13:10:38,635 gpu device = 0
13:10:38,636 args = Namespace(arch='arch2vec_bo', auxiliary=True, auxiliary_weight=0.4, batch_size=96, cutout=True, cutout_length=16, data='./data', drop_path_prob=0.2, epochs=600, gpu=0, grad_clip=5, init_channels=36, layers=20, learning_rate=0.025, model_path='saved_models', momentum=0.9, report_freq=500, save='eval-EXP', seed=1, weight_decay=0.0003)
13:10:41,038 param size = 3.616966MB
13:10:41,042 Model total parameters: 4093392
13:10:42,511 epoch 0 lr 2.500000e-02
13:10:43,624 train 000 3.436499e+00 4.166667 38.541664
13:14:04,389 train 500 2.527098e+00 32.952843 82.776112
13:14:12,542 train_acc 33.409999
13:14:13,058 valid 000 1.368065e+00 50.781246 94.531250
13:14:19,902 valid_acc 49.829998
13:14:20,034 epoch 1 lr 2.499966e-02
13:14:20,677 train 000 2.171829e+00 45.833332 90.625000
13:17:50,458 train 500 1.780352e+00 54.185377 94.153357
13:17:58,787 train_acc 54.331998
13:17:59,296 valid 000 1.031053e+00 62.239582 96.093750
13:18:06,142 valid_acc 62.189998
13:18:06,296 epoch 2 lr 2.499880e-02
13:18:06,927 train 000 1.672140e+00 58.333332 96.875000
13:21:32,893 train 500 1.447364e+00 63.348301 96.361441
13:21:41,115 train_acc 63.445997
13:21:41,618 valid 000 8.248575e-01 71.614578 98.437500
13:21:48,465 valid_acc 69.679998
13:21:48,612 epoch 3 lr 2.499760e-02
13:21:49,258 train 000 1.246036e+00 64.583328 98.958328
13:25:00,665 train 500 1.231595e+00 69.090982 97.432216
13:25:07,652 train_acc 69.227997
13:25:08,136 valid 000 7.046552e-01 77.083328 98.697914
13:25:14,319 valid_acc 75.409998
13:25:14,436 epoch 4 lr 2.499606e-02
13:25:15,029 train 000 1.389087e+00 65.625000 98.958328
13:28:11,564 train 500 1.088939e+00 73.082998 97.999831
13:28:18,558 train_acc 73.165997
13:28:19,055 valid 000 6.125608e-01 80.208328 99.218750
13:28:25,237 valid_acc 78.259997
13:28:25,374 epoch 5 lr 2.499417e-02
13:28:25,982 train 000 1.218658e+00 70.833328 97.916664
13:31:21,395 train 500 9.752501e-01 75.983447 98.473883
13:31:28,376 train_acc 76.057997
13:31:28,869 valid 000 6.232238e-01 80.729164 98.958328
13:31:35,035 valid_acc 78.729997
13:31:35,170 epoch 6 lr 2.499195e-02
13:31:35,694 train 000 6.836978e-01 81.250000 100.000000
13:34:29,882 train 500 9.044304e-01 77.794408 98.646454
13:34:36,786 train_acc 77.799997
13:34:37,253 valid 000 5.182397e-01 82.031250 99.479164
13:34:43,421 valid_acc 80.709998
13:34:43,527 epoch 7 lr 2.498938e-02
13:34:44,060 train 000 8.448154e-01 77.083328 97.916664
13:37:37,200 train 500 8.465460e-01 79.091814 98.819026
13:37:44,121 train_acc 79.147997
13:37:44,611 valid 000 4.769100e-01 82.812500 99.218750
13:37:50,788 valid_acc 82.669998
13:37:50,892 epoch 8 lr 2.498647e-02
13:37:51,446 train 000 8.334656e-01 78.125000 100.000000
13:40:45,091 train 500 7.939329e-01 80.341398 98.931302
13:40:52,018 train_acc 80.385997
13:40:52,505 valid 000 6.122699e-01 78.906250 99.479164
13:40:58,681 valid_acc 80.429998
13:40:58,828 epoch 9 lr 2.498321e-02
13:40:59,356 train 000 9.354563e-01 78.125000 97.916664
13:43:52,813 train 500 7.556874e-01 81.341481 98.977043
13:44:00,248 train_acc 81.379997
13:44:00,755 valid 000 5.922959e-01 82.031250 98.697914
13:44:06,933 valid_acc 80.659997
13:44:07,091 epoch 10 lr 2.497962e-02
13:44:07,634 train 000 7.513998e-01 81.250000 98.958328
13:47:05,514 train 500 7.196694e-01 82.198101 99.114269
13:47:12,527 train_acc 82.153997
13:47:13,014 valid 000 4.545635e-01 83.333328 99.218750
13:47:19,186 valid_acc 82.729998
13:47:19,358 epoch 11 lr 2.497568e-02
13:47:19,912 train 000 7.836003e-01 77.083328 98.958328
13:50:14,070 train 500 6.868716e-01 83.162838 99.193278
13:50:20,982 train_acc 83.175997
13:50:21,487 valid 000 3.944179e-01 85.416664 100.000000
13:50:27,656 valid_acc 85.879998
13:50:27,834 epoch 12 lr 2.497140e-02
13:50:28,370 train 000 6.307219e-01 85.416664 98.958328
13:53:22,796 train 500 6.658082e-01 83.518378 99.247337
13:53:29,800 train_acc 83.543998
13:53:30,276 valid 000 4.514935e-01 86.979164 99.218750
13:53:36,453 valid_acc 85.289998
13:53:36,666 epoch 13 lr 2.496677e-02
13:53:37,268 train 000 5.202025e-01 87.500000 97.916664
13:56:43,625 train 500 6.446321e-01 84.248168 99.282682
13:56:51,872 train_acc 84.227998
13:56:52,362 valid 000 3.372084e-01 89.843750 100.000000
13:56:58,872 valid_acc 87.339998
13:56:59,069 epoch 14 lr 2.496181e-02
13:56:59,619 train 000 8.565654e-01 76.041664 100.000000
13:59:58,649 train 500 6.175861e-01 84.801228 99.338820
14:00:05,750 train_acc 84.827998
14:00:06,245 valid 000 3.326707e-01 88.802078 99.739578
14:00:12,422 valid_acc 87.509997
14:00:12,643 epoch 15 lr 2.495650e-02
14:00:13,169 train 000 5.908873e-01 83.333328 100.000000
14:03:12,749 train 500 6.118062e-01 84.878158 99.390800
14:03:19,730 train_acc 84.867997
14:03:20,220 valid 000 4.345720e-01 86.458328 99.479164
14:03:26,399 valid_acc 85.249997
14:03:26,621 epoch 16 lr 2.495086e-02
14:03:27,214 train 000 6.891639e-01 85.416664 98.958328
14:06:25,954 train 500 5.930909e-01 85.466564 99.440700
14:06:33,405 train_acc 85.443998
14:06:33,860 valid 000 4.533775e-01 84.375000 99.479164
14:06:40,038 valid_acc 86.279998
14:06:40,260 epoch 17 lr 2.494487e-02
14:06:40,807 train 000 4.858464e-01 89.583328 100.000000
14:09:39,408 train 500 5.760553e-01 85.880320 99.471888
14:09:46,421 train_acc 85.853998
14:09:46,923 valid 000 3.217103e-01 89.583328 99.739578
14:09:53,103 valid_acc 86.549997
14:09:53,279 epoch 18 lr 2.493854e-02
14:09:53,809 train 000 4.963168e-01 88.541664 100.000000
14:12:53,062 train 500 5.702167e-01 85.847053 99.467729
14:13:00,283 train_acc 85.873998
14:13:00,816 valid 000 3.410339e-01 87.500000 99.218750
14:13:07,028 valid_acc 86.729998
14:13:07,241 epoch 19 lr 2.493187e-02
14:13:07,887 train 000 5.553874e-01 86.458328 98.958328
14:16:07,316 train 500 5.484477e-01 86.531102 99.517630
14:16:14,371 train_acc 86.501998
14:16:14,834 valid 000 3.847571e-01 85.937500 99.739578
14:16:21,004 valid_acc 87.349998
14:16:21,191 epoch 20 lr 2.492485e-02
14:16:21,743 train 000 4.967780e-01 90.625000 98.958328
14:19:17,856 train 500 5.414842e-01 86.786841 99.513471
14:19:25,115 train_acc 86.699998
14:19:25,612 valid 000 3.819878e-01 85.937500 99.739578
14:19:31,797 valid_acc 87.599998
14:19:32,023 epoch 21 lr 2.491750e-02
14:19:32,617 train 000 6.724226e-01 85.416664 100.000000
14:22:27,992 train 500 5.290792e-01 87.015550 99.567530
14:22:34,914 train_acc 86.959997
14:22:35,406 valid 000 4.179252e-01 84.375000 99.739578
14:22:41,576 valid_acc 86.459997
14:22:41,740 epoch 22 lr 2.490981e-02
14:22:42,292 train 000 3.721675e-01 88.541664 100.000000
14:25:37,273 train 500 5.249102e-01 87.036341 99.563372
14:25:44,372 train_acc 87.031998
14:25:44,838 valid 000 2.541913e-01 89.583328 99.479164
14:25:51,004 valid_acc 88.839997
14:25:51,221 epoch 23 lr 2.490178e-02
14:25:51,811 train 000 6.253759e-01 86.458328 97.916664
14:28:45,177 train 500 5.157179e-01 87.402276 99.494759
14:28:52,097 train_acc 87.415997
14:28:52,594 valid 000 3.056920e-01 90.104164 99.218750
14:28:58,765 valid_acc 89.199997
14:28:58,975 epoch 24 lr 2.489340e-02
14:28:59,559 train 000 3.917086e-01 91.666664 100.000000
14:31:54,185 train 500 5.123975e-01 87.285842 99.557134
14:32:01,095 train_acc 87.295997
14:32:01,579 valid 000 3.222505e-01 90.364578 98.958328
14:32:07,738 valid_acc 89.389998
14:32:07,935 epoch 25 lr 2.488469e-02
14:32:08,528 train 000 4.895867e-01 88.541664 100.000000
14:35:03,150 train 500 4.941450e-01 87.980287 99.546738
14:35:10,111 train_acc 87.959998
14:35:10,597 valid 000 4.072198e-01 87.760414 99.218750
14:35:16,771 valid_acc 88.539997
14:35:16,944 epoch 26 lr 2.487564e-02
14:35:17,476 train 000 5.659007e-01 85.416664 100.000000
14:38:12,722 train 500 4.959005e-01 88.069691 99.590401
14:38:19,653 train_acc 88.019997
14:38:20,131 valid 000 3.207997e-01 87.500000 99.479164
14:38:26,306 valid_acc 87.769997
14:38:26,528 epoch 27 lr 2.486625e-02
14:38:27,098 train 000 4.567915e-01 85.416664 100.000000
14:41:21,572 train 500 4.840872e-01 88.198600 99.598718
14:41:28,562 train_acc 88.135998
14:41:29,037 valid 000 3.299638e-01 89.843750 99.739578
14:41:35,215 valid_acc 89.519998
14:41:35,399 epoch 28 lr 2.485652e-02
14:41:35,979 train 000 4.246456e-01 85.416664 98.958328
14:44:30,163 train 500 4.882101e-01 88.181967 99.586243
14:44:37,081 train_acc 88.205997
14:44:37,587 valid 000 3.888215e-01 84.635414 99.739578
14:44:43,762 valid_acc 88.269997
14:44:43,945 epoch 29 lr 2.484645e-02
14:44:44,480 train 000 3.794242e-01 90.625000 100.000000
14:47:37,978 train 500 4.778817e-01 88.310876 99.623668
14:47:44,897 train_acc 88.283997
14:47:45,358 valid 000 4.319700e-01 87.760414 98.958328
14:47:51,527 valid_acc 86.949997
14:47:51,670 epoch 30 lr 2.483604e-02
14:47:52,241 train 000 7.136770e-01 83.333328 97.916664
14:50:45,916 train 500 4.754219e-01 88.427310 99.590401
14:50:52,839 train_acc 88.453998
14:50:53,331 valid 000 2.664645e-01 88.802078 99.479164
14:50:59,499 valid_acc 88.979998
14:50:59,701 epoch 31 lr 2.482529e-02
14:51:00,262 train 000 2.824658e-01 91.666664 100.000000
14:53:54,243 train 500 4.710512e-01 88.504239 99.642381
14:54:01,216 train_acc 88.471997
14:54:01,702 valid 000 3.257410e-01 89.583328 99.479164
14:54:07,865 valid_acc 89.739997
14:54:08,087 epoch 32 lr 2.481421e-02
14:54:08,648 train 000 3.547529e-01 90.625000 100.000000
14:57:03,525 train 500 4.678642e-01 88.547902 99.629905
14:57:10,538 train_acc 88.591997
14:57:11,021 valid 000 2.080117e-01 91.666664 100.000000
14:57:17,198 valid_acc 91.139998
14:57:17,382 epoch 33 lr 2.480279e-02
14:57:17,950 train 000 2.124250e-01 93.750000 100.000000
15:00:13,301 train 500 4.596383e-01 88.687206 99.673568
15:00:20,231 train_acc 88.663997
15:00:20,717 valid 000 2.592482e-01 90.625000 99.479164
15:00:26,893 valid_acc 91.099998
15:00:27,147 epoch 34 lr 2.479103e-02
15:00:27,681 train 000 4.891744e-01 88.541664 100.000000
15:03:21,920 train 500 4.577021e-01 88.876411 99.636143
15:03:28,830 train_acc 88.861998
15:03:29,323 valid 000 3.622651e-01 86.458328 99.739578
15:03:35,492 valid_acc 86.999998
15:03:35,654 epoch 35 lr 2.477893e-02
15:03:36,212 train 000 4.313066e-01 91.666664 100.000000
15:06:29,198 train 500 4.566355e-01 88.890965 99.646539
15:06:36,114 train_acc 88.891997
15:06:36,597 valid 000 3.558551e-01 87.500000 98.958328
15:06:42,770 valid_acc 88.179998
15:06:42,970 epoch 36 lr 2.476650e-02
15:06:43,571 train 000 5.012144e-01 86.458328 98.958328
15:09:37,658 train 500 4.476917e-01 88.997003 99.681885
15:09:44,574 train_acc 88.931997
15:09:45,043 valid 000 2.482525e-01 91.927078 99.739578
15:09:51,210 valid_acc 89.919998
15:09:51,412 epoch 37 lr 2.475373e-02
15:09:51,975 train 000 3.955705e-01 91.666664 100.000000
15:12:45,347 train 500 4.511965e-01 89.148783 99.673568
15:12:52,257 train_acc 89.133997
15:12:52,755 valid 000 3.365007e-01 88.541664 99.739578
15:12:58,938 valid_acc 89.409997
15:12:59,127 epoch 38 lr 2.474063e-02
15:12:59,655 train 000 2.319560e-01 93.750000 100.000000
15:15:54,466 train 500 4.375589e-01 89.348384 99.696439
15:16:01,401 train_acc 89.323998
15:16:01,881 valid 000 2.664381e-01 90.885414 99.479164
15:16:08,047 valid_acc 90.679997
15:16:08,248 epoch 39 lr 2.472719e-02
15:16:08,798 train 000 7.160392e-01 82.291664 100.000000
15:19:03,973 train 500 4.459725e-01 89.125912 99.702677
15:19:10,920 train_acc 89.105997
15:19:11,397 valid 000 3.388209e-01 88.020828 99.739578
15:19:17,564 valid_acc 88.279998
15:19:17,753 epoch 40 lr 2.471341e-02
15:19:18,286 train 000 4.365864e-01 90.625000 100.000000
15:22:15,275 train 500 4.449138e-01 89.211158 99.683964
15:22:22,288 train_acc 89.209997
15:22:22,769 valid 000 3.099948e-01 87.760414 99.739578
15:22:28,948 valid_acc 89.779997
15:22:29,120 epoch 41 lr 2.469930e-02
15:22:29,690 train 000 4.807743e-01 88.541664 100.000000
15:25:25,599 train 500 4.354559e-01 89.487689 99.659014
15:25:32,936 train_acc 89.493997
15:25:33,394 valid 000 4.032550e-01 86.458328 100.000000
15:25:39,571 valid_acc 89.859999
15:25:39,746 epoch 42 lr 2.468486e-02
15:25:40,279 train 000 3.701490e-01 88.541664 100.000000
15:28:34,813 train 500 4.317892e-01 89.458580 99.702677
15:28:41,788 train_acc 89.453997
15:28:42,240 valid 000 2.959751e-01 90.364578 99.739578
15:28:48,406 valid_acc 91.539998
15:28:48,593 epoch 43 lr 2.467008e-02
15:28:49,152 train 000 3.721097e-01 90.625000 98.958328
15:31:43,160 train 500 4.294983e-01 89.662339 99.727627
15:31:50,091 train_acc 89.651997
15:31:50,572 valid 000 3.226483e-01 86.718750 99.479164
15:31:56,740 valid_acc 90.549997
15:31:56,967 epoch 44 lr 2.465497e-02
15:31:57,562 train 000 4.588030e-01 88.541664 100.000000
15:34:57,149 train 500 4.313059e-01 89.589568 99.692281
15:35:04,074 train_acc 89.617997
15:35:04,564 valid 000 2.683344e-01 89.322914 99.739578
15:35:10,732 valid_acc 90.579998
15:35:10,873 epoch 45 lr 2.463952e-02
15:35:11,405 train 000 4.447913e-01 90.625000 98.958328
15:38:04,841 train 500 4.321155e-01 89.583331 99.690202
15:38:11,765 train_acc 89.539997
15:38:12,231 valid 000 3.105650e-01 90.104164 99.739578
15:38:18,402 valid_acc 89.179998
15:38:18,542 epoch 46 lr 2.462374e-02
15:38:19,084 train 000 3.312644e-01 92.708328 100.000000
15:41:12,546 train 500 4.287906e-01 89.518876 99.683964
15:41:19,528 train_acc 89.523997
15:41:19,988 valid 000 2.932526e-01 91.145828 99.739578
15:41:26,160 valid_acc 90.809997
15:41:26,336 epoch 47 lr 2.460763e-02
15:41:26,878 train 000 5.723544e-01 87.500000 100.000000
15:44:49,138 train 500 4.196765e-01 89.624914 99.729706
15:44:57,489 train_acc 89.665997
15:44:57,969 valid 000 2.649642e-01 91.666664 99.739578
15:45:04,811 valid_acc 90.829998
15:45:04,954 epoch 48 lr 2.459119e-02
15:45:05,585 train 000 4.573656e-01 89.583328 98.958328
15:48:34,902 train 500 4.253889e-01 89.500164 99.708914
15:48:43,330 train_acc 89.507997
15:48:43,851 valid 000 2.660211e-01 90.885414 99.479164
15:48:50,698 valid_acc 91.879997
15:48:50,868 epoch 49 lr 2.457442e-02
15:48:51,486 train 000 2.519957e-01 94.791664 100.000000
15:52:20,706 train 500 4.251465e-01 89.651943 99.719310
15:52:29,121 train_acc 89.651997
15:52:29,634 valid 000 3.187466e-01 89.062500 100.000000
15:52:36,488 valid_acc 90.879997
15:52:36,686 epoch 50 lr 2.455731e-02
15:52:37,344 train 000 2.823107e-01 91.666664 100.000000
15:56:05,890 train 500 4.174408e-01 89.928474 99.744260
15:56:14,077 train_acc 89.871997
15:56:14,593 valid 000 2.473835e-01 91.666664 99.479164
15:56:21,444 valid_acc 91.289998
15:56:21,648 epoch 51 lr 2.453987e-02
15:56:22,255 train 000 3.245420e-01 93.750000 100.000000
15:59:47,861 train 500 4.098968e-01 90.146787 99.775448
15:59:56,047 train_acc 90.119997
15:59:56,537 valid 000 2.497781e-01 92.447914 100.000000
16:00:03,364 valid_acc 92.199998
16:00:03,508 epoch 52 lr 2.452211e-02
16:00:04,117 train 000 4.387501e-01 91.666664 100.000000
16:03:29,268 train 500 4.107320e-01 90.200846 99.698518
16:03:37,552 train_acc 90.191997
16:03:38,035 valid 000 4.195608e-01 88.020828 98.958328
16:03:44,878 valid_acc 88.769997
16:03:45,070 epoch 53 lr 2.450401e-02
16:03:45,710 train 000 4.967800e-01 87.500000 100.000000
16:07:11,243 train 500 4.139218e-01 89.961741 99.748419
16:07:19,509 train_acc 89.941997
16:07:20,011 valid 000 2.744942e-01 90.625000 99.739578
16:07:26,857 valid_acc 91.609998
16:07:27,040 epoch 54 lr 2.448559e-02
16:07:27,635 train 000 3.384588e-01 91.666664 100.000000
16:10:52,566 train 500 4.065179e-01 90.159262 99.744260
16:11:00,732 train_acc 90.087997
16:11:01,236 valid 000 2.640252e-01 91.927078 99.739578
16:11:08,070 valid_acc 91.329998
16:11:08,269 epoch 55 lr 2.446684e-02
16:11:08,900 train 000 5.600302e-01 81.250000 100.000000
16:14:34,663 train 500 4.050625e-01 90.215400 99.756736
16:14:42,830 train_acc 90.201998
16:14:43,328 valid 000 3.147819e-01 89.322914 100.000000
16:14:50,158 valid_acc 89.969997
16:14:50,289 epoch 56 lr 2.444776e-02
16:14:50,874 train 000 3.739862e-01 90.625000 100.000000
16:18:15,598 train 500 4.107937e-01 89.963820 99.708914
16:18:23,786 train_acc 89.979997
16:18:24,260 valid 000 2.564751e-01 91.406250 99.739578
16:18:31,091 valid_acc 92.159998
16:18:31,228 epoch 57 lr 2.442835e-02
16:18:31,812 train 000 3.637113e-01 90.625000 100.000000
16:21:57,878 train 500 4.032685e-01 90.188371 99.765052
16:22:06,065 train_acc 90.189998
16:22:06,581 valid 000 2.524284e-01 89.322914 99.739578
16:22:13,422 valid_acc 91.279997
16:22:13,571 epoch 58 lr 2.440861e-02
16:22:14,167 train 000 5.173275e-01 90.625000 100.000000
16:25:42,293 train 500 3.960195e-01 90.460743 99.727627
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16:25:58,642 train 000 3.326896e-01 92.708328 98.958328
16:29:25,400 train 500 3.955768e-01 90.417080 99.765052
16:29:33,655 train_acc 90.397998
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16:29:41,793 train 000 3.256218e-01 90.625000 100.000000
16:33:09,526 train 500 3.925162e-01 90.464901 99.765052
16:33:17,717 train_acc 90.469997
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16:36:51,349 train 500 3.910566e-01 90.670739 99.735944
16:36:59,615 train_acc 90.627998
16:37:00,111 valid 000 2.914234e-01 89.843750 99.739578
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16:37:07,790 train 000 3.314736e-01 93.750000 100.000000
16:40:36,160 train 500 3.875225e-01 90.477376 99.835744
16:40:44,527 train_acc 90.433997
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16:40:52,679 train 000 3.329557e-01 93.750000 98.958328
16:44:20,157 train 500 3.925360e-01 90.421238 99.750498
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16:48:04,161 train 500 3.864035e-01 90.627077 99.725548
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16:51:48,523 train 500 3.873745e-01 90.518960 99.785844
16:51:56,801 train_acc 90.527997
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16:55:29,983 train 500 3.857425e-01 90.810044 99.754656
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16:59:11,640 train 500 3.811797e-01 90.870340 99.769211
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16:59:20,289 valid 000 3.259207e-01 89.322914 99.479164
16:59:27,121 valid_acc 90.429998
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17:02:53,059 train 500 3.753544e-01 90.889053 99.787923
17:03:01,232 train_acc 90.889997
17:03:01,715 valid 000 3.102112e-01 89.583328 100.000000
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17:06:34,268 train 500 3.839548e-01 90.776777 99.783765
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17:06:49,733 valid_acc 91.769997
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17:10:15,442 train 500 3.681338e-01 91.203008 99.775448
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17:13:57,374 train 500 3.768096e-01 90.847469 99.758815
17:14:05,683 train_acc 90.859998
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17:17:43,964 train 500 3.693991e-01 90.997170 99.790002
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17:21:29,118 train 500 3.731213e-01 90.999249 99.765052
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17:25:12,915 train 500 3.648350e-01 91.244592 99.767131
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17:28:57,387 train 500 3.708176e-01 91.126079 99.762973
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17:32:42,228 train 500 3.659265e-01 91.082416 99.754656
17:32:50,566 train_acc 91.049997
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17:36:24,667 train 500 3.646325e-01 91.254987 99.806636
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17:36:40,207 valid_acc 92.539998
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17:40:21,629 valid_acc 91.699997
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17:43:47,879 train 500 3.616610e-01 91.244591 99.773369
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17:44:03,526 valid_acc 88.629997
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17:44:04,293 train 000 4.046802e-01 91.666664 98.958328
17:47:32,251 train 500 3.567834e-01 91.319442 99.810794
17:47:40,637 train_acc 91.329997
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17:47:47,963 valid_acc 92.009997
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17:51:18,228 train 500 3.607744e-01 91.483697 99.798319
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17:55:03,948 train 500 3.530191e-01 91.562705 99.831586
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17:55:12,741 valid 000 3.152162e-01 88.802078 99.739578
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17:58:48,922 train 500 3.581423e-01 91.483697 99.804557
17:58:57,229 train_acc 91.449998
17:58:57,725 valid 000 2.289881e-01 92.968750 99.739578
17:59:04,573 valid_acc 92.119997
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17:59:05,390 train 000 1.955461e-01 95.833328 100.000000
18:02:33,821 train 500 3.591645e-01 91.250829 99.827428
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18:02:42,589 valid 000 2.404875e-01 92.968750 99.739578
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18:06:15,994 train 500 3.508944e-01 91.473301 99.835744
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18:09:58,106 train 500 3.539071e-01 91.566863 99.773369
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18:10:06,927 valid 000 2.437222e-01 90.364578 100.000000
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18:13:41,631 train 500 3.448141e-01 91.683298 99.846140
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18:17:24,879 train 500 3.587848e-01 91.371421 99.783765
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18:17:40,386 valid_acc 92.739998
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18:17:41,119 train 000 4.101330e-01 88.541664 100.000000
18:21:06,114 train 500 3.568916e-01 91.333996 99.787923
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18:21:14,789 valid 000 2.753721e-01 91.927078 99.739578
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18:24:49,004 train 500 3.486960e-01 91.687456 99.775448
18:24:57,199 train_acc 91.695997
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18:28:31,457 train 500 3.495349e-01 91.612605 99.775448
18:28:39,761 train_acc 91.553997
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18:32:17,310 train 500 3.509765e-01 91.539834 99.798319
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18:32:26,046 valid 000 2.461047e-01 90.364578 100.000000
18:32:32,888 valid_acc 92.219998
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18:36:00,067 train 500 3.438867e-01 91.853790 99.804557
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18:39:43,217 train 500 3.348464e-01 91.947353 99.806636
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18:39:51,910 valid 000 2.858005e-01 90.364578 99.739578
18:39:58,768 valid_acc 91.819997
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18:43:27,400 train 500 3.358273e-01 91.959828 99.823269
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18:47:09,288 train 500 3.496498e-01 91.695773 99.810794
18:47:17,457 train_acc 91.689997
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18:50:50,486 train 500 3.410692e-01 91.855869 99.827428
18:50:58,669 train_acc 91.813997
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18:51:05,989 valid_acc 92.099998
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18:54:31,816 train 500 3.394193e-01 91.997253 99.831586
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18:54:47,298 valid_acc 92.159997
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18:58:13,104 train 500 3.484609e-01 91.687456 99.835744
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18:58:21,786 valid 000 3.246205e-01 90.364578 99.739578
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19:01:54,739 train 500 3.403718e-01 91.851711 99.833665
19:02:02,985 train_acc 91.827997
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19:05:37,842 train 500 3.382946e-01 91.882898 99.817032
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19:09:21,765 train 500 3.254611e-01 92.329921 99.821190
19:09:29,980 train_acc 92.291997
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19:09:37,308 valid_acc 90.519997
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19:13:05,500 train 500 3.389094e-01 91.891215 99.848220
19:13:13,872 train_acc 91.871997
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19:16:49,539 train 500 3.388652e-01 91.839236 99.839903
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19:20:32,619 train 500 3.341700e-01 91.991015 99.817032
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19:20:41,357 valid 000 2.686518e-01 90.625000 100.000000
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19:28:03,019 train 500 3.320294e-01 92.086657 99.833665
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19:31:46,644 train 500 3.347105e-01 91.920323 99.829507
19:31:54,936 train_acc 91.887997
19:31:55,454 valid 000 2.878835e-01 90.885414 99.739578
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19:35:31,715 train 500 3.337661e-01 92.003490 99.808715
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19:39:17,347 train 500 3.277792e-01 92.153191 99.821190
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19:46:50,736 train 500 3.282903e-01 92.126162 99.817032
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19:46:59,719 valid 000 2.840185e-01 92.187500 99.479164
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19:50:36,287 train 500 3.346126e-01 92.009728 99.802478
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19:50:51,944 valid_acc 93.099997
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19:54:36,966 valid_acc 93.449998
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19:58:06,234 train 500 3.198910e-01 92.271704 99.869011
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19:58:21,924 valid_acc 93.209997
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20:01:50,542 train 500 3.275453e-01 92.082499 99.829507
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20:01:59,393 valid 000 2.832899e-01 90.625000 99.739578
20:02:06,248 valid_acc 90.149997
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20:02:07,017 train 000 3.380822e-01 89.583328 100.000000
20:05:37,308 train 500 3.281274e-01 92.051311 99.783765
20:05:45,735 train_acc 92.081997
20:05:46,243 valid 000 2.623180e-01 91.927078 100.000000
20:05:53,106 valid_acc 92.899998
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20:05:53,963 train 000 3.444101e-01 91.666664 98.958328
20:09:24,909 train 500 3.316344e-01 92.088737 99.837824
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20:13:10,947 train 500 3.216955e-01 92.302892 99.860695
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20:16:59,556 train 500 3.192610e-01 92.300813 99.833665
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20:20:47,591 train 500 3.213103e-01 92.300812 99.852378
20:20:55,848 train_acc 92.215997
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20:24:43,694 train_acc 92.267997
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20:28:20,747 train 500 3.211215e-01 92.354871 99.839903
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20:32:04,362 train 500 3.249602e-01 92.155270 99.833665
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20:35:47,306 train 500 3.215215e-01 92.294575 99.835744
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20:39:29,793 train 500 3.217568e-01 92.302891 99.837824
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20:43:12,076 train 500 3.157741e-01 92.460909 99.841982
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21:01:42,467 train 500 3.253425e-01 92.182300 99.854457
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21:05:27,201 train 500 3.176224e-01 92.485859 99.825349
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21:13:03,128 train 500 3.229639e-01 92.321604 99.821190
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21:16:46,688 train 500 3.135015e-01 92.444275 99.827428
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21:20:30,156 train 500 3.045220e-01 92.839319 99.848220
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21:27:56,213 train 500 3.219724e-01 92.269625 99.812873
21:28:04,438 train_acc 92.261998
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21:28:11,787 valid_acc 91.799998
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21:31:38,441 train 500 3.101047e-01 92.560709 99.846140
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21:35:20,442 train 500 3.105896e-01 92.591897 99.860695
21:35:28,733 train_acc 92.631998
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21:39:18,180 valid_acc 92.849997
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21:42:45,003 train 500 3.067654e-01 92.754073 99.844061
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21:53:52,235 train 500 3.111632e-01 92.610610 99.883566
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21:57:34,474 train 500 3.166456e-01 92.400613 99.825349
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22:08:40,858 train 500 3.061705e-01 92.658430 99.885645
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22:34:51,192 train 500 3.063836e-01 92.745756 99.852378
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22:49:38,720 train 500 2.961648e-01 92.897536 99.858616
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22:53:20,401 train 500 3.042928e-01 92.747835 99.846140
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23:00:45,665 train 500 3.022764e-01 92.947436 99.848220
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23:04:28,995 train 500 2.976542e-01 92.968228 99.852378
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23:15:38,442 train 500 2.983721e-01 93.001494 99.837824
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23:19:23,107 train 500 2.949439e-01 93.105453 99.839903
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23:23:04,599 train 500 2.986086e-01 92.922486 99.854457
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23:26:46,474 train 500 2.992795e-01 92.959911 99.841982
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23:26:55,183 valid 000 2.605279e-01 92.708328 99.479164
23:27:02,027 valid_acc 93.079997
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23:34:09,839 train 500 2.948702e-01 93.115849 99.844061
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23:37:54,540 train 500 2.961445e-01 92.995257 99.852378
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23:41:39,611 train 500 2.975765e-01 92.966148 99.852378
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23:45:24,179 train 500 2.873465e-01 93.171987 99.875249
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23:45:32,833 valid 000 2.027252e-01 92.968750 99.739578
23:45:39,680 valid_acc 93.089998
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23:52:47,089 train 500 2.870960e-01 93.263470 99.850299
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23:52:55,798 valid 000 2.167798e-01 92.447914 99.739578
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23:53:03,373 train 000 2.403399e-01 93.750000 100.000000
23:56:28,563 train 500 2.909482e-01 93.024365 99.860695
23:56:36,749 train_acc 92.945997
23:56:37,242 valid 000 2.255600e-01 92.968750 100.000000
23:56:44,088 valid_acc 92.769997
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23:56:44,948 train 000 1.942020e-01 96.875000 100.000000
00:00:10,150 train 500 3.009134e-01 92.995257 99.852378
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00:00:18,843 valid 000 1.764188e-01 94.791664 100.000000
00:00:25,679 valid_acc 93.969997
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00:00:26,429 train 000 1.891636e-01 95.833328 100.000000
00:03:51,623 train 500 2.898160e-01 93.163670 99.864853
00:03:59,805 train_acc 93.129997
00:04:00,309 valid 000 1.966993e-01 92.447914 100.000000
00:04:07,154 valid_acc 93.849998
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00:04:07,999 train 000 4.014118e-01 91.666664 100.000000
00:07:32,962 train 500 2.963844e-01 92.984861 99.864853
00:07:41,169 train_acc 92.921997
00:07:41,656 valid 000 1.601893e-01 94.531250 100.000000
00:07:48,494 valid_acc 94.259997
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00:11:14,562 train 500 2.890395e-01 93.223966 99.862774
00:11:22,732 train_acc 93.137998
00:11:23,204 valid 000 2.184467e-01 91.666664 99.739578
00:11:30,044 valid_acc 92.799997
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00:11:30,774 train 000 4.097059e-01 92.708328 100.000000
00:14:55,865 train 500 2.924083e-01 93.101295 99.862774
00:15:04,053 train_acc 93.103997
00:15:04,534 valid 000 1.734843e-01 94.270828 99.739578
00:15:11,382 valid_acc 94.169997
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00:15:12,116 train 000 4.830194e-01 86.458328 98.958328
00:18:37,634 train 500 2.948613e-01 92.986940 99.871091
00:18:45,816 train_acc 92.987997
00:18:46,325 valid 000 1.944673e-01 92.968750 99.739578
00:18:53,176 valid_acc 93.929998
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00:18:54,020 train 000 4.077125e-01 90.625000 98.958328
00:22:23,518 train 500 2.869179e-01 93.205253 99.858615
00:22:32,075 train_acc 93.153997
00:22:32,587 valid 000 1.771608e-01 94.270828 100.000000
00:22:39,449 valid_acc 94.539997
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00:22:40,300 train 000 3.689766e-01 92.708328 100.000000
00:26:12,480 train 500 2.957927e-01 93.040999 99.883566
00:26:20,933 train_acc 93.043998
00:26:21,437 valid 000 1.624403e-01 93.750000 99.739578
00:26:28,296 valid_acc 94.009998
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00:26:29,139 train 000 2.466264e-01 94.791664 100.000000
00:30:01,017 train 500 2.871487e-01 93.176145 99.854457
00:30:09,409 train_acc 93.177997
00:30:09,931 valid 000 1.467011e-01 95.312500 100.000000
00:30:16,804 valid_acc 94.279997
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00:33:51,645 train 500 2.898284e-01 93.167828 99.866932
00:34:00,030 train_acc 93.171997
00:34:00,532 valid 000 2.080687e-01 94.270828 100.000000
00:34:07,382 valid_acc 93.789997
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00:34:08,222 train 000 2.082372e-01 96.875000 100.000000
00:37:40,636 train 500 2.959362e-01 92.872586 99.858615
00:37:49,068 train_acc 92.879997
00:37:49,580 valid 000 2.190089e-01 92.708328 99.739578
00:37:56,437 valid_acc 93.889996
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00:37:57,296 train 000 1.226721e-01 97.916664 100.000000
00:41:28,873 train 500 2.852574e-01 93.271787 99.864853
00:41:37,486 train_acc 93.211997
00:41:38,009 valid 000 1.607560e-01 94.270828 99.739578
00:41:44,860 valid_acc 93.939998
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00:41:45,743 train 000 3.086744e-01 92.708328 100.000000
00:45:11,768 train 500 2.823620e-01 93.361192 99.854457
00:45:19,926 train_acc 93.339997
00:45:20,422 valid 000 2.050645e-01 92.968750 100.000000
00:45:27,253 valid_acc 93.439998
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00:45:27,978 train 000 3.233398e-01 90.625000 98.958328
00:48:52,295 train 500 2.898354e-01 93.140799 99.902278
00:49:00,451 train_acc 93.125997
00:49:00,925 valid 000 2.115660e-01 93.750000 99.739578
00:49:07,753 valid_acc 94.239998
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00:49:08,468 train 000 1.877166e-01 96.875000 100.000000
00:52:33,930 train 500 2.869353e-01 93.111691 99.848220
00:52:42,084 train_acc 93.121997
00:52:42,599 valid 000 2.743090e-01 91.666664 99.739578
00:52:49,443 valid_acc 92.259997
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00:56:14,969 train 500 2.818110e-01 93.381983 99.866932
00:56:23,170 train_acc 93.377997
00:56:23,648 valid 000 1.444371e-01 94.270828 99.739578
00:56:30,504 valid_acc 94.029997
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00:56:31,277 train 000 1.419927e-01 97.916664 100.000000
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01:03:40,191 train 500 2.905028e-01 93.232283 99.835744
01:03:48,389 train_acc 93.231998
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01:03:55,748 valid_acc 93.929998
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01:07:22,605 train 500 2.817743e-01 93.388221 99.875249
01:07:30,812 train_acc 93.379997
01:07:31,288 valid 000 1.983844e-01 93.229164 100.000000
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01:11:04,002 train 500 2.819789e-01 93.309212 99.862774
01:11:12,183 train_acc 93.313997
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01:11:19,545 valid_acc 94.379997
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01:14:48,158 train 500 2.857808e-01 93.109612 99.852378
01:14:56,339 train_acc 93.101997
01:14:56,833 valid 000 1.698204e-01 94.270828 100.000000
01:15:03,679 valid_acc 94.299998
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01:18:30,536 train 500 2.816175e-01 93.307133 99.893962
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01:18:39,181 valid 000 1.662170e-01 93.489578 99.739578
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01:18:46,853 train 000 1.264043e-01 97.916664 100.000000
01:22:17,233 train 500 2.834323e-01 93.406934 99.856536
01:22:25,430 train_acc 93.399998
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01:26:00,084 train 500 2.818365e-01 93.340400 99.881486
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01:26:08,756 valid 000 1.967587e-01 92.968750 100.000000
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01:29:43,630 train 500 2.843008e-01 93.300896 99.885645
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01:33:26,679 train 500 2.808872e-01 93.280104 99.860695
01:33:34,857 train_acc 93.293998
01:33:35,349 valid 000 3.015932e-01 91.145828 100.000000
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01:37:07,871 train 500 2.778583e-01 93.446438 99.883566
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01:37:23,414 valid_acc 93.559997
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01:37:24,142 train 000 2.792676e-01 92.708328 100.000000
01:40:50,609 train 500 2.765937e-01 93.533763 99.860695
01:40:59,179 train_acc 93.509998
01:40:59,685 valid 000 1.784781e-01 93.489578 99.739578
01:41:06,540 valid_acc 93.769997
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01:44:32,770 train 500 2.818875e-01 93.342479 99.900199
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01:44:41,560 valid 000 1.747401e-01 94.010414 100.000000
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01:44:49,173 train 000 2.674789e-01 92.708328 100.000000
01:48:15,556 train 500 2.817484e-01 93.419409 99.869011
01:48:23,790 train_acc 93.419997
01:48:24,293 valid 000 1.583607e-01 94.531250 100.000000
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01:51:57,796 train 500 2.820556e-01 93.400696 99.871091
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01:55:39,902 train 500 2.739461e-01 93.496338 99.871091
01:55:48,129 train_acc 93.481997
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01:59:21,952 train 500 2.759975e-01 93.479705 99.900199
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01:59:37,493 valid_acc 94.849998
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02:03:05,342 train 500 2.785359e-01 93.436042 99.846140
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02:17:53,967 train 500 2.727130e-01 93.508813 99.841982
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02:21:35,732 train 500 2.724802e-01 93.558713 99.904357
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02:25:20,355 train 500 2.790990e-01 93.406933 99.869011
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02:29:01,856 train 500 2.688301e-01 93.764552 99.862774
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02:32:43,066 train 500 2.733192e-01 93.614851 99.858616
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02:36:24,613 train 500 2.786602e-01 93.330004 99.862774
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02:40:06,887 train 500 2.705935e-01 93.637722 99.869011
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02:43:48,023 train 500 2.751484e-01 93.612772 99.891882
02:43:56,198 train_acc 93.577998
02:43:56,672 valid 000 1.845210e-01 94.010414 99.739578
02:44:03,521 valid_acc 94.499997
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02:47:45,435 valid_acc 93.759997
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02:58:49,773 valid_acc 94.759997
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03:09:48,650 valid 000 2.042702e-01 93.750000 99.739578
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03:13:22,455 train 500 2.646003e-01 93.868510 99.875249
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03:13:37,990 valid_acc 91.589998
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03:20:44,590 train 500 2.619148e-01 93.764552 99.869011
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03:21:00,149 valid_acc 94.699997
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03:28:09,639 train 500 2.694888e-01 93.714652 99.873170
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03:32:06,534 valid_acc 94.609998
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03:35:32,030 train 500 2.701844e-01 93.635643 99.885645
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03:39:15,067 train 500 2.625072e-01 93.880986 99.896041
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03:42:58,542 train 500 2.655967e-01 93.831085 99.902278
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03:46:39,484 train 500 2.647756e-01 93.804056 99.898120
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03:50:20,888 train 500 2.678066e-01 93.702176 99.891882
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03:54:02,343 train 500 2.630752e-01 93.872669 99.866932
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04:08:48,346 train 500 2.616444e-01 93.870590 99.883566
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04:12:29,705 train 500 2.619692e-01 93.932965 99.904357
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04:16:16,872 train 500 2.650473e-01 93.818610 99.898120
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04:19:58,636 train 500 2.557769e-01 94.028607 99.902278
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04:23:39,781 train 500 2.573229e-01 93.899698 99.885645
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04:27:21,823 train 500 2.589609e-01 93.883065 99.891882
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04:31:03,257 train 500 2.641201e-01 93.795739 99.908516
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04:34:44,960 train 500 2.564400e-01 94.007815 99.902278
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05:00:44,691 train 500 2.459202e-01 94.142962 99.900199
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05:11:53,328 train 500 2.505232e-01 94.207416 99.904358
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05:15:36,883 train 500 2.526477e-01 94.086824 99.879407
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05:19:18,976 train 500 2.479469e-01 94.276029 99.923070
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05:23:02,628 train 500 2.521659e-01 94.107615 99.920991
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05:30:33,458 train 500 2.516900e-01 94.136724 99.896041
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05:34:14,511 train 500 2.524827e-01 94.041082 99.898120
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05:37:55,860 train 500 2.468833e-01 94.230287 99.925149
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05:45:18,461 train 500 2.473100e-01 94.178308 99.910595
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06:22:29,971 train 500 2.418741e-01 94.411175 99.902278
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06:37:18,379 train 500 2.349813e-01 94.504738 99.914753
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11:19:01,642 train 500 1.862585e-01 95.743926 99.935545
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11:22:47,898 train 500 1.888005e-01 95.639967 99.935545
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12:29:27,175 train 500 1.720651e-01 96.084911 99.939704
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14:02:37,818 train 500 1.472950e-01 96.762722 99.956337
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14:50:53,181 train 500 1.373531e-01 97.008065 99.966733
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14:54:36,478 train 500 1.357558e-01 96.922818 99.983367
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14:58:18,904 train 500 1.393877e-01 96.866681 99.964654
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14:58:34,494 valid_acc 96.409998
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15:02:00,956 train 500 1.404617e-01 96.899948 99.954258
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15:05:44,366 train 500 1.377461e-01 96.891631 99.956337
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15:13:09,103 train 500 1.359758e-01 96.877077 99.956337
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15:16:52,361 train 500 1.357957e-01 96.883314 99.981287
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15:20:34,331 train 500 1.379558e-01 96.881235 99.970891
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15:24:16,817 train 500 1.292862e-01 97.201428 99.970891
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15:27:59,032 train 500 1.284047e-01 97.222220 99.972971
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15:31:40,743 train 500 1.258768e-01 97.176478 99.968812
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15:35:24,087 train 500 1.265012e-01 97.153607 99.972971
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15:42:49,679 train 500 1.277577e-01 97.112023 99.972971
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15:46:31,619 train 500 1.306821e-01 97.064202 99.975050
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15:53:56,866 train 500 1.233560e-01 97.274199 99.968812
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15:57:40,679 train 500 1.237512e-01 97.280437 99.954258
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16:01:22,726 train 500 1.239574e-01 97.209745 99.962575
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16:05:04,905 train 500 1.230054e-01 97.307466 99.964654
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16:08:49,206 train 500 1.230108e-01 97.315783 99.968812
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16:12:32,315 train 500 1.226358e-01 97.294991 99.962575
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16:16:14,844 train 500 1.216754e-01 97.332416 99.975050
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16:19:56,795 train 500 1.101046e-01 97.544492 99.968812
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16:23:38,928 train 500 1.160106e-01 97.504987 99.979208
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16:27:20,941 train 500 1.165196e-01 97.480037 99.972971
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16:31:02,927 train 500 1.162986e-01 97.471721 99.968812
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16:34:44,405 train 500 1.136301e-01 97.536175 99.970891
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16:45:49,858 train 500 1.126873e-01 97.513304 99.977129
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16:49:31,609 train 500 1.114033e-01 97.569442 99.987525
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17:08:00,312 train 500 1.083030e-01 97.633896 99.981287
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17:41:19,290 train 500 1.000123e-01 97.831418 99.989604
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22:16:43,070 train 500 4.739127e-02 99.045656 99.985446
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22:20:25,773 train 500 4.746319e-02 99.031102 99.997921
22:20:34,035 train_acc 99.013998
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22:24:08,049 train 500 4.770221e-02 99.070607 99.991683
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22:27:50,458 train 500 4.543282e-02 99.103873 99.993762
22:27:58,670 train_acc 99.109998
22:27:59,182 valid 000 1.111461e-01 97.395828 100.000000
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22:31:32,640 train 500 4.685047e-02 99.108032 99.995842
22:31:40,873 train_acc 99.103998
22:31:41,344 valid 000 9.940180e-02 98.177078 100.000000
22:31:48,189 valid_acc 97.459997
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22:31:48,943 train 000 6.566898e-02 98.958328 100.000000
22:35:16,267 train 500 4.538271e-02 99.128823 99.993762
22:35:24,873 train_acc 99.125998
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22:39:01,148 train 500 4.548201e-02 99.093477 99.995842
22:39:09,464 train_acc 99.095998
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22:42:46,160 train 500 4.382743e-02 99.097636 99.993762
22:42:54,469 train_acc 99.101998
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22:46:31,866 train 500 4.802401e-02 99.081002 99.997921
22:46:40,109 train_acc 99.081998
22:46:40,626 valid 000 1.006533e-01 97.656250 100.000000
22:46:47,482 valid_acc 97.409998
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22:50:17,361 train 500 4.382460e-02 99.097636 100.000000
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22:50:33,036 valid_acc 97.469998
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22:54:04,140 train 500 4.408081e-02 99.101794 99.997921
22:54:12,404 train_acc 99.089997
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22:57:47,836 train 500 4.247148e-02 99.170407 99.993762
22:57:56,146 train_acc 99.155998
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23:01:32,572 train 500 4.229260e-02 99.155853 99.997921
23:01:40,823 train_acc 99.163998
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23:05:16,851 train 500 4.398148e-02 99.118428 99.997921
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23:09:02,661 train 500 4.607518e-02 99.132982 99.989604
23:09:10,990 train_acc 99.109998
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23:12:47,174 train 500 4.246748e-02 99.201595 99.995842
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23:16:34,035 train 500 4.488153e-02 99.089319 99.989604
23:16:42,348 train_acc 99.091998
23:16:42,850 valid 000 1.074873e-01 97.916664 100.000000
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23:20:21,035 train 500 4.444973e-02 99.155853 99.997921
23:20:29,423 train_acc 99.155998
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23:24:07,658 train 500 4.279920e-02 99.174565 99.993762
23:24:16,035 train_acc 99.171998
23:24:16,543 valid 000 8.535200e-02 97.395828 100.000000
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23:27:52,356 train 500 4.257807e-02 99.147536 99.997921
23:28:00,562 train_acc 99.157998
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23:31:34,426 train 500 4.086858e-02 99.230703 99.997921
23:31:42,654 train_acc 99.227998
23:31:43,157 valid 000 9.406706e-02 97.916664 100.000000
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23:31:50,774 train 000 4.110136e-02 98.958328 100.000000
23:35:16,636 train 500 4.009832e-02 99.199515 99.995842
23:35:24,939 train_acc 99.199998
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23:38:58,845 train 500 4.056778e-02 99.247337 99.995842
23:39:07,113 train_acc 99.231998
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23:42:41,033 train 500 4.118769e-02 99.211991 100.000000
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23:42:49,744 valid 000 8.720279e-02 98.177078 100.000000
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23:46:23,291 train 500 4.397814e-02 99.103873 99.997921
23:46:31,504 train_acc 99.101998
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23:50:05,361 train 500 4.310806e-02 99.178724 99.995842
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23:50:20,921 valid_acc 97.599998
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23:53:47,222 train 500 4.064132e-02 99.216149 100.000000
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23:54:02,836 valid_acc 97.569998
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23:57:29,422 train 500 4.151311e-02 99.239020 99.997921
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23:57:45,034 valid_acc 97.579998
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00:01:11,592 train 500 3.969667e-02 99.205753 99.995842
00:01:19,790 train_acc 99.201998
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00:04:54,014 train 500 4.180914e-02 99.172486 99.995842
00:05:02,234 train_acc 99.169998
00:05:02,763 valid 000 1.010207e-01 97.916664 100.000000
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00:12:18,764 train 500 4.185663e-02 99.193278 99.995842
00:12:26,953 train_acc 99.199998
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00:16:01,207 train 500 3.956720e-02 99.245257 99.997921
00:16:09,470 train_acc 99.253998
00:16:09,978 valid 000 9.961621e-02 97.916664 100.000000
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00:19:43,746 train 500 4.092712e-02 99.199516 99.993762
00:19:52,015 train_acc 99.191998
00:19:52,487 valid 000 1.044895e-01 97.395828 100.000000
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00:23:25,975 train 500 4.056258e-02 99.241099 99.995842
00:23:34,199 train_acc 99.249998
00:23:34,689 valid 000 1.047117e-01 97.656250 100.000000
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00:27:08,166 train 500 3.929072e-02 99.278524 99.995842
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00:27:23,738 valid_acc 97.599996
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00:30:50,216 train 500 4.103293e-02 99.191199 99.993762
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00:34:32,291 train 500 3.823492e-02 99.284762 99.997921
00:34:40,522 train_acc 99.273998
00:34:41,011 valid 000 9.809672e-02 97.916664 100.000000
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00:38:14,855 train 500 4.210525e-02 99.176644 99.997921
00:38:23,139 train_acc 99.167998
00:38:23,638 valid 000 9.911036e-02 97.916664 100.000000
00:38:30,485 valid_acc 97.549997
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00:41:57,082 train 500 4.014784e-02 99.222386 99.997921
00:42:05,272 train_acc 99.231998
00:42:05,767 valid 000 1.138545e-01 97.656250 100.000000
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00:45:38,979 train 500 3.910247e-02 99.249416 100.000000
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00:49:21,140 train 500 3.881471e-02 99.299316 100.000000
00:49:29,344 train_acc 99.299998
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00:56:44,859 train 500 3.979808e-02 99.228624 99.995842
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01:11:33,008 train 500 4.041080e-02 99.266049 99.993762
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01:19:05,448 train_acc 99.247998
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01:34:00,642 valid_acc 97.569998
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01:56:12,842 valid_acc 97.609997
