cars log, default conf (like in repo)

proxynca-cars-default.log

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}
2019-01-18 19:40:32,659 Training for 50 epochs.
2019-01-18 19:40:32,660 **Evaluating initial model...**
2019-01-18 19:41:29,950 NMI: 33.707
2019-01-18 19:41:36,078 R@1 : 27.315
2019-01-18 19:41:36,360 R@2 : 37.769
2019-01-18 19:41:36,629 R@4 : 50.203
2019-01-18 19:41:36,862 R@8 : 63.707
2019-01-18 19:42:32,918 Epoch: 0, loss: 4.153, time (seconds): 56.05.
2019-01-18 19:42:32,919 **Evaluating...**
2019-01-18 19:43:09,876 NMI: 43.217
2019-01-18 19:43:15,280 R@1 : 40.376
2019-01-18 19:43:15,498 R@2 : 51.876
2019-01-18 19:43:15,709 R@4 : 64.322
2019-01-18 19:43:15,938 R@8 : 74.788
2019-01-18 19:44:11,255 Epoch: 1, loss: 3.805, time (seconds): 55.31.
2019-01-18 19:44:11,255 **Evaluating...**
2019-01-18 19:44:50,868 NMI: 50.120
2019-01-18 19:44:56,546 R@1 : 52.798
2019-01-18 19:44:56,799 R@2 : 64.297
2019-01-18 19:44:57,022 R@4 : 74.111
2019-01-18 19:44:57,243 R@8 : 83.016
2019-01-18 19:45:52,304 Epoch: 2, loss: 3.592, time (seconds): 55.06.
2019-01-18 19:45:52,305 **Evaluating...**
2019-01-18 19:46:32,731 NMI: 52.753
2019-01-18 19:46:38,159 R@1 : 56.979
2019-01-18 19:46:38,383 R@2 : 68.614
2019-01-18 19:46:38,617 R@4 : 78.084
2019-01-18 19:46:38,827 R@8 : 85.684
2019-01-18 19:47:31,807 Epoch: 3, loss: 3.425, time (seconds): 52.98.
2019-01-18 19:47:31,808 **Evaluating...**
2019-01-18 19:48:10,492 NMI: 55.356
2019-01-18 19:48:16,111 R@1 : 61.026
2019-01-18 19:48:16,331 R@2 : 71.959
2019-01-18 19:48:16,553 R@4 : 81.159
2019-01-18 19:48:16,775 R@8 : 87.837
2019-01-18 19:49:09,865 Epoch: 4, loss: 3.429, time (seconds): 53.08.
2019-01-18 19:49:09,865 **Evaluating...**
2019-01-18 19:49:50,327 NMI: 54.314
2019-01-18 19:49:55,829 R@1 : 59.316
2019-01-18 19:49:56,080 R@2 : 70.754
2019-01-18 19:49:56,313 R@4 : 80.052
2019-01-18 19:49:56,540 R@8 : 86.890
2019-01-18 19:50:49,594 Epoch: 5, loss: 3.397, time (seconds): 53.04.
2019-01-18 19:50:49,595 **Evaluating...**
2019-01-18 19:51:25,856 NMI: 55.396
2019-01-18 19:51:31,534 R@1 : 60.780
2019-01-18 19:51:31,769 R@2 : 72.402
2019-01-18 19:51:32,004 R@4 : 81.675
2019-01-18 19:51:32,227 R@8 : 88.648
2019-01-18 19:52:25,565 Epoch: 6, loss: 3.348, time (seconds): 53.33.
2019-01-18 19:52:25,565 **Evaluating...**
2019-01-18 19:53:03,670 NMI: 55.629
2019-01-18 19:53:09,194 R@1 : 60.681
2019-01-18 19:53:09,434 R@2 : 72.205
2019-01-18 19:53:09,665 R@4 : 81.097
2019-01-18 19:53:09,886 R@8 : 87.726
2019-01-18 19:54:03,371 Epoch: 7, loss: 3.319, time (seconds): 53.48.
2019-01-18 19:54:03,376 **Evaluating...**
2019-01-18 19:54:42,545 NMI: 55.342
2019-01-18 19:54:48,189 R@1 : 60.780
2019-01-18 19:54:48,456 R@2 : 72.107
2019-01-18 19:54:48,704 R@4 : 80.703
2019-01-18 19:54:48,927 R@8 : 87.234
2019-01-18 19:55:43,090 Epoch: 8, loss: 3.327, time (seconds): 54.16.
2019-01-18 19:55:43,091 **Evaluating...**
2019-01-18 19:56:20,995 NMI: 56.354
2019-01-18 19:56:26,429 R@1 : 61.850
2019-01-18 19:56:26,649 R@2 : 72.648
2019-01-18 19:56:26,867 R@4 : 81.478
2019-01-18 19:56:27,103 R@8 : 87.886
2019-01-18 19:57:21,145 Epoch: 9, loss: 3.297, time (seconds): 54.04.
2019-01-18 19:57:21,146 **Evaluating...**
2019-01-18 19:58:01,297 NMI: 55.905
2019-01-18 19:58:06,683 R@1 : 60.940
2019-01-18 19:58:06,896 R@2 : 71.725
2019-01-18 19:58:07,108 R@4 : 80.851
2019-01-18 19:58:07,382 R@8 : 87.898
2019-01-18 19:59:00,554 Epoch: 10, loss: 3.259, time (seconds): 53.16.
2019-01-18 19:59:00,554 **Evaluating...**
2019-01-18 19:59:34,744 NMI: 56.220
2019-01-18 19:59:40,147 R@1 : 60.349
2019-01-18 19:59:40,359 R@2 : 71.541
2019-01-18 19:59:40,574 R@4 : 80.974
2019-01-18 19:59:40,787 R@8 : 87.505
2019-01-18 20:00:33,383 Epoch: 11, loss: 3.264, time (seconds): 52.59.
2019-01-18 20:00:33,384 **Evaluating...**
2019-01-18 20:01:10,064 NMI: 56.058
2019-01-18 20:01:15,402 R@1 : 61.345
2019-01-18 20:01:15,613 R@2 : 72.205
2019-01-18 20:01:15,822 R@4 : 81.306
2019-01-18 20:01:16,032 R@8 : 87.910
2019-01-18 20:02:09,056 Epoch: 12, loss: 3.289, time (seconds): 53.02.
2019-01-18 20:02:09,057 **Evaluating...**
2019-01-18 20:02:48,256 NMI: 56.069
2019-01-18 20:02:53,778 R@1 : 61.333
2019-01-18 20:02:54,012 R@2 : 72.476
2019-01-18 20:02:54,241 R@4 : 81.454
2019-01-18 20:02:54,457 R@8 : 88.033
2019-01-18 20:03:48,850 Epoch: 13, loss: 3.259, time (seconds): 54.39.
2019-01-18 20:03:48,851 **Evaluating...**
2019-01-18 20:04:28,032 NMI: 55.890
2019-01-18 20:04:33,712 R@1 : 60.706
2019-01-18 20:04:33,933 R@2 : 71.467
2019-01-18 20:04:34,166 R@4 : 81.060
2019-01-18 20:04:34,387 R@8 : 87.640
2019-01-18 20:05:28,181 Epoch: 14, loss: 3.261, time (seconds): 53.78.
2019-01-18 20:05:28,183 **Evaluating...**
2019-01-18 20:06:07,529 NMI: 55.639
2019-01-18 20:06:13,047 R@1 : 61.259
2019-01-18 20:06:13,267 R@2 : 72.586
2019-01-18 20:06:13,490 R@4 : 81.232
2019-01-18 20:06:13,710 R@8 : 87.923
2019-01-18 20:07:07,822 Epoch: 15, loss: 3.240, time (seconds): 54.11.
2019-01-18 20:07:07,823 **Evaluating...**
2019-01-18 20:07:42,443 NMI: 56.667
2019-01-18 20:07:47,948 R@1 : 62.329
2019-01-18 20:07:48,166 R@2 : 73.263
2019-01-18 20:07:48,444 R@4 : 81.675
2019-01-18 20:07:48,663 R@8 : 88.230
2019-01-18 20:08:43,092 Epoch: 16, loss: 3.246, time (seconds): 54.42.
2019-01-18 20:08:43,093 **Evaluating...**
2019-01-18 20:09:20,149 NMI: 56.235
2019-01-18 20:09:25,867 R@1 : 61.837
2019-01-18 20:09:26,095 R@2 : 73.312
2019-01-18 20:09:26,315 R@4 : 81.860
2019-01-18 20:09:26,540 R@8 : 88.427
2019-01-18 20:10:20,475 Epoch: 17, loss: 3.252, time (seconds): 53.93.
2019-01-18 20:10:20,476 **Evaluating...**
2019-01-18 20:11:00,756 NMI: 56.075
2019-01-18 20:11:06,358 R@1 : 61.665
2019-01-18 20:11:06,605 R@2 : 72.144
2019-01-18 20:11:06,824 R@4 : 80.974
2019-01-18 20:11:07,042 R@8 : 87.615
2019-01-18 20:12:00,784 Epoch: 18, loss: 3.261, time (seconds): 53.74.
2019-01-18 20:12:00,785 **Evaluating...**
2019-01-18 20:12:38,472 NMI: 55.517
2019-01-18 20:12:44,025 R@1 : 60.854
2019-01-18 20:12:44,261 R@2 : 72.181
2019-01-18 20:12:44,520 R@4 : 81.134
2019-01-18 20:12:44,746 R@8 : 87.886
2019-01-18 20:13:38,617 Epoch: 19, loss: 3.292, time (seconds): 53.86.
2019-01-18 20:13:38,618 **Evaluating...**
2019-01-18 20:14:17,815 NMI: 56.273
2019-01-18 20:14:23,169 R@1 : 61.050
2019-01-18 20:14:23,402 R@2 : 72.205
2019-01-18 20:14:23,626 R@4 : 80.876
2019-01-18 20:14:23,852 R@8 : 87.800
2019-01-18 20:15:17,451 Epoch: 20, loss: 3.254, time (seconds): 53.60.
2019-01-18 20:15:17,452 **Evaluating...**
2019-01-18 20:15:51,886 NMI: 54.926
2019-01-18 20:15:57,236 R@1 : 60.275
2019-01-18 20:15:57,519 R@2 : 70.988
2019-01-18 20:15:57,808 R@4 : 79.892
2019-01-18 20:15:58,072 R@8 : 86.681
2019-01-18 20:16:50,455 Epoch: 21, loss: 3.236, time (seconds): 52.38.
2019-01-18 20:16:50,460 **Evaluating...**
2019-01-18 20:17:26,296 NMI: 54.885
2019-01-18 20:17:31,680 R@1 : 60.374
2019-01-18 20:17:31,943 R@2 : 71.443
2019-01-18 20:17:32,171 R@4 : 80.679
2019-01-18 20:17:32,463 R@8 : 86.902
2019-01-18 20:18:26,448 Epoch: 22, loss: 3.280, time (seconds): 53.98.
2019-01-18 20:18:26,448 **Evaluating...**
2019-01-18 20:19:02,191 NMI: 55.876
2019-01-18 20:19:07,581 R@1 : 61.444
2019-01-18 20:19:07,796 R@2 : 72.599
2019-01-18 20:19:08,014 R@4 : 81.392
2019-01-18 20:19:08,220 R@8 : 87.984
2019-01-18 20:20:01,475 Epoch: 23, loss: 3.272, time (seconds): 53.25.
2019-01-18 20:20:01,476 **Evaluating...**
2019-01-18 20:20:40,156 NMI: 56.062
2019-01-18 20:20:45,576 R@1 : 60.989
2019-01-18 20:20:45,834 R@2 : 72.488
2019-01-18 20:20:46,094 R@4 : 81.503
2019-01-18 20:20:46,370 R@8 : 88.156
2019-01-18 20:21:40,643 Epoch: 24, loss: 3.230, time (seconds): 54.27.
2019-01-18 20:21:40,643 **Evaluating...**
2019-01-18 20:22:19,601 NMI: 56.034
2019-01-18 20:22:25,103 R@1 : 61.641
2019-01-18 20:22:25,390 R@2 : 72.808
2019-01-18 20:22:25,627 R@4 : 81.245
2019-01-18 20:22:25,883 R@8 : 88.046
2019-01-18 20:23:19,448 Epoch: 25, loss: 3.267, time (seconds): 53.56.
2019-01-18 20:23:19,454 **Evaluating...**
2019-01-18 20:23:55,796 NMI: 55.184
2019-01-18 20:24:01,150 R@1 : 60.448
2019-01-18 20:24:01,379 R@2 : 71.590
2019-01-18 20:24:01,617 R@4 : 80.999
2019-01-18 20:24:01,851 R@8 : 87.468
2019-01-18 20:24:55,173 Epoch: 26, loss: 3.263, time (seconds): 53.32.
2019-01-18 20:24:55,174 **Evaluating...**
2019-01-18 20:25:34,169 NMI: 55.648
2019-01-18 20:25:39,903 R@1 : 60.903
2019-01-18 20:25:40,210 R@2 : 72.328
2019-01-18 20:25:40,515 R@4 : 80.937
2019-01-18 20:25:40,817 R@8 : 87.394
2019-01-18 20:26:34,359 Epoch: 27, loss: 3.276, time (seconds): 53.54.
2019-01-18 20:26:34,360 **Evaluating...**
2019-01-18 20:27:12,328 NMI: 56.454
2019-01-18 20:27:17,740 R@1 : 61.567
2019-01-18 20:27:17,951 R@2 : 72.636
2019-01-18 20:27:18,186 R@4 : 81.958
2019-01-18 20:27:18,459 R@8 : 88.169
2019-01-18 20:28:12,274 Epoch: 28, loss: 3.266, time (seconds): 53.81.
2019-01-18 20:28:12,275 **Evaluating...**
2019-01-18 20:28:50,955 NMI: 56.510
2019-01-18 20:28:56,327 R@1 : 61.296
2019-01-18 20:28:56,552 R@2 : 72.279
2019-01-18 20:28:56,771 R@4 : 81.491
2019-01-18 20:28:56,993 R@8 : 88.144
2019-01-18 20:29:51,079 Epoch: 29, loss: 3.249, time (seconds): 54.08.
2019-01-18 20:29:51,080 **Evaluating...**
2019-01-18 20:30:30,403 NMI: 55.810
2019-01-18 20:30:35,866 R@1 : 60.571
2019-01-18 20:30:36,157 R@2 : 71.381
2019-01-18 20:30:36,419 R@4 : 80.568
2019-01-18 20:30:36,635 R@8 : 87.677
2019-01-18 20:31:32,070 Epoch: 30, loss: 3.250, time (seconds): 55.43.
2019-01-18 20:31:32,071 **Evaluating...**
2019-01-18 20:32:09,896 NMI: 55.824
2019-01-18 20:32:16,156 R@1 : 61.444
2019-01-18 20:32:16,406 R@2 : 72.033
2019-01-18 20:32:16,712 R@4 : 80.753
2019-01-18 20:32:16,974 R@8 : 87.480
2019-01-18 20:33:12,693 Epoch: 31, loss: 3.277, time (seconds): 55.71.
2019-01-18 20:33:12,694 **Evaluating...**
2019-01-18 20:33:50,741 NMI: 55.965
2019-01-18 20:33:56,228 R@1 : 60.657
2019-01-18 20:33:56,469 R@2 : 71.750
2019-01-18 20:33:56,691 R@4 : 80.310
2019-01-18 20:33:56,914 R@8 : 87.050
2019-01-18 20:34:51,388 Epoch: 32, loss: 3.253, time (seconds): 54.47.
2019-01-18 20:34:51,389 **Evaluating...**
2019-01-18 20:35:28,468 NMI: 54.917
2019-01-18 20:35:33,785 R@1 : 59.943
2019-01-18 20:35:34,015 R@2 : 70.951
2019-01-18 20:35:34,231 R@4 : 80.335
2019-01-18 20:35:34,448 R@8 : 86.963
2019-01-18 20:36:29,195 Epoch: 33, loss: 3.243, time (seconds): 54.75.
2019-01-18 20:36:29,201 **Evaluating...**
2019-01-18 20:37:03,310 NMI: 55.915
2019-01-18 20:37:08,762 R@1 : 61.567
2019-01-18 20:37:09,001 R@2 : 72.390
2019-01-18 20:37:09,246 R@4 : 81.048
2019-01-18 20:37:09,475 R@8 : 87.910
2019-01-18 20:38:04,573 Epoch: 34, loss: 3.234, time (seconds): 55.08.
2019-01-18 20:38:04,573 **Evaluating...**
2019-01-18 20:38:44,235 NMI: 56.167
2019-01-18 20:38:50,024 R@1 : 62.182
2019-01-18 20:38:50,262 R@2 : 72.759
2019-01-18 20:38:50,487 R@4 : 81.331
2019-01-18 20:38:50,721 R@8 : 88.120
2019-01-18 20:39:45,928 Epoch: 35, loss: 3.235, time (seconds): 55.20.
2019-01-18 20:39:45,929 **Evaluating...**
2019-01-18 20:40:23,902 NMI: 55.661
2019-01-18 20:40:29,635 R@1 : 61.432
2019-01-18 20:40:29,862 R@2 : 72.672
2019-01-18 20:40:30,085 R@4 : 81.331
2019-01-18 20:40:30,304 R@8 : 87.677
2019-01-18 20:41:25,513 Epoch: 36, loss: 3.236, time (seconds): 55.20.
2019-01-18 20:41:25,514 **Evaluating...**
2019-01-18 20:42:03,627 NMI: 56.696
2019-01-18 20:42:09,300 R@1 : 60.792
2019-01-18 20:42:09,530 R@2 : 72.377
2019-01-18 20:42:09,783 R@4 : 81.048
2019-01-18 20:42:10,043 R@8 : 87.615
2019-01-18 20:43:04,048 Epoch: 37, loss: 3.215, time (seconds): 54.00.
2019-01-18 20:43:04,053 **Evaluating...**
2019-01-18 20:43:42,655 NMI: 55.139
2019-01-18 20:43:48,203 R@1 : 62.342
2019-01-18 20:43:48,427 R@2 : 73.386
2019-01-18 20:43:48,638 R@4 : 81.380
2019-01-18 20:43:48,875 R@8 : 87.566
2019-01-18 20:44:41,496 Epoch: 38, loss: 3.244, time (seconds): 52.61.
2019-01-18 20:44:41,497 **Evaluating...**
2019-01-18 20:45:20,524 NMI: 56.525
2019-01-18 20:45:26,047 R@1 : 60.903
2019-01-18 20:45:26,291 R@2 : 71.848
2019-01-18 20:45:26,496 R@4 : 80.999
2019-01-18 20:45:26,725 R@8 : 87.554
2019-01-18 20:46:19,666 Epoch: 39, loss: 3.248, time (seconds): 52.94.
2019-01-18 20:46:19,674 **Evaluating...**
2019-01-18 20:46:58,106 NMI: 55.665
2019-01-18 20:47:03,519 R@1 : 60.386
2019-01-18 20:47:03,749 R@2 : 71.603
2019-01-18 20:47:03,974 R@4 : 80.617
2019-01-18 20:47:04,184 R@8 : 87.591
2019-01-18 20:47:57,976 Epoch: 40, loss: 3.259, time (seconds): 53.77.
2019-01-18 20:47:57,977 **Evaluating...**
2019-01-18 20:48:35,605 NMI: 56.073
2019-01-18 20:48:40,838 R@1 : 61.407
2019-01-18 20:48:41,048 R@2 : 72.500
2019-01-18 20:48:41,267 R@4 : 81.109
2019-01-18 20:48:41,494 R@8 : 88.218
2019-01-18 20:49:35,709 Epoch: 41, loss: 3.256, time (seconds): 54.21.
2019-01-18 20:49:35,710 **Evaluating...**
2019-01-18 20:50:13,466 NMI: 56.368
2019-01-18 20:50:19,467 R@1 : 61.321
2019-01-18 20:50:19,719 R@2 : 72.574
2019-01-18 20:50:19,953 R@4 : 81.343
2019-01-18 20:50:20,192 R@8 : 87.886
2019-01-18 20:51:14,477 Epoch: 42, loss: 3.265, time (seconds): 54.28.
2019-01-18 20:51:14,478 **Evaluating...**
2019-01-18 20:51:53,167 NMI: 56.142
2019-01-18 20:51:58,609 R@1 : 61.198
2019-01-18 20:51:58,825 R@2 : 72.230
2019-01-18 20:51:59,035 R@4 : 81.466
2019-01-18 20:51:59,265 R@8 : 87.726
2019-01-18 20:52:53,936 Epoch: 43, loss: 3.226, time (seconds): 54.67.
2019-01-18 20:52:53,937 **Evaluating...**
2019-01-18 20:53:31,623 NMI: 56.407
2019-01-18 20:53:36,988 R@1 : 61.973
2019-01-18 20:53:37,205 R@2 : 73.103
2019-01-18 20:53:37,412 R@4 : 81.577
2019-01-18 20:53:37,637 R@8 : 87.812
2019-01-18 20:54:31,647 Epoch: 44, loss: 3.254, time (seconds): 54.00.
2019-01-18 20:54:31,648 **Evaluating...**
2019-01-18 20:55:07,944 NMI: 55.834
2019-01-18 20:55:13,891 R@1 : 61.432
2019-01-18 20:55:14,115 R@2 : 72.672
2019-01-18 20:55:14,345 R@4 : 81.540
2019-01-18 20:55:14,574 R@8 : 88.120
2019-01-18 20:56:20,844 Epoch: 45, loss: 3.245, time (seconds): 66.26.
2019-01-18 20:56:20,845 **Evaluating...**
2019-01-18 20:56:57,458 NMI: 56.519
2019-01-18 20:57:02,675 R@1 : 61.604
2019-01-18 20:57:02,879 R@2 : 73.005
2019-01-18 20:57:03,123 R@4 : 81.306
2019-01-18 20:57:03,356 R@8 : 87.874
2019-01-18 20:57:57,632 Epoch: 46, loss: 3.261, time (seconds): 54.26.
2019-01-18 20:57:57,633 **Evaluating...**
2019-01-18 20:58:38,024 NMI: 56.488
2019-01-18 20:58:44,384 R@1 : 61.764
2019-01-18 20:58:44,632 R@2 : 72.660
2019-01-18 20:58:44,882 R@4 : 81.614
2019-01-18 20:58:45,155 R@8 : 87.923
2019-01-18 20:59:40,295 Epoch: 47, loss: 3.250, time (seconds): 55.13.
2019-01-18 20:59:40,296 **Evaluating...**
2019-01-18 21:00:18,559 NMI: 56.595
2019-01-18 21:00:24,424 R@1 : 62.010
2019-01-18 21:00:24,646 R@2 : 72.845
2019-01-18 21:00:24,875 R@4 : 81.392
2019-01-18 21:00:25,115 R@8 : 88.021
2019-01-18 21:01:19,753 Epoch: 48, loss: 3.231, time (seconds): 54.63.
2019-01-18 21:01:19,754 **Evaluating...**
2019-01-18 21:01:57,978 NMI: 56.183
2019-01-18 21:02:03,658 R@1 : 61.764
2019-01-18 21:02:03,878 R@2 : 72.697
2019-01-18 21:02:04,090 R@4 : 81.072
2019-01-18 21:02:04,313 R@8 : 88.021
2019-01-18 21:02:59,330 Epoch: 49, loss: 3.233, time (seconds): 55.01.
2019-01-18 21:02:59,331 **Evaluating...**
2019-01-18 21:03:40,055 NMI: 55.144
2019-01-18 21:03:45,444 R@1 : 60.300
2019-01-18 21:03:45,662 R@2 : 71.541
2019-01-18 21:03:45,881 R@4 : 81.146
2019-01-18 21:03:46,101 R@8 : 87.529
2019-01-18 21:03:46,102 Total training time (minutes): 83.22.