________________________________________
  642. conv1d_84 (Conv1D) (None, 1000, 64) 262208 spatial_dropout1d_55[0][0]
  643. __________________________________________________________________________________________________
  644. batch_normalization_57 (BatchNo (None, 1000, 64) 256 conv1d_84[0][0]
  645. __________________________________________________________________________________________________
  646. activation_83 (Activation) (None, 1000, 64) 0 batch_normalization_57[0][0]
  647. __________________________________________________________________________________________________
  648. spatial_dropout1d_56 (SpatialDr (None, 1000, 64) 0 activation_83[0][0]
  649. __________________________________________________________________________________________________
  650. add_29 (Add) (None, 1000, 64) 0 spatial_dropout1d_2[0][0]
  651. spatial_dropout1d_4[0][0]
  652. spatial_dropout1d_6[0][0]
  653. spatial_dropout1d_8[0][0]
  654. spatial_dropout1d_10[0][0]
  655. spatial_dropout1d_12[0][0]
  656. spatial_dropout1d_14[0][0]
  657. spatial_dropout1d_16[0][0]
  658. spatial_dropout1d_18[0][0]
  659. spatial_dropout1d_20[0][0]
  660. spatial_dropout1d_22[0][0]
  661. spatial_dropout1d_24[0][0]
  662. spatial_dropout1d_26[0][0]
  663. spatial_dropout1d_28[0][0]
  664. spatial_dropout1d_30[0][0]
  665. spatial_dropout1d_32[0][0]
  666. spatial_dropout1d_34[0][0]
  667. spatial_dropout1d_36[0][0]
  668. spatial_dropout1d_38[0][0]
  669. spatial_dropout1d_40[0][0]
  670. spatial_dropout1d_42[0][0]
  671. spatial_dropout1d_44[0][0]
  672. spatial_dropout1d_46[0][0]
  673. spatial_dropout1d_48[0][0]
  674. spatial_dropout1d_50[0][0]
  675. spatial_dropout1d_52[0][0]
  676. spatial_dropout1d_54[0][0]
  677. spatial_dropout1d_56[0][0]
  678. __________________________________________________________________________________________________
  679. dropout_1 (Dropout) (None, 1000, 64) 0 add_29[0][0]
  680. __________________________________________________________________________________________________
  681. dense_1 (Dense) (None, 1000, 8) 520 dropout_1[0][0]
  682. __________________________________________________________________________________________________
  683. activation_85 (Activation) (None, 1000, 8) 0 dense_1[0][0]
  684. ==================================================================================================
  685. Total params: 14,810,956
  686. Trainable params: 14,803,786
  687. Non-trainable params: 7,170
  688. __________________________________________________________________________________________________
  689. WARNING:tensorflow:From /home/philippe/projects/wldata01/venv/lib/python3.6/site-packages/tensorflow/python/ops/math_grad.py:1250: add_dispatch_support.<locals>.wrapper (from tensorflow.python.ops.array_ops) is deprecated and will be removed in a future version.
  690. Instructions for updating:
  691. Use tf.where in 2.0, which has the same broadcast rule as np.where
  692. 2019-11-14 12:03:48.940684: I tensorflow/core/platform/cpu_feature_guard.cc:142] Your CPU supports instructions that this TensorFlow binary was not compiled to use: AVX2 FMA
  693. 2019-11-14 12:03:48.945734: I tensorflow/stream_executor/platform/default/dso_loader.cc:42] Successfully opened dynamic library libcuda.so.1
  694. 2019-11-14 12:03:49.052360: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:1005] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero
  695. 2019-11-14 12:03:49.052990: I tensorflow/compiler/xla/service/service.cc:168] XLA service 0xce2f1b0 executing computations on platform CUDA. Devices:
  696. 2019-11-14 12:03:49.053004: I tensorflow/compiler/xla/service/service.cc:175] StreamExecutor device (0): GeForce GTX 1070, Compute Capability 6.1
  697. 2019-11-14 12:03:49.054614: I tensorflow/core/platform/profile_utils/cpu_utils.cc:94] CPU Frequency: 3695920000 Hz
  698. 2019-11-14 12:03:49.055163: I tensorflow/compiler/xla/service/service.cc:168] XLA service 0xcea2100 executing computations on platform Host. Devices:
  699. 2019-11-14 12:03:49.055175: I tensorflow/compiler/xla/service/service.cc:175] StreamExecutor device (0): <undefined>, <undefined>
  700. 2019-11-14 12:03:49.055251: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:1005] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero
  701. 2019-11-14 12:03:49.055875: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1640] Found device 0 with properties:
  702. name: GeForce GTX 1070 major: 6 minor: 1 memoryClockRate(GHz): 1.7465
  703. pciBusID: 0000:03:00.0
  704. 2019-11-14 12:03:49.056094: I tensorflow/stream_executor/platform/default/dso_loader.cc:42] Successfully opened dynamic library libcudart.so.10.0
  705. 2019-11-14 12:03:49.056936: I tensorflow/stream_executor/platform/default/dso_loader.cc:42] Successfully opened dynamic library libcublas.so.10.0
  706. 2019-11-14 12:03:49.057661: I tensorflow/stream_executor/platform/default/dso_loader.cc:42] Successfully opened dynamic library libcufft.so.10.0
  707. 2019-11-14 12:03:49.057898: I tensorflow/stream_executor/platform/default/dso_loader.cc:42] Successfully opened dynamic library libcurand.so.10.0
  708. 2019-11-14 12:03:49.058847: I tensorflow/stream_executor/platform/default/dso_loader.cc:42] Successfully opened dynamic library libcusolver.so.10.0
  709. 2019-11-14 12:03:49.059563: I tensorflow/stream_executor/platform/default/dso_loader.cc:42] Successfully opened dynamic library libcusparse.so.10.0
  710. 2019-11-14 12:03:49.061668: I tensorflow/stream_executor/platform/default/dso_loader.cc:42] Successfully opened dynamic library libcudnn.so.7
  711. 2019-11-14 12:03:49.061730: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:1005] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero
  712. 2019-11-14 12:03:49.062277: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:1005] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero
  713. 2019-11-14 12:03:49.062773: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1763] Adding visible gpu devices: 0
  714. 2019-11-14 12:03:49.062793: I tensorflow/stream_executor/platform/default/dso_loader.cc:42] Successfully opened dynamic library libcudart.so.10.0
  715. 2019-11-14 12:03:49.063564: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1181] Device interconnect StreamExecutor with strength 1 edge matrix:
  716. 2019-11-14 12:03:49.063574: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1187] 0
  717. 2019-11-14 12:03:49.063578: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1200] 0: N
  718. 2019-11-14 12:03:49.064168: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:1005] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero
  719. 2019-11-14 12:03:49.064703: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:1005] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero
  720. 2019-11-14 12:03:49.065218: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1326] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 7623 MB memory) -> physical GPU (device: 0, name: GeForce GTX 1070, pci bus id: 0000:03:00.0, compute capability: 6.1)
  721. WARNING:tensorflow:From /home/philippe/projects/wldata01/venv/lib/python3.6/site-packages/keras/backend/tensorflow_backend.py:422: The name tf.global_variables is deprecated. Please use tf.compat.v1.global_variables instead.
  722.  
  723. Epoch 1/3000
  724. 2019-11-14 12:04:10.464020: I tensorflow/stream_executor/platform/default/dso_loader.cc:42] Successfully opened dynamic library libcublas.so.10.0
  725. 2019-11-14 12:04:10.617795: I tensorflow/stream_executor/platform/default/dso_loader.cc:42] Successfully opened dynamic library libcudnn.so.7
  726. 100/100 [==============================] - 180s 2s/step - loss: 1.0239 - accuracy: 0.8197 - val_loss: 11.1813 - val_accuracy: 0.3565
  727.  
  728. Epoch 00001: val_loss improved from inf to 11.18129, saving model to ./weights.h5
  729. Epoch 2/3000
  730. 100/100 [==============================] - 161s 2s/step - loss: 0.3097 - accuracy: 0.9090 - val_loss: 7.1539 - val_accuracy: 0.5364
  731.  
  732. Epoch 00002: val_loss improved from 11.18129 to 7.15394, saving model to ./weights.h5
  733. Epoch 3/3000
  734. 100/100 [==============================] - 161s 2s/step - loss: 0.2041 - accuracy: 0.9347 - val_loss: 3.2732 - val_accuracy: 0.8232
  735.  
  736. Epoch 00003: val_loss improved from 7.15394 to 3.27322, saving model to ./weights.h5
  737. Epoch 4/3000
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