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  1. 2019-01-18 19:40:32,659 Training parameters: {'dataset': 'cars', 'config': 'config_default.json', 'sz_embedding': 64, 'sz_batch': 32, 'nb_epochs': 50, 'log_filename': 'default-config', 'gpu_id': 3, 'nb_workers': 16}
  2. 2019-01-18 19:40:32,659 Training for 50 epochs.
  3. 2019-01-18 19:40:32,660 **Evaluating initial model...**
  4. 2019-01-18 19:41:29,950 NMI: 33.707
  5. 2019-01-18 19:41:36,078 R@1 : 27.315
  6. 2019-01-18 19:41:36,360 R@2 : 37.769
  7. 2019-01-18 19:41:36,629 R@4 : 50.203
  8. 2019-01-18 19:41:36,862 R@8 : 63.707
  9. 2019-01-18 19:42:32,918 Epoch: 0, loss: 4.153, time (seconds): 56.05.
  10. 2019-01-18 19:42:32,919 **Evaluating...**
  11. 2019-01-18 19:43:09,876 NMI: 43.217
  12. 2019-01-18 19:43:15,280 R@1 : 40.376
  13. 2019-01-18 19:43:15,498 R@2 : 51.876
  14. 2019-01-18 19:43:15,709 R@4 : 64.322
  15. 2019-01-18 19:43:15,938 R@8 : 74.788
  16. 2019-01-18 19:44:11,255 Epoch: 1, loss: 3.805, time (seconds): 55.31.
  17. 2019-01-18 19:44:11,255 **Evaluating...**
  18. 2019-01-18 19:44:50,868 NMI: 50.120
  19. 2019-01-18 19:44:56,546 R@1 : 52.798
  20. 2019-01-18 19:44:56,799 R@2 : 64.297
  21. 2019-01-18 19:44:57,022 R@4 : 74.111
  22. 2019-01-18 19:44:57,243 R@8 : 83.016
  23. 2019-01-18 19:45:52,304 Epoch: 2, loss: 3.592, time (seconds): 55.06.
  24. 2019-01-18 19:45:52,305 **Evaluating...**
  25. 2019-01-18 19:46:32,731 NMI: 52.753
  26. 2019-01-18 19:46:38,159 R@1 : 56.979
  27. 2019-01-18 19:46:38,383 R@2 : 68.614
  28. 2019-01-18 19:46:38,617 R@4 : 78.084
  29. 2019-01-18 19:46:38,827 R@8 : 85.684
  30. 2019-01-18 19:47:31,807 Epoch: 3, loss: 3.425, time (seconds): 52.98.
  31. 2019-01-18 19:47:31,808 **Evaluating...**
  32. 2019-01-18 19:48:10,492 NMI: 55.356
  33. 2019-01-18 19:48:16,111 R@1 : 61.026
  34. 2019-01-18 19:48:16,331 R@2 : 71.959
  35. 2019-01-18 19:48:16,553 R@4 : 81.159
  36. 2019-01-18 19:48:16,775 R@8 : 87.837
  37. 2019-01-18 19:49:09,865 Epoch: 4, loss: 3.429, time (seconds): 53.08.
  38. 2019-01-18 19:49:09,865 **Evaluating...**
  39. 2019-01-18 19:49:50,327 NMI: 54.314
  40. 2019-01-18 19:49:55,829 R@1 : 59.316
  41. 2019-01-18 19:49:56,080 R@2 : 70.754
  42. 2019-01-18 19:49:56,313 R@4 : 80.052
  43. 2019-01-18 19:49:56,540 R@8 : 86.890
  44. 2019-01-18 19:50:49,594 Epoch: 5, loss: 3.397, time (seconds): 53.04.
  45. 2019-01-18 19:50:49,595 **Evaluating...**
  46. 2019-01-18 19:51:25,856 NMI: 55.396
  47. 2019-01-18 19:51:31,534 R@1 : 60.780
  48. 2019-01-18 19:51:31,769 R@2 : 72.402
  49. 2019-01-18 19:51:32,004 R@4 : 81.675
  50. 2019-01-18 19:51:32,227 R@8 : 88.648
  51. 2019-01-18 19:52:25,565 Epoch: 6, loss: 3.348, time (seconds): 53.33.
  52. 2019-01-18 19:52:25,565 **Evaluating...**
  53. 2019-01-18 19:53:03,670 NMI: 55.629
  54. 2019-01-18 19:53:09,194 R@1 : 60.681
  55. 2019-01-18 19:53:09,434 R@2 : 72.205
  56. 2019-01-18 19:53:09,665 R@4 : 81.097
  57. 2019-01-18 19:53:09,886 R@8 : 87.726
  58. 2019-01-18 19:54:03,371 Epoch: 7, loss: 3.319, time (seconds): 53.48.
  59. 2019-01-18 19:54:03,376 **Evaluating...**
  60. 2019-01-18 19:54:42,545 NMI: 55.342
  61. 2019-01-18 19:54:48,189 R@1 : 60.780
  62. 2019-01-18 19:54:48,456 R@2 : 72.107
  63. 2019-01-18 19:54:48,704 R@4 : 80.703
  64. 2019-01-18 19:54:48,927 R@8 : 87.234
  65. 2019-01-18 19:55:43,090 Epoch: 8, loss: 3.327, time (seconds): 54.16.
  66. 2019-01-18 19:55:43,091 **Evaluating...**
  67. 2019-01-18 19:56:20,995 NMI: 56.354
  68. 2019-01-18 19:56:26,429 R@1 : 61.850
  69. 2019-01-18 19:56:26,649 R@2 : 72.648
  70. 2019-01-18 19:56:26,867 R@4 : 81.478
  71. 2019-01-18 19:56:27,103 R@8 : 87.886
  72. 2019-01-18 19:57:21,145 Epoch: 9, loss: 3.297, time (seconds): 54.04.
  73. 2019-01-18 19:57:21,146 **Evaluating...**
  74. 2019-01-18 19:58:01,297 NMI: 55.905
  75. 2019-01-18 19:58:06,683 R@1 : 60.940
  76. 2019-01-18 19:58:06,896 R@2 : 71.725
  77. 2019-01-18 19:58:07,108 R@4 : 80.851
  78. 2019-01-18 19:58:07,382 R@8 : 87.898
  79. 2019-01-18 19:59:00,554 Epoch: 10, loss: 3.259, time (seconds): 53.16.
  80. 2019-01-18 19:59:00,554 **Evaluating...**
  81. 2019-01-18 19:59:34,744 NMI: 56.220
  82. 2019-01-18 19:59:40,147 R@1 : 60.349
  83. 2019-01-18 19:59:40,359 R@2 : 71.541
  84. 2019-01-18 19:59:40,574 R@4 : 80.974
  85. 2019-01-18 19:59:40,787 R@8 : 87.505
  86. 2019-01-18 20:00:33,383 Epoch: 11, loss: 3.264, time (seconds): 52.59.
  87. 2019-01-18 20:00:33,384 **Evaluating...**
  88. 2019-01-18 20:01:10,064 NMI: 56.058
  89. 2019-01-18 20:01:15,402 R@1 : 61.345
  90. 2019-01-18 20:01:15,613 R@2 : 72.205
  91. 2019-01-18 20:01:15,822 R@4 : 81.306
  92. 2019-01-18 20:01:16,032 R@8 : 87.910
  93. 2019-01-18 20:02:09,056 Epoch: 12, loss: 3.289, time (seconds): 53.02.
  94. 2019-01-18 20:02:09,057 **Evaluating...**
  95. 2019-01-18 20:02:48,256 NMI: 56.069
  96. 2019-01-18 20:02:53,778 R@1 : 61.333
  97. 2019-01-18 20:02:54,012 R@2 : 72.476
  98. 2019-01-18 20:02:54,241 R@4 : 81.454
  99. 2019-01-18 20:02:54,457 R@8 : 88.033
  100. 2019-01-18 20:03:48,850 Epoch: 13, loss: 3.259, time (seconds): 54.39.
  101. 2019-01-18 20:03:48,851 **Evaluating...**
  102. 2019-01-18 20:04:28,032 NMI: 55.890
  103. 2019-01-18 20:04:33,712 R@1 : 60.706
  104. 2019-01-18 20:04:33,933 R@2 : 71.467
  105. 2019-01-18 20:04:34,166 R@4 : 81.060
  106. 2019-01-18 20:04:34,387 R@8 : 87.640
  107. 2019-01-18 20:05:28,181 Epoch: 14, loss: 3.261, time (seconds): 53.78.
  108. 2019-01-18 20:05:28,183 **Evaluating...**
  109. 2019-01-18 20:06:07,529 NMI: 55.639
  110. 2019-01-18 20:06:13,047 R@1 : 61.259
  111. 2019-01-18 20:06:13,267 R@2 : 72.586
  112. 2019-01-18 20:06:13,490 R@4 : 81.232
  113. 2019-01-18 20:06:13,710 R@8 : 87.923
  114. 2019-01-18 20:07:07,822 Epoch: 15, loss: 3.240, time (seconds): 54.11.
  115. 2019-01-18 20:07:07,823 **Evaluating...**
  116. 2019-01-18 20:07:42,443 NMI: 56.667
  117. 2019-01-18 20:07:47,948 R@1 : 62.329
  118. 2019-01-18 20:07:48,166 R@2 : 73.263
  119. 2019-01-18 20:07:48,444 R@4 : 81.675
  120. 2019-01-18 20:07:48,663 R@8 : 88.230
  121. 2019-01-18 20:08:43,092 Epoch: 16, loss: 3.246, time (seconds): 54.42.
  122. 2019-01-18 20:08:43,093 **Evaluating...**
  123. 2019-01-18 20:09:20,149 NMI: 56.235
  124. 2019-01-18 20:09:25,867 R@1 : 61.837
  125. 2019-01-18 20:09:26,095 R@2 : 73.312
  126. 2019-01-18 20:09:26,315 R@4 : 81.860
  127. 2019-01-18 20:09:26,540 R@8 : 88.427
  128. 2019-01-18 20:10:20,475 Epoch: 17, loss: 3.252, time (seconds): 53.93.
  129. 2019-01-18 20:10:20,476 **Evaluating...**
  130. 2019-01-18 20:11:00,756 NMI: 56.075
  131. 2019-01-18 20:11:06,358 R@1 : 61.665
  132. 2019-01-18 20:11:06,605 R@2 : 72.144
  133. 2019-01-18 20:11:06,824 R@4 : 80.974
  134. 2019-01-18 20:11:07,042 R@8 : 87.615
  135. 2019-01-18 20:12:00,784 Epoch: 18, loss: 3.261, time (seconds): 53.74.
  136. 2019-01-18 20:12:00,785 **Evaluating...**
  137. 2019-01-18 20:12:38,472 NMI: 55.517
  138. 2019-01-18 20:12:44,025 R@1 : 60.854
  139. 2019-01-18 20:12:44,261 R@2 : 72.181
  140. 2019-01-18 20:12:44,520 R@4 : 81.134
  141. 2019-01-18 20:12:44,746 R@8 : 87.886
  142. 2019-01-18 20:13:38,617 Epoch: 19, loss: 3.292, time (seconds): 53.86.
  143. 2019-01-18 20:13:38,618 **Evaluating...**
  144. 2019-01-18 20:14:17,815 NMI: 56.273
  145. 2019-01-18 20:14:23,169 R@1 : 61.050
  146. 2019-01-18 20:14:23,402 R@2 : 72.205
  147. 2019-01-18 20:14:23,626 R@4 : 80.876
  148. 2019-01-18 20:14:23,852 R@8 : 87.800
  149. 2019-01-18 20:15:17,451 Epoch: 20, loss: 3.254, time (seconds): 53.60.
  150. 2019-01-18 20:15:17,452 **Evaluating...**
  151. 2019-01-18 20:15:51,886 NMI: 54.926
  152. 2019-01-18 20:15:57,236 R@1 : 60.275
  153. 2019-01-18 20:15:57,519 R@2 : 70.988
  154. 2019-01-18 20:15:57,808 R@4 : 79.892
  155. 2019-01-18 20:15:58,072 R@8 : 86.681
  156. 2019-01-18 20:16:50,455 Epoch: 21, loss: 3.236, time (seconds): 52.38.
  157. 2019-01-18 20:16:50,460 **Evaluating...**
  158. 2019-01-18 20:17:26,296 NMI: 54.885
  159. 2019-01-18 20:17:31,680 R@1 : 60.374
  160. 2019-01-18 20:17:31,943 R@2 : 71.443
  161. 2019-01-18 20:17:32,171 R@4 : 80.679
  162. 2019-01-18 20:17:32,463 R@8 : 86.902
  163. 2019-01-18 20:18:26,448 Epoch: 22, loss: 3.280, time (seconds): 53.98.
  164. 2019-01-18 20:18:26,448 **Evaluating...**
  165. 2019-01-18 20:19:02,191 NMI: 55.876
  166. 2019-01-18 20:19:07,581 R@1 : 61.444
  167. 2019-01-18 20:19:07,796 R@2 : 72.599
  168. 2019-01-18 20:19:08,014 R@4 : 81.392
  169. 2019-01-18 20:19:08,220 R@8 : 87.984
  170. 2019-01-18 20:20:01,475 Epoch: 23, loss: 3.272, time (seconds): 53.25.
  171. 2019-01-18 20:20:01,476 **Evaluating...**
  172. 2019-01-18 20:20:40,156 NMI: 56.062
  173. 2019-01-18 20:20:45,576 R@1 : 60.989
  174. 2019-01-18 20:20:45,834 R@2 : 72.488
  175. 2019-01-18 20:20:46,094 R@4 : 81.503
  176. 2019-01-18 20:20:46,370 R@8 : 88.156
  177. 2019-01-18 20:21:40,643 Epoch: 24, loss: 3.230, time (seconds): 54.27.
  178. 2019-01-18 20:21:40,643 **Evaluating...**
  179. 2019-01-18 20:22:19,601 NMI: 56.034
  180. 2019-01-18 20:22:25,103 R@1 : 61.641
  181. 2019-01-18 20:22:25,390 R@2 : 72.808
  182. 2019-01-18 20:22:25,627 R@4 : 81.245
  183. 2019-01-18 20:22:25,883 R@8 : 88.046
  184. 2019-01-18 20:23:19,448 Epoch: 25, loss: 3.267, time (seconds): 53.56.
  185. 2019-01-18 20:23:19,454 **Evaluating...**
  186. 2019-01-18 20:23:55,796 NMI: 55.184
  187. 2019-01-18 20:24:01,150 R@1 : 60.448
  188. 2019-01-18 20:24:01,379 R@2 : 71.590
  189. 2019-01-18 20:24:01,617 R@4 : 80.999
  190. 2019-01-18 20:24:01,851 R@8 : 87.468
  191. 2019-01-18 20:24:55,173 Epoch: 26, loss: 3.263, time (seconds): 53.32.
  192. 2019-01-18 20:24:55,174 **Evaluating...**
  193. 2019-01-18 20:25:34,169 NMI: 55.648
  194. 2019-01-18 20:25:39,903 R@1 : 60.903
  195. 2019-01-18 20:25:40,210 R@2 : 72.328
  196. 2019-01-18 20:25:40,515 R@4 : 80.937
  197. 2019-01-18 20:25:40,817 R@8 : 87.394
  198. 2019-01-18 20:26:34,359 Epoch: 27, loss: 3.276, time (seconds): 53.54.
  199. 2019-01-18 20:26:34,360 **Evaluating...**
  200. 2019-01-18 20:27:12,328 NMI: 56.454
  201. 2019-01-18 20:27:17,740 R@1 : 61.567
  202. 2019-01-18 20:27:17,951 R@2 : 72.636
  203. 2019-01-18 20:27:18,186 R@4 : 81.958
  204. 2019-01-18 20:27:18,459 R@8 : 88.169
  205. 2019-01-18 20:28:12,274 Epoch: 28, loss: 3.266, time (seconds): 53.81.
  206. 2019-01-18 20:28:12,275 **Evaluating...**
  207. 2019-01-18 20:28:50,955 NMI: 56.510
  208. 2019-01-18 20:28:56,327 R@1 : 61.296
  209. 2019-01-18 20:28:56,552 R@2 : 72.279
  210. 2019-01-18 20:28:56,771 R@4 : 81.491
  211. 2019-01-18 20:28:56,993 R@8 : 88.144
  212. 2019-01-18 20:29:51,079 Epoch: 29, loss: 3.249, time (seconds): 54.08.
  213. 2019-01-18 20:29:51,080 **Evaluating...**
  214. 2019-01-18 20:30:30,403 NMI: 55.810
  215. 2019-01-18 20:30:35,866 R@1 : 60.571
  216. 2019-01-18 20:30:36,157 R@2 : 71.381
  217. 2019-01-18 20:30:36,419 R@4 : 80.568
  218. 2019-01-18 20:30:36,635 R@8 : 87.677
  219. 2019-01-18 20:31:32,070 Epoch: 30, loss: 3.250, time (seconds): 55.43.
  220. 2019-01-18 20:31:32,071 **Evaluating...**
  221. 2019-01-18 20:32:09,896 NMI: 55.824
  222. 2019-01-18 20:32:16,156 R@1 : 61.444
  223. 2019-01-18 20:32:16,406 R@2 : 72.033
  224. 2019-01-18 20:32:16,712 R@4 : 80.753
  225. 2019-01-18 20:32:16,974 R@8 : 87.480
  226. 2019-01-18 20:33:12,693 Epoch: 31, loss: 3.277, time (seconds): 55.71.
  227. 2019-01-18 20:33:12,694 **Evaluating...**
  228. 2019-01-18 20:33:50,741 NMI: 55.965
  229. 2019-01-18 20:33:56,228 R@1 : 60.657
  230. 2019-01-18 20:33:56,469 R@2 : 71.750
  231. 2019-01-18 20:33:56,691 R@4 : 80.310
  232. 2019-01-18 20:33:56,914 R@8 : 87.050
  233. 2019-01-18 20:34:51,388 Epoch: 32, loss: 3.253, time (seconds): 54.47.
  234. 2019-01-18 20:34:51,389 **Evaluating...**
  235. 2019-01-18 20:35:28,468 NMI: 54.917
  236. 2019-01-18 20:35:33,785 R@1 : 59.943
  237. 2019-01-18 20:35:34,015 R@2 : 70.951
  238. 2019-01-18 20:35:34,231 R@4 : 80.335
  239. 2019-01-18 20:35:34,448 R@8 : 86.963
  240. 2019-01-18 20:36:29,195 Epoch: 33, loss: 3.243, time (seconds): 54.75.
  241. 2019-01-18 20:36:29,201 **Evaluating...**
  242. 2019-01-18 20:37:03,310 NMI: 55.915
  243. 2019-01-18 20:37:08,762 R@1 : 61.567
  244. 2019-01-18 20:37:09,001 R@2 : 72.390
  245. 2019-01-18 20:37:09,246 R@4 : 81.048
  246. 2019-01-18 20:37:09,475 R@8 : 87.910
  247. 2019-01-18 20:38:04,573 Epoch: 34, loss: 3.234, time (seconds): 55.08.
  248. 2019-01-18 20:38:04,573 **Evaluating...**
  249. 2019-01-18 20:38:44,235 NMI: 56.167
  250. 2019-01-18 20:38:50,024 R@1 : 62.182
  251. 2019-01-18 20:38:50,262 R@2 : 72.759
  252. 2019-01-18 20:38:50,487 R@4 : 81.331
  253. 2019-01-18 20:38:50,721 R@8 : 88.120
  254. 2019-01-18 20:39:45,928 Epoch: 35, loss: 3.235, time (seconds): 55.20.
  255. 2019-01-18 20:39:45,929 **Evaluating...**
  256. 2019-01-18 20:40:23,902 NMI: 55.661
  257. 2019-01-18 20:40:29,635 R@1 : 61.432
  258. 2019-01-18 20:40:29,862 R@2 : 72.672
  259. 2019-01-18 20:40:30,085 R@4 : 81.331
  260. 2019-01-18 20:40:30,304 R@8 : 87.677
  261. 2019-01-18 20:41:25,513 Epoch: 36, loss: 3.236, time (seconds): 55.20.
  262. 2019-01-18 20:41:25,514 **Evaluating...**
  263. 2019-01-18 20:42:03,627 NMI: 56.696
  264. 2019-01-18 20:42:09,300 R@1 : 60.792
  265. 2019-01-18 20:42:09,530 R@2 : 72.377
  266. 2019-01-18 20:42:09,783 R@4 : 81.048
  267. 2019-01-18 20:42:10,043 R@8 : 87.615
  268. 2019-01-18 20:43:04,048 Epoch: 37, loss: 3.215, time (seconds): 54.00.
  269. 2019-01-18 20:43:04,053 **Evaluating...**
  270. 2019-01-18 20:43:42,655 NMI: 55.139
  271. 2019-01-18 20:43:48,203 R@1 : 62.342
  272. 2019-01-18 20:43:48,427 R@2 : 73.386
  273. 2019-01-18 20:43:48,638 R@4 : 81.380
  274. 2019-01-18 20:43:48,875 R@8 : 87.566
  275. 2019-01-18 20:44:41,496 Epoch: 38, loss: 3.244, time (seconds): 52.61.
  276. 2019-01-18 20:44:41,497 **Evaluating...**
  277. 2019-01-18 20:45:20,524 NMI: 56.525
  278. 2019-01-18 20:45:26,047 R@1 : 60.903
  279. 2019-01-18 20:45:26,291 R@2 : 71.848
  280. 2019-01-18 20:45:26,496 R@4 : 80.999
  281. 2019-01-18 20:45:26,725 R@8 : 87.554
  282. 2019-01-18 20:46:19,666 Epoch: 39, loss: 3.248, time (seconds): 52.94.
  283. 2019-01-18 20:46:19,674 **Evaluating...**
  284. 2019-01-18 20:46:58,106 NMI: 55.665
  285. 2019-01-18 20:47:03,519 R@1 : 60.386
  286. 2019-01-18 20:47:03,749 R@2 : 71.603
  287. 2019-01-18 20:47:03,974 R@4 : 80.617
  288. 2019-01-18 20:47:04,184 R@8 : 87.591
  289. 2019-01-18 20:47:57,976 Epoch: 40, loss: 3.259, time (seconds): 53.77.
  290. 2019-01-18 20:47:57,977 **Evaluating...**
  291. 2019-01-18 20:48:35,605 NMI: 56.073
  292. 2019-01-18 20:48:40,838 R@1 : 61.407
  293. 2019-01-18 20:48:41,048 R@2 : 72.500
  294. 2019-01-18 20:48:41,267 R@4 : 81.109
  295. 2019-01-18 20:48:41,494 R@8 : 88.218
  296. 2019-01-18 20:49:35,709 Epoch: 41, loss: 3.256, time (seconds): 54.21.
  297. 2019-01-18 20:49:35,710 **Evaluating...**
  298. 2019-01-18 20:50:13,466 NMI: 56.368
  299. 2019-01-18 20:50:19,467 R@1 : 61.321
  300. 2019-01-18 20:50:19,719 R@2 : 72.574
  301. 2019-01-18 20:50:19,953 R@4 : 81.343
  302. 2019-01-18 20:50:20,192 R@8 : 87.886
  303. 2019-01-18 20:51:14,477 Epoch: 42, loss: 3.265, time (seconds): 54.28.
  304. 2019-01-18 20:51:14,478 **Evaluating...**
  305. 2019-01-18 20:51:53,167 NMI: 56.142
  306. 2019-01-18 20:51:58,609 R@1 : 61.198
  307. 2019-01-18 20:51:58,825 R@2 : 72.230
  308. 2019-01-18 20:51:59,035 R@4 : 81.466
  309. 2019-01-18 20:51:59,265 R@8 : 87.726
  310. 2019-01-18 20:52:53,936 Epoch: 43, loss: 3.226, time (seconds): 54.67.
  311. 2019-01-18 20:52:53,937 **Evaluating...**
  312. 2019-01-18 20:53:31,623 NMI: 56.407
  313. 2019-01-18 20:53:36,988 R@1 : 61.973
  314. 2019-01-18 20:53:37,205 R@2 : 73.103
  315. 2019-01-18 20:53:37,412 R@4 : 81.577
  316. 2019-01-18 20:53:37,637 R@8 : 87.812
  317. 2019-01-18 20:54:31,647 Epoch: 44, loss: 3.254, time (seconds): 54.00.
  318. 2019-01-18 20:54:31,648 **Evaluating...**
  319. 2019-01-18 20:55:07,944 NMI: 55.834
  320. 2019-01-18 20:55:13,891 R@1 : 61.432
  321. 2019-01-18 20:55:14,115 R@2 : 72.672
  322. 2019-01-18 20:55:14,345 R@4 : 81.540
  323. 2019-01-18 20:55:14,574 R@8 : 88.120
  324. 2019-01-18 20:56:20,844 Epoch: 45, loss: 3.245, time (seconds): 66.26.
  325. 2019-01-18 20:56:20,845 **Evaluating...**
  326. 2019-01-18 20:56:57,458 NMI: 56.519
  327. 2019-01-18 20:57:02,675 R@1 : 61.604
  328. 2019-01-18 20:57:02,879 R@2 : 73.005
  329. 2019-01-18 20:57:03,123 R@4 : 81.306
  330. 2019-01-18 20:57:03,356 R@8 : 87.874
  331. 2019-01-18 20:57:57,632 Epoch: 46, loss: 3.261, time (seconds): 54.26.
  332. 2019-01-18 20:57:57,633 **Evaluating...**
  333. 2019-01-18 20:58:38,024 NMI: 56.488
  334. 2019-01-18 20:58:44,384 R@1 : 61.764
  335. 2019-01-18 20:58:44,632 R@2 : 72.660
  336. 2019-01-18 20:58:44,882 R@4 : 81.614
  337. 2019-01-18 20:58:45,155 R@8 : 87.923
  338. 2019-01-18 20:59:40,295 Epoch: 47, loss: 3.250, time (seconds): 55.13.
  339. 2019-01-18 20:59:40,296 **Evaluating...**
  340. 2019-01-18 21:00:18,559 NMI: 56.595
  341. 2019-01-18 21:00:24,424 R@1 : 62.010
  342. 2019-01-18 21:00:24,646 R@2 : 72.845
  343. 2019-01-18 21:00:24,875 R@4 : 81.392
  344. 2019-01-18 21:00:25,115 R@8 : 88.021
  345. 2019-01-18 21:01:19,753 Epoch: 48, loss: 3.231, time (seconds): 54.63.
  346. 2019-01-18 21:01:19,754 **Evaluating...**
  347. 2019-01-18 21:01:57,978 NMI: 56.183
  348. 2019-01-18 21:02:03,658 R@1 : 61.764
  349. 2019-01-18 21:02:03,878 R@2 : 72.697
  350. 2019-01-18 21:02:04,090 R@4 : 81.072
  351. 2019-01-18 21:02:04,313 R@8 : 88.021
  352. 2019-01-18 21:02:59,330 Epoch: 49, loss: 3.233, time (seconds): 55.01.
  353. 2019-01-18 21:02:59,331 **Evaluating...**
  354. 2019-01-18 21:03:40,055 NMI: 55.144
  355. 2019-01-18 21:03:45,444 R@1 : 60.300
  356. 2019-01-18 21:03:45,662 R@2 : 71.541
  357. 2019-01-18 21:03:45,881 R@4 : 81.146
  358. 2019-01-18 21:03:46,101 R@8 : 87.529
  359. 2019-01-18 21:03:46,102 Total training time (minutes): 83.22.
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