2021-07-13 20:47:51,607 gpu device = 0
2021-07-13 20:47:51,607 args = Namespace(arch='DARTS', auxiliary=False, auxiliary_weight=0.4, batch_size=64, cutout=False, cutout_length=16, data='../data', drop_path_prob=0.2, epochs=50, gpu=0, grad_clip=5, init_channels=16, layers=8, learning_rate=0.025, model_path='saved_models', momentum=0.9, report_freq=1000, save='eval-EXP-20210713-204749', seed=0, weight_decay=0.0003)
2021-07-13 20:47:53,272 param size = 0.244050MB
2021-07-13 20:53:12,264 epoch 0 lr 2.500000e-02
2021-07-13 20:53:13,253 train 000 7.473943e-01 20.312500
2021-07-13 20:54:38,067 train 1000 6.522068e-01 64.847652
2021-07-13 20:56:03,130 train 2000 7.491147e-01 63.464362
2021-07-13 20:57:28,829 train 3000 7.040868e-01 64.063541
2021-07-13 20:58:54,671 train 4000 6.076056e-01 70.107473
2021-07-13 21:00:19,436 train 5000 5.536343e-01 73.413755
2021-07-13 21:01:44,592 train 6000 5.184690e-01 75.497834
2021-07-13 21:03:07,729 train 7000 4.807983e-01 77.661897
2021-07-13 21:04:02,313 train_acc 78.988977
2021-07-13 21:04:02,346 valid 000 1.373193e+00 0.000000
2021-07-13 21:04:13,419 valid 1000 2.745100e-01 91.221279
2021-07-13 21:04:24,240 valid 2000 2.289551e-01 92.526393
2021-07-13 21:04:35,079 valid 3000 2.360416e-01 92.193748
2021-07-13 21:04:45,977 valid 4000 2.324800e-01 92.153915
2021-07-13 21:04:55,729 valid auc 000 0.826574
2021-07-13 21:04:55,730 valid_acc 91.919694
2021-07-13 21:04:55,742 epoch 1 lr 2.497533e-02
2021-07-13 21:04:55,861 train 000 3.832425e+00 0.000000
2021-07-13 21:06:31,786 train 1000 6.558073e-01 65.962163
2021-07-13 21:08:07,738 train 2000 7.315033e-01 64.313937
2021-07-13 21:09:43,508 train 3000 6.910600e-01 64.677399
2021-07-13 21:10:47,878 train 4000 5.955867e-01 70.583135
2021-07-13 21:11:50,026 train 5000 5.419029e-01 73.870538
2021-07-13 21:13:26,060 train 6000 5.076487e-01 75.915212
2021-07-13 21:15:02,174 train 7000 4.708102e-01 78.041530
2021-07-13 21:16:05,181 train_acc 79.337437
2021-07-13 21:16:05,211 valid 000 1.304841e+00 7.812500
2021-07-13 21:16:16,412 valid 1000 2.746949e-01 91.474151
2021-07-13 21:16:27,451 valid 2000 2.258717e-01 92.615411
2021-07-13 21:16:38,484 valid 3000 2.339297e-01 92.289029
2021-07-13 21:16:49,523 valid 4000 2.310725e-01 92.232411
2021-07-13 21:16:59,445 valid auc 001 0.834010
2021-07-13 21:16:59,446 valid_acc 91.949449
2021-07-13 21:16:59,458 epoch 2 lr 2.490143e-02
2021-07-13 21:16:59,524 train 000 4.015102e+00 0.000000
2021-07-13 21:18:34,759 train 1000 6.665262e-01 64.799263
2021-07-13 21:20:10,784 train 2000 7.391313e-01 64.110913
2021-07-13 21:21:46,620 train 3000 6.976653e-01 64.177045
2021-07-13 21:23:22,735 train 4000 6.000558e-01 70.261341
2021-07-13 21:24:58,787 train 5000 5.455645e-01 73.613090
2021-07-13 21:26:34,280 train 6000 5.106009e-01 75.705091
2021-07-13 21:28:09,139 train 7000 4.731671e-01 77.858074
2021-07-13 21:29:12,291 train_acc 79.171572
2021-07-13 21:29:12,321 valid 000 1.422782e+00 0.000000
2021-07-13 21:29:23,492 valid 1000 2.842240e-01 90.943432
2021-07-13 21:29:34,487 valid 2000 2.335870e-01 92.262463
2021-07-13 21:29:45,488 valid 3000 2.407366e-01 91.980277
2021-07-13 21:29:56,478 valid 4000 2.362200e-01 91.976615
2021-07-13 21:30:06,199 valid auc 002 0.828101
2021-07-13 21:30:06,200 valid_acc 91.715986
2021-07-13 21:30:06,212 epoch 3 lr 2.477859e-02
2021-07-13 21:30:06,276 train 000 4.095000e+00 0.000000
2021-07-13 21:31:41,845 train 1000 6.829940e-01 65.045892
2021-07-13 21:33:17,617 train 2000 7.349965e-01 62.428161
2021-07-13 21:34:53,407 train 3000 6.935292e-01 63.309105
2021-07-13 21:36:28,616 train 4000 5.967932e-01 69.584948
2021-07-13 21:38:03,934 train 5000 5.425059e-01 73.082571
2021-07-13 21:39:40,242 train 6000 5.073631e-01 75.286671
2021-07-13 21:41:16,605 train 7000 4.703424e-01 77.511248
2021-07-13 21:42:19,956 train_acc 78.856366
2021-07-13 21:42:19,986 valid 000 8.845500e-01 48.437500
2021-07-13 21:42:31,199 valid 1000 2.729222e-01 91.569368
2021-07-13 21:42:42,235 valid 2000 2.254299e-01 92.703648
2021-07-13 21:42:53,281 valid 3000 2.321230e-01 92.390557
2021-07-13 21:43:04,326 valid 4000 2.292924e-01 92.306611
2021-07-13 21:43:14,070 valid auc 003 0.832018
2021-07-13 21:43:14,070 valid_acc 91.992283
2021-07-13 21:43:14,083 epoch 4 lr 2.460729e-02
2021-07-13 21:43:14,146 train 000 3.963539e+00 0.000000
2021-07-13 21:44:50,530 train 1000 6.624881e-01 64.544830
2021-07-13 21:46:26,320 train 2000 7.197679e-01 62.212644
2021-07-13 21:47:58,805 train 3000 6.824359e-01 63.313271
2021-07-13 21:49:34,833 train 4000 5.869973e-01 69.660710
2021-07-13 21:51:10,665 train 5000 5.342698e-01 73.124750
2021-07-13 21:52:46,465 train 6000 5.000945e-01 75.357493
2021-07-13 21:54:22,276 train 7000 4.638422e-01 77.580658
2021-07-13 21:55:24,992 train_acc 78.921244
2021-07-13 21:55:25,022 valid 000 1.278425e+00 6.250000
2021-07-13 21:55:36,162 valid 1000 2.684271e-01 91.360202
2021-07-13 21:55:47,134 valid 2000 2.215675e-01 92.631028
2021-07-13 21:55:58,110 valid 3000 2.287421e-01 92.345260
2021-07-13 21:56:09,084 valid 4000 2.260997e-01 92.299972
2021-07-13 21:56:18,780 valid auc 004 0.839428
2021-07-13 21:56:18,781 valid_acc 92.084491
2021-07-13 21:56:18,793 epoch 5 lr 2.438821e-02
2021-07-13 21:56:18,856 train 000 3.954204e+00 0.000000
2021-07-13 21:57:54,612 train 1000 6.580269e-01 64.743069
2021-07-13 21:59:30,576 train 2000 7.202227e-01 61.913574
2021-07-13 22:01:06,584 train 3000 6.846092e-01 62.973280
2021-07-13 22:02:42,785 train 4000 5.898613e-01 69.399838
2021-07-13 22:04:18,992 train 5000 5.375460e-01 72.923853
2021-07-13 22:05:55,168 train 6000 5.037006e-01 75.140862
2021-07-13 22:07:31,046 train 7000 4.671020e-01 77.380240
2021-07-13 22:08:33,992 train_acc 78.740281
2021-07-13 22:08:34,022 valid 000 1.146644e+00 31.250000
2021-07-13 22:08:45,158 valid 1000 2.703277e-01 91.549076
2021-07-13 22:08:56,111 valid 2000 2.212591e-01 92.786419
2021-07-13 22:09:07,070 valid 3000 2.287385e-01 92.436375
2021-07-13 22:09:18,026 valid 4000 2.248475e-01 92.411663
2021-07-13 22:09:27,702 valid auc 005 0.841797
2021-07-13 22:09:27,703 valid_acc 92.132884
2021-07-13 22:09:27,716 epoch 6 lr 2.412221e-02
2021-07-13 22:09:27,776 train 000 3.914954e+00 0.000000
2021-07-13 22:11:03,038 train 1000 6.603910e-01 64.316933
2021-07-13 22:12:38,942 train 2000 7.478418e-01 63.397208
2021-07-13 22:14:14,772 train 3000 7.060945e-01 63.869856
2021-07-13 22:15:50,639 train 4000 6.069963e-01 70.032882
2021-07-13 22:17:26,647 train 5000 5.515629e-01 73.406881
2021-07-13 22:18:58,762 train 6000 5.159860e-01 75.493407
2021-07-13 22:20:34,703 train 7000 4.784263e-01 77.647166
2021-07-13 22:21:37,077 train_acc 78.967759
2021-07-13 22:21:37,106 valid 000 1.003853e+00 10.937500
2021-07-13 22:21:47,988 valid 1000 2.829253e-01 91.030844
2021-07-13 22:21:58,658 valid 2000 2.310444e-01 92.425662
2021-07-13 22:22:09,337 valid 3000 2.381780e-01 92.195310
2021-07-13 22:22:20,002 valid 4000 2.331873e-01 92.219914
2021-07-13 22:22:29,400 valid auc 006 0.829570
2021-07-13 22:22:29,401 valid_acc 92.016480
2021-07-13 22:22:29,413 epoch 7 lr 2.381034e-02
2021-07-13 22:22:29,476 train 000 3.980768e+00 0.000000
2021-07-13 22:24:05,262 train 1000 6.646351e-01 64.582293
2021-07-13 22:25:40,786 train 2000 7.227571e-01 63.554160
2021-07-13 22:27:16,275 train 3000 6.853177e-01 64.181210
2021-07-13 22:28:51,708 train 4000 5.920318e-01 70.211353
2021-07-13 22:30:27,524 train 5000 5.403767e-01 73.524670
2021-07-13 22:32:03,310 train 6000 5.070472e-01 75.595213
2021-07-13 22:33:39,216 train 7000 4.707353e-01 77.753848
2021-07-13 22:34:41,933 train_acc 79.077316
2021-07-13 22:34:41,963 valid 000 1.256258e+00 1.562500
2021-07-13 22:34:53,182 valid 1000 2.744565e-01 90.913774
2021-07-13 22:35:04,223 valid 2000 2.279722e-01 92.332740
2021-07-13 22:35:15,275 valid 3000 2.343432e-01 92.094302
2021-07-13 22:35:26,318 valid 4000 2.307533e-01 92.107832
2021-07-13 22:35:36,061 valid auc 007 0.831232
2021-07-13 22:35:36,062 valid_acc 91.896151
2021-07-13 22:35:36,074 epoch 8 lr 2.345383e-02
2021-07-13 22:35:36,139 train 000 3.976532e+00 0.000000
2021-07-13 22:37:11,424 train 1000 6.613420e-01 64.009428
2021-07-13 22:38:46,638 train 2000 7.321223e-01 63.105947
2021-07-13 22:40:22,213 train 3000 6.914096e-01 63.788633
2021-07-13 22:41:58,486 train 4000 5.948177e-01 69.986800
2021-07-13 22:43:34,546 train 5000 5.420401e-01 73.340332
2021-07-13 22:45:10,823 train 6000 5.081410e-01 75.460861
2021-07-13 22:46:44,908 train 7000 4.713732e-01 77.645604
2021-07-13 22:47:48,295 train_acc 78.976328
2021-07-13 22:47:48,324 valid 000 1.039700e+00 25.000000
2021-07-13 22:47:59,540 valid 1000 2.781079e-01 91.233766
2021-07-13 22:48:10,579 valid 2000 2.268384e-01 92.528736
2021-07-13 22:48:21,635 valid 3000 2.341180e-01 92.251541
2021-07-13 22:48:32,685 valid 4000 2.297407e-01 92.252718
2021-07-13 22:48:42,434 valid auc 008 0.840001
2021-07-13 22:48:42,434 valid_acc 92.053428
2021-07-13 22:48:42,447 epoch 9 lr 2.305410e-02
2021-07-13 22:48:42,506 train 000 3.961531e+00 1.562500
2021-07-13 22:50:18,128 train 1000 6.530744e-01 64.460539
2021-07-13 22:51:53,552 train 2000 7.099343e-01 63.561188
2021-07-13 22:53:29,225 train 3000 6.761245e-01 64.133830
2021-07-13 22:55:04,377 train 4000 5.834485e-01 70.300784
2021-07-13 22:56:39,964 train 5000 5.323977e-01 73.650270
2021-07-13 22:58:15,743 train 6000 4.995535e-01 75.751177
2021-07-13 22:59:51,725 train 7000 4.637711e-01 77.910299
2021-07-13 23:00:54,976 train_acc 79.227268
2021-07-13 23:00:55,005 valid 000 1.287914e+00 9.375000
2021-07-13 23:01:06,222 valid 1000 2.801698e-01 91.040210
2021-07-13 23:01:17,281 valid 2000 2.286913e-01 92.378030
2021-07-13 23:01:28,352 valid 3000 2.363848e-01 92.116690
2021-07-13 23:01:39,416 valid 4000 2.322292e-01 92.119939
2021-07-13 23:01:49,185 valid auc 009 0.833780
2021-07-13 23:01:49,186 valid_acc 91.922637
2021-07-13 23:01:49,199 epoch 10 lr 2.261271e-02
2021-07-13 23:01:49,258 train 000 3.942873e+00 0.000000
2021-07-13 23:03:25,143 train 1000 6.600199e-01 64.156156
2021-07-13 23:05:01,291 train 2000 7.232215e-01 61.590299
2021-07-13 23:06:37,575 train 3000 6.874725e-01 62.813437
2021-07-13 23:08:13,688 train 4000 5.929970e-01 69.209260
2021-07-13 23:09:49,946 train 5000 5.405839e-01 72.751387
2021-07-13 23:11:25,416 train 6000 5.069921e-01 74.949227
2021-07-13 23:12:58,403 train 7000 4.704418e-01 77.198123
2021-07-13 23:14:00,449 train_acc 78.563603
2021-07-13 23:14:00,479 valid 000 1.184392e+00 12.500000
2021-07-13 23:14:11,607 valid 1000 2.682995e-01 91.188499
2021-07-13 23:14:22,561 valid 2000 2.249794e-01 92.506091
2021-07-13 23:14:33,526 valid 3000 2.321830e-01 92.232797
2021-07-13 23:14:44,489 valid 4000 2.288605e-01 92.225381
2021-07-13 23:14:54,174 valid auc 010 0.833701
2021-07-13 23:14:54,175 valid_acc 91.991956
2021-07-13 23:14:54,187 epoch 11 lr 2.213142e-02
2021-07-13 23:14:54,251 train 000 3.920158e+00 0.000000
2021-07-13 23:16:29,989 train 1000 6.689159e-01 63.435002
2021-07-13 23:18:05,122 train 2000 7.124173e-01 62.859195
2021-07-13 23:19:40,627 train 3000 6.777714e-01 63.616815
2021-07-13 23:21:16,731 train 4000 5.863244e-01 69.795051
2021-07-13 23:22:52,861 train 5000 5.356928e-01 73.216607
2021-07-13 23:24:28,671 train 6000 5.035129e-01 75.318437
2021-07-13 23:26:03,877 train 7000 4.681461e-01 77.483797
2021-07-13 23:27:06,685 train_acc 78.806994
2021-07-13 23:27:06,716 valid 000 7.816165e-01 57.812500
2021-07-13 23:27:17,876 valid 1000 2.731556e-01 91.661464
2021-07-13 23:27:28,855 valid 2000 2.254921e-01 92.892616
2021-07-13 23:27:39,830 valid 3000 2.326328e-01 92.600904
2021-07-13 23:27:50,802 valid 4000 2.282051e-01 92.588572
2021-07-13 23:28:00,494 valid auc 011 0.830797
2021-07-13 23:28:00,494 valid_acc 92.355557
2021-07-13 23:28:00,507 epoch 12 lr 2.161211e-02
2021-07-13 23:28:00,567 train 000 3.916064e+00 0.000000
2021-07-13 23:29:32,851 train 1000 6.570009e-01 65.042770
2021-07-13 23:31:08,954 train 2000 7.067192e-01 63.782171
2021-07-13 23:32:45,044 train 3000 6.735044e-01 64.399888
2021-07-13 23:34:20,794 train 4000 5.822694e-01 70.362097
2021-07-13 23:35:56,822 train 5000 5.318477e-01 73.680889
2021-07-13 23:37:32,994 train 6000 4.999358e-01 75.719151
2021-07-13 23:39:09,198 train 7000 4.650127e-01 77.831738
2021-07-13 23:40:12,365 train_acc 79.130360
2021-07-13 23:40:12,396 valid 000 8.155256e-01 51.562500
2021-07-13 23:40:23,525 valid 1000 2.684924e-01 91.531906
2021-07-13 23:40:34,480 valid 2000 2.240827e-01 92.829367
2021-07-13 23:40:45,432 valid 3000 2.289654e-01 92.598301
2021-07-13 23:40:56,372 valid 4000 2.255215e-01 92.587791
2021-07-13 23:41:06,041 valid auc 012 0.836958
2021-07-13 23:41:06,041 valid_acc 92.364058
2021-07-13 23:41:06,054 epoch 13 lr 2.105684e-02
2021-07-13 23:41:06,117 train 000 3.880470e+00 0.000000
2021-07-13 23:42:41,820 train 1000 6.497630e-01 64.941309
2021-07-13 23:44:18,192 train 2000 7.189127e-01 63.211363
2021-07-13 23:45:54,489 train 3000 6.825993e-01 63.718344
2021-07-13 23:47:30,614 train 4000 5.882269e-01 69.919629
2021-07-13 23:49:06,270 train 5000 5.362139e-01 73.343769
2021-07-13 23:50:41,780 train 6000 5.032052e-01 75.475442
2021-07-13 23:52:17,458 train 7000 4.672245e-01 77.658102
2021-07-13 23:53:20,111 train_acc 78.984489
2021-07-13 23:53:20,141 valid 000 9.165824e-01 18.750000
2021-07-13 23:53:31,348 valid 1000 2.715733e-01 91.311813
2021-07-13 23:53:42,372 valid 2000 2.266974e-01 92.607602
2021-07-13 23:53:53,400 valid 3000 2.329973e-01 92.333285
2021-07-13 23:54:04,422 valid 4000 2.295671e-01 92.314031
2021-07-13 23:54:14,153 valid auc 013 0.832557
2021-07-13 23:54:14,154 valid_acc 92.030540
2021-07-13 23:54:14,167 epoch 14 lr 2.046780e-02
2021-07-13 23:54:14,225 train 000 4.023608e+00 0.000000
2021-07-13 23:55:49,247 train 1000 6.467111e-01 65.344031
2021-07-13 23:57:24,959 train 2000 6.970148e-01 63.619753
2021-07-13 23:59:00,713 train 3000 6.689924e-01 64.104673
2021-07-14 00:00:36,120 train 4000 5.818948e-01 70.053971
2021-07-14 00:02:12,062 train 5000 5.337994e-01 73.311275
2021-07-14 00:03:47,839 train 6000 5.031962e-01 75.371553
2021-07-14 00:05:23,673 train 7000 4.683518e-01 77.517051
2021-07-14 00:06:26,516 train_acc 78.835353
2021-07-14 00:06:26,545 valid 000 9.124116e-01 54.687500
2021-07-14 00:06:37,689 valid 1000 2.783716e-01 91.414835
2021-07-14 00:06:48,658 valid 2000 2.303420e-01 92.770802
2021-07-14 00:06:59,638 valid 3000 2.383068e-01 92.441061
2021-07-14 00:07:10,837 valid 4000 2.342165e-01 92.421426
2021-07-14 00:07:20,567 valid auc 014 0.823296
2021-07-14 00:07:20,568 valid_acc 92.170814
2021-07-14 00:07:20,580 epoch 15 lr 1.984732e-02
2021-07-14 00:07:20,640 train 000 3.743065e+00 0.000000
2021-07-14 00:08:55,710 train 1000 6.533306e-01 64.323177
2021-07-14 00:10:31,686 train 2000 6.929067e-01 63.101262
2021-07-14 00:12:07,861 train 3000 6.650571e-01 63.849029
2021-07-14 00:13:44,062 train 4000 5.768389e-01 69.947747
2021-07-14 00:15:20,205 train 5000 5.282893e-01 73.310963
2021-07-14 00:16:56,147 train 6000 4.976408e-01 75.383790
2021-07-14 00:18:31,873 train 7000 4.632752e-01 77.545172
2021-07-14 00:19:34,943 train_acc 78.876972
2021-07-14 00:19:34,973 valid 000 8.284335e-01 48.437500
2021-07-14 00:19:46,142 valid 1000 2.799854e-01 91.068307
2021-07-14 00:19:57,135 valid 2000 2.339456e-01 92.381153
2021-07-14 00:20:08,142 valid 3000 2.385250e-01 92.145327
2021-07-14 00:20:19,145 valid 4000 2.342234e-01 92.150400
2021-07-14 00:20:28,845 valid auc 015 0.829482
2021-07-14 00:20:28,846 valid_acc 91.924926
2021-07-14 00:20:28,859 epoch 16 lr 1.919783e-02
2021-07-14 00:20:28,919 train 000 3.796565e+00 0.000000
2021-07-14 00:22:04,022 train 1000 6.399018e-01 65.810752
2021-07-14 00:23:39,701 train 2000 6.876148e-01 63.740786
2021-07-14 00:25:14,665 train 3000 6.617391e-01 64.404573
2021-07-14 00:26:50,498 train 4000 5.759995e-01 70.333588
2021-07-14 00:28:26,221 train 5000 5.291864e-01 73.557788
2021-07-14 00:30:02,251 train 6000 4.989375e-01 75.592349
2021-07-14 00:31:38,006 train 7000 4.648474e-01 77.689571
2021-07-14 00:32:41,103 train_acc 78.992037
2021-07-14 00:32:41,133 valid 000 5.187433e-01 78.125000
2021-07-14 00:32:52,268 valid 1000 2.757668e-01 91.447615
2021-07-14 00:33:03,220 valid 2000 2.338868e-01 92.697401
2021-07-14 00:33:14,192 valid 3000 2.394025e-01 92.420235
2021-07-14 00:33:25,148 valid 4000 2.362787e-01 92.377687
2021-07-14 00:33:34,837 valid auc 016 0.826385
2021-07-14 00:33:34,837 valid_acc 92.050159
2021-07-14 00:33:34,850 epoch 17 lr 1.852192e-02
2021-07-14 00:33:34,909 train 000 3.716093e+00 0.000000
2021-07-14 00:35:10,438 train 1000 6.497180e-01 64.563561
2021-07-14 00:36:46,270 train 2000 6.873379e-01 62.574963
2021-07-14 00:38:21,824 train 3000 6.606475e-01 63.329411
2021-07-14 00:39:57,513 train 4000 5.721724e-01 69.638450
2021-07-14 00:41:33,715 train 5000 5.240656e-01 73.093194
2021-07-14 00:43:09,589 train 6000 4.932482e-01 75.244230
2021-07-14 00:44:45,278 train 7000 4.589218e-01 77.428225
2021-07-14 00:45:48,535 train_acc 78.762723
2021-07-14 00:45:48,566 valid 000 8.153825e-01 57.812500
2021-07-14 00:45:59,775 valid 1000 2.750897e-01 91.508492
2021-07-14 00:46:10,807 valid 2000 2.273620e-01 92.883246
2021-07-14 00:46:21,837 valid 3000 2.348561e-01 92.573830
2021-07-14 00:46:32,863 valid 4000 2.313102e-01 92.545614
2021-07-14 00:46:42,602 valid auc 017 0.825532
2021-07-14 00:46:42,603 valid_acc 92.258117
2021-07-14 00:46:42,615 epoch 18 lr 1.782224e-02
2021-07-14 00:46:42,679 train 000 3.756707e+00 0.000000
2021-07-14 00:48:18,787 train 1000 6.479362e-01 64.747752
2021-07-14 00:49:55,062 train 2000 6.874715e-01 62.356322
2021-07-14 00:51:31,181 train 3000 6.607989e-01 63.116461
2021-07-14 00:53:06,060 train 4000 5.737017e-01 69.413506
2021-07-14 00:54:42,257 train 5000 5.257027e-01 72.873863
2021-07-14 00:56:18,039 train 6000 4.947717e-01 75.087225
2021-07-14 00:57:54,119 train 7000 4.602754e-01 77.316857
2021-07-14 00:58:31,197 train_acc 78.666223
2021-07-14 00:58:31,210 valid 000 6.618373e-01 62.500000
2021-07-14 00:58:42,246 valid 1000 2.767071e-01 91.325862
2021-07-14 00:58:53,272 valid 2000 2.310308e-01 92.695840
2021-07-14 00:59:04,310 valid 3000 2.365906e-01 92.426483
2021-07-14 00:59:15,333 valid 4000 2.331026e-01 92.374172
2021-07-14 00:59:25,056 valid auc 018 0.825429
2021-07-14 00:59:25,057 valid_acc 92.098878
2021-07-14 00:59:25,069 epoch 19 lr 1.710156e-02
2021-07-14 00:59:25,124 train 000 3.735646e+00 0.000000
2021-07-14 01:00:26,270 train 1000 6.511288e-01 63.928259
2021-07-14 01:02:01,635 train 2000 6.861765e-01 61.724606
2021-07-14 01:03:37,185 train 3000 6.592376e-01 62.751999
2021-07-14 01:05:12,999 train 4000 5.714174e-01 69.178799
2021-07-14 01:06:48,591 train 5000 5.233591e-01 72.715457
2021-07-14 01:08:24,781 train 6000 4.922107e-01 74.963548
2021-07-14 01:09:59,864 train 7000 4.577164e-01 77.222897
2021-07-14 01:11:03,114 train_acc 78.577068
2021-07-14 01:11:03,144 valid 000 6.226227e-01 67.187500
2021-07-14 01:11:13,993 valid 1000 2.785897e-01 91.289960
2021-07-14 01:11:24,636 valid 2000 2.320642e-01 92.689593
2021-07-14 01:11:35,279 valid 3000 2.380043e-01 92.403574
2021-07-14 01:11:45,922 valid 4000 2.342987e-01 92.388622
2021-07-14 01:11:55,307 valid auc 019 0.821521
2021-07-14 01:11:55,307 valid_acc 92.136808
2021-07-14 01:11:55,319 epoch 20 lr 1.636271e-02
2021-07-14 01:11:55,379 train 000 3.728303e+00 0.000000
2021-07-14 01:13:31,486 train 1000 6.444438e-01 64.711851
2021-07-14 01:15:07,806 train 2000 6.728907e-01 62.403173
2021-07-14 01:16:43,780 train 3000 6.500532e-01 63.193519
2021-07-14 01:18:19,649 train 4000 5.643189e-01 69.526368
2021-07-14 01:19:55,699 train 5000 5.172156e-01 73.014772
2021-07-14 01:21:24,274 train 6000 4.872181e-01 75.211683
2021-07-14 01:23:00,229 train 7000 4.535105e-01 77.428894
2021-07-14 01:24:03,303 train_acc 78.766395
2021-07-14 01:24:03,333 valid 000 6.612338e-01 60.937500
2021-07-14 01:24:14,466 valid 1000 2.863594e-01 90.785777
2021-07-14 01:24:25,423 valid 2000 2.387535e-01 92.362413
2021-07-14 01:24:36,391 valid 3000 2.447038e-01 92.026616
2021-07-14 01:24:47,358 valid 4000 2.422140e-01 91.974663
2021-07-14 01:24:57,032 valid auc 020 0.818447
2021-07-14 01:24:57,033 valid_acc 91.616911
2021-07-14 01:24:57,045 epoch 21 lr 1.560862e-02
2021-07-14 01:24:57,109 train 000 3.730966e+00 0.000000
2021-07-14 01:26:28,201 train 1000 6.427933e-01 65.247253
2021-07-14 01:28:00,973 train 2000 6.677038e-01 62.953679
2021-07-14 01:29:36,340 train 3000 6.461189e-01 63.597551
2021-07-14 01:31:12,470 train 4000 5.603157e-01 69.869251
2021-07-14 01:32:48,108 train 5000 5.134236e-01 73.316899
2021-07-14 01:34:24,323 train 6000 4.837264e-01 75.473098
2021-07-14 01:36:00,547 train 7000 4.502891e-01 77.662120
2021-07-14 01:37:03,539 train_acc 78.981632
2021-07-14 01:37:03,568 valid 000 7.176507e-01 60.937500
2021-07-14 01:37:14,743 valid 1000 2.862885e-01 90.490759
2021-07-14 01:37:25,746 valid 2000 2.390951e-01 92.177349
2021-07-14 01:37:36,743 valid 3000 2.445821e-01 91.926649
2021-07-14 01:37:47,740 valid 4000 2.416389e-01 91.948107
2021-07-14 01:37:57,442 valid auc 021 0.817838
2021-07-14 01:37:57,443 valid_acc 91.671190
2021-07-14 01:37:57,455 epoch 22 lr 1.484227e-02
2021-07-14 01:37:57,518 train 000 3.679885e+00 0.000000
2021-07-14 01:39:32,575 train 1000 6.469486e-01 64.527660
2021-07-14 01:40:58,737 train 2000 6.659008e-01 62.467985
2021-07-14 01:42:34,147 train 3000 6.451071e-01 63.284114
2021-07-14 01:44:09,024 train 4000 5.592665e-01 69.674378
2021-07-14 01:45:43,864 train 5000 5.125099e-01 73.153807
2021-07-14 01:47:17,009 train 6000 4.825618e-01 75.361138
2021-07-14 01:48:52,321 train 7000 4.492635e-01 77.565482
2021-07-14 01:49:55,033 train_acc 78.888805
2021-07-14 01:49:55,064 valid 000 5.263135e-01 67.187500
2021-07-14 01:50:06,245 valid 1000 2.791136e-01 90.946553
2021-07-14 01:50:17,247 valid 2000 2.349501e-01 92.488131
2021-07-14 01:50:28,264 valid 3000 2.409402e-01 92.236963
2021-07-14 01:50:39,276 valid 4000 2.384450e-01 92.202340
2021-07-14 01:50:48,987 valid auc 022 0.821705
2021-07-14 01:50:48,988 valid_acc 91.891574
2021-07-14 01:50:49,000 epoch 23 lr 1.406667e-02
2021-07-14 01:50:49,063 train 000 3.703209e+00 0.000000
2021-07-14 01:52:24,112 train 1000 6.513077e-01 63.731581
2021-07-14 01:53:56,292 train 2000 6.671934e-01 61.782390
2021-07-14 01:55:24,631 train 3000 6.452847e-01 63.001395
2021-07-14 01:57:00,742 train 4000 5.594413e-01 69.434204
2021-07-14 01:58:35,204 train 5000 5.122786e-01 72.986965
2021-07-14 02:00:10,385 train 6000 4.824778e-01 75.216370
2021-07-14 02:01:45,586 train 7000 4.490899e-01 77.457238
2021-07-14 02:02:48,424 train_acc 78.803526
2021-07-14 02:02:48,454 valid 000 8.308501e-01 53.125000
2021-07-14 02:02:59,606 valid 1000 2.777050e-01 91.324301
2021-07-14 02:03:10,584 valid 2000 2.324509e-01 92.669290
2021-07-14 02:03:21,562 valid 3000 2.387972e-01 92.381185
2021-07-14 02:03:32,541 valid 4000 2.358176e-01 92.356989
2021-07-14 02:03:42,237 valid auc 023 0.820205
2021-07-14 02:03:42,238 valid_acc 92.079260
2021-07-14 02:03:42,250 epoch 24 lr 1.328488e-02
2021-07-14 02:03:42,314 train 000 3.719370e+00 0.000000
2021-07-14 02:05:17,682 train 1000 6.403011e-01 65.083354
2021-07-14 02:06:53,180 train 2000 6.595500e-01 62.458614
2021-07-14 02:08:28,578 train 3000 6.399573e-01 63.535072
2021-07-14 02:10:04,096 train 4000 5.537038e-01 69.941499
2021-07-14 02:11:39,504 train 5000 5.071623e-01 73.402819
2021-07-14 02:13:14,858 train 6000 4.777719e-01 75.592870
2021-07-14 02:14:50,331 train 7000 4.446710e-01 77.783977
2021-07-14 02:15:53,220 train_acc 79.101186
2021-07-14 02:15:53,250 valid 000 8.768291e-01 54.687500
2021-07-14 02:16:04,400 valid 1000 2.851983e-01 90.732705
2021-07-14 02:16:15,385 valid 2000 2.366103e-01 92.379591
2021-07-14 02:16:26,365 valid 3000 2.426001e-01 92.087013
2021-07-14 02:16:37,341 valid 4000 2.398886e-01 92.055111
2021-07-14 02:16:47,037 valid auc 024 0.817013
2021-07-14 02:16:47,038 valid_acc 91.751954
2021-07-14 02:16:47,051 epoch 25 lr 1.250000e-02
2021-07-14 02:16:47,114 train 000 3.669316e+00 0.000000
2021-07-14 02:18:22,468 train 1000 6.404137e-01 65.219156
2021-07-14 02:19:57,715 train 2000 6.622748e-01 62.182971
2021-07-14 02:21:33,470 train 3000 6.428835e-01 63.325246
2021-07-14 02:23:09,072 train 4000 5.571104e-01 69.712259
2021-07-14 02:24:44,564 train 5000 5.098745e-01 73.217232
2021-07-14 02:26:20,178 train 6000 4.798636e-01 75.429616
2021-07-14 02:27:55,994 train 7000 4.464185e-01 77.631990
2021-07-14 02:28:58,817 train_acc 78.969187
2021-07-14 02:28:58,848 valid 000 1.069356e+00 14.062500
2021-07-14 02:29:09,957 valid 1000 2.792882e-01 91.024600
2021-07-14 02:29:20,894 valid 2000 2.323326e-01 92.506091
2021-07-14 02:29:31,844 valid 3000 2.382411e-01 92.240087
2021-07-14 02:29:42,791 valid 4000 2.350416e-01 92.235144
2021-07-14 02:29:52,459 valid auc 025 0.821138
2021-07-14 02:29:52,460 valid_acc 91.963836
2021-07-14 02:29:52,472 epoch 26 lr 1.171512e-02
2021-07-14 02:29:52,535 train 000 3.648407e+00 0.000000
2021-07-14 02:31:28,093 train 1000 6.344000e-01 65.935627
2021-07-14 02:33:03,722 train 2000 6.553433e-01 63.430004
2021-07-14 02:34:39,422 train 3000 6.367202e-01 64.278053
2021-07-14 02:36:14,887 train 4000 5.508489e-01 70.517527
2021-07-14 02:37:50,821 train 5000 5.043300e-01 73.893346
2021-07-14 02:39:26,387 train 6000 4.749494e-01 76.010248
2021-07-14 02:41:02,150 train 7000 4.418979e-01 78.165619
2021-07-14 02:42:05,286 train_acc 79.454134
2021-07-14 02:42:05,316 valid 000 9.563675e-01 45.312500
2021-07-14 02:42:16,502 valid 1000 2.798895e-01 91.063624
2021-07-14 02:42:27,513 valid 2000 2.324585e-01 92.540449
2021-07-14 02:42:38,539 valid 3000 2.392796e-01 92.208326
2021-07-14 02:42:49,557 valid 4000 2.361924e-01 92.213275
2021-07-14 02:42:59,281 valid auc 026 0.820310
2021-07-14 02:42:59,281 valid_acc 91.936370
2021-07-14 02:42:59,294 epoch 27 lr 1.093333e-02
2021-07-14 02:42:59,356 train 000 3.653377e+00 0.000000
2021-07-14 02:44:35,357 train 1000 6.388668e-01 65.217595
2021-07-14 02:46:11,348 train 2000 6.517620e-01 63.711113
2021-07-14 02:47:46,927 train 3000 6.347194e-01 64.408218
2021-07-14 02:49:22,689 train 4000 5.498671e-01 70.559313
2021-07-14 02:50:58,383 train 5000 5.036922e-01 73.907718
2021-07-14 02:52:34,244 train 6000 4.742923e-01 76.033942
2021-07-14 02:54:10,317 train 7000 4.410778e-01 78.178117
2021-07-14 02:55:13,221 train_acc 79.462295
2021-07-14 02:55:13,251 valid 000 9.104106e-01 51.562500
2021-07-14 02:55:24,364 valid 1000 2.732000e-01 91.369568
2021-07-14 02:55:35,309 valid 2000 2.280350e-01 92.716923
2021-07-14 02:55:46,256 valid 3000 2.340809e-01 92.395243
2021-07-14 02:55:57,199 valid 4000 2.310123e-01 92.376906
2021-07-14 02:56:06,870 valid auc 027 0.827412
2021-07-14 02:56:06,870 valid_acc 92.149560
2021-07-14 02:56:06,883 epoch 28 lr 1.015773e-02
2021-07-14 02:56:06,944 train 000 3.655060e+00 0.000000
2021-07-14 02:57:33,524 train 1000 6.280286e-01 66.349276
2021-07-14 02:59:08,925 train 2000 6.476186e-01 64.134339
2021-07-14 03:00:44,887 train 3000 6.312092e-01 64.842969
2021-07-14 03:02:20,512 train 4000 5.465260e-01 70.931095
2021-07-14 03:03:55,222 train 5000 5.004552e-01 74.249525
2021-07-14 03:05:30,757 train 6000 4.712327e-01 76.318270
2021-07-14 03:07:06,171 train 7000 4.384607e-01 78.432099
2021-07-14 03:08:08,941 train_acc 79.699158
2021-07-14 03:08:08,972 valid 000 9.949572e-01 26.562500
2021-07-14 03:08:20,122 valid 1000 2.793064e-01 91.119818
2021-07-14 03:08:31,101 valid 2000 2.308839e-01 92.613068
2021-07-14 03:08:42,083 valid 3000 2.361362e-01 92.332764
2021-07-14 03:08:53,064 valid 4000 2.331388e-01 92.329261
2021-07-14 03:09:02,757 valid auc 028 0.822073
2021-07-14 03:09:02,758 valid_acc 92.061930
2021-07-14 03:09:02,770 epoch 29 lr 9.391376e-03
2021-07-14 03:09:02,833 train 000 3.567465e+00 0.000000
2021-07-14 03:10:38,104 train 1000 6.358403e-01 65.055257
2021-07-14 03:12:13,788 train 2000 6.475334e-01 63.584614
2021-07-14 03:13:49,320 train 3000 6.311116e-01 64.498292
2021-07-14 03:15:24,832 train 4000 5.454231e-01 70.691702
2021-07-14 03:17:00,308 train 5000 4.989631e-01 74.095493
2021-07-14 03:18:35,930 train 6000 4.693968e-01 76.232867
2021-07-14 03:20:11,894 train 7000 4.366728e-01 78.368269
2021-07-14 03:21:14,742 train_acc 79.649378
2021-07-14 03:21:14,771 valid 000 7.555476e-01 57.812500
2021-07-14 03:21:25,925 valid 1000 2.714854e-01 91.313374
2021-07-14 03:21:36,909 valid 2000 2.273412e-01 92.810626
2021-07-14 03:21:47,887 valid 3000 2.322611e-01 92.556127
2021-07-14 03:21:58,861 valid 4000 2.293547e-01 92.570607
2021-07-14 03:22:08,548 valid auc 029 0.831483
2021-07-14 03:22:08,549 valid_acc 92.270542
2021-07-14 03:22:08,561 epoch 30 lr 8.637288e-03
2021-07-14 03:22:08,623 train 000 3.590722e+00 0.000000
2021-07-14 03:23:43,980 train 1000 6.364871e-01 64.885115
2021-07-14 03:25:19,142 train 2000 6.464787e-01 63.619753
2021-07-14 03:26:53,914 train 3000 6.301598e-01 64.481110
2021-07-14 03:28:29,105 train 4000 5.438898e-01 70.739346
2021-07-14 03:30:03,717 train 5000 4.971497e-01 74.151107
2021-07-14 03:30:55,865 train 6000 4.677101e-01 76.280516
2021-07-14 03:32:26,348 train 7000 4.349832e-01 78.416030
2021-07-14 03:33:29,280 train_acc 79.696709
2021-07-14 03:33:29,310 valid 000 8.404346e-01 54.687500
2021-07-14 03:33:40,155 valid 1000 2.717781e-01 91.314935
2021-07-14 03:33:50,794 valid 2000 2.275159e-01 92.755966
2021-07-14 03:34:01,429 valid 3000 2.336386e-01 92.453036
2021-07-14 03:34:12,064 valid 4000 2.311980e-01 92.437438
2021-07-14 03:34:21,435 valid auc 030 0.827264
2021-07-14 03:34:21,436 valid_acc 92.181277
2021-07-14 03:34:21,448 epoch 31 lr 7.898443e-03
2021-07-14 03:34:21,510 train 000 3.610085e+00 0.000000
2021-07-14 03:35:53,434 train 1000 6.383771e-01 64.557318
2021-07-14 03:37:29,424 train 2000 6.467834e-01 63.135620
2021-07-14 03:39:05,310 train 3000 6.300149e-01 64.201516
2021-07-14 03:40:41,317 train 4000 5.432852e-01 70.559313
2021-07-14 03:42:17,292 train 5000 4.962843e-01 74.009886
2021-07-14 03:43:53,219 train 6000 4.666353e-01 76.184698
2021-07-14 03:45:28,516 train 7000 4.340013e-01 78.326534
2021-07-14 03:46:31,552 train_acc 79.616939
2021-07-14 03:46:31,582 valid 000 8.028842e-01 57.812500
2021-07-14 03:46:42,430 valid 1000 2.742386e-01 91.269668
2021-07-14 03:46:53,066 valid 2000 2.279671e-01 92.814530
2021-07-14 03:47:03,710 valid 3000 2.334035e-01 92.532177
2021-07-14 03:47:14,359 valid 4000 2.304643e-01 92.518277
2021-07-14 03:47:23,736 valid auc 031 0.827478
2021-07-14 03:47:23,737 valid_acc 92.267273
2021-07-14 03:47:23,749 epoch 32 lr 7.177759e-03
2021-07-14 03:47:23,807 train 000 3.628393e+00 0.000000
2021-07-14 03:48:59,554 train 1000 6.446903e-01 63.706606
2021-07-14 03:50:35,459 train 2000 6.481006e-01 63.013806
2021-07-14 03:52:11,587 train 3000 6.314610e-01 64.118211
2021-07-14 03:53:47,673 train 4000 5.436980e-01 70.508935
2021-07-14 03:55:23,230 train 5000 4.960609e-01 74.022695
2021-07-14 03:56:59,316 train 6000 4.660546e-01 76.216724
2021-07-14 03:57:59,570 train 7000 4.331553e-01 78.366483
2021-07-14 03:58:33,864 train_acc 79.656926
2021-07-14 03:58:33,876 valid 000 8.705551e-01 51.562500
2021-07-14 03:58:44,893 valid 1000 2.684225e-01 91.430445
2021-07-14 03:58:55,908 valid 2000 2.229150e-01 92.807502
2021-07-14 03:59:06,925 valid 3000 2.288355e-01 92.520722
2021-07-14 03:59:17,933 valid 4000 2.256167e-01 92.521791
2021-07-14 03:59:27,663 valid auc 032 0.833642
2021-07-14 03:59:27,664 valid_acc 92.259752
2021-07-14 03:59:27,676 epoch 33 lr 6.478079e-03
2021-07-14 03:59:27,730 train 000 3.521257e+00 0.000000
2021-07-14 04:00:19,942 train 1000 6.376523e-01 64.354396
2021-07-14 04:01:12,164 train 2000 6.442706e-01 63.399550
2021-07-14 04:02:04,392 train 3000 6.292647e-01 64.358755
2021-07-14 04:02:56,658 train 4000 5.418442e-01 70.692483
2021-07-14 04:03:49,534 train 5000 4.940866e-01 74.171728
2021-07-14 04:05:24,198 train 6000 4.639459e-01 76.357326
2021-07-14 04:07:00,058 train 7000 4.312223e-01 78.494144
2021-07-14 04:08:03,191 train_acc 79.777500
2021-07-14 04:08:03,222 valid 000 7.598348e-01 57.812500
2021-07-14 04:08:14,412 valid 1000 2.683691e-01 91.471029
2021-07-14 04:08:25,425 valid 2000 2.241625e-01 92.893397
2021-07-14 04:08:36,440 valid 3000 2.299419e-01 92.606110
2021-07-14 04:08:47,459 valid 4000 2.269981e-01 92.613565
2021-07-14 04:08:57,183 valid auc 033 0.832136
2021-07-14 04:08:57,183 valid_acc 92.359154
2021-07-14 04:08:57,196 epoch 34 lr 5.802165e-03
2021-07-14 04:08:57,259 train 000 3.560013e+00 0.000000
2021-07-14 04:10:33,162 train 1000 6.328895e-01 64.725899
2021-07-14 04:12:08,746 train 2000 6.414717e-01 63.405016
2021-07-14 04:13:43,888 train 3000 6.274354e-01 64.407697
2021-07-14 04:15:19,234 train 4000 5.398626e-01 70.747547
2021-07-14 04:16:54,085 train 5000 4.919288e-01 74.244214
2021-07-14 04:18:29,656 train 6000 4.618250e-01 76.416691
2021-07-14 04:20:05,418 train 7000 4.292375e-01 78.535656
2021-07-14 04:21:08,385 train_acc 79.816467
2021-07-14 04:21:08,415 valid 000 8.589593e-01 51.562500
2021-07-14 04:21:19,548 valid 1000 2.678846e-01 91.594343
2021-07-14 04:21:30,500 valid 2000 2.248023e-01 92.940249
2021-07-14 04:21:41,459 valid 3000 2.303902e-01 92.654011
2021-07-14 04:21:52,408 valid 4000 2.278637e-01 92.644417
2021-07-14 04:22:02,077 valid auc 034 0.832578
2021-07-14 04:22:02,078 valid_acc 92.413759
2021-07-14 04:22:02,090 epoch 35 lr 5.152684e-03
2021-07-14 04:22:02,150 train 000 3.531809e+00 0.000000
2021-07-14 04:23:36,634 train 1000 6.293021e-01 65.028721
2021-07-14 04:25:12,238 train 2000 6.393622e-01 63.422976
2021-07-14 04:26:21,354 train 3000 6.265639e-01 64.473301
2021-07-14 04:27:36,059 train 4000 5.384706e-01 70.833464
2021-07-14 04:29:11,954 train 5000 4.903751e-01 74.336695
2021-07-14 04:30:47,925 train 6000 4.602821e-01 76.526308
2021-07-14 04:32:23,928 train 7000 4.277128e-01 78.655281
2021-07-14 04:33:27,007 train_acc 79.937653
2021-07-14 04:33:27,036 valid 000 6.093900e-01 62.500000
2021-07-14 04:33:38,233 valid 1000 2.679730e-01 91.600587
2021-07-14 04:33:49,258 valid 2000 2.257832e-01 92.953523
2021-07-14 04:34:00,290 valid 3000 2.313738e-01 92.661821
2021-07-14 04:34:11,319 valid 4000 2.289359e-01 92.671363
2021-07-14 04:34:21,051 valid auc 035 0.832633
2021-07-14 04:34:21,052 valid_acc 92.420953
2021-07-14 04:34:21,064 epoch 36 lr 4.532200e-03
2021-07-14 04:34:21,126 train 000 3.538732e+00 0.000000
2021-07-14 04:35:57,029 train 1000 6.297285e-01 65.443931
2021-07-14 04:37:33,020 train 2000 6.392708e-01 63.484664
2021-07-14 04:39:09,017 train 3000 6.271469e-01 64.564416
2021-07-14 04:40:45,078 train 4000 5.386153e-01 70.910788
2021-07-14 04:42:20,803 train 5000 4.901745e-01 74.416992
2021-07-14 04:43:56,097 train 6000 4.597196e-01 76.608065
2021-07-14 04:45:13,206 train 7000 4.269146e-01 78.745224
2021-07-14 04:45:46,993 train_acc 80.025176
2021-07-14 04:45:47,005 valid 000 6.161743e-01 62.500000
2021-07-14 04:45:57,645 valid 1000 2.640977e-01 91.783217
2021-07-14 04:46:08,288 valid 2000 2.226274e-01 93.083146
2021-07-14 04:46:18,945 valid 3000 2.280656e-01 92.783135
2021-07-14 04:46:29,585 valid 4000 2.254519e-01 92.790084
2021-07-14 04:46:38,978 valid auc 036 0.838088
2021-07-14 04:46:38,979 valid_acc 92.532453
2021-07-14 04:46:38,991 epoch 37 lr 3.943161e-03
2021-07-14 04:46:39,044 train 000 3.529421e+00 0.000000
2021-07-14 04:47:30,507 train 1000 6.321152e-01 65.511051
2021-07-14 04:49:02,820 train 2000 6.406596e-01 62.934939
2021-07-14 04:50:38,403 train 3000 6.287065e-01 64.211929
2021-07-14 04:52:13,983 train 4000 5.394369e-01 70.642886
2021-07-14 04:53:49,604 train 5000 4.905999e-01 74.208908
2021-07-14 04:55:25,329 train 6000 4.593916e-01 76.470588
2021-07-14 04:57:00,948 train 7000 4.262676e-01 78.621581
2021-07-14 04:58:03,715 train_acc 79.915007
2021-07-14 04:58:03,744 valid 000 5.520790e-01 65.625000
2021-07-14 04:58:14,896 valid 1000 2.603595e-01 91.795704
2021-07-14 04:58:26,075 valid 2000 2.207141e-01 93.031609
2021-07-14 04:58:37,108 valid 3000 2.264812e-01 92.721697
2021-07-14 04:58:48,134 valid 4000 2.239268e-01 92.733848
2021-07-14 04:58:57,860 valid auc 037 0.840558
2021-07-14 04:58:57,860 valid_acc 92.480136
2021-07-14 04:58:57,873 epoch 38 lr 3.387892e-03
2021-07-14 04:58:57,939 train 000 3.556058e+00 0.000000
2021-07-14 05:00:33,522 train 1000 6.387859e-01 65.354958
2021-07-14 05:02:09,112 train 2000 6.436106e-01 63.243378
2021-07-14 05:03:44,752 train 3000 6.316642e-01 64.394160
2021-07-14 05:05:20,528 train 4000 5.409455e-01 70.820576
2021-07-14 05:06:56,342 train 5000 4.911900e-01 74.370126
2021-07-14 05:08:31,795 train 6000 4.596738e-01 76.606243
2021-07-14 05:10:07,152 train 7000 4.263390e-01 78.742992
2021-07-14 05:11:09,960 train_acc 80.027828
2021-07-14 05:11:09,991 valid 000 5.740516e-01 65.625000
2021-07-14 05:11:21,122 valid 1000 2.624375e-01 91.653659
2021-07-14 05:11:32,069 valid 2000 2.220481e-01 92.960551
2021-07-14 05:11:43,020 valid 3000 2.281122e-01 92.639953
2021-07-14 05:11:53,971 valid 4000 2.256436e-01 92.670973
2021-07-14 05:12:03,641 valid auc 038 0.839957
2021-07-14 05:12:03,642 valid_acc 92.420626
2021-07-14 05:12:03,654 epoch 39 lr 2.868584e-03
2021-07-14 05:12:03,714 train 000 3.583361e+00 0.000000
2021-07-14 05:13:38,703 train 1000 6.409387e-01 65.417395
2021-07-14 05:15:14,234 train 2000 6.444913e-01 63.377686
2021-07-14 05:16:49,611 train 3000 6.336424e-01 64.527970
2021-07-14 05:18:24,842 train 4000 5.424535e-01 70.929924
2021-07-14 05:20:00,310 train 5000 4.916228e-01 74.493851
2021-07-14 05:21:35,890 train 6000 4.596034e-01 76.719245
2021-07-14 05:23:11,455 train 7000 4.261323e-01 78.855030
2021-07-14 05:24:14,333 train_acc 80.130448
2021-07-14 05:24:14,363 valid 000 5.492314e-01 65.625000
2021-07-14 05:24:25,485 valid 1000 2.614808e-01 91.695804
2021-07-14 05:24:36,435 valid 2000 2.225738e-01 92.941810
2021-07-14 05:24:47,382 valid 3000 2.294236e-01 92.611838
2021-07-14 05:24:58,330 valid 4000 2.269618e-01 92.640902
2021-07-14 05:25:08,018 valid auc 039 0.836746
2021-07-14 05:25:08,019 valid_acc 92.382369
2021-07-14 05:25:08,031 epoch 40 lr 2.387288e-03
2021-07-14 05:25:08,095 train 000 3.632402e+00 0.000000
2021-07-14 05:26:43,753 train 1000 6.487385e-01 65.219156
2021-07-14 05:28:19,003 train 2000 6.485844e-01 63.427661
2021-07-14 05:29:54,450 train 3000 6.376152e-01 64.522243
2021-07-14 05:31:29,666 train 4000 5.457927e-01 70.917817
2021-07-14 05:33:05,104 train 5000 4.940272e-01 74.501662
2021-07-14 05:34:40,836 train 6000 4.611121e-01 76.758561
2021-07-14 05:36:16,650 train 7000 4.270102e-01 78.901228
2021-07-14 05:37:19,514 train_acc 80.176760
2021-07-14 05:37:19,544 valid 000 4.899368e-01 70.312500
2021-07-14 05:37:30,670 valid 1000 2.610020e-01 92.037650
2021-07-14 05:37:41,622 valid 2000 2.220415e-01 93.263524
2021-07-14 05:37:52,580 valid 3000 2.274463e-01 92.921110
2021-07-14 05:38:03,529 valid 4000 2.249118e-01 92.904899
2021-07-14 05:38:13,195 valid auc 040 0.842040
2021-07-14 05:38:13,196 valid_acc 92.637740
2021-07-14 05:38:13,208 epoch 41 lr 1.945901e-03
2021-07-14 05:38:13,269 train 000 3.610065e+00 0.000000
2021-07-14 05:39:48,274 train 1000 6.601510e-01 64.699363
2021-07-14 05:41:23,649 train 2000 6.545330e-01 63.116098
2021-07-14 05:42:59,323 train 3000 6.421000e-01 64.323871
2021-07-14 05:44:34,918 train 4000 5.498263e-01 70.788162
2021-07-14 05:46:10,516 train 5000 4.967704e-01 74.404182
2021-07-14 05:47:45,886 train 6000 4.626876e-01 76.726796
2021-07-14 05:48:56,055 train 7000 4.280253e-01 78.886275
2021-07-14 05:49:29,797 train_acc 80.170435
2021-07-14 05:49:29,810 valid 000 4.446199e-01 73.437500
2021-07-14 05:49:40,444 valid 1000 2.592656e-01 91.998626
2021-07-14 05:49:51,077 valid 2000 2.220950e-01 93.219015
2021-07-14 05:50:01,722 valid 3000 2.281600e-01 92.888829
2021-07-14 05:50:12,355 valid 4000 2.262435e-01 92.859988
2021-07-14 05:50:21,720 valid auc 041 0.843577
2021-07-14 05:50:21,721 valid_acc 92.590001
2021-07-14 05:50:21,733 epoch 42 lr 1.546166e-03
2021-07-14 05:50:21,786 train 000 3.669589e+00 0.000000
2021-07-14 05:51:13,140 train 1000 6.754335e-01 63.907967
2021-07-14 05:52:34,996 train 2000 6.627847e-01 62.591361
2021-07-14 05:54:05,942 train 3000 6.478767e-01 64.026054
2021-07-14 05:55:41,297 train 4000 5.554103e-01 70.544083
2021-07-14 05:57:16,762 train 5000 5.008835e-01 74.238590
2021-07-14 05:58:52,013 train 6000 4.658271e-01 76.589058
2021-07-14 06:00:27,523 train 7000 4.306330e-01 78.777362
2021-07-14 06:01:30,695 train_acc 80.076792
2021-07-14 06:01:30,725 valid 000 4.483523e-01 76.562500
2021-07-14 06:01:41,581 valid 1000 2.618877e-01 91.922140
2021-07-14 06:01:52,213 valid 2000 2.247636e-01 93.151862
2021-07-14 06:02:02,847 valid 3000 2.306745e-01 92.831035
2021-07-14 06:02:13,496 valid 4000 2.287856e-01 92.813125
2021-07-14 06:02:22,850 valid auc 042 0.842172
2021-07-14 06:02:22,851 valid_acc 92.528856
2021-07-14 06:02:22,863 epoch 43 lr 1.189662e-03
2021-07-14 06:02:22,925 train 000 3.655451e+00 0.000000
2021-07-14 06:03:58,657 train 1000 6.944305e-01 62.904283
2021-07-14 06:05:34,743 train 2000 6.730047e-01 62.084583
2021-07-14 06:07:10,628 train 3000 6.546794e-01 63.595989
2021-07-14 06:08:46,482 train 4000 5.616567e-01 70.214087
2021-07-14 06:10:21,777 train 5000 5.053559e-01 74.015509
2021-07-14 06:11:56,386 train 6000 4.690394e-01 76.427887
2021-07-14 06:13:32,354 train 7000 4.332226e-01 78.639212
2021-07-14 06:14:34,944 train_acc 79.953566
2021-07-14 06:14:34,976 valid 000 4.818079e-01 79.687500
2021-07-14 06:14:45,831 valid 1000 2.592271e-01 92.039211
2021-07-14 06:14:56,475 valid 2000 2.200073e-01 93.283827
2021-07-14 06:15:07,118 valid 3000 2.257486e-01 92.939853
2021-07-14 06:15:17,756 valid 4000 2.230001e-01 92.930674
2021-07-14 06:15:27,129 valid auc 043 0.844650
2021-07-14 06:15:27,130 valid_acc 92.643299
2021-07-14 06:15:27,142 epoch 44 lr 8.777939e-04
2021-07-14 06:15:27,204 train 000 3.712720e+00 0.000000
2021-07-14 06:17:03,199 train 1000 7.229007e-01 61.043644
2021-07-14 06:18:39,350 train 2000 6.876635e-01 60.899238
2021-07-14 06:20:13,618 train 3000 6.650922e-01 62.733256
2021-07-14 06:21:49,260 train 4000 5.705168e-01 69.561125
2021-07-14 06:23:24,909 train 5000 5.120646e-01 73.474680
2021-07-14 06:24:59,170 train 6000 4.743107e-01 75.968589
2021-07-14 06:26:34,576 train 7000 4.378229e-01 78.250429
2021-07-14 06:27:37,565 train_acc 79.601842
2021-07-14 06:27:37,595 valid 000 5.756435e-01 68.750000
2021-07-14 06:27:48,445 valid 1000 2.570885e-01 92.282717
2021-07-14 06:27:59,084 valid 2000 2.183558e-01 93.483727
2021-07-14 06:28:09,752 valid 3000 2.238541e-01 93.126250
2021-07-14 06:28:20,388 valid 4000 2.211986e-01 93.081417
2021-07-14 06:28:29,748 valid auc 044 0.846907
2021-07-14 06:28:29,749 valid_acc 92.807115
2021-07-14 06:28:29,761 epoch 45 lr 6.117935e-04
2021-07-14 06:28:29,823 train 000 3.680090e+00 0.000000
2021-07-14 06:30:05,722 train 1000 7.559182e-01 59.172078
2021-07-14 06:31:41,672 train 2000 7.059812e-01 59.605354
2021-07-14 06:33:17,789 train 3000 6.788725e-01 61.667465
2021-07-14 06:34:53,821 train 4000 5.818259e-01 68.809751
2021-07-14 06:36:29,730 train 5000 5.211795e-01 72.901357
2021-07-14 06:38:05,902 train 6000 4.814145e-01 75.529860
2021-07-14 06:39:41,576 train 7000 4.436202e-01 77.888873
2021-07-14 06:40:44,544 train_acc 79.282352
2021-07-14 06:40:44,575 valid 000 5.106519e-01 79.687500
2021-07-14 06:40:55,698 valid 1000 2.563961e-01 92.429446
2021-07-14 06:41:06,639 valid 2000 2.179124e-01 93.578211
2021-07-14 06:41:17,586 valid 3000 2.225391e-01 93.253811
2021-07-14 06:41:28,528 valid 4000 2.196791e-01 93.199747
2021-07-14 06:41:38,203 valid auc 045 0.850080
2021-07-14 06:41:38,204 valid_acc 92.937580
2021-07-14 06:41:38,217 epoch 46 lr 3.927105e-04
2021-07-14 06:41:38,279 train 000 3.531197e+00 0.000000
2021-07-14 06:43:13,885 train 1000 8.018297e-01 59.097153
2021-07-14 06:44:49,259 train 2000 7.309976e-01 59.011900
2021-07-14 06:46:24,624 train 3000 6.987331e-01 60.871897
2021-07-14 06:47:59,818 train 4000 6.001099e-01 68.243095
2021-07-14 06:49:32,260 train 5000 5.356380e-01 72.462695
2021-07-14 06:51:07,692 train 6000 4.930175e-01 75.173148
2021-07-14 06:52:42,577 train 7000 4.535787e-01 77.585791
2021-07-14 06:53:45,023 train_acc 79.005094
2021-07-14 06:53:45,053 valid 000 5.165099e-01 81.250000
2021-07-14 06:53:56,194 valid 1000 2.565043e-01 92.515297
2021-07-14 06:54:07,161 valid 2000 2.191749e-01 93.660201
2021-07-14 06:54:18,305 valid 3000 2.228367e-01 93.344406
2021-07-14 06:54:28,945 valid 4000 2.200659e-01 93.289959
2021-07-14 06:54:38,316 valid auc 046 0.852853
2021-07-14 06:54:38,316 valid_acc 93.026191
2021-07-14 06:54:38,328 epoch 47 lr 2.214094e-04
2021-07-14 06:54:38,388 train 000 3.401404e+00 0.000000
2021-07-14 06:55:40,529 train 1000 8.733379e-01 58.029471
2021-07-14 06:56:31,851 train 2000 7.687713e-01 58.151393
2021-07-14 06:57:23,169 train 3000 7.282376e-01 59.494752
2021-07-14 06:58:14,533 train 4000 6.307960e-01 67.115252
2021-07-14 06:59:26,630 train 5000 5.610643e-01 71.576622
2021-07-14 07:01:02,261 train 6000 5.141100e-01 74.449050
2021-07-14 07:02:38,086 train 7000 4.722745e-01 76.953292
2021-07-14 07:03:30,666 train_acc 78.428136
2021-07-14 07:03:30,678 valid 000 5.194320e-01 79.687500
2021-07-14 07:03:41,342 valid 1000 2.577362e-01 92.574613
2021-07-14 07:03:52,008 valid 2000 2.219485e-01 93.671914
2021-07-14 07:04:02,677 valid 3000 2.245473e-01 93.382935
2021-07-14 07:04:13,338 valid 4000 2.218560e-01 93.303627
2021-07-14 07:04:22,726 valid auc 047 0.855102
2021-07-14 07:04:22,727 valid_acc 93.060197
2021-07-14 07:04:22,739 epoch 48 lr 9.856623e-05
2021-07-14 07:04:22,793 train 000 3.109689e+00 0.000000
2021-07-14 07:05:14,224 train 1000 1.042264e+00 54.801449
2021-07-14 07:06:13,575 train 2000 8.516935e-01 57.664918
2021-07-14 07:07:49,028 train 3000 7.900318e-01 57.789591
2021-07-14 07:09:24,558 train 4000 6.970357e-01 65.005624
2021-07-14 07:11:00,395 train 5000 6.185441e-01 69.859466
2021-07-14 07:12:36,321 train 6000 5.630029e-01 73.033661
2021-07-14 07:14:12,124 train 7000 5.159432e-01 75.754133
2021-07-14 07:15:15,250 train_acc 77.330529
2021-07-14 07:15:15,281 valid 000 4.917920e-01 81.250000
2021-07-14 07:15:26,171 valid 1000 2.696781e-01 92.535589
2021-07-14 07:15:36,844 valid 2000 2.375324e-01 93.593047
2021-07-14 07:15:47,521 valid 3000 2.382686e-01 93.342844
2021-07-14 07:15:58,197 valid 4000 2.357349e-01 93.279805
2021-07-14 07:16:07,591 valid auc 048 0.856753
2021-07-14 07:16:07,591 valid_acc 93.026518
2021-07-14 07:16:07,603 epoch 49 lr 2.466589e-05
2021-07-14 07:16:07,662 train 000 2.591751e+00 0.000000
2021-07-14 07:17:43,115 train 1000 1.205669e+00 51.738886
2021-07-14 07:19:19,073 train 2000 1.014825e+00 56.511588
2021-07-14 07:20:54,508 train 3000 9.831292e-01 53.629519
2021-07-14 07:22:29,938 train 4000 8.280038e-01 62.867877
2021-07-14 07:24:05,896 train 5000 7.285645e-01 68.157931
2021-07-14 07:25:41,428 train 6000 6.579849e-01 71.580518
2021-07-14 07:27:17,270 train 7000 6.031074e-01 74.472620
2021-07-14 07:28:20,067 train_acc 76.149479
2021-07-14 07:28:20,097 valid 000 4.133264e-01 82.812500
2021-07-14 07:28:31,281 valid 1000 3.289144e-01 91.805070
2021-07-14 07:28:42,294 valid 2000 3.024082e-01 92.943372
2021-07-14 07:28:53,306 valid 3000 2.996468e-01 92.838845
2021-07-14 07:29:04,321 valid 4000 2.973135e-01 92.833432
2021-07-14 07:29:14,026 valid auc 049 0.857425
2021-07-14 07:29:14,027 valid_acc 92.579538
