2022-09-10 15:44:40,736 args = Namespace(arch='EC_C10', auto_aug=False, auxiliary=True, auxiliary_weight=0.4, batch_size=96, cutout=True, cutout_length=16, data='dataset/cifar10', dataset='cifar10', drop_path_prob=0.2, epochs=600, grad_clip=5, init_channels=36, layers=20, learning_rate=0.025, model_path='saved_models', momentum=0.9, report_freq=50, resume=False, resume_path='', save='logs/DARTS_train_cifar10/EC_C10', seed=0, weight_decay=0.0003)
2022-09-10 15:44:44,470 param size = 3.544606MB
2022-09-10 15:44:46,353 epoch 0 lr 2.499966e-02
2022-09-10 15:44:47,387 train 000 [data/s: 0.19627][batch/s: 1.02981][loss: 3.381842e+00][top1: 11.458333][top5: 57.291664]
2022-09-10 15:45:04,088 train 050 [data/s: 0.00425][batch/s: 0.34765][loss: 3.192573e+00][top1: 14.113562][top5: 59.599671]
2022-09-10 15:45:20,189 train 100 [data/s: 0.00233][batch/s: 0.33497][loss: 3.027699e+00][top1: 18.739686][top5: 68.976895]
2022-09-10 15:45:35,902 train 150 [data/s: 0.00169][batch/s: 0.32811][loss: 2.925532e+00][top1: 22.075054][top5: 73.144313]
2022-09-10 15:45:51,568 train 200 [data/s: 0.00136][batch/s: 0.32443][loss: 2.839665e+00][top1: 24.419568][top5: 76.088306]
2022-09-10 15:46:07,371 train 250 [data/s: 0.00117][batch/s: 0.32276][loss: 2.754073e+00][top1: 26.759627][top5: 78.473603]
2022-09-10 15:46:23,049 train 300 [data/s: 0.00103][batch/s: 0.32123][loss: 2.691462e+00][top1: 28.644102][top5: 80.035297]
2022-09-10 15:46:38,803 train 350 [data/s: 0.00094][batch/s: 0.32036][loss: 2.635808e+00][top1: 30.229106][top5: 81.347932]
2022-09-10 15:46:54,458 train 400 [data/s: 0.00086][batch/s: 0.31945][loss: 2.584390e+00][top1: 31.707189][top5: 82.491685]
2022-09-10 15:47:10,092 train 450 [data/s: 0.00080][batch/s: 0.31870][loss: 2.535865e+00][top1: 32.966093][top5: 83.430337]
2022-09-10 15:47:25,729 train 500 [data/s: 0.00076][batch/s: 0.31811][loss: 2.490797e+00][top1: 34.202427][top5: 84.277276]
2022-09-10 15:47:32,043 train_acc 34.619999
2022-09-10 15:47:32,242 valid 000 [data/s: 0.13951][batch/s: 0.19434][loss: 1.238418e+00][top1: 56.249996][top5: 93.750000]
2022-09-10 15:47:34,982 valid 050 [data/s: 0.00304][batch/s: 0.05754][loss: 1.431983e+00][top1: 50.102122][top5: 92.544933]
2022-09-10 15:47:37,722 valid 100 [data/s: 0.00169][batch/s: 0.05618][loss: 1.434163e+00][top1: 49.546203][top5: 92.677390]
2022-09-10 15:47:38,104 valid_acc 49.329998	best_val_acc 49.329998
2022-09-10 15:47:38,445 epoch 1 lr 2.499880e-02
2022-09-10 15:47:38,952 train 000 [data/s: 0.17514][batch/s: 0.50198][loss: 2.137705e+00][top1: 45.833332][top5: 86.458328]
2022-09-10 15:47:55,034 train 050 [data/s: 0.00379][batch/s: 0.32518][loss: 2.024261e+00][top1: 47.855390][top5: 92.258985]
2022-09-10 15:48:11,158 train 100 [data/s: 0.00210][batch/s: 0.32384][loss: 2.007163e+00][top1: 48.122936][top5: 92.285476]
2022-09-10 15:48:27,320 train 150 [data/s: 0.00152][batch/s: 0.32364][loss: 1.985484e+00][top1: 48.482338][top5: 92.480682]
2022-09-10 15:48:43,407 train 200 [data/s: 0.00123][batch/s: 0.32317][loss: 1.959463e+00][top1: 49.321101][top5: 92.760155]
2022-09-10 15:48:59,484 train 250 [data/s: 0.00106][batch/s: 0.32284][loss: 1.942821e+00][top1: 49.925297][top5: 92.870184]
2022-09-10 15:49:15,560 train 300 [data/s: 0.00094][batch/s: 0.32263][loss: 1.913786e+00][top1: 50.685214][top5: 93.158220]
2022-09-10 15:49:31,668 train 350 [data/s: 0.00086][batch/s: 0.32256][loss: 1.893639e+00][top1: 51.225663][top5: 93.304841]
2022-09-10 15:49:47,813 train 400 [data/s: 0.00079][batch/s: 0.32260][loss: 1.872542e+00][top1: 51.704071][top5: 93.461656]
2022-09-10 15:50:03,881 train 450 [data/s: 0.00074][batch/s: 0.32246][loss: 1.851114e+00][top1: 52.342016][top5: 93.609107]
2022-09-10 15:50:19,963 train 500 [data/s: 0.00071][batch/s: 0.32238][loss: 1.826939e+00][top1: 52.973218][top5: 93.772869]
2022-09-10 15:50:26,408 train_acc 53.169998
2022-09-10 15:50:26,588 valid 000 [data/s: 0.11945][batch/s: 0.17429][loss: 1.187942e+00][top1: 53.124996][top5: 96.875000]
2022-09-10 15:50:29,328 valid 050 [data/s: 0.00264][batch/s: 0.05715][loss: 1.138426e+00][top1: 59.334148][top5: 96.017155]
2022-09-10 15:50:32,067 valid 100 [data/s: 0.00148][batch/s: 0.05598][loss: 1.141665e+00][top1: 59.653463][top5: 95.946780]
2022-09-10 15:50:32,458 valid_acc 59.559998	best_val_acc 59.559998
2022-09-10 15:50:32,879 epoch 2 lr 2.499760e-02
2022-09-10 15:50:33,394 train 000 [data/s: 0.17927][batch/s: 0.51023][loss: 1.739757e+00][top1: 54.166664][top5: 94.791664]
2022-09-10 15:50:50,669 train 050 [data/s: 0.00387][batch/s: 0.34873][loss: 1.584770e+00][top1: 59.885618][top5: 95.772056]
2022-09-10 15:51:06,859 train 100 [data/s: 0.00214][batch/s: 0.33640][loss: 1.580654e+00][top1: 59.880360][top5: 95.853958]
2022-09-10 15:51:22,974 train 150 [data/s: 0.00154][batch/s: 0.33172][loss: 1.570270e+00][top1: 60.126929][top5: 95.826432]
2022-09-10 15:51:39,074 train 200 [data/s: 0.00125][batch/s: 0.32931][loss: 1.554249e+00][top1: 60.494400][top5: 95.973256]
2022-09-10 15:51:55,180 train 250 [data/s: 0.00107][batch/s: 0.32788][loss: 1.538325e+00][top1: 60.877321][top5: 96.061584]
2022-09-10 15:52:11,326 train 300 [data/s: 0.00095][batch/s: 0.32705][loss: 1.522439e+00][top1: 61.309521][top5: 96.144793]
2022-09-10 15:52:27,660 train 350 [data/s: 0.00087][batch/s: 0.32700][loss: 1.504776e+00][top1: 61.891616][top5: 96.239907]
2022-09-10 15:52:43,986 train 400 [data/s: 0.00081][batch/s: 0.32694][loss: 1.490995e+00][top1: 62.240230][top5: 96.324291]
2022-09-10 15:53:00,062 train 450 [data/s: 0.00076][batch/s: 0.32634][loss: 1.477553e+00][top1: 62.622410][top5: 96.357629]
2022-09-10 15:53:16,134 train 500 [data/s: 0.00072][batch/s: 0.32585][loss: 1.464619e+00][top1: 62.998999][top5: 96.427975]
2022-09-10 15:53:22,601 train_acc 63.185997
2022-09-10 15:53:22,782 valid 000 [data/s: 0.12188][batch/s: 0.17678][loss: 7.982160e-01][top1: 69.791664][top5: 96.875000]
2022-09-10 15:53:25,521 valid 050 [data/s: 0.00268][batch/s: 0.05717][loss: 8.753928e-01][top1: 69.260618][top5: 97.508167]
2022-09-10 15:53:28,259 valid 100 [data/s: 0.00149][batch/s: 0.05598][loss: 8.838941e-01][top1: 69.152225][top5: 97.535063]
2022-09-10 15:53:28,663 valid_acc 69.049997	best_val_acc 69.049997
2022-09-10 15:53:28,993 epoch 3 lr 2.499606e-02
2022-09-10 15:53:29,498 train 000 [data/s: 0.17119][batch/s: 0.50012][loss: 1.535490e+00][top1: 62.499996][top5: 97.916664]
2022-09-10 15:53:45,589 train 050 [data/s: 0.00370][batch/s: 0.32532][loss: 1.346503e+00][top1: 65.931370][top5: 96.691174]
2022-09-10 15:54:01,780 train 100 [data/s: 0.00205][batch/s: 0.32458][loss: 1.330557e+00][top1: 66.419139][top5: 97.153462]
2022-09-10 15:54:17,871 train 150 [data/s: 0.00150][batch/s: 0.32366][loss: 1.319188e+00][top1: 66.756344][top5: 97.157834]
2022-09-10 15:54:33,997 train 200 [data/s: 0.00121][batch/s: 0.32338][loss: 1.313404e+00][top1: 67.050163][top5: 97.123753]
2022-09-10 15:54:50,095 train 250 [data/s: 0.00104][batch/s: 0.32310][loss: 1.305081e+00][top1: 67.189572][top5: 97.169652]
2022-09-10 15:55:06,315 train 300 [data/s: 0.00093][batch/s: 0.32331][loss: 1.300544e+00][top1: 67.303430][top5: 97.144931]
2022-09-10 15:55:22,815 train 350 [data/s: 0.00085][batch/s: 0.32426][loss: 1.293860e+00][top1: 67.640073][top5: 97.165833]
2022-09-10 15:55:39,042 train 400 [data/s: 0.00079][batch/s: 0.32430][loss: 1.285334e+00][top1: 67.934328][top5: 97.215292]
2022-09-10 15:55:55,130 train 450 [data/s: 0.00074][batch/s: 0.32402][loss: 1.273626e+00][top1: 68.165648][top5: 97.318456]
2022-09-10 15:56:11,264 train 500 [data/s: 0.00070][batch/s: 0.32388][loss: 1.262726e+00][top1: 68.471388][top5: 97.378158]
2022-09-10 15:56:17,738 train_acc 68.479997
2022-09-10 15:56:17,933 valid 000 [data/s: 0.12158][batch/s: 0.18973][loss: 7.184172e-01][top1: 78.125000][top5: 98.958328]
2022-09-10 15:56:20,674 valid 050 [data/s: 0.00270][batch/s: 0.05747][loss: 8.140345e-01][top1: 72.691991][top5: 97.896239]
2022-09-10 15:56:23,414 valid 100 [data/s: 0.00151][batch/s: 0.05615][loss: 8.179431e-01][top1: 72.545377][top5: 97.999172]
2022-09-10 15:56:23,818 valid_acc 72.409997	best_val_acc 72.409997
2022-09-10 15:56:24,293 epoch 4 lr 2.499417e-02
2022-09-10 15:56:24,905 train 000 [data/s: 0.17068][batch/s: 0.60660][loss: 1.142485e+00][top1: 76.041664][top5: 97.916664]
2022-09-10 15:56:41,744 train 050 [data/s: 0.00372][batch/s: 0.34209][loss: 1.169960e+00][top1: 71.058004][top5: 97.753266]
2022-09-10 15:56:59,280 train 100 [data/s: 0.00207][batch/s: 0.34635][loss: 1.167052e+00][top1: 70.936466][top5: 97.823842]
2022-09-10 15:57:16,908 train 150 [data/s: 0.00151][batch/s: 0.34841][loss: 1.151774e+00][top1: 71.261035][top5: 97.930461]
2022-09-10 15:57:33,834 train 200 [data/s: 0.00123][batch/s: 0.34595][loss: 1.145235e+00][top1: 71.517410][top5: 97.906299]
2022-09-10 15:57:49,938 train 250 [data/s: 0.00106][batch/s: 0.34119][loss: 1.135841e+00][top1: 71.692394][top5: 97.937414]
2022-09-10 15:58:06,044 train 300 [data/s: 0.00095][batch/s: 0.33802][loss: 1.132122e+00][top1: 71.906144][top5: 97.927046]
2022-09-10 15:58:22,257 train 350 [data/s: 0.00086][batch/s: 0.33606][loss: 1.126128e+00][top1: 72.044157][top5: 97.904793]
2022-09-10 15:58:38,574 train 400 [data/s: 0.00080][batch/s: 0.33485][loss: 1.121518e+00][top1: 72.158144][top5: 97.981606]
2022-09-10 15:58:54,735 train 450 [data/s: 0.00075][batch/s: 0.33356][loss: 1.112829e+00][top1: 72.396986][top5: 97.997503]
2022-09-10 15:59:10,817 train 500 [data/s: 0.00071][batch/s: 0.33237][loss: 1.107606e+00][top1: 72.509146][top5: 98.035177]
2022-09-10 15:59:17,281 train_acc 72.583998
2022-09-10 15:59:17,467 valid 000 [data/s: 0.12614][batch/s: 0.18099][loss: 6.730029e-01][top1: 73.958328][top5: 98.958328]
2022-09-10 15:59:20,205 valid 050 [data/s: 0.00277][batch/s: 0.05725][loss: 8.259240e-01][top1: 73.468135][top5: 98.059637]
2022-09-10 15:59:22,943 valid 100 [data/s: 0.00154][batch/s: 0.05601][loss: 8.317509e-01][top1: 72.772275][top5: 98.287951]
2022-09-10 15:59:23,351 valid_acc 72.689997	best_val_acc 72.689997
2022-09-10 15:59:23,701 epoch 5 lr 2.499195e-02
2022-09-10 15:59:24,212 train 000 [data/s: 0.16920][batch/s: 0.50661][loss: 9.961567e-01][top1: 77.083328][top5: 100.000000]
2022-09-10 15:59:40,432 train 050 [data/s: 0.00367][batch/s: 0.32798][loss: 1.040040e+00][top1: 74.489376][top5: 97.998363]
2022-09-10 15:59:56,636 train 100 [data/s: 0.00203][batch/s: 0.32605][loss: 1.020513e+00][top1: 74.834981][top5: 98.236383]
2022-09-10 16:00:13,023 train 150 [data/s: 0.00148][batch/s: 0.32660][loss: 1.013787e+00][top1: 75.172459][top5: 98.309876]
2022-09-10 16:00:29,302 train 200 [data/s: 0.00120][batch/s: 0.32635][loss: 1.013030e+00][top1: 75.139923][top5: 98.372717]
2022-09-10 16:00:45,439 train 250 [data/s: 0.00103][batch/s: 0.32563][loss: 1.006673e+00][top1: 75.273902][top5: 98.393922]
2022-09-10 16:01:01,823 train 300 [data/s: 0.00092][batch/s: 0.32597][loss: 1.004769e+00][top1: 75.325302][top5: 98.463452]
2022-09-10 16:01:18,197 train 350 [data/s: 0.00085][batch/s: 0.32618][loss: 1.001317e+00][top1: 75.406574][top5: 98.468658]
2022-09-10 16:01:35,032 train 400 [data/s: 0.00079][batch/s: 0.32750][loss: 9.992130e-01][top1: 75.428613][top5: 98.477761]
2022-09-10 16:01:51,123 train 450 [data/s: 0.00074][batch/s: 0.32687][loss: 9.985593e-01][top1: 75.427289][top5: 98.473297]
2022-09-10 16:02:07,248 train 500 [data/s: 0.00070][batch/s: 0.32643][loss: 9.958443e-01][top1: 75.540583][top5: 98.463487]
2022-09-10 16:02:13,784 train_acc 75.543997
2022-09-10 16:02:13,962 valid 000 [data/s: 0.11892][batch/s: 0.17393][loss: 6.001137e-01][top1: 76.041664][top5: 100.000000]
2022-09-10 16:02:16,704 valid 050 [data/s: 0.00265][batch/s: 0.05717][loss: 5.962526e-01][top1: 79.820259][top5: 98.692808]
2022-09-10 16:02:19,458 valid 100 [data/s: 0.00151][batch/s: 0.05614][loss: 6.018056e-01][top1: 79.806103][top5: 98.813941]
2022-09-10 16:02:19,843 valid_acc 79.749997	best_val_acc 79.749997
2022-09-10 16:02:20,360 epoch 6 lr 2.498938e-02
2022-09-10 16:02:20,885 train 000 [data/s: 0.19053][batch/s: 0.51933][loss: 8.885561e-01][top1: 78.125000][top5: 98.958328]
2022-09-10 16:02:37,233 train 050 [data/s: 0.00410][batch/s: 0.33073][loss: 9.420285e-01][top1: 77.512252][top5: 98.427285]
2022-09-10 16:02:54,039 train 100 [data/s: 0.00227][batch/s: 0.33339][loss: 9.323090e-01][top1: 77.299915][top5: 98.504535]
2022-09-10 16:03:10,211 train 150 [data/s: 0.00165][batch/s: 0.33010][loss: 9.279580e-01][top1: 77.207503][top5: 98.565118]
2022-09-10 16:03:26,346 train 200 [data/s: 0.00133][batch/s: 0.32826][loss: 9.314737e-01][top1: 77.104061][top5: 98.559284]
2022-09-10 16:03:42,447 train 250 [data/s: 0.00114][batch/s: 0.32701][loss: 9.272505e-01][top1: 77.261784][top5: 98.555774]
2022-09-10 16:03:58,588 train 300 [data/s: 0.00101][batch/s: 0.32632][loss: 9.190631e-01][top1: 77.394793][top5: 98.567273]
2022-09-10 16:04:14,963 train 350 [data/s: 0.00092][batch/s: 0.32649][loss: 9.225613e-01][top1: 77.294038][top5: 98.554722]
2022-09-10 16:04:31,774 train 400 [data/s: 0.00085][batch/s: 0.32770][loss: 9.191226e-01][top1: 77.392454][top5: 98.527117]
2022-09-10 16:04:48,311 train 450 [data/s: 0.00080][batch/s: 0.32804][loss: 9.208131e-01][top1: 77.353564][top5: 98.533349]
2022-09-10 16:05:04,446 train 500 [data/s: 0.00076][batch/s: 0.32750][loss: 9.210894e-01][top1: 77.324515][top5: 98.542496]
2022-09-10 16:05:11,156 train_acc 77.305998
2022-09-10 16:05:11,338 valid 000 [data/s: 0.12208][batch/s: 0.17706][loss: 6.981487e-01][top1: 73.958328][top5: 97.916664]
2022-09-10 16:05:14,078 valid 050 [data/s: 0.00271][batch/s: 0.05719][loss: 6.208276e-01][top1: 79.330063][top5: 98.447710]
2022-09-10 16:05:16,819 valid 100 [data/s: 0.00153][batch/s: 0.05602][loss: 6.130108e-01][top1: 79.558578][top5: 98.648925]
2022-09-10 16:05:17,064 valid_acc 79.449997	best_val_acc 79.749997
2022-09-10 16:05:17,549 epoch 7 lr 2.498647e-02
2022-09-10 16:05:18,064 train 000 [data/s: 0.17948][batch/s: 0.51023][loss: 7.943569e-01][top1: 78.125000][top5: 98.958328]
2022-09-10 16:05:34,200 train 050 [data/s: 0.00388][batch/s: 0.32641][loss: 8.911421e-01][top1: 77.675651][top5: 98.835781]
2022-09-10 16:05:50,315 train 100 [data/s: 0.00214][batch/s: 0.32437][loss: 8.802099e-01][top1: 78.362209][top5: 98.803628]
2022-09-10 16:06:06,480 train 150 [data/s: 0.00156][batch/s: 0.32401][loss: 8.650449e-01][top1: 78.649280][top5: 98.834158]
2022-09-10 16:06:22,615 train 200 [data/s: 0.00126][batch/s: 0.32369][loss: 8.644844e-01][top1: 78.731341][top5: 98.880594]
2022-09-10 16:06:38,828 train 250 [data/s: 0.00108][batch/s: 0.32380][loss: 8.598142e-01][top1: 78.743357][top5: 98.813078]
2022-09-10 16:06:54,941 train 300 [data/s: 0.00096][batch/s: 0.32355][loss: 8.637143e-01][top1: 78.682168][top5: 98.795678]
2022-09-10 16:07:11,047 train 350 [data/s: 0.00087][batch/s: 0.32334][loss: 8.657580e-01][top1: 78.665121][top5: 98.771365]
2022-09-10 16:07:27,368 train 400 [data/s: 0.00081][batch/s: 0.32373][loss: 8.625139e-01][top1: 78.828967][top5: 98.784287]
2022-09-10 16:07:43,555 train 450 [data/s: 0.00076][batch/s: 0.32373][loss: 8.557866e-01][top1: 78.970341][top5: 98.826679]
2022-09-10 16:07:59,728 train 500 [data/s: 0.00072][batch/s: 0.32370][loss: 8.558052e-01][top1: 78.958747][top5: 98.827343]
2022-09-10 16:08:06,494 train_acc 79.007997
2022-09-10 16:08:06,687 valid 000 [data/s: 0.13128][batch/s: 0.18642][loss: 5.527504e-01][top1: 80.208328][top5: 98.958328]
2022-09-10 16:08:09,438 valid 050 [data/s: 0.00293][batch/s: 0.05759][loss: 6.520706e-01][top1: 78.696893][top5: 98.815357]
2022-09-10 16:08:12,179 valid 100 [data/s: 0.00164][batch/s: 0.05622][loss: 6.484164e-01][top1: 78.568479][top5: 98.978958]
2022-09-10 16:08:12,423 valid_acc 78.439998	best_val_acc 79.749997
2022-09-10 16:08:12,761 epoch 8 lr 2.498321e-02
2022-09-10 16:08:13,436 train 000 [data/s: 0.21322][batch/s: 0.66933][loss: 8.090670e-01][top1: 72.916664][top5: 100.000000]
2022-09-10 16:08:30,541 train 050 [data/s: 0.00457][batch/s: 0.34853][loss: 8.085871e-01][top1: 80.412579][top5: 98.999181]
2022-09-10 16:08:46,912 train 100 [data/s: 0.00250][batch/s: 0.33808][loss: 8.193309e-01][top1: 79.919552][top5: 98.875823]
2022-09-10 16:09:03,315 train 150 [data/s: 0.00179][batch/s: 0.33476][loss: 8.213019e-01][top1: 79.966885][top5: 98.944534]
2022-09-10 16:09:19,648 train 200 [data/s: 0.00144][batch/s: 0.33274][loss: 8.145168e-01][top1: 80.058041][top5: 98.979061]
2022-09-10 16:09:35,771 train 250 [data/s: 0.00122][batch/s: 0.33069][loss: 8.140383e-01][top1: 79.967627][top5: 98.974931]
2022-09-10 16:09:52,062 train 300 [data/s: 0.00108][batch/s: 0.32988][loss: 8.093885e-01][top1: 80.125274][top5: 98.986017]
2022-09-10 16:10:08,317 train 350 [data/s: 0.00099][batch/s: 0.32920][loss: 8.095820e-01][top1: 80.104461][top5: 98.967234]
2022-09-10 16:10:24,618 train 400 [data/s: 0.00091][batch/s: 0.32881][loss: 8.070900e-01][top1: 80.273273][top5: 98.976515]
2022-09-10 16:10:40,751 train 450 [data/s: 0.00085][batch/s: 0.32812][loss: 8.057068e-01][top1: 80.333054][top5: 98.958331]
2022-09-10 16:10:56,855 train 500 [data/s: 0.00081][batch/s: 0.32752][loss: 8.087544e-01][top1: 80.202093][top5: 98.939619]
2022-09-10 16:11:03,327 train_acc 80.261997
2022-09-10 16:11:03,513 valid 000 [data/s: 0.12537][batch/s: 0.18043][loss: 3.684575e-01][top1: 86.458328][top5: 98.958328]
2022-09-10 16:11:06,270 valid 050 [data/s: 0.00279][batch/s: 0.05760][loss: 4.762735e-01][top1: 84.395423][top5: 98.999181]
2022-09-10 16:11:09,043 valid 100 [data/s: 0.00159][batch/s: 0.05654][loss: 4.646482e-01][top1: 84.436879][top5: 99.143975]
2022-09-10 16:11:09,489 valid_acc 84.339998	best_val_acc 84.339998
2022-09-10 16:11:09,909 epoch 9 lr 2.497962e-02
2022-09-10 16:11:10,472 train 000 [data/s: 0.17488][batch/s: 0.55838][loss: 9.121716e-01][top1: 79.166664][top5: 98.958328]
2022-09-10 16:11:27,323 train 050 [data/s: 0.00381][batch/s: 0.34135][loss: 7.656196e-01][top1: 81.025325][top5: 99.142154]
2022-09-10 16:11:43,476 train 100 [data/s: 0.00210][batch/s: 0.33230][loss: 7.517552e-01][top1: 81.270625][top5: 99.154288]
2022-09-10 16:11:59,644 train 150 [data/s: 0.00154][batch/s: 0.32933][loss: 7.629397e-01][top1: 80.870583][top5: 99.151488]
2022-09-10 16:12:15,774 train 200 [data/s: 0.00125][batch/s: 0.32766][loss: 7.617133e-01][top1: 80.970147][top5: 99.150081]
2022-09-10 16:12:31,977 train 250 [data/s: 0.00107][batch/s: 0.32694][loss: 7.694614e-01][top1: 80.926292][top5: 99.074533]
2022-09-10 16:12:48,938 train 300 [data/s: 0.00096][batch/s: 0.32898][loss: 7.740937e-01][top1: 80.862401][top5: 99.024084]
2022-09-10 16:13:05,443 train 350 [data/s: 0.00088][batch/s: 0.32914][loss: 7.647785e-01][top1: 81.252965][top5: 99.032524]
2022-09-10 16:13:21,541 train 400 [data/s: 0.00081][batch/s: 0.32825][loss: 7.609060e-01][top1: 81.304549][top5: 99.064836]
2022-09-10 16:13:38,027 train 450 [data/s: 0.00077][batch/s: 0.32841][loss: 7.593112e-01][top1: 81.333146][top5: 99.080744]
2022-09-10 16:13:54,326 train 500 [data/s: 0.00072][batch/s: 0.32817][loss: 7.569542e-01][top1: 81.389302][top5: 99.081002]
2022-09-10 16:14:00,869 train_acc 81.379998
2022-09-10 16:14:01,076 valid 000 [data/s: 0.14681][batch/s: 0.20174][loss: 7.097027e-01][top1: 82.291664][top5: 95.833328]
2022-09-10 16:14:03,815 valid 050 [data/s: 0.00319][batch/s: 0.05766][loss: 6.368828e-01][top1: 80.147056][top5: 98.039213]
2022-09-10 16:14:06,554 valid 100 [data/s: 0.00176][batch/s: 0.05623][loss: 6.339606e-01][top1: 80.321780][top5: 98.164189]
2022-09-10 16:14:06,801 valid_acc 80.319998	best_val_acc 84.339998
2022-09-10 16:14:07,171 epoch 10 lr 2.497568e-02
2022-09-10 16:14:07,706 train 000 [data/s: 0.18050][batch/s: 0.53020][loss: 5.092289e-01][top1: 86.458328][top5: 98.958328]
2022-09-10 16:14:23,828 train 050 [data/s: 0.00391][batch/s: 0.32653][loss: 7.510210e-01][top1: 81.229573][top5: 98.897056]
2022-09-10 16:14:39,984 train 100 [data/s: 0.00215][batch/s: 0.32484][loss: 7.205594e-01][top1: 81.992572][top5: 99.092407]
2022-09-10 16:14:56,254 train 150 [data/s: 0.00156][batch/s: 0.32502][loss: 7.455855e-01][top1: 81.553530][top5: 99.089402]
2022-09-10 16:15:12,350 train 200 [data/s: 0.00127][batch/s: 0.32425][loss: 7.446568e-01][top1: 81.581672][top5: 99.103439]
2022-09-10 16:15:29,057 train 250 [data/s: 0.00109][batch/s: 0.32622][loss: 7.439287e-01][top1: 81.598603][top5: 99.111884]
2022-09-10 16:15:45,266 train 300 [data/s: 0.00098][batch/s: 0.32588][loss: 7.470229e-01][top1: 81.568381][top5: 99.120983]
2022-09-10 16:16:01,452 train 350 [data/s: 0.00089][batch/s: 0.32557][loss: 7.421876e-01][top1: 81.739670][top5: 99.124523]
2022-09-10 16:16:19,021 train 400 [data/s: 0.00084][batch/s: 0.32879][loss: 7.427446e-01][top1: 81.727969][top5: 99.132375]
2022-09-10 16:16:36,429 train 450 [data/s: 0.00079][batch/s: 0.33094][loss: 7.409142e-01][top1: 81.781224][top5: 99.136176]
2022-09-10 16:16:52,810 train 500 [data/s: 0.00075][batch/s: 0.33061][loss: 7.403977e-01][top1: 81.846721][top5: 99.112190]
2022-09-10 16:16:59,275 train_acc 81.881997
2022-09-10 16:16:59,473 valid 000 [data/s: 0.13829][batch/s: 0.19329][loss: 3.668494e-01][top1: 86.458328][top5: 98.958328]
2022-09-10 16:17:02,212 valid 050 [data/s: 0.00302][batch/s: 0.05750][loss: 4.288465e-01][top1: 85.498364][top5: 99.244279]
2022-09-10 16:17:04,949 valid 100 [data/s: 0.00167][batch/s: 0.05614][loss: 4.225707e-01][top1: 85.633249][top5: 99.453381]
2022-09-10 16:17:05,361 valid_acc 85.649998	best_val_acc 85.649998
2022-09-10 16:17:05,688 epoch 11 lr 2.497140e-02
2022-09-10 16:17:06,212 train 000 [data/s: 0.17914][batch/s: 0.51969][loss: 6.671800e-01][top1: 83.333328][top5: 100.000000]
2022-09-10 16:17:22,355 train 050 [data/s: 0.00387][batch/s: 0.32671][loss: 6.989313e-01][top1: 82.434637][top5: 99.387253]
2022-09-10 16:17:38,446 train 100 [data/s: 0.00213][batch/s: 0.32429][loss: 7.043023e-01][top1: 82.466994][top5: 99.360559]
2022-09-10 16:17:54,956 train 150 [data/s: 0.00155][batch/s: 0.32625][loss: 7.091518e-01][top1: 82.305461][top5: 99.261863]
2022-09-10 16:18:11,298 train 200 [data/s: 0.00126][batch/s: 0.32640][loss: 6.991476e-01][top1: 82.649251][top5: 99.310736]
2022-09-10 16:18:27,936 train 250 [data/s: 0.00109][batch/s: 0.32766][loss: 7.039711e-01][top1: 82.519918][top5: 99.282036]
2022-09-10 16:18:44,041 train 300 [data/s: 0.00097][batch/s: 0.32674][loss: 7.029319e-01][top1: 82.537373][top5: 99.276714]
2022-09-10 16:19:00,210 train 350 [data/s: 0.00089][batch/s: 0.32626][loss: 7.019204e-01][top1: 82.603274][top5: 99.255102]
2022-09-10 16:19:16,322 train 400 [data/s: 0.00082][batch/s: 0.32576][loss: 7.024938e-01][top1: 82.569615][top5: 99.264857]
2022-09-10 16:19:32,534 train 450 [data/s: 0.00077][batch/s: 0.32559][loss: 7.023266e-01][top1: 82.587303][top5: 99.256280]
2022-09-10 16:19:49,200 train 500 [data/s: 0.00074][batch/s: 0.32636][loss: 7.053014e-01][top1: 82.570274][top5: 99.224466]
2022-09-10 16:19:55,946 train_acc 82.607997
2022-09-10 16:19:56,124 valid 000 [data/s: 0.11618][batch/s: 0.17137][loss: 4.169335e-01][top1: 87.500000][top5: 97.916664]
2022-09-10 16:19:58,886 valid 050 [data/s: 0.00261][batch/s: 0.05752][loss: 4.223917e-01][top1: 85.784311][top5: 99.264704]
2022-09-10 16:20:01,629 valid 100 [data/s: 0.00148][batch/s: 0.05620][loss: 4.085658e-01][top1: 85.973595][top5: 99.443068]
2022-09-10 16:20:02,040 valid_acc 85.959997	best_val_acc 85.959997
2022-09-10 16:20:02,470 epoch 12 lr 2.496677e-02
2022-09-10 16:20:03,037 train 000 [data/s: 0.17805][batch/s: 0.56180][loss: 6.010433e-01][top1: 88.541664][top5: 98.958328]
2022-09-10 16:20:20,067 train 050 [data/s: 0.00392][batch/s: 0.34495][loss: 6.718064e-01][top1: 83.700978][top5: 99.244278]
2022-09-10 16:20:36,621 train 100 [data/s: 0.00219][batch/s: 0.33808][loss: 6.691655e-01][top1: 83.725245][top5: 99.298678]
2022-09-10 16:20:52,854 train 150 [data/s: 0.00159][batch/s: 0.33364][loss: 6.495052e-01][top1: 84.147348][top5: 99.351543]
2022-09-10 16:21:09,024 train 200 [data/s: 0.00128][batch/s: 0.33109][loss: 6.529479e-01][top1: 84.027775][top5: 99.269276]
2022-09-10 16:21:25,196 train 250 [data/s: 0.00110][batch/s: 0.32957][loss: 6.619133e-01][top1: 83.781538][top5: 99.252986]
2022-09-10 16:21:41,431 train 300 [data/s: 0.00099][batch/s: 0.32876][loss: 6.643590e-01][top1: 83.779759][top5: 99.283636]
2022-09-10 16:21:57,541 train 350 [data/s: 0.00090][batch/s: 0.32782][loss: 6.648514e-01][top1: 83.760681][top5: 99.290715]
2022-09-10 16:22:13,984 train 400 [data/s: 0.00083][batch/s: 0.32795][loss: 6.671159e-01][top1: 83.712591][top5: 99.257063]
2022-09-10 16:22:30,275 train 450 [data/s: 0.00079][batch/s: 0.32772][loss: 6.705793e-01][top1: 83.649757][top5: 99.263209]
2022-09-10 16:22:46,509 train 500 [data/s: 0.00075][batch/s: 0.32741][loss: 6.725158e-01][top1: 83.541248][top5: 99.276445]
2022-09-10 16:22:53,019 train_acc 83.519998
2022-09-10 16:22:53,198 valid 000 [data/s: 0.11905][batch/s: 0.17403][loss: 4.177737e-01][top1: 86.458328][top5: 97.916664]
2022-09-10 16:22:55,936 valid 050 [data/s: 0.00262][batch/s: 0.05710][loss: 4.366615e-01][top1: 85.743461][top5: 99.244279]
2022-09-10 16:22:58,703 valid 100 [data/s: 0.00147][batch/s: 0.05623][loss: 4.317808e-01][top1: 85.715757][top5: 99.381186]
2022-09-10 16:22:58,963 valid_acc 85.669998	best_val_acc 85.959997
2022-09-10 16:22:59,434 epoch 13 lr 2.496181e-02
2022-09-10 16:23:00,013 train 000 [data/s: 0.20667][batch/s: 0.57383][loss: 6.491579e-01][top1: 81.250000][top5: 100.000000]
2022-09-10 16:23:16,379 train 050 [data/s: 0.00443][batch/s: 0.33214][loss: 6.626340e-01][top1: 83.986926][top5: 99.101305]
2022-09-10 16:23:32,574 train 100 [data/s: 0.00243][batch/s: 0.32807][loss: 6.373484e-01][top1: 84.591582][top5: 99.267737]
2022-09-10 16:23:48,717 train 150 [data/s: 0.00175][batch/s: 0.32634][loss: 6.511201e-01][top1: 84.078364][top5: 99.261863]
2022-09-10 16:24:05,116 train 200 [data/s: 0.00143][batch/s: 0.32675][loss: 6.438686e-01][top1: 84.224707][top5: 99.321101]
2022-09-10 16:24:21,243 train 250 [data/s: 0.00122][batch/s: 0.32591][loss: 6.478794e-01][top1: 84.113543][top5: 99.269586]
2022-09-10 16:24:37,565 train 300 [data/s: 0.00108][batch/s: 0.32600][loss: 6.538701e-01][top1: 83.900883][top5: 99.262872]
2022-09-10 16:24:53,924 train 350 [data/s: 0.00099][batch/s: 0.32617][loss: 6.554533e-01][top1: 83.834874][top5: 99.293683]
2022-09-10 16:25:10,409 train 400 [data/s: 0.00091][batch/s: 0.32661][loss: 6.574596e-01][top1: 83.790521][top5: 99.288236]
2022-09-10 16:25:26,485 train 450 [data/s: 0.00085][batch/s: 0.32604][loss: 6.548918e-01][top1: 83.901513][top5: 99.302474]
2022-09-10 16:25:42,590 train 500 [data/s: 0.00080][batch/s: 0.32565][loss: 6.551176e-01][top1: 83.921738][top5: 99.282682]
2022-09-10 16:25:49,073 train_acc 83.951998
2022-09-10 16:25:49,284 valid 000 [data/s: 0.14436][batch/s: 0.20397][loss: 4.230402e-01][top1: 85.416664][top5: 98.958328]
2022-09-10 16:25:52,024 valid 050 [data/s: 0.00315][batch/s: 0.05772][loss: 4.152678e-01][top1: 86.335782][top5: 99.325978]
2022-09-10 16:25:54,777 valid 100 [data/s: 0.00176][batch/s: 0.05640][loss: 4.008230e-01][top1: 86.747110][top5: 99.443068]
2022-09-10 16:25:55,187 valid_acc 86.739998	best_val_acc 86.739998
2022-09-10 16:25:55,573 epoch 14 lr 2.495650e-02
2022-09-10 16:25:56,120 train 000 [data/s: 0.17183][batch/s: 0.54195][loss: 5.777434e-01][top1: 86.458328][top5: 100.000000]
2022-09-10 16:26:12,945 train 050 [data/s: 0.00379][batch/s: 0.34052][loss: 6.346114e-01][top1: 84.477122][top5: 99.407678]
2022-09-10 16:26:29,125 train 100 [data/s: 0.00210][batch/s: 0.33214][loss: 6.241077e-01][top1: 84.808166][top5: 99.391500]
2022-09-10 16:26:45,262 train 150 [data/s: 0.00153][batch/s: 0.32903][loss: 6.169878e-01][top1: 84.954468][top5: 99.441223]
2022-09-10 16:27:01,462 train 200 [data/s: 0.00125][batch/s: 0.32778][loss: 6.242328e-01][top1: 84.815503][top5: 99.378107]
2022-09-10 16:27:17,653 train 250 [data/s: 0.00108][batch/s: 0.32699][loss: 6.286517e-01][top1: 84.665502][top5: 99.369188]
2022-09-10 16:27:33,852 train 300 [data/s: 0.00096][batch/s: 0.32649][loss: 6.274656e-01][top1: 84.644931][top5: 99.349389]
2022-09-10 16:27:50,101 train 350 [data/s: 0.00088][batch/s: 0.32627][loss: 6.309514e-01][top1: 84.496673][top5: 99.335231]
2022-09-10 16:28:06,308 train 400 [data/s: 0.00082][batch/s: 0.32601][loss: 6.308914e-01][top1: 84.468514][top5: 99.337592]
2022-09-10 16:28:22,486 train 450 [data/s: 0.00077][batch/s: 0.32574][loss: 6.326885e-01][top1: 84.423501][top5: 99.290925]
2022-09-10 16:28:38,710 train 500 [data/s: 0.00072][batch/s: 0.32561][loss: 6.337762e-01][top1: 84.397868][top5: 99.301395]
2022-09-10 16:28:45,345 train_acc 84.397997
2022-09-10 16:28:45,536 valid 000 [data/s: 0.12889][batch/s: 0.18394][loss: 4.105401e-01][top1: 85.416664][top5: 98.958328]
2022-09-10 16:28:48,278 valid 050 [data/s: 0.00287][batch/s: 0.05737][loss: 4.122663e-01][top1: 86.315357][top5: 99.448528]
2022-09-10 16:28:51,031 valid 100 [data/s: 0.00163][batch/s: 0.05623][loss: 4.028741e-01][top1: 86.396450][top5: 99.463695]
2022-09-10 16:28:51,280 valid_acc 86.399997	best_val_acc 86.739998
2022-09-10 16:28:51,769 epoch 15 lr 2.495086e-02
2022-09-10 16:28:52,271 train 000 [data/s: 0.16595][batch/s: 0.49769][loss: 8.807027e-01][top1: 77.083328][top5: 98.958328]
2022-09-10 16:29:08,395 train 050 [data/s: 0.00362][batch/s: 0.32592][loss: 6.142404e-01][top1: 85.110291][top5: 99.428103]
2022-09-10 16:29:24,720 train 100 [data/s: 0.00202][batch/s: 0.32621][loss: 6.247466e-01][top1: 84.777225][top5: 99.401813]
2022-09-10 16:29:40,816 train 150 [data/s: 0.00147][batch/s: 0.32479][loss: 6.235210e-01][top1: 84.664733][top5: 99.392934]
2022-09-10 16:29:57,277 train 200 [data/s: 0.00120][batch/s: 0.32589][loss: 6.146067e-01][top1: 84.950246][top5: 99.424749]
2022-09-10 16:30:13,459 train 250 [data/s: 0.00104][batch/s: 0.32544][loss: 6.102908e-01][top1: 85.055608][top5: 99.389938]
2022-09-10 16:30:29,547 train 300 [data/s: 0.00093][batch/s: 0.32483][loss: 6.122848e-01][top1: 85.001382][top5: 99.356310]
2022-09-10 16:30:45,641 train 350 [data/s: 0.00085][batch/s: 0.32441][loss: 6.123871e-01][top1: 84.965572][top5: 99.350069]
2022-09-10 16:31:01,997 train 400 [data/s: 0.00079][batch/s: 0.32475][loss: 6.126159e-01][top1: 84.917911][top5: 99.355775]
2022-09-10 16:31:18,227 train 450 [data/s: 0.00074][batch/s: 0.32473][loss: 6.159669e-01][top1: 84.878508][top5: 99.339429]
2022-09-10 16:31:34,327 train 500 [data/s: 0.00070][batch/s: 0.32446][loss: 6.161081e-01][top1: 84.917662][top5: 99.340900]
2022-09-10 16:31:40,781 train_acc 84.887997
2022-09-10 16:31:40,966 valid 000 [data/s: 0.12563][batch/s: 0.18054][loss: 4.288773e-01][top1: 89.583328][top5: 97.916664]
2022-09-10 16:31:43,705 valid 050 [data/s: 0.00276][batch/s: 0.05723][loss: 3.823240e-01][top1: 87.826795][top5: 99.305554]
2022-09-10 16:31:46,444 valid 100 [data/s: 0.00155][batch/s: 0.05602][loss: 3.699986e-01][top1: 88.036301][top5: 99.432754]
2022-09-10 16:31:46,820 valid_acc 88.029998	best_val_acc 88.029998
2022-09-10 16:31:47,149 epoch 16 lr 2.494487e-02
2022-09-10 16:31:47,695 train 000 [data/s: 0.17479][batch/s: 0.54106][loss: 4.338933e-01][top1: 86.458328][top5: 100.000000]
2022-09-10 16:32:03,846 train 050 [data/s: 0.00378][batch/s: 0.32730][loss: 5.746043e-01][top1: 85.988560][top5: 99.571077]
2022-09-10 16:32:20,519 train 100 [data/s: 0.00209][batch/s: 0.33035][loss: 5.757771e-01][top1: 85.829206][top5: 99.556517]
2022-09-10 16:32:37,956 train 150 [data/s: 0.00152][batch/s: 0.33644][loss: 5.794508e-01][top1: 85.637415][top5: 99.537802]
2022-09-10 16:32:54,252 train 200 [data/s: 0.00124][batch/s: 0.33382][loss: 5.806542e-01][top1: 85.608414][top5: 99.543945]
2022-09-10 16:33:10,763 train 250 [data/s: 0.00107][batch/s: 0.33310][loss: 5.816060e-01][top1: 85.561917][top5: 99.506140]
2022-09-10 16:33:27,160 train 300 [data/s: 0.00095][batch/s: 0.33225][loss: 5.934375e-01][top1: 85.312844][top5: 99.473974]
2022-09-10 16:33:43,262 train 350 [data/s: 0.00087][batch/s: 0.33079][loss: 5.954694e-01][top1: 85.312794][top5: 99.450972]
2022-09-10 16:33:59,388 train 400 [data/s: 0.00081][batch/s: 0.32976][loss: 5.957873e-01][top1: 85.294573][top5: 99.446694]
2022-09-10 16:34:15,542 train 450 [data/s: 0.00076][batch/s: 0.32902][loss: 5.920833e-01][top1: 85.423593][top5: 99.459533]
2022-09-10 16:34:31,702 train 500 [data/s: 0.00073][batch/s: 0.32844][loss: 5.938468e-01][top1: 85.408347][top5: 99.449017]
2022-09-10 16:34:38,234 train_acc 85.351997
2022-09-10 16:34:38,431 valid 000 [data/s: 0.13649][batch/s: 0.19151][loss: 4.983298e-01][top1: 86.458328][top5: 98.958328]
2022-09-10 16:34:41,169 valid 050 [data/s: 0.00298][batch/s: 0.05745][loss: 4.140527e-01][top1: 86.254083][top5: 99.489377]
2022-09-10 16:34:43,930 valid 100 [data/s: 0.00166][batch/s: 0.05635][loss: 4.117358e-01][top1: 86.014849][top5: 99.566830]
2022-09-10 16:34:44,173 valid_acc 85.929997	best_val_acc 88.029998
2022-09-10 16:34:44,535 epoch 17 lr 2.493854e-02
2022-09-10 16:34:45,079 train 000 [data/s: 0.17050][batch/s: 0.53830][loss: 4.377837e-01][top1: 90.625000][top5: 100.000000]
2022-09-10 16:35:02,545 train 050 [data/s: 0.00373][batch/s: 0.35303][loss: 5.143111e-01][top1: 86.948527][top5: 99.734476]
2022-09-10 16:35:18,914 train 100 [data/s: 0.00207][batch/s: 0.34033][loss: 5.448639e-01][top1: 86.530525][top5: 99.597771]
2022-09-10 16:35:35,072 train 150 [data/s: 0.00151][batch/s: 0.33464][loss: 5.551227e-01][top1: 86.403143][top5: 99.537802]
2022-09-10 16:35:52,676 train 200 [data/s: 0.00123][batch/s: 0.33898][loss: 5.676322e-01][top1: 86.100744][top5: 99.471391]
2022-09-10 16:36:10,236 train 250 [data/s: 0.00107][batch/s: 0.34142][loss: 5.773218e-01][top1: 85.798470][top5: 99.431439]
2022-09-10 16:36:27,294 train 300 [data/s: 0.00096][batch/s: 0.34137][loss: 5.805168e-01][top1: 85.738508][top5: 99.456670]
2022-09-10 16:36:43,404 train 350 [data/s: 0.00088][batch/s: 0.33864][loss: 5.760929e-01][top1: 85.879627][top5: 99.471746]
2022-09-10 16:36:59,541 train 400 [data/s: 0.00081][batch/s: 0.33666][loss: 5.764567e-01][top1: 85.866061][top5: 99.467475]
2022-09-10 16:37:16,080 train 450 [data/s: 0.00076][batch/s: 0.33601][loss: 5.767832e-01][top1: 85.843955][top5: 99.482629]
2022-09-10 16:37:32,390 train 500 [data/s: 0.00072][batch/s: 0.33503][loss: 5.788678e-01][top1: 85.842895][top5: 99.482284]
2022-09-10 16:37:38,964 train_acc 85.765997
2022-09-10 16:37:39,150 valid 000 [data/s: 0.12544][batch/s: 0.18045][loss: 5.246051e-01][top1: 85.416664][top5: 100.000000]
2022-09-10 16:37:41,916 valid 050 [data/s: 0.00278][batch/s: 0.05778][loss: 4.226207e-01][top1: 85.968135][top5: 99.305554]
2022-09-10 16:37:44,658 valid 100 [data/s: 0.00157][batch/s: 0.05632][loss: 4.099907e-01][top1: 86.087043][top5: 99.504949]
2022-09-10 16:37:44,901 valid_acc 86.149997	best_val_acc 88.029998
2022-09-10 16:37:45,239 epoch 18 lr 2.493187e-02
2022-09-10 16:37:45,775 train 000 [data/s: 0.20116][batch/s: 0.53107][loss: 4.130297e-01][top1: 91.666664][top5: 100.000000]
2022-09-10 16:38:01,990 train 050 [data/s: 0.00429][batch/s: 0.32836][loss: 5.735550e-01][top1: 85.600487][top5: 99.489377]
2022-09-10 16:38:18,215 train 100 [data/s: 0.00233][batch/s: 0.32645][loss: 5.554840e-01][top1: 86.087044][top5: 99.525576]
2022-09-10 16:38:34,355 train 150 [data/s: 0.00168][batch/s: 0.32524][loss: 5.685044e-01][top1: 85.927150][top5: 99.510208]
2022-09-10 16:38:50,500 train 200 [data/s: 0.00135][batch/s: 0.32466][loss: 5.635206e-01][top1: 86.131838][top5: 99.507668]
2022-09-10 16:39:06,667 train 250 [data/s: 0.00115][batch/s: 0.32439][loss: 5.630314e-01][top1: 86.142926][top5: 99.506140]
2022-09-10 16:39:23,222 train 300 [data/s: 0.00102][batch/s: 0.32551][loss: 5.697309e-01][top1: 85.973834][top5: 99.491277]
2022-09-10 16:39:39,357 train 350 [data/s: 0.00092][batch/s: 0.32511][loss: 5.727225e-01][top1: 85.894465][top5: 99.465810]
2022-09-10 16:39:55,429 train 400 [data/s: 0.00084][batch/s: 0.32465][loss: 5.763406e-01][top1: 85.798522][top5: 99.462280]
2022-09-10 16:40:11,696 train 450 [data/s: 0.00079][batch/s: 0.32473][loss: 5.745792e-01][top1: 85.848575][top5: 99.466462]
2022-09-10 16:40:27,768 train 500 [data/s: 0.00074][batch/s: 0.32440][loss: 5.746782e-01][top1: 85.876162][top5: 99.449017]
2022-09-10 16:40:34,232 train_acc 85.897997
2022-09-10 16:40:34,456 valid 000 [data/s: 0.16351][batch/s: 0.21838][loss: 3.722420e-01][top1: 89.583328][top5: 98.958328]
2022-09-10 16:40:37,194 valid 050 [data/s: 0.00350][batch/s: 0.05797][loss: 3.816565e-01][top1: 87.561272][top5: 99.264704]
2022-09-10 16:40:39,932 valid 100 [data/s: 0.00191][batch/s: 0.05638][loss: 3.701972e-01][top1: 87.799090][top5: 99.453381]
2022-09-10 16:40:40,175 valid_acc 87.789998	best_val_acc 88.029998
2022-09-10 16:40:40,540 epoch 19 lr 2.492485e-02
2022-09-10 16:40:41,059 train 000 [data/s: 0.18028][batch/s: 0.51470][loss: 5.560974e-01][top1: 90.625000][top5: 97.916664]
2022-09-10 16:40:57,158 train 050 [data/s: 0.00388][batch/s: 0.32576][loss: 5.482325e-01][top1: 86.580880][top5: 99.468953]
2022-09-10 16:41:13,277 train 100 [data/s: 0.00213][batch/s: 0.32408][loss: 5.431289e-01][top1: 86.705856][top5: 99.525576]
2022-09-10 16:41:29,362 train 150 [data/s: 0.00154][batch/s: 0.32329][loss: 5.507262e-01][top1: 86.644589][top5: 99.510208]
2022-09-10 16:41:45,496 train 200 [data/s: 0.00125][batch/s: 0.32314][loss: 5.499906e-01][top1: 86.572344][top5: 99.466209]
2022-09-10 16:42:01,609 train 250 [data/s: 0.00107][batch/s: 0.32296][loss: 5.509359e-01][top1: 86.433430][top5: 99.481240]
2022-09-10 16:42:17,693 train 300 [data/s: 0.00095][batch/s: 0.32275][loss: 5.495488e-01][top1: 86.465252][top5: 99.477435]
2022-09-10 16:42:33,777 train 350 [data/s: 0.00087][batch/s: 0.32260][loss: 5.513274e-01][top1: 86.502846][top5: 99.477681]
2022-09-10 16:42:49,865 train 400 [data/s: 0.00080][batch/s: 0.32249][loss: 5.513940e-01][top1: 86.429756][top5: 99.501245]
2022-09-10 16:43:05,945 train 450 [data/s: 0.00075][batch/s: 0.32239][loss: 5.579157e-01][top1: 86.298963][top5: 99.445674]
2022-09-10 16:43:22,079 train 500 [data/s: 0.00071][batch/s: 0.32242][loss: 5.604607e-01][top1: 86.194276][top5: 99.444858]
2022-09-10 16:43:28,580 train_acc 86.233997
2022-09-10 16:43:28,783 valid 000 [data/s: 0.14346][batch/s: 0.19838][loss: 3.754738e-01][top1: 87.500000][top5: 100.000000]
2022-09-10 16:43:31,524 valid 050 [data/s: 0.00312][batch/s: 0.05762][loss: 3.528622e-01][top1: 88.378265][top5: 99.550652]
2022-09-10 16:43:34,263 valid 100 [data/s: 0.00173][batch/s: 0.05622][loss: 3.511461e-01][top1: 88.459156][top5: 99.628712]
2022-09-10 16:43:34,639 valid_acc 88.389998	best_val_acc 88.389998
2022-09-10 16:43:34,976 epoch 20 lr 2.491750e-02
2022-09-10 16:43:35,487 train 000 [data/s: 0.17090][batch/s: 0.50681][loss: 4.803001e-01][top1: 87.500000][top5: 100.000000]
2022-09-10 16:43:51,638 train 050 [data/s: 0.00369][batch/s: 0.32661][loss: 5.759412e-01][top1: 85.661762][top5: 99.366828]
2022-09-10 16:44:07,788 train 100 [data/s: 0.00204][batch/s: 0.32482][loss: 5.543593e-01][top1: 86.190179][top5: 99.381186]
2022-09-10 16:44:23,968 train 150 [data/s: 0.00148][batch/s: 0.32442][loss: 5.471806e-01][top1: 86.403143][top5: 99.420528]
2022-09-10 16:44:40,061 train 200 [data/s: 0.00120][batch/s: 0.32378][loss: 5.428547e-01][top1: 86.665627][top5: 99.440297]
2022-09-10 16:44:56,158 train 250 [data/s: 0.00102][batch/s: 0.32341][loss: 5.455354e-01][top1: 86.607733][top5: 99.460490]
2022-09-10 16:45:12,303 train 300 [data/s: 0.00091][batch/s: 0.32333][loss: 5.484611e-01][top1: 86.468713][top5: 99.470513]
2022-09-10 16:45:28,400 train 350 [data/s: 0.00083][batch/s: 0.32313][loss: 5.474388e-01][top1: 86.526588][top5: 99.471746]
2022-09-10 16:45:44,498 train 400 [data/s: 0.00077][batch/s: 0.32299][loss: 5.495295e-01][top1: 86.440147][top5: 99.477866]
2022-09-10 16:46:00,624 train 450 [data/s: 0.00072][batch/s: 0.32293][loss: 5.465082e-01][top1: 86.506834][top5: 99.496488]
2022-09-10 16:46:16,704 train 500 [data/s: 0.00068][batch/s: 0.32280][loss: 5.487015e-01][top1: 86.458331][top5: 99.482284]
2022-09-10 16:46:23,174 train_acc 86.409997
2022-09-10 16:46:23,364 valid 000 [data/s: 0.12892][batch/s: 0.18390][loss: 4.530182e-01][top1: 86.458328][top5: 100.000000]
2022-09-10 16:46:26,103 valid 050 [data/s: 0.00284][batch/s: 0.05731][loss: 4.254415e-01][top1: 85.968135][top5: 99.244280]
2022-09-10 16:46:28,841 valid 100 [data/s: 0.00158][batch/s: 0.05605][loss: 4.089020e-01][top1: 86.592406][top5: 99.381187]
2022-09-10 16:46:29,092 valid_acc 86.589997	best_val_acc 88.389998
2022-09-10 16:46:29,459 epoch 21 lr 2.490981e-02
2022-09-10 16:46:30,006 train 000 [data/s: 0.17360][batch/s: 0.54253][loss: 4.307173e-01][top1: 89.583328][top5: 100.000000]
2022-09-10 16:46:46,101 train 050 [data/s: 0.00376][batch/s: 0.32624][loss: 5.016515e-01][top1: 87.622546][top5: 99.632352]
2022-09-10 16:47:02,237 train 100 [data/s: 0.00209][batch/s: 0.32450][loss: 5.295137e-01][top1: 87.056516][top5: 99.628712]
2022-09-10 16:47:18,336 train 150 [data/s: 0.00152][batch/s: 0.32366][loss: 5.299236e-01][top1: 87.182669][top5: 99.579193]
2022-09-10 16:47:34,432 train 200 [data/s: 0.00123][batch/s: 0.32323][loss: 5.302796e-01][top1: 87.157958][top5: 99.580223]
2022-09-10 16:47:50,997 train 250 [data/s: 0.00110][batch/s: 0.32484][loss: 5.367641e-01][top1: 87.035190][top5: 99.560091]
2022-09-10 16:48:07,105 train 300 [data/s: 0.00098][batch/s: 0.32439][loss: 5.416961e-01][top1: 86.946288][top5: 99.546649]
2022-09-10 16:48:23,215 train 350 [data/s: 0.00089][batch/s: 0.32408][loss: 5.404920e-01][top1: 86.965809][top5: 99.537035]
2022-09-10 16:48:39,361 train 400 [data/s: 0.00083][batch/s: 0.32393][loss: 5.395739e-01][top1: 86.957084][top5: 99.527222]
2022-09-10 16:48:55,483 train 450 [data/s: 0.00078][batch/s: 0.32377][loss: 5.408055e-01][top1: 86.913338][top5: 99.533443]
2022-09-10 16:49:11,615 train 500 [data/s: 0.00074][batch/s: 0.32366][loss: 5.391367e-01][top1: 86.915749][top5: 99.538422]
2022-09-10 16:49:18,486 train_acc 86.899997
2022-09-10 16:49:18,670 valid 000 [data/s: 0.12244][batch/s: 0.17831][loss: 4.810520e-01][top1: 85.416664][top5: 98.958328]
2022-09-10 16:49:21,421 valid 050 [data/s: 0.00273][batch/s: 0.05744][loss: 3.890980e-01][top1: 86.968952][top5: 99.325978]
2022-09-10 16:49:24,161 valid 100 [data/s: 0.00153][batch/s: 0.05613][loss: 3.726025e-01][top1: 87.530938][top5: 99.515263]
2022-09-10 16:49:24,418 valid_acc 87.509997	best_val_acc 88.389998
2022-09-10 16:49:24,760 epoch 22 lr 2.490178e-02
2022-09-10 16:49:25,257 train 000 [data/s: 0.15924][batch/s: 0.49216][loss: 5.300056e-01][top1: 85.416664][top5: 98.958328]
2022-09-10 16:49:41,411 train 050 [data/s: 0.00350][batch/s: 0.32640][loss: 5.007853e-01][top1: 87.540847][top5: 99.468952]
2022-09-10 16:49:57,576 train 100 [data/s: 0.00196][batch/s: 0.32487][loss: 4.977280e-01][top1: 87.799090][top5: 99.504949]
2022-09-10 16:50:14,005 train 150 [data/s: 0.00144][batch/s: 0.32609][loss: 5.027964e-01][top1: 87.596576][top5: 99.455020]
2022-09-10 16:50:30,154 train 200 [data/s: 0.00117][batch/s: 0.32532][loss: 5.052823e-01][top1: 87.458538][top5: 99.481756]
2022-09-10 16:50:47,013 train 250 [data/s: 0.00101][batch/s: 0.32768][loss: 5.126952e-01][top1: 87.296644][top5: 99.456339]
2022-09-10 16:51:03,845 train 300 [data/s: 0.00091][batch/s: 0.32917][loss: 5.137656e-01][top1: 87.268131][top5: 99.477434]
2022-09-10 16:51:20,040 train 350 [data/s: 0.00084][batch/s: 0.32842][loss: 5.218787e-01][top1: 87.108259][top5: 99.462842]
2022-09-10 16:51:36,148 train 400 [data/s: 0.00078][batch/s: 0.32764][loss: 5.224852e-01][top1: 87.136323][top5: 99.472671]
2022-09-10 16:51:52,260 train 450 [data/s: 0.00074][batch/s: 0.32704][loss: 5.274200e-01][top1: 87.063467][top5: 99.461842]
2022-09-10 16:52:08,561 train 500 [data/s: 0.00070][batch/s: 0.32694][loss: 5.298959e-01][top1: 87.011391][top5: 99.449017]
2022-09-10 16:52:15,115 train_acc 87.021997
2022-09-10 16:52:15,317 valid 000 [data/s: 0.13206][batch/s: 0.19566][loss: 3.398729e-01][top1: 86.458328][top5: 100.000000]
2022-09-10 16:52:18,065 valid 050 [data/s: 0.00296][batch/s: 0.05772][loss: 3.108573e-01][top1: 89.603755][top5: 99.509802]
2022-09-10 16:52:20,811 valid 100 [data/s: 0.00169][batch/s: 0.05633][loss: 3.144643e-01][top1: 89.181103][top5: 99.587457]
2022-09-10 16:52:21,188 valid_acc 89.219997	best_val_acc 89.219997
2022-09-10 16:52:21,567 epoch 23 lr 2.489340e-02
2022-09-10 16:52:22,099 train 000 [data/s: 0.18840][batch/s: 0.52753][loss: 5.430430e-01][top1: 89.583328][top5: 97.916664]
2022-09-10 16:52:38,243 train 050 [data/s: 0.00408][batch/s: 0.32689][loss: 5.039995e-01][top1: 87.765520][top5: 99.550652]
2022-09-10 16:52:54,404 train 100 [data/s: 0.00227][batch/s: 0.32507][loss: 5.156682e-01][top1: 87.304040][top5: 99.535889]
2022-09-10 16:53:10,858 train 150 [data/s: 0.00165][batch/s: 0.32640][loss: 5.203114e-01][top1: 87.086090][top5: 99.551599]
2022-09-10 16:53:27,370 train 200 [data/s: 0.00133][batch/s: 0.32735][loss: 5.171691e-01][top1: 87.121681][top5: 99.549128]
2022-09-10 16:53:43,783 train 250 [data/s: 0.00114][batch/s: 0.32754][loss: 5.145169e-01][top1: 87.213643][top5: 99.564241]
2022-09-10 16:53:59,919 train 300 [data/s: 0.00101][batch/s: 0.32673][loss: 5.158012e-01][top1: 87.271592][top5: 99.563952]
2022-09-10 16:54:16,053 train 350 [data/s: 0.00091][batch/s: 0.32616][loss: 5.202653e-01][top1: 87.164646][top5: 99.542971]
2022-09-10 16:54:32,137 train 400 [data/s: 0.00084][batch/s: 0.32560][loss: 5.239790e-01][top1: 87.094760][top5: 99.545406]
2022-09-10 16:54:48,226 train 450 [data/s: 0.00078][batch/s: 0.32517][loss: 5.265428e-01][top1: 87.014964][top5: 99.544991]
2022-09-10 16:55:04,334 train 500 [data/s: 0.00074][batch/s: 0.32487][loss: 5.289266e-01][top1: 86.928224][top5: 99.540501]
2022-09-10 16:55:10,784 train_acc 86.933997
2022-09-10 16:55:10,968 valid 000 [data/s: 0.12447][batch/s: 0.17935][loss: 3.890392e-01][top1: 87.500000][top5: 100.000000]
2022-09-10 16:55:13,704 valid 050 [data/s: 0.00272][batch/s: 0.05718][loss: 3.707450e-01][top1: 87.949344][top5: 99.509802]
2022-09-10 16:55:16,442 valid 100 [data/s: 0.00151][batch/s: 0.05597][loss: 3.641963e-01][top1: 87.788776][top5: 99.649339]
2022-09-10 16:55:16,685 valid_acc 87.779997	best_val_acc 89.219997
2022-09-10 16:55:17,018 epoch 24 lr 2.488469e-02
2022-09-10 16:55:17,530 train 000 [data/s: 0.17352][batch/s: 0.50686][loss: 4.161901e-01][top1: 88.541664][top5: 100.000000]
2022-09-10 16:55:33,673 train 050 [data/s: 0.00376][batch/s: 0.32646][loss: 5.120971e-01][top1: 87.928919][top5: 99.652776]
2022-09-10 16:55:49,819 train 100 [data/s: 0.00208][batch/s: 0.32472][loss: 4.940410e-01][top1: 88.191004][top5: 99.690593]
2022-09-10 16:56:05,989 train 150 [data/s: 0.00151][batch/s: 0.32428][loss: 5.064119e-01][top1: 87.741443][top5: 99.641279]
2022-09-10 16:56:22,225 train 200 [data/s: 0.00122][batch/s: 0.32439][loss: 5.182208e-01][top1: 87.406714][top5: 99.595769]
2022-09-10 16:56:38,333 train 250 [data/s: 0.00106][batch/s: 0.32394][loss: 5.153950e-01][top1: 87.425296][top5: 99.589142]
2022-09-10 16:56:54,539 train 300 [data/s: 0.00095][batch/s: 0.32397][loss: 5.168305e-01][top1: 87.371952][top5: 99.567412]
2022-09-10 16:57:11,767 train 350 [data/s: 0.00087][batch/s: 0.32691][loss: 5.184911e-01][top1: 87.304129][top5: 99.569680]
2022-09-10 16:57:28,309 train 400 [data/s: 0.00081][batch/s: 0.32740][loss: 5.176931e-01][top1: 87.292184][top5: 99.568785]
2022-09-10 16:57:44,712 train 450 [data/s: 0.00076][batch/s: 0.32747][loss: 5.159399e-01][top1: 87.361417][top5: 99.577326]
2022-09-10 16:58:00,849 train 500 [data/s: 0.00073][batch/s: 0.32700][loss: 5.155970e-01][top1: 87.356534][top5: 99.588322]
2022-09-10 16:58:07,344 train_acc 87.345997
2022-09-10 16:58:07,537 valid 000 [data/s: 0.13371][batch/s: 0.18855][loss: 4.671695e-01][top1: 87.500000][top5: 100.000000]
2022-09-10 16:58:10,275 valid 050 [data/s: 0.00291][batch/s: 0.05738][loss: 3.562428e-01][top1: 88.357841][top5: 99.448528]
2022-09-10 16:58:13,013 valid 100 [data/s: 0.00161][batch/s: 0.05608][loss: 3.623102e-01][top1: 88.139436][top5: 99.566830]
2022-09-10 16:58:13,261 valid_acc 88.079998	best_val_acc 89.219997
2022-09-10 16:58:13,630 epoch 25 lr 2.487564e-02
2022-09-10 16:58:14,141 train 000 [data/s: 0.17734][batch/s: 0.50647][loss: 3.787685e-01][top1: 90.625000][top5: 100.000000]
2022-09-10 16:58:30,460 train 050 [data/s: 0.00386][batch/s: 0.32990][loss: 4.840130e-01][top1: 88.398691][top5: 99.489377]
2022-09-10 16:58:46,657 train 100 [data/s: 0.00214][batch/s: 0.32695][loss: 4.822808e-01][top1: 88.077555][top5: 99.515262]
2022-09-10 16:59:02,756 train 150 [data/s: 0.00155][batch/s: 0.32531][loss: 4.873887e-01][top1: 87.900108][top5: 99.544700]
2022-09-10 16:59:18,860 train 200 [data/s: 0.00126][batch/s: 0.32451][loss: 4.961453e-01][top1: 87.593281][top5: 99.559493]
2022-09-10 16:59:35,060 train 250 [data/s: 0.00109][batch/s: 0.32441][loss: 4.969107e-01][top1: 87.628650][top5: 99.601592]
2022-09-10 16:59:51,149 train 300 [data/s: 0.00097][batch/s: 0.32397][loss: 4.963945e-01][top1: 87.624582][top5: 99.608941]
2022-09-10 17:00:08,311 train 350 [data/s: 0.00089][batch/s: 0.32671][loss: 5.016898e-01][top1: 87.502965][top5: 99.602325]
2022-09-10 17:00:24,822 train 400 [data/s: 0.00082][batch/s: 0.32715][loss: 5.052646e-01][top1: 87.388298][top5: 99.612945]
2022-09-10 17:00:40,950 train 450 [data/s: 0.00078][batch/s: 0.32664][loss: 5.084355e-01][top1: 87.329081][top5: 99.584256]
2022-09-10 17:00:57,068 train 500 [data/s: 0.00073][batch/s: 0.32621][loss: 5.105224e-01][top1: 87.252576][top5: 99.577926]
2022-09-10 17:01:03,554 train_acc 87.287998
2022-09-10 17:01:03,737 valid 000 [data/s: 0.12097][batch/s: 0.17601][loss: 3.385433e-01][top1: 89.583328][top5: 100.000000]
2022-09-10 17:01:06,479 valid 050 [data/s: 0.00269][batch/s: 0.05722][loss: 3.221832e-01][top1: 89.910128][top5: 99.632352]
2022-09-10 17:01:09,217 valid 100 [data/s: 0.00150][batch/s: 0.05600][loss: 3.186262e-01][top1: 89.727720][top5: 99.649339]
2022-09-10 17:01:09,601 valid_acc 89.659997	best_val_acc 89.659997
2022-09-10 17:01:09,965 epoch 26 lr 2.486625e-02
2022-09-10 17:01:10,483 train 000 [data/s: 0.18104][batch/s: 0.51306][loss: 3.024550e-01][top1: 92.708328][top5: 100.000000]
2022-09-10 17:01:26,588 train 050 [data/s: 0.00393][batch/s: 0.32584][loss: 4.834174e-01][top1: 88.133167][top5: 99.591502]
2022-09-10 17:01:42,719 train 100 [data/s: 0.00217][batch/s: 0.32425][loss: 4.705084e-01][top1: 88.490096][top5: 99.680279]
2022-09-10 17:01:58,945 train 150 [data/s: 0.00158][batch/s: 0.32434][loss: 4.785460e-01][top1: 88.396797][top5: 99.682670]
2022-09-10 17:02:15,078 train 200 [data/s: 0.00127][batch/s: 0.32392][loss: 4.818382e-01][top1: 88.209989][top5: 99.709783]
2022-09-10 17:02:31,787 train 250 [data/s: 0.00110][batch/s: 0.32596][loss: 4.871715e-01][top1: 88.114207][top5: 99.701194]
2022-09-10 17:02:48,130 train 300 [data/s: 0.00098][batch/s: 0.32611][loss: 4.917477e-01][top1: 87.925662][top5: 99.660851]
2022-09-10 17:03:04,314 train 350 [data/s: 0.00090][batch/s: 0.32577][loss: 4.975674e-01][top1: 87.778962][top5: 99.643873]
2022-09-10 17:03:20,716 train 400 [data/s: 0.00084][batch/s: 0.32605][loss: 4.973703e-01][top1: 87.819511][top5: 99.641520]
2022-09-10 17:03:36,817 train 450 [data/s: 0.00079][batch/s: 0.32560][loss: 4.983123e-01][top1: 87.744824][top5: 99.637379]
2022-09-10 17:03:52,968 train 500 [data/s: 0.00074][batch/s: 0.32534][loss: 4.973989e-01][top1: 87.766132][top5: 99.646539]
2022-09-10 17:03:59,453 train_acc 87.807997
2022-09-10 17:03:59,634 valid 000 [data/s: 0.12148][batch/s: 0.17632][loss: 2.815205e-01][top1: 88.541664][top5: 100.000000]
2022-09-10 17:04:02,372 valid 050 [data/s: 0.00266][batch/s: 0.05713][loss: 2.921660e-01][top1: 90.175651][top5: 99.591502]
2022-09-10 17:04:05,118 valid 100 [data/s: 0.00148][batch/s: 0.05605][loss: 2.921170e-01][top1: 90.140261][top5: 99.659653]
2022-09-10 17:04:05,521 valid_acc 90.149997	best_val_acc 90.149997
2022-09-10 17:04:05,845 epoch 27 lr 2.485652e-02
2022-09-10 17:04:06,351 train 000 [data/s: 0.17413][batch/s: 0.50108][loss: 5.141379e-01][top1: 85.416664][top5: 97.916664]
2022-09-10 17:04:22,451 train 050 [data/s: 0.00377][batch/s: 0.32551][loss: 5.246317e-01][top1: 86.744278][top5: 99.489377]
2022-09-10 17:04:38,563 train 100 [data/s: 0.00208][batch/s: 0.32389][loss: 5.023958e-01][top1: 87.458743][top5: 99.608084]
2022-09-10 17:04:54,664 train 150 [data/s: 0.00151][batch/s: 0.32327][loss: 4.871870e-01][top1: 87.879412][top5: 99.599888]
2022-09-10 17:05:10,785 train 200 [data/s: 0.00123][batch/s: 0.32306][loss: 4.849639e-01][top1: 87.888679][top5: 99.637229]
2022-09-10 17:05:26,930 train 250 [data/s: 0.00105][batch/s: 0.32303][loss: 4.914156e-01][top1: 87.728251][top5: 99.655543]
2022-09-10 17:05:43,030 train 300 [data/s: 0.00094][batch/s: 0.32286][loss: 4.913548e-01][top1: 87.787234][top5: 99.650469]
2022-09-10 17:05:59,126 train 350 [data/s: 0.00086][batch/s: 0.32272][loss: 4.903935e-01][top1: 87.847220][top5: 99.640906]
2022-09-10 17:06:15,217 train 400 [data/s: 0.00080][batch/s: 0.32261][loss: 4.920471e-01][top1: 87.840292][top5: 99.620738]
2022-09-10 17:06:31,392 train 450 [data/s: 0.00075][batch/s: 0.32271][loss: 4.930616e-01][top1: 87.827972][top5: 99.614282]
2022-09-10 17:06:47,520 train 500 [data/s: 0.00071][batch/s: 0.32269][loss: 4.944936e-01][top1: 87.820190][top5: 99.609114]
2022-09-10 17:06:53,998 train_acc 87.795997
2022-09-10 17:06:54,213 valid 000 [data/s: 0.15484][batch/s: 0.20974][loss: 3.547589e-01][top1: 87.500000][top5: 98.958328]
2022-09-10 17:06:56,952 valid 050 [data/s: 0.00336][batch/s: 0.05783][loss: 3.824232e-01][top1: 88.051468][top5: 99.468953]
2022-09-10 17:06:59,692 valid 100 [data/s: 0.00185][batch/s: 0.05632][loss: 3.794433e-01][top1: 87.922852][top5: 99.535890]
2022-09-10 17:06:59,935 valid_acc 87.889998	best_val_acc 90.149997
2022-09-10 17:07:00,306 epoch 28 lr 2.484645e-02
2022-09-10 17:07:00,801 train 000 [data/s: 0.15978][batch/s: 0.49003][loss: 5.620587e-01][top1: 85.416664][top5: 100.000000]
2022-09-10 17:07:16,933 train 050 [data/s: 0.00348][batch/s: 0.32591][loss: 4.908999e-01][top1: 87.847220][top5: 99.591502]
2022-09-10 17:07:33,073 train 100 [data/s: 0.00194][batch/s: 0.32437][loss: 4.767467e-01][top1: 88.428215][top5: 99.639025]
2022-09-10 17:07:49,261 train 150 [data/s: 0.00142][batch/s: 0.32417][loss: 4.735899e-01][top1: 88.548563][top5: 99.648178]
2022-09-10 17:08:05,464 train 200 [data/s: 0.00116][batch/s: 0.32414][loss: 4.803228e-01][top1: 88.215172][top5: 99.647594]
2022-09-10 17:08:21,940 train 250 [data/s: 0.00101][batch/s: 0.32521][loss: 4.806745e-01][top1: 88.180608][top5: 99.667993]
2022-09-10 17:08:38,277 train 300 [data/s: 0.00090][batch/s: 0.32547][loss: 4.847884e-01][top1: 88.026022][top5: 99.640087]
2022-09-10 17:08:54,385 train 350 [data/s: 0.00083][batch/s: 0.32500][loss: 4.877866e-01][top1: 87.968896][top5: 99.629035]
2022-09-10 17:09:10,468 train 400 [data/s: 0.00077][batch/s: 0.32458][loss: 4.863711e-01][top1: 88.045509][top5: 99.628532]
2022-09-10 17:09:26,629 train 450 [data/s: 0.00073][batch/s: 0.32443][loss: 4.876195e-01][top1: 88.065870][top5: 99.625830]
2022-09-10 17:09:42,960 train 500 [data/s: 0.00069][batch/s: 0.32465][loss: 4.881019e-01][top1: 88.046821][top5: 99.615351]
2022-09-10 17:09:49,513 train_acc 88.027997
2022-09-10 17:09:49,694 valid 000 [data/s: 0.12169][batch/s: 0.17658][loss: 1.936438e-01][top1: 92.708328][top5: 100.000000]
2022-09-10 17:09:52,456 valid 050 [data/s: 0.00271][batch/s: 0.05760][loss: 3.724847e-01][top1: 87.745095][top5: 99.448528]
2022-09-10 17:09:55,294 valid 100 [data/s: 0.00154][batch/s: 0.05719][loss: 3.790727e-01][top1: 87.365922][top5: 99.535890]
2022-09-10 17:09:55,557 valid_acc 87.349998	best_val_acc 90.149997
2022-09-10 17:09:56,021 epoch 29 lr 2.483604e-02
2022-09-10 17:09:56,573 train 000 [data/s: 0.20742][batch/s: 0.54467][loss: 5.675222e-01][top1: 84.375000][top5: 97.916664]
2022-09-10 17:10:12,880 train 050 [data/s: 0.00442][batch/s: 0.33043][loss: 4.418164e-01][top1: 88.664213][top5: 99.673201]
2022-09-10 17:10:29,011 train 100 [data/s: 0.00241][batch/s: 0.32655][loss: 4.381664e-01][top1: 89.005773][top5: 99.690593]
2022-09-10 17:10:45,284 train 150 [data/s: 0.00173][batch/s: 0.32619][loss: 4.507630e-01][top1: 88.872790][top5: 99.682670]
2022-09-10 17:11:01,385 train 200 [data/s: 0.00139][batch/s: 0.32516][loss: 4.634557e-01][top1: 88.474293][top5: 99.663141]
2022-09-10 17:11:17,537 train 250 [data/s: 0.00118][batch/s: 0.32474][loss: 4.657249e-01][top1: 88.487713][top5: 99.634793]
2022-09-10 17:11:33,711 train 300 [data/s: 0.00104][batch/s: 0.32452][loss: 4.710200e-01][top1: 88.344405][top5: 99.626244]
2022-09-10 17:11:49,821 train 350 [data/s: 0.00095][batch/s: 0.32419][loss: 4.715851e-01][top1: 88.342827][top5: 99.632002]
2022-09-10 17:12:05,901 train 400 [data/s: 0.00087][batch/s: 0.32387][loss: 4.743938e-01][top1: 88.248127][top5: 99.628531]
2022-09-10 17:12:22,293 train 450 [data/s: 0.00082][batch/s: 0.32431][loss: 4.800689e-01][top1: 88.098205][top5: 99.621211]
2022-09-10 17:12:39,040 train 500 [data/s: 0.00078][batch/s: 0.32537][loss: 4.816595e-01][top1: 88.057216][top5: 99.611193]
2022-09-10 17:12:45,603 train_acc 88.079997
2022-09-10 17:12:45,785 valid 000 [data/s: 0.12197][batch/s: 0.17695][loss: 2.361750e-01][top1: 91.666664][top5: 100.000000]
2022-09-10 17:12:48,533 valid 050 [data/s: 0.00269][batch/s: 0.05736][loss: 3.034103e-01][top1: 90.216501][top5: 99.571077]
2022-09-10 17:12:51,272 valid 100 [data/s: 0.00151][batch/s: 0.05608][loss: 2.990555e-01][top1: 90.191829][top5: 99.649339]
2022-09-10 17:12:51,529 valid_acc 90.119998	best_val_acc 90.149997
2022-09-10 17:12:51,895 epoch 30 lr 2.482529e-02
2022-09-10 17:12:52,396 train 000 [data/s: 0.16421][batch/s: 0.49576][loss: 4.962249e-01][top1: 88.541664][top5: 100.000000]
2022-09-10 17:13:08,605 train 050 [data/s: 0.00359][batch/s: 0.32755][loss: 4.025762e-01][top1: 89.971402][top5: 99.734476]
2022-09-10 17:13:24,747 train 100 [data/s: 0.00199][batch/s: 0.32521][loss: 4.207792e-01][top1: 89.511136][top5: 99.680279]
2022-09-10 17:13:40,881 train 150 [data/s: 0.00145][batch/s: 0.32438][loss: 4.363269e-01][top1: 89.245306][top5: 99.696467]
2022-09-10 17:13:56,956 train 200 [data/s: 0.00117][batch/s: 0.32366][loss: 4.486195e-01][top1: 88.930346][top5: 99.673506]
2022-09-10 17:14:13,033 train 250 [data/s: 0.00101][batch/s: 0.32324][loss: 4.635328e-01][top1: 88.562414][top5: 99.643093]
2022-09-10 17:14:29,137 train 300 [data/s: 0.00090][batch/s: 0.32304][loss: 4.612416e-01][top1: 88.583192][top5: 99.626245]
2022-09-10 17:14:45,225 train 350 [data/s: 0.00082][batch/s: 0.32286][loss: 4.629820e-01][top1: 88.568374][top5: 99.629035]
2022-09-10 17:15:01,312 train 400 [data/s: 0.00076][batch/s: 0.32272][loss: 4.701879e-01][top1: 88.432562][top5: 99.625934]
2022-09-10 17:15:17,407 train 450 [data/s: 0.00072][batch/s: 0.32263][loss: 4.717121e-01][top1: 88.393844][top5: 99.623520]
2022-09-10 17:15:33,494 train 500 [data/s: 0.00068][batch/s: 0.32254][loss: 4.727167e-01][top1: 88.389884][top5: 99.631985]
2022-09-10 17:15:39,960 train_acc 88.397997
2022-09-10 17:15:40,183 valid 000 [data/s: 0.16188][batch/s: 0.21687][loss: 3.110192e-01][top1: 87.500000][top5: 100.000000]
2022-09-10 17:15:42,922 valid 050 [data/s: 0.00349][batch/s: 0.05797][loss: 3.213388e-01][top1: 89.031860][top5: 99.611927]
2022-09-10 17:15:45,662 valid 100 [data/s: 0.00192][batch/s: 0.05640][loss: 3.101259e-01][top1: 89.552390][top5: 99.700907]
2022-09-10 17:15:45,918 valid_acc 89.579998	best_val_acc 90.149997
2022-09-10 17:15:46,361 epoch 31 lr 2.481421e-02
2022-09-10 17:15:46,900 train 000 [data/s: 0.16262][batch/s: 0.53394][loss: 6.422281e-01][top1: 80.208328][top5: 98.958328]
2022-09-10 17:16:03,629 train 050 [data/s: 0.00358][batch/s: 0.33848][loss: 4.532611e-01][top1: 89.031860][top5: 99.673201]
2022-09-10 17:16:19,729 train 100 [data/s: 0.00197][batch/s: 0.33032][loss: 4.536029e-01][top1: 88.933578][top5: 99.773101]
2022-09-10 17:16:35,811 train 150 [data/s: 0.00143][batch/s: 0.32745][loss: 4.545504e-01][top1: 88.755516][top5: 99.765452]
2022-09-10 17:16:51,890 train 200 [data/s: 0.00116][batch/s: 0.32599][loss: 4.597479e-01][top1: 88.676407][top5: 99.720148]
2022-09-10 17:17:07,994 train 250 [data/s: 0.00099][batch/s: 0.32521][loss: 4.622936e-01][top1: 88.533364][top5: 99.730245]
2022-09-10 17:17:24,069 train 300 [data/s: 0.00088][batch/s: 0.32459][loss: 4.672553e-01][top1: 88.427461][top5: 99.691998]
2022-09-10 17:17:40,164 train 350 [data/s: 0.00080][batch/s: 0.32421][loss: 4.662504e-01][top1: 88.464503][top5: 99.682454]
2022-09-10 17:17:56,307 train 400 [data/s: 0.00074][batch/s: 0.32404][loss: 4.675648e-01][top1: 88.458538][top5: 99.693473]
2022-09-10 17:18:12,433 train 450 [data/s: 0.00069][batch/s: 0.32387][loss: 4.680378e-01][top1: 88.412322][top5: 99.678953]
2022-09-10 17:18:28,544 train 500 [data/s: 0.00066][batch/s: 0.32371][loss: 4.686918e-01][top1: 88.398201][top5: 99.675648]
2022-09-10 17:18:34,990 train_acc 88.391997
2022-09-10 17:18:35,179 valid 000 [data/s: 0.12905][batch/s: 0.18387][loss: 4.050195e-01][top1: 86.458328][top5: 100.000000]
2022-09-10 17:18:37,917 valid 050 [data/s: 0.00283][batch/s: 0.05730][loss: 3.720019e-01][top1: 88.480390][top5: 99.489377]
2022-09-10 17:18:40,709 valid 100 [data/s: 0.00159][batch/s: 0.05657][loss: 3.532634e-01][top1: 88.686054][top5: 99.608084]
2022-09-10 17:18:40,958 valid_acc 88.659997	best_val_acc 90.149997
2022-09-10 17:18:41,294 epoch 32 lr 2.480279e-02
2022-09-10 17:18:41,825 train 000 [data/s: 0.16385][batch/s: 0.52706][loss: 4.905590e-01][top1: 87.500000][top5: 97.916664]
2022-09-10 17:18:57,973 train 050 [data/s: 0.00354][batch/s: 0.32696][loss: 4.425604e-01][top1: 89.440357][top5: 99.571077]
2022-09-10 17:19:14,063 train 100 [data/s: 0.00197][batch/s: 0.32441][loss: 4.313120e-01][top1: 89.531763][top5: 99.608085]
2022-09-10 17:19:30,156 train 150 [data/s: 0.00143][batch/s: 0.32356][loss: 4.421741e-01][top1: 89.121134][top5: 99.599888]
2022-09-10 17:19:46,284 train 200 [data/s: 0.00117][batch/s: 0.32331][loss: 4.414948e-01][top1: 89.111731][top5: 99.637229]
2022-09-10 17:20:02,378 train 250 [data/s: 0.00101][batch/s: 0.32303][loss: 4.494574e-01][top1: 88.944221][top5: 99.659693]
2022-09-10 17:20:18,473 train 300 [data/s: 0.00090][batch/s: 0.32284][loss: 4.545326e-01][top1: 88.794294][top5: 99.647009]
2022-09-10 17:20:34,574 train 350 [data/s: 0.00082][batch/s: 0.32272][loss: 4.556818e-01][top1: 88.796887][top5: 99.649809]
2022-09-10 17:20:50,666 train 400 [data/s: 0.00077][batch/s: 0.32261][loss: 4.543607e-01][top1: 88.809224][top5: 99.662301]
2022-09-10 17:21:06,842 train 450 [data/s: 0.00072][batch/s: 0.32271][loss: 4.587658e-01][top1: 88.659458][top5: 99.651237]
2022-09-10 17:21:23,040 train 500 [data/s: 0.00069][batch/s: 0.32284][loss: 4.600666e-01][top1: 88.618594][top5: 99.646539]
2022-09-10 17:21:29,492 train_acc 88.601998
2022-09-10 17:21:29,694 valid 000 [data/s: 0.14109][batch/s: 0.19603][loss: 2.833211e-01][top1: 88.541664][top5: 100.000000]
2022-09-10 17:21:32,452 valid 050 [data/s: 0.00308][batch/s: 0.05791][loss: 3.256007e-01][top1: 89.522056][top5: 99.591502]
2022-09-10 17:21:35,201 valid 100 [data/s: 0.00171][batch/s: 0.05646][loss: 3.128231e-01][top1: 89.727720][top5: 99.649339]
2022-09-10 17:21:35,448 valid_acc 89.659998	best_val_acc 90.149997
2022-09-10 17:21:35,818 epoch 33 lr 2.479103e-02
2022-09-10 17:21:36,348 train 000 [data/s: 0.18246][batch/s: 0.52169][loss: 4.750425e-01][top1: 88.541664][top5: 100.000000]
2022-09-10 17:21:52,557 train 050 [data/s: 0.00393][batch/s: 0.32806][loss: 4.427149e-01][top1: 88.970586][top5: 99.795751]
2022-09-10 17:22:08,669 train 100 [data/s: 0.00215][batch/s: 0.32518][loss: 4.485393e-01][top1: 88.954205][top5: 99.690593]
2022-09-10 17:22:24,771 train 150 [data/s: 0.00156][batch/s: 0.32414][loss: 4.480162e-01][top1: 88.941774][top5: 99.717162]
2022-09-10 17:22:40,879 train 200 [data/s: 0.00126][batch/s: 0.32365][loss: 4.574219e-01][top1: 88.691954][top5: 99.600952]
2022-09-10 17:22:57,026 train 250 [data/s: 0.00108][batch/s: 0.32350][loss: 4.602732e-01][top1: 88.686916][top5: 99.601592]
2022-09-10 17:23:13,131 train 300 [data/s: 0.00096][batch/s: 0.32327][loss: 4.634567e-01][top1: 88.683552][top5: 99.636627]
2022-09-10 17:23:29,282 train 350 [data/s: 0.00087][batch/s: 0.32323][loss: 4.613246e-01][top1: 88.716759][top5: 99.658712]
2022-09-10 17:23:45,433 train 400 [data/s: 0.00081][batch/s: 0.32321][loss: 4.586730e-01][top1: 88.791041][top5: 99.659704]
2022-09-10 17:24:01,650 train 450 [data/s: 0.00076][batch/s: 0.32333][loss: 4.602095e-01][top1: 88.751845][top5: 99.648927]
2022-09-10 17:24:18,111 train 500 [data/s: 0.00072][batch/s: 0.32392][loss: 4.601097e-01][top1: 88.805719][top5: 99.636143]
2022-09-10 17:24:24,700 train_acc 88.761997
2022-09-10 17:24:24,880 valid 000 [data/s: 0.11962][batch/s: 0.17465][loss: 3.335634e-01][top1: 88.541664][top5: 98.958328]
2022-09-10 17:24:27,632 valid 050 [data/s: 0.00269][batch/s: 0.05738][loss: 3.511661e-01][top1: 89.133985][top5: 99.489377]
2022-09-10 17:24:30,372 valid 100 [data/s: 0.00152][batch/s: 0.05610][loss: 3.311684e-01][top1: 89.573017][top5: 99.628711]
2022-09-10 17:24:30,617 valid_acc 89.499997	best_val_acc 90.149997
2022-09-10 17:24:30,954 epoch 34 lr 2.477893e-02
2022-09-10 17:24:31,531 train 000 [data/s: 0.20734][batch/s: 0.57264][loss: 5.378904e-01][top1: 88.541664][top5: 98.958328]
2022-09-10 17:24:47,801 train 050 [data/s: 0.00444][batch/s: 0.33025][loss: 4.640907e-01][top1: 89.093135][top5: 99.611926]
2022-09-10 17:25:04,600 train 100 [data/s: 0.00244][batch/s: 0.33308][loss: 4.598745e-01][top1: 88.892324][top5: 99.721533]
2022-09-10 17:25:20,716 train 150 [data/s: 0.00176][batch/s: 0.32952][loss: 4.487487e-01][top1: 89.045251][top5: 99.703365]
2022-09-10 17:25:36,926 train 200 [data/s: 0.00142][batch/s: 0.32819][loss: 4.528864e-01][top1: 88.930346][top5: 99.709783]
2022-09-10 17:25:53,196 train 250 [data/s: 0.00121][batch/s: 0.32764][loss: 4.620410e-01][top1: 88.570715][top5: 99.692894]
2022-09-10 17:26:09,350 train 300 [data/s: 0.00108][batch/s: 0.32688][loss: 4.623578e-01][top1: 88.534743][top5: 99.702380]
2022-09-10 17:26:25,768 train 350 [data/s: 0.00098][batch/s: 0.32709][loss: 4.596818e-01][top1: 88.636631][top5: 99.691357]
2022-09-10 17:26:41,882 train 400 [data/s: 0.00090][batch/s: 0.32649][loss: 4.578651e-01][top1: 88.705318][top5: 99.703864]
2022-09-10 17:26:58,018 train 450 [data/s: 0.00084][batch/s: 0.32607][loss: 4.612355e-01][top1: 88.599406][top5: 99.702050]
2022-09-10 17:27:14,955 train 500 [data/s: 0.00080][batch/s: 0.32734][loss: 4.624499e-01][top1: 88.545823][top5: 99.706835]
2022-09-10 17:27:22,004 train_acc 88.561998
2022-09-10 17:27:22,202 valid 000 [data/s: 0.13631][batch/s: 0.19132][loss: 1.355155e-01][top1: 96.875000][top5: 100.000000]
2022-09-10 17:27:24,953 valid 050 [data/s: 0.00306][batch/s: 0.05769][loss: 2.805389e-01][top1: 90.584148][top5: 99.652777]
2022-09-10 17:27:27,727 valid 100 [data/s: 0.00174][batch/s: 0.05660][loss: 2.680832e-01][top1: 90.893149][top5: 99.711220]
2022-09-10 17:27:28,149 valid_acc 90.949998	best_val_acc 90.949998
2022-09-10 17:27:28,487 epoch 35 lr 2.476650e-02
2022-09-10 17:27:29,011 train 000 [data/s: 0.17862][batch/s: 0.51900][loss: 4.601638e-01][top1: 88.541664][top5: 100.000000]
2022-09-10 17:27:45,206 train 050 [data/s: 0.00390][batch/s: 0.32773][loss: 4.350662e-01][top1: 89.562906][top5: 99.673201]
2022-09-10 17:28:02,188 train 100 [data/s: 0.00217][batch/s: 0.33362][loss: 4.351817e-01][top1: 89.387374][top5: 99.649339]
2022-09-10 17:28:19,582 train 150 [data/s: 0.00159][batch/s: 0.33834][loss: 4.355497e-01][top1: 89.397072][top5: 99.675771]
2022-09-10 17:28:36,182 train 200 [data/s: 0.00129][batch/s: 0.33676][loss: 4.420850e-01][top1: 89.184284][top5: 99.668324]
2022-09-10 17:28:52,358 train 250 [data/s: 0.00111][batch/s: 0.33412][loss: 4.408908e-01][top1: 89.209825][top5: 99.684594]
2022-09-10 17:29:08,685 train 300 [data/s: 0.00099][batch/s: 0.33287][loss: 4.519350e-01][top1: 88.963868][top5: 99.650469]
2022-09-10 17:29:24,982 train 350 [data/s: 0.00090][batch/s: 0.33188][loss: 4.509802e-01][top1: 89.013530][top5: 99.658712]
2022-09-10 17:29:41,218 train 400 [data/s: 0.00084][batch/s: 0.33099][loss: 4.548367e-01][top1: 88.879361][top5: 99.654508]
2022-09-10 17:29:57,333 train 450 [data/s: 0.00078][batch/s: 0.33002][loss: 4.551543e-01][top1: 88.874258][top5: 99.630449]
2022-09-10 17:30:13,633 train 500 [data/s: 0.00074][batch/s: 0.32962][loss: 4.532964e-01][top1: 88.903441][top5: 99.636143]
2022-09-10 17:30:20,107 train_acc 88.893997
2022-09-10 17:30:20,294 valid 000 [data/s: 0.12776][batch/s: 0.18267][loss: 2.716370e-01][top1: 91.666664][top5: 100.000000]
2022-09-10 17:30:23,034 valid 050 [data/s: 0.00283][batch/s: 0.05730][loss: 3.072187e-01][top1: 90.216501][top5: 99.489377]
2022-09-10 17:30:25,773 valid 100 [data/s: 0.00159][batch/s: 0.05606][loss: 3.007012e-01][top1: 90.150575][top5: 99.690593]
2022-09-10 17:30:26,018 valid_acc 90.129998	best_val_acc 90.949998
2022-09-10 17:30:26,387 epoch 36 lr 2.475373e-02
2022-09-10 17:30:26,912 train 000 [data/s: 0.18145][batch/s: 0.52024][loss: 4.347900e-01][top1: 91.666664][top5: 98.958328]
2022-09-10 17:30:43,026 train 050 [data/s: 0.00393][batch/s: 0.32615][loss: 4.344314e-01][top1: 89.522056][top5: 99.693626]
2022-09-10 17:30:59,355 train 100 [data/s: 0.00217][batch/s: 0.32636][loss: 4.248867e-01][top1: 89.758661][top5: 99.649339]
2022-09-10 17:31:15,670 train 150 [data/s: 0.00158][batch/s: 0.32635][loss: 4.370424e-01][top1: 89.397073][top5: 99.648177]
2022-09-10 17:31:32,080 train 200 [data/s: 0.00129][batch/s: 0.32681][loss: 4.401556e-01][top1: 89.334575][top5: 99.632047]
2022-09-10 17:31:48,623 train 250 [data/s: 0.00111][batch/s: 0.32761][loss: 4.346919e-01][top1: 89.355077][top5: 99.626493]
2022-09-10 17:32:04,941 train 300 [data/s: 0.00099][batch/s: 0.32741][loss: 4.363459e-01][top1: 89.292633][top5: 99.633166]
2022-09-10 17:32:21,305 train 350 [data/s: 0.00090][batch/s: 0.32739][loss: 4.419744e-01][top1: 89.164884][top5: 99.637938]
2022-09-10 17:32:37,491 train 400 [data/s: 0.00083][batch/s: 0.32693][loss: 4.433731e-01][top1: 89.157313][top5: 99.636325]
2022-09-10 17:32:53,589 train 450 [data/s: 0.00078][batch/s: 0.32638][loss: 4.435937e-01][top1: 89.174517][top5: 99.632759]
2022-09-10 17:33:09,701 train 500 [data/s: 0.00074][batch/s: 0.32596][loss: 4.450276e-01][top1: 89.098883][top5: 99.640301]
2022-09-10 17:33:16,202 train_acc 89.087998
2022-09-10 17:33:16,399 valid 000 [data/s: 0.13604][batch/s: 0.19097][loss: 2.810934e-01][top1: 89.583328][top5: 100.000000]
2022-09-10 17:33:19,138 valid 050 [data/s: 0.00297][batch/s: 0.05744][loss: 2.902671e-01][top1: 90.645422][top5: 99.652777]
2022-09-10 17:33:21,876 valid 100 [data/s: 0.00165][batch/s: 0.05612][loss: 2.840530e-01][top1: 90.594057][top5: 99.742161]
2022-09-10 17:33:22,133 valid_acc 90.509997	best_val_acc 90.949998
2022-09-10 17:33:22,503 epoch 37 lr 2.474063e-02
2022-09-10 17:33:23,049 train 000 [data/s: 0.20319][batch/s: 0.54125][loss: 2.679881e-01][top1: 92.708328][top5: 100.000000]
2022-09-10 17:33:39,625 train 050 [data/s: 0.00439][batch/s: 0.33564][loss: 3.992639e-01][top1: 89.971402][top5: 99.897875]
2022-09-10 17:33:55,778 train 100 [data/s: 0.00240][batch/s: 0.32941][loss: 4.165847e-01][top1: 89.665839][top5: 99.762788]
2022-09-10 17:34:11,988 train 150 [data/s: 0.00173][batch/s: 0.32768][loss: 4.155155e-01][top1: 89.659213][top5: 99.793046]
2022-09-10 17:34:28,408 train 200 [data/s: 0.00140][batch/s: 0.32786][loss: 4.314095e-01][top1: 89.412311][top5: 99.725331]
2022-09-10 17:34:44,564 train 250 [data/s: 0.00120][batch/s: 0.32692][loss: 4.334087e-01][top1: 89.334326][top5: 99.730245]
2022-09-10 17:35:00,710 train 300 [data/s: 0.00108][batch/s: 0.32625][loss: 4.397305e-01][top1: 89.168048][top5: 99.719683]
2022-09-10 17:35:16,849 train 350 [data/s: 0.00098][batch/s: 0.32576][loss: 4.456216e-01][top1: 89.022433][top5: 99.718066]
2022-09-10 17:35:32,947 train 400 [data/s: 0.00091][batch/s: 0.32528][loss: 4.455900e-01][top1: 89.037819][top5: 99.719450]
2022-09-10 17:35:49,207 train 450 [data/s: 0.00085][batch/s: 0.32527][loss: 4.507990e-01][top1: 88.876568][top5: 99.706669]
2022-09-10 17:36:05,478 train 500 [data/s: 0.00080][batch/s: 0.32529][loss: 4.530330e-01][top1: 88.851461][top5: 99.692281]
2022-09-10 17:36:11,954 train_acc 88.845997
2022-09-10 17:36:12,138 valid 000 [data/s: 0.12335][batch/s: 0.17831][loss: 2.891146e-01][top1: 91.666664][top5: 100.000000]
2022-09-10 17:36:14,878 valid 050 [data/s: 0.00272][batch/s: 0.05720][loss: 2.910605e-01][top1: 90.482024][top5: 99.571077]
2022-09-10 17:36:17,617 valid 100 [data/s: 0.00153][batch/s: 0.05601][loss: 2.865981e-01][top1: 90.418727][top5: 99.659652]
2022-09-10 17:36:17,896 valid_acc 90.389998	best_val_acc 90.949998
2022-09-10 17:36:18,312 epoch 38 lr 2.472719e-02
2022-09-10 17:36:18,862 train 000 [data/s: 0.21206][batch/s: 0.54494][loss: 5.211067e-01][top1: 87.500000][top5: 100.000000]
2022-09-10 17:36:34,963 train 050 [data/s: 0.00450][batch/s: 0.32640][loss: 3.973323e-01][top1: 90.829246][top5: 99.693626]
2022-09-10 17:36:51,145 train 100 [data/s: 0.00246][batch/s: 0.32503][loss: 4.018392e-01][top1: 90.583743][top5: 99.731847]
2022-09-10 17:37:07,332 train 150 [data/s: 0.00178][batch/s: 0.32461][loss: 4.079293e-01][top1: 90.321465][top5: 99.696467]
2022-09-10 17:37:23,531 train 200 [data/s: 0.00143][batch/s: 0.32445][loss: 4.126981e-01][top1: 90.117120][top5: 99.689053]
2022-09-10 17:37:39,710 train 250 [data/s: 0.00122][batch/s: 0.32428][loss: 4.214804e-01][top1: 89.873836][top5: 99.688744]
2022-09-10 17:37:55,943 train 300 [data/s: 0.00108][batch/s: 0.32434][loss: 4.294337e-01][top1: 89.659466][top5: 99.674694]
2022-09-10 17:38:12,216 train 350 [data/s: 0.00098][batch/s: 0.32450][loss: 4.337480e-01][top1: 89.485397][top5: 99.667615]
2022-09-10 17:38:28,790 train 400 [data/s: 0.00091][batch/s: 0.32537][loss: 4.371583e-01][top1: 89.396299][top5: 99.675290]
2022-09-10 17:38:44,944 train 450 [data/s: 0.00085][batch/s: 0.32511][loss: 4.399315e-01][top1: 89.363911][top5: 99.683572]
2022-09-10 17:39:01,051 train 500 [data/s: 0.00080][batch/s: 0.32482][loss: 4.409637e-01][top1: 89.327592][top5: 99.679806]
2022-09-10 17:39:07,526 train_acc 89.329998
2022-09-10 17:39:07,726 valid 000 [data/s: 0.14010][batch/s: 0.19516][loss: 4.042048e-01][top1: 88.541664][top5: 100.000000]
2022-09-10 17:39:10,466 valid 050 [data/s: 0.00306][batch/s: 0.05754][loss: 3.258402e-01][top1: 90.155226][top5: 99.550652]
2022-09-10 17:39:13,210 valid 100 [data/s: 0.00171][batch/s: 0.05622][loss: 3.158419e-01][top1: 90.181515][top5: 99.639025]
2022-09-10 17:39:13,476 valid_acc 90.119997	best_val_acc 90.949998
2022-09-10 17:39:13,863 epoch 39 lr 2.471341e-02
2022-09-10 17:39:14,389 train 000 [data/s: 0.18508][batch/s: 0.52111][loss: 5.455000e-01][top1: 83.333328][top5: 100.000000]
2022-09-10 17:39:30,595 train 050 [data/s: 0.00401][batch/s: 0.32799][loss: 4.384052e-01][top1: 89.419932][top5: 99.795751]
2022-09-10 17:39:46,806 train 100 [data/s: 0.00221][batch/s: 0.32612][loss: 4.310710e-01][top1: 89.583331][top5: 99.762788]
2022-09-10 17:40:03,158 train 150 [data/s: 0.00162][batch/s: 0.32643][loss: 4.342047e-01][top1: 89.466057][top5: 99.737858]
2022-09-10 17:40:19,358 train 200 [data/s: 0.00131][batch/s: 0.32582][loss: 4.383204e-01][top1: 89.386399][top5: 99.709783]
2022-09-10 17:40:35,469 train 250 [data/s: 0.00112][batch/s: 0.32510][loss: 4.375484e-01][top1: 89.330177][top5: 99.721944]
2022-09-10 17:40:51,563 train 300 [data/s: 0.00100][batch/s: 0.32457][loss: 4.433128e-01][top1: 89.168048][top5: 99.705841]
2022-09-10 17:41:08,232 train 350 [data/s: 0.00091][batch/s: 0.32582][loss: 4.405992e-01][top1: 89.286560][top5: 99.700260]
2022-09-10 17:41:24,472 train 400 [data/s: 0.00085][batch/s: 0.32570][loss: 4.426002e-01][top1: 89.217059][top5: 99.690876]
2022-09-10 17:41:40,699 train 450 [data/s: 0.00079][batch/s: 0.32557][loss: 4.451296e-01][top1: 89.149110][top5: 99.681263]
2022-09-10 17:41:57,023 train 500 [data/s: 0.00075][batch/s: 0.32566][loss: 4.449778e-01][top1: 89.150862][top5: 99.675648]
2022-09-10 17:42:03,484 train_acc 89.169997
2022-09-10 17:42:03,667 valid 000 [data/s: 0.12244][batch/s: 0.17741][loss: 3.596371e-01][top1: 88.541664][top5: 98.958328]
2022-09-10 17:42:06,408 valid 050 [data/s: 0.00273][batch/s: 0.05723][loss: 2.877308e-01][top1: 90.441174][top5: 99.571077]
2022-09-10 17:42:09,187 valid 100 [data/s: 0.00155][batch/s: 0.05641][loss: 2.827617e-01][top1: 90.635311][top5: 99.639025]
2022-09-10 17:42:09,446 valid_acc 90.639998	best_val_acc 90.949998
2022-09-10 17:42:09,784 epoch 40 lr 2.469930e-02
2022-09-10 17:42:10,441 train 000 [data/s: 0.31850][batch/s: 0.65195][loss: 8.267066e-01][top1: 75.000000][top5: 98.958328]
2022-09-10 17:42:26,661 train 050 [data/s: 0.00662][batch/s: 0.33082][loss: 3.905377e-01][top1: 89.930553][top5: 99.918300]
2022-09-10 17:42:42,757 train 100 [data/s: 0.00352][batch/s: 0.32642][loss: 4.032612e-01][top1: 89.779288][top5: 99.834983]
2022-09-10 17:42:58,910 train 150 [data/s: 0.00248][batch/s: 0.32530][loss: 4.135721e-01][top1: 89.645417][top5: 99.793045]
2022-09-10 17:43:14,995 train 200 [data/s: 0.00195][batch/s: 0.32441][loss: 4.182774e-01][top1: 89.598878][top5: 99.782337]
2022-09-10 17:43:31,097 train 250 [data/s: 0.00163][batch/s: 0.32393][loss: 4.240465e-01][top1: 89.442228][top5: 99.784196]
2022-09-10 17:43:47,289 train 300 [data/s: 0.00143][batch/s: 0.32392][loss: 4.293994e-01][top1: 89.306476][top5: 99.764672]
2022-09-10 17:44:03,504 train 350 [data/s: 0.00128][batch/s: 0.32397][loss: 4.306067e-01][top1: 89.316237][top5: 99.738840]
2022-09-10 17:44:20,010 train 400 [data/s: 0.00116][batch/s: 0.32474][loss: 4.333818e-01][top1: 89.310575][top5: 99.722048]
2022-09-10 17:44:36,565 train 450 [data/s: 0.00108][batch/s: 0.32544][loss: 4.375081e-01][top1: 89.246117][top5: 99.718218]
2022-09-10 17:44:52,650 train 500 [data/s: 0.00101][batch/s: 0.32507][loss: 4.388925e-01][top1: 89.194525][top5: 99.727627]
2022-09-10 17:44:59,106 train_acc 89.215998
2022-09-10 17:44:59,295 valid 000 [data/s: 0.12877][batch/s: 0.18370][loss: 4.261144e-01][top1: 88.541664][top5: 98.958328]
2022-09-10 17:45:02,050 valid 050 [data/s: 0.00284][batch/s: 0.05763][loss: 3.363873e-01][top1: 89.399508][top5: 99.489377]
2022-09-10 17:45:04,800 valid 100 [data/s: 0.00161][batch/s: 0.05633][loss: 3.192877e-01][top1: 89.655525][top5: 99.659652]
2022-09-10 17:45:05,046 valid_acc 89.649997	best_val_acc 90.949998
2022-09-10 17:45:05,413 epoch 41 lr 2.468486e-02
2022-09-10 17:45:05,944 train 000 [data/s: 0.18081][batch/s: 0.52600][loss: 3.993684e-01][top1: 90.625000][top5: 100.000000]
2022-09-10 17:45:22,266 train 050 [data/s: 0.00391][batch/s: 0.33035][loss: 4.388612e-01][top1: 89.358658][top5: 99.611927]
2022-09-10 17:45:38,521 train 100 [data/s: 0.00216][batch/s: 0.32776][loss: 4.185259e-01][top1: 89.779288][top5: 99.649339]
2022-09-10 17:45:54,752 train 150 [data/s: 0.00157][batch/s: 0.32672][loss: 4.164407e-01][top1: 89.817878][top5: 99.682670]
2022-09-10 17:46:10,888 train 200 [data/s: 0.00128][batch/s: 0.32572][loss: 4.224762e-01][top1: 89.702527][top5: 99.683871]
2022-09-10 17:46:27,006 train 250 [data/s: 0.00109][batch/s: 0.32505][loss: 4.275518e-01][top1: 89.562580][top5: 99.697044]
2022-09-10 17:46:43,151 train 300 [data/s: 0.00097][batch/s: 0.32470][loss: 4.324520e-01][top1: 89.417218][top5: 99.691998]
2022-09-10 17:46:59,289 train 350 [data/s: 0.00089][batch/s: 0.32442][loss: 4.336390e-01][top1: 89.464622][top5: 99.667615]
2022-09-10 17:47:15,473 train 400 [data/s: 0.00082][batch/s: 0.32433][loss: 4.368456e-01][top1: 89.398896][top5: 99.659704]
2022-09-10 17:47:31,609 train 450 [data/s: 0.00077][batch/s: 0.32415][loss: 4.395821e-01][top1: 89.329266][top5: 99.672024]
2022-09-10 17:47:47,748 train 500 [data/s: 0.00073][batch/s: 0.32401][loss: 4.403431e-01][top1: 89.348384][top5: 99.675647]
2022-09-10 17:47:54,218 train_acc 89.395998
2022-09-10 17:47:54,401 valid 000 [data/s: 0.12181][batch/s: 0.17685][loss: 2.458375e-01][top1: 92.708328][top5: 100.000000]
2022-09-10 17:47:57,139 valid 050 [data/s: 0.00268][batch/s: 0.05715][loss: 3.088844e-01][top1: 90.482024][top5: 99.591502]
2022-09-10 17:47:59,877 valid 100 [data/s: 0.00150][batch/s: 0.05597][loss: 3.014397e-01][top1: 90.367159][top5: 99.721534]
2022-09-10 17:48:00,137 valid_acc 90.349997	best_val_acc 90.949998
2022-09-10 17:48:00,471 epoch 42 lr 2.467008e-02
2022-09-10 17:48:00,969 train 000 [data/s: 0.16000][batch/s: 0.49291][loss: 4.065927e-01][top1: 94.791664][top5: 98.958328]
2022-09-10 17:48:17,109 train 050 [data/s: 0.00351][batch/s: 0.32615][loss: 4.120834e-01][top1: 89.991827][top5: 99.632352]
2022-09-10 17:48:33,287 train 100 [data/s: 0.00196][batch/s: 0.32486][loss: 4.189867e-01][top1: 89.593644][top5: 99.690593]
2022-09-10 17:48:50,610 train 150 [data/s: 0.00146][batch/s: 0.33202][loss: 4.327185e-01][top1: 89.300494][top5: 99.648177]
2022-09-10 17:49:06,747 train 200 [data/s: 0.00120][batch/s: 0.32970][loss: 4.324133e-01][top1: 89.360486][top5: 99.668324]
2022-09-10 17:49:22,905 train 250 [data/s: 0.00105][batch/s: 0.32840][loss: 4.313004e-01][top1: 89.471279][top5: 99.663843]
2022-09-10 17:49:39,067 train 300 [data/s: 0.00094][batch/s: 0.32754][loss: 4.322652e-01][top1: 89.424139][top5: 99.657391]
2022-09-10 17:49:55,207 train 350 [data/s: 0.00086][batch/s: 0.32687][loss: 4.331046e-01][top1: 89.342946][top5: 99.682454]
2022-09-10 17:50:11,345 train 400 [data/s: 0.00081][batch/s: 0.32636][loss: 4.340086e-01][top1: 89.300184][top5: 99.680485]
2022-09-10 17:50:27,495 train 450 [data/s: 0.00076][batch/s: 0.32598][loss: 4.344089e-01][top1: 89.308478][top5: 99.672024]
2022-09-10 17:50:43,649 train 500 [data/s: 0.00073][batch/s: 0.32569][loss: 4.339504e-01][top1: 89.350463][top5: 99.661093]
2022-09-10 17:50:50,120 train_acc 89.325997
2022-09-10 17:50:50,308 valid 000 [data/s: 0.12780][batch/s: 0.18278][loss: 2.810060e-01][top1: 91.666664][top5: 100.000000]
2022-09-10 17:50:53,070 valid 050 [data/s: 0.00284][batch/s: 0.05774][loss: 3.464089e-01][top1: 89.215684][top5: 99.632351]
2022-09-10 17:50:55,818 valid 100 [data/s: 0.00161][batch/s: 0.05636][loss: 3.152705e-01][top1: 90.078381][top5: 99.721533]
2022-09-10 17:50:56,064 valid_acc 90.089998	best_val_acc 90.949998
2022-09-10 17:50:56,442 epoch 43 lr 2.465497e-02
2022-09-10 17:50:56,953 train 000 [data/s: 0.16364][batch/s: 0.50653][loss: 4.255288e-01][top1: 89.583328][top5: 100.000000]
2022-09-10 17:51:13,252 train 050 [data/s: 0.00357][batch/s: 0.32950][loss: 4.052591e-01][top1: 89.971402][top5: 99.816176]
2022-09-10 17:51:29,588 train 100 [data/s: 0.00198][batch/s: 0.32813][loss: 4.133250e-01][top1: 89.954618][top5: 99.804042]
2022-09-10 17:51:45,731 train 150 [data/s: 0.00144][batch/s: 0.32638][loss: 4.216992e-01][top1: 89.838573][top5: 99.779249]
2022-09-10 17:52:01,808 train 200 [data/s: 0.00117][batch/s: 0.32518][loss: 4.204567e-01][top1: 89.749168][top5: 99.777155]
2022-09-10 17:52:17,908 train 250 [data/s: 0.00101][batch/s: 0.32455][loss: 4.261610e-01][top1: 89.612381][top5: 99.746845]
2022-09-10 17:52:33,982 train 300 [data/s: 0.00089][batch/s: 0.32404][loss: 4.290563e-01][top1: 89.507196][top5: 99.712762]
2022-09-10 17:52:50,064 train 350 [data/s: 0.00082][batch/s: 0.32369][loss: 4.277254e-01][top1: 89.521009][top5: 99.718066]
2022-09-10 17:53:06,132 train 400 [data/s: 0.00076][batch/s: 0.32340][loss: 4.285466e-01][top1: 89.476826][top5: 99.714255]
2022-09-10 17:53:22,200 train 450 [data/s: 0.00071][batch/s: 0.32318][loss: 4.275323e-01][top1: 89.458608][top5: 99.715908]
2022-09-10 17:53:38,362 train 500 [data/s: 0.00067][batch/s: 0.32318][loss: 4.300949e-01][top1: 89.387888][top5: 99.719310]
2022-09-10 17:53:44,824 train_acc 89.351997
2022-09-10 17:53:45,005 valid 000 [data/s: 0.12168][batch/s: 0.17678][loss: 4.239025e-01][top1: 86.458328][top5: 100.000000]
2022-09-10 17:53:47,743 valid 050 [data/s: 0.00269][batch/s: 0.05716][loss: 3.667199e-01][top1: 88.786762][top5: 99.509802]
2022-09-10 17:53:50,482 valid 100 [data/s: 0.00151][batch/s: 0.05598][loss: 3.474216e-01][top1: 89.098595][top5: 99.690593]
2022-09-10 17:53:50,741 valid_acc 89.139998	best_val_acc 90.949998
2022-09-10 17:53:51,110 epoch 44 lr 2.463952e-02
2022-09-10 17:53:51,623 train 000 [data/s: 0.17232][batch/s: 0.50764][loss: 2.618173e-01][top1: 95.833328][top5: 100.000000]
2022-09-10 17:54:07,764 train 050 [data/s: 0.00372][batch/s: 0.32645][loss: 3.990108e-01][top1: 90.257350][top5: 99.877450]
2022-09-10 17:54:23,871 train 100 [data/s: 0.00205][batch/s: 0.32431][loss: 4.209932e-01][top1: 89.696780][top5: 99.783415]
2022-09-10 17:54:40,037 train 150 [data/s: 0.00149][batch/s: 0.32399][loss: 4.165660e-01][top1: 89.838574][top5: 99.813741]
2022-09-10 17:54:56,160 train 200 [data/s: 0.00121][batch/s: 0.32361][loss: 4.223783e-01][top1: 89.738803][top5: 99.797885]
2022-09-10 17:55:12,261 train 250 [data/s: 0.00104][batch/s: 0.32329][loss: 4.233420e-01][top1: 89.620681][top5: 99.771745]
2022-09-10 17:55:28,364 train 300 [data/s: 0.00092][batch/s: 0.32308][loss: 4.245758e-01][top1: 89.631780][top5: 99.771594]
2022-09-10 17:55:44,461 train 350 [data/s: 0.00084][batch/s: 0.32292][loss: 4.289462e-01][top1: 89.488364][top5: 99.750711]
2022-09-10 17:56:00,561 train 400 [data/s: 0.00078][batch/s: 0.32281][loss: 4.301037e-01][top1: 89.474229][top5: 99.750622]
2022-09-10 17:56:16,692 train 450 [data/s: 0.00073][batch/s: 0.32279][loss: 4.309763e-01][top1: 89.490944][top5: 99.748244]
2022-09-10 17:56:32,834 train 500 [data/s: 0.00069][batch/s: 0.32279][loss: 4.300252e-01][top1: 89.539668][top5: 99.740102]
2022-09-10 17:56:39,349 train_acc 89.515997
2022-09-10 17:56:39,537 valid 000 [data/s: 0.12784][batch/s: 0.18279][loss: 2.795824e-01][top1: 91.666664][top5: 100.000000]
2022-09-10 17:56:42,276 valid 050 [data/s: 0.00282][batch/s: 0.05729][loss: 3.319230e-01][top1: 89.215684][top5: 99.611927]
2022-09-10 17:56:45,015 valid 100 [data/s: 0.00159][batch/s: 0.05605][loss: 3.282640e-01][top1: 89.129536][top5: 99.680279]
2022-09-10 17:56:45,263 valid_acc 89.079998	best_val_acc 90.949998
2022-09-10 17:56:45,636 epoch 45 lr 2.462374e-02
2022-09-10 17:56:46,147 train 000 [data/s: 0.17444][batch/s: 0.50641][loss: 5.934985e-01][top1: 86.458328][top5: 100.000000]
2022-09-10 17:57:02,260 train 050 [data/s: 0.00379][batch/s: 0.32586][loss: 4.141698e-01][top1: 89.522056][top5: 99.775326]
2022-09-10 17:57:18,464 train 100 [data/s: 0.00210][batch/s: 0.32499][loss: 3.977210e-01][top1: 90.119635][top5: 99.721534]
2022-09-10 17:57:34,566 train 150 [data/s: 0.00153][batch/s: 0.32401][loss: 4.112914e-01][top1: 89.741995][top5: 99.724061]
2022-09-10 17:57:50,853 train 200 [data/s: 0.00125][batch/s: 0.32444][loss: 4.200455e-01][top1: 89.629973][top5: 99.689054]
2022-09-10 17:58:07,006 train 250 [data/s: 0.00107][batch/s: 0.32416][loss: 4.228044e-01][top1: 89.612381][top5: 99.701194]
2022-09-10 17:58:23,132 train 300 [data/s: 0.00096][batch/s: 0.32389][loss: 4.247044e-01][top1: 89.527960][top5: 99.719683]
2022-09-10 17:58:39,477 train 350 [data/s: 0.00088][batch/s: 0.32432][loss: 4.231473e-01][top1: 89.613008][top5: 99.732905]
2022-09-10 17:58:55,614 train 400 [data/s: 0.00082][batch/s: 0.32412][loss: 4.244582e-01][top1: 89.585929][top5: 99.735036]
2022-09-10 17:59:11,789 train 450 [data/s: 0.00077][batch/s: 0.32405][loss: 4.279449e-01][top1: 89.507111][top5: 99.720527]
2022-09-10 17:59:28,055 train 500 [data/s: 0.00073][batch/s: 0.32418][loss: 4.285248e-01][top1: 89.568777][top5: 99.717231]
2022-09-10 17:59:34,542 train_acc 89.551997
2022-09-10 17:59:34,727 valid 000 [data/s: 0.12576][batch/s: 0.18069][loss: 3.507315e-01][top1: 84.375000][top5: 100.000000]
2022-09-10 17:59:37,510 valid 050 [data/s: 0.00280][batch/s: 0.05811][loss: 2.976960e-01][top1: 90.134801][top5: 99.632352]
2022-09-10 17:59:40,271 valid 100 [data/s: 0.00160][batch/s: 0.05667][loss: 2.824126e-01][top1: 90.490921][top5: 99.752474]
2022-09-10 17:59:40,549 valid_acc 90.469997	best_val_acc 90.949998
2022-09-10 17:59:40,896 epoch 46 lr 2.460763e-02
2022-09-10 17:59:41,528 train 000 [data/s: 0.22212][batch/s: 0.62115][loss: 3.917069e-01][top1: 87.500000][top5: 100.000000]
2022-09-10 17:59:57,761 train 050 [data/s: 0.00470][batch/s: 0.33049][loss: 3.942547e-01][top1: 90.972219][top5: 99.734476]
2022-09-10 18:00:13,883 train 100 [data/s: 0.00255][batch/s: 0.32650][loss: 4.051487e-01][top1: 90.459981][top5: 99.690593]
2022-09-10 18:00:29,951 train 150 [data/s: 0.00181][batch/s: 0.32479][loss: 4.070059e-01][top1: 90.411145][top5: 99.682670]
2022-09-10 18:00:46,022 train 200 [data/s: 0.00144][batch/s: 0.32396][loss: 4.144285e-01][top1: 90.205221][top5: 99.714966]
2022-09-10 18:01:02,090 train 250 [data/s: 0.00122][batch/s: 0.32344][loss: 4.212748e-01][top1: 90.002487][top5: 99.726094]
2022-09-10 18:01:18,230 train 300 [data/s: 0.00107][batch/s: 0.32333][loss: 4.183667e-01][top1: 90.060905][top5: 99.733526]
2022-09-10 18:01:34,305 train 350 [data/s: 0.00096][batch/s: 0.32307][loss: 4.207253e-01][top1: 90.061132][top5: 99.732905]
2022-09-10 18:01:50,375 train 400 [data/s: 0.00088][batch/s: 0.32286][loss: 4.179085e-01][top1: 90.100267][top5: 99.737634]
2022-09-10 18:02:06,447 train 450 [data/s: 0.00082][batch/s: 0.32270][loss: 4.201926e-01][top1: 90.017551][top5: 99.729766]
2022-09-10 18:02:22,518 train 500 [data/s: 0.00078][batch/s: 0.32258][loss: 4.196924e-01][top1: 90.011641][top5: 99.729706]
2022-09-10 18:02:28,999 train_acc 90.017997
2022-09-10 18:02:29,182 valid 000 [data/s: 0.12230][batch/s: 0.17722][loss: 2.182703e-01][top1: 92.708328][top5: 100.000000]
2022-09-10 18:02:31,920 valid 050 [data/s: 0.00269][batch/s: 0.05716][loss: 2.665001e-01][top1: 91.156043][top5: 99.795751]
2022-09-10 18:02:34,658 valid 100 [data/s: 0.00151][batch/s: 0.05598][loss: 2.583175e-01][top1: 91.594469][top5: 99.762788]
2022-09-10 18:02:35,031 valid_acc 91.569997	best_val_acc 91.569997
2022-09-10 18:02:35,397 epoch 47 lr 2.459119e-02
2022-09-10 18:02:35,949 train 000 [data/s: 0.17713][batch/s: 0.54774][loss: 6.224819e-01][top1: 86.458328][top5: 97.916664]
2022-09-10 18:02:52,160 train 050 [data/s: 0.00383][batch/s: 0.32860][loss: 4.136592e-01][top1: 89.971403][top5: 99.734476]
2022-09-10 18:03:08,294 train 100 [data/s: 0.00210][batch/s: 0.32567][loss: 3.926342e-01][top1: 90.542489][top5: 99.814356]
2022-09-10 18:03:24,381 train 150 [data/s: 0.00153][batch/s: 0.32437][loss: 4.055519e-01][top1: 90.245582][top5: 99.793045]
2022-09-10 18:03:40,479 train 200 [data/s: 0.00125][batch/s: 0.32377][loss: 4.070701e-01][top1: 90.241498][top5: 99.792702]
2022-09-10 18:03:56,593 train 250 [data/s: 0.00107][batch/s: 0.32347][loss: 4.110654e-01][top1: 90.110389][top5: 99.780046]
2022-09-10 18:04:12,685 train 300 [data/s: 0.00095][batch/s: 0.32320][loss: 4.166590e-01][top1: 89.981310][top5: 99.754290]
2022-09-10 18:04:28,819 train 350 [data/s: 0.00087][batch/s: 0.32313][loss: 4.153609e-01][top1: 90.007714][top5: 99.753679]
2022-09-10 18:04:44,925 train 400 [data/s: 0.00080][batch/s: 0.32300][loss: 4.148985e-01][top1: 90.030130][top5: 99.735036]
2022-09-10 18:05:02,231 train 450 [data/s: 0.00076][batch/s: 0.32556][loss: 4.182532e-01][top1: 89.922854][top5: 99.727456]
2022-09-10 18:05:18,545 train 500 [data/s: 0.00072][batch/s: 0.32563][loss: 4.205704e-01][top1: 89.909761][top5: 99.719310]
2022-09-10 18:05:25,098 train_acc 89.885997
2022-09-10 18:05:25,282 valid 000 [data/s: 0.12427][batch/s: 0.17924][loss: 2.744189e-01][top1: 89.583328][top5: 100.000000]
2022-09-10 18:05:28,030 valid 050 [data/s: 0.00273][batch/s: 0.05740][loss: 2.850190e-01][top1: 90.665847][top5: 99.754901]
2022-09-10 18:05:30,785 valid 100 [data/s: 0.00153][batch/s: 0.05626][loss: 2.847810e-01][top1: 90.635311][top5: 99.783415]
2022-09-10 18:05:31,038 valid_acc 90.549997	best_val_acc 91.569997
2022-09-10 18:05:31,375 epoch 48 lr 2.457442e-02
2022-09-10 18:05:31,901 train 000 [data/s: 0.18366][batch/s: 0.52060][loss: 4.242476e-01][top1: 89.583328][top5: 100.000000]
2022-09-10 18:05:48,156 train 050 [data/s: 0.00398][batch/s: 0.32894][loss: 4.077186e-01][top1: 90.400324][top5: 99.734476]
2022-09-10 18:06:04,333 train 100 [data/s: 0.00220][batch/s: 0.32626][loss: 3.939219e-01][top1: 90.449668][top5: 99.793729]
2022-09-10 18:06:20,801 train 150 [data/s: 0.00160][batch/s: 0.32729][loss: 4.050029e-01][top1: 90.093816][top5: 99.751655]
2022-09-10 18:06:37,754 train 200 [data/s: 0.00131][batch/s: 0.33022][loss: 4.147408e-01][top1: 89.883911][top5: 99.746060]
2022-09-10 18:06:53,859 train 250 [data/s: 0.00112][batch/s: 0.32860][loss: 4.164554e-01][top1: 89.786684][top5: 99.746845]
2022-09-10 18:07:09,981 train 300 [data/s: 0.00100][batch/s: 0.32758][loss: 4.163016e-01][top1: 89.752905][top5: 99.754290]
2022-09-10 18:07:26,080 train 350 [data/s: 0.00091][batch/s: 0.32678][loss: 4.196725e-01][top1: 89.702039][top5: 99.741808]
2022-09-10 18:07:42,176 train 400 [data/s: 0.00085][batch/s: 0.32617][loss: 4.202244e-01][top1: 89.679445][top5: 99.742829]
2022-09-10 18:07:58,283 train 450 [data/s: 0.00080][batch/s: 0.32573][loss: 4.240789e-01][top1: 89.645692][top5: 99.739005]
2022-09-10 18:08:14,385 train 500 [data/s: 0.00075][batch/s: 0.32536][loss: 4.236156e-01][top1: 89.656102][top5: 99.738023]
2022-09-10 18:08:20,858 train_acc 89.649998
2022-09-10 18:08:21,046 valid 000 [data/s: 0.12764][batch/s: 0.18257][loss: 3.723768e-01][top1: 90.625000][top5: 100.000000]
2022-09-10 18:08:23,785 valid 050 [data/s: 0.00281][batch/s: 0.05729][loss: 2.844648e-01][top1: 90.686272][top5: 99.693626]
2022-09-10 18:08:26,524 valid 100 [data/s: 0.00157][batch/s: 0.05605][loss: 2.787078e-01][top1: 90.841582][top5: 99.752474]
2022-09-10 18:08:26,768 valid_acc 90.879997	best_val_acc 91.569997
2022-09-10 18:08:27,134 epoch 49 lr 2.455731e-02
2022-09-10 18:08:27,655 train 000 [data/s: 0.17853][batch/s: 0.51724][loss: 2.594972e-01][top1: 92.708328][top5: 100.000000]
2022-09-10 18:08:43,763 train 050 [data/s: 0.00387][batch/s: 0.32598][loss: 3.990902e-01][top1: 90.400325][top5: 99.714051]
2022-09-10 18:08:59,956 train 100 [data/s: 0.00214][batch/s: 0.32493][loss: 3.906857e-01][top1: 90.583744][top5: 99.711220]
2022-09-10 18:09:16,031 train 150 [data/s: 0.00154][batch/s: 0.32379][loss: 3.969026e-01][top1: 90.562912][top5: 99.703365]
2022-09-10 18:09:32,152 train 200 [data/s: 0.00124][batch/s: 0.32345][loss: 4.024384e-01][top1: 90.381424][top5: 99.694236]
2022-09-10 18:09:48,224 train 250 [data/s: 0.00106][batch/s: 0.32305][loss: 4.047964e-01][top1: 90.288843][top5: 99.705344]
2022-09-10 18:10:04,293 train 300 [data/s: 0.00094][batch/s: 0.32277][loss: 4.055922e-01][top1: 90.247783][top5: 99.712762]
2022-09-10 18:10:20,395 train 350 [data/s: 0.00085][batch/s: 0.32267][loss: 4.100194e-01][top1: 90.117519][top5: 99.715099]
2022-09-10 18:10:36,470 train 400 [data/s: 0.00079][batch/s: 0.32252][loss: 4.111806e-01][top1: 90.069096][top5: 99.719450]
2022-09-10 18:10:52,588 train 450 [data/s: 0.00074][batch/s: 0.32250][loss: 4.130592e-01][top1: 90.036029][top5: 99.706669]
2022-09-10 18:11:08,662 train 500 [data/s: 0.00070][batch/s: 0.32240][loss: 4.165885e-01][top1: 89.932632][top5: 99.702677]
2022-09-10 18:11:15,098 train_acc 89.899998
2022-09-10 18:11:15,278 valid 000 [data/s: 0.11993][batch/s: 0.17480][loss: 3.971874e-01][top1: 87.500000][top5: 97.916664]
2022-09-10 18:11:18,022 valid 050 [data/s: 0.00267][batch/s: 0.05723][loss: 3.393673e-01][top1: 89.419932][top5: 99.407678]
2022-09-10 18:11:20,780 valid 100 [data/s: 0.00151][batch/s: 0.05621][loss: 3.290171e-01][top1: 89.655525][top5: 99.525576]
2022-09-10 18:11:21,041 valid_acc 89.619997	best_val_acc 91.569997
2022-09-10 18:11:21,412 epoch 50 lr 2.453987e-02
2022-09-10 18:11:21,981 train 000 [data/s: 0.18016][batch/s: 0.56385][loss: 3.491712e-01][top1: 90.625000][top5: 100.000000]
2022-09-10 18:11:38,112 train 050 [data/s: 0.00390][batch/s: 0.32735][loss: 3.750748e-01][top1: 90.870095][top5: 99.816176]
2022-09-10 18:11:54,199 train 100 [data/s: 0.00215][batch/s: 0.32458][loss: 3.777415e-01][top1: 90.645625][top5: 99.783415]
2022-09-10 18:12:10,300 train 150 [data/s: 0.00155][batch/s: 0.32373][loss: 3.925012e-01][top1: 90.273176][top5: 99.779249]
2022-09-10 18:12:26,392 train 200 [data/s: 0.00126][batch/s: 0.32326][loss: 4.021771e-01][top1: 90.137850][top5: 99.735696]
2022-09-10 18:12:42,524 train 250 [data/s: 0.00108][batch/s: 0.32314][loss: 4.065541e-01][top1: 90.052288][top5: 99.730245]
2022-09-10 18:12:58,676 train 300 [data/s: 0.00096][batch/s: 0.32312][loss: 4.110573e-01][top1: 89.915557][top5: 99.730065]
2022-09-10 18:13:15,041 train 350 [data/s: 0.00088][batch/s: 0.32371][loss: 4.110242e-01][top1: 89.912747][top5: 99.726970]
2022-09-10 18:13:31,214 train 400 [data/s: 0.00082][batch/s: 0.32368][loss: 4.079303e-01][top1: 90.069095][top5: 99.740232]
2022-09-10 18:13:47,325 train 450 [data/s: 0.00077][batch/s: 0.32352][loss: 4.073290e-01][top1: 90.084532][top5: 99.736695]
2022-09-10 18:14:03,542 train 500 [data/s: 0.00073][batch/s: 0.32360][loss: 4.106524e-01][top1: 89.997087][top5: 99.733865]
2022-09-10 18:14:10,028 train_acc 89.955997
2022-09-10 18:14:10,217 valid 000 [data/s: 0.12765][batch/s: 0.18262][loss: 2.668242e-01][top1: 89.583328][top5: 100.000000]
2022-09-10 18:14:12,957 valid 050 [data/s: 0.00281][batch/s: 0.05729][loss: 2.907979e-01][top1: 90.441175][top5: 99.714051]
2022-09-10 18:14:15,695 valid 100 [data/s: 0.00157][batch/s: 0.05604][loss: 2.855289e-01][top1: 90.511549][top5: 99.752474]
2022-09-10 18:14:15,940 valid_acc 90.509998	best_val_acc 91.569997
2022-09-10 18:14:16,316 epoch 51 lr 2.452211e-02
2022-09-10 18:14:16,836 train 000 [data/s: 0.18399][batch/s: 0.51499][loss: 2.888463e-01][top1: 93.750000][top5: 100.000000]
2022-09-10 18:14:32,991 train 050 [data/s: 0.00398][batch/s: 0.32686][loss: 3.702604e-01][top1: 91.053919][top5: 99.795751]
2022-09-10 18:14:49,554 train 100 [data/s: 0.00220][batch/s: 0.32904][loss: 3.873881e-01][top1: 90.614684][top5: 99.731847]
2022-09-10 18:15:05,651 train 150 [data/s: 0.00160][batch/s: 0.32669][loss: 4.027826e-01][top1: 90.162801][top5: 99.737858]
2022-09-10 18:15:21,791 train 200 [data/s: 0.00130][batch/s: 0.32572][loss: 4.007597e-01][top1: 90.282958][top5: 99.746060]
2022-09-10 18:15:38,041 train 250 [data/s: 0.00111][batch/s: 0.32558][loss: 4.005510e-01][top1: 90.330343][top5: 99.738545]
2022-09-10 18:15:54,188 train 300 [data/s: 0.00099][batch/s: 0.32514][loss: 4.038246e-01][top1: 90.209715][top5: 99.709301]
2022-09-10 18:16:10,301 train 350 [data/s: 0.00091][batch/s: 0.32473][loss: 4.083773e-01][top1: 90.093777][top5: 99.679486]
2022-09-10 18:16:26,553 train 400 [data/s: 0.00084][batch/s: 0.32477][loss: 4.123417e-01][top1: 90.056107][top5: 99.675290]
2022-09-10 18:16:42,763 train 450 [data/s: 0.00079][batch/s: 0.32471][loss: 4.110291e-01][top1: 90.077603][top5: 99.692811]
2022-09-10 18:16:58,878 train 500 [data/s: 0.00075][batch/s: 0.32446][loss: 4.157260e-01][top1: 89.922236][top5: 99.706835]
2022-09-10 18:17:05,340 train_acc 89.941998
2022-09-10 18:17:05,549 valid 000 [data/s: 0.14813][batch/s: 0.20307][loss: 3.071056e-01][top1: 90.625000][top5: 98.958328]
2022-09-10 18:17:08,288 valid 050 [data/s: 0.00321][batch/s: 0.05769][loss: 2.809027e-01][top1: 91.196893][top5: 99.714051]
2022-09-10 18:17:11,027 valid 100 [data/s: 0.00178][batch/s: 0.05625][loss: 2.759623e-01][top1: 91.089107][top5: 99.742161]
2022-09-10 18:17:11,276 valid_acc 91.069998	best_val_acc 91.569997
2022-09-10 18:17:11,648 epoch 52 lr 2.450401e-02
2022-09-10 18:17:12,188 train 000 [data/s: 0.20779][batch/s: 0.53592][loss: 2.962309e-01][top1: 92.708328][top5: 100.000000]
2022-09-10 18:17:28,435 train 050 [data/s: 0.00443][batch/s: 0.32907][loss: 4.034674e-01][top1: 89.930553][top5: 99.714051]
2022-09-10 18:17:44,515 train 100 [data/s: 0.00242][batch/s: 0.32537][loss: 3.959077e-01][top1: 90.171202][top5: 99.680279]
2022-09-10 18:18:00,851 train 150 [data/s: 0.00174][batch/s: 0.32582][loss: 3.928700e-01][top1: 90.224887][top5: 99.751655]
2022-09-10 18:18:17,343 train 200 [data/s: 0.00140][batch/s: 0.32682][loss: 3.978820e-01][top1: 90.054931][top5: 99.740878]
2022-09-10 18:18:34,030 train 250 [data/s: 0.00120][batch/s: 0.32820][loss: 4.017656e-01][top1: 90.089639][top5: 99.721944]
2022-09-10 18:18:50,310 train 300 [data/s: 0.00107][batch/s: 0.32777][loss: 4.037265e-01][top1: 90.071288][top5: 99.723144]
2022-09-10 18:19:06,822 train 350 [data/s: 0.00097][batch/s: 0.32812][loss: 4.097105e-01][top1: 89.850425][top5: 99.709163]
2022-09-10 18:19:23,035 train 400 [data/s: 0.00090][batch/s: 0.32764][loss: 4.097370e-01][top1: 89.863879][top5: 99.716853]
2022-09-10 18:19:39,159 train 450 [data/s: 0.00084][batch/s: 0.32706][loss: 4.090759e-01][top1: 89.957499][top5: 99.720527]
2022-09-10 18:19:55,244 train 500 [data/s: 0.00079][batch/s: 0.32653][loss: 4.089709e-01][top1: 89.988770][top5: 99.727627]
2022-09-10 18:20:01,701 train_acc 90.021997
2022-09-10 18:20:01,890 valid 000 [data/s: 0.12858][batch/s: 0.18346][loss: 2.654938e-01][top1: 90.625000][top5: 100.000000]
2022-09-10 18:20:04,628 valid 050 [data/s: 0.00281][batch/s: 0.05728][loss: 3.292717e-01][top1: 89.644605][top5: 99.714051]
2022-09-10 18:20:07,366 valid 100 [data/s: 0.00157][batch/s: 0.05604][loss: 3.162389e-01][top1: 89.707093][top5: 99.783415]
2022-09-10 18:20:07,618 valid_acc 89.749997	best_val_acc 91.569997
2022-09-10 18:20:07,988 epoch 53 lr 2.448559e-02
2022-09-10 18:20:08,508 train 000 [data/s: 0.18462][batch/s: 0.51454][loss: 4.193733e-01][top1: 90.625000][top5: 100.000000]
2022-09-10 18:20:24,606 train 050 [data/s: 0.00398][batch/s: 0.32574][loss: 4.128020e-01][top1: 89.971403][top5: 99.714051]
2022-09-10 18:20:40,739 train 100 [data/s: 0.00219][batch/s: 0.32421][loss: 4.003504e-01][top1: 90.191829][top5: 99.711220]
2022-09-10 18:20:56,847 train 150 [data/s: 0.00158][batch/s: 0.32354][loss: 3.969706e-01][top1: 90.369755][top5: 99.737858]
2022-09-10 18:21:12,941 train 200 [data/s: 0.00128][batch/s: 0.32312][loss: 3.990532e-01][top1: 90.272593][top5: 99.756425]
2022-09-10 18:21:29,128 train 250 [data/s: 0.00109][batch/s: 0.32325][loss: 3.984430e-01][top1: 90.292992][top5: 99.763445]
2022-09-10 18:21:45,244 train 300 [data/s: 0.00097][batch/s: 0.32309][loss: 4.037152e-01][top1: 90.175108][top5: 99.750830]
2022-09-10 18:22:01,748 train 350 [data/s: 0.00089][batch/s: 0.32409][loss: 4.017406e-01][top1: 90.271840][top5: 99.735873]
2022-09-10 18:22:18,060 train 400 [data/s: 0.00083][batch/s: 0.32436][loss: 4.023874e-01][top1: 90.253530][top5: 99.732439]
2022-09-10 18:22:34,229 train 450 [data/s: 0.00078][batch/s: 0.32425][loss: 4.079997e-01][top1: 90.109938][top5: 99.739005]
2022-09-10 18:22:50,377 train 500 [data/s: 0.00074][batch/s: 0.32412][loss: 4.104399e-01][top1: 90.022037][top5: 99.746340]
2022-09-10 18:22:56,889 train_acc 90.045997
2022-09-10 18:22:57,077 valid 000 [data/s: 0.12759][batch/s: 0.18251][loss: 1.771515e-01][top1: 93.750000][top5: 100.000000]
2022-09-10 18:22:59,819 valid 050 [data/s: 0.00284][batch/s: 0.05735][loss: 2.905851e-01][top1: 90.379899][top5: 99.693626]
2022-09-10 18:23:02,564 valid 100 [data/s: 0.00162][batch/s: 0.05613][loss: 2.937553e-01][top1: 90.068067][top5: 99.793729]
2022-09-10 18:23:02,828 valid_acc 90.099997	best_val_acc 91.569997
2022-09-10 18:23:03,263 epoch 54 lr 2.446684e-02
2022-09-10 18:23:03,795 train 000 [data/s: 0.19375][batch/s: 0.52683][loss: 2.497189e-01][top1: 96.875000][top5: 100.000000]
2022-09-10 18:23:20,322 train 050 [data/s: 0.00417][batch/s: 0.33438][loss: 4.048413e-01][top1: 90.563723][top5: 99.734476]
2022-09-10 18:23:36,968 train 100 [data/s: 0.00231][batch/s: 0.33365][loss: 3.843342e-01][top1: 90.882836][top5: 99.752474]
2022-09-10 18:23:53,151 train 150 [data/s: 0.00167][batch/s: 0.33035][loss: 3.972550e-01][top1: 90.535318][top5: 99.744756]
2022-09-10 18:24:09,362 train 200 [data/s: 0.00135][batch/s: 0.32882][loss: 3.968918e-01][top1: 90.614633][top5: 99.740878]
2022-09-10 18:24:25,462 train 250 [data/s: 0.00115][batch/s: 0.32746][loss: 3.978604e-01][top1: 90.533696][top5: 99.721944]
2022-09-10 18:24:41,581 train 300 [data/s: 0.00101][batch/s: 0.32662][loss: 3.960081e-01][top1: 90.580009][top5: 99.743908]
2022-09-10 18:24:57,674 train 350 [data/s: 0.00092][batch/s: 0.32594][loss: 4.025483e-01][top1: 90.390548][top5: 99.726969]
2022-09-10 18:25:13,756 train 400 [data/s: 0.00085][batch/s: 0.32540][loss: 4.047019e-01][top1: 90.336656][top5: 99.722048]
2022-09-10 18:25:29,850 train 450 [data/s: 0.00079][batch/s: 0.32501][loss: 4.066742e-01][top1: 90.276235][top5: 99.736695]
2022-09-10 18:25:45,922 train 500 [data/s: 0.00075][batch/s: 0.32466][loss: 4.063845e-01][top1: 90.290250][top5: 99.740102]
2022-09-10 18:25:52,373 train_acc 90.217997
2022-09-10 18:25:52,564 valid 000 [data/s: 0.13150][batch/s: 0.18635][loss: 3.262473e-01][top1: 90.625000][top5: 100.000000]
2022-09-10 18:25:55,303 valid 050 [data/s: 0.00289][batch/s: 0.05736][loss: 3.013189e-01][top1: 90.359474][top5: 99.530228]
2022-09-10 18:25:58,042 valid 100 [data/s: 0.00161][batch/s: 0.05609][loss: 2.853671e-01][top1: 90.511548][top5: 99.711220]
2022-09-10 18:25:58,285 valid_acc 90.459997	best_val_acc 91.569997
2022-09-10 18:25:58,661 epoch 55 lr 2.444776e-02
2022-09-10 18:25:59,163 train 000 [data/s: 0.16728][batch/s: 0.49681][loss: 3.030822e-01][top1: 93.750000][top5: 100.000000]
2022-09-10 18:26:15,593 train 050 [data/s: 0.00365][batch/s: 0.33190][loss: 3.730429e-01][top1: 91.421566][top5: 99.775326]
2022-09-10 18:26:31,695 train 100 [data/s: 0.00203][batch/s: 0.32702][loss: 3.812031e-01][top1: 91.006598][top5: 99.793729]
2022-09-10 18:26:47,982 train 150 [data/s: 0.00148][batch/s: 0.32660][loss: 3.842254e-01][top1: 90.790560][top5: 99.765452]
2022-09-10 18:27:04,073 train 200 [data/s: 0.00120][batch/s: 0.32541][loss: 3.910203e-01][top1: 90.635362][top5: 99.777155]
2022-09-10 18:27:20,176 train 250 [data/s: 0.00103][batch/s: 0.32474][loss: 3.947496e-01][top1: 90.512946][top5: 99.800796]
2022-09-10 18:27:36,266 train 300 [data/s: 0.00092][batch/s: 0.32425][loss: 3.965306e-01][top1: 90.420817][top5: 99.802740]
2022-09-10 18:27:52,596 train 350 [data/s: 0.00084][batch/s: 0.32459][loss: 3.966948e-01][top1: 90.458806][top5: 99.801163]
2022-09-10 18:28:08,767 train 400 [data/s: 0.00079][batch/s: 0.32444][loss: 3.979885e-01][top1: 90.370426][top5: 99.794783]
2022-09-10 18:28:24,982 train 450 [data/s: 0.00074][batch/s: 0.32442][loss: 3.992251e-01][top1: 90.278545][top5: 99.792128]
2022-09-10 18:28:41,108 train 500 [data/s: 0.00071][batch/s: 0.32423][loss: 3.982148e-01][top1: 90.331834][top5: 99.794161]
2022-09-10 18:28:47,578 train_acc 90.319998
2022-09-10 18:28:47,761 valid 000 [data/s: 0.12342][batch/s: 0.17859][loss: 3.803671e-01][top1: 84.375000][top5: 100.000000]
2022-09-10 18:28:50,500 valid 050 [data/s: 0.00272][batch/s: 0.05721][loss: 2.751789e-01][top1: 91.339867][top5: 99.693626]
2022-09-10 18:28:53,240 valid 100 [data/s: 0.00153][batch/s: 0.05602][loss: 2.615549e-01][top1: 91.759486][top5: 99.742161]
2022-09-10 18:28:53,615 valid_acc 91.729998	best_val_acc 91.729998
2022-09-10 18:28:53,947 epoch 56 lr 2.442835e-02
2022-09-10 18:28:54,483 train 000 [data/s: 0.17933][batch/s: 0.53160][loss: 4.295669e-01][top1: 90.625000][top5: 98.958328]
2022-09-10 18:29:10,701 train 050 [data/s: 0.00388][batch/s: 0.32841][loss: 3.796431e-01][top1: 90.584148][top5: 99.734476]
2022-09-10 18:29:26,792 train 100 [data/s: 0.00214][batch/s: 0.32515][loss: 3.708624e-01][top1: 90.800327][top5: 99.773101]
2022-09-10 18:29:42,953 train 150 [data/s: 0.00154][batch/s: 0.32451][loss: 3.761496e-01][top1: 90.721576][top5: 99.772350]
2022-09-10 18:29:59,110 train 200 [data/s: 0.00125][batch/s: 0.32417][loss: 3.799556e-01][top1: 90.676822][top5: 99.771972]
2022-09-10 18:30:15,298 train 250 [data/s: 0.00107][batch/s: 0.32409][loss: 3.889402e-01][top1: 90.405044][top5: 99.796646]
2022-09-10 18:30:31,430 train 300 [data/s: 0.00095][batch/s: 0.32385][loss: 3.910908e-01][top1: 90.400053][top5: 99.799279]
2022-09-10 18:30:47,614 train 350 [data/s: 0.00087][batch/s: 0.32382][loss: 3.950595e-01][top1: 90.319323][top5: 99.786324]
2022-09-10 18:31:03,698 train 400 [data/s: 0.00081][batch/s: 0.32355][loss: 4.012252e-01][top1: 90.167807][top5: 99.776599]
2022-09-10 18:31:19,797 train 450 [data/s: 0.00076][batch/s: 0.32338][loss: 4.029896e-01][top1: 90.142274][top5: 99.764411]
2022-09-10 18:31:35,898 train 500 [data/s: 0.00072][batch/s: 0.32325][loss: 4.029016e-01][top1: 90.101045][top5: 99.765052]
2022-09-10 18:31:42,706 train_acc 90.075998
2022-09-10 18:31:42,911 valid 000 [data/s: 0.14431][batch/s: 0.19929][loss: 2.789050e-01][top1: 88.541664][top5: 100.000000]
2022-09-10 18:31:45,650 valid 050 [data/s: 0.00313][batch/s: 0.05761][loss: 3.643213e-01][top1: 88.664213][top5: 99.693626]
2022-09-10 18:31:48,395 valid 100 [data/s: 0.00175][batch/s: 0.05627][loss: 3.500350e-01][top1: 89.005773][top5: 99.742161]
2022-09-10 18:31:48,661 valid_acc 89.019997	best_val_acc 91.729998
2022-09-10 18:31:49,028 epoch 57 lr 2.440861e-02
2022-09-10 18:31:49,526 train 000 [data/s: 0.16433][batch/s: 0.49247][loss: 4.672031e-01][top1: 90.625000][top5: 100.000000]
2022-09-10 18:32:05,763 train 050 [data/s: 0.00357][batch/s: 0.32803][loss: 3.650084e-01][top1: 91.135618][top5: 99.938725]
2022-09-10 18:32:21,965 train 100 [data/s: 0.00199][batch/s: 0.32606][loss: 3.793446e-01][top1: 90.820954][top5: 99.865923]
2022-09-10 18:32:38,056 train 150 [data/s: 0.00145][batch/s: 0.32465][loss: 3.827310e-01][top1: 90.811255][top5: 99.827538]
2022-09-10 18:32:54,139 train 200 [data/s: 0.00119][batch/s: 0.32391][loss: 3.851232e-01][top1: 90.775287][top5: 99.818614]
2022-09-10 18:33:10,230 train 250 [data/s: 0.00102][batch/s: 0.32349][loss: 3.864719e-01][top1: 90.778550][top5: 99.780046]
2022-09-10 18:33:26,307 train 300 [data/s: 0.00091][batch/s: 0.32317][loss: 3.951575e-01][top1: 90.614615][top5: 99.768133]
2022-09-10 18:33:42,428 train 350 [data/s: 0.00083][batch/s: 0.32306][loss: 3.981630e-01][top1: 90.509256][top5: 99.768518]
2022-09-10 18:33:58,573 train 400 [data/s: 0.00077][batch/s: 0.32304][loss: 3.982904e-01][top1: 90.476930][top5: 99.766208]
2022-09-10 18:34:14,679 train 450 [data/s: 0.00073][batch/s: 0.32294][loss: 4.007857e-01][top1: 90.407887][top5: 99.762102]
2022-09-10 18:34:31,491 train 500 [data/s: 0.00069][batch/s: 0.32427][loss: 3.996928e-01][top1: 90.390050][top5: 99.775448]
2022-09-10 18:34:38,009 train_acc 90.419997
2022-09-10 18:34:38,201 valid 000 [data/s: 0.12748][batch/s: 0.18715][loss: 3.442311e-01][top1: 90.625000][top5: 100.000000]
2022-09-10 18:34:40,957 valid 050 [data/s: 0.00283][batch/s: 0.05771][loss: 3.397596e-01][top1: 89.379082][top5: 99.652776]
2022-09-10 18:34:43,706 valid 100 [data/s: 0.00158][batch/s: 0.05636][loss: 3.083229e-01][top1: 89.944304][top5: 99.793729]
2022-09-10 18:34:43,973 valid_acc 89.939997	best_val_acc 91.729998
2022-09-10 18:34:44,318 epoch 58 lr 2.438855e-02
2022-09-10 18:34:44,846 train 000 [data/s: 0.18037][batch/s: 0.52415][loss: 4.476824e-01][top1: 88.541664][top5: 100.000000]
2022-09-10 18:35:00,988 train 050 [data/s: 0.00388][batch/s: 0.32678][loss: 3.781051e-01][top1: 90.992645][top5: 99.795751]
2022-09-10 18:35:17,090 train 100 [data/s: 0.00213][batch/s: 0.32443][loss: 3.863099e-01][top1: 90.583744][top5: 99.742161]
2022-09-10 18:35:33,203 train 150 [data/s: 0.00154][batch/s: 0.32371][loss: 3.872293e-01][top1: 90.576708][top5: 99.744756]
2022-09-10 18:35:49,295 train 200 [data/s: 0.00124][batch/s: 0.32325][loss: 3.901941e-01][top1: 90.552444][top5: 99.740878]
2022-09-10 18:36:05,431 train 250 [data/s: 0.00107][batch/s: 0.32314][loss: 3.893277e-01][top1: 90.587647][top5: 99.755145]
2022-09-10 18:36:21,551 train 300 [data/s: 0.00095][batch/s: 0.32302][loss: 3.905274e-01][top1: 90.573087][top5: 99.747369]
2022-09-10 18:36:37,721 train 350 [data/s: 0.00086][batch/s: 0.32307][loss: 3.948910e-01][top1: 90.476612][top5: 99.738840]
2022-09-10 18:36:54,116 train 400 [data/s: 0.00080][batch/s: 0.32367][loss: 3.978494e-01][top1: 90.383414][top5: 99.745427]
2022-09-10 18:37:10,360 train 450 [data/s: 0.00076][batch/s: 0.32381][loss: 4.000691e-01][top1: 90.333977][top5: 99.736695]
2022-09-10 18:37:26,714 train 500 [data/s: 0.00072][batch/s: 0.32413][loss: 4.031575e-01][top1: 90.252825][top5: 99.731785]
2022-09-10 18:37:33,298 train_acc 90.231997
2022-09-10 18:37:33,532 valid 000 [data/s: 0.17329][batch/s: 0.22849][loss: 2.105837e-01][top1: 92.708328][top5: 100.000000]
2022-09-10 18:37:36,270 valid 050 [data/s: 0.00369][batch/s: 0.05817][loss: 2.694738e-01][top1: 91.441991][top5: 99.714051]
2022-09-10 18:37:39,009 valid 100 [data/s: 0.00202][batch/s: 0.05649][loss: 2.589417e-01][top1: 91.594469][top5: 99.814356]
2022-09-10 18:37:39,279 valid_acc 91.579997	best_val_acc 91.729998
2022-09-10 18:37:39,653 epoch 59 lr 2.436816e-02
2022-09-10 18:37:40,169 train 000 [data/s: 0.17900][batch/s: 0.51102][loss: 3.742683e-01][top1: 88.541664][top5: 100.000000]
2022-09-10 18:37:56,439 train 050 [data/s: 0.00389][batch/s: 0.32905][loss: 3.830469e-01][top1: 90.624997][top5: 99.877450]
2022-09-10 18:38:12,582 train 100 [data/s: 0.00216][batch/s: 0.32598][loss: 3.930245e-01][top1: 90.315591][top5: 99.824669]
2022-09-10 18:38:28,764 train 150 [data/s: 0.00157][batch/s: 0.32521][loss: 3.958557e-01][top1: 90.307668][top5: 99.779249]
2022-09-10 18:38:44,921 train 200 [data/s: 0.00128][batch/s: 0.32469][loss: 3.983801e-01][top1: 90.184492][top5: 99.777155]
2022-09-10 18:39:01,052 train 250 [data/s: 0.00110][batch/s: 0.32428][loss: 3.986188e-01][top1: 90.139440][top5: 99.775896]
2022-09-10 18:39:17,563 train 300 [data/s: 0.00098][batch/s: 0.32527][loss: 4.000004e-01][top1: 90.057445][top5: 99.764672]
2022-09-10 18:39:34,104 train 350 [data/s: 0.00089][batch/s: 0.32606][loss: 3.980033e-01][top1: 90.153131][top5: 99.768518]
2022-09-10 18:39:50,236 train 400 [data/s: 0.00083][batch/s: 0.32563][loss: 3.958499e-01][top1: 90.230151][top5: 99.774002]
2022-09-10 18:40:06,441 train 450 [data/s: 0.00077][batch/s: 0.32546][loss: 4.006086e-01][top1: 90.151513][top5: 99.778270]
2022-09-10 18:40:22,591 train 500 [data/s: 0.00073][batch/s: 0.32522][loss: 4.012414e-01][top1: 90.134312][top5: 99.792082]
2022-09-10 18:40:29,070 train_acc 90.153997
2022-09-10 18:40:29,271 valid 000 [data/s: 0.14112][batch/s: 0.19604][loss: 3.504768e-01][top1: 86.458328][top5: 100.000000]
2022-09-10 18:40:32,009 valid 050 [data/s: 0.00307][batch/s: 0.05754][loss: 2.599271e-01][top1: 91.196893][top5: 99.673201]
2022-09-10 18:40:34,748 valid 100 [data/s: 0.00171][batch/s: 0.05617][loss: 2.567045e-01][top1: 91.481020][top5: 99.773101]
2022-09-10 18:40:34,999 valid_acc 91.549997	best_val_acc 91.729998
2022-09-10 18:40:35,375 epoch 60 lr 2.434745e-02
2022-09-10 18:40:35,896 train 000 [data/s: 0.17035][batch/s: 0.51581][loss: 4.232212e-01][top1: 89.583328][top5: 98.958328]
2022-09-10 18:40:52,127 train 050 [data/s: 0.00387][batch/s: 0.32838][loss: 4.140768e-01][top1: 90.155226][top5: 99.714051]
2022-09-10 18:41:08,280 train 100 [data/s: 0.00213][batch/s: 0.32574][loss: 4.140103e-01][top1: 89.923677][top5: 99.773102]
2022-09-10 18:41:24,421 train 150 [data/s: 0.00154][batch/s: 0.32478][loss: 4.009980e-01][top1: 90.245582][top5: 99.779249]
2022-09-10 18:41:40,516 train 200 [data/s: 0.00124][batch/s: 0.32406][loss: 4.007859e-01][top1: 90.257046][top5: 99.751243]
2022-09-10 18:41:56,663 train 250 [data/s: 0.00106][batch/s: 0.32384][loss: 4.017925e-01][top1: 90.239041][top5: 99.734395]
2022-09-10 18:42:13,088 train 300 [data/s: 0.00095][batch/s: 0.32461][loss: 4.031122e-01][top1: 90.206254][top5: 99.709301]
2022-09-10 18:42:29,326 train 350 [data/s: 0.00087][batch/s: 0.32463][loss: 3.997868e-01][top1: 90.289646][top5: 99.721034]
2022-09-10 18:42:45,509 train 400 [data/s: 0.00080][batch/s: 0.32451][loss: 3.995446e-01][top1: 90.300288][top5: 99.732439]
2022-09-10 18:43:01,714 train 450 [data/s: 0.00075][batch/s: 0.32447][loss: 4.019309e-01][top1: 90.216184][top5: 99.722837]
2022-09-10 18:43:17,809 train 500 [data/s: 0.00071][batch/s: 0.32421][loss: 3.988904e-01][top1: 90.279854][top5: 99.742181]
2022-09-10 18:43:24,283 train_acc 90.319997
2022-09-10 18:43:24,492 valid 000 [data/s: 0.14867][batch/s: 0.20356][loss: 3.860142e-01][top1: 89.583328][top5: 100.000000]
2022-09-10 18:43:27,232 valid 050 [data/s: 0.00321][batch/s: 0.05772][loss: 2.972734e-01][top1: 90.686272][top5: 99.673201]
2022-09-10 18:43:29,975 valid 100 [data/s: 0.00176][batch/s: 0.05630][loss: 2.895508e-01][top1: 90.924090][top5: 99.711220]
2022-09-10 18:43:30,219 valid_acc 90.909998	best_val_acc 91.729998
2022-09-10 18:43:30,619 epoch 61 lr 2.432641e-02
2022-09-10 18:43:31,149 train 000 [data/s: 0.16125][batch/s: 0.52457][loss: 3.624457e-01][top1: 90.625000][top5: 100.000000]
2022-09-10 18:43:47,301 train 050 [data/s: 0.00349][batch/s: 0.32699][loss: 3.918192e-01][top1: 90.339050][top5: 99.693626]
2022-09-10 18:44:03,570 train 100 [data/s: 0.00194][batch/s: 0.32620][loss: 3.904913e-01][top1: 90.418727][top5: 99.742161]
2022-09-10 18:44:19,659 train 150 [data/s: 0.00142][batch/s: 0.32473][loss: 3.924940e-01][top1: 90.245582][top5: 99.765452]
2022-09-10 18:44:35,773 train 200 [data/s: 0.00115][batch/s: 0.32412][loss: 3.917197e-01][top1: 90.355512][top5: 99.771973]
2022-09-10 18:44:51,865 train 250 [data/s: 0.00099][batch/s: 0.32367][loss: 3.880224e-01][top1: 90.442395][top5: 99.784196]
2022-09-10 18:45:07,928 train 300 [data/s: 0.00087][batch/s: 0.32327][loss: 3.886959e-01][top1: 90.368907][top5: 99.771594]
2022-09-10 18:45:23,992 train 350 [data/s: 0.00080][batch/s: 0.32298][loss: 3.915616e-01][top1: 90.319323][top5: 99.768518]
2022-09-10 18:45:40,084 train 400 [data/s: 0.00074][batch/s: 0.32284][loss: 3.910966e-01][top1: 90.388609][top5: 99.750622]
2022-09-10 18:45:56,148 train 450 [data/s: 0.00069][batch/s: 0.32267][loss: 3.946943e-01][top1: 90.299332][top5: 99.736695]
2022-09-10 18:46:12,218 train 500 [data/s: 0.00065][batch/s: 0.32254][loss: 3.946426e-01][top1: 90.323517][top5: 99.748419]
2022-09-10 18:46:18,676 train_acc 90.335997
2022-09-10 18:46:18,872 valid 000 [data/s: 0.13622][batch/s: 0.19101][loss: 3.702265e-01][top1: 86.458328][top5: 98.958328]
2022-09-10 18:46:21,609 valid 050 [data/s: 0.00296][batch/s: 0.05742][loss: 3.678331e-01][top1: 89.031860][top5: 99.366828]
2022-09-10 18:46:24,347 valid 100 [data/s: 0.00164][batch/s: 0.05609][loss: 3.607729e-01][top1: 88.768561][top5: 99.566830]
2022-09-10 18:46:24,596 valid_acc 88.819997	best_val_acc 91.729998
2022-09-10 18:46:24,925 epoch 62 lr 2.430505e-02
2022-09-10 18:46:25,443 train 000 [data/s: 0.18353][batch/s: 0.51243][loss: 3.967467e-01][top1: 92.708328][top5: 98.958328]
2022-09-10 18:46:41,566 train 050 [data/s: 0.00396][batch/s: 0.32618][loss: 3.476741e-01][top1: 91.707514][top5: 99.795751]
2022-09-10 18:46:57,702 train 100 [data/s: 0.00217][batch/s: 0.32448][loss: 3.561174e-01][top1: 91.192241][top5: 99.804042]
2022-09-10 18:47:13,783 train 150 [data/s: 0.00157][batch/s: 0.32353][loss: 3.639733e-01][top1: 91.218265][top5: 99.806842]
2022-09-10 18:47:29,890 train 200 [data/s: 0.00127][batch/s: 0.32318][loss: 3.655449e-01][top1: 91.169152][top5: 99.808250]
2022-09-10 18:47:45,986 train 250 [data/s: 0.00108][batch/s: 0.32293][loss: 3.740191e-01][top1: 90.944553][top5: 99.775895]
2022-09-10 18:48:02,116 train 300 [data/s: 0.00096][batch/s: 0.32288][loss: 3.795079e-01][top1: 90.759964][top5: 99.778515]
2022-09-10 18:48:18,206 train 350 [data/s: 0.00087][batch/s: 0.32272][loss: 3.812560e-01][top1: 90.758544][top5: 99.792259]
2022-09-10 18:48:34,366 train 400 [data/s: 0.00081][batch/s: 0.32278][loss: 3.828221e-01][top1: 90.747088][top5: 99.776599]
2022-09-10 18:48:50,581 train 450 [data/s: 0.00076][batch/s: 0.32295][loss: 3.831468e-01][top1: 90.712765][top5: 99.780579]
2022-09-10 18:49:07,285 train 500 [data/s: 0.00073][batch/s: 0.32406][loss: 3.841203e-01][top1: 90.672818][top5: 99.779607]
2022-09-10 18:49:13,942 train_acc 90.671997
2022-09-10 18:49:14,126 valid 000 [data/s: 0.12371][batch/s: 0.17875][loss: 2.963213e-01][top1: 91.666664][top5: 100.000000]
2022-09-10 18:49:16,868 valid 050 [data/s: 0.00276][batch/s: 0.05726][loss: 2.694888e-01][top1: 91.176468][top5: 99.693626]
2022-09-10 18:49:19,608 valid 100 [data/s: 0.00156][batch/s: 0.05605][loss: 2.653466e-01][top1: 91.481020][top5: 99.783415]
2022-09-10 18:49:19,865 valid_acc 91.489997	best_val_acc 91.729998
2022-09-10 18:49:20,288 epoch 63 lr 2.428336e-02
2022-09-10 18:49:20,841 train 000 [data/s: 0.18189][batch/s: 0.54789][loss: 5.660305e-01][top1: 84.375000][top5: 98.958328]
2022-09-10 18:49:37,386 train 050 [data/s: 0.00394][batch/s: 0.33515][loss: 3.701050e-01][top1: 91.176468][top5: 99.693626]
2022-09-10 18:49:53,598 train 100 [data/s: 0.00216][batch/s: 0.32974][loss: 3.783383e-01][top1: 90.944717][top5: 99.742160]
2022-09-10 18:50:09,911 train 150 [data/s: 0.00157][batch/s: 0.32859][loss: 3.856223e-01][top1: 90.631896][top5: 99.751654]
2022-09-10 18:50:26,007 train 200 [data/s: 0.00127][batch/s: 0.32693][loss: 3.897840e-01][top1: 90.557626][top5: 99.751243]
2022-09-10 18:50:42,112 train 250 [data/s: 0.00108][batch/s: 0.32597][loss: 3.859000e-01][top1: 90.699698][top5: 99.784195]
2022-09-10 18:50:58,208 train 300 [data/s: 0.00096][batch/s: 0.32530][loss: 3.841596e-01][top1: 90.742661][top5: 99.778515]
2022-09-10 18:51:14,290 train 350 [data/s: 0.00088][batch/s: 0.32478][loss: 3.804069e-01][top1: 90.826802][top5: 99.777421]
2022-09-10 18:51:30,396 train 400 [data/s: 0.00081][batch/s: 0.32444][loss: 3.825335e-01][top1: 90.825018][top5: 99.745427]
2022-09-10 18:51:46,473 train 450 [data/s: 0.00076][batch/s: 0.32412][loss: 3.825143e-01][top1: 90.809772][top5: 99.752863]
2022-09-10 18:52:02,552 train 500 [data/s: 0.00072][batch/s: 0.32387][loss: 3.845335e-01][top1: 90.783015][top5: 99.750498]
2022-09-10 18:52:09,023 train_acc 90.777997
2022-09-10 18:52:09,210 valid 000 [data/s: 0.12721][batch/s: 0.18217][loss: 4.725866e-01][top1: 88.541664][top5: 100.000000]
2022-09-10 18:52:11,948 valid 050 [data/s: 0.00278][batch/s: 0.05725][loss: 3.302134e-01][top1: 89.644605][top5: 99.632351]
2022-09-10 18:52:14,684 valid 100 [data/s: 0.00154][batch/s: 0.05600][loss: 3.202750e-01][top1: 89.995872][top5: 99.690593]
2022-09-10 18:52:14,932 valid_acc 89.979997	best_val_acc 91.729998
2022-09-10 18:52:15,264 epoch 64 lr 2.426135e-02
2022-09-10 18:52:15,768 train 000 [data/s: 0.16105][batch/s: 0.49900][loss: 3.989598e-01][top1: 89.583328][top5: 100.000000]
2022-09-10 18:52:31,900 train 050 [data/s: 0.00349][batch/s: 0.32611][loss: 3.834276e-01][top1: 90.359474][top5: 99.652776]
2022-09-10 18:52:48,027 train 100 [data/s: 0.00193][batch/s: 0.32434][loss: 3.884720e-01][top1: 90.367159][top5: 99.700906]
2022-09-10 18:53:04,137 train 150 [data/s: 0.00140][batch/s: 0.32363][loss: 3.857529e-01][top1: 90.528419][top5: 99.717162]
2022-09-10 18:53:20,241 train 200 [data/s: 0.00114][batch/s: 0.32324][loss: 3.860197e-01][top1: 90.542079][top5: 99.709783]
2022-09-10 18:53:36,331 train 250 [data/s: 0.00098][batch/s: 0.32295][loss: 3.843290e-01][top1: 90.645748][top5: 99.721944]
2022-09-10 18:53:52,447 train 300 [data/s: 0.00087][batch/s: 0.32285][loss: 3.894642e-01][top1: 90.479649][top5: 99.723144]
2022-09-10 18:54:08,531 train 350 [data/s: 0.00080][batch/s: 0.32268][loss: 3.887758e-01][top1: 90.476612][top5: 99.721034]
2022-09-10 18:54:24,621 train 400 [data/s: 0.00074][batch/s: 0.32257][loss: 3.895368e-01][top1: 90.484723][top5: 99.709059]
2022-09-10 18:54:40,714 train 450 [data/s: 0.00070][batch/s: 0.32249][loss: 3.899205e-01][top1: 90.493345][top5: 99.715908]
2022-09-10 18:54:56,997 train 500 [data/s: 0.00066][batch/s: 0.32281][loss: 3.910290e-01][top1: 90.437872][top5: 99.729706]
2022-09-10 18:55:03,601 train_acc 90.473997
2022-09-10 18:55:03,785 valid 000 [data/s: 0.12321][batch/s: 0.17825][loss: 3.326408e-01][top1: 89.583328][top5: 100.000000]
2022-09-10 18:55:06,525 valid 050 [data/s: 0.00274][batch/s: 0.05723][loss: 2.784715e-01][top1: 91.401141][top5: 99.714051]
2022-09-10 18:55:09,266 valid 100 [data/s: 0.00155][batch/s: 0.05603][loss: 2.713559e-01][top1: 91.491334][top5: 99.793729]
2022-09-10 18:55:09,527 valid_acc 91.529997	best_val_acc 91.729998
2022-09-10 18:55:09,902 epoch 65 lr 2.423902e-02
2022-09-10 18:55:10,409 train 000 [data/s: 0.17238][batch/s: 0.50185][loss: 1.988139e-01][top1: 95.833328][top5: 100.000000]
2022-09-10 18:55:26,649 train 050 [data/s: 0.00377][batch/s: 0.32828][loss: 3.383805e-01][top1: 91.727938][top5: 99.816176]
2022-09-10 18:55:42,780 train 100 [data/s: 0.00210][batch/s: 0.32547][loss: 3.433659e-01][top1: 91.367571][top5: 99.814356]
2022-09-10 18:55:58,886 train 150 [data/s: 0.00153][batch/s: 0.32436][loss: 3.565297e-01][top1: 91.238960][top5: 99.813741]
2022-09-10 18:56:15,000 train 200 [data/s: 0.00124][batch/s: 0.32384][loss: 3.627357e-01][top1: 91.070686][top5: 99.803067]
2022-09-10 18:56:31,236 train 250 [data/s: 0.00107][batch/s: 0.32402][loss: 3.660721e-01][top1: 90.957003][top5: 99.796646]
2022-09-10 18:56:47,496 train 300 [data/s: 0.00096][batch/s: 0.32421][loss: 3.716208e-01][top1: 90.881088][top5: 99.788897]
2022-09-10 18:57:03,620 train 350 [data/s: 0.00088][batch/s: 0.32397][loss: 3.793203e-01][top1: 90.722932][top5: 99.786324]
2022-09-10 18:57:20,034 train 400 [data/s: 0.00082][batch/s: 0.32450][loss: 3.820115e-01][top1: 90.695135][top5: 99.768806]
2022-09-10 18:57:36,215 train 450 [data/s: 0.00078][batch/s: 0.32441][loss: 3.842655e-01][top1: 90.613449][top5: 99.764411]
2022-09-10 18:57:52,403 train 500 [data/s: 0.00074][batch/s: 0.32434][loss: 3.867142e-01][top1: 90.535593][top5: 99.762973]
2022-09-10 18:57:59,525 train_acc 90.511998
2022-09-10 18:57:59,708 valid 000 [data/s: 0.12309][batch/s: 0.17808][loss: 2.952080e-01][top1: 90.625000][top5: 100.000000]
2022-09-10 18:58:02,449 valid 050 [data/s: 0.00275][batch/s: 0.05724][loss: 2.612705e-01][top1: 91.544115][top5: 99.632352]
2022-09-10 18:58:05,197 valid 100 [data/s: 0.00155][batch/s: 0.05611][loss: 2.525188e-01][top1: 91.831681][top5: 99.690593]
2022-09-10 18:58:05,576 valid_acc 91.829998	best_val_acc 91.829998
2022-09-10 18:58:05,911 epoch 66 lr 2.421637e-02
2022-09-10 18:58:06,487 train 000 [data/s: 0.16458][batch/s: 0.57016][loss: 2.117465e-01][top1: 95.833328][top5: 100.000000]
2022-09-10 18:58:24,048 train 050 [data/s: 0.00362][batch/s: 0.35552][loss: 3.442488e-01][top1: 91.870912][top5: 99.734476]
2022-09-10 18:58:40,986 train 100 [data/s: 0.00202][batch/s: 0.34722][loss: 3.462116e-01][top1: 91.625410][top5: 99.773101]
2022-09-10 18:58:57,347 train 150 [data/s: 0.00148][batch/s: 0.34060][loss: 3.587130e-01][top1: 91.425218][top5: 99.806842]
2022-09-10 18:59:13,574 train 200 [data/s: 0.00121][batch/s: 0.33660][loss: 3.653023e-01][top1: 91.138057][top5: 99.813432]
2022-09-10 18:59:29,804 train 250 [data/s: 0.00104][batch/s: 0.33421][loss: 3.644527e-01][top1: 91.189406][top5: 99.821546]
2022-09-10 18:59:45,888 train 300 [data/s: 0.00093][batch/s: 0.33213][loss: 3.671673e-01][top1: 91.130258][top5: 99.799279]
2022-09-10 19:00:01,974 train 350 [data/s: 0.00085][batch/s: 0.33065][loss: 3.714039e-01][top1: 90.992994][top5: 99.798195]
2022-09-10 19:00:18,053 train 400 [data/s: 0.00079][batch/s: 0.32952][loss: 3.749650e-01][top1: 90.923730][top5: 99.786990]
2022-09-10 19:00:34,232 train 450 [data/s: 0.00075][batch/s: 0.32886][loss: 3.761412e-01][top1: 90.876753][top5: 99.787508]
2022-09-10 19:00:50,310 train 500 [data/s: 0.00071][batch/s: 0.32813][loss: 3.786353e-01][top1: 90.783015][top5: 99.790002]
2022-09-10 19:00:56,750 train_acc 90.775997
2022-09-10 19:00:56,942 valid 000 [data/s: 0.13228][batch/s: 0.18717][loss: 3.117940e-01][top1: 87.500000][top5: 100.000000]
2022-09-10 19:00:59,681 valid 050 [data/s: 0.00289][batch/s: 0.05737][loss: 2.774656e-01][top1: 90.482023][top5: 99.591502]
2022-09-10 19:01:02,418 valid 100 [data/s: 0.00161][batch/s: 0.05607][loss: 2.781985e-01][top1: 90.521862][top5: 99.690593]
2022-09-10 19:01:02,662 valid_acc 90.559997	best_val_acc 91.829998
2022-09-10 19:01:03,034 epoch 67 lr 2.419339e-02
2022-09-10 19:01:03,543 train 000 [data/s: 0.17027][batch/s: 0.50436][loss: 3.259199e-01][top1: 93.750000][top5: 100.000000]
2022-09-10 19:01:19,642 train 050 [data/s: 0.00371][batch/s: 0.32557][loss: 3.909244e-01][top1: 90.788396][top5: 99.714051]
2022-09-10 19:01:35,790 train 100 [data/s: 0.00206][batch/s: 0.32427][loss: 3.724010e-01][top1: 91.161301][top5: 99.773101]
2022-09-10 19:01:51,892 train 150 [data/s: 0.00151][batch/s: 0.32354][loss: 3.682676e-01][top1: 91.121686][top5: 99.765452]
2022-09-10 19:02:07,984 train 200 [data/s: 0.00122][batch/s: 0.32311][loss: 3.743928e-01][top1: 90.878936][top5: 99.771973]
2022-09-10 19:02:24,359 train 250 [data/s: 0.00105][batch/s: 0.32399][loss: 3.797117e-01][top1: 90.840801][top5: 99.746845]
2022-09-10 19:02:40,456 train 300 [data/s: 0.00094][batch/s: 0.32365][loss: 3.798061e-01][top1: 90.898392][top5: 99.750830]
2022-09-10 19:02:56,575 train 350 [data/s: 0.00086][batch/s: 0.32347][loss: 3.778995e-01][top1: 90.909898][top5: 99.753679]
2022-09-10 19:03:12,709 train 400 [data/s: 0.00080][batch/s: 0.32337][loss: 3.810980e-01][top1: 90.866581][top5: 99.745427]
2022-09-10 19:03:28,811 train 450 [data/s: 0.00075][batch/s: 0.32322][loss: 3.865723e-01][top1: 90.715075][top5: 99.745934]
2022-09-10 19:03:44,949 train 500 [data/s: 0.00072][batch/s: 0.32317][loss: 3.847795e-01][top1: 90.735194][top5: 99.756736]
2022-09-10 19:03:51,406 train_acc 90.737997
2022-09-10 19:03:51,596 valid 000 [data/s: 0.13022][batch/s: 0.18506][loss: 2.337032e-01][top1: 92.708328][top5: 100.000000]
2022-09-10 19:03:54,334 valid 050 [data/s: 0.00285][batch/s: 0.05732][loss: 2.881722e-01][top1: 90.992645][top5: 99.775326]
2022-09-10 19:03:57,073 valid 100 [data/s: 0.00158][batch/s: 0.05606][loss: 2.840887e-01][top1: 90.851895][top5: 99.752474]
2022-09-10 19:03:57,324 valid_acc 90.879998	best_val_acc 91.829998
2022-09-10 19:03:57,680 epoch 68 lr 2.417010e-02
2022-09-10 19:03:58,229 train 000 [data/s: 0.18530][batch/s: 0.54172][loss: 4.281439e-01][top1: 87.500000][top5: 100.000000]
2022-09-10 19:04:14,661 train 050 [data/s: 0.00401][batch/s: 0.33281][loss: 3.599914e-01][top1: 91.196893][top5: 99.857025]
2022-09-10 19:04:30,819 train 100 [data/s: 0.00221][batch/s: 0.32803][loss: 3.486284e-01][top1: 91.398513][top5: 99.793728]
2022-09-10 19:04:46,991 train 150 [data/s: 0.00162][batch/s: 0.32652][loss: 3.487635e-01][top1: 91.335539][top5: 99.799944]
2022-09-10 19:05:03,249 train 200 [data/s: 0.00131][batch/s: 0.32618][loss: 3.539198e-01][top1: 91.179517][top5: 99.792702]
2022-09-10 19:05:19,491 train 250 [data/s: 0.00112][batch/s: 0.32591][loss: 3.668660e-01][top1: 90.948703][top5: 99.759295]
2022-09-10 19:05:35,698 train 300 [data/s: 0.00099][batch/s: 0.32561][loss: 3.720228e-01][top1: 90.867246][top5: 99.757751]
2022-09-10 19:05:51,782 train 350 [data/s: 0.00090][batch/s: 0.32505][loss: 3.762279e-01][top1: 90.782286][top5: 99.750711]
2022-09-10 19:06:07,966 train 400 [data/s: 0.00083][batch/s: 0.32488][loss: 3.760261e-01][top1: 90.830214][top5: 99.763611]
2022-09-10 19:06:24,056 train 450 [data/s: 0.00078][batch/s: 0.32454][loss: 3.752009e-01][top1: 90.872134][top5: 99.759792]
2022-09-10 19:06:40,140 train 500 [data/s: 0.00074][batch/s: 0.32426][loss: 3.760040e-01][top1: 90.870340][top5: 99.765052]
2022-09-10 19:06:46,592 train_acc 90.867998
2022-09-10 19:06:46,774 valid 000 [data/s: 0.12213][batch/s: 0.17723][loss: 2.323736e-01][top1: 91.666664][top5: 100.000000]
2022-09-10 19:06:49,512 valid 050 [data/s: 0.00268][batch/s: 0.05716][loss: 3.026865e-01][top1: 91.094768][top5: 99.734476]
2022-09-10 19:06:52,250 valid 100 [data/s: 0.00150][batch/s: 0.05597][loss: 2.893464e-01][top1: 90.955030][top5: 99.804042]
2022-09-10 19:06:52,507 valid_acc 91.029997	best_val_acc 91.829998
2022-09-10 19:06:52,877 epoch 69 lr 2.414648e-02
2022-09-10 19:06:53,396 train 000 [data/s: 0.17895][batch/s: 0.51387][loss: 4.103346e-01][top1: 90.625000][top5: 100.000000]
2022-09-10 19:07:09,497 train 050 [data/s: 0.00387][batch/s: 0.32579][loss: 3.774301e-01][top1: 90.665847][top5: 99.836601]
2022-09-10 19:07:25,653 train 100 [data/s: 0.00214][batch/s: 0.32446][loss: 3.730185e-01][top1: 90.893149][top5: 99.855610]
2022-09-10 19:07:41,797 train 150 [data/s: 0.00156][batch/s: 0.32394][loss: 3.721407e-01][top1: 91.066499][top5: 99.855132]
2022-09-10 19:07:57,934 train 200 [data/s: 0.00127][batch/s: 0.32364][loss: 3.731244e-01][top1: 90.915213][top5: 99.849709]
2022-09-10 19:08:14,038 train 250 [data/s: 0.00109][batch/s: 0.32333][loss: 3.786108e-01][top1: 90.732899][top5: 99.813246]
2022-09-10 19:08:30,156 train 300 [data/s: 0.00097][batch/s: 0.32317][loss: 3.846378e-01][top1: 90.576548][top5: 99.802740]
2022-09-10 19:08:46,342 train 350 [data/s: 0.00090][batch/s: 0.32325][loss: 3.862578e-01][top1: 90.550805][top5: 99.783356]
2022-09-10 19:09:02,598 train 400 [data/s: 0.00083][batch/s: 0.32348][loss: 3.844951e-01][top1: 90.567849][top5: 99.794783]
2022-09-10 19:09:18,790 train 450 [data/s: 0.00079][batch/s: 0.32352][loss: 3.865709e-01][top1: 90.530300][top5: 99.782889]
2022-09-10 19:09:35,020 train 500 [data/s: 0.00075][batch/s: 0.32363][loss: 3.843162e-01][top1: 90.585493][top5: 99.783765]
2022-09-10 19:09:41,506 train_acc 90.629997
2022-09-10 19:09:41,688 valid 000 [data/s: 0.12065][batch/s: 0.17594][loss: 3.369550e-01][top1: 91.666664][top5: 98.958328]
2022-09-10 19:09:44,427 valid 050 [data/s: 0.00266][batch/s: 0.05716][loss: 2.842469e-01][top1: 91.033494][top5: 99.632352]
2022-09-10 19:09:47,177 valid 100 [data/s: 0.00150][batch/s: 0.05609][loss: 2.644428e-01][top1: 91.316004][top5: 99.742161]
2022-09-10 19:09:47,469 valid_acc 91.329998	best_val_acc 91.829998
2022-09-10 19:09:47,808 epoch 70 lr 2.412255e-02
2022-09-10 19:09:48,327 train 000 [data/s: 0.17833][batch/s: 0.51355][loss: 2.593002e-01][top1: 93.750000][top5: 100.000000]
2022-09-10 19:10:04,552 train 050 [data/s: 0.00393][batch/s: 0.32821][loss: 3.824799e-01][top1: 90.951795][top5: 99.652776]
2022-09-10 19:10:20,646 train 100 [data/s: 0.00215][batch/s: 0.32507][loss: 3.722098e-01][top1: 91.068479][top5: 99.731847]
2022-09-10 19:10:37,075 train 150 [data/s: 0.00157][batch/s: 0.32623][loss: 3.617396e-01][top1: 91.232062][top5: 99.744756]
2022-09-10 19:10:53,221 train 200 [data/s: 0.00126][batch/s: 0.32541][loss: 3.641752e-01][top1: 91.127692][top5: 99.740878]
2022-09-10 19:11:09,336 train 250 [data/s: 0.00108][batch/s: 0.32479][loss: 3.634114e-01][top1: 91.168656][top5: 99.742695]
2022-09-10 19:11:25,501 train 300 [data/s: 0.00097][batch/s: 0.32454][loss: 3.642140e-01][top1: 91.147561][top5: 99.730065]
2022-09-10 19:11:41,610 train 350 [data/s: 0.00088][batch/s: 0.32421][loss: 3.638090e-01][top1: 91.230411][top5: 99.750711]
2022-09-10 19:11:57,774 train 400 [data/s: 0.00082][batch/s: 0.32409][loss: 3.663283e-01][top1: 91.175704][top5: 99.766208]
2022-09-10 19:12:13,884 train 450 [data/s: 0.00077][batch/s: 0.32388][loss: 3.699181e-01][top1: 91.075385][top5: 99.764411]
2022-09-10 19:12:30,055 train 500 [data/s: 0.00072][batch/s: 0.32383][loss: 3.711466e-01][top1: 91.049149][top5: 99.773369]
2022-09-10 19:12:36,871 train_acc 91.055997
2022-09-10 19:12:37,071 valid 000 [data/s: 0.13857][batch/s: 0.19349][loss: 3.145882e-01][top1: 92.708328][top5: 100.000000]
2022-09-10 19:12:39,810 valid 050 [data/s: 0.00302][batch/s: 0.05750][loss: 2.557664e-01][top1: 91.850488][top5: 99.816176]
2022-09-10 19:12:42,549 valid 100 [data/s: 0.00168][batch/s: 0.05616][loss: 2.491365e-01][top1: 91.903875][top5: 99.876237]
2022-09-10 19:12:42,965 valid_acc 91.939997	best_val_acc 91.939997
2022-09-10 19:12:43,298 epoch 71 lr 2.409830e-02
2022-09-10 19:12:43,826 train 000 [data/s: 0.16135][batch/s: 0.52332][loss: 3.865170e-01][top1: 91.666664][top5: 100.000000]
2022-09-10 19:13:00,176 train 050 [data/s: 0.00354][batch/s: 0.33084][loss: 3.446068e-01][top1: 91.462416][top5: 99.734476]
2022-09-10 19:13:16,343 train 100 [data/s: 0.00197][batch/s: 0.32712][loss: 3.245523e-01][top1: 92.141087][top5: 99.804042]
2022-09-10 19:13:32,525 train 150 [data/s: 0.00145][batch/s: 0.32597][loss: 3.411083e-01][top1: 91.742547][top5: 99.806842]
2022-09-10 19:13:48,787 train 200 [data/s: 0.00119][batch/s: 0.32579][loss: 3.557196e-01][top1: 91.428273][top5: 99.751243]
2022-09-10 19:14:05,106 train 250 [data/s: 0.00105][batch/s: 0.32591][loss: 3.623336e-01][top1: 91.301458][top5: 99.746845]
2022-09-10 19:14:21,241 train 300 [data/s: 0.00094][batch/s: 0.32537][loss: 3.662854e-01][top1: 91.213314][top5: 99.740447]
2022-09-10 19:14:37,423 train 350 [data/s: 0.00086][batch/s: 0.32513][loss: 3.693986e-01][top1: 91.120605][top5: 99.741808]
2022-09-10 19:14:53,597 train 400 [data/s: 0.00080][batch/s: 0.32492][loss: 3.675492e-01][top1: 91.165313][top5: 99.748025]
2022-09-10 19:15:09,698 train 450 [data/s: 0.00075][batch/s: 0.32460][loss: 3.679996e-01][top1: 91.146986][top5: 99.759792]
2022-09-10 19:15:25,820 train 500 [data/s: 0.00072][batch/s: 0.32438][loss: 3.699156e-01][top1: 91.092812][top5: 99.756736]
2022-09-10 19:15:32,311 train_acc 91.079998
2022-09-10 19:15:32,493 valid 000 [data/s: 0.12211][batch/s: 0.17713][loss: 2.407090e-01][top1: 92.708328][top5: 100.000000]
2022-09-10 19:15:35,233 valid 050 [data/s: 0.00272][batch/s: 0.05721][loss: 2.389486e-01][top1: 92.483657][top5: 99.734476]
2022-09-10 19:15:38,016 valid 100 [data/s: 0.00154][batch/s: 0.05644][loss: 2.330919e-01][top1: 92.275162][top5: 99.845297]
2022-09-10 19:15:38,439 valid_acc 92.259997	best_val_acc 92.259997
2022-09-10 19:15:38,769 epoch 72 lr 2.407372e-02
2022-09-10 19:15:39,288 train 000 [data/s: 0.18059][batch/s: 0.51467][loss: 3.892229e-01][top1: 93.750000][top5: 100.000000]
2022-09-10 19:15:55,477 train 050 [data/s: 0.00391][batch/s: 0.32753][loss: 3.569496e-01][top1: 91.135618][top5: 99.836601]
2022-09-10 19:16:11,751 train 100 [data/s: 0.00217][batch/s: 0.32651][loss: 3.530776e-01][top1: 91.481021][top5: 99.793729]
2022-09-10 19:16:27,934 train 150 [data/s: 0.00158][batch/s: 0.32557][loss: 3.590631e-01][top1: 91.287249][top5: 99.779249]
2022-09-10 19:16:44,790 train 200 [data/s: 0.00128][batch/s: 0.32844][loss: 3.661843e-01][top1: 91.169152][top5: 99.740878]
2022-09-10 19:17:02,345 train 250 [data/s: 0.00110][batch/s: 0.33295][loss: 3.692209e-01][top1: 91.052454][top5: 99.721944]
2022-09-10 19:17:19,039 train 300 [data/s: 0.00098][batch/s: 0.33311][loss: 3.712751e-01][top1: 91.005673][top5: 99.730065]
2022-09-10 19:17:35,317 train 350 [data/s: 0.00089][batch/s: 0.33203][loss: 3.741211e-01][top1: 90.948478][top5: 99.744776]
2022-09-10 19:17:51,522 train 400 [data/s: 0.00083][batch/s: 0.33104][loss: 3.772558e-01][top1: 90.866581][top5: 99.716853]
2022-09-10 19:18:07,721 train 450 [data/s: 0.00077][batch/s: 0.33026][loss: 3.754185e-01][top1: 90.906779][top5: 99.722837]
2022-09-10 19:18:23,851 train 500 [data/s: 0.00073][batch/s: 0.32949][loss: 3.750793e-01][top1: 90.880736][top5: 99.725548]
2022-09-10 19:18:30,329 train_acc 90.911998
2022-09-10 19:18:30,514 valid 000 [data/s: 0.12291][batch/s: 0.17787][loss: 4.103169e-01][top1: 86.458328][top5: 100.000000]
2022-09-10 19:18:33,254 valid 050 [data/s: 0.00271][batch/s: 0.05721][loss: 3.916534e-01][top1: 88.459965][top5: 99.571077]
2022-09-10 19:18:35,995 valid 100 [data/s: 0.00152][batch/s: 0.05603][loss: 3.956718e-01][top1: 88.201317][top5: 99.649339]
2022-09-10 19:18:36,246 valid_acc 88.229997	best_val_acc 92.259997
2022-09-10 19:18:36,616 epoch 73 lr 2.404884e-02
2022-09-10 19:18:37,113 train 000 [data/s: 0.16461][batch/s: 0.49246][loss: 2.695984e-01][top1: 93.750000][top5: 100.000000]
2022-09-10 19:18:53,260 train 050 [data/s: 0.00358][batch/s: 0.32628][loss: 3.724842e-01][top1: 90.972220][top5: 99.836601]
2022-09-10 19:19:09,459 train 100 [data/s: 0.00201][batch/s: 0.32513][loss: 3.644817e-01][top1: 91.109733][top5: 99.762788]
2022-09-10 19:19:25,577 train 150 [data/s: 0.00147][batch/s: 0.32422][loss: 3.729775e-01][top1: 90.866443][top5: 99.779249]
2022-09-10 19:19:42,171 train 200 [data/s: 0.00120][batch/s: 0.32612][loss: 3.664550e-01][top1: 91.055138][top5: 99.771973]
2022-09-10 19:19:58,284 train 250 [data/s: 0.00104][batch/s: 0.32535][loss: 3.687412e-01][top1: 91.077355][top5: 99.755145]
2022-09-10 19:20:14,397 train 300 [data/s: 0.00094][batch/s: 0.32484][loss: 3.693379e-01][top1: 91.033358][top5: 99.764672]
2022-09-10 19:20:30,542 train 350 [data/s: 0.00086][batch/s: 0.32456][loss: 3.727834e-01][top1: 90.909898][top5: 99.765550]
2022-09-10 19:20:46,808 train 400 [data/s: 0.00080][batch/s: 0.32466][loss: 3.744416e-01][top1: 90.840604][top5: 99.766209]
2022-09-10 19:21:03,035 train 450 [data/s: 0.00076][batch/s: 0.32464][loss: 3.769361e-01][top1: 90.825940][top5: 99.762102]
2022-09-10 19:21:19,951 train 500 [data/s: 0.00073][batch/s: 0.32601][loss: 3.805758e-01][top1: 90.753906][top5: 99.769211]
2022-09-10 19:21:26,559 train_acc 90.759997
2022-09-10 19:21:26,778 valid 000 [data/s: 0.12445][batch/s: 0.21373][loss: 3.817539e-01][top1: 90.625000][top5: 98.958328]
2022-09-10 19:21:29,544 valid 050 [data/s: 0.00279][batch/s: 0.05842][loss: 3.402520e-01][top1: 88.888886][top5: 99.611927]
2022-09-10 19:21:32,285 valid 100 [data/s: 0.00158][batch/s: 0.05664][loss: 3.176791e-01][top1: 89.696780][top5: 99.762788]
2022-09-10 19:21:32,537 valid_acc 89.659998	best_val_acc 92.259997
2022-09-10 19:21:32,965 epoch 74 lr 2.402363e-02
2022-09-10 19:21:33,506 train 000 [data/s: 0.20273][batch/s: 0.53389][loss: 3.054606e-01][top1: 93.750000][top5: 100.000000]
2022-09-10 19:21:50,090 train 050 [data/s: 0.00434][batch/s: 0.33564][loss: 3.291325e-01][top1: 91.707514][top5: 99.857025]
2022-09-10 19:22:06,232 train 100 [data/s: 0.00237][batch/s: 0.32930][loss: 3.397610e-01][top1: 91.666664][top5: 99.855610]
2022-09-10 19:22:22,339 train 150 [data/s: 0.00170][batch/s: 0.32693][loss: 3.371002e-01][top1: 91.852922][top5: 99.868929]
2022-09-10 19:22:38,417 train 200 [data/s: 0.00136][batch/s: 0.32560][loss: 3.385684e-01][top1: 91.775495][top5: 99.854891]
2022-09-10 19:22:54,492 train 250 [data/s: 0.00115][batch/s: 0.32478][loss: 3.470817e-01][top1: 91.558762][top5: 99.825696]
2022-09-10 19:23:10,589 train 300 [data/s: 0.00102][batch/s: 0.32431][loss: 3.531472e-01][top1: 91.382888][top5: 99.813122]
2022-09-10 19:23:26,663 train 350 [data/s: 0.00092][batch/s: 0.32391][loss: 3.573380e-01][top1: 91.283829][top5: 99.789292]
2022-09-10 19:23:42,762 train 400 [data/s: 0.00085][batch/s: 0.32366][loss: 3.567745e-01][top1: 91.302990][top5: 99.805174]
2022-09-10 19:23:58,869 train 450 [data/s: 0.00079][batch/s: 0.32350][loss: 3.587021e-01][top1: 91.283257][top5: 99.805986]
2022-09-10 19:24:14,952 train 500 [data/s: 0.00074][batch/s: 0.32331][loss: 3.620178e-01][top1: 91.219642][top5: 99.792082]
2022-09-10 19:24:21,401 train_acc 91.195997
2022-09-10 19:24:21,612 valid 000 [data/s: 0.15134][batch/s: 0.20629][loss: 2.867162e-01][top1: 91.666664][top5: 100.000000]
2022-09-10 19:24:24,351 valid 050 [data/s: 0.00327][batch/s: 0.05775][loss: 2.793554e-01][top1: 91.421566][top5: 99.652777]
2022-09-10 19:24:27,090 valid 100 [data/s: 0.00180][batch/s: 0.05627][loss: 2.675097e-01][top1: 91.470707][top5: 99.742161]
2022-09-10 19:24:27,333 valid_acc 91.459997	best_val_acc 92.259997
2022-09-10 19:24:27,707 epoch 75 lr 2.399811e-02
2022-09-10 19:24:28,221 train 000 [data/s: 0.16583][batch/s: 0.50919][loss: 3.887188e-01][top1: 92.708328][top5: 100.000000]
2022-09-10 19:24:44,320 train 050 [data/s: 0.00363][batch/s: 0.32566][loss: 3.587978e-01][top1: 91.748363][top5: 99.714051]
2022-09-10 19:25:00,460 train 100 [data/s: 0.00202][batch/s: 0.32425][loss: 3.337143e-01][top1: 92.141086][top5: 99.773101]
2022-09-10 19:25:16,579 train 150 [data/s: 0.00147][batch/s: 0.32363][loss: 3.463739e-01][top1: 91.680461][top5: 99.799944]
2022-09-10 19:25:32,763 train 200 [data/s: 0.00120][batch/s: 0.32364][loss: 3.483827e-01][top1: 91.511191][top5: 99.813432]
2022-09-10 19:25:48,906 train 250 [data/s: 0.00103][batch/s: 0.32348][loss: 3.494761e-01][top1: 91.538012][top5: 99.813246]
2022-09-10 19:26:05,005 train 300 [data/s: 0.00092][batch/s: 0.32323][loss: 3.510307e-01][top1: 91.497090][top5: 99.823504]
2022-09-10 19:26:21,100 train 350 [data/s: 0.00084][batch/s: 0.32304][loss: 3.549270e-01][top1: 91.470795][top5: 99.804130]
2022-09-10 19:26:37,219 train 400 [data/s: 0.00078][batch/s: 0.32296][loss: 3.542407e-01][top1: 91.541976][top5: 99.794783]
2022-09-10 19:26:53,516 train 450 [data/s: 0.00073][batch/s: 0.32329][loss: 3.559150e-01][top1: 91.521154][top5: 99.787508]
2022-09-10 19:27:09,846 train 500 [data/s: 0.00069][batch/s: 0.32362][loss: 3.588168e-01][top1: 91.431717][top5: 99.779607]
2022-09-10 19:27:16,355 train_acc 91.397997
2022-09-10 19:27:16,547 valid 000 [data/s: 0.13067][batch/s: 0.18569][loss: 2.304341e-01][top1: 92.708328][top5: 98.958328]
2022-09-10 19:27:19,313 valid 050 [data/s: 0.00291][batch/s: 0.05788][loss: 2.785506e-01][top1: 91.584964][top5: 99.754901]
2022-09-10 19:27:22,069 valid 100 [data/s: 0.00167][batch/s: 0.05651][loss: 2.704420e-01][top1: 91.553215][top5: 99.773101]
2022-09-10 19:27:22,316 valid_acc 91.489997	best_val_acc 92.259997
2022-09-10 19:27:22,655 epoch 76 lr 2.397228e-02
2022-09-10 19:27:23,178 train 000 [data/s: 0.18380][batch/s: 0.51849][loss: 2.871184e-01][top1: 93.750000][top5: 98.958328]
2022-09-10 19:27:39,390 train 050 [data/s: 0.00396][batch/s: 0.32804][loss: 3.574094e-01][top1: 91.462415][top5: 99.714051]
2022-09-10 19:27:55,608 train 100 [data/s: 0.00221][batch/s: 0.32622][loss: 3.618873e-01][top1: 91.336631][top5: 99.721534]
2022-09-10 19:28:12,271 train 150 [data/s: 0.00161][batch/s: 0.32855][loss: 3.567860e-01][top1: 91.349335][top5: 99.765452]
2022-09-10 19:28:28,400 train 200 [data/s: 0.00130][batch/s: 0.32707][loss: 3.622945e-01][top1: 91.272800][top5: 99.735695]
2022-09-10 19:28:44,669 train 250 [data/s: 0.00112][batch/s: 0.32673][loss: 3.630308e-01][top1: 91.280708][top5: 99.738545]
2022-09-10 19:29:00,798 train 300 [data/s: 0.00100][batch/s: 0.32604][loss: 3.627964e-01][top1: 91.247921][top5: 99.736987]
2022-09-10 19:29:17,156 train 350 [data/s: 0.00092][batch/s: 0.32620][loss: 3.618919e-01][top1: 91.266023][top5: 99.744776]
2022-09-10 19:29:33,287 train 400 [data/s: 0.00085][batch/s: 0.32575][loss: 3.643141e-01][top1: 91.188693][top5: 99.742829]
2022-09-10 19:29:49,675 train 450 [data/s: 0.00080][batch/s: 0.32598][loss: 3.640810e-01][top1: 91.239373][top5: 99.736695]
2022-09-10 19:30:05,779 train 500 [data/s: 0.00076][batch/s: 0.32559][loss: 3.662568e-01][top1: 91.151029][top5: 99.738023]
2022-09-10 19:30:12,269 train_acc 91.137998
2022-09-10 19:30:12,462 valid 000 [data/s: 0.13266][batch/s: 0.18761][loss: 3.094932e-01][top1: 90.625000][top5: 100.000000]
2022-09-10 19:30:15,203 valid 050 [data/s: 0.00293][batch/s: 0.05742][loss: 2.746341e-01][top1: 91.339867][top5: 99.632351]
2022-09-10 19:30:17,945 valid 100 [data/s: 0.00166][batch/s: 0.05614][loss: 2.735711e-01][top1: 91.336631][top5: 99.711220]
2022-09-10 19:30:18,189 valid_acc 91.329998	best_val_acc 92.259997
2022-09-10 19:30:18,636 epoch 77 lr 2.394612e-02
2022-09-10 19:30:19,166 train 000 [data/s: 0.19491][batch/s: 0.52527][loss: 3.648855e-01][top1: 92.708328][top5: 98.958328]
2022-09-10 19:30:35,384 train 050 [data/s: 0.00421][batch/s: 0.32831][loss: 3.691823e-01][top1: 91.156043][top5: 99.795751]
2022-09-10 19:30:51,960 train 100 [data/s: 0.00234][batch/s: 0.32990][loss: 3.563008e-01][top1: 91.367571][top5: 99.773101]
2022-09-10 19:31:08,404 train 150 [data/s: 0.00170][batch/s: 0.32955][loss: 3.621422e-01][top1: 91.273452][top5: 99.751655]
2022-09-10 19:31:24,556 train 200 [data/s: 0.00137][batch/s: 0.32794][loss: 3.578876e-01][top1: 91.334989][top5: 99.782337]
2022-09-10 19:31:40,736 train 250 [data/s: 0.00117][batch/s: 0.32707][loss: 3.611481e-01][top1: 91.268258][top5: 99.800796]
2022-09-10 19:31:56,908 train 300 [data/s: 0.00104][batch/s: 0.32647][loss: 3.629384e-01][top1: 91.206393][top5: 99.802740]
2022-09-10 19:32:13,000 train 350 [data/s: 0.00095][batch/s: 0.32581][loss: 3.637278e-01][top1: 91.251184][top5: 99.813033]
2022-09-10 19:32:29,148 train 400 [data/s: 0.00088][batch/s: 0.32545][loss: 3.633874e-01][top1: 91.219864][top5: 99.805174]
2022-09-10 19:32:45,716 train 450 [data/s: 0.00083][batch/s: 0.32611][loss: 3.682056e-01][top1: 91.089243][top5: 99.812915]
2022-09-10 19:33:01,829 train 500 [data/s: 0.00078][batch/s: 0.32572][loss: 3.675022e-01][top1: 91.117762][top5: 99.808715]
2022-09-10 19:33:08,289 train_acc 91.099997
2022-09-10 19:33:08,482 valid 000 [data/s: 0.13136][batch/s: 0.18631][loss: 4.469411e-01][top1: 88.541664][top5: 100.000000]
2022-09-10 19:33:11,221 valid 050 [data/s: 0.00288][batch/s: 0.05737][loss: 3.850741e-01][top1: 89.133984][top5: 99.509803]
2022-09-10 19:33:13,961 valid 100 [data/s: 0.00162][batch/s: 0.05609][loss: 3.747484e-01][top1: 89.098595][top5: 99.587458]
2022-09-10 19:33:14,219 valid_acc 89.119997	best_val_acc 92.259997
2022-09-10 19:33:14,558 epoch 78 lr 2.391966e-02
2022-09-10 19:33:15,076 train 000 [data/s: 0.18236][batch/s: 0.51248][loss: 2.921360e-01][top1: 93.750000][top5: 100.000000]
2022-09-10 19:33:31,184 train 050 [data/s: 0.00393][batch/s: 0.32589][loss: 3.492866e-01][top1: 91.748364][top5: 99.897875]
2022-09-10 19:33:47,289 train 100 [data/s: 0.00217][batch/s: 0.32402][loss: 3.540361e-01][top1: 91.491334][top5: 99.896864]
2022-09-10 19:34:03,583 train 150 [data/s: 0.00158][batch/s: 0.32464][loss: 3.613959e-01][top1: 91.190671][top5: 99.841335]
2022-09-10 19:34:19,756 train 200 [data/s: 0.00128][batch/s: 0.32434][loss: 3.668883e-01][top1: 91.075868][top5: 99.849709]
2022-09-10 19:34:36,097 train 250 [data/s: 0.00110][batch/s: 0.32483][loss: 3.656197e-01][top1: 91.147906][top5: 99.829847]
2022-09-10 19:34:52,196 train 300 [data/s: 0.00099][batch/s: 0.32436][loss: 3.648539e-01][top1: 91.144101][top5: 99.813122]
2022-09-10 19:35:08,344 train 350 [data/s: 0.00090][batch/s: 0.32416][loss: 3.651361e-01][top1: 91.147315][top5: 99.807098]
2022-09-10 19:35:24,437 train 400 [data/s: 0.00083][batch/s: 0.32387][loss: 3.672926e-01][top1: 91.100372][top5: 99.810369]
2022-09-10 19:35:40,963 train 450 [data/s: 0.00078][batch/s: 0.32461][loss: 3.676054e-01][top1: 91.093863][top5: 99.808296]
2022-09-10 19:35:57,235 train 500 [data/s: 0.00074][batch/s: 0.32469][loss: 3.685273e-01][top1: 91.094891][top5: 99.802478]
2022-09-10 19:36:03,690 train_acc 91.087997
2022-09-10 19:36:03,879 valid 000 [data/s: 0.12958][batch/s: 0.18445][loss: 3.430612e-01][top1: 89.583328][top5: 100.000000]
2022-09-10 19:36:06,618 valid 050 [data/s: 0.00286][batch/s: 0.05733][loss: 2.682120e-01][top1: 91.462416][top5: 99.652777]
2022-09-10 19:36:09,358 valid 100 [data/s: 0.00161][batch/s: 0.05608][loss: 2.599952e-01][top1: 91.377885][top5: 99.773101]
2022-09-10 19:36:09,601 valid_acc 91.499998	best_val_acc 92.259997
2022-09-10 19:36:09,975 epoch 79 lr 2.389288e-02
2022-09-10 19:36:10,497 train 000 [data/s: 0.17662][batch/s: 0.51760][loss: 2.670333e-01][top1: 92.708328][top5: 100.000000]
2022-09-10 19:36:26,636 train 050 [data/s: 0.00383][batch/s: 0.32659][loss: 3.400044e-01][top1: 92.320259][top5: 99.816176]
2022-09-10 19:36:42,883 train 100 [data/s: 0.00211][batch/s: 0.32577][loss: 3.432283e-01][top1: 92.048265][top5: 99.845297]
2022-09-10 19:36:59,037 train 150 [data/s: 0.00153][batch/s: 0.32488][loss: 3.516198e-01][top1: 91.721852][top5: 99.834436]
2022-09-10 19:37:15,139 train 200 [data/s: 0.00124][batch/s: 0.32417][loss: 3.513302e-01][top1: 91.594110][top5: 99.839344]
2022-09-10 19:37:31,527 train 250 [data/s: 0.00109][batch/s: 0.32489][loss: 3.494326e-01][top1: 91.666664][top5: 99.833997]
2022-09-10 19:37:47,986 train 300 [data/s: 0.00097][batch/s: 0.32560][loss: 3.510920e-01][top1: 91.618215][top5: 99.844268]
2022-09-10 19:38:04,137 train 350 [data/s: 0.00089][batch/s: 0.32523][loss: 3.538373e-01][top1: 91.530149][top5: 99.821937]
2022-09-10 19:38:20,355 train 400 [data/s: 0.00082][batch/s: 0.32513][loss: 3.555238e-01][top1: 91.456253][top5: 99.815565]
2022-09-10 19:38:36,564 train 450 [data/s: 0.00078][batch/s: 0.32502][loss: 3.588774e-01][top1: 91.315592][top5: 99.810605]
2022-09-10 19:38:52,774 train 500 [data/s: 0.00074][batch/s: 0.32494][loss: 3.589847e-01][top1: 91.302808][top5: 99.808715]
2022-09-10 19:38:59,278 train_acc 91.283997
2022-09-10 19:38:59,504 valid 000 [data/s: 0.13422][batch/s: 0.22071][loss: 1.967752e-01][top1: 92.708328][top5: 100.000000]
2022-09-10 19:39:02,250 valid 050 [data/s: 0.00297][batch/s: 0.05817][loss: 2.565515e-01][top1: 91.993461][top5: 99.734476]
2022-09-10 19:39:04,990 valid 100 [data/s: 0.00166][batch/s: 0.05650][loss: 2.475233e-01][top1: 91.914189][top5: 99.762788]
2022-09-10 19:39:05,250 valid_acc 91.939997	best_val_acc 92.259997
2022-09-10 19:39:05,600 epoch 80 lr 2.386579e-02
2022-09-10 19:39:06,122 train 000 [data/s: 0.18345][batch/s: 0.51737][loss: 1.784996e-01][top1: 94.791664][top5: 100.000000]
2022-09-10 19:39:22,439 train 050 [data/s: 0.00400][batch/s: 0.33008][loss: 3.523370e-01][top1: 91.135618][top5: 99.877450]
2022-09-10 19:39:38,662 train 100 [data/s: 0.00221][batch/s: 0.32730][loss: 3.438804e-01][top1: 91.439766][top5: 99.855610]
2022-09-10 19:39:54,924 train 150 [data/s: 0.00160][batch/s: 0.32662][loss: 3.509039e-01][top1: 91.356234][top5: 99.855132]
2022-09-10 19:40:11,142 train 200 [data/s: 0.00130][batch/s: 0.32605][loss: 3.446315e-01][top1: 91.547468][top5: 99.839344]
2022-09-10 19:40:27,299 train 250 [data/s: 0.00112][batch/s: 0.32547][loss: 3.507442e-01][top1: 91.504812][top5: 99.842297]
2022-09-10 19:40:43,500 train 300 [data/s: 0.00100][batch/s: 0.32523][loss: 3.540613e-01][top1: 91.472866][top5: 99.809661]
2022-09-10 19:40:59,633 train 350 [data/s: 0.00091][batch/s: 0.32487][loss: 3.541509e-01][top1: 91.503440][top5: 99.816001]
2022-09-10 19:41:15,770 train 400 [data/s: 0.00085][batch/s: 0.32460][loss: 3.560847e-01][top1: 91.401702][top5: 99.820760]
2022-09-10 19:41:32,017 train 450 [data/s: 0.00080][batch/s: 0.32464][loss: 3.570470e-01][top1: 91.343309][top5: 99.812915]
2022-09-10 19:41:48,198 train 500 [data/s: 0.00076][batch/s: 0.32454][loss: 3.597601e-01][top1: 91.279938][top5: 99.812874]
2022-09-10 19:41:54,764 train_acc 91.227997
2022-09-10 19:41:54,976 valid 000 [data/s: 0.15158][batch/s: 0.20663][loss: 3.739469e-01][top1: 91.666664][top5: 98.958328]
2022-09-10 19:41:57,730 valid 050 [data/s: 0.00332][batch/s: 0.05804][loss: 2.858531e-01][top1: 90.951794][top5: 99.571077]
2022-09-10 19:42:00,531 valid 100 [data/s: 0.00186][batch/s: 0.05705][loss: 2.726824e-01][top1: 91.264436][top5: 99.690593]
2022-09-10 19:42:00,794 valid_acc 91.219997	best_val_acc 92.259997
2022-09-10 19:42:01,247 epoch 81 lr 2.383839e-02
2022-09-10 19:42:01,796 train 000 [data/s: 0.17222][batch/s: 0.54422][loss: 4.442592e-01][top1: 91.666664][top5: 98.958328]
2022-09-10 19:42:17,941 train 050 [data/s: 0.00376][batch/s: 0.32724][loss: 3.541414e-01][top1: 91.544116][top5: 99.775326]
2022-09-10 19:42:34,292 train 100 [data/s: 0.00209][batch/s: 0.32713][loss: 3.467418e-01][top1: 91.553216][top5: 99.783415]
2022-09-10 19:42:50,483 train 150 [data/s: 0.00152][batch/s: 0.32603][loss: 3.424926e-01][top1: 91.708055][top5: 99.765452]
2022-09-10 19:43:06,734 train 200 [data/s: 0.00124][batch/s: 0.32578][loss: 3.529511e-01][top1: 91.397178][top5: 99.782337]
2022-09-10 19:43:23,646 train 250 [data/s: 0.00107][batch/s: 0.32826][loss: 3.542731e-01][top1: 91.434261][top5: 99.780046]
2022-09-10 19:43:40,051 train 300 [data/s: 0.00095][batch/s: 0.32824][loss: 3.601960e-01][top1: 91.348281][top5: 99.775054]
2022-09-10 19:43:56,148 train 350 [data/s: 0.00087][batch/s: 0.32734][loss: 3.578957e-01][top1: 91.390667][top5: 99.783356]
2022-09-10 19:44:12,467 train 400 [data/s: 0.00081][batch/s: 0.32722][loss: 3.568016e-01][top1: 91.360139][top5: 99.792185]
2022-09-10 19:44:28,567 train 450 [data/s: 0.00077][batch/s: 0.32664][loss: 3.626906e-01][top1: 91.267089][top5: 99.782889]
2022-09-10 19:44:44,814 train 500 [data/s: 0.00073][batch/s: 0.32647][loss: 3.639122e-01][top1: 91.200929][top5: 99.792082]
2022-09-10 19:44:51,570 train_acc 91.203997
2022-09-10 19:44:51,766 valid 000 [data/s: 0.13342][batch/s: 0.18864][loss: 3.172699e-01][top1: 89.583328][top5: 100.000000]
2022-09-10 19:44:54,624 valid 050 [data/s: 0.00300][batch/s: 0.05974][loss: 2.554661e-01][top1: 91.809638][top5: 99.632351]
2022-09-10 19:44:57,383 valid 100 [data/s: 0.00170][batch/s: 0.05748][loss: 2.376140e-01][top1: 92.326731][top5: 99.721533]
2022-09-10 19:44:57,833 valid_acc 92.319998	best_val_acc 92.319998
2022-09-10 19:44:58,218 epoch 82 lr 2.381068e-02
2022-09-10 19:44:58,733 train 000 [data/s: 0.17092][batch/s: 0.51012][loss: 3.370786e-01][top1: 90.625000][top5: 100.000000]
2022-09-10 19:45:14,977 train 050 [data/s: 0.00374][batch/s: 0.32852][loss: 3.368869e-01][top1: 92.095586][top5: 99.734476]
2022-09-10 19:45:31,153 train 100 [data/s: 0.00209][batch/s: 0.32605][loss: 3.545587e-01][top1: 91.594470][top5: 99.762788]
2022-09-10 19:45:47,375 train 150 [data/s: 0.00152][batch/s: 0.32551][loss: 3.569519e-01][top1: 91.418320][top5: 99.786147]
2022-09-10 19:46:03,531 train 200 [data/s: 0.00123][batch/s: 0.32492][loss: 3.630109e-01][top1: 91.319442][top5: 99.803067]
2022-09-10 19:46:19,601 train 250 [data/s: 0.00106][batch/s: 0.32421][loss: 3.614814e-01][top1: 91.297308][top5: 99.809096]
2022-09-10 19:46:35,680 train 300 [data/s: 0.00095][batch/s: 0.32378][loss: 3.666664e-01][top1: 91.171786][top5: 99.802740]
2022-09-10 19:46:51,745 train 350 [data/s: 0.00086][batch/s: 0.32343][loss: 3.630559e-01][top1: 91.251185][top5: 99.804130]
2022-09-10 19:47:07,905 train 400 [data/s: 0.00080][batch/s: 0.32340][loss: 3.661545e-01][top1: 91.222462][top5: 99.784392]
2022-09-10 19:47:24,008 train 450 [data/s: 0.00075][batch/s: 0.32325][loss: 3.671871e-01][top1: 91.163153][top5: 99.787508]
2022-09-10 19:47:40,078 train 500 [data/s: 0.00071][batch/s: 0.32306][loss: 3.666312e-01][top1: 91.184296][top5: 99.777527]
2022-09-10 19:47:46,699 train_acc 91.171997
2022-09-10 19:47:46,925 valid 000 [data/s: 0.16657][batch/s: 0.22170][loss: 3.672980e-01][top1: 87.500000][top5: 98.958328]
2022-09-10 19:47:49,668 valid 050 [data/s: 0.00362][batch/s: 0.05813][loss: 3.507250e-01][top1: 89.419932][top5: 99.550652]
2022-09-10 19:47:52,409 valid 100 [data/s: 0.00199][batch/s: 0.05649][loss: 3.475062e-01][top1: 89.325493][top5: 99.639025]
2022-09-10 19:47:52,674 valid_acc 89.339998	best_val_acc 92.319998
2022-09-10 19:47:53,101 epoch 83 lr 2.378266e-02
2022-09-10 19:47:53,682 train 000 [data/s: 0.17688][batch/s: 0.57661][loss: 2.824514e-01][top1: 92.708328][top5: 100.000000]
2022-09-10 19:48:09,810 train 050 [data/s: 0.00384][batch/s: 0.32753][loss: 3.374509e-01][top1: 91.850488][top5: 99.734476]
2022-09-10 19:48:25,957 train 100 [data/s: 0.00212][batch/s: 0.32526][loss: 3.403309e-01][top1: 91.821367][top5: 99.762788]
2022-09-10 19:48:42,137 train 150 [data/s: 0.00154][batch/s: 0.32471][loss: 3.446389e-01][top1: 91.763242][top5: 99.820639]
2022-09-10 19:48:58,274 train 200 [data/s: 0.00125][batch/s: 0.32422][loss: 3.535030e-01][top1: 91.578563][top5: 99.813432]
2022-09-10 19:49:14,382 train 250 [data/s: 0.00108][batch/s: 0.32381][loss: 3.492810e-01][top1: 91.654214][top5: 99.825696]
2022-09-10 19:49:30,679 train 300 [data/s: 0.00096][batch/s: 0.32416][loss: 3.537667e-01][top1: 91.538619][top5: 99.833886]
2022-09-10 19:49:46,756 train 350 [data/s: 0.00088][batch/s: 0.32379][loss: 3.561564e-01][top1: 91.438150][top5: 99.816001]
2022-09-10 19:50:03,295 train 400 [data/s: 0.00082][batch/s: 0.32466][loss: 3.566916e-01][top1: 91.409495][top5: 99.812967]
2022-09-10 19:50:19,668 train 450 [data/s: 0.00077][batch/s: 0.32497][loss: 3.541903e-01][top1: 91.481890][top5: 99.822154]
2022-09-10 19:50:35,920 train 500 [data/s: 0.00073][batch/s: 0.32498][loss: 3.569148e-01][top1: 91.406767][top5: 99.806636]
2022-09-10 19:50:42,387 train_acc 91.363997
2022-09-10 19:50:42,578 valid 000 [data/s: 0.13118][batch/s: 0.18593][loss: 2.559998e-01][top1: 92.708328][top5: 100.000000]
2022-09-10 19:50:45,319 valid 050 [data/s: 0.00286][batch/s: 0.05740][loss: 2.513441e-01][top1: 92.218135][top5: 99.734476]
2022-09-10 19:50:48,058 valid 100 [data/s: 0.00159][batch/s: 0.05610][loss: 2.418185e-01][top1: 92.264849][top5: 99.773101]
2022-09-10 19:50:48,435 valid_acc 92.329997	best_val_acc 92.329997
2022-09-10 19:50:48,762 epoch 84 lr 2.375433e-02
2022-09-10 19:50:49,256 train 000 [data/s: 0.16004][batch/s: 0.48905][loss: 4.830847e-01][top1: 87.500000][top5: 98.958328]
2022-09-10 19:51:05,386 train 050 [data/s: 0.00348][batch/s: 0.32587][loss: 3.281036e-01][top1: 91.830063][top5: 99.775326]
2022-09-10 19:51:21,502 train 100 [data/s: 0.00191][batch/s: 0.32411][loss: 3.244992e-01][top1: 91.924502][top5: 99.855610]
2022-09-10 19:51:37,581 train 150 [data/s: 0.00139][batch/s: 0.32327][loss: 3.331642e-01][top1: 91.763243][top5: 99.827538]
2022-09-10 19:51:53,655 train 200 [data/s: 0.00112][batch/s: 0.32283][loss: 3.340303e-01][top1: 91.858414][top5: 99.823797]
2022-09-10 19:52:09,761 train 250 [data/s: 0.00096][batch/s: 0.32269][loss: 3.446550e-01][top1: 91.587813][top5: 99.800796]
2022-09-10 19:52:25,885 train 300 [data/s: 0.00085][batch/s: 0.32265][loss: 3.498563e-01][top1: 91.414034][top5: 99.792358]
2022-09-10 19:52:42,044 train 350 [data/s: 0.00077][batch/s: 0.32273][loss: 3.521905e-01][top1: 91.387699][top5: 99.783356]
2022-09-10 19:52:58,163 train 400 [data/s: 0.00072][batch/s: 0.32268][loss: 3.535139e-01][top1: 91.391311][top5: 99.794783]
2022-09-10 19:53:14,254 train 450 [data/s: 0.00067][batch/s: 0.32259][loss: 3.582681e-01][top1: 91.313283][top5: 99.796747]
2022-09-10 19:53:30,397 train 500 [data/s: 0.00064][batch/s: 0.32261][loss: 3.558122e-01][top1: 91.400530][top5: 99.800398]
2022-09-10 19:53:36,882 train_acc 91.399998
2022-09-10 19:53:37,068 valid 000 [data/s: 0.12661][batch/s: 0.18140][loss: 2.539344e-01][top1: 91.666664][top5: 100.000000]
2022-09-10 19:53:39,806 valid 050 [data/s: 0.00278][batch/s: 0.05725][loss: 2.278022e-01][top1: 92.953429][top5: 99.693627]
2022-09-10 19:53:42,545 valid 100 [data/s: 0.00155][batch/s: 0.05602][loss: 2.217521e-01][top1: 92.935229][top5: 99.762788]
2022-09-10 19:53:42,916 valid_acc 92.939998	best_val_acc 92.939998
2022-09-10 19:53:43,266 epoch 85 lr 2.372569e-02
2022-09-10 19:53:43,769 train 000 [data/s: 0.17140][batch/s: 0.49796][loss: 1.879577e-01][top1: 96.875000][top5: 100.000000]
2022-09-10 19:53:59,852 train 050 [data/s: 0.00368][batch/s: 0.32513][loss: 3.421172e-01][top1: 91.625814][top5: 99.877450]
2022-09-10 19:54:16,026 train 100 [data/s: 0.00203][batch/s: 0.32431][loss: 3.285863e-01][top1: 91.841994][top5: 99.845296]
2022-09-10 19:54:32,121 train 150 [data/s: 0.00147][batch/s: 0.32351][loss: 3.256257e-01][top1: 92.018485][top5: 99.855132]
2022-09-10 19:54:48,282 train 200 [data/s: 0.00119][batch/s: 0.32344][loss: 3.382290e-01][top1: 91.770313][top5: 99.828979]
2022-09-10 19:55:04,412 train 250 [data/s: 0.00102][batch/s: 0.32327][loss: 3.423422e-01][top1: 91.658364][top5: 99.817396]
2022-09-10 19:55:20,623 train 300 [data/s: 0.00091][batch/s: 0.32343][loss: 3.464020e-01][top1: 91.587068][top5: 99.826965]
2022-09-10 19:55:36,997 train 350 [data/s: 0.00083][batch/s: 0.32401][loss: 3.483991e-01][top1: 91.559827][top5: 99.821937]
2022-09-10 19:55:53,283 train 400 [data/s: 0.00077][batch/s: 0.32422][loss: 3.500791e-01][top1: 91.466643][top5: 99.812967]
2022-09-10 19:56:09,392 train 450 [data/s: 0.00073][batch/s: 0.32399][loss: 3.501667e-01][top1: 91.530393][top5: 99.808296]
2022-09-10 19:56:25,466 train 500 [data/s: 0.00069][batch/s: 0.32374][loss: 3.526902e-01][top1: 91.487855][top5: 99.802478]
2022-09-10 19:56:31,930 train_acc 91.507997
2022-09-10 19:56:32,128 valid 000 [data/s: 0.13652][batch/s: 0.19147][loss: 2.477738e-01][top1: 91.666664][top5: 100.000000]
2022-09-10 19:56:34,867 valid 050 [data/s: 0.00299][batch/s: 0.05746][loss: 2.433370e-01][top1: 92.320259][top5: 99.693626]
2022-09-10 19:56:37,606 valid 100 [data/s: 0.00167][batch/s: 0.05614][loss: 2.324567e-01][top1: 92.615509][top5: 99.742161]
2022-09-10 19:56:37,850 valid_acc 92.579998	best_val_acc 92.939998
2022-09-10 19:56:38,182 epoch 86 lr 2.369674e-02
2022-09-10 19:56:38,686 train 000 [data/s: 0.17277][batch/s: 0.49996][loss: 3.445799e-01][top1: 94.791664][top5: 100.000000]
2022-09-10 19:56:54,796 train 050 [data/s: 0.00372][batch/s: 0.32567][loss: 3.302881e-01][top1: 92.116011][top5: 99.877450]
2022-09-10 19:57:10,923 train 100 [data/s: 0.00205][batch/s: 0.32412][loss: 3.299905e-01][top1: 91.986383][top5: 99.845296]
2022-09-10 19:57:27,284 train 150 [data/s: 0.00149][batch/s: 0.32515][loss: 3.311250e-01][top1: 92.018485][top5: 99.834436]
2022-09-10 19:57:43,437 train 200 [data/s: 0.00120][batch/s: 0.32463][loss: 3.324298e-01][top1: 92.076075][top5: 99.854892]
2022-09-10 19:57:59,615 train 250 [data/s: 0.00104][batch/s: 0.32441][loss: 3.350811e-01][top1: 91.948869][top5: 99.863047]
2022-09-10 19:58:15,858 train 300 [data/s: 0.00092][batch/s: 0.32449][loss: 3.402946e-01][top1: 91.822395][top5: 99.844268]
2022-09-10 19:58:32,053 train 350 [data/s: 0.00085][batch/s: 0.32441][loss: 3.468781e-01][top1: 91.657761][top5: 99.821937]
2022-09-10 19:58:48,191 train 400 [data/s: 0.00079][batch/s: 0.32420][loss: 3.469273e-01][top1: 91.648480][top5: 99.825955]
2022-09-10 19:59:04,411 train 450 [data/s: 0.00074][batch/s: 0.32422][loss: 3.479213e-01][top1: 91.622780][top5: 99.819844]
2022-09-10 19:59:20,495 train 500 [data/s: 0.00070][batch/s: 0.32397][loss: 3.509439e-01][top1: 91.527359][top5: 99.814953]
2022-09-10 19:59:26,960 train_acc 91.535997
2022-09-10 19:59:27,183 valid 000 [data/s: 0.16324][batch/s: 0.21839][loss: 3.549593e-01][top1: 87.500000][top5: 100.000000]
2022-09-10 19:59:29,923 valid 050 [data/s: 0.00352][batch/s: 0.05801][loss: 2.848831e-01][top1: 90.870095][top5: 99.693626]
2022-09-10 19:59:32,665 valid 100 [data/s: 0.00194][batch/s: 0.05644][loss: 2.764789e-01][top1: 90.924090][top5: 99.711220]
2022-09-10 19:59:32,919 valid_acc 90.969997	best_val_acc 92.939998
2022-09-10 19:59:33,283 epoch 87 lr 2.366748e-02
2022-09-10 19:59:33,787 train 000 [data/s: 0.16156][batch/s: 0.50022][loss: 4.481049e-01][top1: 89.583328][top5: 98.958328]
2022-09-10 19:59:49,983 train 050 [data/s: 0.00351][batch/s: 0.32738][loss: 3.532617e-01][top1: 91.584965][top5: 99.775326]
2022-09-10 20:00:06,108 train 100 [data/s: 0.00194][batch/s: 0.32496][loss: 3.413024e-01][top1: 91.852308][top5: 99.783415]
2022-09-10 20:00:22,241 train 150 [data/s: 0.00141][batch/s: 0.32420][loss: 3.420426e-01][top1: 91.825328][top5: 99.779248]
2022-09-10 20:00:38,323 train 200 [data/s: 0.00115][batch/s: 0.32356][loss: 3.407448e-01][top1: 91.827319][top5: 99.787520]
2022-09-10 20:00:54,413 train 250 [data/s: 0.00099][batch/s: 0.32321][loss: 3.410837e-01][top1: 91.928118][top5: 99.796646]
2022-09-10 20:01:10,542 train 300 [data/s: 0.00088][batch/s: 0.32311][loss: 3.492336e-01][top1: 91.638979][top5: 99.778515]
2022-09-10 20:01:27,223 train 350 [data/s: 0.00080][batch/s: 0.32460][loss: 3.468369e-01][top1: 91.669632][top5: 99.798195]
2022-09-10 20:01:43,380 train 400 [data/s: 0.00075][batch/s: 0.32442][loss: 3.482727e-01][top1: 91.656273][top5: 99.810369]
2022-09-10 20:01:59,464 train 450 [data/s: 0.00070][batch/s: 0.32412][loss: 3.466508e-01][top1: 91.705929][top5: 99.808296]
2022-09-10 20:02:15,553 train 500 [data/s: 0.00066][batch/s: 0.32388][loss: 3.500211e-01][top1: 91.606368][top5: 99.802478]
2022-09-10 20:02:22,021 train_acc 91.603997
2022-09-10 20:02:22,207 valid 000 [data/s: 0.12660][batch/s: 0.18157][loss: 5.149589e-01][top1: 88.541664][top5: 100.000000]
2022-09-10 20:02:24,965 valid 050 [data/s: 0.00315][batch/s: 0.05764][loss: 3.376868e-01][top1: 89.522056][top5: 99.754901]
2022-09-10 20:02:27,704 valid 100 [data/s: 0.00174][batch/s: 0.05622][loss: 3.349752e-01][top1: 89.686466][top5: 99.845297]
2022-09-10 20:02:27,964 valid_acc 89.629997	best_val_acc 92.939998
2022-09-10 20:02:28,307 epoch 88 lr 2.363792e-02
2022-09-10 20:02:28,836 train 000 [data/s: 0.16306][batch/s: 0.52492][loss: 1.894858e-01][top1: 95.833328][top5: 100.000000]
2022-09-10 20:02:44,959 train 050 [data/s: 0.00352][batch/s: 0.32642][loss: 3.416058e-01][top1: 91.544115][top5: 99.816176]
2022-09-10 20:03:01,099 train 100 [data/s: 0.00195][batch/s: 0.32463][loss: 3.324987e-01][top1: 92.089519][top5: 99.845297]
2022-09-10 20:03:17,249 train 150 [data/s: 0.00141][batch/s: 0.32409][loss: 3.373992e-01][top1: 91.852923][top5: 99.862030]
2022-09-10 20:03:33,864 train 200 [data/s: 0.00115][batch/s: 0.32613][loss: 3.335514e-01][top1: 92.019069][top5: 99.865257]
2022-09-10 20:03:49,954 train 250 [data/s: 0.00098][batch/s: 0.32527][loss: 3.329484e-01][top1: 92.006970][top5: 99.842297]
2022-09-10 20:04:06,203 train 300 [data/s: 0.00088][batch/s: 0.32522][loss: 3.390084e-01][top1: 91.825856][top5: 99.830426]
2022-09-10 20:04:22,410 train 350 [data/s: 0.00080][batch/s: 0.32506][loss: 3.394271e-01][top1: 91.823953][top5: 99.830840]
2022-09-10 20:04:38,534 train 400 [data/s: 0.00074][batch/s: 0.32474][loss: 3.410420e-01][top1: 91.741997][top5: 99.825955]
2022-09-10 20:04:54,650 train 450 [data/s: 0.00069][batch/s: 0.32447][loss: 3.418782e-01][top1: 91.726716][top5: 99.819844]
2022-09-10 20:05:10,855 train 500 [data/s: 0.00066][batch/s: 0.32444][loss: 3.448785e-01][top1: 91.637556][top5: 99.827428]
2022-09-10 20:05:17,326 train_acc 91.593998
2022-09-10 20:05:17,526 valid 000 [data/s: 0.13814][batch/s: 0.19420][loss: 4.222408e-01][top1: 86.458328][top5: 100.000000]
2022-09-10 20:05:20,287 valid 050 [data/s: 0.00303][batch/s: 0.05794][loss: 2.966893e-01][top1: 91.360292][top5: 99.734476]
2022-09-10 20:05:23,038 valid 100 [data/s: 0.00168][batch/s: 0.05650][loss: 2.808549e-01][top1: 91.584156][top5: 99.773101]
2022-09-10 20:05:23,283 valid_acc 91.589998	best_val_acc 92.939998
2022-09-10 20:05:23,649 epoch 89 lr 2.360806e-02
2022-09-10 20:05:24,172 train 000 [data/s: 0.17582][batch/s: 0.51749][loss: 4.633249e-01][top1: 85.416664][top5: 100.000000]
2022-09-10 20:05:40,400 train 050 [data/s: 0.00379][batch/s: 0.32835][loss: 3.290983e-01][top1: 92.095585][top5: 99.877451]
2022-09-10 20:05:56,516 train 100 [data/s: 0.00207][batch/s: 0.32536][loss: 3.441314e-01][top1: 91.687291][top5: 99.804042]
2022-09-10 20:06:12,644 train 150 [data/s: 0.00150][batch/s: 0.32443][loss: 3.517493e-01][top1: 91.473507][top5: 99.820639]
2022-09-10 20:06:28,742 train 200 [data/s: 0.00120][batch/s: 0.32382][loss: 3.526102e-01][top1: 91.568198][top5: 99.808250]
2022-09-10 20:06:45,069 train 250 [data/s: 0.00103][batch/s: 0.32436][loss: 3.526544e-01][top1: 91.616863][top5: 99.800796]
2022-09-10 20:07:01,668 train 300 [data/s: 0.00092][batch/s: 0.32562][loss: 3.508161e-01][top1: 91.628597][top5: 99.802740]
2022-09-10 20:07:17,937 train 350 [data/s: 0.00084][batch/s: 0.32559][loss: 3.520651e-01][top1: 91.565762][top5: 99.807098]
2022-09-10 20:07:34,036 train 400 [data/s: 0.00078][batch/s: 0.32514][loss: 3.507173e-01][top1: 91.578343][top5: 99.812967]
2022-09-10 20:07:50,126 train 450 [data/s: 0.00073][batch/s: 0.32477][loss: 3.523276e-01][top1: 91.560419][top5: 99.803676]
2022-09-10 20:08:06,299 train 500 [data/s: 0.00069][batch/s: 0.32464][loss: 3.544811e-01][top1: 91.510726][top5: 99.804557]
2022-09-10 20:08:12,847 train_acc 91.499997
2022-09-10 20:08:13,031 valid 000 [data/s: 0.12463][batch/s: 0.17949][loss: 1.967363e-01][top1: 93.750000][top5: 100.000000]
2022-09-10 20:08:15,770 valid 050 [data/s: 0.00276][batch/s: 0.05724][loss: 2.657634e-01][top1: 92.054737][top5: 99.693626]
2022-09-10 20:08:18,510 valid 100 [data/s: 0.00155][batch/s: 0.05603][loss: 2.551754e-01][top1: 92.037952][top5: 99.793729]
2022-09-10 20:08:18,774 valid_acc 92.069998	best_val_acc 92.939998
2022-09-10 20:08:19,135 epoch 90 lr 2.357789e-02
2022-09-10 20:08:19,635 train 000 [data/s: 0.16984][batch/s: 0.49600][loss: 2.301032e-01][top1: 94.791664][top5: 100.000000]
2022-09-10 20:08:35,766 train 050 [data/s: 0.00368][batch/s: 0.32602][loss: 3.385452e-01][top1: 91.421566][top5: 99.897875]
2022-09-10 20:08:51,842 train 100 [data/s: 0.00203][batch/s: 0.32378][loss: 3.577282e-01][top1: 91.058166][top5: 99.886551]
2022-09-10 20:09:08,094 train 150 [data/s: 0.00148][batch/s: 0.32420][loss: 3.514086e-01][top1: 91.363132][top5: 99.868929]
2022-09-10 20:09:24,172 train 200 [data/s: 0.00120][batch/s: 0.32354][loss: 3.505786e-01][top1: 91.257253][top5: 99.865256]
2022-09-10 20:09:40,265 train 250 [data/s: 0.00102][batch/s: 0.32321][loss: 3.542321e-01][top1: 91.152056][top5: 99.871347]
2022-09-10 20:09:56,349 train 300 [data/s: 0.00091][batch/s: 0.32295][loss: 3.557558e-01][top1: 91.182168][top5: 99.875415]
2022-09-10 20:10:12,428 train 350 [data/s: 0.00083][batch/s: 0.32276][loss: 3.537985e-01][top1: 91.251185][top5: 99.860517]
2022-09-10 20:10:28,506 train 400 [data/s: 0.00077][batch/s: 0.32261][loss: 3.516310e-01][top1: 91.313381][top5: 99.867518]
2022-09-10 20:10:44,653 train 450 [data/s: 0.00072][batch/s: 0.32265][loss: 3.527826e-01][top1: 91.304044][top5: 99.845251]
2022-09-10 20:11:00,731 train 500 [data/s: 0.00069][batch/s: 0.32254][loss: 3.520513e-01][top1: 91.336075][top5: 99.839903]
2022-09-10 20:11:07,187 train_acc 91.345998
2022-09-10 20:11:07,395 valid 000 [data/s: 0.14865][batch/s: 0.20340][loss: 2.797843e-01][top1: 91.666664][top5: 100.000000]
2022-09-10 20:11:10,133 valid 050 [data/s: 0.00320][batch/s: 0.05767][loss: 2.757452e-01][top1: 91.993461][top5: 99.611927]
2022-09-10 20:11:12,870 valid 100 [data/s: 0.00176][batch/s: 0.05623][loss: 2.512494e-01][top1: 92.460806][top5: 99.752474]
2022-09-10 20:11:13,116 valid_acc 92.479997	best_val_acc 92.939998
2022-09-10 20:11:13,494 epoch 91 lr 2.354741e-02
2022-09-10 20:11:13,980 train 000 [data/s: 0.15452][batch/s: 0.48224][loss: 3.545015e-01][top1: 92.708328][top5: 100.000000]
2022-09-10 20:11:30,095 train 050 [data/s: 0.00336][batch/s: 0.32544][loss: 3.161710e-01][top1: 92.708331][top5: 99.897875]
2022-09-10 20:11:46,242 train 100 [data/s: 0.00187][batch/s: 0.32420][loss: 3.130561e-01][top1: 92.409238][top5: 99.907178]
2022-09-10 20:12:02,358 train 150 [data/s: 0.00136][batch/s: 0.32357][loss: 3.205494e-01][top1: 92.121962][top5: 99.889624]
2022-09-10 20:12:18,459 train 200 [data/s: 0.00110][batch/s: 0.32319][loss: 3.290163e-01][top1: 91.894691][top5: 99.885986]
2022-09-10 20:12:34,537 train 250 [data/s: 0.00095][batch/s: 0.32286][loss: 3.301733e-01][top1: 91.936419][top5: 99.879648]
2022-09-10 20:12:50,650 train 300 [data/s: 0.00084][batch/s: 0.32276][loss: 3.329493e-01][top1: 91.953901][top5: 99.889258]
2022-09-10 20:13:06,725 train 350 [data/s: 0.00077][batch/s: 0.32258][loss: 3.318789e-01][top1: 91.957500][top5: 99.896130]
2022-09-10 20:13:22,826 train 400 [data/s: 0.00071][batch/s: 0.32251][loss: 3.353130e-01][top1: 91.895259][top5: 99.875311]
2022-09-10 20:13:38,908 train 450 [data/s: 0.00067][batch/s: 0.32242][loss: 3.424816e-01][top1: 91.708238][top5: 99.856799]
2022-09-10 20:13:54,981 train 500 [data/s: 0.00063][batch/s: 0.32232][loss: 3.450268e-01][top1: 91.629239][top5: 99.852378]
2022-09-10 20:14:01,427 train_acc 91.627998
2022-09-10 20:14:01,610 valid 000 [data/s: 0.12307][batch/s: 0.17782][loss: 3.423375e-01][top1: 90.625000][top5: 100.000000]
2022-09-10 20:14:04,348 valid 050 [data/s: 0.00271][batch/s: 0.05719][loss: 2.568486e-01][top1: 92.136435][top5: 99.775326]
2022-09-10 20:14:07,087 valid 100 [data/s: 0.00152][batch/s: 0.05599][loss: 2.445705e-01][top1: 92.429865][top5: 99.793729]
2022-09-10 20:14:07,349 valid_acc 92.439997	best_val_acc 92.939998
2022-09-10 20:14:07,676 epoch 92 lr 2.351664e-02
2022-09-10 20:14:08,174 train 000 [data/s: 0.16587][batch/s: 0.49387][loss: 2.151436e-01][top1: 95.833328][top5: 100.000000]
2022-09-10 20:14:24,274 train 050 [data/s: 0.00357][batch/s: 0.32536][loss: 3.368608e-01][top1: 91.605389][top5: 99.836601]
2022-09-10 20:14:40,386 train 100 [data/s: 0.00197][batch/s: 0.32382][loss: 3.259191e-01][top1: 92.326730][top5: 99.814356]
2022-09-10 20:14:56,456 train 150 [data/s: 0.00143][batch/s: 0.32302][loss: 3.358640e-01][top1: 92.135759][top5: 99.799944]
2022-09-10 20:15:12,527 train 200 [data/s: 0.00116][batch/s: 0.32262][loss: 3.405265e-01][top1: 91.982792][top5: 99.766790]
2022-09-10 20:15:28,596 train 250 [data/s: 0.00099][batch/s: 0.32237][loss: 3.434375e-01][top1: 91.928118][top5: 99.780046]
2022-09-10 20:15:44,723 train 300 [data/s: 0.00088][batch/s: 0.32240][loss: 3.443213e-01][top1: 91.919294][top5: 99.785437]
2022-09-10 20:16:00,808 train 350 [data/s: 0.00081][batch/s: 0.32230][loss: 3.452432e-01][top1: 91.886275][top5: 99.780388]
2022-09-10 20:16:16,890 train 400 [data/s: 0.00075][batch/s: 0.32222][loss: 3.468090e-01][top1: 91.835513][top5: 99.786990]
2022-09-10 20:16:32,974 train 450 [data/s: 0.00070][batch/s: 0.32216][loss: 3.482481e-01][top1: 91.809865][top5: 99.780579]
2022-09-10 20:16:49,056 train 500 [data/s: 0.00066][batch/s: 0.32211][loss: 3.495036e-01][top1: 91.756069][top5: 99.792082]
2022-09-10 20:16:55,513 train_acc 91.767998
2022-09-10 20:16:55,695 valid 000 [data/s: 0.12199][batch/s: 0.17690][loss: 2.499406e-01][top1: 92.708328][top5: 100.000000]
2022-09-10 20:16:58,434 valid 050 [data/s: 0.00270][batch/s: 0.05717][loss: 2.339671e-01][top1: 92.483658][top5: 99.754901]
2022-09-10 20:17:01,172 valid 100 [data/s: 0.00151][batch/s: 0.05598][loss: 2.226677e-01][top1: 92.770212][top5: 99.804042]
2022-09-10 20:17:01,415 valid_acc 92.789997	best_val_acc 92.939998
2022-09-10 20:17:01,777 epoch 93 lr 2.348556e-02
2022-09-10 20:17:02,299 train 000 [data/s: 0.17799][batch/s: 0.51827][loss: 3.250369e-01][top1: 91.666664][top5: 100.000000]
2022-09-10 20:17:18,398 train 050 [data/s: 0.00381][batch/s: 0.32582][loss: 3.130328e-01][top1: 92.504082][top5: 99.918300]
2022-09-10 20:17:34,491 train 100 [data/s: 0.00208][batch/s: 0.32387][loss: 3.231443e-01][top1: 92.264849][top5: 99.865924]
2022-09-10 20:17:50,659 train 150 [data/s: 0.00150][batch/s: 0.32369][loss: 3.217738e-01][top1: 92.253033][top5: 99.855132]
2022-09-10 20:18:07,039 train 200 [data/s: 0.00121][batch/s: 0.32467][loss: 3.263169e-01][top1: 92.034616][top5: 99.828979]
2022-09-10 20:18:24,017 train 250 [data/s: 0.00104][batch/s: 0.32763][loss: 3.354805e-01][top1: 91.874168][top5: 99.817396]
2022-09-10 20:18:40,106 train 300 [data/s: 0.00092][batch/s: 0.32666][loss: 3.391945e-01][top1: 91.798170][top5: 99.820044]
2022-09-10 20:18:56,188 train 350 [data/s: 0.00083][batch/s: 0.32595][loss: 3.401158e-01][top1: 91.764599][top5: 99.816001]
2022-09-10 20:19:12,306 train 400 [data/s: 0.00077][batch/s: 0.32550][loss: 3.406659e-01][top1: 91.752387][top5: 99.825955]
2022-09-10 20:19:28,405 train 450 [data/s: 0.00072][batch/s: 0.32511][loss: 3.435271e-01][top1: 91.659735][top5: 99.822154]
2022-09-10 20:19:44,875 train 500 [data/s: 0.00068][batch/s: 0.32554][loss: 3.455959e-01][top1: 91.575181][top5: 99.825349]
2022-09-10 20:19:51,391 train_acc 91.569998
2022-09-10 20:19:51,585 valid 000 [data/s: 0.12464][batch/s: 0.18834][loss: 2.997695e-01][top1: 89.583328][top5: 98.958328]
2022-09-10 20:19:54,347 valid 050 [data/s: 0.00278][batch/s: 0.05785][loss: 2.861362e-01][top1: 90.563723][top5: 99.571077]
2022-09-10 20:19:57,093 valid 100 [data/s: 0.00158][batch/s: 0.05641][loss: 2.682790e-01][top1: 91.264437][top5: 99.700906]
2022-09-10 20:19:57,372 valid_acc 91.349998	best_val_acc 92.939998
2022-09-10 20:19:57,770 epoch 94 lr 2.345418e-02
2022-09-10 20:19:58,320 train 000 [data/s: 0.18137][batch/s: 0.54502][loss: 3.368651e-01][top1: 91.666664][top5: 100.000000]
2022-09-10 20:20:14,630 train 050 [data/s: 0.00391][batch/s: 0.33049][loss: 3.228784e-01][top1: 92.606207][top5: 99.877450]
2022-09-10 20:20:30,936 train 100 [data/s: 0.00215][batch/s: 0.32833][loss: 3.219271e-01][top1: 92.450493][top5: 99.876237]
2022-09-10 20:20:47,318 train 150 [data/s: 0.00156][batch/s: 0.32810][loss: 3.299800e-01][top1: 92.101267][top5: 99.875827]
2022-09-10 20:21:03,778 train 200 [data/s: 0.00126][batch/s: 0.32837][loss: 3.348765e-01][top1: 91.889508][top5: 99.885986]
2022-09-10 20:21:20,272 train 250 [data/s: 0.00110][batch/s: 0.32867][loss: 3.411477e-01][top1: 91.741365][top5: 99.887948]
2022-09-10 20:21:36,770 train 300 [data/s: 0.00098][batch/s: 0.32889][loss: 3.416654e-01][top1: 91.753181][top5: 99.865033]
2022-09-10 20:21:53,897 train 350 [data/s: 0.00090][batch/s: 0.33083][loss: 3.445691e-01][top1: 91.687438][top5: 99.863485]
2022-09-10 20:22:10,571 train 400 [data/s: 0.00083][batch/s: 0.33116][loss: 3.476686e-01][top1: 91.643285][top5: 99.857127]
2022-09-10 20:22:26,827 train 450 [data/s: 0.00078][batch/s: 0.33049][loss: 3.505818e-01][top1: 91.571967][top5: 99.849870]
2022-09-10 20:22:43,376 train 500 [data/s: 0.00075][batch/s: 0.33054][loss: 3.505083e-01][top1: 91.581418][top5: 99.856536]
2022-09-10 20:22:49,896 train_acc 91.597997
2022-09-10 20:22:50,112 valid 000 [data/s: 0.14179][batch/s: 0.20611][loss: 3.443187e-01][top1: 90.625000][top5: 100.000000]
2022-09-10 20:22:52,857 valid 050 [data/s: 0.00313][batch/s: 0.05787][loss: 2.422648e-01][top1: 92.606207][top5: 99.734476]
2022-09-10 20:22:55,596 valid 100 [data/s: 0.00174][batch/s: 0.05634][loss: 2.269077e-01][top1: 92.852720][top5: 99.793729]
2022-09-10 20:22:55,856 valid_acc 92.869997	best_val_acc 92.939998
2022-09-10 20:22:56,224 epoch 95 lr 2.342250e-02
2022-09-10 20:22:56,745 train 000 [data/s: 0.17749][batch/s: 0.51630][loss: 3.452086e-01][top1: 87.500000][top5: 100.000000]
2022-09-10 20:23:13,052 train 050 [data/s: 0.00385][batch/s: 0.32986][loss: 3.088725e-01][top1: 92.912579][top5: 99.857025]
2022-09-10 20:23:29,246 train 100 [data/s: 0.00211][batch/s: 0.32690][loss: 3.247312e-01][top1: 92.326730][top5: 99.793728]
2022-09-10 20:23:45,425 train 150 [data/s: 0.00152][batch/s: 0.32581][loss: 3.272906e-01][top1: 92.280626][top5: 99.806842]
2022-09-10 20:24:01,766 train 200 [data/s: 0.00123][batch/s: 0.32606][loss: 3.338111e-01][top1: 92.091623][top5: 99.813432]
2022-09-10 20:24:17,871 train 250 [data/s: 0.00105][batch/s: 0.32527][loss: 3.354247e-01][top1: 92.189572][top5: 99.813246]
2022-09-10 20:24:33,944 train 300 [data/s: 0.00093][batch/s: 0.32463][loss: 3.380720e-01][top1: 92.047340][top5: 99.809661]
2022-09-10 20:24:50,087 train 350 [data/s: 0.00085][batch/s: 0.32438][loss: 3.371612e-01][top1: 92.085111][top5: 99.821937]
2022-09-10 20:25:06,230 train 400 [data/s: 0.00079][batch/s: 0.32419][loss: 3.365883e-01][top1: 92.108268][top5: 99.823357]
2022-09-10 20:25:22,531 train 450 [data/s: 0.00074][batch/s: 0.32440][loss: 3.369943e-01][top1: 92.096265][top5: 99.822154]
2022-09-10 20:25:38,854 train 500 [data/s: 0.00070][batch/s: 0.32460][loss: 3.384442e-01][top1: 92.051311][top5: 99.810794]
2022-09-10 20:25:45,367 train_acc 92.059997
2022-09-10 20:25:45,587 valid 000 [data/s: 0.15744][batch/s: 0.21325][loss: 2.993470e-01][top1: 88.541664][top5: 98.958328]
2022-09-10 20:25:48,395 valid 050 [data/s: 0.00346][batch/s: 0.05923][loss: 3.016272e-01][top1: 90.890520][top5: 99.611927]
2022-09-10 20:25:51,158 valid 100 [data/s: 0.00194][batch/s: 0.05727][loss: 2.920630e-01][top1: 90.975657][top5: 99.721534]
2022-09-10 20:25:51,409 valid_acc 91.019997	best_val_acc 92.939998
2022-09-10 20:25:51,758 epoch 96 lr 2.339051e-02
2022-09-10 20:25:52,269 train 000 [data/s: 0.16841][batch/s: 0.50732][loss: 1.768939e-01][top1: 95.833328][top5: 100.000000]
2022-09-10 20:26:08,476 train 050 [data/s: 0.00368][batch/s: 0.32772][loss: 3.273335e-01][top1: 92.116010][top5: 99.897875]
2022-09-10 20:26:24,920 train 100 [data/s: 0.00205][batch/s: 0.32829][loss: 3.241031e-01][top1: 92.213281][top5: 99.865924]
2022-09-10 20:26:41,297 train 150 [data/s: 0.00150][batch/s: 0.32804][loss: 3.307774e-01][top1: 92.011587][top5: 99.855132]
2022-09-10 20:26:57,791 train 200 [data/s: 0.00123][batch/s: 0.32850][loss: 3.347667e-01][top1: 91.941332][top5: 99.818614]
2022-09-10 20:27:14,259 train 250 [data/s: 0.00106][batch/s: 0.32867][loss: 3.369597e-01][top1: 91.853417][top5: 99.813246]
2022-09-10 20:27:30,540 train 300 [data/s: 0.00095][batch/s: 0.32816][loss: 3.391931e-01][top1: 91.825856][top5: 99.799279]
2022-09-10 20:27:46,669 train 350 [data/s: 0.00086][batch/s: 0.32737][loss: 3.387950e-01][top1: 91.826920][top5: 99.804130]
2022-09-10 20:28:03,033 train 400 [data/s: 0.00080][batch/s: 0.32736][loss: 3.420693e-01][top1: 91.747192][top5: 99.807771]
2022-09-10 20:28:19,308 train 450 [data/s: 0.00075][batch/s: 0.32715][loss: 3.423916e-01][top1: 91.740574][top5: 99.808295]
2022-09-10 20:28:35,746 train 500 [data/s: 0.00071][batch/s: 0.32731][loss: 3.441047e-01][top1: 91.726960][top5: 99.810794]
2022-09-10 20:28:42,283 train_acc 91.743997
2022-09-10 20:28:42,460 valid 000 [data/s: 0.11719][batch/s: 0.17216][loss: 2.648312e-01][top1: 91.666664][top5: 100.000000]
2022-09-10 20:28:45,209 valid 050 [data/s: 0.00279][batch/s: 0.05728][loss: 2.636211e-01][top1: 92.218135][top5: 99.652777]
2022-09-10 20:28:47,947 valid 100 [data/s: 0.00156][batch/s: 0.05604][loss: 2.500983e-01][top1: 92.244222][top5: 99.773101]
2022-09-10 20:28:48,194 valid_acc 92.169997	best_val_acc 92.939998
2022-09-10 20:28:48,559 epoch 97 lr 2.335824e-02
2022-09-10 20:28:49,058 train 000 [data/s: 0.15957][batch/s: 0.49494][loss: 4.339090e-01][top1: 88.541664][top5: 100.000000]
2022-09-10 20:29:05,282 train 050 [data/s: 0.00349][batch/s: 0.32782][loss: 3.206847e-01][top1: 91.748363][top5: 99.938725]
2022-09-10 20:29:21,801 train 100 [data/s: 0.00196][batch/s: 0.32909][loss: 3.084684e-01][top1: 92.264849][top5: 99.907178]
2022-09-10 20:29:38,046 train 150 [data/s: 0.00143][batch/s: 0.32770][loss: 3.159680e-01][top1: 92.128860][top5: 99.855132]
2022-09-10 20:29:54,533 train 200 [data/s: 0.00117][batch/s: 0.32821][loss: 3.214734e-01][top1: 92.024251][top5: 99.865256]
2022-09-10 20:30:11,373 train 250 [data/s: 0.00102][batch/s: 0.32992][loss: 3.282847e-01][top1: 91.944719][top5: 99.833997]
2022-09-10 20:30:27,678 train 300 [data/s: 0.00091][batch/s: 0.32929][loss: 3.324502e-01][top1: 91.853541][top5: 99.826965]
2022-09-10 20:30:44,026 train 350 [data/s: 0.00083][batch/s: 0.32895][loss: 3.377376e-01][top1: 91.714147][top5: 99.818969]
2022-09-10 20:31:00,701 train 400 [data/s: 0.00078][batch/s: 0.32952][loss: 3.392487e-01][top1: 91.703032][top5: 99.823358]
2022-09-10 20:31:16,999 train 450 [data/s: 0.00074][batch/s: 0.32912][loss: 3.390667e-01][top1: 91.722096][top5: 99.808296]
2022-09-10 20:31:33,231 train 500 [data/s: 0.00070][batch/s: 0.32868][loss: 3.406054e-01][top1: 91.749831][top5: 99.804557]
2022-09-10 20:31:39,713 train_acc 91.709997
2022-09-10 20:31:39,899 valid 000 [data/s: 0.12517][batch/s: 0.18016][loss: 2.201576e-01][top1: 91.666664][top5: 100.000000]
2022-09-10 20:31:42,637 valid 050 [data/s: 0.00275][batch/s: 0.05722][loss: 3.093530e-01][top1: 90.727121][top5: 99.816176]
2022-09-10 20:31:45,378 valid 100 [data/s: 0.00155][batch/s: 0.05603][loss: 3.090099e-01][top1: 90.429040][top5: 99.855610]
2022-09-10 20:31:45,649 valid_acc 90.459997	best_val_acc 92.939998
2022-09-10 20:31:46,011 epoch 98 lr 2.332566e-02
2022-09-10 20:31:46,569 train 000 [data/s: 0.21882][batch/s: 0.55361][loss: 3.286481e-01][top1: 92.708328][top5: 100.000000]
2022-09-10 20:32:02,806 train 050 [data/s: 0.00462][batch/s: 0.32923][loss: 3.429722e-01][top1: 91.830063][top5: 99.918300]
2022-09-10 20:32:18,991 train 100 [data/s: 0.00252][batch/s: 0.32649][loss: 3.257775e-01][top1: 92.254535][top5: 99.907178]
2022-09-10 20:32:35,449 train 150 [data/s: 0.00180][batch/s: 0.32737][loss: 3.312863e-01][top1: 91.997790][top5: 99.903421]
2022-09-10 20:32:51,689 train 200 [data/s: 0.00145][batch/s: 0.32673][loss: 3.324842e-01][top1: 91.925785][top5: 99.875621]
2022-09-10 20:33:07,894 train 250 [data/s: 0.00123][batch/s: 0.32621][loss: 3.330250e-01][top1: 91.957169][top5: 99.842297]
2022-09-10 20:33:24,070 train 300 [data/s: 0.00109][batch/s: 0.32576][loss: 3.354454e-01][top1: 91.912373][top5: 99.837347]
2022-09-10 20:33:40,135 train 350 [data/s: 0.00098][batch/s: 0.32512][loss: 3.368905e-01][top1: 91.901113][top5: 99.818969]
2022-09-10 20:33:56,200 train 400 [data/s: 0.00090][batch/s: 0.32465][loss: 3.365591e-01][top1: 91.939420][top5: 99.818162]
2022-09-10 20:34:12,347 train 450 [data/s: 0.00084][batch/s: 0.32446][loss: 3.377662e-01][top1: 91.916110][top5: 99.810605]
2022-09-10 20:34:28,426 train 500 [data/s: 0.00079][batch/s: 0.32417][loss: 3.393274e-01][top1: 91.882898][top5: 99.808715]
2022-09-10 20:34:35,191 train_acc 91.879997
2022-09-10 20:34:35,385 valid 000 [data/s: 0.13390][batch/s: 0.18924][loss: 3.283604e-01][top1: 91.666664][top5: 100.000000]
2022-09-10 20:34:38,143 valid 050 [data/s: 0.00296][batch/s: 0.05779][loss: 2.196256e-01][top1: 92.830880][top5: 99.795751]
2022-09-10 20:34:40,898 valid 100 [data/s: 0.00165][batch/s: 0.05646][loss: 2.114028e-01][top1: 93.007423][top5: 99.876237]
2022-09-10 20:34:41,295 valid_acc 93.009997	best_val_acc 93.009997
2022-09-10 20:34:41,667 epoch 99 lr 2.329279e-02
2022-09-10 20:34:42,228 train 000 [data/s: 0.16000][batch/s: 0.55693][loss: 2.250481e-01][top1: 94.791664][top5: 100.000000]
2022-09-10 20:34:58,407 train 050 [data/s: 0.00348][batch/s: 0.32815][loss: 3.319574e-01][top1: 91.666664][top5: 99.897875]
2022-09-10 20:35:14,503 train 100 [data/s: 0.00192][batch/s: 0.32506][loss: 3.347098e-01][top1: 91.841994][top5: 99.896864]
2022-09-10 20:35:30,689 train 150 [data/s: 0.00140][batch/s: 0.32462][loss: 3.257760e-01][top1: 92.232337][top5: 99.882726]
2022-09-10 20:35:46,802 train 200 [data/s: 0.00114][batch/s: 0.32403][loss: 3.324041e-01][top1: 92.148629][top5: 99.880804]
2022-09-10 20:36:03,017 train 250 [data/s: 0.00098][batch/s: 0.32409][loss: 3.328439e-01][top1: 92.139772][top5: 99.867197]
2022-09-10 20:36:19,155 train 300 [data/s: 0.00087][batch/s: 0.32386][loss: 3.324840e-01][top1: 92.113093][top5: 99.851190]
2022-09-10 20:36:35,233 train 350 [data/s: 0.00079][batch/s: 0.32354][loss: 3.326722e-01][top1: 92.073241][top5: 99.851614]
2022-09-10 20:36:51,391 train 400 [data/s: 0.00073][batch/s: 0.32349][loss: 3.370329e-01][top1: 91.936822][top5: 99.828553]
2022-09-10 20:37:07,861 train 450 [data/s: 0.00069][batch/s: 0.32414][loss: 3.364487e-01][top1: 91.936897][top5: 99.829083]
2022-09-10 20:37:24,247 train 500 [data/s: 0.00066][batch/s: 0.32450][loss: 3.388357e-01][top1: 91.880819][top5: 99.829507]
2022-09-10 20:37:30,754 train_acc 91.865997
2022-09-10 20:37:30,939 valid 000 [data/s: 0.12466][batch/s: 0.17956][loss: 2.876099e-01][top1: 93.750000][top5: 100.000000]
2022-09-10 20:37:33,680 valid 050 [data/s: 0.00277][batch/s: 0.05727][loss: 2.771454e-01][top1: 91.339867][top5: 99.632352]
2022-09-10 20:37:36,421 valid 100 [data/s: 0.00156][batch/s: 0.05606][loss: 2.653508e-01][top1: 91.553216][top5: 99.711220]
2022-09-10 20:37:36,674 valid_acc 91.529998	best_val_acc 93.009997
2022-09-10 20:37:37,058 epoch 100 lr 2.325962e-02
2022-09-10 20:37:37,554 train 000 [data/s: 0.15791][batch/s: 0.49131][loss: 3.446674e-01][top1: 90.625000][top5: 100.000000]
2022-09-10 20:37:53,698 train 050 [data/s: 0.00348][batch/s: 0.32618][loss: 3.288305e-01][top1: 92.218135][top5: 99.857025]
2022-09-10 20:38:09,888 train 100 [data/s: 0.00193][batch/s: 0.32500][loss: 3.272963e-01][top1: 92.429865][top5: 99.814356]
2022-09-10 20:38:26,063 train 150 [data/s: 0.00139][batch/s: 0.32451][loss: 3.267220e-01][top1: 92.363408][top5: 99.841335]
2022-09-10 20:38:42,182 train 200 [data/s: 0.00112][batch/s: 0.32397][loss: 3.242345e-01][top1: 92.350744][top5: 99.844527]
2022-09-10 20:38:58,296 train 250 [data/s: 0.00096][batch/s: 0.32364][loss: 3.221955e-01][top1: 92.442726][top5: 99.829846]
2022-09-10 20:39:14,414 train 300 [data/s: 0.00086][batch/s: 0.32343][loss: 3.225702e-01][top1: 92.334577][top5: 99.840808]
2022-09-10 20:39:30,528 train 350 [data/s: 0.00078][batch/s: 0.32326][loss: 3.255147e-01][top1: 92.280980][top5: 99.839743]
2022-09-10 20:39:46,644 train 400 [data/s: 0.00073][batch/s: 0.32315][loss: 3.278321e-01][top1: 92.240750][top5: 99.833748]
2022-09-10 20:40:02,790 train 450 [data/s: 0.00068][batch/s: 0.32312][loss: 3.298271e-01][top1: 92.225607][top5: 99.826773]
2022-09-10 20:40:18,907 train 500 [data/s: 0.00064][batch/s: 0.32304][loss: 3.331732e-01][top1: 92.136558][top5: 99.825349]
2022-09-10 20:40:25,374 train_acc 92.063997
2022-09-10 20:40:25,545 valid 000 [data/s: 0.11037][batch/s: 0.16535][loss: 2.994092e-01][top1: 90.625000][top5: 100.000000]
2022-09-10 20:40:28,282 valid 050 [data/s: 0.00246][batch/s: 0.05692][loss: 2.654129e-01][top1: 91.932187][top5: 99.571077]
2022-09-10 20:40:31,020 valid 100 [data/s: 0.00139][batch/s: 0.05585][loss: 2.666234e-01][top1: 91.862621][top5: 99.690593]
2022-09-10 20:40:31,261 valid_acc 91.829997	best_val_acc 93.009997
2022-09-10 20:40:31,611 epoch 101 lr 2.322615e-02
2022-09-10 20:40:32,110 train 000 [data/s: 0.16337][batch/s: 0.49497][loss: 2.747743e-01][top1: 93.750000][top5: 100.000000]
2022-09-10 20:40:48,232 train 050 [data/s: 0.00352][batch/s: 0.32582][loss: 3.309834e-01][top1: 92.013887][top5: 99.836601]
2022-09-10 20:41:04,380 train 100 [data/s: 0.00194][batch/s: 0.32441][loss: 3.212225e-01][top1: 92.254536][top5: 99.886551]
2022-09-10 20:41:20,554 train 150 [data/s: 0.00153][batch/s: 0.32410][loss: 3.309707e-01][top1: 91.983993][top5: 99.813741]
2022-09-10 20:41:36,784 train 200 [data/s: 0.00124][batch/s: 0.32422][loss: 3.278878e-01][top1: 92.029434][top5: 99.823797]
2022-09-10 20:41:52,913 train 250 [data/s: 0.00106][batch/s: 0.32389][loss: 3.291419e-01][top1: 92.019420][top5: 99.825697]
2022-09-10 20:42:09,064 train 300 [data/s: 0.00094][batch/s: 0.32375][loss: 3.304342e-01][top1: 92.023115][top5: 99.840808]
2022-09-10 20:42:25,370 train 350 [data/s: 0.00085][batch/s: 0.32409][loss: 3.319871e-01][top1: 92.028725][top5: 99.836775]
2022-09-10 20:42:41,823 train 400 [data/s: 0.00079][batch/s: 0.32471][loss: 3.319901e-01][top1: 92.012155][top5: 99.836346]
2022-09-10 20:42:58,431 train 450 [data/s: 0.00074][batch/s: 0.32553][loss: 3.334126e-01][top1: 91.929968][top5: 99.831392]
2022-09-10 20:43:14,642 train 500 [data/s: 0.00070][batch/s: 0.32540][loss: 3.362280e-01][top1: 91.847552][top5: 99.827428]
2022-09-10 20:43:21,123 train_acc 91.845997
2022-09-10 20:43:21,297 valid 000 [data/s: 0.11390][batch/s: 0.16877][loss: 2.690410e-01][top1: 90.625000][top5: 100.000000]
2022-09-10 20:43:24,036 valid 050 [data/s: 0.00255][batch/s: 0.05701][loss: 2.633647e-01][top1: 91.993461][top5: 99.652777]
2022-09-10 20:43:26,775 valid 100 [data/s: 0.00145][batch/s: 0.05591][loss: 2.462738e-01][top1: 92.058578][top5: 99.804042]
2022-09-10 20:43:27,029 valid_acc 92.069997	best_val_acc 93.009997
2022-09-10 20:43:27,356 epoch 102 lr 2.319240e-02
2022-09-10 20:43:27,849 train 000 [data/s: 0.16169][batch/s: 0.48822][loss: 4.026506e-01][top1: 91.666664][top5: 100.000000]
2022-09-10 20:43:44,090 train 050 [data/s: 0.00351][batch/s: 0.32803][loss: 3.223330e-01][top1: 92.401958][top5: 99.754901]
2022-09-10 20:44:00,227 train 100 [data/s: 0.00194][batch/s: 0.32541][loss: 3.328815e-01][top1: 92.048264][top5: 99.814356]
2022-09-10 20:44:16,429 train 150 [data/s: 0.00141][batch/s: 0.32495][loss: 3.307360e-01][top1: 92.163353][top5: 99.834436]
2022-09-10 20:44:32,550 train 200 [data/s: 0.00114][batch/s: 0.32432][loss: 3.269428e-01][top1: 92.184906][top5: 99.839344]
2022-09-10 20:44:48,670 train 250 [data/s: 0.00098][batch/s: 0.32394][loss: 3.254673e-01][top1: 92.148072][top5: 99.846447]
2022-09-10 20:45:04,852 train 300 [data/s: 0.00087][batch/s: 0.32389][loss: 3.280491e-01][top1: 92.137317][top5: 99.830426]
2022-09-10 20:45:21,197 train 350 [data/s: 0.00080][batch/s: 0.32432][loss: 3.287740e-01][top1: 92.096982][top5: 99.836775]
2022-09-10 20:45:37,319 train 400 [data/s: 0.00074][batch/s: 0.32408][loss: 3.357647e-01][top1: 91.929029][top5: 99.836346]
2022-09-10 20:45:53,438 train 450 [data/s: 0.00069][batch/s: 0.32390][loss: 3.378430e-01][top1: 91.862987][top5: 99.831392]
2022-09-10 20:46:09,645 train 500 [data/s: 0.00065][batch/s: 0.32392][loss: 3.380776e-01][top1: 91.893294][top5: 99.825349]
2022-09-10 20:46:16,129 train_acc 91.913997
2022-09-10 20:46:16,296 valid 000 [data/s: 0.10675][batch/s: 0.16162][loss: 1.579704e-01][top1: 91.666664][top5: 100.000000]
2022-09-10 20:46:19,035 valid 050 [data/s: 0.00241][batch/s: 0.05689][loss: 2.828961e-01][top1: 91.094769][top5: 99.611927]
2022-09-10 20:46:21,784 valid 100 [data/s: 0.00137][batch/s: 0.05594][loss: 2.790093e-01][top1: 91.099420][top5: 99.721534]
2022-09-10 20:46:22,022 valid_acc 91.079998	best_val_acc 93.009997
2022-09-10 20:46:22,379 epoch 103 lr 2.315834e-02
2022-09-10 20:46:22,880 train 000 [data/s: 0.16281][batch/s: 0.49686][loss: 2.949108e-01][top1: 94.791664][top5: 98.958328]
2022-09-10 20:46:38,999 train 050 [data/s: 0.00350][batch/s: 0.32579][loss: 3.111787e-01][top1: 92.544932][top5: 99.897875]
2022-09-10 20:46:55,124 train 100 [data/s: 0.00193][batch/s: 0.32416][loss: 3.243776e-01][top1: 92.202968][top5: 99.896864]
2022-09-10 20:47:11,276 train 150 [data/s: 0.00140][batch/s: 0.32379][loss: 3.259702e-01][top1: 92.087470][top5: 99.896523]
2022-09-10 20:47:27,392 train 200 [data/s: 0.00113][batch/s: 0.32342][loss: 3.290121e-01][top1: 91.998339][top5: 99.885986]
2022-09-10 20:47:43,530 train 250 [data/s: 0.00097][batch/s: 0.32329][loss: 3.315841e-01][top1: 91.944719][top5: 99.887948]
2022-09-10 20:47:59,686 train 300 [data/s: 0.00086][batch/s: 0.32326][loss: 3.376414e-01][top1: 91.798170][top5: 99.865033]
2022-09-10 20:48:15,796 train 350 [data/s: 0.00079][batch/s: 0.32311][loss: 3.387218e-01][top1: 91.728986][top5: 99.863485]
2022-09-10 20:48:31,914 train 400 [data/s: 0.00073][batch/s: 0.32302][loss: 3.397188e-01][top1: 91.741996][top5: 99.846737]
2022-09-10 20:48:48,032 train 450 [data/s: 0.00068][batch/s: 0.32294][loss: 3.401852e-01][top1: 91.729025][top5: 99.842941]
2022-09-10 20:49:04,173 train 500 [data/s: 0.00065][batch/s: 0.32293][loss: 3.423791e-01][top1: 91.658347][top5: 99.831586]
2022-09-10 20:49:10,631 train_acc 91.699997
2022-09-10 20:49:10,817 valid 000 [data/s: 0.12541][batch/s: 0.18027][loss: 2.946642e-01][top1: 91.666664][top5: 100.000000]
2022-09-10 20:49:13,555 valid 050 [data/s: 0.00275][batch/s: 0.05721][loss: 2.612302e-01][top1: 92.218135][top5: 99.714051]
2022-09-10 20:49:16,292 valid 100 [data/s: 0.00154][batch/s: 0.05600][loss: 2.527591e-01][top1: 91.996697][top5: 99.804042]
2022-09-10 20:49:16,547 valid_acc 92.009998	best_val_acc 93.009997
2022-09-10 20:49:16,870 epoch 104 lr 2.312400e-02
2022-09-10 20:49:17,367 train 000 [data/s: 0.15647][batch/s: 0.49284][loss: 2.186612e-01][top1: 95.833328][top5: 100.000000]
2022-09-10 20:49:33,549 train 050 [data/s: 0.00340][batch/s: 0.32695][loss: 3.187320e-01][top1: 92.504083][top5: 99.693626]
2022-09-10 20:49:49,694 train 100 [data/s: 0.00188][batch/s: 0.32495][loss: 3.205343e-01][top1: 92.244222][top5: 99.773101]
2022-09-10 20:50:05,874 train 150 [data/s: 0.00137][batch/s: 0.32450][loss: 3.276535e-01][top1: 92.101267][top5: 99.744756]
2022-09-10 20:50:22,127 train 200 [data/s: 0.00111][batch/s: 0.32464][loss: 3.320278e-01][top1: 92.019069][top5: 99.782337]
2022-09-10 20:50:38,257 train 250 [data/s: 0.00096][batch/s: 0.32423][loss: 3.292903e-01][top1: 92.089971][top5: 99.796646]
2022-09-10 20:50:54,418 train 300 [data/s: 0.00085][batch/s: 0.32407][loss: 3.299735e-01][top1: 92.116553][top5: 99.795819]
2022-09-10 20:51:10,735 train 350 [data/s: 0.00078][batch/s: 0.32439][loss: 3.297427e-01][top1: 92.153369][top5: 99.798195]
2022-09-10 20:51:26,854 train 400 [data/s: 0.00072][batch/s: 0.32414][loss: 3.329174e-01][top1: 92.092682][top5: 99.794783]
2022-09-10 20:51:43,038 train 450 [data/s: 0.00068][batch/s: 0.32409][loss: 3.344978e-01][top1: 92.047762][top5: 99.792128]
2022-09-10 20:51:59,226 train 500 [data/s: 0.00064][batch/s: 0.32405][loss: 3.369098e-01][top1: 91.986857][top5: 99.798319]
2022-09-10 20:52:05,687 train_acc 91.995997
2022-09-10 20:52:05,866 valid 000 [data/s: 0.12022][batch/s: 0.17515][loss: 2.334617e-01][top1: 92.708328][top5: 100.000000]
2022-09-10 20:52:08,604 valid 050 [data/s: 0.00265][batch/s: 0.05711][loss: 2.524544e-01][top1: 92.401958][top5: 99.734476]
2022-09-10 20:52:11,351 valid 100 [data/s: 0.00148][batch/s: 0.05604][loss: 2.477730e-01][top1: 92.254535][top5: 99.700907]
2022-09-10 20:52:11,599 valid_acc 92.289997	best_val_acc 93.009997
2022-09-10 20:52:11,946 epoch 105 lr 2.308937e-02
2022-09-10 20:52:12,463 train 000 [data/s: 0.18013][batch/s: 0.51302][loss: 1.919822e-01][top1: 96.875000][top5: 100.000000]
2022-09-10 20:52:28,631 train 050 [data/s: 0.00385][batch/s: 0.32708][loss: 3.159348e-01][top1: 92.401959][top5: 99.775326]
2022-09-10 20:52:44,817 train 100 [data/s: 0.00211][batch/s: 0.32541][loss: 3.082970e-01][top1: 92.667077][top5: 99.824669]
2022-09-10 20:53:00,941 train 150 [data/s: 0.00152][batch/s: 0.32444][loss: 3.114074e-01][top1: 92.646245][top5: 99.820639]
2022-09-10 20:53:17,059 train 200 [data/s: 0.00121][batch/s: 0.32393][loss: 3.118405e-01][top1: 92.625412][top5: 99.823797]
2022-09-10 20:53:33,362 train 250 [data/s: 0.00104][batch/s: 0.32435][loss: 3.153104e-01][top1: 92.463477][top5: 99.821546]
2022-09-10 20:53:49,485 train 300 [data/s: 0.00092][batch/s: 0.32403][loss: 3.188173e-01][top1: 92.369183][top5: 99.823504]
2022-09-10 20:54:05,606 train 350 [data/s: 0.00083][batch/s: 0.32380][loss: 3.237327e-01][top1: 92.227561][top5: 99.821937]
2022-09-10 20:54:21,897 train 400 [data/s: 0.00077][batch/s: 0.32405][loss: 3.271184e-01][top1: 92.149831][top5: 99.815564]
2022-09-10 20:54:38,023 train 450 [data/s: 0.00072][batch/s: 0.32389][loss: 3.280308e-01][top1: 92.128600][top5: 99.819844]
2022-09-10 20:54:54,173 train 500 [data/s: 0.00068][batch/s: 0.32380][loss: 3.306986e-01][top1: 92.067945][top5: 99.806636]
2022-09-10 20:55:00,650 train_acc 92.065997
2022-09-10 20:55:00,829 valid 000 [data/s: 0.11999][batch/s: 0.17508][loss: 3.296611e-01][top1: 90.625000][top5: 98.958328]
2022-09-10 20:55:03,567 valid 050 [data/s: 0.00265][batch/s: 0.05712][loss: 2.817755e-01][top1: 91.380716][top5: 99.611927]
2022-09-10 20:55:06,306 valid 100 [data/s: 0.00149][batch/s: 0.05595][loss: 2.690858e-01][top1: 91.625410][top5: 99.721533]
2022-09-10 20:55:06,550 valid_acc 91.619997	best_val_acc 93.009997
2022-09-10 20:55:06,872 epoch 106 lr 2.305444e-02
2022-09-10 20:55:07,371 train 000 [data/s: 0.15680][batch/s: 0.49527][loss: 4.345210e-01][top1: 88.541664][top5: 100.000000]
2022-09-10 20:55:23,501 train 050 [data/s: 0.00339][batch/s: 0.32598][loss: 3.222518e-01][top1: 92.483658][top5: 99.857025]
2022-09-10 20:55:39,619 train 100 [data/s: 0.00186][batch/s: 0.32419][loss: 3.167079e-01][top1: 92.677390][top5: 99.855610]
2022-09-10 20:55:55,733 train 150 [data/s: 0.00135][batch/s: 0.32355][loss: 3.098290e-01][top1: 92.749722][top5: 99.834436]
2022-09-10 20:56:12,008 train 200 [data/s: 0.00109][batch/s: 0.32404][loss: 3.126882e-01][top1: 92.692784][top5: 99.823797]
2022-09-10 20:56:28,129 train 250 [data/s: 0.00094][batch/s: 0.32372][loss: 3.116976e-01][top1: 92.733231][top5: 99.817396]
2022-09-10 20:56:44,247 train 300 [data/s: 0.00083][batch/s: 0.32349][loss: 3.172976e-01][top1: 92.607971][top5: 99.820043]
2022-09-10 20:57:00,367 train 350 [data/s: 0.00076][batch/s: 0.32333][loss: 3.217498e-01][top1: 92.450140][top5: 99.827872]
2022-09-10 20:57:16,551 train 400 [data/s: 0.00070][batch/s: 0.32338][loss: 3.239649e-01][top1: 92.370633][top5: 99.828553]
2022-09-10 20:57:32,915 train 450 [data/s: 0.00066][batch/s: 0.32381][loss: 3.238604e-01][top1: 92.345711][top5: 99.838322]
2022-09-10 20:57:49,293 train 500 [data/s: 0.00063][batch/s: 0.32418][loss: 3.243603e-01][top1: 92.309129][top5: 99.837824]
2022-09-10 20:57:55,786 train_acc 92.281997
2022-09-10 20:57:55,955 valid 000 [data/s: 0.10921][batch/s: 0.16417][loss: 1.903331e-01][top1: 93.750000][top5: 100.000000]
2022-09-10 20:57:58,710 valid 050 [data/s: 0.00244][batch/s: 0.05725][loss: 2.883793e-01][top1: 91.135618][top5: 99.673201]
2022-09-10 20:58:01,447 valid 100 [data/s: 0.00138][batch/s: 0.05601][loss: 2.706749e-01][top1: 91.831681][top5: 99.700906]
2022-09-10 20:58:01,694 valid_acc 91.779998	best_val_acc 93.009997
2022-09-10 20:58:02,041 epoch 107 lr 2.301923e-02
2022-09-10 20:58:02,542 train 000 [data/s: 0.16217][batch/s: 0.49723][loss: 2.619718e-01][top1: 92.708328][top5: 100.000000]
2022-09-10 20:58:18,669 train 050 [data/s: 0.00350][batch/s: 0.32596][loss: 3.173439e-01][top1: 92.381533][top5: 99.795751]
2022-09-10 20:58:34,804 train 100 [data/s: 0.00193][batch/s: 0.32434][loss: 3.192203e-01][top1: 92.254535][top5: 99.855610]
2022-09-10 20:58:51,014 train 150 [data/s: 0.00140][batch/s: 0.32430][loss: 3.189583e-01][top1: 92.246134][top5: 99.862030]
2022-09-10 20:59:07,139 train 200 [data/s: 0.00113][batch/s: 0.32385][loss: 3.247358e-01][top1: 92.060528][top5: 99.865256]
2022-09-10 20:59:23,254 train 250 [data/s: 0.00096][batch/s: 0.32354][loss: 3.276100e-01][top1: 91.948869][top5: 99.846447]
2022-09-10 20:59:39,372 train 300 [data/s: 0.00086][batch/s: 0.32334][loss: 3.346431e-01][top1: 91.818934][top5: 99.826965]
2022-09-10 20:59:55,538 train 350 [data/s: 0.00078][batch/s: 0.32334][loss: 3.345917e-01][top1: 91.859565][top5: 99.813033]
2022-09-10 21:00:11,676 train 400 [data/s: 0.00072][batch/s: 0.32327][loss: 3.353962e-01][top1: 91.822524][top5: 99.818162]
2022-09-10 21:00:27,795 train 450 [data/s: 0.00068][batch/s: 0.32317][loss: 3.351021e-01][top1: 91.779839][top5: 99.819844]
2022-09-10 21:00:43,914 train 500 [data/s: 0.00065][batch/s: 0.32309][loss: 3.345297e-01][top1: 91.828840][top5: 99.812873]
2022-09-10 21:00:50,375 train_acc 91.807997
2022-09-10 21:00:50,543 valid 000 [data/s: 0.10818][batch/s: 0.16309][loss: 2.640912e-01][top1: 91.666664][top5: 100.000000]
2022-09-10 21:00:53,281 valid 050 [data/s: 0.00241][batch/s: 0.05688][loss: 2.436717e-01][top1: 92.626631][top5: 99.795751]
2022-09-10 21:00:56,030 valid 100 [data/s: 0.00136][batch/s: 0.05594][loss: 2.361983e-01][top1: 92.646450][top5: 99.865924]
2022-09-10 21:00:56,276 valid_acc 92.639998	best_val_acc 93.009997
2022-09-10 21:00:56,700 epoch 108 lr 2.298372e-02
2022-09-10 21:00:57,223 train 000 [data/s: 0.18535][batch/s: 0.51933][loss: 2.954369e-01][top1: 91.666664][top5: 100.000000]
2022-09-10 21:01:13,550 train 050 [data/s: 0.00396][batch/s: 0.33031][loss: 2.972423e-01][top1: 92.687906][top5: 99.857026]
2022-09-10 21:01:29,714 train 100 [data/s: 0.00216][batch/s: 0.32684][loss: 3.054225e-01][top1: 92.553628][top5: 99.845297]
2022-09-10 21:01:45,832 train 150 [data/s: 0.00156][batch/s: 0.32535][loss: 3.197085e-01][top1: 92.149556][top5: 99.834436]
2022-09-10 21:02:02,097 train 200 [data/s: 0.00125][batch/s: 0.32534][loss: 3.121370e-01][top1: 92.407750][top5: 99.834162]
2022-09-10 21:02:18,219 train 250 [data/s: 0.00106][batch/s: 0.32476][loss: 3.206235e-01][top1: 92.251824][top5: 99.833997]
2022-09-10 21:02:34,469 train 300 [data/s: 0.00094][batch/s: 0.32480][loss: 3.255918e-01][top1: 92.078486][top5: 99.837347]
2022-09-10 21:02:50,583 train 350 [data/s: 0.00085][batch/s: 0.32444][loss: 3.272764e-01][top1: 92.067305][top5: 99.839743]
2022-09-10 21:03:06,698 train 400 [data/s: 0.00079][batch/s: 0.32417][loss: 3.294137e-01][top1: 91.993971][top5: 99.836346]
2022-09-10 21:03:22,810 train 450 [data/s: 0.00073][batch/s: 0.32396][loss: 3.317047e-01][top1: 91.959994][top5: 99.833702]
2022-09-10 21:03:38,921 train 500 [data/s: 0.00069][batch/s: 0.32379][loss: 3.327068e-01][top1: 91.970224][top5: 99.821190]
2022-09-10 21:03:45,432 train_acc 91.965998
2022-09-10 21:03:45,617 valid 000 [data/s: 0.12426][batch/s: 0.17908][loss: 2.714655e-01][top1: 89.583328][top5: 100.000000]
2022-09-10 21:03:48,356 valid 050 [data/s: 0.00274][batch/s: 0.05721][loss: 2.464806e-01][top1: 92.544931][top5: 99.652777]
2022-09-10 21:03:51,094 valid 100 [data/s: 0.00154][batch/s: 0.05600][loss: 2.324329e-01][top1: 92.739271][top5: 99.752474]
2022-09-10 21:03:51,337 valid_acc 92.759997	best_val_acc 93.009997
2022-09-10 21:03:51,676 epoch 109 lr 2.294793e-02
2022-09-10 21:03:52,166 train 000 [data/s: 0.15441][batch/s: 0.48543][loss: 2.809966e-01][top1: 94.791664][top5: 100.000000]
2022-09-10 21:04:08,282 train 050 [data/s: 0.00336][batch/s: 0.32553][loss: 3.101802e-01][top1: 92.667481][top5: 99.938725]
2022-09-10 21:04:24,399 train 100 [data/s: 0.00185][batch/s: 0.32395][loss: 3.262125e-01][top1: 92.151400][top5: 99.834983]
2022-09-10 21:04:40,510 train 150 [data/s: 0.00133][batch/s: 0.32338][loss: 3.239666e-01][top1: 92.232337][top5: 99.841335]
2022-09-10 21:04:56,727 train 200 [data/s: 0.00108][batch/s: 0.32362][loss: 3.264930e-01][top1: 92.086440][top5: 99.844527]
2022-09-10 21:05:12,869 train 250 [data/s: 0.00093][batch/s: 0.32346][loss: 3.281303e-01][top1: 92.052620][top5: 99.858897]
2022-09-10 21:05:28,987 train 300 [data/s: 0.00083][batch/s: 0.32328][loss: 3.284876e-01][top1: 92.012733][top5: 99.865033]
2022-09-10 21:05:45,176 train 350 [data/s: 0.00076][batch/s: 0.32335][loss: 3.320306e-01][top1: 91.892210][top5: 99.860517]
2022-09-10 21:06:01,413 train 400 [data/s: 0.00070][batch/s: 0.32352][loss: 3.317394e-01][top1: 91.936822][top5: 99.846737]
2022-09-10 21:06:17,534 train 450 [data/s: 0.00066][batch/s: 0.32340][loss: 3.313152e-01][top1: 91.971542][top5: 99.854489]
2022-09-10 21:06:33,733 train 500 [data/s: 0.00063][batch/s: 0.32346][loss: 3.340670e-01][top1: 91.914086][top5: 99.844061]
2022-09-10 21:06:40,213 train_acc 91.937998
2022-09-10 21:06:40,388 valid 000 [data/s: 0.11393][batch/s: 0.16879][loss: 2.102641e-01][top1: 92.708328][top5: 100.000000]
2022-09-10 21:06:43,125 valid 050 [data/s: 0.00252][batch/s: 0.05698][loss: 3.005165e-01][top1: 90.870096][top5: 99.714051]
2022-09-10 21:06:45,862 valid 100 [data/s: 0.00142][batch/s: 0.05587][loss: 2.926912e-01][top1: 90.944717][top5: 99.783415]
2022-09-10 21:06:46,110 valid_acc 90.969998	best_val_acc 93.009997
2022-09-10 21:06:46,436 epoch 110 lr 2.291186e-02
2022-09-10 21:06:46,929 train 000 [data/s: 0.16049][batch/s: 0.48858][loss: 4.188372e-01][top1: 88.541664][top5: 100.000000]
2022-09-10 21:07:03,069 train 050 [data/s: 0.00347][batch/s: 0.32605][loss: 3.102027e-01][top1: 92.728756][top5: 99.877450]
2022-09-10 21:07:19,307 train 100 [data/s: 0.00192][batch/s: 0.32541][loss: 3.138475e-01][top1: 92.677391][top5: 99.834983]
2022-09-10 21:07:35,623 train 150 [data/s: 0.00141][batch/s: 0.32571][loss: 3.191064e-01][top1: 92.528971][top5: 99.841335]
2022-09-10 21:07:51,815 train 200 [data/s: 0.00115][batch/s: 0.32525][loss: 3.224432e-01][top1: 92.423298][top5: 99.844527]
2022-09-10 21:08:07,938 train 250 [data/s: 0.00098][batch/s: 0.32469][loss: 3.217784e-01][top1: 92.388776][top5: 99.842297]
2022-09-10 21:08:24,059 train 300 [data/s: 0.00088][batch/s: 0.32431][loss: 3.242767e-01][top1: 92.341498][top5: 99.837347]
2022-09-10 21:08:40,178 train 350 [data/s: 0.00080][batch/s: 0.32404][loss: 3.248611e-01][top1: 92.310658][top5: 99.830840]
2022-09-10 21:08:56,323 train 400 [data/s: 0.00074][batch/s: 0.32390][loss: 3.253969e-01][top1: 92.212176][top5: 99.836346]
2022-09-10 21:09:12,478 train 450 [data/s: 0.00069][batch/s: 0.32381][loss: 3.234252e-01][top1: 92.322614][top5: 99.840631]
2022-09-10 21:09:28,715 train 500 [data/s: 0.00065][batch/s: 0.32390][loss: 3.259911e-01][top1: 92.288338][top5: 99.831586]
2022-09-10 21:09:35,194 train_acc 92.237998
2022-09-10 21:09:35,408 valid 000 [data/s: 0.14065][batch/s: 0.20344][loss: 3.912172e-01][top1: 86.458328][top5: 100.000000]
2022-09-10 21:09:38,147 valid 050 [data/s: 0.00306][batch/s: 0.05768][loss: 3.211446e-01][top1: 90.032677][top5: 99.795751]
2022-09-10 21:09:40,884 valid 100 [data/s: 0.00169][batch/s: 0.05623][loss: 3.200808e-01][top1: 90.099007][top5: 99.783415]
2022-09-10 21:09:41,160 valid_acc 90.089998	best_val_acc 93.009997
2022-09-10 21:09:41,507 epoch 111 lr 2.287550e-02
2022-09-10 21:09:42,018 train 000 [data/s: 0.17827][batch/s: 0.50609][loss: 2.132233e-01][top1: 95.833328][top5: 100.000000]
2022-09-10 21:09:58,139 train 050 [data/s: 0.00382][batch/s: 0.32602][loss: 3.281170e-01][top1: 92.075161][top5: 99.775326]
2022-09-10 21:10:14,317 train 100 [data/s: 0.00209][batch/s: 0.32480][loss: 3.225513e-01][top1: 92.202968][top5: 99.804042]
2022-09-10 21:10:30,470 train 150 [data/s: 0.00150][batch/s: 0.32423][loss: 3.228215e-01][top1: 92.204744][top5: 99.813741]
2022-09-10 21:10:46,592 train 200 [data/s: 0.00120][batch/s: 0.32378][loss: 3.245564e-01][top1: 92.216001][top5: 99.828979]
2022-09-10 21:11:02,814 train 250 [data/s: 0.00102][batch/s: 0.32391][loss: 3.303365e-01][top1: 92.156372][top5: 99.792496]
2022-09-10 21:11:18,933 train 300 [data/s: 0.00091][batch/s: 0.32366][loss: 3.344205e-01][top1: 92.023115][top5: 99.781976]
2022-09-10 21:11:35,049 train 350 [data/s: 0.00083][batch/s: 0.32347][loss: 3.321892e-01][top1: 92.126660][top5: 99.795227]
2022-09-10 21:11:51,169 train 400 [data/s: 0.00077][batch/s: 0.32333][loss: 3.291212e-01][top1: 92.113464][top5: 99.812967]
2022-09-10 21:12:07,291 train 450 [data/s: 0.00072][batch/s: 0.32324][loss: 3.316856e-01][top1: 92.080097][top5: 99.812915]
2022-09-10 21:12:23,438 train 500 [data/s: 0.00068][batch/s: 0.32321][loss: 3.339978e-01][top1: 92.057549][top5: 99.806636]
2022-09-10 21:12:29,911 train_acc 92.049998
2022-09-10 21:12:30,096 valid 000 [data/s: 0.12045][batch/s: 0.17840][loss: 3.004427e-01][top1: 89.583328][top5: 100.000000]
2022-09-10 21:12:32,834 valid 050 [data/s: 0.00266][batch/s: 0.05718][loss: 2.525390e-01][top1: 91.932187][top5: 99.652777]
2022-09-10 21:12:35,573 valid 100 [data/s: 0.00150][batch/s: 0.05599][loss: 2.436053e-01][top1: 92.161714][top5: 99.731847]
2022-09-10 21:12:35,839 valid_acc 92.199998	best_val_acc 93.009997
2022-09-10 21:12:36,157 epoch 112 lr 2.283885e-02
2022-09-10 21:12:36,662 train 000 [data/s: 0.16701][batch/s: 0.50072][loss: 2.763815e-01][top1: 93.750000][top5: 100.000000]
2022-09-10 21:12:52,964 train 050 [data/s: 0.00361][batch/s: 0.32945][loss: 3.100697e-01][top1: 92.504083][top5: 99.836601]
2022-09-10 21:13:09,166 train 100 [data/s: 0.00198][batch/s: 0.32677][loss: 3.030389e-01][top1: 92.615509][top5: 99.865924]
2022-09-10 21:13:25,283 train 150 [data/s: 0.00143][batch/s: 0.32530][loss: 3.008039e-01][top1: 92.784214][top5: 99.841335]
2022-09-10 21:13:41,433 train 200 [data/s: 0.00116][batch/s: 0.32473][loss: 3.059147e-01][top1: 92.677236][top5: 99.839344]
2022-09-10 21:13:57,586 train 250 [data/s: 0.00099][batch/s: 0.32440][loss: 3.100468e-01][top1: 92.546478][top5: 99.829847]
2022-09-10 21:14:13,710 train 300 [data/s: 0.00089][batch/s: 0.32408][loss: 3.124260e-01][top1: 92.507611][top5: 99.833886]
2022-09-10 21:14:29,835 train 350 [data/s: 0.00081][batch/s: 0.32385][loss: 3.128076e-01][top1: 92.536203][top5: 99.824904]
2022-09-10 21:14:45,955 train 400 [data/s: 0.00075][batch/s: 0.32367][loss: 3.118745e-01][top1: 92.588838][top5: 99.823357]
2022-09-10 21:15:02,093 train 450 [data/s: 0.00070][batch/s: 0.32357][loss: 3.126150e-01][top1: 92.592847][top5: 99.833702]
2022-09-10 21:15:18,212 train 500 [data/s: 0.00066][batch/s: 0.32345][loss: 3.189733e-01][top1: 92.417246][top5: 99.833665]
2022-09-10 21:15:24,687 train_acc 92.355997
2022-09-10 21:15:24,867 valid 000 [data/s: 0.12138][batch/s: 0.17624][loss: 4.190185e-01][top1: 86.458328][top5: 100.000000]
2022-09-10 21:15:27,605 valid 050 [data/s: 0.00267][batch/s: 0.05713][loss: 3.562155e-01][top1: 89.726305][top5: 99.305554]
2022-09-10 21:15:30,342 valid 100 [data/s: 0.00148][batch/s: 0.05595][loss: 3.486243e-01][top1: 90.078380][top5: 99.278051]
2022-09-10 21:15:30,612 valid_acc 90.129997	best_val_acc 93.009997
2022-09-10 21:15:30,961 epoch 113 lr 2.280192e-02
2022-09-10 21:15:31,477 train 000 [data/s: 0.16288][batch/s: 0.51135][loss: 2.928131e-01][top1: 93.750000][top5: 100.000000]
2022-09-10 21:15:47,596 train 050 [data/s: 0.00352][batch/s: 0.32610][loss: 3.343489e-01][top1: 91.768788][top5: 99.857026]
2022-09-10 21:16:03,710 train 100 [data/s: 0.00194][batch/s: 0.32420][loss: 3.167782e-01][top1: 92.471119][top5: 99.845296]
2022-09-10 21:16:19,866 train 150 [data/s: 0.00141][batch/s: 0.32384][loss: 3.278032e-01][top1: 92.204743][top5: 99.813741]
2022-09-10 21:16:35,976 train 200 [data/s: 0.00114][batch/s: 0.32343][loss: 3.275995e-01][top1: 92.262642][top5: 99.844527]
2022-09-10 21:16:52,087 train 250 [data/s: 0.00098][batch/s: 0.32319][loss: 3.304904e-01][top1: 92.189572][top5: 99.846447]
2022-09-10 21:17:08,198 train 300 [data/s: 0.00087][batch/s: 0.32303][loss: 3.349409e-01][top1: 92.050800][top5: 99.854650]
2022-09-10 21:17:24,396 train 350 [data/s: 0.00080][batch/s: 0.32316][loss: 3.321646e-01][top1: 92.171175][top5: 99.857549]
2022-09-10 21:17:40,537 train 400 [data/s: 0.00074][batch/s: 0.32312][loss: 3.303445e-01][top1: 92.178406][top5: 99.854530]
2022-09-10 21:17:56,649 train 450 [data/s: 0.00069][batch/s: 0.32302][loss: 3.332402e-01][top1: 92.133220][top5: 99.849870]
2022-09-10 21:18:12,877 train 500 [data/s: 0.00065][batch/s: 0.32318][loss: 3.364166e-01][top1: 92.045074][top5: 99.841982]
2022-09-10 21:18:19,380 train_acc 92.077997
2022-09-10 21:18:19,558 valid 000 [data/s: 0.11847][batch/s: 0.17334][loss: 3.182750e-01][top1: 92.708328][top5: 100.000000]
2022-09-10 21:18:22,297 valid 050 [data/s: 0.00263][batch/s: 0.05710][loss: 2.509439e-01][top1: 92.177285][top5: 99.673201]
2022-09-10 21:18:25,044 valid 100 [data/s: 0.00148][batch/s: 0.05603][loss: 2.337348e-01][top1: 92.491746][top5: 99.804042]
2022-09-10 21:18:25,302 valid_acc 92.509997	best_val_acc 93.009997
2022-09-10 21:18:25,618 epoch 114 lr 2.276471e-02
2022-09-10 21:18:26,127 train 000 [data/s: 0.16687][batch/s: 0.50467][loss: 2.256780e-01][top1: 95.833328][top5: 100.000000]
2022-09-10 21:18:42,271 train 050 [data/s: 0.00357][batch/s: 0.32644][loss: 2.979646e-01][top1: 93.178102][top5: 99.816176]
2022-09-10 21:18:58,390 train 100 [data/s: 0.00195][batch/s: 0.32442][loss: 2.960514e-01][top1: 93.162126][top5: 99.865923]
2022-09-10 21:19:14,608 train 150 [data/s: 0.00140][batch/s: 0.32440][loss: 2.996510e-01][top1: 93.053253][top5: 99.882726]
2022-09-10 21:19:30,730 train 200 [data/s: 0.00114][batch/s: 0.32391][loss: 3.086860e-01][top1: 92.796432][top5: 99.870439]
2022-09-10 21:19:46,851 train 250 [data/s: 0.00098][batch/s: 0.32362][loss: 3.105160e-01][top1: 92.650230][top5: 99.871347]
2022-09-10 21:20:02,993 train 300 [data/s: 0.00087][batch/s: 0.32349][loss: 3.108149e-01][top1: 92.673724][top5: 99.882336]
2022-09-10 21:20:19,146 train 350 [data/s: 0.00079][batch/s: 0.32343][loss: 3.173529e-01][top1: 92.497623][top5: 99.854582]
2022-09-10 21:20:35,270 train 400 [data/s: 0.00073][batch/s: 0.32331][loss: 3.180014e-01][top1: 92.510907][top5: 99.859725]
2022-09-10 21:20:51,402 train 450 [data/s: 0.00069][batch/s: 0.32323][loss: 3.215631e-01][top1: 92.387285][top5: 99.852180]
2022-09-10 21:21:07,522 train 500 [data/s: 0.00065][batch/s: 0.32315][loss: 3.249660e-01][top1: 92.275862][top5: 99.841982]
2022-09-10 21:21:13,981 train_acc 92.247997
2022-09-10 21:21:14,151 valid 000 [data/s: 0.11043][batch/s: 0.16523][loss: 3.606799e-01][top1: 88.541664][top5: 100.000000]
2022-09-10 21:21:16,889 valid 050 [data/s: 0.00246][batch/s: 0.05693][loss: 2.818471e-01][top1: 91.503265][top5: 99.632352]
2022-09-10 21:21:19,625 valid 100 [data/s: 0.00138][batch/s: 0.05584][loss: 2.624708e-01][top1: 91.976070][top5: 99.711220]
2022-09-10 21:21:19,890 valid_acc 91.999997	best_val_acc 93.009997
2022-09-10 21:21:20,236 epoch 115 lr 2.272721e-02
2022-09-10 21:21:20,804 train 000 [data/s: 0.16290][batch/s: 0.56402][loss: 2.545049e-01][top1: 92.708328][top5: 100.000000]
2022-09-10 21:21:36,933 train 050 [data/s: 0.00352][batch/s: 0.32731][loss: 3.401993e-01][top1: 91.482841][top5: 99.795751]
2022-09-10 21:21:53,057 train 100 [data/s: 0.00194][batch/s: 0.32492][loss: 3.272097e-01][top1: 92.120460][top5: 99.824669]
2022-09-10 21:22:09,168 train 150 [data/s: 0.00140][batch/s: 0.32402][loss: 3.162522e-01][top1: 92.542768][top5: 99.855132]
2022-09-10 21:22:25,391 train 200 [data/s: 0.00113][batch/s: 0.32413][loss: 3.116461e-01][top1: 92.651324][top5: 99.875621]
2022-09-10 21:22:41,535 train 250 [data/s: 0.00097][batch/s: 0.32388][loss: 3.157921e-01][top1: 92.475927][top5: 99.879648]
2022-09-10 21:22:57,718 train 300 [data/s: 0.00085][batch/s: 0.32385][loss: 3.183113e-01][top1: 92.466083][top5: 99.858111]
2022-09-10 21:23:13,833 train 350 [data/s: 0.00077][batch/s: 0.32362][loss: 3.204201e-01][top1: 92.435302][top5: 99.860517]
2022-09-10 21:23:29,947 train 400 [data/s: 0.00071][batch/s: 0.32346][loss: 3.242278e-01][top1: 92.290106][top5: 99.857127]
2022-09-10 21:23:46,064 train 450 [data/s: 0.00067][batch/s: 0.32333][loss: 3.279616e-01][top1: 92.207130][top5: 99.854489]
2022-09-10 21:24:02,213 train 500 [data/s: 0.00063][batch/s: 0.32330][loss: 3.283565e-01][top1: 92.194775][top5: 99.844061]
2022-09-10 21:24:08,695 train_acc 92.199998
2022-09-10 21:24:08,874 valid 000 [data/s: 0.11814][batch/s: 0.17300][loss: 4.054908e-01][top1: 90.625000][top5: 100.000000]
2022-09-10 21:24:11,624 valid 050 [data/s: 0.00263][batch/s: 0.05730][loss: 2.739536e-01][top1: 91.523690][top5: 99.611927]
2022-09-10 21:24:14,367 valid 100 [data/s: 0.00147][batch/s: 0.05610][loss: 2.623526e-01][top1: 91.470707][top5: 99.721534]
2022-09-10 21:24:14,634 valid_acc 91.469997	best_val_acc 93.009997
2022-09-10 21:24:14,958 epoch 116 lr 2.268944e-02
2022-09-10 21:24:15,488 train 000 [data/s: 0.17264][batch/s: 0.52549][loss: 3.807634e-01][top1: 92.708328][top5: 100.000000]
2022-09-10 21:24:31,747 train 050 [data/s: 0.00373][batch/s: 0.32911][loss: 2.896972e-01][top1: 93.198527][top5: 99.877451]
2022-09-10 21:24:47,880 train 100 [data/s: 0.00206][batch/s: 0.32592][loss: 2.892714e-01][top1: 93.213694][top5: 99.876237]
2022-09-10 21:25:04,004 train 150 [data/s: 0.00149][batch/s: 0.32478][loss: 3.021002e-01][top1: 92.929081][top5: 99.834436]
2022-09-10 21:25:20,238 train 200 [data/s: 0.00120][batch/s: 0.32475][loss: 3.064854e-01][top1: 92.775702][top5: 99.865257]
2022-09-10 21:25:36,361 train 250 [data/s: 0.00102][batch/s: 0.32429][loss: 3.107117e-01][top1: 92.646080][top5: 99.879648]
2022-09-10 21:25:52,480 train 300 [data/s: 0.00090][batch/s: 0.32398][loss: 3.176521e-01][top1: 92.462622][top5: 99.882336]
2022-09-10 21:26:08,703 train 350 [data/s: 0.00082][batch/s: 0.32405][loss: 3.180416e-01][top1: 92.423431][top5: 99.881291]
2022-09-10 21:26:24,874 train 400 [data/s: 0.00076][batch/s: 0.32397][loss: 3.211318e-01][top1: 92.347254][top5: 99.864920]
2022-09-10 21:26:41,026 train 450 [data/s: 0.00071][batch/s: 0.32386][loss: 3.250901e-01][top1: 92.225607][top5: 99.861418]
2022-09-10 21:26:57,146 train 500 [data/s: 0.00067][batch/s: 0.32372][loss: 3.248949e-01][top1: 92.211408][top5: 99.864853]
2022-09-10 21:27:03,606 train_acc 92.193998
2022-09-10 21:27:03,775 valid 000 [data/s: 0.10811][batch/s: 0.16300][loss: 3.705227e-01][top1: 90.625000][top5: 100.000000]
2022-09-10 21:27:06,512 valid 050 [data/s: 0.00240][batch/s: 0.05686][loss: 2.586658e-01][top1: 91.911762][top5: 99.611927]
2022-09-10 21:27:09,249 valid 100 [data/s: 0.00136][batch/s: 0.05582][loss: 2.437650e-01][top1: 92.275162][top5: 99.721534]
2022-09-10 21:27:09,494 valid_acc 92.309997	best_val_acc 93.009997
2022-09-10 21:27:09,837 epoch 117 lr 2.265139e-02
2022-09-10 21:27:10,371 train 000 [data/s: 0.19021][batch/s: 0.52988][loss: 3.765778e-01][top1: 93.750000][top5: 100.000000]
2022-09-10 21:27:26,481 train 050 [data/s: 0.00402][batch/s: 0.32628][loss: 2.847897e-01][top1: 93.402775][top5: 99.938725]
2022-09-10 21:27:42,599 train 100 [data/s: 0.00218][batch/s: 0.32434][loss: 2.835400e-01][top1: 93.182753][top5: 99.917491]
2022-09-10 21:27:58,848 train 150 [data/s: 0.00156][batch/s: 0.32455][loss: 2.923293e-01][top1: 92.991167][top5: 99.910320]
2022-09-10 21:28:14,964 train 200 [data/s: 0.00125][batch/s: 0.32399][loss: 3.029859e-01][top1: 92.729060][top5: 99.896351]
2022-09-10 21:28:31,096 train 250 [data/s: 0.00106][batch/s: 0.32373][loss: 3.094477e-01][top1: 92.563078][top5: 99.875497]
2022-09-10 21:28:47,247 train 300 [data/s: 0.00093][batch/s: 0.32361][loss: 3.133377e-01][top1: 92.476465][top5: 99.871954]
2022-09-10 21:29:03,365 train 350 [data/s: 0.00084][batch/s: 0.32343][loss: 3.114066e-01][top1: 92.524333][top5: 99.857549]
2022-09-10 21:29:19,562 train 400 [data/s: 0.00078][batch/s: 0.32349][loss: 3.142742e-01][top1: 92.458954][top5: 99.838944]
2022-09-10 21:29:35,845 train 450 [data/s: 0.00073][batch/s: 0.32373][loss: 3.170612e-01][top1: 92.375736][top5: 99.833702]
2022-09-10 21:29:52,132 train 500 [data/s: 0.00069][batch/s: 0.32393][loss: 3.200314e-01][top1: 92.307050][top5: 99.846140]
2022-09-10 21:29:58,622 train_acc 92.307997
2022-09-10 21:29:58,795 valid 000 [data/s: 0.11396][batch/s: 0.16874][loss: 2.215831e-01][top1: 91.666664][top5: 100.000000]
2022-09-10 21:30:01,533 valid 050 [data/s: 0.00253][batch/s: 0.05699][loss: 2.430731e-01][top1: 92.422383][top5: 99.550652]
2022-09-10 21:30:04,271 valid 100 [data/s: 0.00143][batch/s: 0.05589][loss: 2.311034e-01][top1: 92.667077][top5: 99.700907]
2022-09-10 21:30:04,519 valid_acc 92.659998	best_val_acc 93.009997
2022-09-10 21:30:04,837 epoch 118 lr 2.261305e-02
2022-09-10 21:30:05,319 train 000 [data/s: 0.14570][batch/s: 0.47793][loss: 3.970796e-01][top1: 93.750000][top5: 98.958328]
2022-09-10 21:30:21,510 train 050 [data/s: 0.00318][batch/s: 0.32685][loss: 3.067533e-01][top1: 92.749180][top5: 99.795751]
2022-09-10 21:30:37,630 train 100 [data/s: 0.00177][batch/s: 0.32465][loss: 3.063712e-01][top1: 92.687704][top5: 99.845297]
2022-09-10 21:30:53,747 train 150 [data/s: 0.00129][batch/s: 0.32388][loss: 3.147308e-01][top1: 92.542768][top5: 99.848234]
2022-09-10 21:31:09,896 train 200 [data/s: 0.00106][batch/s: 0.32365][loss: 3.198091e-01][top1: 92.304102][top5: 99.849709]
2022-09-10 21:31:26,022 train 250 [data/s: 0.00091][batch/s: 0.32343][loss: 3.215554e-01][top1: 92.193722][top5: 99.838147]
2022-09-10 21:31:42,143 train 300 [data/s: 0.00082][batch/s: 0.32326][loss: 3.234713e-01][top1: 92.196149][top5: 99.854651]
2022-09-10 21:31:58,264 train 350 [data/s: 0.00075][batch/s: 0.32314][loss: 3.265505e-01][top1: 92.144465][top5: 99.851614]
2022-09-10 21:32:14,397 train 400 [data/s: 0.00069][batch/s: 0.32308][loss: 3.265891e-01][top1: 92.165417][top5: 99.846737]
2022-09-10 21:32:30,565 train 450 [data/s: 0.00065][batch/s: 0.32311][loss: 3.272957e-01][top1: 92.114742][top5: 99.852180]
2022-09-10 21:32:46,733 train 500 [data/s: 0.00062][batch/s: 0.32314][loss: 3.293232e-01][top1: 92.070024][top5: 99.844061]
2022-09-10 21:32:53,215 train_acc 92.083997
2022-09-10 21:32:53,402 valid 000 [data/s: 0.12655][batch/s: 0.18146][loss: 3.003477e-01][top1: 93.750000][top5: 98.958328]
2022-09-10 21:32:56,141 valid 050 [data/s: 0.00279][batch/s: 0.05726][loss: 2.652245e-01][top1: 91.768788][top5: 99.693627]
2022-09-10 21:32:58,880 valid 100 [data/s: 0.00156][batch/s: 0.05603][loss: 2.513903e-01][top1: 92.007011][top5: 99.773102]
2022-09-10 21:32:59,126 valid_acc 91.979997	best_val_acc 93.009997
2022-09-10 21:32:59,471 epoch 119 lr 2.257445e-02
2022-09-10 21:32:59,972 train 000 [data/s: 0.16042][batch/s: 0.49673][loss: 3.640245e-01][top1: 95.833328][top5: 100.000000]
2022-09-10 21:33:16,091 train 050 [data/s: 0.00345][batch/s: 0.32581][loss: 2.933670e-01][top1: 93.443625][top5: 99.816176]
2022-09-10 21:33:32,214 train 100 [data/s: 0.00189][batch/s: 0.32415][loss: 2.993489e-01][top1: 92.945542][top5: 99.793728]
2022-09-10 21:33:48,420 train 150 [data/s: 0.00137][batch/s: 0.32414][loss: 3.036700e-01][top1: 92.749721][top5: 99.813741]
2022-09-10 21:34:04,553 train 200 [data/s: 0.00110][batch/s: 0.32377][loss: 3.075750e-01][top1: 92.646142][top5: 99.823797]
2022-09-10 21:34:20,676 train 250 [data/s: 0.00094][batch/s: 0.32351][loss: 3.136389e-01][top1: 92.475927][top5: 99.817396]
2022-09-10 21:34:36,801 train 300 [data/s: 0.00084][batch/s: 0.32334][loss: 3.156452e-01][top1: 92.417633][top5: 99.823504]
2022-09-10 21:34:52,927 train 350 [data/s: 0.00076][batch/s: 0.32322][loss: 3.136524e-01][top1: 92.506526][top5: 99.813033]
2022-09-10 21:35:09,086 train 400 [data/s: 0.00071][batch/s: 0.32322][loss: 3.140454e-01][top1: 92.516103][top5: 99.815564]
2022-09-10 21:35:25,208 train 450 [data/s: 0.00066][batch/s: 0.32313][loss: 3.171803e-01][top1: 92.408072][top5: 99.817534]
2022-09-10 21:35:41,338 train 500 [data/s: 0.00063][batch/s: 0.32308][loss: 3.199414e-01][top1: 92.354871][top5: 99.812873]
2022-09-10 21:35:47,819 train_acc 92.333997
2022-09-10 21:35:47,988 valid 000 [data/s: 0.10861][batch/s: 0.16354][loss: 2.022558e-01][top1: 92.708328][top5: 100.000000]
2022-09-10 21:35:50,726 valid 050 [data/s: 0.00243][batch/s: 0.05690][loss: 2.384294e-01][top1: 92.361109][top5: 99.795751]
2022-09-10 21:35:53,464 valid 100 [data/s: 0.00137][batch/s: 0.05584][loss: 2.352801e-01][top1: 92.275163][top5: 99.804042]
2022-09-10 21:35:53,707 valid_acc 92.309998	best_val_acc 93.009997
2022-09-10 21:35:54,028 epoch 120 lr 2.253556e-02
2022-09-10 21:35:54,602 train 000 [data/s: 0.17673][batch/s: 0.56932][loss: 3.473822e-01][top1: 93.750000][top5: 100.000000]
2022-09-10 21:36:10,761 train 050 [data/s: 0.00381][batch/s: 0.32800][loss: 2.924580e-01][top1: 93.280227][top5: 99.918300]
2022-09-10 21:36:26,948 train 100 [data/s: 0.00209][batch/s: 0.32589][loss: 3.057796e-01][top1: 92.698017][top5: 99.876237]
2022-09-10 21:36:43,109 train 150 [data/s: 0.00151][batch/s: 0.32501][loss: 3.053213e-01][top1: 92.508276][top5: 99.862030]
2022-09-10 21:36:59,234 train 200 [data/s: 0.00121][batch/s: 0.32438][loss: 3.079017e-01][top1: 92.438845][top5: 99.865256]
2022-09-10 21:37:15,356 train 250 [data/s: 0.00103][batch/s: 0.32400][loss: 3.100240e-01][top1: 92.467627][top5: 99.867197]
2022-09-10 21:37:31,506 train 300 [data/s: 0.00091][batch/s: 0.32383][loss: 3.081253e-01][top1: 92.462622][top5: 99.878875]
2022-09-10 21:37:47,628 train 350 [data/s: 0.00083][batch/s: 0.32363][loss: 3.138018e-01][top1: 92.355173][top5: 99.872388]
2022-09-10 21:38:03,752 train 400 [data/s: 0.00077][batch/s: 0.32349][loss: 3.158730e-01][top1: 92.284910][top5: 99.859725]
2022-09-10 21:38:19,872 train 450 [data/s: 0.00072][batch/s: 0.32337][loss: 3.158856e-01][top1: 92.331853][top5: 99.852180]
2022-09-10 21:38:36,063 train 500 [data/s: 0.00068][batch/s: 0.32341][loss: 3.170835e-01][top1: 92.311209][top5: 99.852378]
2022-09-10 21:38:42,546 train_acc 92.305998
2022-09-10 21:38:42,725 valid 000 [data/s: 0.11995][batch/s: 0.17496][loss: 2.605439e-01][top1: 93.750000][top5: 98.958328]
2022-09-10 21:38:45,463 valid 050 [data/s: 0.00264][batch/s: 0.05712][loss: 2.285555e-01][top1: 92.973853][top5: 99.693626]
2022-09-10 21:38:48,201 valid 100 [data/s: 0.00148][batch/s: 0.05595][loss: 2.193451e-01][top1: 93.110558][top5: 99.762788]
2022-09-10 21:38:48,568 valid_acc 93.099997	best_val_acc 93.099997
2022-09-10 21:38:48,910 epoch 121 lr 2.249640e-02
2022-09-10 21:38:49,396 train 000 [data/s: 0.14640][batch/s: 0.48138][loss: 5.250208e-01][top1: 86.458328][top5: 98.958328]
2022-09-10 21:39:05,565 train 050 [data/s: 0.00319][batch/s: 0.32648][loss: 2.705236e-01][top1: 93.464050][top5: 99.897875]
2022-09-10 21:39:21,688 train 100 [data/s: 0.00177][batch/s: 0.32449][loss: 2.841633e-01][top1: 93.017737][top5: 99.896864]
2022-09-10 21:39:37,814 train 150 [data/s: 0.00129][batch/s: 0.32384][loss: 2.902675e-01][top1: 92.908386][top5: 99.862030]
2022-09-10 21:39:53,960 train 200 [data/s: 0.00105][batch/s: 0.32361][loss: 3.029360e-01][top1: 92.697966][top5: 99.839344]
2022-09-10 21:40:10,077 train 250 [data/s: 0.00090][batch/s: 0.32336][loss: 3.136264e-01][top1: 92.417826][top5: 99.821546]
2022-09-10 21:40:26,220 train 300 [data/s: 0.00080][batch/s: 0.32328][loss: 3.185228e-01][top1: 92.317273][top5: 99.809661]
2022-09-10 21:40:42,347 train 350 [data/s: 0.00073][batch/s: 0.32317][loss: 3.184005e-01][top1: 92.355173][top5: 99.813033]
2022-09-10 21:40:58,474 train 400 [data/s: 0.00068][batch/s: 0.32309][loss: 3.189059e-01][top1: 92.336863][top5: 99.810369]
2022-09-10 21:41:14,622 train 450 [data/s: 0.00064][batch/s: 0.32308][loss: 3.210291e-01][top1: 92.278730][top5: 99.812915]
2022-09-10 21:41:30,829 train 500 [data/s: 0.00061][batch/s: 0.32318][loss: 3.238090e-01][top1: 92.238437][top5: 99.819111]
2022-09-10 21:41:37,295 train_acc 92.211997
2022-09-10 21:41:37,469 valid 000 [data/s: 0.11323][batch/s: 0.16798][loss: 3.961818e-01][top1: 87.500000][top5: 98.958328]
2022-09-10 21:41:40,207 valid 050 [data/s: 0.00251][batch/s: 0.05698][loss: 2.757494e-01][top1: 91.789213][top5: 99.693626]
2022-09-10 21:41:42,946 valid 100 [data/s: 0.00143][batch/s: 0.05589][loss: 2.593578e-01][top1: 92.017324][top5: 99.783415]
2022-09-10 21:41:43,184 valid_acc 91.989998	best_val_acc 93.099997
2022-09-10 21:41:43,529 epoch 122 lr 2.245697e-02
2022-09-10 21:41:44,029 train 000 [data/s: 0.16607][batch/s: 0.49581][loss: 2.113192e-01][top1: 96.875000][top5: 100.000000]
2022-09-10 21:42:00,159 train 050 [data/s: 0.00359][batch/s: 0.32600][loss: 3.001604e-01][top1: 93.198527][top5: 99.877450]
2022-09-10 21:42:16,309 train 100 [data/s: 0.00197][batch/s: 0.32451][loss: 2.991098e-01][top1: 93.079618][top5: 99.855610]
2022-09-10 21:42:32,520 train 150 [data/s: 0.00143][batch/s: 0.32441][loss: 3.060742e-01][top1: 92.887691][top5: 99.820639]
2022-09-10 21:42:48,647 train 200 [data/s: 0.00115][batch/s: 0.32395][loss: 3.081434e-01][top1: 92.806797][top5: 99.834162]
2022-09-10 21:43:04,770 train 250 [data/s: 0.00098][batch/s: 0.32365][loss: 3.145225e-01][top1: 92.596279][top5: 99.813246]
2022-09-10 21:43:20,898 train 300 [data/s: 0.00087][batch/s: 0.32347][loss: 3.171221e-01][top1: 92.507611][top5: 99.820043]
2022-09-10 21:43:37,020 train 350 [data/s: 0.00079][batch/s: 0.32332][loss: 3.186526e-01][top1: 92.426398][top5: 99.818969]
2022-09-10 21:43:53,201 train 400 [data/s: 0.00074][batch/s: 0.32336][loss: 3.202807e-01][top1: 92.445966][top5: 99.820760]
2022-09-10 21:44:09,358 train 450 [data/s: 0.00069][batch/s: 0.32333][loss: 3.197771e-01][top1: 92.431169][top5: 99.803676]
2022-09-10 21:44:25,547 train 500 [data/s: 0.00066][batch/s: 0.32338][loss: 3.215706e-01][top1: 92.394376][top5: 99.808715]
2022-09-10 21:44:32,026 train_acc 92.341998
2022-09-10 21:44:32,201 valid 000 [data/s: 0.11561][batch/s: 0.17046][loss: 2.467021e-01][top1: 90.625000][top5: 100.000000]
2022-09-10 21:44:34,942 valid 050 [data/s: 0.00262][batch/s: 0.05709][loss: 2.452505e-01][top1: 92.463233][top5: 99.714052]
2022-09-10 21:44:37,681 valid 100 [data/s: 0.00148][batch/s: 0.05595][loss: 2.303520e-01][top1: 92.512374][top5: 99.793729]
2022-09-10 21:44:37,927 valid_acc 92.519997	best_val_acc 93.099997
2022-09-10 21:44:38,277 epoch 123 lr 2.241726e-02
2022-09-10 21:44:38,776 train 000 [data/s: 0.15978][batch/s: 0.49490][loss: 3.790337e-01][top1: 90.625000][top5: 100.000000]
2022-09-10 21:44:54,915 train 050 [data/s: 0.00345][batch/s: 0.32615][loss: 3.036957e-01][top1: 92.544932][top5: 99.897875]
2022-09-10 21:45:11,196 train 100 [data/s: 0.00190][batch/s: 0.32588][loss: 2.891290e-01][top1: 92.966169][top5: 99.845296]
2022-09-10 21:45:27,372 train 150 [data/s: 0.00138][batch/s: 0.32510][loss: 2.953334e-01][top1: 92.825604][top5: 99.841335]
2022-09-10 21:45:43,497 train 200 [data/s: 0.00112][batch/s: 0.32446][loss: 2.992993e-01][top1: 92.739425][top5: 99.849709]
2022-09-10 21:45:59,617 train 250 [data/s: 0.00096][batch/s: 0.32404][loss: 3.007163e-01][top1: 92.662680][top5: 99.858897]
2022-09-10 21:46:15,734 train 300 [data/s: 0.00085][batch/s: 0.32376][loss: 3.056974e-01][top1: 92.583746][top5: 99.851190]
2022-09-10 21:46:31,893 train 350 [data/s: 0.00078][batch/s: 0.32368][loss: 3.073879e-01][top1: 92.610396][top5: 99.854581]
2022-09-10 21:46:48,144 train 400 [data/s: 0.00072][batch/s: 0.32385][loss: 3.091653e-01][top1: 92.562861][top5: 99.854530]
2022-09-10 21:47:04,302 train 450 [data/s: 0.00068][batch/s: 0.32377][loss: 3.127956e-01][top1: 92.495840][top5: 99.849870]
2022-09-10 21:47:20,425 train 500 [data/s: 0.00064][batch/s: 0.32364][loss: 3.156384e-01][top1: 92.448434][top5: 99.841982]
2022-09-10 21:47:26,886 train_acc 92.445997
2022-09-10 21:47:27,051 valid 000 [data/s: 0.10588][batch/s: 0.16082][loss: 2.876647e-01][top1: 91.666664][top5: 98.958328]
2022-09-10 21:47:29,789 valid 050 [data/s: 0.00237][batch/s: 0.05683][loss: 2.405175e-01][top1: 92.095586][top5: 99.734476]
2022-09-10 21:47:32,526 valid 100 [data/s: 0.00134][batch/s: 0.05580][loss: 2.398254e-01][top1: 92.357671][top5: 99.824669]
2022-09-10 21:47:32,777 valid_acc 92.379997	best_val_acc 93.099997
2022-09-10 21:47:33,101 epoch 124 lr 2.237728e-02
2022-09-10 21:47:33,606 train 000 [data/s: 0.17051][batch/s: 0.50044][loss: 5.164408e-01][top1: 88.541664][top5: 98.958328]
2022-09-10 21:47:49,817 train 050 [data/s: 0.00367][batch/s: 0.32767][loss: 3.124194e-01][top1: 92.667481][top5: 99.857026]
2022-09-10 21:48:05,937 train 100 [data/s: 0.00201][batch/s: 0.32506][loss: 3.065195e-01][top1: 92.708331][top5: 99.855610]
2022-09-10 21:48:22,111 train 150 [data/s: 0.00145][batch/s: 0.32453][loss: 3.088169e-01][top1: 92.735924][top5: 99.834436]
2022-09-10 21:48:38,343 train 200 [data/s: 0.00117][batch/s: 0.32456][loss: 3.031720e-01][top1: 92.775702][top5: 99.860074]
2022-09-10 21:48:54,469 train 250 [data/s: 0.00100][batch/s: 0.32416][loss: 3.011965e-01][top1: 92.853583][top5: 99.867197]
2022-09-10 21:49:10,620 train 300 [data/s: 0.00089][batch/s: 0.32397][loss: 3.068948e-01][top1: 92.729095][top5: 99.837347]
2022-09-10 21:49:26,740 train 350 [data/s: 0.00081][batch/s: 0.32374][loss: 3.104185e-01][top1: 92.634138][top5: 99.836775]
2022-09-10 21:49:42,909 train 400 [data/s: 0.00075][batch/s: 0.32370][loss: 3.125067e-01][top1: 92.643389][top5: 99.825955]
2022-09-10 21:49:59,078 train 450 [data/s: 0.00071][batch/s: 0.32366][loss: 3.136683e-01][top1: 92.627492][top5: 99.822154]
2022-09-10 21:50:15,209 train 500 [data/s: 0.00067][batch/s: 0.32356][loss: 3.175820e-01][top1: 92.504572][top5: 99.827428]
2022-09-10 21:50:21,674 train_acc 92.469997
2022-09-10 21:50:21,846 valid 000 [data/s: 0.11210][batch/s: 0.16689][loss: 2.138231e-01][top1: 89.583328][top5: 100.000000]
2022-09-10 21:50:24,583 valid 050 [data/s: 0.00249][batch/s: 0.05695][loss: 2.314609e-01][top1: 92.524507][top5: 99.836601]
2022-09-10 21:50:27,320 valid 100 [data/s: 0.00140][batch/s: 0.05586][loss: 2.220890e-01][top1: 93.038364][top5: 99.886551]
2022-09-10 21:50:27,567 valid_acc 93.049997	best_val_acc 93.099997
2022-09-10 21:50:27,915 epoch 125 lr 2.233703e-02
2022-09-10 21:50:28,420 train 000 [data/s: 0.16795][batch/s: 0.50033][loss: 3.605271e-01][top1: 90.625000][top5: 98.958328]
2022-09-10 21:50:44,632 train 050 [data/s: 0.00362][batch/s: 0.32769][loss: 3.052451e-01][top1: 92.830880][top5: 99.836601]
2022-09-10 21:51:00,779 train 100 [data/s: 0.00200][batch/s: 0.32534][loss: 3.105030e-01][top1: 92.594882][top5: 99.855610]
2022-09-10 21:51:16,937 train 150 [data/s: 0.00145][batch/s: 0.32462][loss: 3.144453e-01][top1: 92.549667][top5: 99.868929]
2022-09-10 21:51:33,126 train 200 [data/s: 0.00117][batch/s: 0.32441][loss: 3.190936e-01][top1: 92.397386][top5: 99.854891]
2022-09-10 21:51:49,273 train 250 [data/s: 0.00100][batch/s: 0.32412][loss: 3.224807e-01][top1: 92.243524][top5: 99.863047]
2022-09-10 21:52:05,391 train 300 [data/s: 0.00089][batch/s: 0.32382][loss: 3.253257e-01][top1: 92.178846][top5: 99.868493]
2022-09-10 21:52:21,509 train 350 [data/s: 0.00081][batch/s: 0.32361][loss: 3.254378e-01][top1: 92.200852][top5: 99.845678]
2022-09-10 21:52:37,647 train 400 [data/s: 0.00075][batch/s: 0.32351][loss: 3.245415e-01][top1: 92.256336][top5: 99.841541]
2022-09-10 21:52:53,771 train 450 [data/s: 0.00070][batch/s: 0.32339][loss: 3.230987e-01][top1: 92.281040][top5: 99.849870]
2022-09-10 21:53:09,912 train 500 [data/s: 0.00066][batch/s: 0.32334][loss: 3.266970e-01][top1: 92.207250][top5: 99.839903]
2022-09-10 21:53:16,385 train_acc 92.205998
2022-09-10 21:53:16,580 valid 000 [data/s: 0.13389][batch/s: 0.18872][loss: 4.415351e-01][top1: 89.583328][top5: 98.958328]
2022-09-10 21:53:19,318 valid 050 [data/s: 0.00293][batch/s: 0.05739][loss: 2.285450e-01][top1: 92.810455][top5: 99.611927]
2022-09-10 21:53:22,056 valid 100 [data/s: 0.00163][batch/s: 0.05609][loss: 2.196413e-01][top1: 93.058991][top5: 99.690593]
2022-09-10 21:53:22,346 valid_acc 93.009997	best_val_acc 93.099997
2022-09-10 21:53:22,662 epoch 126 lr 2.229651e-02
2022-09-10 21:53:23,183 train 000 [data/s: 0.18735][batch/s: 0.51598][loss: 2.161970e-01][top1: 94.791664][top5: 100.000000]
2022-09-10 21:53:39,311 train 050 [data/s: 0.00398][batch/s: 0.32635][loss: 3.165592e-01][top1: 92.524508][top5: 99.877450]
2022-09-10 21:53:55,431 train 100 [data/s: 0.00217][batch/s: 0.32440][loss: 3.030809e-01][top1: 92.749585][top5: 99.845296]
2022-09-10 21:54:11,553 train 150 [data/s: 0.00156][batch/s: 0.32375][loss: 3.086900e-01][top1: 92.687636][top5: 99.820639]
2022-09-10 21:54:27,726 train 200 [data/s: 0.00126][batch/s: 0.32368][loss: 3.066918e-01][top1: 92.744608][top5: 99.834162]
2022-09-10 21:54:43,912 train 250 [data/s: 0.00107][batch/s: 0.32369][loss: 3.099864e-01][top1: 92.687581][top5: 99.821546]
2022-09-10 21:55:00,025 train 300 [data/s: 0.00095][batch/s: 0.32345][loss: 3.139359e-01][top1: 92.621814][top5: 99.826965]
2022-09-10 21:55:16,138 train 350 [data/s: 0.00086][batch/s: 0.32328][loss: 3.128818e-01][top1: 92.663815][top5: 99.827872]
2022-09-10 21:55:32,252 train 400 [data/s: 0.00079][batch/s: 0.32315][loss: 3.159030e-01][top1: 92.544678][top5: 99.828553]
2022-09-10 21:55:48,498 train 450 [data/s: 0.00074][batch/s: 0.32335][loss: 3.180697e-01][top1: 92.472743][top5: 99.836012]
2022-09-10 21:56:04,626 train 500 [data/s: 0.00070][batch/s: 0.32327][loss: 3.177309e-01][top1: 92.494176][top5: 99.829507]
2022-09-10 21:56:11,082 train_acc 92.531998
2022-09-10 21:56:11,250 valid 000 [data/s: 0.10840][batch/s: 0.16322][loss: 2.649211e-01][top1: 89.583328][top5: 98.958328]
2022-09-10 21:56:13,989 valid 050 [data/s: 0.00246][batch/s: 0.05691][loss: 2.344984e-01][top1: 92.708331][top5: 99.734476]
2022-09-10 21:56:16,726 valid 100 [data/s: 0.00139][batch/s: 0.05584][loss: 2.315796e-01][top1: 92.718644][top5: 99.752474]
2022-09-10 21:56:16,982 valid_acc 92.739997	best_val_acc 93.099997
2022-09-10 21:56:17,326 epoch 127 lr 2.225572e-02
2022-09-10 21:56:17,821 train 000 [data/s: 0.15962][batch/s: 0.49108][loss: 4.207396e-01][top1: 90.625000][top5: 100.000000]
2022-09-10 21:56:33,939 train 050 [data/s: 0.00344][batch/s: 0.32566][loss: 3.055750e-01][top1: 92.381533][top5: 99.816176]
2022-09-10 21:56:50,221 train 100 [data/s: 0.00190][batch/s: 0.32565][loss: 2.975651e-01][top1: 92.863034][top5: 99.804042]
2022-09-10 21:57:06,348 train 150 [data/s: 0.00138][batch/s: 0.32462][loss: 3.010292e-01][top1: 92.749722][top5: 99.827538]
2022-09-10 21:57:22,532 train 200 [data/s: 0.00112][batch/s: 0.32438][loss: 3.018311e-01][top1: 92.723878][top5: 99.839344]
2022-09-10 21:57:38,798 train 250 [data/s: 0.00096][batch/s: 0.32457][loss: 3.069975e-01][top1: 92.592129][top5: 99.858897]
2022-09-10 21:57:54,932 train 300 [data/s: 0.00086][batch/s: 0.32426][loss: 3.105925e-01][top1: 92.511072][top5: 99.844268]
2022-09-10 21:58:11,119 train 350 [data/s: 0.00078][batch/s: 0.32418][loss: 3.158435e-01][top1: 92.387818][top5: 99.833807]
2022-09-10 21:58:27,246 train 400 [data/s: 0.00073][batch/s: 0.32398][loss: 3.184537e-01][top1: 92.388817][top5: 99.841541]
2022-09-10 21:58:43,408 train 450 [data/s: 0.00068][batch/s: 0.32390][loss: 3.212593e-01][top1: 92.324923][top5: 99.845251]
2022-09-10 21:58:59,602 train 500 [data/s: 0.00065][batch/s: 0.32390][loss: 3.235291e-01][top1: 92.223883][top5: 99.848220]
2022-09-10 21:59:06,155 train_acc 92.267997
2022-09-10 21:59:06,340 valid 000 [data/s: 0.12487][batch/s: 0.17965][loss: 5.396760e-01][top1: 81.250000][top5: 100.000000]
2022-09-10 21:59:09,086 valid 050 [data/s: 0.00275][batch/s: 0.05738][loss: 3.449378e-01][top1: 89.542481][top5: 99.591502]
2022-09-10 21:59:11,824 valid 100 [data/s: 0.00154][batch/s: 0.05608][loss: 3.517175e-01][top1: 89.191417][top5: 99.731847]
2022-09-10 21:59:12,080 valid_acc 89.239997	best_val_acc 93.099997
2022-09-10 21:59:12,395 epoch 128 lr 2.221467e-02
2022-09-10 21:59:12,895 train 000 [data/s: 0.16039][batch/s: 0.49530][loss: 2.866099e-01][top1: 92.708328][top5: 100.000000]
2022-09-10 21:59:29,030 train 050 [data/s: 0.00344][batch/s: 0.32610][loss: 2.992609e-01][top1: 92.790030][top5: 99.877450]
2022-09-10 21:59:45,163 train 100 [data/s: 0.00190][batch/s: 0.32440][loss: 3.083289e-01][top1: 92.677390][top5: 99.855610]
2022-09-10 22:00:01,285 train 150 [data/s: 0.00137][batch/s: 0.32375][loss: 3.032680e-01][top1: 92.735925][top5: 99.882726]
2022-09-10 22:00:17,429 train 200 [data/s: 0.00111][batch/s: 0.32353][loss: 3.070489e-01][top1: 92.692784][top5: 99.870439]
2022-09-10 22:00:33,551 train 250 [data/s: 0.00095][batch/s: 0.32331][loss: 3.083500e-01][top1: 92.575529][top5: 99.846447]
2022-09-10 22:00:49,670 train 300 [data/s: 0.00085][batch/s: 0.32316][loss: 3.135224e-01][top1: 92.445319][top5: 99.847729]
2022-09-10 22:01:05,791 train 350 [data/s: 0.00077][batch/s: 0.32305][loss: 3.187336e-01][top1: 92.325496][top5: 99.842711]
2022-09-10 22:01:22,014 train 400 [data/s: 0.00072][batch/s: 0.32323][loss: 3.192007e-01][top1: 92.360243][top5: 99.838944]
2022-09-10 22:01:38,338 train 450 [data/s: 0.00068][batch/s: 0.32359][loss: 3.247745e-01][top1: 92.281040][top5: 99.838322]
2022-09-10 22:01:54,462 train 500 [data/s: 0.00064][batch/s: 0.32348][loss: 3.223037e-01][top1: 92.348634][top5: 99.839903]
2022-09-10 22:02:00,938 train_acc 92.395998
2022-09-10 22:02:01,113 valid 000 [data/s: 0.11478][batch/s: 0.16965][loss: 2.142364e-01][top1: 92.708328][top5: 100.000000]
2022-09-10 22:02:03,874 valid 050 [data/s: 0.00254][batch/s: 0.05747][loss: 2.564012e-01][top1: 92.401958][top5: 99.714051]
2022-09-10 22:02:06,622 valid 100 [data/s: 0.00143][batch/s: 0.05623][loss: 2.483357e-01][top1: 92.533001][top5: 99.783415]
2022-09-10 22:02:06,889 valid_acc 92.569997	best_val_acc 93.099997
2022-09-10 22:02:07,243 epoch 129 lr 2.217334e-02
2022-09-10 22:02:07,741 train 000 [data/s: 0.16365][batch/s: 0.49347][loss: 2.568848e-01][top1: 91.666664][top5: 100.000000]
2022-09-10 22:02:23,856 train 050 [data/s: 0.00353][batch/s: 0.32566][loss: 3.096076e-01][top1: 93.157677][top5: 99.816176]
2022-09-10 22:02:40,014 train 100 [data/s: 0.00194][batch/s: 0.32442][loss: 3.022223e-01][top1: 93.110558][top5: 99.845296]
2022-09-10 22:02:56,166 train 150 [data/s: 0.00141][batch/s: 0.32396][loss: 3.046002e-01][top1: 92.866995][top5: 99.848233]
2022-09-10 22:03:12,290 train 200 [data/s: 0.00114][batch/s: 0.32359][loss: 3.099236e-01][top1: 92.656506][top5: 99.849709]
2022-09-10 22:03:28,407 train 250 [data/s: 0.00097][batch/s: 0.32334][loss: 3.089919e-01][top1: 92.654380][top5: 99.863047]
2022-09-10 22:03:44,524 train 300 [data/s: 0.00086][batch/s: 0.32318][loss: 3.114532e-01][top1: 92.604510][top5: 99.861572]
2022-09-10 22:04:00,645 train 350 [data/s: 0.00078][batch/s: 0.32307][loss: 3.087703e-01][top1: 92.690524][top5: 99.857549]
2022-09-10 22:04:16,789 train 400 [data/s: 0.00072][batch/s: 0.32304][loss: 3.080080e-01][top1: 92.713526][top5: 99.851932]
2022-09-10 22:04:33,089 train 450 [data/s: 0.00068][batch/s: 0.32337][loss: 3.127593e-01][top1: 92.599776][top5: 99.836012]
2022-09-10 22:04:49,311 train 500 [data/s: 0.00065][batch/s: 0.32348][loss: 3.131688e-01][top1: 92.560709][top5: 99.835744]
2022-09-10 22:04:55,787 train_acc 92.573997
2022-09-10 22:04:55,998 valid 000 [data/s: 0.11937][batch/s: 0.17421][loss: 2.348080e-01][top1: 91.666664][top5: 100.000000]
2022-09-10 22:04:58,737 valid 050 [data/s: 0.00264][batch/s: 0.05711][loss: 2.485295e-01][top1: 92.728756][top5: 99.611927]
2022-09-10 22:05:01,475 valid 100 [data/s: 0.00149][batch/s: 0.05595][loss: 2.384143e-01][top1: 92.739271][top5: 99.773102]
2022-09-10 22:05:01,723 valid_acc 92.799997	best_val_acc 93.099997
2022-09-10 22:05:02,048 epoch 130 lr 2.213176e-02
2022-09-10 22:05:02,556 train 000 [data/s: 0.16252][batch/s: 0.50375][loss: 2.617531e-01][top1: 95.833328][top5: 100.000000]
2022-09-10 22:05:18,821 train 050 [data/s: 0.00354][batch/s: 0.32880][loss: 2.975195e-01][top1: 92.830879][top5: 99.816176]
2022-09-10 22:05:35,110 train 100 [data/s: 0.00195][batch/s: 0.32730][loss: 3.049804e-01][top1: 92.759898][top5: 99.773101]
2022-09-10 22:05:51,252 train 150 [data/s: 0.00142][batch/s: 0.32582][loss: 2.986520e-01][top1: 92.935980][top5: 99.813741]
2022-09-10 22:06:07,389 train 200 [data/s: 0.00116][batch/s: 0.32506][loss: 2.957343e-01][top1: 93.076283][top5: 99.839344]
2022-09-10 22:06:23,514 train 250 [data/s: 0.00099][batch/s: 0.32455][loss: 3.001906e-01][top1: 92.944885][top5: 99.858897]
2022-09-10 22:06:39,662 train 300 [data/s: 0.00088][batch/s: 0.32428][loss: 3.022903e-01][top1: 92.964422][top5: 99.830426]
2022-09-10 22:06:56,032 train 350 [data/s: 0.00080][batch/s: 0.32473][loss: 3.040282e-01][top1: 92.919038][top5: 99.833807]
2022-09-10 22:07:12,156 train 400 [data/s: 0.00074][batch/s: 0.32445][loss: 3.072502e-01][top1: 92.773273][top5: 99.833748]
2022-09-10 22:07:28,326 train 450 [data/s: 0.00070][batch/s: 0.32433][loss: 3.127458e-01][top1: 92.669066][top5: 99.831392]
2022-09-10 22:07:44,446 train 500 [data/s: 0.00066][batch/s: 0.32414][loss: 3.140653e-01][top1: 92.652193][top5: 99.835744]
2022-09-10 22:07:51,047 train_acc 92.663998
2022-09-10 22:07:51,219 valid 000 [data/s: 0.11163][batch/s: 0.16660][loss: 2.114056e-01][top1: 92.708328][top5: 100.000000]
2022-09-10 22:07:53,959 valid 050 [data/s: 0.00250][batch/s: 0.05700][loss: 2.700727e-01][top1: 92.156860][top5: 99.775326]
2022-09-10 22:07:56,698 valid 100 [data/s: 0.00142][batch/s: 0.05591][loss: 2.571510e-01][top1: 92.275162][top5: 99.865924]
2022-09-10 22:07:56,949 valid_acc 92.299997	best_val_acc 93.099997
2022-09-10 22:07:57,298 epoch 131 lr 2.208991e-02
2022-09-10 22:07:57,806 train 000 [data/s: 0.17143][batch/s: 0.50356][loss: 2.523591e-01][top1: 92.708328][top5: 100.000000]
2022-09-10 22:08:13,994 train 050 [data/s: 0.00368][batch/s: 0.32728][loss: 3.266831e-01][top1: 92.299834][top5: 99.734476]
2022-09-10 22:08:30,294 train 100 [data/s: 0.00202][batch/s: 0.32665][loss: 3.124391e-01][top1: 92.832093][top5: 99.793729]
2022-09-10 22:08:46,419 train 150 [data/s: 0.00145][batch/s: 0.32527][loss: 3.081996e-01][top1: 92.770417][top5: 99.786147]
2022-09-10 22:09:02,536 train 200 [data/s: 0.00117][batch/s: 0.32454][loss: 3.001916e-01][top1: 92.988182][top5: 99.823797]
2022-09-10 22:09:18,681 train 250 [data/s: 0.00100][batch/s: 0.32421][loss: 3.018157e-01][top1: 92.915834][top5: 99.833997]
2022-09-10 22:09:34,828 train 300 [data/s: 0.00089][batch/s: 0.32400][loss: 3.020534e-01][top1: 92.843298][top5: 99.844268]
2022-09-10 22:09:51,047 train 350 [data/s: 0.00080][batch/s: 0.32406][loss: 3.045846e-01][top1: 92.770653][top5: 99.842711]
2022-09-10 22:10:07,176 train 400 [data/s: 0.00075][batch/s: 0.32387][loss: 3.063262e-01][top1: 92.765480][top5: 99.828553]
2022-09-10 22:10:23,297 train 450 [data/s: 0.00070][batch/s: 0.32371][loss: 3.082016e-01][top1: 92.717570][top5: 99.829083]
2022-09-10 22:10:39,435 train 500 [data/s: 0.00066][batch/s: 0.32362][loss: 3.087295e-01][top1: 92.675064][top5: 99.825349]
2022-09-10 22:10:45,911 train_acc 92.689997
2022-09-10 22:10:46,080 valid 000 [data/s: 0.10941][batch/s: 0.16417][loss: 2.204521e-01][top1: 92.708328][top5: 100.000000]
2022-09-10 22:10:48,818 valid 050 [data/s: 0.00244][batch/s: 0.05691][loss: 2.474605e-01][top1: 92.320258][top5: 99.714051]
2022-09-10 22:10:51,556 valid 100 [data/s: 0.00138][batch/s: 0.05585][loss: 2.432503e-01][top1: 92.388611][top5: 99.752474]
2022-09-10 22:10:51,796 valid_acc 92.419997	best_val_acc 93.099997
2022-09-10 22:10:52,111 epoch 132 lr 2.204779e-02
2022-09-10 22:10:52,610 train 000 [data/s: 0.15846][batch/s: 0.49460][loss: 2.787357e-01][top1: 88.541664][top5: 100.000000]
2022-09-10 22:11:08,735 train 050 [data/s: 0.00341][batch/s: 0.32587][loss: 2.868921e-01][top1: 92.626631][top5: 99.897875]
2022-09-10 22:11:24,887 train 100 [data/s: 0.00188][batch/s: 0.32447][loss: 2.976032e-01][top1: 92.471119][top5: 99.865923]
2022-09-10 22:11:41,067 train 150 [data/s: 0.00136][batch/s: 0.32418][loss: 2.965271e-01][top1: 92.660042][top5: 99.855132]
2022-09-10 22:11:57,251 train 200 [data/s: 0.00110][batch/s: 0.32406][loss: 3.006790e-01][top1: 92.620229][top5: 99.844527]
2022-09-10 22:12:13,378 train 250 [data/s: 0.00095][batch/s: 0.32375][loss: 3.004841e-01][top1: 92.687580][top5: 99.833997]
2022-09-10 22:12:29,499 train 300 [data/s: 0.00085][batch/s: 0.32353][loss: 3.038934e-01][top1: 92.625274][top5: 99.830426]
2022-09-10 22:12:45,628 train 350 [data/s: 0.00078][batch/s: 0.32340][loss: 3.083819e-01][top1: 92.565881][top5: 99.842711]
2022-09-10 22:13:01,764 train 400 [data/s: 0.00072][batch/s: 0.32331][loss: 3.129317e-01][top1: 92.407001][top5: 99.836346]
2022-09-10 22:13:17,940 train 450 [data/s: 0.00068][batch/s: 0.32334][loss: 3.162697e-01][top1: 92.327233][top5: 99.836012]
2022-09-10 22:13:34,091 train 500 [data/s: 0.00064][batch/s: 0.32330][loss: 3.166974e-01][top1: 92.307050][top5: 99.837824]
2022-09-10 22:13:40,563 train_acc 92.325997
2022-09-10 22:13:40,742 valid 000 [data/s: 0.11945][batch/s: 0.17434][loss: 2.088096e-01][top1: 92.708328][top5: 100.000000]
2022-09-10 22:13:43,480 valid 050 [data/s: 0.00263][batch/s: 0.05711][loss: 2.534689e-01][top1: 92.606207][top5: 99.611927]
2022-09-10 22:13:46,218 valid 100 [data/s: 0.00147][batch/s: 0.05595][loss: 2.321220e-01][top1: 92.832093][top5: 99.742161]
2022-09-10 22:13:46,472 valid_acc 92.779998	best_val_acc 93.099997
2022-09-10 22:13:46,820 epoch 133 lr 2.200542e-02
2022-09-10 22:13:47,383 train 000 [data/s: 0.16338][batch/s: 0.55838][loss: 3.301116e-01][top1: 90.625000][top5: 100.000000]
2022-09-10 22:14:03,553 train 050 [data/s: 0.00351][batch/s: 0.32801][loss: 2.913336e-01][top1: 93.198527][top5: 99.877450]
2022-09-10 22:14:19,675 train 100 [data/s: 0.00194][batch/s: 0.32526][loss: 3.080764e-01][top1: 92.615509][top5: 99.855610]
2022-09-10 22:14:35,793 train 150 [data/s: 0.00140][batch/s: 0.32430][loss: 2.955236e-01][top1: 92.935980][top5: 99.868929]
2022-09-10 22:14:51,971 train 200 [data/s: 0.00114][batch/s: 0.32411][loss: 2.925507e-01][top1: 92.993364][top5: 99.870439]
2022-09-10 22:15:08,130 train 250 [data/s: 0.00098][batch/s: 0.32393][loss: 2.967537e-01][top1: 92.857733][top5: 99.871347]
2022-09-10 22:15:24,294 train 300 [data/s: 0.00087][batch/s: 0.32382][loss: 3.041764e-01][top1: 92.663342][top5: 99.854651]
2022-09-10 22:15:40,486 train 350 [data/s: 0.00083][batch/s: 0.32382][loss: 3.086412e-01][top1: 92.583687][top5: 99.842711]
2022-09-10 22:15:56,710 train 400 [data/s: 0.00077][batch/s: 0.32390][loss: 3.141045e-01][top1: 92.461552][top5: 99.844139]
2022-09-10 22:16:12,836 train 450 [data/s: 0.00072][batch/s: 0.32375][loss: 3.141993e-01][top1: 92.449646][top5: 99.847560]
2022-09-10 22:16:28,986 train 500 [data/s: 0.00069][batch/s: 0.32368][loss: 3.158863e-01][top1: 92.435959][top5: 99.844061]
2022-09-10 22:16:35,465 train_acc 92.471997
2022-09-10 22:16:35,659 valid 000 [data/s: 0.13343][batch/s: 0.18840][loss: 4.397626e-01][top1: 90.625000][top5: 100.000000]
2022-09-10 22:16:38,398 valid 050 [data/s: 0.00293][batch/s: 0.05739][loss: 2.719510e-01][top1: 91.870913][top5: 99.693626]
2022-09-10 22:16:41,136 valid 100 [data/s: 0.00164][batch/s: 0.05609][loss: 2.509407e-01][top1: 92.130773][top5: 99.773101]
2022-09-10 22:16:41,402 valid_acc 92.159998	best_val_acc 93.099997
2022-09-10 22:16:41,720 epoch 134 lr 2.196278e-02
2022-09-10 22:16:42,236 train 000 [data/s: 0.18540][batch/s: 0.51193][loss: 1.014281e-01][top1: 97.916664][top5: 100.000000]
2022-09-10 22:16:58,410 train 050 [data/s: 0.00396][batch/s: 0.32717][loss: 2.889911e-01][top1: 92.933004][top5: 99.877450]
2022-09-10 22:17:14,527 train 100 [data/s: 0.00216][batch/s: 0.32478][loss: 2.976086e-01][top1: 92.656763][top5: 99.834983]
2022-09-10 22:17:30,647 train 150 [data/s: 0.00156][batch/s: 0.32399][loss: 2.986307e-01][top1: 92.660042][top5: 99.827538]
2022-09-10 22:17:46,797 train 200 [data/s: 0.00125][batch/s: 0.32374][loss: 3.017776e-01][top1: 92.646142][top5: 99.844527]
2022-09-10 22:18:02,921 train 250 [data/s: 0.00106][batch/s: 0.32349][loss: 3.042239e-01][top1: 92.641930][top5: 99.863047]
2022-09-10 22:18:19,043 train 300 [data/s: 0.00094][batch/s: 0.32332][loss: 3.077817e-01][top1: 92.507611][top5: 99.861572]
2022-09-10 22:18:35,245 train 350 [data/s: 0.00085][batch/s: 0.32342][loss: 3.062326e-01][top1: 92.589622][top5: 99.866452]
2022-09-10 22:18:51,467 train 400 [data/s: 0.00079][batch/s: 0.32355][loss: 3.073895e-01][top1: 92.557666][top5: 99.864920]
2022-09-10 22:19:07,957 train 450 [data/s: 0.00079][batch/s: 0.32424][loss: 3.110223e-01][top1: 92.468124][top5: 99.856799]
2022-09-10 22:19:24,127 train 500 [data/s: 0.00075][batch/s: 0.32416][loss: 3.114524e-01][top1: 92.465067][top5: 99.850299]
2022-09-10 22:19:30,646 train_acc 92.465998
2022-09-10 22:19:30,887 valid 000 [data/s: 0.18017][batch/s: 0.23605][loss: 3.462156e-01][top1: 86.458328][top5: 100.000000]
2022-09-10 22:19:33,626 valid 050 [data/s: 0.00384][batch/s: 0.05833][loss: 2.428760e-01][top1: 92.279409][top5: 99.775326]
2022-09-10 22:19:36,365 valid 100 [data/s: 0.00209][batch/s: 0.05657][loss: 2.300064e-01][top1: 92.759898][top5: 99.834983]
2022-09-10 22:19:36,611 valid_acc 92.789997	best_val_acc 93.099997
2022-09-10 22:19:36,960 epoch 135 lr 2.191988e-02
2022-09-10 22:19:37,460 train 000 [data/s: 0.16254][batch/s: 0.49522][loss: 1.466585e-01][top1: 97.916664][top5: 100.000000]
2022-09-10 22:19:53,619 train 050 [data/s: 0.00352][batch/s: 0.32655][loss: 2.708004e-01][top1: 93.464050][top5: 99.959150]
2022-09-10 22:20:09,886 train 100 [data/s: 0.00196][batch/s: 0.32595][loss: 2.844453e-01][top1: 93.131186][top5: 99.896864]
2022-09-10 22:20:26,367 train 150 [data/s: 0.00143][batch/s: 0.32717][loss: 2.877010e-01][top1: 93.080847][top5: 99.896523]
2022-09-10 22:20:42,697 train 200 [data/s: 0.00115][batch/s: 0.32703][loss: 2.861382e-01][top1: 93.247303][top5: 99.901534]
2022-09-10 22:20:58,999 train 250 [data/s: 0.00099][batch/s: 0.32683][loss: 2.956598e-01][top1: 93.023736][top5: 99.879648]
2022-09-10 22:21:15,189 train 300 [data/s: 0.00088][batch/s: 0.32633][loss: 2.982290e-01][top1: 92.960961][top5: 99.868493]
2022-09-10 22:21:31,484 train 350 [data/s: 0.00081][batch/s: 0.32626][loss: 3.007177e-01][top1: 92.883426][top5: 99.857549]
2022-09-10 22:21:47,809 train 400 [data/s: 0.00075][batch/s: 0.32629][loss: 3.067990e-01][top1: 92.684952][top5: 99.851932]
2022-09-10 22:22:04,001 train 450 [data/s: 0.00071][batch/s: 0.32602][loss: 3.073825e-01][top1: 92.645969][top5: 99.856799]
2022-09-10 22:22:20,294 train 500 [data/s: 0.00067][batch/s: 0.32601][loss: 3.087230e-01][top1: 92.664668][top5: 99.846140]
2022-09-10 22:22:26,836 train_acc 92.621997
2022-09-10 22:22:27,015 valid 000 [data/s: 0.11991][batch/s: 0.17501][loss: 2.155182e-01][top1: 92.708328][top5: 100.000000]
2022-09-10 22:22:29,754 valid 050 [data/s: 0.00267][batch/s: 0.05714][loss: 2.434125e-01][top1: 92.136436][top5: 99.754901]
2022-09-10 22:22:32,493 valid 100 [data/s: 0.00151][batch/s: 0.05597][loss: 2.387019e-01][top1: 92.130773][top5: 99.804042]
2022-09-10 22:22:32,761 valid_acc 92.189998	best_val_acc 93.099997
2022-09-10 22:22:33,085 epoch 136 lr 2.187673e-02
2022-09-10 22:22:33,575 train 000 [data/s: 0.15602][batch/s: 0.48587][loss: 3.431754e-01][top1: 93.750000][top5: 100.000000]
2022-09-10 22:22:49,785 train 050 [data/s: 0.00339][batch/s: 0.32736][loss: 3.090252e-01][top1: 92.830880][top5: 99.836601]
2022-09-10 22:23:05,959 train 100 [data/s: 0.00189][batch/s: 0.32544][loss: 3.017477e-01][top1: 92.759898][top5: 99.834983]
2022-09-10 22:23:22,079 train 150 [data/s: 0.00137][batch/s: 0.32443][loss: 3.082143e-01][top1: 92.549666][top5: 99.875827]
2022-09-10 22:23:38,204 train 200 [data/s: 0.00111][batch/s: 0.32395][loss: 3.082939e-01][top1: 92.558040][top5: 99.865256]
2022-09-10 22:23:54,374 train 250 [data/s: 0.00095][batch/s: 0.32384][loss: 3.038799e-01][top1: 92.778882][top5: 99.875497]
2022-09-10 22:24:10,522 train 300 [data/s: 0.00085][batch/s: 0.32369][loss: 3.055505e-01][top1: 92.725634][top5: 99.861572]
2022-09-10 22:24:26,729 train 350 [data/s: 0.00077][batch/s: 0.32376][loss: 3.075833e-01][top1: 92.660847][top5: 99.866452]
2022-09-10 22:24:42,853 train 400 [data/s: 0.00072][batch/s: 0.32360][loss: 3.061478e-01][top1: 92.632998][top5: 99.870116]
2022-09-10 22:24:58,976 train 450 [data/s: 0.00067][batch/s: 0.32347][loss: 3.069470e-01][top1: 92.650589][top5: 99.875277]
2022-09-10 22:25:15,117 train 500 [data/s: 0.00064][batch/s: 0.32341][loss: 3.080716e-01][top1: 92.643876][top5: 99.871091]
2022-09-10 22:25:21,594 train_acc 92.669997
2022-09-10 22:25:21,768 valid 000 [data/s: 0.11367][batch/s: 0.16851][loss: 2.114779e-01][top1: 92.708328][top5: 100.000000]
2022-09-10 22:25:24,505 valid 050 [data/s: 0.00250][batch/s: 0.05697][loss: 2.340084e-01][top1: 93.218952][top5: 99.754901]
2022-09-10 22:25:27,243 valid 100 [data/s: 0.00141][batch/s: 0.05587][loss: 2.213669e-01][top1: 93.100245][top5: 99.824669]
2022-09-10 22:25:27,614 valid_acc 93.149997	best_val_acc 93.149997
2022-09-10 22:25:27,957 epoch 137 lr 2.183332e-02
2022-09-10 22:25:28,455 train 000 [data/s: 0.16458][batch/s: 0.49413][loss: 4.142350e-01][top1: 89.583328][top5: 100.000000]
2022-09-10 22:25:44,575 train 050 [data/s: 0.00353][batch/s: 0.32577][loss: 2.854594e-01][top1: 93.178102][top5: 99.938725]
2022-09-10 22:26:00,691 train 100 [data/s: 0.00194][batch/s: 0.32406][loss: 2.916568e-01][top1: 93.058991][top5: 99.927805]
2022-09-10 22:26:16,807 train 150 [data/s: 0.00140][batch/s: 0.32348][loss: 2.934055e-01][top1: 93.067050][top5: 99.875827]
2022-09-10 22:26:32,951 train 200 [data/s: 0.00114][batch/s: 0.32333][loss: 2.978762e-01][top1: 92.905263][top5: 99.875621]
2022-09-10 22:26:49,064 train 250 [data/s: 0.00097][batch/s: 0.32312][loss: 3.002681e-01][top1: 92.895084][top5: 99.879648]
2022-09-10 22:27:05,180 train 300 [data/s: 0.00087][batch/s: 0.32298][loss: 3.023034e-01][top1: 92.860601][top5: 99.889258]
2022-09-10 22:27:21,295 train 350 [data/s: 0.00079][batch/s: 0.32289][loss: 3.078831e-01][top1: 92.663815][top5: 99.878323]
2022-09-10 22:27:37,455 train 400 [data/s: 0.00073][batch/s: 0.32292][loss: 3.043841e-01][top1: 92.723917][top5: 99.885702]
2022-09-10 22:27:53,605 train 450 [data/s: 0.00069][batch/s: 0.32293][loss: 3.064097e-01][top1: 92.680615][top5: 99.886825]
2022-09-10 22:28:09,757 train 500 [data/s: 0.00065][batch/s: 0.32294][loss: 3.097889e-01][top1: 92.600214][top5: 99.873170]
2022-09-10 22:28:16,217 train_acc 92.563997
2022-09-10 22:28:16,392 valid 000 [data/s: 0.11564][batch/s: 0.17053][loss: 3.637215e-01][top1: 88.541664][top5: 100.000000]
2022-09-10 22:28:19,141 valid 050 [data/s: 0.00259][batch/s: 0.05724][loss: 2.536832e-01][top1: 92.013886][top5: 99.693626]
2022-09-10 22:28:21,879 valid 100 [data/s: 0.00145][batch/s: 0.05601][loss: 2.376737e-01][top1: 92.553627][top5: 99.773101]
2022-09-10 22:28:22,137 valid_acc 92.509997	best_val_acc 93.149997
2022-09-10 22:28:22,478 epoch 138 lr 2.178965e-02
2022-09-10 22:28:22,962 train 000 [data/s: 0.15114][batch/s: 0.47960][loss: 2.868158e-01][top1: 91.666664][top5: 100.000000]
2022-09-10 22:28:39,084 train 050 [data/s: 0.00327][batch/s: 0.32553][loss: 2.923204e-01][top1: 92.851305][top5: 99.754901]
2022-09-10 22:28:55,352 train 100 [data/s: 0.00181][batch/s: 0.32544][loss: 2.976042e-01][top1: 92.863034][top5: 99.773101]
2022-09-10 22:29:11,499 train 150 [data/s: 0.00131][batch/s: 0.32461][loss: 3.035288e-01][top1: 92.694534][top5: 99.806842]
2022-09-10 22:29:27,766 train 200 [data/s: 0.00107][batch/s: 0.32479][loss: 3.016825e-01][top1: 92.843074][top5: 99.828979]
2022-09-10 22:29:43,873 train 250 [data/s: 0.00092][batch/s: 0.32427][loss: 3.054409e-01][top1: 92.712481][top5: 99.838147]
2022-09-10 22:30:00,040 train 300 [data/s: 0.00082][batch/s: 0.32411][loss: 3.070165e-01][top1: 92.659881][top5: 99.844268]
2022-09-10 22:30:16,153 train 350 [data/s: 0.00075][batch/s: 0.32385][loss: 3.081269e-01][top1: 92.660847][top5: 99.816001]
2022-09-10 22:30:32,260 train 400 [data/s: 0.00069][batch/s: 0.32363][loss: 3.123712e-01][top1: 92.562861][top5: 99.815564]
2022-09-10 22:30:48,396 train 450 [data/s: 0.00065][batch/s: 0.32353][loss: 3.118467e-01][top1: 92.618253][top5: 99.817534]
2022-09-10 22:31:04,515 train 500 [data/s: 0.00062][batch/s: 0.32342][loss: 3.113085e-01][top1: 92.650114][top5: 99.827428]
2022-09-10 22:31:10,990 train_acc 92.621997
2022-09-10 22:31:11,161 valid 000 [data/s: 0.11168][batch/s: 0.16652][loss: 3.699672e-01][top1: 89.583328][top5: 98.958328]
2022-09-10 22:31:13,899 valid 050 [data/s: 0.00249][batch/s: 0.05696][loss: 2.605245e-01][top1: 91.830062][top5: 99.632352]
2022-09-10 22:31:16,636 valid 100 [data/s: 0.00140][batch/s: 0.05586][loss: 2.525566e-01][top1: 92.151400][top5: 99.731847]
2022-09-10 22:31:16,887 valid_acc 92.129997	best_val_acc 93.149997
2022-09-10 22:31:17,232 epoch 139 lr 2.174573e-02
2022-09-10 22:31:17,727 train 000 [data/s: 0.15379][batch/s: 0.49070][loss: 3.852670e-01][top1: 92.708328][top5: 100.000000]
2022-09-10 22:31:33,849 train 050 [data/s: 0.00333][batch/s: 0.32574][loss: 3.146595e-01][top1: 92.504083][top5: 99.836601]
2022-09-10 22:31:49,995 train 100 [data/s: 0.00183][batch/s: 0.32434][loss: 3.096895e-01][top1: 92.543314][top5: 99.865924]
2022-09-10 22:32:06,139 train 150 [data/s: 0.00132][batch/s: 0.32386][loss: 3.081632e-01][top1: 92.687636][top5: 99.841335]
2022-09-10 22:32:22,257 train 200 [data/s: 0.00107][batch/s: 0.32349][loss: 3.068158e-01][top1: 92.811979][top5: 99.860074]
2022-09-10 22:32:38,378 train 250 [data/s: 0.00093][batch/s: 0.32327][loss: 3.072842e-01][top1: 92.857733][top5: 99.863047]
2022-09-10 22:32:54,496 train 300 [data/s: 0.00083][batch/s: 0.32312][loss: 3.101299e-01][top1: 92.739477][top5: 99.871954]
2022-09-10 22:33:10,611 train 350 [data/s: 0.00075][batch/s: 0.32300][loss: 3.096574e-01][top1: 92.681622][top5: 99.869420]
2022-09-10 22:33:26,742 train 400 [data/s: 0.00070][batch/s: 0.32296][loss: 3.096117e-01][top1: 92.679757][top5: 99.864920]
2022-09-10 22:33:42,857 train 450 [data/s: 0.00066][batch/s: 0.32288][loss: 3.123868e-01][top1: 92.590537][top5: 99.859109]
2022-09-10 22:33:58,976 train 500 [data/s: 0.00063][batch/s: 0.32283][loss: 3.145259e-01][top1: 92.554472][top5: 99.839903]
2022-09-10 22:34:05,450 train_acc 92.541998
2022-09-10 22:34:05,638 valid 000 [data/s: 0.12639][batch/s: 0.18118][loss: 3.562769e-01][top1: 92.708328][top5: 100.000000]
2022-09-10 22:34:08,376 valid 050 [data/s: 0.00278][batch/s: 0.05724][loss: 2.282010e-01][top1: 92.933004][top5: 99.734476]
2022-09-10 22:34:11,114 valid 100 [data/s: 0.00155][batch/s: 0.05601][loss: 2.233205e-01][top1: 93.028050][top5: 99.845296]
2022-09-10 22:34:11,381 valid_acc 93.019997	best_val_acc 93.149997
2022-09-10 22:34:11,698 epoch 140 lr 2.170156e-02
2022-09-10 22:34:12,252 train 000 [data/s: 0.21528][batch/s: 0.55048][loss: 5.762777e-01][top1: 87.500000][top5: 100.000000]
2022-09-10 22:34:28,438 train 050 [data/s: 0.00452][batch/s: 0.32816][loss: 3.194327e-01][top1: 92.790030][top5: 99.938725]
2022-09-10 22:34:44,550 train 100 [data/s: 0.00243][batch/s: 0.32522][loss: 2.916885e-01][top1: 93.275575][top5: 99.896864]
2022-09-10 22:35:00,665 train 150 [data/s: 0.00174][batch/s: 0.32426][loss: 2.954363e-01][top1: 93.129136][top5: 99.868929]
2022-09-10 22:35:16,777 train 200 [data/s: 0.00139][batch/s: 0.32375][loss: 2.937642e-01][top1: 93.195478][top5: 99.849709]
2022-09-10 22:35:32,888 train 250 [data/s: 0.00117][batch/s: 0.32345][loss: 3.023887e-01][top1: 92.932434][top5: 99.846447]
2022-09-10 22:35:49,025 train 300 [data/s: 0.00103][batch/s: 0.32333][loss: 3.063214e-01][top1: 92.781005][top5: 99.837347]
2022-09-10 22:36:05,140 train 350 [data/s: 0.00093][batch/s: 0.32318][loss: 3.067652e-01][top1: 92.705363][top5: 99.848646]
2022-09-10 22:36:21,251 train 400 [data/s: 0.00085][batch/s: 0.32306][loss: 3.055933e-01][top1: 92.760284][top5: 99.846737]
2022-09-10 22:36:37,416 train 450 [data/s: 0.00079][batch/s: 0.32309][loss: 3.048773e-01][top1: 92.763763][top5: 99.849870]
2022-09-10 22:36:53,601 train 500 [data/s: 0.00075][batch/s: 0.32315][loss: 3.046707e-01][top1: 92.756152][top5: 99.848220]
2022-09-10 22:37:00,058 train_acc 92.769997
2022-09-10 22:37:00,230 valid 000 [data/s: 0.11220][batch/s: 0.16704][loss: 1.970761e-01][top1: 91.666664][top5: 100.000000]
2022-09-10 22:37:02,968 valid 050 [data/s: 0.00248][batch/s: 0.05695][loss: 2.250552e-01][top1: 93.198527][top5: 99.734476]
2022-09-10 22:37:05,716 valid 100 [data/s: 0.00139][batch/s: 0.05597][loss: 2.211343e-01][top1: 93.089932][top5: 99.814356]
2022-09-10 22:37:05,960 valid_acc 93.059998	best_val_acc 93.149997
2022-09-10 22:37:06,305 epoch 141 lr 2.165713e-02
2022-09-10 22:37:06,791 train 000 [data/s: 0.14513][batch/s: 0.48180][loss: 4.268379e-01][top1: 90.625000][top5: 98.958328]
2022-09-10 22:37:22,987 train 050 [data/s: 0.00324][batch/s: 0.32703][loss: 3.133018e-01][top1: 92.361109][top5: 99.816176]
2022-09-10 22:37:39,162 train 100 [data/s: 0.00180][batch/s: 0.32528][loss: 3.111921e-01][top1: 92.533001][top5: 99.865924]
2022-09-10 22:37:55,285 train 150 [data/s: 0.00132][batch/s: 0.32434][loss: 2.993638e-01][top1: 92.839401][top5: 99.862030]
2022-09-10 22:38:11,424 train 200 [data/s: 0.00107][batch/s: 0.32395][loss: 2.974773e-01][top1: 92.868986][top5: 99.885986]
2022-09-10 22:38:27,567 train 250 [data/s: 0.00092][batch/s: 0.32374][loss: 2.995768e-01][top1: 92.861883][top5: 99.883798]
2022-09-10 22:38:43,749 train 300 [data/s: 0.00082][batch/s: 0.32372][loss: 2.991329e-01][top1: 92.808691][top5: 99.885797]
2022-09-10 22:38:59,871 train 350 [data/s: 0.00075][batch/s: 0.32354][loss: 3.033101e-01][top1: 92.738008][top5: 99.878323]
2022-09-10 22:39:15,991 train 400 [data/s: 0.00070][batch/s: 0.32339][loss: 3.054786e-01][top1: 92.749893][top5: 99.870116]
2022-09-10 22:39:32,145 train 450 [data/s: 0.00066][batch/s: 0.32336][loss: 3.052660e-01][top1: 92.791479][top5: 99.852180]
2022-09-10 22:39:48,286 train 500 [data/s: 0.00062][batch/s: 0.32331][loss: 3.051673e-01][top1: 92.766548][top5: 99.858615]
2022-09-10 22:39:54,747 train_acc 92.727997
2022-09-10 22:39:54,921 valid 000 [data/s: 0.11492][batch/s: 0.16972][loss: 4.406203e-01][top1: 87.500000][top5: 100.000000]
2022-09-10 22:39:57,658 valid 050 [data/s: 0.00254][batch/s: 0.05699][loss: 2.366222e-01][top1: 92.279410][top5: 99.775326]
2022-09-10 22:40:00,431 valid 100 [data/s: 0.00143][batch/s: 0.05624][loss: 2.229509e-01][top1: 92.739272][top5: 99.845296]
2022-09-10 22:40:00,679 valid_acc 92.739998	best_val_acc 93.149997
2022-09-10 22:40:00,998 epoch 142 lr 2.161245e-02
2022-09-10 22:40:01,484 train 000 [data/s: 0.14522][batch/s: 0.48127][loss: 2.758253e-01][top1: 94.791664][top5: 100.000000]
2022-09-10 22:40:17,687 train 050 [data/s: 0.00316][batch/s: 0.32715][loss: 2.899846e-01][top1: 93.382350][top5: 99.877450]
2022-09-10 22:40:34,074 train 100 [data/s: 0.00176][batch/s: 0.32744][loss: 2.888217e-01][top1: 93.285889][top5: 99.876237]
2022-09-10 22:40:50,337 train 150 [data/s: 0.00128][batch/s: 0.32672][loss: 2.877374e-01][top1: 93.239512][top5: 99.882726]
2022-09-10 22:41:06,479 train 200 [data/s: 0.00104][batch/s: 0.32575][loss: 2.904061e-01][top1: 93.231755][top5: 99.875621]
2022-09-10 22:41:22,593 train 250 [data/s: 0.00090][batch/s: 0.32506][loss: 2.973572e-01][top1: 93.032036][top5: 99.833997]
2022-09-10 22:41:38,706 train 300 [data/s: 0.00080][batch/s: 0.32460][loss: 3.073320e-01][top1: 92.767162][top5: 99.837347]
2022-09-10 22:41:54,867 train 350 [data/s: 0.00073][batch/s: 0.32440][loss: 3.074836e-01][top1: 92.797362][top5: 99.836775]
2022-09-10 22:42:11,014 train 400 [data/s: 0.00068][batch/s: 0.32422][loss: 3.082731e-01][top1: 92.755089][top5: 99.836346]
2022-09-10 22:42:27,147 train 450 [data/s: 0.00064][batch/s: 0.32404][loss: 3.080237e-01][top1: 92.800718][top5: 99.831392]
2022-09-10 22:42:43,261 train 500 [data/s: 0.00061][batch/s: 0.32387][loss: 3.107723e-01][top1: 92.727043][top5: 99.827428]
2022-09-10 22:42:49,728 train_acc 92.731997
2022-09-10 22:42:49,894 valid 000 [data/s: 0.10667][batch/s: 0.16155][loss: 1.981482e-01][top1: 94.791664][top5: 100.000000]
2022-09-10 22:42:52,631 valid 050 [data/s: 0.00237][batch/s: 0.05684][loss: 2.281019e-01][top1: 92.933004][top5: 99.795751]
2022-09-10 22:42:55,368 valid 100 [data/s: 0.00134][batch/s: 0.05580][loss: 2.166471e-01][top1: 93.069305][top5: 99.824669]
2022-09-10 22:42:55,620 valid_acc 93.069998	best_val_acc 93.149997
2022-09-10 22:42:55,964 epoch 143 lr 2.156752e-02
2022-09-10 22:42:56,510 train 000 [data/s: 0.20561][batch/s: 0.54162][loss: 3.250760e-01][top1: 93.750000][top5: 98.958328]
2022-09-10 22:43:12,631 train 050 [data/s: 0.00436][batch/s: 0.32671][loss: 3.075210e-01][top1: 92.708331][top5: 99.754901]
2022-09-10 22:43:28,752 train 100 [data/s: 0.00237][batch/s: 0.32459][loss: 2.985972e-01][top1: 93.028050][top5: 99.814356]
2022-09-10 22:43:44,867 train 150 [data/s: 0.00170][batch/s: 0.32383][loss: 3.047534e-01][top1: 92.880792][top5: 99.820639]
2022-09-10 22:44:00,985 train 200 [data/s: 0.00135][batch/s: 0.32347][loss: 3.051605e-01][top1: 92.905263][top5: 99.828979]
2022-09-10 22:44:17,129 train 250 [data/s: 0.00115][batch/s: 0.32335][loss: 3.113166e-01][top1: 92.679280][top5: 99.842297]
2022-09-10 22:44:33,246 train 300 [data/s: 0.00101][batch/s: 0.32318][loss: 3.150600e-01][top1: 92.576825][top5: 99.830426]
2022-09-10 22:44:49,403 train 350 [data/s: 0.00092][batch/s: 0.32318][loss: 3.136251e-01][top1: 92.613364][top5: 99.839743]
2022-09-10 22:45:05,558 train 400 [data/s: 0.00084][batch/s: 0.32316][loss: 3.131860e-01][top1: 92.630401][top5: 99.849334]
2022-09-10 22:45:21,677 train 450 [data/s: 0.00079][batch/s: 0.32308][loss: 3.144620e-01][top1: 92.602085][top5: 99.838322]
2022-09-10 22:45:37,829 train 500 [data/s: 0.00074][batch/s: 0.32307][loss: 3.111018e-01][top1: 92.679222][top5: 99.837824]
2022-09-10 22:45:44,354 train_acc 92.683997
2022-09-10 22:45:44,519 valid 000 [data/s: 0.10561][batch/s: 0.16058][loss: 2.375170e-01][top1: 92.708328][top5: 100.000000]
2022-09-10 22:45:47,271 valid 050 [data/s: 0.00238][batch/s: 0.05711][loss: 1.964506e-01][top1: 93.729573][top5: 99.836601]
2022-09-10 22:45:50,008 valid 100 [data/s: 0.00134][batch/s: 0.05594][loss: 1.978232e-01][top1: 93.739684][top5: 99.834983]
2022-09-10 22:45:50,376 valid_acc 93.729997	best_val_acc 93.729997
2022-09-10 22:45:50,686 epoch 144 lr 2.152234e-02
2022-09-10 22:45:51,179 train 000 [data/s: 0.14886][batch/s: 0.48792][loss: 4.197528e-01][top1: 89.583328][top5: 100.000000]
2022-09-10 22:46:07,314 train 050 [data/s: 0.00321][batch/s: 0.32594][loss: 2.706112e-01][top1: 93.443625][top5: 99.897875]
2022-09-10 22:46:23,483 train 100 [data/s: 0.00177][batch/s: 0.32468][loss: 2.738143e-01][top1: 93.316829][top5: 99.917491]
2022-09-10 22:46:39,664 train 150 [data/s: 0.00129][batch/s: 0.32432][loss: 2.799289e-01][top1: 93.170527][top5: 99.903421]
2022-09-10 22:46:55,813 train 200 [data/s: 0.00105][batch/s: 0.32399][loss: 2.871176e-01][top1: 93.091830][top5: 99.885986]
2022-09-10 22:47:11,970 train 250 [data/s: 0.00090][batch/s: 0.32382][loss: 2.919963e-01][top1: 93.044486][top5: 99.892098]
2022-09-10 22:47:28,085 train 300 [data/s: 0.00080][batch/s: 0.32357][loss: 2.986790e-01][top1: 92.940197][top5: 99.875415]
2022-09-10 22:47:44,202 train 350 [data/s: 0.00073][batch/s: 0.32339][loss: 3.015184e-01][top1: 92.815168][top5: 99.869420]
2022-09-10 22:48:00,318 train 400 [data/s: 0.00068][batch/s: 0.32326][loss: 3.020178e-01][top1: 92.822628][top5: 99.857127]
2022-09-10 22:48:16,462 train 450 [data/s: 0.00064][batch/s: 0.32322][loss: 3.047778e-01][top1: 92.761453][top5: 99.861418]
2022-09-10 22:48:32,603 train 500 [data/s: 0.00060][batch/s: 0.32318][loss: 3.058980e-01][top1: 92.716647][top5: 99.862774]
2022-09-10 22:48:39,078 train_acc 92.743997
2022-09-10 22:48:39,267 valid 000 [data/s: 0.12984][batch/s: 0.18485][loss: 2.353580e-01][top1: 90.625000][top5: 100.000000]
2022-09-10 22:48:42,026 valid 050 [data/s: 0.00286][batch/s: 0.05771][loss: 2.235093e-01][top1: 93.259802][top5: 99.714051]
2022-09-10 22:48:44,763 valid 100 [data/s: 0.00159][batch/s: 0.05625][loss: 2.238504e-01][top1: 93.327143][top5: 99.804042]
2022-09-10 22:48:45,021 valid_acc 93.349998	best_val_acc 93.729997
2022-09-10 22:48:45,445 epoch 145 lr 2.147692e-02
2022-09-10 22:48:45,937 train 000 [data/s: 0.15318][batch/s: 0.48786][loss: 4.604895e-01][top1: 88.541664][top5: 100.000000]
2022-09-10 22:49:02,049 train 050 [data/s: 0.00331][batch/s: 0.32550][loss: 2.736949e-01][top1: 93.321076][top5: 99.877451]
2022-09-10 22:49:18,191 train 100 [data/s: 0.00183][batch/s: 0.32418][loss: 2.932505e-01][top1: 93.017737][top5: 99.886551]
2022-09-10 22:49:34,307 train 150 [data/s: 0.00134][batch/s: 0.32356][loss: 2.964181e-01][top1: 92.991168][top5: 99.868929]
2022-09-10 22:49:50,421 train 200 [data/s: 0.00109][batch/s: 0.32325][loss: 2.967784e-01][top1: 93.029641][top5: 99.875621]
2022-09-10 22:50:06,533 train 250 [data/s: 0.00094][batch/s: 0.32304][loss: 2.969944e-01][top1: 93.015436][top5: 99.887948]
2022-09-10 22:50:22,658 train 300 [data/s: 0.00083][batch/s: 0.32295][loss: 2.983760e-01][top1: 93.009411][top5: 99.865033]
2022-09-10 22:50:38,815 train 350 [data/s: 0.00076][batch/s: 0.32298][loss: 3.009582e-01][top1: 92.901232][top5: 99.860517]
2022-09-10 22:50:55,079 train 400 [data/s: 0.00071][batch/s: 0.32327][loss: 2.994121e-01][top1: 92.944719][top5: 99.870116]
2022-09-10 22:51:11,206 train 450 [data/s: 0.00067][batch/s: 0.32319][loss: 2.956449e-01][top1: 93.022448][top5: 99.872967]
2022-09-10 22:51:27,328 train 500 [data/s: 0.00064][batch/s: 0.32311][loss: 2.977850e-01][top1: 92.966149][top5: 99.871091]
2022-09-10 22:51:33,793 train_acc 92.967998
2022-09-10 22:51:33,975 valid 000 [data/s: 0.12191][batch/s: 0.17675][loss: 2.761829e-01][top1: 90.625000][top5: 100.000000]
2022-09-10 22:51:36,712 valid 050 [data/s: 0.00267][batch/s: 0.05714][loss: 2.205079e-01][top1: 93.116828][top5: 99.754901]
2022-09-10 22:51:39,450 valid 100 [data/s: 0.00149][batch/s: 0.05596][loss: 2.106929e-01][top1: 93.543727][top5: 99.773102]
2022-09-10 22:51:39,694 valid_acc 93.529997	best_val_acc 93.729997
2022-09-10 22:51:40,010 epoch 146 lr 2.143125e-02
2022-09-10 22:51:40,483 train 000 [data/s: 0.14198][batch/s: 0.46867][loss: 3.112991e-01][top1: 92.708328][top5: 100.000000]
2022-09-10 22:51:56,630 train 050 [data/s: 0.00310][batch/s: 0.32580][loss: 2.675132e-01][top1: 94.015520][top5: 99.918300]
2022-09-10 22:52:12,749 train 100 [data/s: 0.00172][batch/s: 0.32410][loss: 2.773381e-01][top1: 93.512786][top5: 99.938119]
2022-09-10 22:52:28,911 train 150 [data/s: 0.00125][batch/s: 0.32382][loss: 2.911570e-01][top1: 93.260207][top5: 99.862030]
2022-09-10 22:52:45,026 train 200 [data/s: 0.00101][batch/s: 0.32344][loss: 2.942847e-01][top1: 93.133289][top5: 99.860074]
2022-09-10 22:53:01,139 train 250 [data/s: 0.00087][batch/s: 0.32320][loss: 2.953714e-01][top1: 93.023736][top5: 99.879647]
2022-09-10 22:53:17,298 train 300 [data/s: 0.00078][batch/s: 0.32320][loss: 2.984068e-01][top1: 92.964422][top5: 99.858111]
2022-09-10 22:53:33,413 train 350 [data/s: 0.00071][batch/s: 0.32307][loss: 2.979905e-01][top1: 92.957618][top5: 99.863485]
2022-09-10 22:53:49,648 train 400 [data/s: 0.00066][batch/s: 0.32328][loss: 2.981624e-01][top1: 92.996672][top5: 99.875311]
2022-09-10 22:54:05,803 train 450 [data/s: 0.00062][batch/s: 0.32326][loss: 3.024155e-01][top1: 92.867699][top5: 99.872967]
2022-09-10 22:54:21,912 train 500 [data/s: 0.00059][batch/s: 0.32315][loss: 3.054731e-01][top1: 92.787339][top5: 99.860695]
2022-09-10 22:54:28,386 train_acc 92.755997
2022-09-10 22:54:28,567 valid 000 [data/s: 0.11997][batch/s: 0.17480][loss: 1.207551e-01][top1: 95.833328][top5: 100.000000]
2022-09-10 22:54:31,305 valid 050 [data/s: 0.00265][batch/s: 0.05712][loss: 2.187106e-01][top1: 92.871729][top5: 99.754901]
2022-09-10 22:54:34,052 valid 100 [data/s: 0.00148][batch/s: 0.05605][loss: 2.158054e-01][top1: 92.935228][top5: 99.824669]
2022-09-10 22:54:34,297 valid_acc 92.969997	best_val_acc 93.729997
2022-09-10 22:54:34,639 epoch 147 lr 2.138534e-02
2022-09-10 22:54:35,148 train 000 [data/s: 0.16423][batch/s: 0.50523][loss: 2.995391e-01][top1: 93.750000][top5: 100.000000]
2022-09-10 22:54:51,261 train 050 [data/s: 0.00352][batch/s: 0.32585][loss: 3.040674e-01][top1: 92.810455][top5: 99.816176]
2022-09-10 22:55:07,372 train 100 [data/s: 0.00193][batch/s: 0.32405][loss: 2.998157e-01][top1: 92.893974][top5: 99.876237]
2022-09-10 22:55:23,510 train 150 [data/s: 0.00139][batch/s: 0.32362][loss: 2.890258e-01][top1: 93.080847][top5: 99.882726]
2022-09-10 22:55:39,626 train 200 [data/s: 0.00112][batch/s: 0.32330][loss: 2.909739e-01][top1: 93.138472][top5: 99.875621]
2022-09-10 22:55:55,747 train 250 [data/s: 0.00096][batch/s: 0.32312][loss: 2.927133e-01][top1: 93.094287][top5: 99.858897]
2022-09-10 22:56:11,928 train 300 [data/s: 0.00085][batch/s: 0.32321][loss: 2.978990e-01][top1: 92.974804][top5: 99.847729]
2022-09-10 22:56:28,040 train 350 [data/s: 0.00077][batch/s: 0.32307][loss: 3.012188e-01][top1: 92.910135][top5: 99.851614]
2022-09-10 22:56:44,180 train 400 [data/s: 0.00071][batch/s: 0.32303][loss: 3.041891e-01][top1: 92.869387][top5: 99.857127]
2022-09-10 22:57:00,297 train 450 [data/s: 0.00067][batch/s: 0.32296][loss: 3.032876e-01][top1: 92.883867][top5: 99.856799]
2022-09-10 22:57:16,615 train 500 [data/s: 0.00064][batch/s: 0.32330][loss: 3.032713e-01][top1: 92.878823][top5: 99.856536]
2022-09-10 22:57:23,186 train_acc 92.877998
2022-09-10 22:57:23,369 valid 000 [data/s: 0.12319][batch/s: 0.17834][loss: 1.761887e-01][top1: 95.833328][top5: 100.000000]
2022-09-10 22:57:26,107 valid 050 [data/s: 0.00272][batch/s: 0.05719][loss: 2.046159e-01][top1: 93.525325][top5: 99.754901]
2022-09-10 22:57:28,846 valid 100 [data/s: 0.00153][batch/s: 0.05600][loss: 1.960180e-01][top1: 93.801565][top5: 99.834983]
2022-09-10 22:57:29,306 valid_acc 93.789998	best_val_acc 93.789998
2022-09-10 22:57:29,625 epoch 148 lr 2.133918e-02
2022-09-10 22:57:30,105 train 000 [data/s: 0.14576][batch/s: 0.47595][loss: 2.762529e-01][top1: 91.666664][top5: 100.000000]
2022-09-10 22:57:46,245 train 050 [data/s: 0.00317][batch/s: 0.32580][loss: 2.862232e-01][top1: 93.321076][top5: 99.897875]
2022-09-10 22:58:02,361 train 100 [data/s: 0.00176][batch/s: 0.32408][loss: 2.860797e-01][top1: 93.193066][top5: 99.876237]
2022-09-10 22:58:18,477 train 150 [data/s: 0.00128][batch/s: 0.32349][loss: 2.925698e-01][top1: 93.004964][top5: 99.841335]
2022-09-10 22:58:34,591 train 200 [data/s: 0.00104][batch/s: 0.32319][loss: 2.948430e-01][top1: 92.972634][top5: 99.844527]
2022-09-10 22:58:50,704 train 250 [data/s: 0.00089][batch/s: 0.32301][loss: 3.036847e-01][top1: 92.758131][top5: 99.863047]
2022-09-10 22:59:06,841 train 300 [data/s: 0.00079][batch/s: 0.32296][loss: 3.069243e-01][top1: 92.691027][top5: 99.865033]
2022-09-10 22:59:22,957 train 350 [data/s: 0.00073][batch/s: 0.32287][loss: 3.051310e-01][top1: 92.690524][top5: 99.869420]
2022-09-10 22:59:39,073 train 400 [data/s: 0.00067][batch/s: 0.32280][loss: 3.047417e-01][top1: 92.684952][top5: 99.877909]
2022-09-10 22:59:55,186 train 450 [data/s: 0.00063][batch/s: 0.32274][loss: 3.069492e-01][top1: 92.645969][top5: 99.877586]
2022-09-10 23:00:11,345 train 500 [data/s: 0.00060][batch/s: 0.32279][loss: 3.084591e-01][top1: 92.614768][top5: 99.877328]
2022-09-10 23:00:17,820 train_acc 92.653997
2022-09-10 23:00:17,994 valid 000 [data/s: 0.11347][batch/s: 0.16830][loss: 4.417181e-01][top1: 89.583328][top5: 98.958328]
2022-09-10 23:00:20,731 valid 050 [data/s: 0.00252][batch/s: 0.05698][loss: 2.737709e-01][top1: 91.911762][top5: 99.509802]
2022-09-10 23:00:23,468 valid 100 [data/s: 0.00141][batch/s: 0.05587][loss: 2.719107e-01][top1: 92.027638][top5: 99.628711]
2022-09-10 23:00:23,711 valid_acc 92.009998	best_val_acc 93.789998
2022-09-10 23:00:24,059 epoch 149 lr 2.129278e-02
2022-09-10 23:00:24,561 train 000 [data/s: 0.16506][batch/s: 0.49789][loss: 1.216311e-01][top1: 98.958328][top5: 100.000000]
2022-09-10 23:00:40,675 train 050 [data/s: 0.00357][batch/s: 0.32572][loss: 2.886415e-01][top1: 93.075978][top5: 99.897875]
2022-09-10 23:00:56,893 train 100 [data/s: 0.00196][batch/s: 0.32504][loss: 2.814912e-01][top1: 93.337456][top5: 99.834983]
2022-09-10 23:01:13,016 train 150 [data/s: 0.00141][batch/s: 0.32419][loss: 2.829427e-01][top1: 93.260207][top5: 99.827538]
2022-09-10 23:01:29,134 train 200 [data/s: 0.00114][batch/s: 0.32373][loss: 2.854967e-01][top1: 93.268032][top5: 99.808250]
2022-09-10 23:01:45,270 train 250 [data/s: 0.00097][batch/s: 0.32353][loss: 2.892124e-01][top1: 93.243689][top5: 99.838147]
2022-09-10 23:02:01,411 train 300 [data/s: 0.00086][batch/s: 0.32341][loss: 2.934527e-01][top1: 93.133995][top5: 99.837347]
2022-09-10 23:02:17,560 train 350 [data/s: 0.00078][batch/s: 0.32335][loss: 2.976909e-01][top1: 92.981360][top5: 99.848646]
2022-09-10 23:02:33,681 train 400 [data/s: 0.00072][batch/s: 0.32323][loss: 2.987077e-01][top1: 92.944719][top5: 99.844139]
2022-09-10 23:02:49,802 train 450 [data/s: 0.00067][batch/s: 0.32314][loss: 3.007046e-01][top1: 92.909273][top5: 99.838322]
2022-09-10 23:03:05,922 train 500 [data/s: 0.00064][batch/s: 0.32307][loss: 3.029556e-01][top1: 92.843477][top5: 99.846140]
2022-09-10 23:03:12,387 train_acc 92.855998
2022-09-10 23:03:12,559 valid 000 [data/s: 0.11203][batch/s: 0.16683][loss: 2.246841e-01][top1: 92.708328][top5: 100.000000]
2022-09-10 23:03:15,297 valid 050 [data/s: 0.00250][batch/s: 0.05696][loss: 2.117641e-01][top1: 93.280226][top5: 99.816176]
2022-09-10 23:03:18,033 valid 100 [data/s: 0.00140][batch/s: 0.05585][loss: 2.089320e-01][top1: 93.296202][top5: 99.824669]
2022-09-10 23:03:18,285 valid_acc 93.339997	best_val_acc 93.789998
2022-09-10 23:03:18,604 epoch 150 lr 2.124613e-02
2022-09-10 23:03:19,108 train 000 [data/s: 0.16361][batch/s: 0.49963][loss: 2.108202e-01][top1: 95.833328][top5: 100.000000]
2022-09-10 23:03:35,252 train 050 [data/s: 0.00352][batch/s: 0.32633][loss: 2.715854e-01][top1: 93.668298][top5: 99.877450]
2022-09-10 23:03:51,483 train 100 [data/s: 0.00195][batch/s: 0.32548][loss: 2.819152e-01][top1: 93.244634][top5: 99.876237]
2022-09-10 23:04:07,603 train 150 [data/s: 0.00141][batch/s: 0.32447][loss: 2.828199e-01][top1: 93.274004][top5: 99.882726]
2022-09-10 23:04:23,710 train 200 [data/s: 0.00113][batch/s: 0.32389][loss: 2.826613e-01][top1: 93.330221][top5: 99.875621]
2022-09-10 23:04:39,822 train 250 [data/s: 0.00097][batch/s: 0.32356][loss: 2.846747e-01][top1: 93.276890][top5: 99.858897]
2022-09-10 23:04:55,955 train 300 [data/s: 0.00086][batch/s: 0.32341][loss: 2.890846e-01][top1: 93.147838][top5: 99.851190]
2022-09-10 23:05:12,067 train 350 [data/s: 0.00079][batch/s: 0.32324][loss: 2.920838e-01][top1: 93.082262][top5: 99.836775]
2022-09-10 23:05:28,170 train 400 [data/s: 0.00073][batch/s: 0.32309][loss: 2.942624e-01][top1: 93.027844][top5: 99.825955]
2022-09-10 23:05:44,274 train 450 [data/s: 0.00068][batch/s: 0.32298][loss: 2.988685e-01][top1: 92.939299][top5: 99.822154]
2022-09-10 23:06:00,380 train 500 [data/s: 0.00064][batch/s: 0.32290][loss: 3.006637e-01][top1: 92.864269][top5: 99.825349]
2022-09-10 23:06:06,847 train_acc 92.853997
2022-09-10 23:06:07,023 valid 000 [data/s: 0.11665][batch/s: 0.17156][loss: 3.443239e-01][top1: 88.541664][top5: 100.000000]
2022-09-10 23:06:09,760 valid 050 [data/s: 0.00258][batch/s: 0.05704][loss: 2.492452e-01][top1: 92.218135][top5: 99.857025]
2022-09-10 23:06:12,499 valid 100 [data/s: 0.00146][batch/s: 0.05591][loss: 2.449722e-01][top1: 92.481433][top5: 99.896864]
2022-09-10 23:06:12,768 valid_acc 92.459998	best_val_acc 93.789998
2022-09-10 23:06:13,110 epoch 151 lr 2.119925e-02
2022-09-10 23:06:13,601 train 000 [data/s: 0.15435][batch/s: 0.48677][loss: 3.497827e-01][top1: 88.541664][top5: 100.000000]
2022-09-10 23:06:29,704 train 050 [data/s: 0.00333][batch/s: 0.32529][loss: 2.895547e-01][top1: 93.035128][top5: 99.918300]
2022-09-10 23:06:45,810 train 100 [data/s: 0.00184][batch/s: 0.32372][loss: 2.964192e-01][top1: 92.832093][top5: 99.948432]
2022-09-10 23:07:01,911 train 150 [data/s: 0.00133][batch/s: 0.32316][loss: 2.874079e-01][top1: 93.018761][top5: 99.937914]
2022-09-10 23:07:18,012 train 200 [data/s: 0.00108][batch/s: 0.32288][loss: 2.937009e-01][top1: 92.957087][top5: 99.885986]
2022-09-10 23:07:34,146 train 250 [data/s: 0.00093][batch/s: 0.32284][loss: 2.942734e-01][top1: 92.940735][top5: 99.879648]
2022-09-10 23:07:50,256 train 300 [data/s: 0.00083][batch/s: 0.32273][loss: 2.980674e-01][top1: 92.864062][top5: 99.878875]
2022-09-10 23:08:06,368 train 350 [data/s: 0.00076][batch/s: 0.32266][loss: 2.961802e-01][top1: 92.930909][top5: 99.881291]
2022-09-10 23:08:22,470 train 400 [data/s: 0.00070][batch/s: 0.32258][loss: 2.971245e-01][top1: 92.934328][top5: 99.883104]
2022-09-10 23:08:38,578 train 450 [data/s: 0.00066][batch/s: 0.32253][loss: 2.979871e-01][top1: 92.930060][top5: 99.879896]
2022-09-10 23:08:54,846 train 500 [data/s: 0.00062][batch/s: 0.32282][loss: 2.991950e-01][top1: 92.932882][top5: 99.875249]
2022-09-10 23:09:01,394 train_acc 92.917998
2022-09-10 23:09:01,567 valid 000 [data/s: 0.11329][batch/s: 0.16811][loss: 2.372996e-01][top1: 94.791664][top5: 100.000000]
2022-09-10 23:09:04,308 valid 050 [data/s: 0.00251][batch/s: 0.05706][loss: 2.333549e-01][top1: 93.035129][top5: 99.775326]
2022-09-10 23:09:07,046 valid 100 [data/s: 0.00141][batch/s: 0.05592][loss: 2.195847e-01][top1: 93.100245][top5: 99.824669]
2022-09-10 23:09:07,307 valid_acc 93.099997	best_val_acc 93.789998
2022-09-10 23:09:07,647 epoch 152 lr 2.115213e-02
2022-09-10 23:09:08,167 train 000 [data/s: 0.16558][batch/s: 0.51523][loss: 3.397281e-01][top1: 92.708328][top5: 100.000000]
2022-09-10 23:09:24,576 train 050 [data/s: 0.00356][batch/s: 0.33185][loss: 2.848840e-01][top1: 93.504899][top5: 99.897875]
2022-09-10 23:09:40,737 train 100 [data/s: 0.00195][batch/s: 0.32758][loss: 2.753715e-01][top1: 93.636549][top5: 99.865924]
2022-09-10 23:09:56,870 train 150 [data/s: 0.00140][batch/s: 0.32595][loss: 2.874664e-01][top1: 93.384380][top5: 99.862030]
2022-09-10 23:10:12,978 train 200 [data/s: 0.00113][batch/s: 0.32501][loss: 2.913125e-01][top1: 93.236938][top5: 99.854892]
2022-09-10 23:10:29,087 train 250 [data/s: 0.00096][batch/s: 0.32444][loss: 2.897936e-01][top1: 93.293490][top5: 99.863047]
2022-09-10 23:10:45,211 train 300 [data/s: 0.00086][batch/s: 0.32411][loss: 2.955179e-01][top1: 93.050939][top5: 99.861572]
2022-09-10 23:11:01,346 train 350 [data/s: 0.00078][batch/s: 0.32391][loss: 2.948490e-01][top1: 93.022908][top5: 99.866452]
2022-09-10 23:11:17,490 train 400 [data/s: 0.00073][batch/s: 0.32378][loss: 2.995829e-01][top1: 92.897961][top5: 99.851932]
2022-09-10 23:11:33,614 train 450 [data/s: 0.00068][batch/s: 0.32364][loss: 3.002390e-01][top1: 92.874628][top5: 99.852180]
2022-09-10 23:11:49,721 train 500 [data/s: 0.00065][batch/s: 0.32349][loss: 3.009677e-01][top1: 92.851794][top5: 99.860695]
2022-09-10 23:11:56,193 train_acc 92.915998
2022-09-10 23:11:56,363 valid 000 [data/s: 0.10934][batch/s: 0.16420][loss: 1.914664e-01][top1: 92.708328][top5: 100.000000]
2022-09-10 23:11:59,100 valid 050 [data/s: 0.00244][batch/s: 0.05690][loss: 2.129779e-01][top1: 93.709148][top5: 99.754901]
2022-09-10 23:12:01,836 valid 100 [data/s: 0.00137][batch/s: 0.05582][loss: 2.026051e-01][top1: 93.605608][top5: 99.834983]
2022-09-10 23:12:02,093 valid_acc 93.629998	best_val_acc 93.789998
2022-09-10 23:12:02,451 epoch 153 lr 2.110477e-02
2022-09-10 23:12:02,929 train 000 [data/s: 0.14552][batch/s: 0.47402][loss: 2.768419e-01][top1: 94.791664][top5: 100.000000]
2022-09-10 23:12:19,094 train 050 [data/s: 0.00317][batch/s: 0.32624][loss: 2.837009e-01][top1: 93.280226][top5: 99.877450]
2022-09-10 23:12:35,283 train 100 [data/s: 0.00177][batch/s: 0.32503][loss: 2.783473e-01][top1: 93.296202][top5: 99.907178]
2022-09-10 23:12:51,382 train 150 [data/s: 0.00128][batch/s: 0.32401][loss: 2.827142e-01][top1: 93.280902][top5: 99.889624]
2022-09-10 23:13:07,483 train 200 [data/s: 0.00103][batch/s: 0.32352][loss: 2.835332e-01][top1: 93.257667][top5: 99.865256]
2022-09-10 23:13:23,583 train 250 [data/s: 0.00088][batch/s: 0.32322][loss: 2.856276e-01][top1: 93.235389][top5: 99.887948]
2022-09-10 23:13:39,689 train 300 [data/s: 0.00079][batch/s: 0.32303][loss: 2.922122e-01][top1: 93.109770][top5: 99.882336]
2022-09-10 23:13:55,793 train 350 [data/s: 0.00072][batch/s: 0.32290][loss: 2.939219e-01][top1: 93.082262][top5: 99.863485]
2022-09-10 23:14:11,925 train 400 [data/s: 0.00067][batch/s: 0.32287][loss: 2.994577e-01][top1: 92.913547][top5: 99.859725]
2022-09-10 23:14:28,029 train 450 [data/s: 0.00064][batch/s: 0.32278][loss: 3.043334e-01][top1: 92.779931][top5: 99.859109]
2022-09-10 23:14:44,138 train 500 [data/s: 0.00060][batch/s: 0.32272][loss: 3.047649e-01][top1: 92.764468][top5: 99.854457]
2022-09-10 23:14:50,607 train_acc 92.773997
2022-09-10 23:14:50,783 valid 000 [data/s: 0.11699][batch/s: 0.17180][loss: 2.148635e-01][top1: 93.750000][top5: 100.000000]
2022-09-10 23:14:53,520 valid 050 [data/s: 0.00259][batch/s: 0.05704][loss: 2.023781e-01][top1: 93.607024][top5: 99.795751]
2022-09-10 23:14:56,258 valid 100 [data/s: 0.00146][batch/s: 0.05591][loss: 1.915234e-01][top1: 93.780938][top5: 99.855610]
2022-09-10 23:14:56,503 valid_acc 93.769998	best_val_acc 93.789998
2022-09-10 23:14:56,819 epoch 154 lr 2.105718e-02
2022-09-10 23:14:57,324 train 000 [data/s: 0.17454][batch/s: 0.50039][loss: 1.454606e-01][top1: 97.916664][top5: 100.000000]
2022-09-10 23:15:13,495 train 050 [data/s: 0.00373][batch/s: 0.32691][loss: 3.010403e-01][top1: 92.892154][top5: 99.836601]
2022-09-10 23:15:29,654 train 100 [data/s: 0.00204][batch/s: 0.32506][loss: 2.985560e-01][top1: 92.914601][top5: 99.876237]
2022-09-10 23:15:45,762 train 150 [data/s: 0.00147][batch/s: 0.32410][loss: 2.977052e-01][top1: 92.866995][top5: 99.903421]
2022-09-10 23:16:01,876 train 200 [data/s: 0.00118][batch/s: 0.32364][loss: 3.010306e-01][top1: 92.770520][top5: 99.901534]
2022-09-10 23:16:17,982 train 250 [data/s: 0.00101][batch/s: 0.32334][loss: 2.977785e-01][top1: 92.911684][top5: 99.896248]
2022-09-10 23:16:34,114 train 300 [data/s: 0.00090][batch/s: 0.32323][loss: 2.944905e-01][top1: 93.047478][top5: 99.889258]
2022-09-10 23:16:50,218 train 350 [data/s: 0.00082][batch/s: 0.32306][loss: 2.971824e-01][top1: 92.945748][top5: 99.896130]
2022-09-10 23:17:06,500 train 400 [data/s: 0.00076][batch/s: 0.32338][loss: 2.978760e-01][top1: 92.908351][top5: 99.896093]
2022-09-10 23:17:22,779 train 450 [data/s: 0.00071][batch/s: 0.32363][loss: 2.970459e-01][top1: 92.953157][top5: 99.882206]
2022-09-10 23:17:38,978 train 500 [data/s: 0.00067][batch/s: 0.32366][loss: 2.982999e-01][top1: 92.945357][top5: 99.887724]
2022-09-10 23:17:45,430 train_acc 92.919997
2022-09-10 23:17:45,604 valid 000 [data/s: 0.11443][batch/s: 0.16952][loss: 2.399198e-01][top1: 91.666664][top5: 100.000000]
2022-09-10 23:17:48,340 valid 050 [data/s: 0.00251][batch/s: 0.05698][loss: 2.378207e-01][top1: 92.871730][top5: 99.836601]
2022-09-10 23:17:51,076 valid 100 [data/s: 0.00140][batch/s: 0.05586][loss: 2.370389e-01][top1: 92.656763][top5: 99.865923]
2022-09-10 23:17:51,319 valid_acc 92.699997	best_val_acc 93.789998
2022-09-10 23:17:51,687 epoch 155 lr 2.100935e-02
2022-09-10 23:17:52,186 train 000 [data/s: 0.16586][batch/s: 0.49538][loss: 3.453897e-01][top1: 89.583328][top5: 100.000000]
2022-09-10 23:18:08,296 train 050 [data/s: 0.00357][batch/s: 0.32558][loss: 3.028159e-01][top1: 93.075978][top5: 99.795751]
2022-09-10 23:18:24,406 train 100 [data/s: 0.00196][batch/s: 0.32390][loss: 2.783664e-01][top1: 93.626235][top5: 99.865924]
2022-09-10 23:18:40,549 train 150 [data/s: 0.00141][batch/s: 0.32356][loss: 2.768764e-01][top1: 93.543044][top5: 99.889624]
2022-09-10 23:18:56,655 train 200 [data/s: 0.00113][batch/s: 0.32320][loss: 2.774908e-01][top1: 93.490877][top5: 99.885986]
2022-09-10 23:19:12,767 train 250 [data/s: 0.00097][batch/s: 0.32301][loss: 2.823146e-01][top1: 93.359891][top5: 99.875497]
2022-09-10 23:19:28,875 train 300 [data/s: 0.00086][batch/s: 0.32287][loss: 2.832426e-01][top1: 93.358940][top5: 99.868493]
2022-09-10 23:19:44,981 train 350 [data/s: 0.00078][batch/s: 0.32276][loss: 2.884138e-01][top1: 93.183165][top5: 99.863485]
2022-09-10 23:20:01,116 train 400 [data/s: 0.00072][batch/s: 0.32275][loss: 2.853918e-01][top1: 93.266831][top5: 99.862323]
2022-09-10 23:20:17,234 train 450 [data/s: 0.00068][batch/s: 0.32271][loss: 2.879055e-01][top1: 93.186435][top5: 99.854489]
2022-09-10 23:20:33,350 train 500 [data/s: 0.00064][batch/s: 0.32267][loss: 2.903193e-01][top1: 93.092978][top5: 99.858615]
2022-09-10 23:20:40,106 train_acc 93.029998
2022-09-10 23:20:40,271 valid 000 [data/s: 0.10504][batch/s: 0.15996][loss: 3.402049e-01][top1: 92.708328][top5: 100.000000]
2022-09-10 23:20:43,008 valid 050 [data/s: 0.00234][batch/s: 0.05680][loss: 2.821038e-01][top1: 91.482841][top5: 99.652777]
2022-09-10 23:20:45,760 valid 100 [data/s: 0.00133][batch/s: 0.05593][loss: 2.640961e-01][top1: 91.811054][top5: 99.721534]
2022-09-10 23:20:46,024 valid_acc 91.849998	best_val_acc 93.789998
2022-09-10 23:20:46,350 epoch 156 lr 2.096129e-02
2022-09-10 23:20:47,000 train 000 [data/s: 0.30943][batch/s: 0.64578][loss: 2.130588e-01][top1: 96.875000][top5: 100.000000]
2022-09-10 23:21:03,241 train 050 [data/s: 0.00642][batch/s: 0.33111][loss: 2.785914e-01][top1: 93.525324][top5: 99.877450]
2022-09-10 23:21:19,355 train 100 [data/s: 0.00339][batch/s: 0.32674][loss: 2.851294e-01][top1: 93.306516][top5: 99.855610]
2022-09-10 23:21:35,463 train 150 [data/s: 0.00237][batch/s: 0.32522][loss: 2.892652e-01][top1: 93.142933][top5: 99.855132]
2022-09-10 23:21:51,604 train 200 [data/s: 0.00186][batch/s: 0.32462][loss: 2.885377e-01][top1: 93.216208][top5: 99.865256]
2022-09-10 23:22:07,705 train 250 [data/s: 0.00155][batch/s: 0.32410][loss: 2.901149e-01][top1: 93.202189][top5: 99.867197]
2022-09-10 23:22:23,811 train 300 [data/s: 0.00134][batch/s: 0.32377][loss: 2.875447e-01][top1: 93.289726][top5: 99.861572]
2022-09-10 23:22:40,016 train 350 [data/s: 0.00120][batch/s: 0.32382][loss: 2.894875e-01][top1: 93.200971][top5: 99.863485]
2022-09-10 23:22:56,163 train 400 [data/s: 0.00109][batch/s: 0.32371][loss: 2.921856e-01][top1: 93.152533][top5: 99.862323]
2022-09-10 23:23:12,295 train 450 [data/s: 0.00101][batch/s: 0.32359][loss: 2.947799e-01][top1: 93.070951][top5: 99.852180]
2022-09-10 23:23:28,600 train 500 [data/s: 0.00094][batch/s: 0.32384][loss: 2.976831e-01][top1: 92.972386][top5: 99.850299]
2022-09-10 23:23:35,068 train_acc 92.957997
2022-09-10 23:23:35,248 valid 000 [data/s: 0.12124][batch/s: 0.17605][loss: 2.531516e-01][top1: 92.708328][top5: 100.000000]
2022-09-10 23:23:37,986 valid 050 [data/s: 0.00266][batch/s: 0.05713][loss: 2.218649e-01][top1: 92.973854][top5: 99.734476]
2022-09-10 23:23:40,723 valid 100 [data/s: 0.00149][batch/s: 0.05595][loss: 2.115471e-01][top1: 93.285889][top5: 99.814356]
2022-09-10 23:23:40,990 valid_acc 93.259997	best_val_acc 93.789998
2022-09-10 23:23:41,334 epoch 157 lr 2.091300e-02
2022-09-10 23:23:41,834 train 000 [data/s: 0.16052][batch/s: 0.49548][loss: 1.438580e-01][top1: 97.916664][top5: 100.000000]
2022-09-10 23:23:57,947 train 050 [data/s: 0.00346][batch/s: 0.32566][loss: 2.764562e-01][top1: 93.218952][top5: 99.877450]
2022-09-10 23:24:14,088 train 100 [data/s: 0.00190][batch/s: 0.32426][loss: 2.783922e-01][top1: 93.285889][top5: 99.865924]
2022-09-10 23:24:30,273 train 150 [data/s: 0.00137][batch/s: 0.32407][loss: 2.864816e-01][top1: 93.163629][top5: 99.889624]
2022-09-10 23:24:46,382 train 200 [data/s: 0.00111][batch/s: 0.32360][loss: 2.885560e-01][top1: 93.086648][top5: 99.896351]
2022-09-10 23:25:02,495 train 250 [data/s: 0.00095][batch/s: 0.32333][loss: 2.900647e-01][top1: 93.069387][top5: 99.900398]
2022-09-10 23:25:18,647 train 300 [data/s: 0.00085][batch/s: 0.32328][loss: 2.926170e-01][top1: 93.057860][top5: 99.892718]
2022-09-10 23:25:34,795 train 350 [data/s: 0.00077][batch/s: 0.32324][loss: 2.932565e-01][top1: 93.091166][top5: 99.887226]
2022-09-10 23:25:50,928 train 400 [data/s: 0.00072][batch/s: 0.32317][loss: 2.957042e-01][top1: 93.074603][top5: 99.870116]
2022-09-10 23:26:07,037 train 450 [data/s: 0.00067][batch/s: 0.32306][loss: 2.980443e-01][top1: 92.980873][top5: 99.866038]
2022-09-10 23:26:23,259 train 500 [data/s: 0.00064][batch/s: 0.32319][loss: 2.997505e-01][top1: 92.932882][top5: 99.854457]
2022-09-10 23:26:29,744 train_acc 92.919998
2022-09-10 23:26:29,971 valid 000 [data/s: 0.15062][batch/s: 0.22306][loss: 1.799545e-01][top1: 90.625000][top5: 100.000000]
2022-09-10 23:26:32,709 valid 050 [data/s: 0.00324][batch/s: 0.05804][loss: 2.309578e-01][top1: 92.871730][top5: 99.714051]
2022-09-10 23:26:35,445 valid 100 [data/s: 0.00177][batch/s: 0.05640][loss: 2.283397e-01][top1: 92.904288][top5: 99.793728]
2022-09-10 23:26:35,713 valid_acc 92.959998	best_val_acc 93.789998
2022-09-10 23:26:36,029 epoch 158 lr 2.086447e-02
2022-09-10 23:26:36,516 train 000 [data/s: 0.15451][batch/s: 0.48213][loss: 2.902190e-01][top1: 95.833328][top5: 100.000000]
2022-09-10 23:26:52,646 train 050 [data/s: 0.00332][batch/s: 0.32573][loss: 2.965913e-01][top1: 93.116828][top5: 99.897875]
2022-09-10 23:27:08,746 train 100 [data/s: 0.00182][batch/s: 0.32389][loss: 2.816172e-01][top1: 93.419965][top5: 99.876237]
2022-09-10 23:27:24,848 train 150 [data/s: 0.00132][batch/s: 0.32327][loss: 2.837172e-01][top1: 93.232614][top5: 99.862030]
2022-09-10 23:27:40,952 train 200 [data/s: 0.00107][batch/s: 0.32298][loss: 2.907630e-01][top1: 93.205843][top5: 99.854892]
2022-09-10 23:27:57,072 train 250 [data/s: 0.00092][batch/s: 0.32286][loss: 2.955995e-01][top1: 93.098437][top5: 99.846447]
2022-09-10 23:28:13,204 train 300 [data/s: 0.00082][batch/s: 0.32282][loss: 2.985016e-01][top1: 93.002489][top5: 99.844268]
2022-09-10 23:28:29,314 train 350 [data/s: 0.00076][batch/s: 0.32273][loss: 2.999008e-01][top1: 92.960586][top5: 99.860517]
2022-09-10 23:28:45,425 train 400 [data/s: 0.00071][batch/s: 0.32267][loss: 2.971141e-01][top1: 93.017454][top5: 99.872713]
2022-09-10 23:29:01,526 train 450 [data/s: 0.00066][batch/s: 0.32260][loss: 2.965945e-01][top1: 92.990112][top5: 99.870657]
2022-09-10 23:29:17,633 train 500 [data/s: 0.00063][batch/s: 0.32255][loss: 2.979555e-01][top1: 92.939119][top5: 99.860695]
2022-09-10 23:29:24,099 train_acc 92.929998
2022-09-10 23:29:24,270 valid 000 [data/s: 0.11049][batch/s: 0.16534][loss: 3.047662e-01][top1: 88.541664][top5: 100.000000]
2022-09-10 23:29:27,007 valid 050 [data/s: 0.00244][batch/s: 0.05690][loss: 2.802903e-01][top1: 91.911762][top5: 99.591502]
2022-09-10 23:29:29,744 valid 100 [data/s: 0.00137][batch/s: 0.05583][loss: 2.677623e-01][top1: 91.955443][top5: 99.700907]
2022-09-10 23:29:29,988 valid_acc 91.939998	best_val_acc 93.789998
2022-09-10 23:29:30,332 epoch 159 lr 2.081572e-02
2022-09-10 23:29:30,857 train 000 [data/s: 0.16387][batch/s: 0.52080][loss: 2.356267e-01][top1: 92.708328][top5: 100.000000]
2022-09-10 23:29:46,968 train 050 [data/s: 0.00353][batch/s: 0.32610][loss: 2.990104e-01][top1: 92.912579][top5: 99.877450]
2022-09-10 23:30:03,075 train 100 [data/s: 0.00193][batch/s: 0.32415][loss: 2.889004e-01][top1: 93.296202][top5: 99.917491]
2022-09-10 23:30:19,223 train 150 [data/s: 0.00140][batch/s: 0.32375][loss: 2.923850e-01][top1: 93.349887][top5: 99.903421]
2022-09-10 23:30:35,330 train 200 [data/s: 0.00113][batch/s: 0.32335][loss: 2.837272e-01][top1: 93.558248][top5: 99.885986]
2022-09-10 23:30:51,437 train 250 [data/s: 0.00096][batch/s: 0.32311][loss: 2.874800e-01][top1: 93.480243][top5: 99.887948]
2022-09-10 23:31:07,567 train 300 [data/s: 0.00085][batch/s: 0.32302][loss: 2.881353e-01][top1: 93.469682][top5: 99.889257]
2022-09-10 23:31:23,688 train 350 [data/s: 0.00078][batch/s: 0.32294][loss: 2.947998e-01][top1: 93.260325][top5: 99.890194]
2022-09-10 23:31:39,818 train 400 [data/s: 0.00072][batch/s: 0.32290][loss: 2.988670e-01][top1: 93.157728][top5: 99.883104]
2022-09-10 23:31:55,920 train 450 [data/s: 0.00067][batch/s: 0.32280][loss: 2.958950e-01][top1: 93.214151][top5: 99.872967]
2022-09-10 23:32:12,026 train 500 [data/s: 0.00063][batch/s: 0.32273][loss: 2.985993e-01][top1: 93.138720][top5: 99.877328]
2022-09-10 23:32:18,495 train_acc 93.091997
2022-09-10 23:32:18,685 valid 000 [data/s: 0.13006][batch/s: 0.18483][loss: 2.252892e-01][top1: 91.666664][top5: 100.000000]
2022-09-10 23:32:21,423 valid 050 [data/s: 0.00284][batch/s: 0.05730][loss: 2.586190e-01][top1: 91.768788][top5: 99.693626]
2022-09-10 23:32:24,158 valid 100 [data/s: 0.00156][batch/s: 0.05602][loss: 2.508811e-01][top1: 92.058578][top5: 99.711220]
2022-09-10 23:32:24,409 valid_acc 92.099997	best_val_acc 93.789998
2022-09-10 23:32:24,723 epoch 160 lr 2.076674e-02
2022-09-10 23:32:25,223 train 000 [data/s: 0.15885][batch/s: 0.49553][loss: 3.584667e-01][top1: 91.666664][top5: 100.000000]
2022-09-10 23:32:41,360 train 050 [data/s: 0.00341][batch/s: 0.32613][loss: 2.628598e-01][top1: 93.770422][top5: 99.918300]
2022-09-10 23:32:57,466 train 100 [data/s: 0.00188][batch/s: 0.32415][loss: 2.574142e-01][top1: 93.749997][top5: 99.958746]
2022-09-10 23:33:13,575 train 150 [data/s: 0.00136][batch/s: 0.32349][loss: 2.675183e-01][top1: 93.398176][top5: 99.937914]
2022-09-10 23:33:29,692 train 200 [data/s: 0.00111][batch/s: 0.32320][loss: 2.727631e-01][top1: 93.356133][top5: 99.927446]
2022-09-10 23:33:45,982 train 250 [data/s: 0.00095][batch/s: 0.32372][loss: 2.811032e-01][top1: 93.090137][top5: 99.900398]
2022-09-10 23:34:02,122 train 300 [data/s: 0.00085][batch/s: 0.32357][loss: 2.861763e-01][top1: 92.950579][top5: 99.882336]
2022-09-10 23:34:18,227 train 350 [data/s: 0.00077][batch/s: 0.32336][loss: 2.920014e-01][top1: 92.821104][top5: 99.860517]
2022-09-10 23:34:34,331 train 400 [data/s: 0.00072][batch/s: 0.32320][loss: 2.943461e-01][top1: 92.822628][top5: 99.854530]
2022-09-10 23:34:50,434 train 450 [data/s: 0.00067][batch/s: 0.32307][loss: 2.942131e-01][top1: 92.876937][top5: 99.868348]
2022-09-10 23:35:06,542 train 500 [data/s: 0.00063][batch/s: 0.32298][loss: 2.938793e-01][top1: 92.893377][top5: 99.869011]
2022-09-10 23:35:12,995 train_acc 92.897997
2022-09-10 23:35:13,178 valid 000 [data/s: 0.12403][batch/s: 0.17886][loss: 2.952035e-01][top1: 92.708328][top5: 100.000000]
2022-09-10 23:35:15,928 valid 050 [data/s: 0.00274][batch/s: 0.05743][loss: 2.115736e-01][top1: 93.852122][top5: 99.754901]
2022-09-10 23:35:18,669 valid 100 [data/s: 0.00156][batch/s: 0.05613][loss: 2.024323e-01][top1: 93.966582][top5: 99.834983]
2022-09-10 23:35:19,068 valid_acc 93.979998	best_val_acc 93.979998
2022-09-10 23:35:19,382 epoch 161 lr 2.071753e-02
2022-09-10 23:35:19,889 train 000 [data/s: 0.17387][batch/s: 0.50230][loss: 3.363814e-01][top1: 91.666664][top5: 100.000000]
2022-09-10 23:35:36,004 train 050 [data/s: 0.00375][batch/s: 0.32584][loss: 2.873972e-01][top1: 93.178101][top5: 99.918300]
2022-09-10 23:35:52,127 train 100 [data/s: 0.00205][batch/s: 0.32416][loss: 2.807128e-01][top1: 93.265261][top5: 99.917491]
2022-09-10 23:36:08,234 train 150 [data/s: 0.00147][batch/s: 0.32349][loss: 2.820127e-01][top1: 93.225715][top5: 99.917218]
2022-09-10 23:36:24,349 train 200 [data/s: 0.00118][batch/s: 0.32320][loss: 2.843132e-01][top1: 93.195478][top5: 99.901534]
2022-09-10 23:36:40,498 train 250 [data/s: 0.00101][batch/s: 0.32315][loss: 2.844021e-01][top1: 93.206339][top5: 99.904548]
2022-09-10 23:36:56,644 train 300 [data/s: 0.00089][batch/s: 0.32312][loss: 2.854111e-01][top1: 93.185906][top5: 99.899640]
2022-09-10 23:37:12,764 train 350 [data/s: 0.00081][batch/s: 0.32301][loss: 2.873077e-01][top1: 93.094133][top5: 99.896130]
2022-09-10 23:37:28,881 train 400 [data/s: 0.00075][batch/s: 0.32293][loss: 2.881193e-01][top1: 93.097982][top5: 99.890897]
2022-09-10 23:37:44,995 train 450 [data/s: 0.00070][batch/s: 0.32286][loss: 2.902826e-01][top1: 93.020138][top5: 99.884515]
2022-09-10 23:38:01,134 train 500 [data/s: 0.00066][batch/s: 0.32285][loss: 2.927189e-01][top1: 93.005653][top5: 99.875249]
2022-09-10 23:38:07,607 train_acc 93.041997
2022-09-10 23:38:07,773 valid 000 [data/s: 0.10674][batch/s: 0.16161][loss: 3.052966e-01][top1: 90.625000][top5: 100.000000]
2022-09-10 23:38:10,510 valid 050 [data/s: 0.00238][batch/s: 0.05684][loss: 2.174422e-01][top1: 93.361926][top5: 99.795751]
2022-09-10 23:38:13,247 valid 100 [data/s: 0.00134][batch/s: 0.05579][loss: 2.061360e-01][top1: 93.646862][top5: 99.845296]
2022-09-10 23:38:13,497 valid_acc 93.659998	best_val_acc 93.979998
2022-09-10 23:38:13,816 epoch 162 lr 2.066810e-02
2022-09-10 23:38:14,316 train 000 [data/s: 0.16164][batch/s: 0.49530][loss: 2.246392e-01][top1: 95.833328][top5: 100.000000]
2022-09-10 23:38:30,436 train 050 [data/s: 0.00348][batch/s: 0.32581][loss: 2.798425e-01][top1: 93.239376][top5: 99.897875]
2022-09-10 23:38:46,614 train 100 [data/s: 0.00192][batch/s: 0.32469][loss: 2.813780e-01][top1: 93.316829][top5: 99.917491]
2022-09-10 23:39:02,794 train 150 [data/s: 0.00139][batch/s: 0.32433][loss: 2.861310e-01][top1: 93.287801][top5: 99.924117]
2022-09-10 23:39:18,976 train 200 [data/s: 0.00112][batch/s: 0.32415][loss: 2.870193e-01][top1: 93.278397][top5: 99.911898]
2022-09-10 23:39:35,106 train 250 [data/s: 0.00104][batch/s: 0.32384][loss: 2.890399e-01][top1: 93.260289][top5: 99.912848]
2022-09-10 23:39:51,221 train 300 [data/s: 0.00092][batch/s: 0.32359][loss: 2.878049e-01][top1: 93.234355][top5: 99.913482]
2022-09-10 23:40:07,329 train 350 [data/s: 0.00083][batch/s: 0.32339][loss: 2.886086e-01][top1: 93.165358][top5: 99.902065]
2022-09-10 23:40:23,438 train 400 [data/s: 0.00077][batch/s: 0.32324][loss: 2.901503e-01][top1: 93.092786][top5: 99.898690]
2022-09-10 23:40:39,570 train 450 [data/s: 0.00072][batch/s: 0.32317][loss: 2.911655e-01][top1: 93.119454][top5: 99.891444]
2022-09-10 23:40:55,676 train 500 [data/s: 0.00068][batch/s: 0.32306][loss: 2.928537e-01][top1: 93.101295][top5: 99.887724]
2022-09-10 23:41:02,149 train_acc 93.093997
2022-09-10 23:41:02,327 valid 000 [data/s: 0.11711][batch/s: 0.17194][loss: 4.459136e-01][top1: 88.541664][top5: 100.000000]
2022-09-10 23:41:05,076 valid 050 [data/s: 0.00259][batch/s: 0.05726][loss: 2.519439e-01][top1: 92.708331][top5: 99.754901]
2022-09-10 23:41:07,813 valid 100 [data/s: 0.00145][batch/s: 0.05602][loss: 2.312452e-01][top1: 93.007423][top5: 99.834983]
2022-09-10 23:41:08,065 valid_acc 92.969998	best_val_acc 93.979998
2022-09-10 23:41:08,408 epoch 163 lr 2.061844e-02
2022-09-10 23:41:08,955 train 000 [data/s: 0.14375][batch/s: 0.54264][loss: 2.899762e-01][top1: 92.708328][top5: 100.000000]
2022-09-10 23:41:25,060 train 050 [data/s: 0.00314][batch/s: 0.32644][loss: 3.031465e-01][top1: 92.585782][top5: 99.816176]
2022-09-10 23:41:41,199 train 100 [data/s: 0.00174][batch/s: 0.32463][loss: 2.898640e-01][top1: 93.110559][top5: 99.855610]
2022-09-10 23:41:57,304 train 150 [data/s: 0.00127][batch/s: 0.32379][loss: 2.856637e-01][top1: 93.267106][top5: 99.882726]
2022-09-10 23:42:13,414 train 200 [data/s: 0.00104][batch/s: 0.32339][loss: 2.898308e-01][top1: 93.278397][top5: 99.880804]
2022-09-10 23:42:29,526 train 250 [data/s: 0.00090][batch/s: 0.32316][loss: 2.928085e-01][top1: 93.156538][top5: 99.879648]
2022-09-10 23:42:45,629 train 300 [data/s: 0.00080][batch/s: 0.32298][loss: 2.934098e-01][top1: 93.123613][top5: 99.875415]
2022-09-10 23:43:02,068 train 350 [data/s: 0.00073][batch/s: 0.32380][loss: 2.917109e-01][top1: 93.117875][top5: 99.884259]
2022-09-10 23:43:18,335 train 400 [data/s: 0.00068][batch/s: 0.32400][loss: 2.920416e-01][top1: 93.079798][top5: 99.890897]
2022-09-10 23:43:34,505 train 450 [data/s: 0.00064][batch/s: 0.32393][loss: 2.914483e-01][top1: 93.080190][top5: 99.893754]
2022-09-10 23:43:50,689 train 500 [data/s: 0.00061][batch/s: 0.32391][loss: 2.907893e-01][top1: 93.057632][top5: 99.900199]
2022-09-10 23:43:57,177 train_acc 93.087998
2022-09-10 23:43:57,347 valid 000 [data/s: 0.11044][batch/s: 0.16525][loss: 3.443079e-01][top1: 91.666664][top5: 100.000000]
2022-09-10 23:44:00,085 valid 050 [data/s: 0.00247][batch/s: 0.05693][loss: 2.354916e-01][top1: 93.075977][top5: 99.816176]
2022-09-10 23:44:02,822 valid 100 [data/s: 0.00139][batch/s: 0.05584][loss: 2.208221e-01][top1: 93.213694][top5: 99.855610]
2022-09-10 23:44:03,090 valid_acc 93.219997	best_val_acc 93.979998
2022-09-10 23:44:03,410 epoch 164 lr 2.056856e-02
2022-09-10 23:44:03,921 train 000 [data/s: 0.16569][batch/s: 0.50645][loss: 3.696979e-01][top1: 91.666664][top5: 100.000000]
2022-09-10 23:44:20,068 train 050 [data/s: 0.00355][batch/s: 0.32655][loss: 3.024619e-01][top1: 92.973854][top5: 99.897875]
2022-09-10 23:44:36,184 train 100 [data/s: 0.00195][batch/s: 0.32445][loss: 2.887238e-01][top1: 93.048677][top5: 99.896864]
2022-09-10 23:44:52,296 train 150 [data/s: 0.00141][batch/s: 0.32372][loss: 2.814357e-01][top1: 93.198121][top5: 99.917218]
2022-09-10 23:45:08,416 train 200 [data/s: 0.00113][batch/s: 0.32339][loss: 2.863595e-01][top1: 93.211026][top5: 99.901534]
2022-09-10 23:45:24,573 train 250 [data/s: 0.00097][batch/s: 0.32334][loss: 2.907418e-01][top1: 93.160688][top5: 99.871347]
2022-09-10 23:45:40,703 train 300 [data/s: 0.00086][batch/s: 0.32322][loss: 2.928444e-01][top1: 93.109770][top5: 99.854651]
2022-09-10 23:45:56,856 train 350 [data/s: 0.00078][batch/s: 0.32319][loss: 2.958497e-01][top1: 93.031811][top5: 99.845678]
2022-09-10 23:46:12,961 train 400 [data/s: 0.00072][batch/s: 0.32306][loss: 2.931937e-01][top1: 93.097982][top5: 99.851932]
2022-09-10 23:46:29,066 train 450 [data/s: 0.00068][batch/s: 0.32295][loss: 2.948306e-01][top1: 93.082499][top5: 99.854489]
2022-09-10 23:46:45,176 train 500 [data/s: 0.00064][batch/s: 0.32288][loss: 2.974494e-01][top1: 93.016049][top5: 99.850299]
2022-09-10 23:46:51,641 train_acc 92.975997
2022-09-10 23:46:51,816 valid 000 [data/s: 0.11581][batch/s: 0.17061][loss: 2.265417e-01][top1: 92.708328][top5: 100.000000]
2022-09-10 23:46:54,552 valid 050 [data/s: 0.00253][batch/s: 0.05699][loss: 2.090121e-01][top1: 93.382351][top5: 99.775326]
2022-09-10 23:46:57,287 valid 100 [data/s: 0.00140][batch/s: 0.05585][loss: 2.007669e-01][top1: 93.512786][top5: 99.824669]
2022-09-10 23:46:57,531 valid_acc 93.539998	best_val_acc 93.979998
2022-09-10 23:46:57,871 epoch 165 lr 2.051846e-02
2022-09-10 23:46:58,369 train 000 [data/s: 0.16277][batch/s: 0.49423][loss: 1.746249e-01][top1: 95.833328][top5: 100.000000]
2022-09-10 23:47:14,480 train 050 [data/s: 0.00352][batch/s: 0.32559][loss: 2.494794e-01][top1: 94.117644][top5: 99.938725]
2022-09-10 23:47:30,590 train 100 [data/s: 0.00194][batch/s: 0.32390][loss: 2.718180e-01][top1: 93.533413][top5: 99.917491]
2022-09-10 23:47:46,728 train 150 [data/s: 0.00141][batch/s: 0.32353][loss: 2.851424e-01][top1: 93.384379][top5: 99.917218]
2022-09-10 23:48:02,839 train 200 [data/s: 0.00113][batch/s: 0.32320][loss: 2.825609e-01][top1: 93.340586][top5: 99.906716]
2022-09-10 23:48:18,953 train 250 [data/s: 0.00097][batch/s: 0.32302][loss: 2.827747e-01][top1: 93.322541][top5: 99.900398]
2022-09-10 23:48:35,079 train 300 [data/s: 0.00087][batch/s: 0.32294][loss: 2.846353e-01][top1: 93.258580][top5: 99.878875]
2022-09-10 23:48:51,197 train 350 [data/s: 0.00079][batch/s: 0.32285][loss: 2.873465e-01][top1: 93.162391][top5: 99.872388]
2022-09-10 23:49:07,357 train 400 [data/s: 0.00074][batch/s: 0.32290][loss: 2.897172e-01][top1: 93.082396][top5: 99.867518]
2022-09-10 23:49:23,476 train 450 [data/s: 0.00070][batch/s: 0.32284][loss: 2.936436e-01][top1: 92.973944][top5: 99.868347]
2022-09-10 23:49:39,588 train 500 [data/s: 0.00066][batch/s: 0.32278][loss: 2.952478e-01][top1: 92.941198][top5: 99.871091]
2022-09-10 23:49:46,069 train_acc 92.949997
2022-09-10 23:49:46,268 valid 000 [data/s: 0.13867][batch/s: 0.19356][loss: 3.613290e-01][top1: 89.583328][top5: 100.000000]
2022-09-10 23:49:49,007 valid 050 [data/s: 0.00303][batch/s: 0.05751][loss: 2.352938e-01][top1: 92.585781][top5: 99.632352]
2022-09-10 23:49:51,745 valid 100 [data/s: 0.00168][batch/s: 0.05615][loss: 2.237849e-01][top1: 92.893975][top5: 99.773102]
2022-09-10 23:49:51,989 valid_acc 92.869998	best_val_acc 93.979998
2022-09-10 23:49:52,306 epoch 166 lr 2.046814e-02
2022-09-10 23:49:52,831 train 000 [data/s: 0.19395][batch/s: 0.52047][loss: 4.190121e-01][top1: 92.708328][top5: 98.958328]
2022-09-10 23:50:08,978 train 050 [data/s: 0.00410][batch/s: 0.32680][loss: 2.855556e-01][top1: 93.607023][top5: 99.775326]
2022-09-10 23:50:25,089 train 100 [data/s: 0.00222][batch/s: 0.32454][loss: 2.775131e-01][top1: 93.584981][top5: 99.834983]
2022-09-10 23:50:41,198 train 150 [data/s: 0.00159][batch/s: 0.32376][loss: 2.702505e-01][top1: 93.715505][top5: 99.868929]
2022-09-10 23:50:57,309 train 200 [data/s: 0.00127][batch/s: 0.32337][loss: 2.731663e-01][top1: 93.578977][top5: 99.880804]
2022-09-10 23:51:13,423 train 250 [data/s: 0.00108][batch/s: 0.32315][loss: 2.772059e-01][top1: 93.467793][top5: 99.879648]
2022-09-10 23:51:29,553 train 300 [data/s: 0.00096][batch/s: 0.32306][loss: 2.815279e-01][top1: 93.279344][top5: 99.882336]
2022-09-10 23:51:45,668 train 350 [data/s: 0.00087][batch/s: 0.32295][loss: 2.851624e-01][top1: 93.200971][top5: 99.881291]
2022-09-10 23:52:01,825 train 400 [data/s: 0.00080][batch/s: 0.32298][loss: 2.863405e-01][top1: 93.170716][top5: 99.875311]
2022-09-10 23:52:18,043 train 450 [data/s: 0.00075][batch/s: 0.32313][loss: 2.873029e-01][top1: 93.112525][top5: 99.861418]
2022-09-10 23:52:34,296 train 500 [data/s: 0.00071][batch/s: 0.32332][loss: 2.878329e-01][top1: 93.138720][top5: 99.860695]
2022-09-10 23:52:40,774 train_acc 93.153997
2022-09-10 23:52:40,954 valid 000 [data/s: 0.12063][batch/s: 0.17540][loss: 3.507951e-01][top1: 89.583328][top5: 100.000000]
2022-09-10 23:52:43,691 valid 050 [data/s: 0.00265][batch/s: 0.05710][loss: 2.540935e-01][top1: 92.299834][top5: 99.591502]
2022-09-10 23:52:46,427 valid 100 [data/s: 0.00148][batch/s: 0.05593][loss: 2.545881e-01][top1: 92.605195][top5: 99.669966]
2022-09-10 23:52:46,695 valid_acc 92.589997	best_val_acc 93.979998
2022-09-10 23:52:47,050 epoch 167 lr 2.041760e-02
2022-09-10 23:52:47,581 train 000 [data/s: 0.19129][batch/s: 0.52687][loss: 3.057647e-01][top1: 91.666664][top5: 100.000000]
2022-09-10 23:53:03,697 train 050 [data/s: 0.00406][batch/s: 0.32632][loss: 2.930797e-01][top1: 92.912579][top5: 99.857025]
2022-09-10 23:53:19,811 train 100 [data/s: 0.00221][batch/s: 0.32432][loss: 2.916353e-01][top1: 93.069304][top5: 99.824669]
2022-09-10 23:53:35,958 train 150 [data/s: 0.00159][batch/s: 0.32386][loss: 2.896598e-01][top1: 93.032558][top5: 99.862030]
2022-09-10 23:53:52,212 train 200 [data/s: 0.00128][batch/s: 0.32416][loss: 2.931726e-01][top1: 92.941540][top5: 99.880804]
2022-09-10 23:54:08,833 train 250 [data/s: 0.00110][batch/s: 0.32581][loss: 2.982169e-01][top1: 92.820382][top5: 99.879648]
2022-09-10 23:54:25,150 train 300 [data/s: 0.00097][batch/s: 0.32590][loss: 2.956507e-01][top1: 92.895208][top5: 99.878875]
2022-09-10 23:54:41,393 train 350 [data/s: 0.00087][batch/s: 0.32575][loss: 2.977927e-01][top1: 92.809233][top5: 99.875356]
2022-09-10 23:54:57,507 train 400 [data/s: 0.00080][batch/s: 0.32532][loss: 2.954019e-01][top1: 92.856398][top5: 99.880507]
2022-09-10 23:55:13,618 train 450 [data/s: 0.00075][batch/s: 0.32497][loss: 2.981734e-01][top1: 92.826125][top5: 99.872967]
2022-09-10 23:55:29,753 train 500 [data/s: 0.00071][batch/s: 0.32475][loss: 2.967324e-01][top1: 92.887140][top5: 99.860695]
2022-09-10 23:55:36,280 train_acc 92.919997
2022-09-10 23:55:36,464 valid 000 [data/s: 0.12317][batch/s: 0.17823][loss: 2.218805e-01][top1: 91.666664][top5: 100.000000]
2022-09-10 23:55:39,201 valid 050 [data/s: 0.00270][batch/s: 0.05717][loss: 2.068352e-01][top1: 93.852122][top5: 99.693626]
2022-09-10 23:55:41,938 valid 100 [data/s: 0.00151][batch/s: 0.05596][loss: 1.937390e-01][top1: 94.007836][top5: 99.793729]
2022-09-10 23:55:42,213 valid_acc 93.969997	best_val_acc 93.979998
2022-09-10 23:55:42,530 epoch 168 lr 2.036685e-02
2022-09-10 23:55:43,009 train 000 [data/s: 0.14538][batch/s: 0.47406][loss: 2.137997e-01][top1: 94.791664][top5: 100.000000]
2022-09-10 23:55:59,124 train 050 [data/s: 0.00315][batch/s: 0.32529][loss: 2.668475e-01][top1: 93.872546][top5: 99.816176]
2022-09-10 23:56:15,231 train 100 [data/s: 0.00174][batch/s: 0.32373][loss: 2.730565e-01][top1: 93.481846][top5: 99.834983]
2022-09-10 23:56:31,361 train 150 [data/s: 0.00127][batch/s: 0.32335][loss: 2.779176e-01][top1: 93.453364][top5: 99.868929]
2022-09-10 23:56:47,473 train 200 [data/s: 0.00103][batch/s: 0.32307][loss: 2.796657e-01][top1: 93.413140][top5: 99.885986]
2022-09-10 23:57:03,589 train 250 [data/s: 0.00089][batch/s: 0.32293][loss: 2.779461e-01][top1: 93.463643][top5: 99.904548]
2022-09-10 23:57:19,703 train 300 [data/s: 0.00079][batch/s: 0.32282][loss: 2.846374e-01][top1: 93.230894][top5: 99.889257]
2022-09-10 23:57:35,815 train 350 [data/s: 0.00073][batch/s: 0.32273][loss: 2.847308e-01][top1: 93.245487][top5: 99.881291]
2022-09-10 23:57:51,923 train 400 [data/s: 0.00067][batch/s: 0.32266][loss: 2.836347e-01][top1: 93.298002][top5: 99.890897]
2022-09-10 23:58:08,064 train 450 [data/s: 0.00063][batch/s: 0.32268][loss: 2.837058e-01][top1: 93.306539][top5: 99.891444]
2022-09-10 23:58:24,174 train 500 [data/s: 0.00060][batch/s: 0.32263][loss: 2.850335e-01][top1: 93.267629][top5: 99.883566]
2022-09-10 23:58:30,658 train_acc 93.265997
2022-09-10 23:58:30,831 valid 000 [data/s: 0.11254][batch/s: 0.16732][loss: 2.964121e-01][top1: 89.583328][top5: 100.000000]
2022-09-10 23:58:33,578 valid 050 [data/s: 0.00249][batch/s: 0.05715][loss: 2.097684e-01][top1: 93.627449][top5: 99.775326]
2022-09-10 23:58:36,329 valid 100 [data/s: 0.00140][batch/s: 0.05609][loss: 1.972217e-01][top1: 93.842819][top5: 99.845296]
2022-09-10 23:58:36,579 valid_acc 93.799997	best_val_acc 93.979998
2022-09-10 23:58:36,922 epoch 169 lr 2.031588e-02
2022-09-10 23:58:37,428 train 000 [data/s: 0.17356][batch/s: 0.50234][loss: 3.687474e-01][top1: 91.666664][top5: 98.958328]
2022-09-10 23:58:53,532 train 050 [data/s: 0.00371][batch/s: 0.32560][loss: 2.626282e-01][top1: 93.913396][top5: 99.795751]
2022-09-10 23:59:09,638 train 100 [data/s: 0.00202][batch/s: 0.32388][loss: 2.685620e-01][top1: 93.925327][top5: 99.855610]
2022-09-10 23:59:25,772 train 150 [data/s: 0.00146][batch/s: 0.32348][loss: 2.775544e-01][top1: 93.487856][top5: 99.834436]
2022-09-10 23:59:41,882 train 200 [data/s: 0.00117][batch/s: 0.32316][loss: 2.829644e-01][top1: 93.330221][top5: 99.844527]
2022-09-10 23:59:58,196 train 250 [data/s: 0.00101][batch/s: 0.32378][loss: 2.872249e-01][top1: 93.235389][top5: 99.858897]
2022-09-11 00:00:14,445 train 300 [data/s: 0.00089][batch/s: 0.32398][loss: 2.934647e-01][top1: 93.030175][top5: 99.858111]
2022-09-11 00:00:30,551 train 350 [data/s: 0.00081][batch/s: 0.32372][loss: 2.938223e-01][top1: 93.052585][top5: 99.869420]
2022-09-11 00:00:46,709 train 400 [data/s: 0.00074][batch/s: 0.32365][loss: 2.942448e-01][top1: 93.022649][top5: 99.872713]
2022-09-11 00:01:02,825 train 450 [data/s: 0.00070][batch/s: 0.32350][loss: 2.960641e-01][top1: 93.006280][top5: 99.877586]
2022-09-11 00:01:18,941 train 500 [data/s: 0.00066][batch/s: 0.32338][loss: 2.979142e-01][top1: 92.982782][top5: 99.875249]
2022-09-11 00:01:25,416 train_acc 92.975997
2022-09-11 00:01:25,593 valid 000 [data/s: 0.11778][batch/s: 0.17267][loss: 2.980634e-01][top1: 90.625000][top5: 100.000000]
2022-09-11 00:01:28,331 valid 050 [data/s: 0.00260][batch/s: 0.05707][loss: 2.310366e-01][top1: 92.851305][top5: 99.775326]
2022-09-11 00:01:31,097 valid 100 [data/s: 0.00146][batch/s: 0.05620][loss: 2.263753e-01][top1: 93.058991][top5: 99.845296]
2022-09-11 00:01:31,339 valid_acc 93.119997	best_val_acc 93.979998
2022-09-11 00:01:31,666 epoch 170 lr 2.026469e-02
2022-09-11 00:01:32,168 train 000 [data/s: 0.16373][batch/s: 0.49774][loss: 3.791729e-01][top1: 91.666664][top5: 100.000000]
2022-09-11 00:01:48,302 train 050 [data/s: 0.00350][batch/s: 0.32612][loss: 2.673478e-01][top1: 93.770422][top5: 99.959150]
2022-09-11 00:02:04,408 train 100 [data/s: 0.00192][batch/s: 0.32414][loss: 2.688316e-01][top1: 93.894387][top5: 99.896864]
2022-09-11 00:02:20,561 train 150 [data/s: 0.00139][batch/s: 0.32378][loss: 2.714800e-01][top1: 93.701708][top5: 99.896523]
2022-09-11 00:02:36,800 train 200 [data/s: 0.00113][batch/s: 0.32403][loss: 2.787718e-01][top1: 93.480512][top5: 99.880804]
2022-09-11 00:02:52,927 train 250 [data/s: 0.00097][batch/s: 0.32373][loss: 2.829776e-01][top1: 93.380642][top5: 99.883798]
2022-09-11 00:03:09,066 train 300 [data/s: 0.00086][batch/s: 0.32357][loss: 2.839653e-01][top1: 93.400468][top5: 99.858111]
2022-09-11 00:03:25,201 train 350 [data/s: 0.00078][batch/s: 0.32345][loss: 2.859996e-01][top1: 93.384969][top5: 99.842711]
2022-09-11 00:03:41,386 train 400 [data/s: 0.00073][batch/s: 0.32348][loss: 2.875388e-01][top1: 93.272026][top5: 99.854530]
2022-09-11 00:03:57,509 train 450 [data/s: 0.00069][batch/s: 0.32337][loss: 2.890226e-01][top1: 93.248796][top5: 99.856799]
2022-09-11 00:04:13,768 train 500 [data/s: 0.00066][batch/s: 0.32355][loss: 2.918810e-01][top1: 93.201095][top5: 99.858615]
2022-09-11 00:04:20,240 train_acc 93.185997
2022-09-11 00:04:20,433 valid 000 [data/s: 0.13313][batch/s: 0.18787][loss: 2.781667e-01][top1: 88.541664][top5: 100.000000]
2022-09-11 00:04:23,170 valid 050 [data/s: 0.00288][batch/s: 0.05734][loss: 2.546713e-01][top1: 92.381534][top5: 99.754901]
2022-09-11 00:04:25,908 valid 100 [data/s: 0.00160][batch/s: 0.05606][loss: 2.435817e-01][top1: 92.481433][top5: 99.845296]
2022-09-11 00:04:26,158 valid_acc 92.449997	best_val_acc 93.979998
2022-09-11 00:04:26,499 epoch 171 lr 2.021329e-02
2022-09-11 00:04:27,044 train 000 [data/s: 0.16335][batch/s: 0.54032][loss: 2.733656e-01][top1: 91.666664][top5: 100.000000]
2022-09-11 00:04:43,443 train 050 [data/s: 0.00355][batch/s: 0.33214][loss: 2.903598e-01][top1: 93.055553][top5: 99.959150]
2022-09-11 00:04:59,891 train 100 [data/s: 0.00196][batch/s: 0.33057][loss: 2.718662e-01][top1: 93.698430][top5: 99.886551]
2022-09-11 00:05:16,125 train 150 [data/s: 0.00142][batch/s: 0.32862][loss: 2.748005e-01][top1: 93.646521][top5: 99.910320]
2022-09-11 00:05:32,236 train 200 [data/s: 0.00115][batch/s: 0.32702][loss: 2.741122e-01][top1: 93.620437][top5: 99.875621]
2022-09-11 00:05:48,367 train 250 [data/s: 0.00099][batch/s: 0.32615][loss: 2.755258e-01][top1: 93.554944][top5: 99.863047]
2022-09-11 00:06:04,471 train 300 [data/s: 0.00087][batch/s: 0.32547][loss: 2.804443e-01][top1: 93.407390][top5: 99.865033]
2022-09-11 00:06:20,573 train 350 [data/s: 0.00079][batch/s: 0.32498][loss: 2.800893e-01][top1: 93.408711][top5: 99.866452]
2022-09-11 00:06:36,682 train 400 [data/s: 0.00073][batch/s: 0.32463][loss: 2.803758e-01][top1: 93.399312][top5: 99.870116]
2022-09-11 00:06:52,999 train 450 [data/s: 0.00069][batch/s: 0.32482][loss: 2.812881e-01][top1: 93.389687][top5: 99.866038]
2022-09-11 00:07:09,148 train 500 [data/s: 0.00065][batch/s: 0.32464][loss: 2.834571e-01][top1: 93.361192][top5: 99.860695]
2022-09-11 00:07:15,627 train_acc 93.347998
2022-09-11 00:07:15,797 valid 000 [data/s: 0.11125][batch/s: 0.16605][loss: 2.183563e-01][top1: 89.583328][top5: 100.000000]
2022-09-11 00:07:18,535 valid 050 [data/s: 0.00247][batch/s: 0.05694][loss: 2.156949e-01][top1: 92.871729][top5: 99.775326]
2022-09-11 00:07:21,286 valid 100 [data/s: 0.00140][batch/s: 0.05599][loss: 2.044820e-01][top1: 93.007423][top5: 99.855610]
2022-09-11 00:07:21,550 valid_acc 93.009997	best_val_acc 93.979998
2022-09-11 00:07:21,964 epoch 172 lr 2.016168e-02
2022-09-11 00:07:22,471 train 000 [data/s: 0.16355][batch/s: 0.50266][loss: 1.997078e-01][top1: 93.750000][top5: 100.000000]
2022-09-11 00:07:38,658 train 050 [data/s: 0.00354][batch/s: 0.32725][loss: 2.472858e-01][top1: 94.362742][top5: 99.857025]
2022-09-11 00:07:54,764 train 100 [data/s: 0.00196][batch/s: 0.32471][loss: 2.700403e-01][top1: 93.626235][top5: 99.845296]
2022-09-11 00:08:10,868 train 150 [data/s: 0.00142][batch/s: 0.32384][loss: 2.822110e-01][top1: 93.315395][top5: 99.841335]
2022-09-11 00:08:27,005 train 200 [data/s: 0.00114][batch/s: 0.32356][loss: 2.787391e-01][top1: 93.475329][top5: 99.834162]
2022-09-11 00:08:43,108 train 250 [data/s: 0.00098][batch/s: 0.32327][loss: 2.806656e-01][top1: 93.430442][top5: 99.854747]
2022-09-11 00:08:59,218 train 300 [data/s: 0.00087][batch/s: 0.32309][loss: 2.860786e-01][top1: 93.324333][top5: 99.854651]
2022-09-11 00:09:15,332 train 350 [data/s: 0.00079][batch/s: 0.32297][loss: 2.902515e-01][top1: 93.195035][top5: 99.857549]
2022-09-11 00:09:31,443 train 400 [data/s: 0.00073][batch/s: 0.32288][loss: 2.897004e-01][top1: 93.170716][top5: 99.867518]
2022-09-11 00:09:47,580 train 450 [data/s: 0.00069][batch/s: 0.32286][loss: 2.910278e-01][top1: 93.172577][top5: 99.861418]
2022-09-11 00:10:03,697 train 500 [data/s: 0.00065][batch/s: 0.32281][loss: 2.915105e-01][top1: 93.165749][top5: 99.866932]
2022-09-11 00:10:10,183 train_acc 93.151997
2022-09-11 00:10:10,350 valid 000 [data/s: 0.10778][batch/s: 0.16258][loss: 3.281924e-01][top1: 91.666664][top5: 100.000000]
2022-09-11 00:10:13,086 valid 050 [data/s: 0.00238][batch/s: 0.05685][loss: 1.965307e-01][top1: 94.178919][top5: 99.652777]
2022-09-11 00:10:15,823 valid 100 [data/s: 0.00134][batch/s: 0.05580][loss: 1.909469e-01][top1: 94.203793][top5: 99.783415]
2022-09-11 00:10:16,187 valid_acc 94.239997	best_val_acc 94.239997
2022-09-11 00:10:16,518 epoch 173 lr 2.010986e-02
2022-09-11 00:10:17,055 train 000 [data/s: 0.20246][batch/s: 0.53253][loss: 3.162180e-01][top1: 91.666664][top5: 100.000000]
2022-09-11 00:10:33,160 train 050 [data/s: 0.00427][batch/s: 0.32622][loss: 2.669343e-01][top1: 93.607023][top5: 99.959150]
2022-09-11 00:10:49,271 train 100 [data/s: 0.00231][batch/s: 0.32424][loss: 2.597300e-01][top1: 93.708743][top5: 99.938119]
2022-09-11 00:11:05,373 train 150 [data/s: 0.00164][batch/s: 0.32351][loss: 2.705028e-01][top1: 93.501653][top5: 99.937914]
2022-09-11 00:11:21,479 train 200 [data/s: 0.00131][batch/s: 0.32317][loss: 2.716308e-01][top1: 93.501241][top5: 99.911898]
2022-09-11 00:11:37,611 train 250 [data/s: 0.00111][batch/s: 0.32306][loss: 2.728228e-01][top1: 93.517594][top5: 99.912848]
2022-09-11 00:11:53,722 train 300 [data/s: 0.00098][batch/s: 0.32292][loss: 2.760552e-01][top1: 93.428154][top5: 99.916943]
2022-09-11 00:12:09,830 train 350 [data/s: 0.00089][batch/s: 0.32281][loss: 2.790139e-01][top1: 93.390904][top5: 99.908001]
2022-09-11 00:12:25,937 train 400 [data/s: 0.00082][batch/s: 0.32273][loss: 2.800959e-01][top1: 93.318784][top5: 99.916874]
2022-09-11 00:12:42,179 train 450 [data/s: 0.00076][batch/s: 0.32296][loss: 2.816218e-01][top1: 93.281132][top5: 99.916851]
2022-09-11 00:12:58,311 train 500 [data/s: 0.00072][batch/s: 0.32293][loss: 2.829277e-01][top1: 93.265550][top5: 99.916833]
2022-09-11 00:13:04,783 train_acc 93.229998
2022-09-11 00:13:04,959 valid 000 [data/s: 0.11578][batch/s: 0.17059][loss: 2.377306e-01][top1: 91.666664][top5: 100.000000]
2022-09-11 00:13:07,695 valid 050 [data/s: 0.00255][batch/s: 0.05700][loss: 2.506527e-01][top1: 92.647056][top5: 99.754901]
2022-09-11 00:13:10,432 valid 100 [data/s: 0.00142][batch/s: 0.05588][loss: 2.438675e-01][top1: 92.625823][top5: 99.762788]
2022-09-11 00:13:10,676 valid_acc 92.629998	best_val_acc 94.239997
2022-09-11 00:13:11,016 epoch 174 lr 2.005783e-02
2022-09-11 00:13:11,516 train 000 [data/s: 0.16119][batch/s: 0.49616][loss: 2.674266e-01][top1: 96.875000][top5: 100.000000]
2022-09-11 00:13:27,630 train 050 [data/s: 0.00349][batch/s: 0.32568][loss: 2.526916e-01][top1: 94.321893][top5: 99.897875]
2022-09-11 00:13:43,741 train 100 [data/s: 0.00191][batch/s: 0.32397][loss: 2.594720e-01][top1: 93.966582][top5: 99.927805]
2022-09-11 00:13:59,929 train 150 [data/s: 0.00138][batch/s: 0.32390][loss: 2.668603e-01][top1: 93.722404][top5: 99.924117]
2022-09-11 00:14:16,078 train 200 [data/s: 0.00112][batch/s: 0.32367][loss: 2.730769e-01][top1: 93.558248][top5: 99.911898]
2022-09-11 00:14:32,215 train 250 [data/s: 0.00096][batch/s: 0.32348][loss: 2.766379e-01][top1: 93.438743][top5: 99.892098]
2022-09-11 00:14:48,329 train 300 [data/s: 0.00085][batch/s: 0.32328][loss: 2.823539e-01][top1: 93.313951][top5: 99.899640]
2022-09-11 00:15:04,554 train 350 [data/s: 0.00078][batch/s: 0.32346][loss: 2.819270e-01][top1: 93.287035][top5: 99.893162]
2022-09-11 00:15:20,674 train 400 [data/s: 0.00073][batch/s: 0.32332][loss: 2.816472e-01][top1: 93.342163][top5: 99.890897]
2022-09-11 00:15:36,846 train 450 [data/s: 0.00068][batch/s: 0.32334][loss: 2.826581e-01][top1: 93.288061][top5: 99.893754]
2022-09-11 00:15:52,958 train 500 [data/s: 0.00065][batch/s: 0.32323][loss: 2.828389e-01][top1: 93.336242][top5: 99.896041]
2022-09-11 00:15:59,413 train_acc 93.353998
2022-09-11 00:15:59,607 valid 000 [data/s: 0.13528][batch/s: 0.19004][loss: 1.526190e-01][top1: 94.791664][top5: 100.000000]
2022-09-11 00:16:02,345 valid 050 [data/s: 0.00294][batch/s: 0.05741][loss: 1.916718e-01][top1: 94.362743][top5: 99.714051]
2022-09-11 00:16:05,109 valid 100 [data/s: 0.00164][batch/s: 0.05635][loss: 1.836968e-01][top1: 94.389436][top5: 99.814356]
2022-09-11 00:16:05,509 valid_acc 94.409997	best_val_acc 94.409997
2022-09-11 00:16:05,820 epoch 175 lr 2.000559e-02
2022-09-11 00:16:06,311 train 000 [data/s: 0.15882][batch/s: 0.48726][loss: 1.694042e-01][top1: 96.875000][top5: 100.000000]
2022-09-11 00:16:22,444 train 050 [data/s: 0.00342][batch/s: 0.32589][loss: 2.746490e-01][top1: 93.688724][top5: 99.897875]
2022-09-11 00:16:38,548 train 100 [data/s: 0.00188][batch/s: 0.32400][loss: 2.885336e-01][top1: 93.481846][top5: 99.896864]
2022-09-11 00:16:54,651 train 150 [data/s: 0.00135][batch/s: 0.32336][loss: 2.807603e-01][top1: 93.612028][top5: 99.889624]
2022-09-11 00:17:10,763 train 200 [data/s: 0.00109][batch/s: 0.32308][loss: 2.829420e-01][top1: 93.521971][top5: 99.880804]
2022-09-11 00:17:26,872 train 250 [data/s: 0.00094][batch/s: 0.32290][loss: 2.871249e-01][top1: 93.380642][top5: 99.871347]
2022-09-11 00:17:42,979 train 300 [data/s: 0.00083][batch/s: 0.32277][loss: 2.867132e-01][top1: 93.341636][top5: 99.868493]
2022-09-11 00:17:59,160 train 350 [data/s: 0.00076][batch/s: 0.32290][loss: 2.840022e-01][top1: 93.379034][top5: 99.863485]
2022-09-11 00:18:15,284 train 400 [data/s: 0.00070][batch/s: 0.32284][loss: 2.841879e-01][top1: 93.394116][top5: 99.862323]
2022-09-11 00:18:31,398 train 450 [data/s: 0.00066][batch/s: 0.32278][loss: 2.834998e-01][top1: 93.375829][top5: 99.866038]
2022-09-11 00:18:47,503 train 500 [data/s: 0.00062][batch/s: 0.32271][loss: 2.880549e-01][top1: 93.273866][top5: 99.869011]
2022-09-11 00:18:53,958 train_acc 93.253997
2022-09-11 00:18:54,133 valid 000 [data/s: 0.11617][batch/s: 0.17098][loss: 2.261920e-01][top1: 91.666664][top5: 100.000000]
2022-09-11 00:18:56,870 valid 050 [data/s: 0.00256][batch/s: 0.05702][loss: 2.675320e-01][top1: 91.911762][top5: 99.693626]
2022-09-11 00:18:59,607 valid 100 [data/s: 0.00144][batch/s: 0.05589][loss: 2.766993e-01][top1: 91.625410][top5: 99.752474]
2022-09-11 00:18:59,855 valid_acc 91.629998	best_val_acc 94.409997
2022-09-11 00:19:00,199 epoch 176 lr 1.995315e-02
2022-09-11 00:19:00,687 train 000 [data/s: 0.15633][batch/s: 0.48383][loss: 2.711037e-01][top1: 93.750000][top5: 98.958328]
2022-09-11 00:19:16,796 train 050 [data/s: 0.00337][batch/s: 0.32534][loss: 2.927448e-01][top1: 92.830880][top5: 99.836601]
2022-09-11 00:19:32,973 train 100 [data/s: 0.00187][batch/s: 0.32445][loss: 2.805763e-01][top1: 93.182753][top5: 99.886551]
2022-09-11 00:19:49,136 train 150 [data/s: 0.00136][batch/s: 0.32405][loss: 2.878445e-01][top1: 93.239512][top5: 99.848233]
2022-09-11 00:20:05,248 train 200 [data/s: 0.00110][batch/s: 0.32361][loss: 2.782898e-01][top1: 93.594525][top5: 99.865256]
2022-09-11 00:20:21,359 train 250 [data/s: 0.00094][batch/s: 0.32333][loss: 2.767570e-01][top1: 93.588145][top5: 99.883798]
2022-09-11 00:20:37,491 train 300 [data/s: 0.00084][batch/s: 0.32321][loss: 2.779660e-01][top1: 93.476603][top5: 99.896179]
2022-09-11 00:20:53,602 train 350 [data/s: 0.00076][batch/s: 0.32307][loss: 2.808068e-01][top1: 93.352324][top5: 99.884259]
2022-09-11 00:21:09,711 train 400 [data/s: 0.00070][batch/s: 0.32296][loss: 2.818337e-01][top1: 93.274623][top5: 99.883104]
2022-09-11 00:21:25,827 train 450 [data/s: 0.00066][batch/s: 0.32289][loss: 2.844815e-01][top1: 93.216461][top5: 99.884515]
2022-09-11 00:21:41,936 train 500 [data/s: 0.00063][batch/s: 0.32282][loss: 2.866895e-01][top1: 93.165749][top5: 99.883566]
2022-09-11 00:21:48,400 train_acc 93.171997
2022-09-11 00:21:48,585 valid 000 [data/s: 0.12562][batch/s: 0.18035][loss: 2.081522e-01][top1: 92.708328][top5: 100.000000]
2022-09-11 00:21:51,322 valid 050 [data/s: 0.00274][batch/s: 0.05720][loss: 2.278693e-01][top1: 93.300651][top5: 99.795751]
2022-09-11 00:21:54,059 valid 100 [data/s: 0.00152][batch/s: 0.05598][loss: 2.216594e-01][top1: 93.440591][top5: 99.845296]
2022-09-11 00:21:54,297 valid_acc 93.439997	best_val_acc 94.409997
2022-09-11 00:21:54,635 epoch 177 lr 1.990051e-02
2022-09-11 00:21:55,134 train 000 [data/s: 0.16640][batch/s: 0.49419][loss: 3.930795e-01][top1: 91.666664][top5: 100.000000]
2022-09-11 00:22:11,243 train 050 [data/s: 0.00355][batch/s: 0.32555][loss: 2.830284e-01][top1: 93.116828][top5: 99.918300]
2022-09-11 00:22:27,359 train 100 [data/s: 0.00194][batch/s: 0.32396][loss: 2.745192e-01][top1: 93.419965][top5: 99.876237]
2022-09-11 00:22:43,467 train 150 [data/s: 0.00140][batch/s: 0.32336][loss: 2.725816e-01][top1: 93.432669][top5: 99.889624]
2022-09-11 00:22:59,575 train 200 [data/s: 0.00114][batch/s: 0.32306][loss: 2.772337e-01][top1: 93.356133][top5: 99.854892]
2022-09-11 00:23:15,699 train 250 [data/s: 0.00097][batch/s: 0.32295][loss: 2.836778e-01][top1: 93.198039][top5: 99.867197]
2022-09-11 00:23:31,820 train 300 [data/s: 0.00086][batch/s: 0.32286][loss: 2.904198e-01][top1: 93.030175][top5: 99.861572]
2022-09-11 00:23:47,930 train 350 [data/s: 0.00079][batch/s: 0.32276][loss: 2.912501e-01][top1: 93.031811][top5: 99.866452]
2022-09-11 00:24:04,037 train 400 [data/s: 0.00073][batch/s: 0.32269][loss: 2.906439e-01][top1: 93.064212][top5: 99.864920]
2022-09-11 00:24:20,140 train 450 [data/s: 0.00068][batch/s: 0.32262][loss: 2.900850e-01][top1: 93.110216][top5: 99.863728]
2022-09-11 00:24:36,265 train 500 [data/s: 0.00064][batch/s: 0.32261][loss: 2.902048e-01][top1: 93.090899][top5: 99.866932]
2022-09-11 00:24:42,715 train_acc 93.097998
2022-09-11 00:24:42,890 valid 000 [data/s: 0.11599][batch/s: 0.17077][loss: 3.374978e-01][top1: 90.625000][top5: 100.000000]
2022-09-11 00:24:45,627 valid 050 [data/s: 0.00255][batch/s: 0.05701][loss: 2.531476e-01][top1: 92.830879][top5: 99.754901]
2022-09-11 00:24:48,363 valid 100 [data/s: 0.00142][batch/s: 0.05587][loss: 2.454999e-01][top1: 92.863034][top5: 99.824669]
2022-09-11 00:24:48,612 valid_acc 92.869997	best_val_acc 94.409997
2022-09-11 00:24:48,926 epoch 178 lr 1.984766e-02
2022-09-11 00:24:49,413 train 000 [data/s: 0.14649][batch/s: 0.48251][loss: 2.353059e-01][top1: 95.833328][top5: 100.000000]
2022-09-11 00:25:05,525 train 050 [data/s: 0.00319][batch/s: 0.32539][loss: 2.598440e-01][top1: 94.056370][top5: 99.979575]
2022-09-11 00:25:21,633 train 100 [data/s: 0.00177][batch/s: 0.32379][loss: 2.727282e-01][top1: 93.636549][top5: 99.958746]
2022-09-11 00:25:37,835 train 150 [data/s: 0.00129][batch/s: 0.32387][loss: 2.712359e-01][top1: 93.667216][top5: 99.937914]
2022-09-11 00:25:53,972 train 200 [data/s: 0.00105][batch/s: 0.32359][loss: 2.766248e-01][top1: 93.532336][top5: 99.901534]
2022-09-11 00:26:10,085 train 250 [data/s: 0.00090][batch/s: 0.32333][loss: 2.792728e-01][top1: 93.438743][top5: 99.900398]
2022-09-11 00:26:26,200 train 300 [data/s: 0.00080][batch/s: 0.32315][loss: 2.832930e-01][top1: 93.365861][top5: 99.899640]
2022-09-11 00:26:42,307 train 350 [data/s: 0.00073][batch/s: 0.32301][loss: 2.865563e-01][top1: 93.292970][top5: 99.890194]
2022-09-11 00:26:58,413 train 400 [data/s: 0.00068][batch/s: 0.32290][loss: 2.887655e-01][top1: 93.227865][top5: 99.885702]
2022-09-11 00:27:14,545 train 450 [data/s: 0.00064][batch/s: 0.32287][loss: 2.900880e-01][top1: 93.191054][top5: 99.877586]
2022-09-11 00:27:30,745 train 500 [data/s: 0.00060][batch/s: 0.32298][loss: 2.897860e-01][top1: 93.190699][top5: 99.881486]
2022-09-11 00:27:37,218 train_acc 93.191997
2022-09-11 00:27:37,390 valid 000 [data/s: 0.11049][batch/s: 0.16531][loss: 2.722371e-01][top1: 91.666664][top5: 100.000000]
2022-09-11 00:27:40,126 valid 050 [data/s: 0.00244][batch/s: 0.05690][loss: 2.520066e-01][top1: 92.769605][top5: 99.632351]
2022-09-11 00:27:42,863 valid 100 [data/s: 0.00136][batch/s: 0.05583][loss: 2.353420e-01][top1: 93.017737][top5: 99.752474]
2022-09-11 00:27:43,106 valid_acc 93.019997	best_val_acc 94.409997
2022-09-11 00:27:43,448 epoch 179 lr 1.979461e-02
2022-09-11 00:27:43,938 train 000 [data/s: 0.15358][batch/s: 0.48607][loss: 3.334429e-01][top1: 92.708328][top5: 100.000000]
2022-09-11 00:28:00,090 train 050 [data/s: 0.00333][batch/s: 0.32623][loss: 2.785923e-01][top1: 93.239376][top5: 99.918300]
2022-09-11 00:28:16,281 train 100 [data/s: 0.00184][batch/s: 0.32504][loss: 2.707452e-01][top1: 93.461219][top5: 99.876237]
2022-09-11 00:28:32,391 train 150 [data/s: 0.00134][batch/s: 0.32410][loss: 2.719698e-01][top1: 93.425770][top5: 99.903421]
2022-09-11 00:28:48,494 train 200 [data/s: 0.00108][batch/s: 0.32359][loss: 2.775064e-01][top1: 93.340586][top5: 99.885986]
2022-09-11 00:29:04,618 train 250 [data/s: 0.00093][batch/s: 0.32337][loss: 2.780096e-01][top1: 93.397242][top5: 99.892098]
2022-09-11 00:29:20,728 train 300 [data/s: 0.00083][batch/s: 0.32317][loss: 2.767930e-01][top1: 93.462761][top5: 99.892718]
2022-09-11 00:29:36,844 train 350 [data/s: 0.00076][batch/s: 0.32305][loss: 2.766536e-01][top1: 93.503678][top5: 99.899097]
2022-09-11 00:29:52,966 train 400 [data/s: 0.00071][batch/s: 0.32298][loss: 2.799498e-01][top1: 93.425289][top5: 99.893495]
2022-09-11 00:30:09,079 train 450 [data/s: 0.00066][batch/s: 0.32290][loss: 2.817733e-01][top1: 93.410474][top5: 99.884515]
2022-09-11 00:30:25,210 train 500 [data/s: 0.00063][batch/s: 0.32287][loss: 2.811151e-01][top1: 93.440201][top5: 99.889803]
2022-09-11 00:30:31,676 train_acc 93.445998
2022-09-11 00:30:31,879 valid 000 [data/s: 0.14387][batch/s: 0.19869][loss: 2.254856e-01][top1: 91.666664][top5: 100.000000]
2022-09-11 00:30:34,616 valid 050 [data/s: 0.00310][batch/s: 0.05756][loss: 2.438713e-01][top1: 92.830880][top5: 99.816176]
2022-09-11 00:30:37,353 valid 100 [data/s: 0.00170][batch/s: 0.05616][loss: 2.318741e-01][top1: 93.007423][top5: 99.855610]
2022-09-11 00:30:37,595 valid_acc 93.009997	best_val_acc 94.409997
2022-09-11 00:30:37,912 epoch 180 lr 1.974136e-02
2022-09-11 00:30:38,401 train 000 [data/s: 0.15253][batch/s: 0.48499][loss: 2.243515e-01][top1: 94.791664][top5: 100.000000]
2022-09-11 00:30:54,515 train 050 [data/s: 0.00330][batch/s: 0.32547][loss: 2.584723e-01][top1: 93.709147][top5: 99.938725]
2022-09-11 00:31:10,619 train 100 [data/s: 0.00182][batch/s: 0.32379][loss: 2.672763e-01][top1: 93.584981][top5: 99.938119]
2022-09-11 00:31:26,722 train 150 [data/s: 0.00132][batch/s: 0.32322][loss: 2.659713e-01][top1: 93.577536][top5: 99.937914]
2022-09-11 00:31:42,848 train 200 [data/s: 0.00107][batch/s: 0.32304][loss: 2.622834e-01][top1: 93.729268][top5: 99.932628]
2022-09-11 00:31:58,957 train 250 [data/s: 0.00092][batch/s: 0.32287][loss: 2.666414e-01][top1: 93.608895][top5: 99.900398]
2022-09-11 00:32:15,072 train 300 [data/s: 0.00081][batch/s: 0.32278][loss: 2.688021e-01][top1: 93.566581][top5: 99.896179]
2022-09-11 00:32:31,205 train 350 [data/s: 0.00074][batch/s: 0.32276][loss: 2.702096e-01][top1: 93.560064][top5: 99.893162]
2022-09-11 00:32:47,416 train 400 [data/s: 0.00069][batch/s: 0.32294][loss: 2.719002e-01][top1: 93.534391][top5: 99.888300]
2022-09-11 00:33:03,555 train 450 [data/s: 0.00065][batch/s: 0.32292][loss: 2.774443e-01][top1: 93.389687][top5: 99.884515]
2022-09-11 00:33:19,724 train 500 [data/s: 0.00062][batch/s: 0.32297][loss: 2.790581e-01][top1: 93.338321][top5: 99.883566]
2022-09-11 00:33:26,199 train_acc 93.333997
2022-09-11 00:33:26,377 valid 000 [data/s: 0.11811][batch/s: 0.17295][loss: 2.586747e-01][top1: 92.708328][top5: 100.000000]
2022-09-11 00:33:29,167 valid 050 [data/s: 0.00263][batch/s: 0.05810][loss: 2.124904e-01][top1: 93.790848][top5: 99.571077]
2022-09-11 00:33:31,906 valid 100 [data/s: 0.00147][batch/s: 0.05645][loss: 1.996536e-01][top1: 93.935641][top5: 99.752474]
2022-09-11 00:33:32,152 valid_acc 93.959998	best_val_acc 94.409997
2022-09-11 00:33:32,495 epoch 181 lr 1.968791e-02
2022-09-11 00:33:32,997 train 000 [data/s: 0.17114][batch/s: 0.49750][loss: 2.779567e-01][top1: 92.708328][top5: 100.000000]
2022-09-11 00:33:49,103 train 050 [data/s: 0.00364][batch/s: 0.32555][loss: 2.701827e-01][top1: 93.464049][top5: 99.816176]
2022-09-11 00:34:05,213 train 100 [data/s: 0.00200][batch/s: 0.32389][loss: 2.560576e-01][top1: 93.935641][top5: 99.865924]
2022-09-11 00:34:21,390 train 150 [data/s: 0.00144][batch/s: 0.32378][loss: 2.629331e-01][top1: 93.743099][top5: 99.875827]
2022-09-11 00:34:37,545 train 200 [data/s: 0.00117][batch/s: 0.32361][loss: 2.668498e-01][top1: 93.578977][top5: 99.891169]
2022-09-11 00:34:53,658 train 250 [data/s: 0.00100][batch/s: 0.32334][loss: 2.696484e-01][top1: 93.538344][top5: 99.863047]
2022-09-11 00:35:09,899 train 300 [data/s: 0.00089][batch/s: 0.32358][loss: 2.739292e-01][top1: 93.459300][top5: 99.878875]
2022-09-11 00:35:26,015 train 350 [data/s: 0.00081][batch/s: 0.32340][loss: 2.773537e-01][top1: 93.402775][top5: 99.884259]
2022-09-11 00:35:42,150 train 400 [data/s: 0.00075][batch/s: 0.32332][loss: 2.779709e-01][top1: 93.396714][top5: 99.888300]
2022-09-11 00:35:58,298 train 450 [data/s: 0.00070][batch/s: 0.32328][loss: 2.783431e-01][top1: 93.438190][top5: 99.891444]
2022-09-11 00:36:14,472 train 500 [data/s: 0.00067][batch/s: 0.32330][loss: 2.796851e-01][top1: 93.444359][top5: 99.896041]
2022-09-11 00:36:20,935 train_acc 93.425997
2022-09-11 00:36:21,114 valid 000 [data/s: 0.12028][batch/s: 0.17520][loss: 2.455980e-01][top1: 89.583328][top5: 100.000000]
2022-09-11 00:36:23,850 valid 050 [data/s: 0.00263][batch/s: 0.05708][loss: 2.297783e-01][top1: 93.014703][top5: 99.836601]
2022-09-11 00:36:26,586 valid 100 [data/s: 0.00146][batch/s: 0.05591][loss: 2.207395e-01][top1: 93.162126][top5: 99.865923]
2022-09-11 00:36:26,821 valid_acc 93.139997	best_val_acc 94.409997
2022-09-11 00:36:27,134 epoch 182 lr 1.963426e-02
2022-09-11 00:36:27,615 train 000 [data/s: 0.14780][batch/s: 0.47631][loss: 5.040069e-01][top1: 87.500000][top5: 98.958328]
2022-09-11 00:36:43,756 train 050 [data/s: 0.00320][batch/s: 0.32584][loss: 2.874892e-01][top1: 93.178102][top5: 99.836601]
2022-09-11 00:36:59,891 train 100 [data/s: 0.00177][batch/s: 0.32428][loss: 2.757111e-01][top1: 93.584981][top5: 99.855610]
2022-09-11 00:37:16,002 train 150 [data/s: 0.00129][batch/s: 0.32360][loss: 2.778264e-01][top1: 93.522349][top5: 99.889624]
2022-09-11 00:37:32,154 train 200 [data/s: 0.00105][batch/s: 0.32346][loss: 2.798246e-01][top1: 93.423505][top5: 99.901534]
2022-09-11 00:37:48,262 train 250 [data/s: 0.00091][batch/s: 0.32320][loss: 2.774446e-01][top1: 93.467793][top5: 99.900398]
2022-09-11 00:38:04,390 train 300 [data/s: 0.00081][batch/s: 0.32309][loss: 2.818100e-01][top1: 93.348558][top5: 99.903100]
2022-09-11 00:38:20,500 train 350 [data/s: 0.00073][batch/s: 0.32296][loss: 2.870440e-01][top1: 93.218777][top5: 99.902065]
2022-09-11 00:38:36,868 train 400 [data/s: 0.00069][batch/s: 0.32351][loss: 2.859689e-01][top1: 93.266830][top5: 99.893495]
2022-09-11 00:38:53,022 train 450 [data/s: 0.00065][batch/s: 0.32347][loss: 2.837250e-01][top1: 93.338874][top5: 99.884515]
2022-09-11 00:39:09,217 train 500 [data/s: 0.00062][batch/s: 0.32351][loss: 2.856192e-01][top1: 93.240600][top5: 99.885645]
2022-09-11 00:39:15,751 train_acc 93.221997
2022-09-11 00:39:15,934 valid 000 [data/s: 0.12243][batch/s: 0.17722][loss: 3.069066e-01][top1: 87.500000][top5: 100.000000]
2022-09-11 00:39:18,670 valid 050 [data/s: 0.00268][batch/s: 0.05714][loss: 2.158012e-01][top1: 93.218952][top5: 99.775326]
2022-09-11 00:39:21,408 valid 100 [data/s: 0.00150][batch/s: 0.05595][loss: 2.085123e-01][top1: 93.450905][top5: 99.824669]
2022-09-11 00:39:21,674 valid_acc 93.519998	best_val_acc 94.409997
2022-09-11 00:39:22,034 epoch 183 lr 1.958042e-02
2022-09-11 00:39:22,556 train 000 [data/s: 0.17995][batch/s: 0.51838][loss: 3.665323e-01][top1: 93.750000][top5: 98.958328]
2022-09-11 00:39:38,752 train 050 [data/s: 0.00386][batch/s: 0.32771][loss: 2.963628e-01][top1: 93.178102][top5: 99.816176]
2022-09-11 00:39:54,930 train 100 [data/s: 0.00213][batch/s: 0.32566][loss: 2.743161e-01][top1: 93.780938][top5: 99.886551]
2022-09-11 00:40:11,067 train 150 [data/s: 0.00154][batch/s: 0.32469][loss: 2.729958e-01][top1: 93.529247][top5: 99.889624]
2022-09-11 00:40:27,261 train 200 [data/s: 0.00125][batch/s: 0.32449][loss: 2.771750e-01][top1: 93.470146][top5: 99.860074]
2022-09-11 00:40:43,398 train 250 [data/s: 0.00107][batch/s: 0.32414][loss: 2.776829e-01][top1: 93.488543][top5: 99.858897]
2022-09-11 00:40:59,509 train 300 [data/s: 0.00094][batch/s: 0.32382][loss: 2.815359e-01][top1: 93.376243][top5: 99.865033]
2022-09-11 00:41:15,624 train 350 [data/s: 0.00085][batch/s: 0.32360][loss: 2.828828e-01][top1: 93.304841][top5: 99.869420]
2022-09-11 00:41:31,731 train 400 [data/s: 0.00079][batch/s: 0.32342][loss: 2.826689e-01][top1: 93.305795][top5: 99.870116]
2022-09-11 00:41:47,972 train 450 [data/s: 0.00074][batch/s: 0.32358][loss: 2.817566e-01][top1: 93.325016][top5: 99.872967]
2022-09-11 00:42:04,164 train 500 [data/s: 0.00070][batch/s: 0.32360][loss: 2.850842e-01][top1: 93.253075][top5: 99.858615]
2022-09-11 00:42:10,619 train_acc 93.277997
2022-09-11 00:42:10,805 valid 000 [data/s: 0.12672][batch/s: 0.18178][loss: 3.459167e-01][top1: 89.583328][top5: 100.000000]
2022-09-11 00:42:13,542 valid 050 [data/s: 0.00277][batch/s: 0.05723][loss: 2.179947e-01][top1: 93.178102][top5: 99.714052]
2022-09-11 00:42:16,278 valid 100 [data/s: 0.00153][batch/s: 0.05599][loss: 2.093367e-01][top1: 93.337456][top5: 99.834983]
2022-09-11 00:42:16,517 valid_acc 93.339997	best_val_acc 94.409997
2022-09-11 00:42:16,832 epoch 184 lr 1.952638e-02
2022-09-11 00:42:17,340 train 000 [data/s: 0.16874][batch/s: 0.50423][loss: 2.773960e-01][top1: 91.666664][top5: 100.000000]
2022-09-11 00:42:33,458 train 050 [data/s: 0.00363][batch/s: 0.32592][loss: 2.910608e-01][top1: 92.892154][top5: 99.938725]
2022-09-11 00:42:49,564 train 100 [data/s: 0.00199][batch/s: 0.32404][loss: 2.834575e-01][top1: 93.141499][top5: 99.927805]
2022-09-11 00:43:05,670 train 150 [data/s: 0.00143][batch/s: 0.32340][loss: 2.678843e-01][top1: 93.749997][top5: 99.917218]
2022-09-11 00:43:21,805 train 200 [data/s: 0.00116][batch/s: 0.32323][loss: 2.716271e-01][top1: 93.635984][top5: 99.901534]
2022-09-11 00:43:37,910 train 250 [data/s: 0.00099][batch/s: 0.32300][loss: 2.728925e-01][top1: 93.592295][top5: 99.896248]
2022-09-11 00:43:54,022 train 300 [data/s: 0.00089][batch/s: 0.32288][loss: 2.772756e-01][top1: 93.473143][top5: 99.896179]
2022-09-11 00:44:10,126 train 350 [data/s: 0.00081][batch/s: 0.32276][loss: 2.762115e-01][top1: 93.521484][top5: 99.893162]
2022-09-11 00:44:26,234 train 400 [data/s: 0.00075][batch/s: 0.32269][loss: 2.768411e-01][top1: 93.539586][top5: 99.888300]
2022-09-11 00:44:42,367 train 450 [data/s: 0.00070][batch/s: 0.32268][loss: 2.813423e-01][top1: 93.394306][top5: 99.884515]
2022-09-11 00:44:58,529 train 500 [data/s: 0.00067][batch/s: 0.32274][loss: 2.820264e-01][top1: 93.348717][top5: 99.881486]
2022-09-11 00:45:04,995 train_acc 93.385997
2022-09-11 00:45:05,172 valid 000 [data/s: 0.11704][batch/s: 0.17181][loss: 3.463081e-01][top1: 90.625000][top5: 98.958328]
2022-09-11 00:45:07,908 valid 050 [data/s: 0.00257][batch/s: 0.05702][loss: 2.379894e-01][top1: 93.239376][top5: 99.714051]
2022-09-11 00:45:10,645 valid 100 [data/s: 0.00143][batch/s: 0.05589][loss: 2.189961e-01][top1: 93.512786][top5: 99.793729]
2022-09-11 00:45:10,889 valid_acc 93.569997	best_val_acc 94.409997
2022-09-11 00:45:11,235 epoch 185 lr 1.947216e-02
2022-09-11 00:45:11,731 train 000 [data/s: 0.16427][batch/s: 0.49142][loss: 2.074545e-01][top1: 92.708328][top5: 100.000000]
2022-09-11 00:45:27,870 train 050 [data/s: 0.00353][batch/s: 0.32609][loss: 2.353417e-01][top1: 94.342318][top5: 99.938725]
2022-09-11 00:45:44,273 train 100 [data/s: 0.00195][batch/s: 0.32706][loss: 2.435586e-01][top1: 94.183166][top5: 99.896864]
2022-09-11 00:46:00,396 train 150 [data/s: 0.00141][batch/s: 0.32554][loss: 2.612288e-01][top1: 93.825881][top5: 99.889624]
2022-09-11 00:46:16,516 train 200 [data/s: 0.00114][batch/s: 0.32476][loss: 2.715648e-01][top1: 93.578978][top5: 99.885986]
2022-09-11 00:46:32,666 train 250 [data/s: 0.00098][batch/s: 0.32441][loss: 2.718694e-01][top1: 93.567395][top5: 99.896248]
2022-09-11 00:46:48,780 train 300 [data/s: 0.00086][batch/s: 0.32405][loss: 2.732379e-01][top1: 93.486985][top5: 99.903100]
2022-09-11 00:47:04,890 train 350 [data/s: 0.00078][batch/s: 0.32379][loss: 2.773448e-01][top1: 93.396840][top5: 99.899097]
2022-09-11 00:47:21,004 train 400 [data/s: 0.00073][batch/s: 0.32360][loss: 2.792117e-01][top1: 93.365542][top5: 99.896093]
2022-09-11 00:47:37,144 train 450 [data/s: 0.00068][batch/s: 0.32351][loss: 2.796419e-01][top1: 93.373519][top5: 99.889135]
2022-09-11 00:47:53,280 train 500 [data/s: 0.00064][batch/s: 0.32343][loss: 2.809232e-01][top1: 93.357033][top5: 99.885645]
2022-09-11 00:47:59,739 train_acc 93.361998
2022-09-11 00:47:59,911 valid 000 [data/s: 0.11129][batch/s: 0.16687][loss: 2.254413e-01][top1: 92.708328][top5: 100.000000]
2022-09-11 00:48:02,648 valid 050 [data/s: 0.00246][batch/s: 0.05695][loss: 2.511742e-01][top1: 92.565357][top5: 99.714051]
2022-09-11 00:48:05,385 valid 100 [data/s: 0.00138][batch/s: 0.05585][loss: 2.525756e-01][top1: 92.347357][top5: 99.773101]
2022-09-11 00:48:05,642 valid_acc 92.349997	best_val_acc 94.409997
2022-09-11 00:48:05,958 epoch 186 lr 1.941774e-02
2022-09-11 00:48:06,537 train 000 [data/s: 0.17127][batch/s: 0.57422][loss: 3.028223e-01][top1: 94.791664][top5: 100.000000]
2022-09-11 00:48:22,652 train 050 [data/s: 0.00367][batch/s: 0.32724][loss: 2.984644e-01][top1: 92.973854][top5: 99.877450]
2022-09-11 00:48:38,761 train 100 [data/s: 0.00200][batch/s: 0.32473][loss: 2.842038e-01][top1: 93.440591][top5: 99.886551]
2022-09-11 00:48:54,873 train 150 [data/s: 0.00144][batch/s: 0.32391][loss: 2.737338e-01][top1: 93.715505][top5: 99.903421]
2022-09-11 00:49:11,004 train 200 [data/s: 0.00115][batch/s: 0.32359][loss: 2.756122e-01][top1: 93.501241][top5: 99.911898]
2022-09-11 00:49:27,193 train 250 [data/s: 0.00099][batch/s: 0.32363][loss: 2.755262e-01][top1: 93.579845][top5: 99.904548]
2022-09-11 00:49:43,300 train 300 [data/s: 0.00088][batch/s: 0.32338][loss: 2.754303e-01][top1: 93.535435][top5: 99.903100]
2022-09-11 00:49:59,401 train 350 [data/s: 0.00079][batch/s: 0.32319][loss: 2.758831e-01][top1: 93.565999][top5: 99.899097]
2022-09-11 00:50:15,603 train 400 [data/s: 0.00073][batch/s: 0.32329][loss: 2.759879e-01][top1: 93.555172][top5: 99.896093]
2022-09-11 00:50:31,738 train 450 [data/s: 0.00068][batch/s: 0.32322][loss: 2.784528e-01][top1: 93.505171][top5: 99.896064]
2022-09-11 00:50:47,848 train 500 [data/s: 0.00065][batch/s: 0.32312][loss: 2.816169e-01][top1: 93.404854][top5: 99.885645]
2022-09-11 00:50:54,319 train_acc 93.395997
2022-09-11 00:50:54,503 valid 000 [data/s: 0.12293][batch/s: 0.17805][loss: 1.459380e-01][top1: 92.708328][top5: 100.000000]
2022-09-11 00:50:57,240 valid 050 [data/s: 0.00268][batch/s: 0.05716][loss: 1.932598e-01][top1: 93.770422][top5: 99.795751]
2022-09-11 00:50:59,976 valid 100 [data/s: 0.00149][batch/s: 0.05595][loss: 1.901907e-01][top1: 93.945954][top5: 99.804042]
2022-09-11 00:51:00,223 valid_acc 93.939997	best_val_acc 94.409997
2022-09-11 00:51:00,564 epoch 187 lr 1.936313e-02
2022-09-11 00:51:01,055 train 000 [data/s: 0.15985][batch/s: 0.48664][loss: 3.873441e-01][top1: 87.500000][top5: 100.000000]
2022-09-11 00:51:17,165 train 050 [data/s: 0.00343][batch/s: 0.32543][loss: 2.554761e-01][top1: 93.954246][top5: 99.918300]
2022-09-11 00:51:33,280 train 100 [data/s: 0.00188][batch/s: 0.32388][loss: 2.519613e-01][top1: 93.904700][top5: 99.917491]
2022-09-11 00:51:49,419 train 150 [data/s: 0.00136][batch/s: 0.32351][loss: 2.487190e-01][top1: 94.143209][top5: 99.896523]
2022-09-11 00:52:05,526 train 200 [data/s: 0.00110][batch/s: 0.32317][loss: 2.521178e-01][top1: 94.071308][top5: 99.896351]
2022-09-11 00:52:21,742 train 250 [data/s: 0.00094][batch/s: 0.32340][loss: 2.596327e-01][top1: 93.845449][top5: 99.875497]
2022-09-11 00:52:38,487 train 300 [data/s: 0.00084][batch/s: 0.32531][loss: 2.654802e-01][top1: 93.694626][top5: 99.885797]
2022-09-11 00:52:54,633 train 350 [data/s: 0.00077][batch/s: 0.32497][loss: 2.684809e-01][top1: 93.604580][top5: 99.893162]
2022-09-11 00:53:10,768 train 400 [data/s: 0.00071][batch/s: 0.32469][loss: 2.702767e-01][top1: 93.591539][top5: 99.893495]
2022-09-11 00:53:26,880 train 450 [data/s: 0.00067][batch/s: 0.32442][loss: 2.740924e-01][top1: 93.512100][top5: 99.889135]
2022-09-11 00:53:43,034 train 500 [data/s: 0.00064][batch/s: 0.32428][loss: 2.754299e-01][top1: 93.504655][top5: 99.887724]
2022-09-11 00:53:49,491 train_acc 93.481997
2022-09-11 00:53:49,657 valid 000 [data/s: 0.10702][batch/s: 0.16185][loss: 2.747474e-01][top1: 92.708328][top5: 100.000000]
2022-09-11 00:53:52,395 valid 050 [data/s: 0.00238][batch/s: 0.05685][loss: 2.547972e-01][top1: 92.565357][top5: 99.877450]
2022-09-11 00:53:55,131 valid 100 [data/s: 0.00134][batch/s: 0.05580][loss: 2.475687e-01][top1: 92.718645][top5: 99.855610]
2022-09-11 00:53:55,379 valid_acc 92.799998	best_val_acc 94.409997
2022-09-11 00:53:55,696 epoch 188 lr 1.930833e-02
2022-09-11 00:53:56,198 train 000 [data/s: 0.16302][batch/s: 0.49790][loss: 3.534730e-01][top1: 92.708328][top5: 100.000000]
2022-09-11 00:54:12,342 train 050 [data/s: 0.00351][batch/s: 0.32631][loss: 2.822689e-01][top1: 93.096403][top5: 99.897875]
2022-09-11 00:54:28,463 train 100 [data/s: 0.00192][batch/s: 0.32439][loss: 2.819508e-01][top1: 93.430278][top5: 99.917491]
2022-09-11 00:54:44,575 train 150 [data/s: 0.00139][batch/s: 0.32367][loss: 2.725062e-01][top1: 93.708607][top5: 99.917218]
2022-09-11 00:55:00,687 train 200 [data/s: 0.00113][batch/s: 0.32332][loss: 2.761500e-01][top1: 93.687808][top5: 99.906716]
2022-09-11 00:55:16,800 train 250 [data/s: 0.00097][batch/s: 0.32311][loss: 2.784292e-01][top1: 93.679446][top5: 99.887948]
2022-09-11 00:55:32,937 train 300 [data/s: 0.00086][batch/s: 0.32305][loss: 2.813867e-01][top1: 93.576963][top5: 99.875415]
2022-09-11 00:55:49,058 train 350 [data/s: 0.00078][batch/s: 0.32296][loss: 2.846408e-01][top1: 93.456194][top5: 99.881291]
2022-09-11 00:56:05,269 train 400 [data/s: 0.00073][batch/s: 0.32311][loss: 2.860092e-01][top1: 93.414898][top5: 99.888300]
2022-09-11 00:56:21,381 train 450 [data/s: 0.00068][batch/s: 0.32302][loss: 2.857975e-01][top1: 93.442810][top5: 99.872967]
2022-09-11 00:56:37,515 train 500 [data/s: 0.00065][batch/s: 0.32298][loss: 2.853543e-01][top1: 93.417329][top5: 99.879407]
2022-09-11 00:56:43,990 train_acc 93.429997
2022-09-11 00:56:44,157 valid 000 [data/s: 0.10722][batch/s: 0.16226][loss: 2.658737e-01][top1: 93.750000][top5: 100.000000]
2022-09-11 00:56:46,894 valid 050 [data/s: 0.00238][batch/s: 0.05685][loss: 1.994715e-01][top1: 94.158494][top5: 99.816176]
2022-09-11 00:56:49,631 valid 100 [data/s: 0.00134][batch/s: 0.05580][loss: 1.864961e-01][top1: 94.131598][top5: 99.886551]
2022-09-11 00:56:49,897 valid_acc 94.149998	best_val_acc 94.409997
2022-09-11 00:56:50,246 epoch 189 lr 1.925335e-02
2022-09-11 00:56:50,737 train 000 [data/s: 0.15969][batch/s: 0.48681][loss: 2.675598e-01][top1: 91.666664][top5: 98.958328]
2022-09-11 00:57:06,845 train 050 [data/s: 0.00344][batch/s: 0.32539][loss: 2.780841e-01][top1: 93.749998][top5: 99.918300]
2022-09-11 00:57:23,005 train 100 [data/s: 0.00191][batch/s: 0.32431][loss: 2.710164e-01][top1: 93.749998][top5: 99.896864]
2022-09-11 00:57:39,287 train 150 [data/s: 0.00138][batch/s: 0.32474][loss: 2.779774e-01][top1: 93.508552][top5: 99.882726]
2022-09-11 00:57:55,481 train 200 [data/s: 0.00112][batch/s: 0.32453][loss: 2.799576e-01][top1: 93.428687][top5: 99.885986]
2022-09-11 00:58:11,609 train 250 [data/s: 0.00096][batch/s: 0.32414][loss: 2.771407e-01][top1: 93.505144][top5: 99.883798]
2022-09-11 00:58:27,718 train 300 [data/s: 0.00085][batch/s: 0.32381][loss: 2.815985e-01][top1: 93.383165][top5: 99.865033]
2022-09-11 00:58:43,822 train 350 [data/s: 0.00078][batch/s: 0.32356][loss: 2.792706e-01][top1: 93.471033][top5: 99.863485]
2022-09-11 00:58:59,935 train 400 [data/s: 0.00072][batch/s: 0.32340][loss: 2.797979e-01][top1: 93.394116][top5: 99.870116]
2022-09-11 00:59:16,041 train 450 [data/s: 0.00068][batch/s: 0.32326][loss: 2.806264e-01][top1: 93.364281][top5: 99.870657]
2022-09-11 00:59:32,170 train 500 [data/s: 0.00064][batch/s: 0.32319][loss: 2.799802e-01][top1: 93.390300][top5: 99.869011]
2022-09-11 00:59:38,641 train_acc 93.395998
2022-09-11 00:59:38,860 valid 000 [data/s: 0.14079][batch/s: 0.20730][loss: 3.568296e-01][top1: 89.583328][top5: 100.000000]
2022-09-11 00:59:41,597 valid 050 [data/s: 0.00304][batch/s: 0.05773][loss: 2.233296e-01][top1: 93.341500][top5: 99.816176]
2022-09-11 00:59:44,333 valid 100 [data/s: 0.00167][batch/s: 0.05624][loss: 2.143610e-01][top1: 93.327142][top5: 99.886551]
2022-09-11 00:59:44,601 valid_acc 93.329997	best_val_acc 94.409997
2022-09-11 00:59:45,004 epoch 190 lr 1.919818e-02
2022-09-11 00:59:45,512 train 000 [data/s: 0.16779][batch/s: 0.50412][loss: 1.026935e-01][top1: 97.916664][top5: 100.000000]
2022-09-11 01:00:01,626 train 050 [data/s: 0.00358][batch/s: 0.32584][loss: 2.676163e-01][top1: 93.545749][top5: 99.918300]
2022-09-11 01:00:17,738 train 100 [data/s: 0.00196][batch/s: 0.32406][loss: 2.683847e-01][top1: 93.419965][top5: 99.948432]
2022-09-11 01:00:33,847 train 150 [data/s: 0.00141][batch/s: 0.32344][loss: 2.712072e-01][top1: 93.543044][top5: 99.910320]
2022-09-11 01:00:49,981 train 200 [data/s: 0.00114][batch/s: 0.32325][loss: 2.672358e-01][top1: 93.744815][top5: 99.911899]
2022-09-11 01:01:06,095 train 250 [data/s: 0.00097][batch/s: 0.32305][loss: 2.716671e-01][top1: 93.613045][top5: 99.908698]
2022-09-11 01:01:22,208 train 300 [data/s: 0.00086][batch/s: 0.32292][loss: 2.719128e-01][top1: 93.632334][top5: 99.889258]
2022-09-11 01:01:38,337 train 350 [data/s: 0.00079][batch/s: 0.32287][loss: 2.771329e-01][top1: 93.476968][top5: 99.878323]
2022-09-11 01:01:54,448 train 400 [data/s: 0.00072][batch/s: 0.32279][loss: 2.804276e-01][top1: 93.461656][top5: 99.875311]
2022-09-11 01:02:10,768 train 450 [data/s: 0.00068][batch/s: 0.32319][loss: 2.793096e-01][top1: 93.479765][top5: 99.877586]
2022-09-11 01:02:26,957 train 500 [data/s: 0.00065][batch/s: 0.32325][loss: 2.827328e-01][top1: 93.379904][top5: 99.885645]
2022-09-11 01:02:33,439 train_acc 93.391997
2022-09-11 01:02:33,666 valid 000 [data/s: 0.15117][batch/s: 0.22223][loss: 2.435880e-01][top1: 90.625000][top5: 100.000000]
2022-09-11 01:02:36,405 valid 050 [data/s: 0.00326][batch/s: 0.05805][loss: 1.794325e-01][top1: 94.873364][top5: 99.754901]
2022-09-11 01:02:39,144 valid 100 [data/s: 0.00180][batch/s: 0.05644][loss: 1.851189e-01][top1: 94.430691][top5: 99.845296]
2022-09-11 01:02:39,559 valid_acc 94.409998	best_val_acc 94.409998
2022-09-11 01:02:39,899 epoch 191 lr 1.914282e-02
2022-09-11 01:02:40,418 train 000 [data/s: 0.18073][batch/s: 0.51436][loss: 2.838550e-01][top1: 94.791664][top5: 100.000000]
2022-09-11 01:02:56,607 train 050 [data/s: 0.00389][batch/s: 0.32752][loss: 2.423334e-01][top1: 94.199344][top5: 99.897875]
2022-09-11 01:03:12,737 train 100 [data/s: 0.00212][batch/s: 0.32508][loss: 2.624728e-01][top1: 93.966582][top5: 99.886551]
2022-09-11 01:03:29,034 train 150 [data/s: 0.00154][batch/s: 0.32537][loss: 2.658307e-01][top1: 93.874170][top5: 99.882726]
2022-09-11 01:03:45,438 train 200 [data/s: 0.00135][batch/s: 0.32604][loss: 2.628998e-01][top1: 94.014301][top5: 99.885986]
2022-09-11 01:04:01,767 train 250 [data/s: 0.00115][batch/s: 0.32615][loss: 2.700174e-01][top1: 93.799798][top5: 99.887948]
2022-09-11 01:04:18,274 train 300 [data/s: 0.00102][batch/s: 0.32681][loss: 2.772337e-01][top1: 93.635795][top5: 99.882336]
2022-09-11 01:04:34,350 train 350 [data/s: 0.00093][batch/s: 0.32606][loss: 2.770489e-01][top1: 93.610515][top5: 99.890194]
2022-09-11 01:04:50,554 train 400 [data/s: 0.00086][batch/s: 0.32581][loss: 2.770014e-01][top1: 93.568160][top5: 99.885702]
2022-09-11 01:05:06,634 train 450 [data/s: 0.00080][batch/s: 0.32534][loss: 2.775444e-01][top1: 93.528268][top5: 99.886825]
2022-09-11 01:05:23,355 train 500 [data/s: 0.00075][batch/s: 0.32625][loss: 2.787704e-01][top1: 93.498417][top5: 99.889803]
2022-09-11 01:05:30,314 train_acc 93.461998
2022-09-11 01:05:30,484 valid 000 [data/s: 0.10985][batch/s: 0.16497][loss: 4.151361e-01][top1: 89.583328][top5: 100.000000]
2022-09-11 01:05:33,225 valid 050 [data/s: 0.00250][batch/s: 0.05698][loss: 2.490924e-01][top1: 92.381533][top5: 99.816176]
2022-09-11 01:05:35,963 valid 100 [data/s: 0.00140][batch/s: 0.05588][loss: 2.374138e-01][top1: 92.667076][top5: 99.834983]
2022-09-11 01:05:36,210 valid_acc 92.669997	best_val_acc 94.409998
2022-09-11 01:05:36,568 epoch 192 lr 1.908729e-02
2022-09-11 01:05:37,060 train 000 [data/s: 0.15773][batch/s: 0.48740][loss: 3.100265e-01][top1: 91.666664][top5: 98.958328]
2022-09-11 01:05:53,236 train 050 [data/s: 0.00346][batch/s: 0.32673][loss: 2.759499e-01][top1: 93.423200][top5: 99.897875]
2022-09-11 01:06:09,467 train 100 [data/s: 0.00193][batch/s: 0.32569][loss: 2.657936e-01][top1: 93.719057][top5: 99.865923]
2022-09-11 01:06:25,569 train 150 [data/s: 0.00141][batch/s: 0.32448][loss: 2.618715e-01][top1: 93.853474][top5: 99.875827]
2022-09-11 01:06:41,635 train 200 [data/s: 0.00114][batch/s: 0.32369][loss: 2.672927e-01][top1: 93.682626][top5: 99.849709]
2022-09-11 01:06:57,879 train 250 [data/s: 0.00098][batch/s: 0.32393][loss: 2.687690e-01][top1: 93.633795][top5: 99.867197]
2022-09-11 01:07:14,166 train 300 [data/s: 0.00088][batch/s: 0.32423][loss: 2.703614e-01][top1: 93.632334][top5: 99.865033]
2022-09-11 01:07:30,442 train 350 [data/s: 0.00081][batch/s: 0.32441][loss: 2.737478e-01][top1: 93.542258][top5: 99.860517]
2022-09-11 01:07:46,636 train 400 [data/s: 0.00075][batch/s: 0.32435][loss: 2.742593e-01][top1: 93.531793][top5: 99.859725]
2022-09-11 01:08:02,939 train 450 [data/s: 0.00071][batch/s: 0.32454][loss: 2.775658e-01][top1: 93.456668][top5: 99.870657]
2022-09-11 01:08:19,144 train 500 [data/s: 0.00068][batch/s: 0.32449][loss: 2.784019e-01][top1: 93.452675][top5: 99.869011]
2022-09-11 01:08:25,615 train_acc 93.419997
2022-09-11 01:08:25,797 valid 000 [data/s: 0.12211][batch/s: 0.17711][loss: 2.940646e-01][top1: 90.625000][top5: 100.000000]
2022-09-11 01:08:28,540 valid 050 [data/s: 0.00270][batch/s: 0.05726][loss: 2.660035e-01][top1: 92.299834][top5: 99.714051]
2022-09-11 01:08:31,290 valid 100 [data/s: 0.00151][batch/s: 0.05614][loss: 2.498413e-01][top1: 92.533001][top5: 99.824669]
2022-09-11 01:08:31,551 valid_acc 92.519997	best_val_acc 94.409998
2022-09-11 01:08:31,923 epoch 193 lr 1.903157e-02
2022-09-11 01:08:32,460 train 000 [data/s: 0.14691][batch/s: 0.53167][loss: 2.172836e-01][top1: 94.791664][top5: 100.000000]
2022-09-11 01:08:49,768 train 050 [data/s: 0.00328][batch/s: 0.34981][loss: 2.671579e-01][top1: 93.566174][top5: 99.836601]
2022-09-11 01:09:06,181 train 100 [data/s: 0.00184][batch/s: 0.33914][loss: 2.676368e-01][top1: 93.605608][top5: 99.896864]
2022-09-11 01:09:22,249 train 150 [data/s: 0.00134][batch/s: 0.33325][loss: 2.753588e-01][top1: 93.398176][top5: 99.917218]
2022-09-11 01:09:38,307 train 200 [data/s: 0.00109][batch/s: 0.33024][loss: 2.741459e-01][top1: 93.439052][top5: 99.922263]
2022-09-11 01:09:54,373 train 250 [data/s: 0.00094][batch/s: 0.32847][loss: 2.726303e-01][top1: 93.463643][top5: 99.921148]
2022-09-11 01:10:10,428 train 300 [data/s: 0.00084][batch/s: 0.32724][loss: 2.740652e-01][top1: 93.480064][top5: 99.920404]
2022-09-11 01:10:26,594 train 350 [data/s: 0.00077][batch/s: 0.32668][loss: 2.757542e-01][top1: 93.444323][top5: 99.919871]
2022-09-11 01:10:43,264 train 400 [data/s: 0.00072][batch/s: 0.32752][loss: 2.763551e-01][top1: 93.464254][top5: 99.909081]
2022-09-11 01:11:00,608 train 450 [data/s: 0.00068][batch/s: 0.32967][loss: 2.774087e-01][top1: 93.442810][top5: 99.905303]
2022-09-11 01:11:17,002 train 500 [data/s: 0.00064][batch/s: 0.32949][loss: 2.785021e-01][top1: 93.450596][top5: 99.896041]
2022-09-11 01:11:23,448 train_acc 93.447997
2022-09-11 01:11:23,627 valid 000 [data/s: 0.11953][batch/s: 0.17442][loss: 2.951973e-01][top1: 92.708328][top5: 100.000000]
2022-09-11 01:11:26,363 valid 050 [data/s: 0.00262][batch/s: 0.05708][loss: 2.399431e-01][top1: 92.871729][top5: 99.775326]
2022-09-11 01:11:29,126 valid 100 [data/s: 0.00147][batch/s: 0.05617][loss: 2.316888e-01][top1: 93.048677][top5: 99.824669]
2022-09-11 01:11:29,372 valid_acc 93.029997	best_val_acc 94.409998
2022-09-11 01:11:29,706 epoch 194 lr 1.897568e-02
2022-09-11 01:11:30,205 train 000 [data/s: 0.16862][batch/s: 0.49430][loss: 3.608728e-01][top1: 90.625000][top5: 100.000000]
2022-09-11 01:11:46,393 train 050 [data/s: 0.00363][batch/s: 0.32709][loss: 2.580488e-01][top1: 93.811272][top5: 99.938725]
2022-09-11 01:12:02,537 train 100 [data/s: 0.00199][batch/s: 0.32501][loss: 2.507372e-01][top1: 94.049090][top5: 99.896864]
2022-09-11 01:12:18,815 train 150 [data/s: 0.00144][batch/s: 0.32519][loss: 2.565967e-01][top1: 93.791388][top5: 99.875827]
2022-09-11 01:12:34,982 train 200 [data/s: 0.00116][batch/s: 0.32473][loss: 2.661736e-01][top1: 93.594525][top5: 99.870439]
2022-09-11 01:12:51,049 train 250 [data/s: 0.00099][batch/s: 0.32405][loss: 2.698702e-01][top1: 93.500993][top5: 99.879648]
2022-09-11 01:13:07,131 train 300 [data/s: 0.00088][batch/s: 0.32365][loss: 2.720248e-01][top1: 93.528514][top5: 99.875415]
2022-09-11 01:13:23,197 train 350 [data/s: 0.00080][batch/s: 0.32332][loss: 2.746383e-01][top1: 93.512581][top5: 99.866452]
2022-09-11 01:13:39,260 train 400 [data/s: 0.00074][batch/s: 0.32307][loss: 2.775835e-01][top1: 93.459058][top5: 99.867518]
2022-09-11 01:13:55,336 train 450 [data/s: 0.00070][batch/s: 0.32289][loss: 2.798046e-01][top1: 93.431261][top5: 99.866038]
2022-09-11 01:14:11,405 train 500 [data/s: 0.00066][batch/s: 0.32274][loss: 2.808017e-01][top1: 93.375746][top5: 99.862774]
2022-09-11 01:14:17,874 train_acc 93.385998
2022-09-11 01:14:18,053 valid 000 [data/s: 0.11813][batch/s: 0.17290][loss: 2.958694e-01][top1: 86.458328][top5: 100.000000]
2022-09-11 01:14:20,819 valid 050 [data/s: 0.00262][batch/s: 0.05764][loss: 2.061063e-01][top1: 93.709148][top5: 99.693627]
2022-09-11 01:14:23,557 valid 100 [data/s: 0.00147][batch/s: 0.05621][loss: 1.975038e-01][top1: 93.956268][top5: 99.752474]
2022-09-11 01:14:23,806 valid_acc 93.979997	best_val_acc 94.409998
2022-09-11 01:14:24,157 epoch 195 lr 1.891961e-02
2022-09-11 01:14:24,677 train 000 [data/s: 0.18350][batch/s: 0.51609][loss: 2.492186e-01][top1: 96.875000][top5: 100.000000]
2022-09-11 01:14:40,738 train 050 [data/s: 0.00391][batch/s: 0.32503][loss: 2.412775e-01][top1: 94.424017][top5: 99.938725]
2022-09-11 01:14:56,881 train 100 [data/s: 0.00214][batch/s: 0.32396][loss: 2.454977e-01][top1: 94.275987][top5: 99.886551]
2022-09-11 01:15:13,040 train 150 [data/s: 0.00155][batch/s: 0.32370][loss: 2.482771e-01][top1: 94.219092][top5: 99.910320]
2022-09-11 01:15:29,153 train 200 [data/s: 0.00124][batch/s: 0.32334][loss: 2.541011e-01][top1: 93.889923][top5: 99.911898]
2022-09-11 01:15:45,231 train 250 [data/s: 0.00106][batch/s: 0.32299][loss: 2.616226e-01][top1: 93.700196][top5: 99.896248]
2022-09-11 01:16:01,306 train 300 [data/s: 0.00094][batch/s: 0.32274][loss: 2.622126e-01][top1: 93.711930][top5: 99.896179]
2022-09-11 01:16:17,382 train 350 [data/s: 0.00085][batch/s: 0.32257][loss: 2.660820e-01][top1: 93.690643][top5: 99.899097]
2022-09-11 01:16:33,485 train 400 [data/s: 0.00079][batch/s: 0.32250][loss: 2.661046e-01][top1: 93.703239][top5: 99.898690]
2022-09-11 01:16:49,549 train 450 [data/s: 0.00074][batch/s: 0.32237][loss: 2.714780e-01][top1: 93.560603][top5: 99.896064]
2022-09-11 01:17:05,621 train 500 [data/s: 0.00070][batch/s: 0.32227][loss: 2.726581e-01][top1: 93.546238][top5: 99.881487]
2022-09-11 01:17:12,080 train_acc 93.519997
2022-09-11 01:17:12,273 valid 000 [data/s: 0.13203][batch/s: 0.18685][loss: 1.858674e-01][top1: 89.583328][top5: 100.000000]
2022-09-11 01:17:15,023 valid 050 [data/s: 0.00288][batch/s: 0.05760][loss: 2.094951e-01][top1: 93.259802][top5: 99.816176]
2022-09-11 01:17:17,777 valid 100 [data/s: 0.00160][batch/s: 0.05635][loss: 2.060878e-01][top1: 93.389024][top5: 99.845296]
2022-09-11 01:17:18,030 valid_acc 93.439997	best_val_acc 94.409998
2022-09-11 01:17:18,357 epoch 196 lr 1.886336e-02
2022-09-11 01:17:18,920 train 000 [data/s: 0.16294][batch/s: 0.55898][loss: 4.670512e-01][top1: 88.541664][top5: 100.000000]
2022-09-11 01:17:35,074 train 050 [data/s: 0.00355][batch/s: 0.32769][loss: 2.684115e-01][top1: 93.831697][top5: 99.979575]
2022-09-11 01:17:51,279 train 100 [data/s: 0.00197][batch/s: 0.32592][loss: 2.588616e-01][top1: 93.884073][top5: 99.958746]
2022-09-11 01:18:07,511 train 150 [data/s: 0.00144][batch/s: 0.32550][loss: 2.581677e-01][top1: 93.950053][top5: 99.931015]
2022-09-11 01:18:23,845 train 200 [data/s: 0.00118][batch/s: 0.32579][loss: 2.644396e-01][top1: 93.770727][top5: 99.917081]
2022-09-11 01:18:39,902 train 250 [data/s: 0.00100][batch/s: 0.32486][loss: 2.645438e-01][top1: 93.779048][top5: 99.908698]
2022-09-11 01:18:55,989 train 300 [data/s: 0.00089][batch/s: 0.32434][loss: 2.690288e-01][top1: 93.698087][top5: 99.913482]
2022-09-11 01:19:12,121 train 350 [data/s: 0.00081][batch/s: 0.32410][loss: 2.706651e-01][top1: 93.749997][top5: 99.910968]
2022-09-11 01:19:28,295 train 400 [data/s: 0.00075][batch/s: 0.32402][loss: 2.732454e-01][top1: 93.664274][top5: 99.909081]
2022-09-11 01:19:44,357 train 450 [data/s: 0.00070][batch/s: 0.32371][loss: 2.733253e-01][top1: 93.641442][top5: 99.907612]
2022-09-11 01:20:00,419 train 500 [data/s: 0.00066][batch/s: 0.32347][loss: 2.737755e-01][top1: 93.594059][top5: 99.910595]
2022-09-11 01:20:06,871 train_acc 93.559997
2022-09-11 01:20:07,093 valid 000 [data/s: 0.15952][batch/s: 0.21430][loss: 2.642169e-01][top1: 89.583328][top5: 100.000000]
2022-09-11 01:20:09,830 valid 050 [data/s: 0.00340][batch/s: 0.05787][loss: 2.204766e-01][top1: 93.075978][top5: 99.673201]
2022-09-11 01:20:12,567 valid 100 [data/s: 0.00186][batch/s: 0.05632][loss: 2.046888e-01][top1: 93.419964][top5: 99.793729]
2022-09-11 01:20:12,808 valid_acc 93.469997	best_val_acc 94.409998
2022-09-11 01:20:13,156 epoch 197 lr 1.880694e-02
2022-09-11 01:20:13,675 train 000 [data/s: 0.15617][batch/s: 0.51468][loss: 3.194123e-01][top1: 88.541664][top5: 100.000000]
2022-09-11 01:20:29,759 train 050 [data/s: 0.00340][batch/s: 0.32548][loss: 2.644468e-01][top1: 93.545749][top5: 99.836601]
2022-09-11 01:20:45,948 train 100 [data/s: 0.00188][batch/s: 0.32463][loss: 2.568513e-01][top1: 94.028463][top5: 99.855610]
2022-09-11 01:21:02,009 train 150 [data/s: 0.00136][batch/s: 0.32351][loss: 2.620903e-01][top1: 93.867271][top5: 99.875827]
2022-09-11 01:21:18,074 train 200 [data/s: 0.00110][batch/s: 0.32295][loss: 2.615021e-01][top1: 93.884740][top5: 99.860074]
2022-09-11 01:21:34,343 train 250 [data/s: 0.00094][batch/s: 0.32344][loss: 2.665275e-01][top1: 93.770748][top5: 99.871347]
2022-09-11 01:21:50,611 train 300 [data/s: 0.00085][batch/s: 0.32376][loss: 2.709386e-01][top1: 93.646177][top5: 99.868493]
2022-09-11 01:22:06,715 train 350 [data/s: 0.00078][batch/s: 0.32352][loss: 2.745934e-01][top1: 93.571935][top5: 99.875356]
2022-09-11 01:22:22,855 train 400 [data/s: 0.00072][batch/s: 0.32343][loss: 2.729588e-01][top1: 93.622712][top5: 99.875311]
2022-09-11 01:22:39,089 train 450 [data/s: 0.00068][batch/s: 0.32357][loss: 2.779308e-01][top1: 93.502862][top5: 99.875277]
2022-09-11 01:22:55,186 train 500 [data/s: 0.00065][batch/s: 0.32340][loss: 2.796782e-01][top1: 93.442280][top5: 99.879407]
2022-09-11 01:23:01,680 train_acc 93.385997
2022-09-11 01:23:01,877 valid 000 [data/s: 0.13298][batch/s: 0.18786][loss: 2.753212e-01][top1: 89.583328][top5: 100.000000]
2022-09-11 01:23:04,626 valid 050 [data/s: 0.00292][batch/s: 0.05760][loss: 1.929910e-01][top1: 93.995096][top5: 99.836601]
2022-09-11 01:23:07,391 valid 100 [data/s: 0.00163][batch/s: 0.05646][loss: 1.967552e-01][top1: 93.770624][top5: 99.896864]
2022-09-11 01:23:07,633 valid_acc 93.799997	best_val_acc 94.409998
2022-09-11 01:23:07,957 epoch 198 lr 1.875034e-02
2022-09-11 01:23:08,502 train 000 [data/s: 0.17710][batch/s: 0.54006][loss: 2.805318e-01][top1: 93.750000][top5: 100.000000]
2022-09-11 01:23:24,585 train 050 [data/s: 0.00380][batch/s: 0.32595][loss: 2.476853e-01][top1: 94.097219][top5: 99.979575]
2022-09-11 01:23:40,997 train 100 [data/s: 0.00210][batch/s: 0.32708][loss: 2.589014e-01][top1: 94.018149][top5: 99.917491]
2022-09-11 01:23:57,092 train 150 [data/s: 0.00151][batch/s: 0.32536][loss: 2.595764e-01][top1: 93.867271][top5: 99.910320]
2022-09-11 01:24:13,198 train 200 [data/s: 0.00122][batch/s: 0.32455][loss: 2.655154e-01][top1: 93.744815][top5: 99.917081]
2022-09-11 01:24:29,663 train 250 [data/s: 0.00105][batch/s: 0.32550][loss: 2.703500e-01][top1: 93.596445][top5: 99.912848]
2022-09-11 01:24:46,478 train 300 [data/s: 0.00094][batch/s: 0.32729][loss: 2.742158e-01][top1: 93.514671][top5: 99.892718]
2022-09-11 01:25:02,909 train 350 [data/s: 0.00086][batch/s: 0.32748][loss: 2.763160e-01][top1: 93.435420][top5: 99.887226]
2022-09-11 01:25:18,983 train 400 [data/s: 0.00080][batch/s: 0.32673][loss: 2.776331e-01][top1: 93.391519][top5: 99.890897]
2022-09-11 01:25:35,086 train 450 [data/s: 0.00075][batch/s: 0.32622][loss: 2.777980e-01][top1: 93.359661][top5: 99.898374]
2022-09-11 01:25:51,216 train 500 [data/s: 0.00071][batch/s: 0.32585][loss: 2.785370e-01][top1: 93.384063][top5: 99.887724]
2022-09-11 01:25:57,709 train_acc 93.391998
2022-09-11 01:25:57,892 valid 000 [data/s: 0.12393][batch/s: 0.17876][loss: 2.699514e-01][top1: 93.750000][top5: 98.958328]
2022-09-11 01:26:00,633 valid 050 [data/s: 0.00275][batch/s: 0.05725][loss: 2.200643e-01][top1: 93.361926][top5: 99.734476]
2022-09-11 01:26:03,374 valid 100 [data/s: 0.00156][batch/s: 0.05605][loss: 2.139852e-01][top1: 93.574667][top5: 99.752474]
2022-09-11 01:26:03,630 valid_acc 93.559997	best_val_acc 94.409998
2022-09-11 01:26:04,009 epoch 199 lr 1.869358e-02
2022-09-11 01:26:04,593 train 000 [data/s: 0.16415][batch/s: 0.57935][loss: 3.426602e-01][top1: 96.875000][top5: 100.000000]
2022-09-11 01:26:20,750 train 050 [data/s: 0.00358][batch/s: 0.32817][loss: 2.469357e-01][top1: 94.260618][top5: 99.918300]
2022-09-11 01:26:36,946 train 100 [data/s: 0.00199][batch/s: 0.32606][loss: 2.573968e-01][top1: 93.976895][top5: 99.876237]
2022-09-11 01:26:53,245 train 150 [data/s: 0.00147][batch/s: 0.32604][loss: 2.615369e-01][top1: 93.812083][top5: 99.868929]
2022-09-11 01:27:09,318 train 200 [data/s: 0.00119][batch/s: 0.32490][loss: 2.591742e-01][top1: 93.848463][top5: 99.891169]
2022-09-11 01:27:25,451 train 250 [data/s: 0.00102][batch/s: 0.32445][loss: 2.632991e-01][top1: 93.716797][top5: 99.896248]
2022-09-11 01:27:41,530 train 300 [data/s: 0.00090][batch/s: 0.32397][loss: 2.679743e-01][top1: 93.618491][top5: 99.892718]
2022-09-11 01:27:57,694 train 350 [data/s: 0.00082][batch/s: 0.32388][loss: 2.691824e-01][top1: 93.595677][top5: 99.881291]
2022-09-11 01:28:13,922 train 400 [data/s: 0.00076][batch/s: 0.32396][loss: 2.714910e-01][top1: 93.547379][top5: 99.872713]
2022-09-11 01:28:29,990 train 450 [data/s: 0.00071][batch/s: 0.32367][loss: 2.726599e-01][top1: 93.519029][top5: 99.879896]
2022-09-11 01:28:46,069 train 500 [data/s: 0.00067][batch/s: 0.32346][loss: 2.747131e-01][top1: 93.485942][top5: 99.879407]
2022-09-11 01:28:52,503 train_acc 93.451998
2022-09-11 01:28:52,683 valid 000 [data/s: 0.12088][batch/s: 0.17567][loss: 2.265152e-01][top1: 92.708328][top5: 100.000000]
2022-09-11 01:28:55,428 valid 050 [data/s: 0.00268][batch/s: 0.05727][loss: 1.981656e-01][top1: 93.995095][top5: 99.857026]
2022-09-11 01:28:58,167 valid 100 [data/s: 0.00150][batch/s: 0.05603][loss: 1.898949e-01][top1: 94.028463][top5: 99.896864]
2022-09-11 01:28:58,427 valid_acc 94.069998	best_val_acc 94.409998
2022-09-11 01:28:58,755 epoch 200 lr 1.863664e-02
2022-09-11 01:28:59,373 train 000 [data/s: 0.18796][batch/s: 0.61299][loss: 3.035853e-01][top1: 92.708328][top5: 100.000000]
2022-09-11 01:29:16,132 train 050 [data/s: 0.00402][batch/s: 0.34064][loss: 2.644707e-01][top1: 93.545749][top5: 99.877450]
2022-09-11 01:29:32,518 train 100 [data/s: 0.00222][batch/s: 0.33425][loss: 2.604064e-01][top1: 93.904700][top5: 99.876237]
2022-09-11 01:29:48,873 train 150 [data/s: 0.00161][batch/s: 0.33187][loss: 2.619489e-01][top1: 93.922459][top5: 99.848233]
2022-09-11 01:30:05,217 train 200 [data/s: 0.00129][batch/s: 0.33063][loss: 2.648048e-01][top1: 93.864011][top5: 99.865256]
2022-09-11 01:30:21,378 train 250 [data/s: 0.00111][batch/s: 0.32916][loss: 2.702557e-01][top1: 93.671146][top5: 99.863047]
2022-09-11 01:30:37,938 train 300 [data/s: 0.00099][batch/s: 0.32950][loss: 2.743606e-01][top1: 93.549278][top5: 99.878875]
2022-09-11 01:30:54,460 train 350 [data/s: 0.00090][batch/s: 0.32963][loss: 2.728754e-01][top1: 93.592709][top5: 99.887226]
2022-09-11 01:31:10,619 train 400 [data/s: 0.00082][batch/s: 0.32883][loss: 2.729321e-01][top1: 93.594137][top5: 99.893495]
2022-09-11 01:31:26,690 train 450 [data/s: 0.00077][batch/s: 0.32800][loss: 2.727741e-01][top1: 93.606797][top5: 99.889135]
2022-09-11 01:31:42,753 train 500 [data/s: 0.00072][batch/s: 0.32733][loss: 2.747063e-01][top1: 93.519209][top5: 99.885645]
2022-09-11 01:31:49,208 train_acc 93.511997
2022-09-11 01:31:49,392 valid 000 [data/s: 0.12474][batch/s: 0.17961][loss: 2.292876e-01][top1: 94.791664][top5: 100.000000]
2022-09-11 01:31:52,130 valid 050 [data/s: 0.00274][batch/s: 0.05721][loss: 2.092325e-01][top1: 93.933821][top5: 99.836601]
2022-09-11 01:31:54,867 valid 100 [data/s: 0.00152][batch/s: 0.05599][loss: 2.055023e-01][top1: 93.595294][top5: 99.876237]
2022-09-11 01:31:55,124 valid_acc 93.619997	best_val_acc 94.409998
2022-09-11 01:31:55,486 epoch 201 lr 1.857953e-02
2022-09-11 01:31:56,037 train 000 [data/s: 0.15850][batch/s: 0.54628][loss: 1.532626e-01][top1: 97.916664][top5: 100.000000]
2022-09-11 01:32:12,122 train 050 [data/s: 0.00347][batch/s: 0.32610][loss: 2.623663e-01][top1: 93.852122][top5: 99.959150]
2022-09-11 01:32:28,338 train 100 [data/s: 0.00192][batch/s: 0.32521][loss: 2.623027e-01][top1: 93.945954][top5: 99.907178]
2022-09-11 01:32:44,546 train 150 [data/s: 0.00139][batch/s: 0.32487][loss: 2.603164e-01][top1: 94.039732][top5: 99.903421]
2022-09-11 01:33:00,634 train 200 [data/s: 0.00113][batch/s: 0.32409][loss: 2.613337e-01][top1: 93.972841][top5: 99.906716]
2022-09-11 01:33:16,723 train 250 [data/s: 0.00097][batch/s: 0.32363][loss: 2.658056e-01][top1: 93.849599][top5: 99.900398]
2022-09-11 01:33:32,804 train 300 [data/s: 0.00086][batch/s: 0.32330][loss: 2.657445e-01][top1: 93.857279][top5: 99.899640]
2022-09-11 01:33:48,869 train 350 [data/s: 0.00079][batch/s: 0.32301][loss: 2.653817e-01][top1: 93.850900][top5: 99.899097]
2022-09-11 01:34:04,944 train 400 [data/s: 0.00073][batch/s: 0.32282][loss: 2.699171e-01][top1: 93.690251][top5: 99.901288]
2022-09-11 01:34:21,274 train 450 [data/s: 0.00069][batch/s: 0.32324][loss: 2.716018e-01][top1: 93.620655][top5: 99.891444]
2022-09-11 01:34:37,517 train 500 [data/s: 0.00066][batch/s: 0.32340][loss: 2.737801e-01][top1: 93.529605][top5: 99.891882]
2022-09-11 01:34:44,356 train_acc 93.515998
2022-09-11 01:34:44,547 valid 000 [data/s: 0.12919][batch/s: 0.18429][loss: 1.900476e-01][top1: 93.750000][top5: 100.000000]
2022-09-11 01:34:47,293 valid 050 [data/s: 0.00288][batch/s: 0.05746][loss: 2.148331e-01][top1: 93.280226][top5: 99.897875]
2022-09-11 01:34:50,032 valid 100 [data/s: 0.00161][batch/s: 0.05614][loss: 2.071136e-01][top1: 93.471532][top5: 99.886551]
2022-09-11 01:34:50,285 valid_acc 93.489997	best_val_acc 94.409998
2022-09-11 01:34:50,616 epoch 202 lr 1.852226e-02
2022-09-11 01:34:51,177 train 000 [data/s: 0.17727][batch/s: 0.55611][loss: 2.745230e-01][top1: 93.750000][top5: 98.958328]
2022-09-11 01:35:07,282 train 050 [data/s: 0.00380][batch/s: 0.32670][loss: 2.568355e-01][top1: 94.219769][top5: 99.918300]
2022-09-11 01:35:23,422 train 100 [data/s: 0.00208][batch/s: 0.32477][loss: 2.565260e-01][top1: 94.141912][top5: 99.896864]
2022-09-11 01:35:39,531 train 150 [data/s: 0.00151][batch/s: 0.32391][loss: 2.598756e-01][top1: 93.894865][top5: 99.903421]
2022-09-11 01:35:55,763 train 200 [data/s: 0.00122][batch/s: 0.32409][loss: 2.728213e-01][top1: 93.610072][top5: 99.865256]
2022-09-11 01:36:11,879 train 250 [data/s: 0.00104][batch/s: 0.32374][loss: 2.715548e-01][top1: 93.642096][top5: 99.863047]
2022-09-11 01:36:27,947 train 300 [data/s: 0.00092][batch/s: 0.32334][loss: 2.707177e-01][top1: 93.687705][top5: 99.861572]
2022-09-11 01:36:44,019 train 350 [data/s: 0.00084][batch/s: 0.32307][loss: 2.689312e-01][top1: 93.669869][top5: 99.875356]
2022-09-11 01:37:00,146 train 400 [data/s: 0.00077][batch/s: 0.32300][loss: 2.690007e-01][top1: 93.692849][top5: 99.880507]
2022-09-11 01:37:16,241 train 450 [data/s: 0.00072][batch/s: 0.32288][loss: 2.729254e-01][top1: 93.586010][top5: 99.875277]
2022-09-11 01:37:32,304 train 500 [data/s: 0.00068][batch/s: 0.32272][loss: 2.746354e-01][top1: 93.544159][top5: 99.877328]
2022-09-11 01:37:38,748 train_acc 93.537998
2022-09-11 01:37:38,930 valid 000 [data/s: 0.12142][batch/s: 0.17662][loss: 2.852535e-01][top1: 94.791664][top5: 98.958328]
2022-09-11 01:37:41,668 valid 050 [data/s: 0.00267][batch/s: 0.05716][loss: 2.222764e-01][top1: 93.627448][top5: 99.693626]
2022-09-11 01:37:44,405 valid 100 [data/s: 0.00149][batch/s: 0.05596][loss: 2.091259e-01][top1: 93.770625][top5: 99.793729]
2022-09-11 01:37:44,670 valid_acc 93.799997	best_val_acc 94.409998
2022-09-11 01:37:45,021 epoch 203 lr 1.846483e-02
2022-09-11 01:37:45,514 train 000 [data/s: 0.15874][batch/s: 0.48878][loss: 1.877669e-01][top1: 93.750000][top5: 100.000000]
2022-09-11 01:38:01,743 train 050 [data/s: 0.00343][batch/s: 0.32781][loss: 2.586839e-01][top1: 93.933821][top5: 99.857026]
2022-09-11 01:38:17,822 train 100 [data/s: 0.00189][batch/s: 0.32472][loss: 2.636107e-01][top1: 93.646862][top5: 99.886551]
2022-09-11 01:38:33,892 train 150 [data/s: 0.00137][batch/s: 0.32362][loss: 2.618768e-01][top1: 93.805185][top5: 99.889624]
2022-09-11 01:38:50,068 train 200 [data/s: 0.00112][batch/s: 0.32360][loss: 2.605816e-01][top1: 93.838099][top5: 99.885986]
2022-09-11 01:39:06,165 train 250 [data/s: 0.00096][batch/s: 0.32326][loss: 2.663544e-01][top1: 93.691897][top5: 99.867197]
2022-09-11 01:39:22,245 train 300 [data/s: 0.00085][batch/s: 0.32299][loss: 2.678456e-01][top1: 93.608109][top5: 99.875415]
2022-09-11 01:39:38,390 train 350 [data/s: 0.00078][batch/s: 0.32297][loss: 2.706179e-01][top1: 93.539290][top5: 99.875356]
2022-09-11 01:39:54,712 train 400 [data/s: 0.00072][batch/s: 0.32341][loss: 2.705494e-01][top1: 93.555172][top5: 99.880507]
2022-09-11 01:40:11,042 train 450 [data/s: 0.00068][batch/s: 0.32376][loss: 2.698471e-01][top1: 93.581391][top5: 99.886825]
2022-09-11 01:40:27,243 train 500 [data/s: 0.00065][batch/s: 0.32379][loss: 2.698748e-01][top1: 93.612772][top5: 99.879407]
2022-09-11 01:40:33,690 train_acc 93.583997
2022-09-11 01:40:33,873 valid 000 [data/s: 0.12200][batch/s: 0.17787][loss: 2.332322e-01][top1: 93.750000][top5: 100.000000]
2022-09-11 01:40:36,612 valid 050 [data/s: 0.00270][batch/s: 0.05719][loss: 2.154620e-01][top1: 93.749997][top5: 99.836601]
2022-09-11 01:40:39,351 valid 100 [data/s: 0.00152][batch/s: 0.05600][loss: 2.023909e-01][top1: 93.760311][top5: 99.886551]
2022-09-11 01:40:39,617 valid_acc 93.779997	best_val_acc 94.409998
2022-09-11 01:40:39,947 epoch 204 lr 1.840723e-02
2022-09-11 01:40:40,449 train 000 [data/s: 0.17156][batch/s: 0.49753][loss: 2.300310e-01][top1: 92.708328][top5: 100.000000]
2022-09-11 01:40:56,640 train 050 [data/s: 0.00369][batch/s: 0.32721][loss: 2.703915e-01][top1: 93.647873][top5: 99.897875]
2022-09-11 01:41:12,981 train 100 [data/s: 0.00207][batch/s: 0.32702][loss: 2.579314e-01][top1: 93.987209][top5: 99.917491]
2022-09-11 01:41:29,248 train 150 [data/s: 0.00150][batch/s: 0.32647][loss: 2.621833e-01][top1: 93.956951][top5: 99.889624]
2022-09-11 01:41:45,439 train 200 [data/s: 0.00122][batch/s: 0.32581][loss: 2.622438e-01][top1: 93.972841][top5: 99.870439]
2022-09-11 01:42:01,783 train 250 [data/s: 0.00106][batch/s: 0.32602][loss: 2.588564e-01][top1: 94.028052][top5: 99.875497]
2022-09-11 01:42:18,634 train 300 [data/s: 0.00094][batch/s: 0.32785][loss: 2.631266e-01][top1: 93.860739][top5: 99.865033]
2022-09-11 01:42:35,268 train 350 [data/s: 0.00086][batch/s: 0.32853][loss: 2.648999e-01][top1: 93.815287][top5: 99.878323]
2022-09-11 01:42:51,484 train 400 [data/s: 0.00080][batch/s: 0.32801][loss: 2.670737e-01][top1: 93.755193][top5: 99.867518]
2022-09-11 01:43:08,099 train 450 [data/s: 0.00076][batch/s: 0.32849][loss: 2.702677e-01][top1: 93.669159][top5: 99.872967]
2022-09-11 01:43:24,533 train 500 [data/s: 0.00072][batch/s: 0.32851][loss: 2.725797e-01][top1: 93.652276][top5: 99.860695]
2022-09-11 01:43:31,197 train_acc 93.645997
2022-09-11 01:43:31,387 valid 000 [data/s: 0.12854][batch/s: 0.18339][loss: 3.488382e-01][top1: 91.666664][top5: 100.000000]
2022-09-11 01:43:34,127 valid 050 [data/s: 0.00284][batch/s: 0.05732][loss: 2.276556e-01][top1: 92.728755][top5: 99.775326]
2022-09-11 01:43:36,867 valid 100 [data/s: 0.00159][batch/s: 0.05607][loss: 2.213575e-01][top1: 92.955855][top5: 99.773102]
2022-09-11 01:43:37,113 valid_acc 92.939997	best_val_acc 94.409998
2022-09-11 01:43:37,487 epoch 205 lr 1.834946e-02
2022-09-11 01:43:38,006 train 000 [data/s: 0.17874][batch/s: 0.51027][loss: 2.345026e-01][top1: 94.791664][top5: 100.000000]
2022-09-11 01:43:54,192 train 050 [data/s: 0.00382][batch/s: 0.32739][loss: 2.710378e-01][top1: 93.729573][top5: 99.918300]
2022-09-11 01:44:10,493 train 100 [data/s: 0.00211][batch/s: 0.32671][loss: 2.638525e-01][top1: 93.915014][top5: 99.917491]
2022-09-11 01:44:26,921 train 150 [data/s: 0.00154][batch/s: 0.32732][loss: 2.604769e-01][top1: 93.991443][top5: 99.917218]
2022-09-11 01:44:43,158 train 200 [data/s: 0.00124][batch/s: 0.32668][loss: 2.555499e-01][top1: 94.086855][top5: 99.922263]
2022-09-11 01:44:59,230 train 250 [data/s: 0.00106][batch/s: 0.32564][loss: 2.550159e-01][top1: 94.082003][top5: 99.916998]
2022-09-11 01:45:15,426 train 300 [data/s: 0.00094][batch/s: 0.32535][loss: 2.601791e-01][top1: 93.978403][top5: 99.903100]
2022-09-11 01:45:31,639 train 350 [data/s: 0.00086][batch/s: 0.32519][loss: 2.581039e-01][top1: 94.061607][top5: 99.908001]
2022-09-11 01:45:47,896 train 400 [data/s: 0.00080][batch/s: 0.32519][loss: 2.578441e-01][top1: 94.079902][top5: 99.909081]
2022-09-11 01:46:04,083 train 450 [data/s: 0.00075][batch/s: 0.32503][loss: 2.604720e-01][top1: 94.059495][top5: 99.900683]
2022-09-11 01:46:20,295 train 500 [data/s: 0.00071][batch/s: 0.32495][loss: 2.621725e-01][top1: 93.997419][top5: 99.900199]
2022-09-11 01:46:26,835 train_acc 93.961997
2022-09-11 01:46:27,041 valid 000 [data/s: 0.14611][batch/s: 0.20087][loss: 2.355682e-01][top1: 91.666664][top5: 100.000000]
2022-09-11 01:46:29,803 valid 050 [data/s: 0.00316][batch/s: 0.05810][loss: 2.350048e-01][top1: 93.096403][top5: 99.714051]
2022-09-11 01:46:32,584 valid 100 [data/s: 0.00174][batch/s: 0.05687][loss: 2.321235e-01][top1: 93.151813][top5: 99.700906]
2022-09-11 01:46:32,839 valid_acc 93.159998	best_val_acc 94.409998
2022-09-11 01:46:33,160 epoch 206 lr 1.829154e-02
2022-09-11 01:46:33,648 train 000 [data/s: 0.15909][batch/s: 0.48362][loss: 2.365949e-01][top1: 92.708328][top5: 100.000000]
2022-09-11 01:46:49,809 train 050 [data/s: 0.00344][batch/s: 0.32637][loss: 2.670939e-01][top1: 93.484475][top5: 99.938725]
2022-09-11 01:47:05,873 train 100 [data/s: 0.00190][batch/s: 0.32385][loss: 2.546662e-01][top1: 93.749998][top5: 99.917491]
2022-09-11 01:47:21,930 train 150 [data/s: 0.00137][batch/s: 0.32295][loss: 2.602417e-01][top1: 93.612029][top5: 99.903421]
2022-09-11 01:47:37,983 train 200 [data/s: 0.00111][batch/s: 0.32248][loss: 2.620940e-01][top1: 93.641167][top5: 99.922263]
2022-09-11 01:47:54,042 train 250 [data/s: 0.00095][batch/s: 0.32222][loss: 2.634182e-01][top1: 93.621346][top5: 99.912848]
2022-09-11 01:48:10,205 train 300 [data/s: 0.00086][batch/s: 0.32239][loss: 2.691183e-01][top1: 93.531974][top5: 99.899640]
2022-09-11 01:48:26,371 train 350 [data/s: 0.00078][batch/s: 0.32253][loss: 2.689570e-01][top1: 93.571935][top5: 99.905033]
2022-09-11 01:48:42,432 train 400 [data/s: 0.00073][batch/s: 0.32236][loss: 2.660131e-01][top1: 93.677263][top5: 99.898690]
2022-09-11 01:48:58,496 train 450 [data/s: 0.00068][batch/s: 0.32224][loss: 2.663522e-01][top1: 93.706114][top5: 99.902993]
2022-09-11 01:49:14,643 train 500 [data/s: 0.00064][batch/s: 0.32231][loss: 2.685529e-01][top1: 93.627326][top5: 99.898120]
2022-09-11 01:49:21,102 train_acc 93.617998
2022-09-11 01:49:21,302 valid 000 [data/s: 0.14096][batch/s: 0.19578][loss: 1.771432e-01][top1: 93.750000][top5: 100.000000]
2022-09-11 01:49:24,042 valid 050 [data/s: 0.00306][batch/s: 0.05755][loss: 2.668641e-01][top1: 92.218135][top5: 99.775326]
2022-09-11 01:49:26,798 valid 100 [data/s: 0.00169][batch/s: 0.05635][loss: 2.461268e-01][top1: 92.605196][top5: 99.834983]
2022-09-11 01:49:27,044 valid_acc 92.669998	best_val_acc 94.409998
2022-09-11 01:49:27,487 epoch 207 lr 1.823346e-02
2022-09-11 01:49:27,994 train 000 [data/s: 0.17424][batch/s: 0.50251][loss: 3.696896e-01][top1: 92.708328][top5: 100.000000]
2022-09-11 01:49:45,097 train 050 [data/s: 0.00376][batch/s: 0.34522][loss: 2.578854e-01][top1: 94.035945][top5: 99.938725]
2022-09-11 01:50:02,473 train 100 [data/s: 0.00207][batch/s: 0.34635][loss: 2.587565e-01][top1: 94.100657][top5: 99.876237]
2022-09-11 01:50:19,833 train 150 [data/s: 0.00151][batch/s: 0.34663][loss: 2.561725e-01][top1: 93.998342][top5: 99.875827]
2022-09-11 01:50:37,168 train 200 [data/s: 0.00123][batch/s: 0.34665][loss: 2.556874e-01][top1: 93.983206][top5: 99.885986]
2022-09-11 01:50:54,089 train 250 [data/s: 0.00105][batch/s: 0.34501][loss: 2.599460e-01][top1: 93.899400][top5: 99.883798]
2022-09-11 01:51:10,163 train 300 [data/s: 0.00093][batch/s: 0.34110][loss: 2.631142e-01][top1: 93.826133][top5: 99.892718]
2022-09-11 01:51:26,239 train 350 [data/s: 0.00084][batch/s: 0.33831][loss: 2.632764e-01][top1: 93.833093][top5: 99.899097]
2022-09-11 01:51:42,329 train 400 [data/s: 0.00078][batch/s: 0.33625][loss: 2.676272e-01][top1: 93.724021][top5: 99.901288]
2022-09-11 01:51:58,429 train 450 [data/s: 0.00073][batch/s: 0.33467][loss: 2.690536e-01][top1: 93.683017][top5: 99.893754]
2022-09-11 01:52:14,579 train 500 [data/s: 0.00069][batch/s: 0.33351][loss: 2.705524e-01][top1: 93.621089][top5: 99.883566]
2022-09-11 01:52:21,033 train_acc 93.665997
2022-09-11 01:52:21,219 valid 000 [data/s: 0.12677][batch/s: 0.18148][loss: 1.693534e-01][top1: 92.708328][top5: 100.000000]
2022-09-11 01:52:23,956 valid 050 [data/s: 0.00275][batch/s: 0.05722][loss: 2.061658e-01][top1: 93.504899][top5: 99.754901]
2022-09-11 01:52:26,693 valid 100 [data/s: 0.00153][batch/s: 0.05600][loss: 2.020055e-01][top1: 93.636548][top5: 99.834983]
2022-09-11 01:52:26,935 valid_acc 93.699997	best_val_acc 94.409998
2022-09-11 01:52:27,260 epoch 208 lr 1.817522e-02
2022-09-11 01:52:27,773 train 000 [data/s: 0.17316][batch/s: 0.50858][loss: 1.941913e-01][top1: 96.875000][top5: 100.000000]
2022-09-11 01:52:43,848 train 050 [data/s: 0.00373][batch/s: 0.32518][loss: 2.514459e-01][top1: 94.117644][top5: 99.877450]
2022-09-11 01:52:59,913 train 100 [data/s: 0.00205][batch/s: 0.32326][loss: 2.452368e-01][top1: 94.121284][top5: 99.938119]
2022-09-11 01:53:16,026 train 150 [data/s: 0.00147][batch/s: 0.32292][loss: 2.519903e-01][top1: 93.963849][top5: 99.937914]
2022-09-11 01:53:32,104 train 200 [data/s: 0.00118][batch/s: 0.32259][loss: 2.543065e-01][top1: 93.941747][top5: 99.927446]
2022-09-11 01:53:48,283 train 250 [data/s: 0.00102][batch/s: 0.32279][loss: 2.605246e-01][top1: 93.820548][top5: 99.912848]
2022-09-11 01:54:04,344 train 300 [data/s: 0.00090][batch/s: 0.32252][loss: 2.685169e-01][top1: 93.611570][top5: 99.899640]
2022-09-11 01:54:20,454 train 350 [data/s: 0.00082][batch/s: 0.32248][loss: 2.692782e-01][top1: 93.619418][top5: 99.908001]
2022-09-11 01:54:36,521 train 400 [data/s: 0.00076][batch/s: 0.32234][loss: 2.675463e-01][top1: 93.664274][top5: 99.914276]
2022-09-11 01:54:52,608 train 450 [data/s: 0.00071][batch/s: 0.32227][loss: 2.663814e-01][top1: 93.699184][top5: 99.916851]
2022-09-11 01:55:08,671 train 500 [data/s: 0.00067][batch/s: 0.32217][loss: 2.671620e-01][top1: 93.691780][top5: 99.916833]
2022-09-11 01:55:15,121 train_acc 93.703997
2022-09-11 01:55:15,299 valid 000 [data/s: 0.11864][batch/s: 0.17351][loss: 2.791426e-01][top1: 91.666664][top5: 100.000000]
2022-09-11 01:55:18,036 valid 050 [data/s: 0.00259][batch/s: 0.05706][loss: 2.151028e-01][top1: 93.668298][top5: 99.816176]
2022-09-11 01:55:20,792 valid 100 [data/s: 0.00145][batch/s: 0.05610][loss: 2.081121e-01][top1: 93.677803][top5: 99.845296]
2022-09-11 01:55:21,048 valid_acc 93.649998	best_val_acc 94.409998
2022-09-11 01:55:21,413 epoch 209 lr 1.811683e-02
2022-09-11 01:55:21,923 train 000 [data/s: 0.16601][batch/s: 0.50444][loss: 2.681959e-01][top1: 92.708328][top5: 100.000000]
2022-09-11 01:55:37,980 train 050 [data/s: 0.00359][batch/s: 0.32474][loss: 2.601185e-01][top1: 93.954246][top5: 99.836601]
2022-09-11 01:55:54,056 train 100 [data/s: 0.00200][batch/s: 0.32314][loss: 2.503056e-01][top1: 94.193480][top5: 99.865924]
2022-09-11 01:56:10,114 train 150 [data/s: 0.00144][batch/s: 0.32249][loss: 2.503730e-01][top1: 94.225991][top5: 99.889624]
2022-09-11 01:56:26,171 train 200 [data/s: 0.00116][batch/s: 0.32215][loss: 2.621482e-01][top1: 93.900288][top5: 99.875621]
2022-09-11 01:56:42,250 train 250 [data/s: 0.00100][batch/s: 0.32204][loss: 2.645192e-01][top1: 93.837149][top5: 99.875497]
2022-09-11 01:56:58,417 train 300 [data/s: 0.00089][batch/s: 0.32225][loss: 2.690294e-01][top1: 93.822672][top5: 99.858111]
2022-09-11 01:57:14,612 train 350 [data/s: 0.00082][batch/s: 0.32249][loss: 2.687885e-01][top1: 93.821223][top5: 99.857549]
2022-09-11 01:57:30,676 train 400 [data/s: 0.00075][batch/s: 0.32234][loss: 2.703665e-01][top1: 93.744802][top5: 99.862323]
2022-09-11 01:57:46,738 train 450 [data/s: 0.00070][batch/s: 0.32221][loss: 2.695553e-01][top1: 93.759236][top5: 99.868348]
2022-09-11 01:58:02,882 train 500 [data/s: 0.00066][batch/s: 0.32228][loss: 2.706340e-01][top1: 93.747918][top5: 99.869011]
2022-09-11 01:58:09,318 train_acc 93.721997
2022-09-11 01:58:09,500 valid 000 [data/s: 0.12299][batch/s: 0.17800][loss: 1.887345e-01][top1: 93.750000][top5: 100.000000]
2022-09-11 01:58:12,239 valid 050 [data/s: 0.00270][batch/s: 0.05720][loss: 2.146420e-01][top1: 93.525323][top5: 99.816176]
2022-09-11 01:58:14,976 valid 100 [data/s: 0.00150][batch/s: 0.05598][loss: 1.971969e-01][top1: 93.677802][top5: 99.886551]
2022-09-11 01:58:15,218 valid_acc 93.719997	best_val_acc 94.409998
2022-09-11 01:58:15,548 epoch 210 lr 1.805828e-02
2022-09-11 01:58:16,058 train 000 [data/s: 0.17773][batch/s: 0.50595][loss: 1.833184e-01][top1: 95.833328][top5: 100.000000]
2022-09-11 01:58:32,157 train 050 [data/s: 0.00381][batch/s: 0.32558][loss: 2.725456e-01][top1: 93.954246][top5: 99.877450]
2022-09-11 01:58:48,239 train 100 [data/s: 0.00210][batch/s: 0.32363][loss: 2.570156e-01][top1: 94.183166][top5: 99.907178]
2022-09-11 01:59:04,316 train 150 [data/s: 0.00151][batch/s: 0.32294][loss: 2.574305e-01][top1: 94.081123][top5: 99.910320]
2022-09-11 01:59:20,575 train 200 [data/s: 0.00122][batch/s: 0.32350][loss: 2.554912e-01][top1: 94.097220][top5: 99.906716]
2022-09-11 01:59:36,689 train 250 [data/s: 0.00104][batch/s: 0.32325][loss: 2.571008e-01][top1: 94.065403][top5: 99.904548]
2022-09-11 01:59:52,922 train 300 [data/s: 0.00093][batch/s: 0.32349][loss: 2.613776e-01][top1: 93.878043][top5: 99.906561]
2022-09-11 02:00:09,007 train 350 [data/s: 0.00084][batch/s: 0.32323][loss: 2.605579e-01][top1: 93.907286][top5: 99.908001]
2022-09-11 02:00:25,062 train 400 [data/s: 0.00078][batch/s: 0.32297][loss: 2.623498e-01][top1: 93.864295][top5: 99.909081]
2022-09-11 02:00:41,145 train 450 [data/s: 0.00073][batch/s: 0.32282][loss: 2.640425e-01][top1: 93.786952][top5: 99.907612]
2022-09-11 02:00:57,200 train 500 [data/s: 0.00069][batch/s: 0.32265][loss: 2.654333e-01][top1: 93.760393][top5: 99.902278]
2022-09-11 02:01:03,667 train_acc 93.769997
2022-09-11 02:01:03,859 valid 000 [data/s: 0.13080][batch/s: 0.18557][loss: 2.809454e-01][top1: 90.625000][top5: 100.000000]
2022-09-11 02:01:06,597 valid 050 [data/s: 0.00285][batch/s: 0.05732][loss: 2.156675e-01][top1: 93.627449][top5: 99.734476]
2022-09-11 02:01:09,333 valid 100 [data/s: 0.00157][batch/s: 0.05604][loss: 2.051975e-01][top1: 93.863446][top5: 99.845297]
2022-09-11 02:01:09,580 valid_acc 93.879998	best_val_acc 94.409998
2022-09-11 02:01:10,004 epoch 211 lr 1.799958e-02
2022-09-11 02:01:10,520 train 000 [data/s: 0.18540][batch/s: 0.51158][loss: 1.062660e-01][top1: 100.000000][top5: 100.000000]
2022-09-11 02:01:26,719 train 050 [data/s: 0.00396][batch/s: 0.32765][loss: 2.432897e-01][top1: 94.464867][top5: 99.877451]
2022-09-11 02:01:42,786 train 100 [data/s: 0.00216][batch/s: 0.32453][loss: 2.379323e-01][top1: 94.513199][top5: 99.907178]
2022-09-11 02:01:58,883 train 150 [data/s: 0.00155][batch/s: 0.32367][loss: 2.464537e-01][top1: 94.350163][top5: 99.896523]
2022-09-11 02:02:15,025 train 200 [data/s: 0.00124][batch/s: 0.32346][loss: 2.541839e-01][top1: 94.086855][top5: 99.901534]
2022-09-11 02:02:31,257 train 250 [data/s: 0.00106][batch/s: 0.32370][loss: 2.605615e-01][top1: 93.903550][top5: 99.892098]
2022-09-11 02:02:47,526 train 300 [data/s: 0.00094][batch/s: 0.32398][loss: 2.602220e-01][top1: 93.891885][top5: 99.892718]
2022-09-11 02:03:03,845 train 350 [data/s: 0.00085][batch/s: 0.32432][loss: 2.606108e-01][top1: 93.874641][top5: 99.884259]
2022-09-11 02:03:20,163 train 400 [data/s: 0.00078][batch/s: 0.32457][loss: 2.605532e-01][top1: 93.890272][top5: 99.885702]
2022-09-11 02:03:36,475 train 450 [data/s: 0.00073][batch/s: 0.32476][loss: 2.608817e-01][top1: 93.867791][top5: 99.891444]
2022-09-11 02:03:52,750 train 500 [data/s: 0.00069][batch/s: 0.32483][loss: 2.619075e-01][top1: 93.808214][top5: 99.893962]
2022-09-11 02:03:59,353 train_acc 93.807997
2022-09-11 02:03:59,537 valid 000 [data/s: 0.12360][batch/s: 0.17893][loss: 2.889248e-01][top1: 91.666664][top5: 100.000000]
2022-09-11 02:04:02,275 valid 050 [data/s: 0.00273][batch/s: 0.05720][loss: 2.136153e-01][top1: 93.668298][top5: 99.734476]
2022-09-11 02:04:05,023 valid 100 [data/s: 0.00153][batch/s: 0.05609][loss: 1.968335e-01][top1: 94.018149][top5: 99.824669]
2022-09-11 02:04:05,267 valid_acc 93.989997	best_val_acc 94.409998
2022-09-11 02:04:05,597 epoch 212 lr 1.794073e-02
2022-09-11 02:04:06,116 train 000 [data/s: 0.17737][batch/s: 0.51454][loss: 1.731344e-01][top1: 95.833328][top5: 100.000000]
2022-09-11 02:04:22,684 train 050 [data/s: 0.00384][batch/s: 0.33494][loss: 2.561620e-01][top1: 93.811272][top5: 99.938725]
2022-09-11 02:04:39,129 train 100 [data/s: 0.00213][batch/s: 0.33196][loss: 2.472097e-01][top1: 94.193479][top5: 99.917491]
2022-09-11 02:04:55,402 train 150 [data/s: 0.00155][batch/s: 0.32980][loss: 2.488057e-01][top1: 94.177702][top5: 99.924117]
2022-09-11 02:05:11,488 train 200 [data/s: 0.00124][batch/s: 0.32779][loss: 2.522721e-01][top1: 94.211233][top5: 99.911898]
2022-09-11 02:05:27,550 train 250 [data/s: 0.00106][batch/s: 0.32649][loss: 2.525522e-01][top1: 94.111053][top5: 99.916998]
2022-09-11 02:05:43,648 train 300 [data/s: 0.00094][batch/s: 0.32573][loss: 2.580170e-01][top1: 93.978403][top5: 99.910022]
2022-09-11 02:05:59,708 train 350 [data/s: 0.00086][batch/s: 0.32509][loss: 2.646125e-01][top1: 93.839029][top5: 99.908001]
2022-09-11 02:06:15,924 train 400 [data/s: 0.00079][batch/s: 0.32499][loss: 2.658864e-01][top1: 93.843514][top5: 99.898690]
2022-09-11 02:06:32,025 train 450 [data/s: 0.00074][batch/s: 0.32466][loss: 2.659406e-01][top1: 93.782333][top5: 99.900683]
2022-09-11 02:06:48,104 train 500 [data/s: 0.00071][batch/s: 0.32436][loss: 2.695291e-01][top1: 93.683464][top5: 99.896041]
2022-09-11 02:06:54,547 train_acc 93.679997
2022-09-11 02:06:54,728 valid 000 [data/s: 0.12177][batch/s: 0.17663][loss: 3.291297e-01][top1: 89.583328][top5: 100.000000]
2022-09-11 02:06:57,467 valid 050 [data/s: 0.00270][batch/s: 0.05717][loss: 2.271326e-01][top1: 93.014703][top5: 99.754901]
2022-09-11 02:07:00,205 valid 100 [data/s: 0.00150][batch/s: 0.05597][loss: 2.184772e-01][top1: 93.182753][top5: 99.824669]
2022-09-11 02:07:00,463 valid_acc 93.219997	best_val_acc 94.409998
2022-09-11 02:07:00,860 epoch 213 lr 1.788173e-02
2022-09-11 02:07:01,416 train 000 [data/s: 0.21655][batch/s: 0.55212][loss: 1.738160e-01][top1: 95.833328][top5: 100.000000]
2022-09-11 02:07:17,899 train 050 [data/s: 0.00458][batch/s: 0.33401][loss: 2.685668e-01][top1: 93.852122][top5: 99.959150]
2022-09-11 02:07:34,100 train 100 [data/s: 0.00248][batch/s: 0.32907][loss: 2.614990e-01][top1: 93.997522][top5: 99.907178]
2022-09-11 02:07:50,234 train 150 [data/s: 0.00177][batch/s: 0.32695][loss: 2.572053e-01][top1: 94.101819][top5: 99.917218]
2022-09-11 02:08:06,450 train 200 [data/s: 0.00142][batch/s: 0.32630][loss: 2.581814e-01][top1: 94.029848][top5: 99.932628]
2022-09-11 02:08:22,565 train 250 [data/s: 0.00121][batch/s: 0.32550][loss: 2.588608e-01][top1: 93.945051][top5: 99.912848]
2022-09-11 02:08:38,634 train 300 [data/s: 0.00106][batch/s: 0.32482][loss: 2.628163e-01][top1: 93.846897][top5: 99.913482]
2022-09-11 02:08:54,800 train 350 [data/s: 0.00096][batch/s: 0.32460][loss: 2.637717e-01][top1: 93.782642][top5: 99.913936]
2022-09-11 02:09:10,921 train 400 [data/s: 0.00088][batch/s: 0.32433][loss: 2.655086e-01][top1: 93.762986][top5: 99.903886]
2022-09-11 02:09:26,988 train 450 [data/s: 0.00082][batch/s: 0.32400][loss: 2.654590e-01][top1: 93.786952][top5: 99.912232]
2022-09-11 02:09:43,077 train 500 [data/s: 0.00077][batch/s: 0.32378][loss: 2.656740e-01][top1: 93.752077][top5: 99.916833]
2022-09-11 02:09:49,698 train_acc 93.751998
2022-09-11 02:09:49,959 valid 000 [data/s: 0.16688][batch/s: 0.24970][loss: 3.473363e-01][top1: 89.583328][top5: 100.000000]
2022-09-11 02:09:52,699 valid 050 [data/s: 0.00357][batch/s: 0.05863][loss: 2.152902e-01][top1: 93.749998][top5: 99.795751]
2022-09-11 02:09:55,437 valid 100 [data/s: 0.00195][batch/s: 0.05672][loss: 2.037021e-01][top1: 94.007836][top5: 99.834983]
2022-09-11 02:09:55,685 valid_acc 94.019997	best_val_acc 94.409998
2022-09-11 02:09:56,016 epoch 214 lr 1.782258e-02
2022-09-11 02:09:56,526 train 000 [data/s: 0.17664][batch/s: 0.50571][loss: 3.064783e-01][top1: 93.750000][top5: 98.958328]
2022-09-11 02:10:12,711 train 050 [data/s: 0.00380][batch/s: 0.32726][loss: 2.629083e-01][top1: 93.647874][top5: 99.918300]
2022-09-11 02:10:28,970 train 100 [data/s: 0.00208][batch/s: 0.32623][loss: 2.563972e-01][top1: 93.780938][top5: 99.917491]
2022-09-11 02:10:45,162 train 150 [data/s: 0.00149][batch/s: 0.32544][loss: 2.572086e-01][top1: 93.908662][top5: 99.910320]
2022-09-11 02:11:01,266 train 200 [data/s: 0.00120][batch/s: 0.32460][loss: 2.569960e-01][top1: 93.921017][top5: 99.917081]
2022-09-11 02:11:17,320 train 250 [data/s: 0.00102][batch/s: 0.32390][loss: 2.546965e-01][top1: 94.028052][top5: 99.921148]
2022-09-11 02:11:33,381 train 300 [data/s: 0.00090][batch/s: 0.32346][loss: 2.563426e-01][top1: 93.992245][top5: 99.927325]
2022-09-11 02:11:49,582 train 350 [data/s: 0.00083][batch/s: 0.32354][loss: 2.568166e-01][top1: 93.951802][top5: 99.934710]
2022-09-11 02:12:05,766 train 400 [data/s: 0.00076][batch/s: 0.32355][loss: 2.561748e-01][top1: 93.944823][top5: 99.937656]
2022-09-11 02:12:21,901 train 450 [data/s: 0.00071][batch/s: 0.32346][loss: 2.574160e-01][top1: 93.902436][top5: 99.933019]
2022-09-11 02:12:37,967 train 500 [data/s: 0.00067][batch/s: 0.32325][loss: 2.575826e-01][top1: 93.889302][top5: 99.923070]
2022-09-11 02:12:44,423 train_acc 93.863997
2022-09-11 02:12:44,611 valid 000 [data/s: 0.12866][batch/s: 0.18380][loss: 2.888641e-01][top1: 88.541664][top5: 100.000000]
2022-09-11 02:12:47,350 valid 050 [data/s: 0.00283][batch/s: 0.05731][loss: 2.208492e-01][top1: 93.300651][top5: 99.775326]
2022-09-11 02:12:50,088 valid 100 [data/s: 0.00157][batch/s: 0.05605][loss: 2.101203e-01][top1: 93.667489][top5: 99.865924]
2022-09-11 02:12:50,373 valid_acc 93.679997	best_val_acc 94.409998
2022-09-11 02:12:50,720 epoch 215 lr 1.776329e-02
2022-09-11 02:12:51,269 train 000 [data/s: 0.20232][batch/s: 0.54483][loss: 2.538221e-01][top1: 92.708328][top5: 100.000000]
2022-09-11 02:13:07,791 train 050 [data/s: 0.00431][batch/s: 0.33463][loss: 2.784587e-01][top1: 93.280226][top5: 99.857025]
2022-09-11 02:13:24,076 train 100 [data/s: 0.00235][batch/s: 0.33022][loss: 2.669199e-01][top1: 93.481846][top5: 99.896864]
2022-09-11 02:13:40,139 train 150 [data/s: 0.00168][batch/s: 0.32725][loss: 2.678873e-01][top1: 93.570637][top5: 99.931015]
2022-09-11 02:13:56,197 train 200 [data/s: 0.00134][batch/s: 0.32573][loss: 2.660586e-01][top1: 93.542700][top5: 99.937811]
2022-09-11 02:14:12,281 train 250 [data/s: 0.00114][batch/s: 0.32492][loss: 2.682163e-01][top1: 93.530044][top5: 99.929449]
2022-09-11 02:14:28,394 train 300 [data/s: 0.00100][batch/s: 0.32448][loss: 2.685206e-01][top1: 93.542356][top5: 99.923865]
2022-09-11 02:14:44,450 train 350 [data/s: 0.00090][batch/s: 0.32400][loss: 2.688444e-01][top1: 93.551161][top5: 99.919871]
2022-09-11 02:15:01,396 train 400 [data/s: 0.00083][batch/s: 0.32586][loss: 2.671265e-01][top1: 93.630504][top5: 99.919472]
2022-09-11 02:15:18,713 train 450 [data/s: 0.00078][batch/s: 0.32813][loss: 2.651618e-01][top1: 93.699184][top5: 99.926090]
2022-09-11 02:15:36,049 train 500 [data/s: 0.00073][batch/s: 0.32999][loss: 2.670661e-01][top1: 93.664751][top5: 99.920991]
2022-09-11 02:15:43,011 train_acc 93.683997
2022-09-11 02:15:43,189 valid 000 [data/s: 0.11891][batch/s: 0.17385][loss: 2.482549e-01][top1: 90.625000][top5: 100.000000]
2022-09-11 02:15:45,928 valid 050 [data/s: 0.00263][batch/s: 0.05711][loss: 1.932480e-01][top1: 94.097220][top5: 99.734476]
2022-09-11 02:15:48,666 valid 100 [data/s: 0.00147][batch/s: 0.05594][loss: 1.862050e-01][top1: 94.317242][top5: 99.824669]
2022-09-11 02:15:48,908 valid_acc 94.349997	best_val_acc 94.409998
2022-09-11 02:15:49,227 epoch 216 lr 1.770385e-02
2022-09-11 02:15:49,732 train 000 [data/s: 0.17380][batch/s: 0.49970][loss: 2.510542e-01][top1: 95.833328][top5: 100.000000]
2022-09-11 02:16:05,799 train 050 [data/s: 0.00373][batch/s: 0.32485][loss: 2.619453e-01][top1: 93.504899][top5: 99.877450]
2022-09-11 02:16:21,858 train 100 [data/s: 0.00205][batch/s: 0.32303][loss: 2.548318e-01][top1: 93.822192][top5: 99.896864]
2022-09-11 02:16:37,917 train 150 [data/s: 0.00147][batch/s: 0.32242][loss: 2.588890e-01][top1: 93.736201][top5: 99.889624]
2022-09-11 02:16:54,060 train 200 [data/s: 0.00118][batch/s: 0.32253][loss: 2.678945e-01][top1: 93.594525][top5: 99.854892]
2022-09-11 02:17:10,265 train 250 [data/s: 0.00101][batch/s: 0.32284][loss: 2.631938e-01][top1: 93.787348][top5: 99.867197]
2022-09-11 02:17:27,460 train 300 [data/s: 0.00090][batch/s: 0.32634][loss: 2.666190e-01][top1: 93.711930][top5: 99.854650]
2022-09-11 02:17:43,603 train 350 [data/s: 0.00082][batch/s: 0.32584][loss: 2.722449e-01][top1: 93.646128][top5: 99.851614]
2022-09-11 02:17:59,674 train 400 [data/s: 0.00075][batch/s: 0.32529][loss: 2.710527e-01][top1: 93.682458][top5: 99.857127]
2022-09-11 02:18:15,769 train 450 [data/s: 0.00070][batch/s: 0.32492][loss: 2.679192e-01][top1: 93.784643][top5: 99.854489]
2022-09-11 02:18:31,827 train 500 [data/s: 0.00067][batch/s: 0.32454][loss: 2.671520e-01][top1: 93.781185][top5: 99.860695]
2022-09-11 02:18:38,270 train_acc 93.773998
2022-09-11 02:18:38,485 valid 000 [data/s: 0.15400][batch/s: 0.20884][loss: 2.199309e-01][top1: 92.708328][top5: 100.000000]
2022-09-11 02:18:41,223 valid 050 [data/s: 0.00331][batch/s: 0.05778][loss: 2.116486e-01][top1: 93.464049][top5: 99.836601]
2022-09-11 02:18:43,961 valid 100 [data/s: 0.00181][batch/s: 0.05629][loss: 1.973663e-01][top1: 93.760311][top5: 99.886551]
2022-09-11 02:18:44,230 valid_acc 93.769997	best_val_acc 94.409998
2022-09-11 02:18:44,579 epoch 217 lr 1.764427e-02
2022-09-11 02:18:45,084 train 000 [data/s: 0.17232][batch/s: 0.50073][loss: 1.598838e-01][top1: 96.875000][top5: 100.000000]
2022-09-11 02:19:01,151 train 050 [data/s: 0.00368][batch/s: 0.32486][loss: 2.658788e-01][top1: 94.035945][top5: 99.857026]
2022-09-11 02:19:17,219 train 100 [data/s: 0.00202][batch/s: 0.32312][loss: 2.609389e-01][top1: 94.131598][top5: 99.886551]
2022-09-11 02:19:33,316 train 150 [data/s: 0.00145][batch/s: 0.32273][loss: 2.601830e-01][top1: 94.108717][top5: 99.910320]
2022-09-11 02:19:49,381 train 200 [data/s: 0.00116][batch/s: 0.32237][loss: 2.582331e-01][top1: 94.097220][top5: 99.896351]
2022-09-11 02:20:05,468 train 250 [data/s: 0.00100][batch/s: 0.32225][loss: 2.625019e-01][top1: 93.974101][top5: 99.887948]
2022-09-11 02:20:21,656 train 300 [data/s: 0.00088][batch/s: 0.32250][loss: 2.629843e-01][top1: 94.002628][top5: 99.882336]
2022-09-11 02:20:37,861 train 350 [data/s: 0.00080][batch/s: 0.32273][loss: 2.631468e-01][top1: 93.913222][top5: 99.887226]
2022-09-11 02:20:53,973 train 400 [data/s: 0.00074][batch/s: 0.32267][loss: 2.601631e-01][top1: 93.973397][top5: 99.896093]
2022-09-11 02:21:10,035 train 450 [data/s: 0.00069][batch/s: 0.32251][loss: 2.607381e-01][top1: 93.916295][top5: 99.896064]
2022-09-11 02:21:26,092 train 500 [data/s: 0.00066][batch/s: 0.32237][loss: 2.614763e-01][top1: 93.895540][top5: 99.898120]
2022-09-11 02:21:32,540 train_acc 93.871997
2022-09-11 02:21:32,742 valid 000 [data/s: 0.14283][batch/s: 0.19768][loss: 1.559266e-01][top1: 94.791664][top5: 100.000000]
2022-09-11 02:21:35,479 valid 050 [data/s: 0.00306][batch/s: 0.05753][loss: 2.087214e-01][top1: 93.974670][top5: 99.734476]
2022-09-11 02:21:38,215 valid 100 [data/s: 0.00168][batch/s: 0.05614][loss: 2.015892e-01][top1: 93.780938][top5: 99.814356]
2022-09-11 02:21:38,457 valid_acc 93.799997	best_val_acc 94.409998
2022-09-11 02:21:38,775 epoch 218 lr 1.758455e-02
2022-09-11 02:21:39,269 train 000 [data/s: 0.16312][batch/s: 0.48962][loss: 2.200848e-01][top1: 94.791664][top5: 100.000000]
2022-09-11 02:21:55,364 train 050 [data/s: 0.00352][batch/s: 0.32520][loss: 2.391250e-01][top1: 94.485292][top5: 99.897875]
2022-09-11 02:22:11,464 train 100 [data/s: 0.00193][batch/s: 0.32362][loss: 2.428135e-01][top1: 94.337869][top5: 99.896864]
2022-09-11 02:22:27,514 train 150 [data/s: 0.00139][batch/s: 0.32275][loss: 2.549100e-01][top1: 94.081123][top5: 99.903421]
2022-09-11 02:22:43,571 train 200 [data/s: 0.00113][batch/s: 0.32235][loss: 2.552118e-01][top1: 94.003936][top5: 99.901534]
2022-09-11 02:22:59,635 train 250 [data/s: 0.00097][batch/s: 0.32214][loss: 2.587053e-01][top1: 93.916000][top5: 99.896248]
2022-09-11 02:23:15,844 train 300 [data/s: 0.00086][batch/s: 0.32247][loss: 2.700152e-01][top1: 93.632334][top5: 99.885797]
2022-09-11 02:23:31,950 train 350 [data/s: 0.00079][batch/s: 0.32242][loss: 2.736238e-01][top1: 93.548193][top5: 99.893162]
2022-09-11 02:23:48,011 train 400 [data/s: 0.00073][batch/s: 0.32227][loss: 2.721429e-01][top1: 93.635700][top5: 99.901288]
2022-09-11 02:24:04,303 train 450 [data/s: 0.00069][batch/s: 0.32267][loss: 2.705414e-01][top1: 93.643752][top5: 99.896064]
2022-09-11 02:24:20,397 train 500 [data/s: 0.00065][batch/s: 0.32259][loss: 2.710597e-01][top1: 93.637722][top5: 99.891882]
2022-09-11 02:24:26,862 train_acc 93.669997
2022-09-11 02:24:27,079 valid 000 [data/s: 0.12352][batch/s: 0.21178][loss: 3.049825e-01][top1: 91.666664][top5: 100.000000]
2022-09-11 02:24:29,826 valid 050 [data/s: 0.00276][batch/s: 0.05801][loss: 2.170431e-01][top1: 93.321076][top5: 99.836601]
2022-09-11 02:24:32,569 valid 100 [data/s: 0.00156][batch/s: 0.05645][loss: 2.085309e-01][top1: 93.492159][top5: 99.886551]
2022-09-11 02:24:32,833 valid_acc 93.579997	best_val_acc 94.409998
2022-09-11 02:24:33,205 epoch 219 lr 1.752469e-02
2022-09-11 02:24:33,720 train 000 [data/s: 0.15544][batch/s: 0.51047][loss: 3.522757e-01][top1: 90.625000][top5: 100.000000]
2022-09-11 02:24:50,518 train 050 [data/s: 0.00343][batch/s: 0.33938][loss: 2.661982e-01][top1: 93.586599][top5: 99.877450]
2022-09-11 02:25:06,902 train 100 [data/s: 0.00193][batch/s: 0.33359][loss: 2.596271e-01][top1: 93.770625][top5: 99.886551]
2022-09-11 02:25:23,021 train 150 [data/s: 0.00141][batch/s: 0.32988][loss: 2.540671e-01][top1: 93.915561][top5: 99.882726]
2022-09-11 02:25:39,104 train 200 [data/s: 0.00115][batch/s: 0.32783][loss: 2.554851e-01][top1: 93.869193][top5: 99.880804]
2022-09-11 02:25:55,196 train 250 [data/s: 0.00099][batch/s: 0.32664][loss: 2.627905e-01][top1: 93.700197][top5: 99.875497]
2022-09-11 02:26:11,256 train 300 [data/s: 0.00088][batch/s: 0.32573][loss: 2.656791e-01][top1: 93.594267][top5: 99.871954]
2022-09-11 02:26:27,316 train 350 [data/s: 0.00080][batch/s: 0.32509][loss: 2.651205e-01][top1: 93.652063][top5: 99.869420]
2022-09-11 02:26:43,486 train 400 [data/s: 0.00074][batch/s: 0.32488][loss: 2.666176e-01][top1: 93.646091][top5: 99.870116]
2022-09-11 02:26:59,614 train 450 [data/s: 0.00070][batch/s: 0.32462][loss: 2.655462e-01][top1: 93.689946][top5: 99.875277]
2022-09-11 02:27:15,728 train 500 [data/s: 0.00067][batch/s: 0.32439][loss: 2.650845e-01][top1: 93.725047][top5: 99.875249]
2022-09-11 02:27:22,175 train_acc 93.707998
2022-09-11 02:27:22,358 valid 000 [data/s: 0.12298][batch/s: 0.17774][loss: 2.191252e-01][top1: 93.750000][top5: 100.000000]
2022-09-11 02:27:25,096 valid 050 [data/s: 0.00271][batch/s: 0.05717][loss: 2.495921e-01][top1: 92.790030][top5: 99.714052]
2022-09-11 02:27:27,834 valid 100 [data/s: 0.00151][batch/s: 0.05597][loss: 2.449826e-01][top1: 93.007423][top5: 99.773102]
2022-09-11 02:27:28,079 valid_acc 93.009997	best_val_acc 94.409998
2022-09-11 02:27:28,409 epoch 220 lr 1.746469e-02
2022-09-11 02:27:28,911 train 000 [data/s: 0.16731][batch/s: 0.49808][loss: 2.881467e-01][top1: 91.666664][top5: 100.000000]
2022-09-11 02:27:45,051 train 050 [data/s: 0.00362][batch/s: 0.32624][loss: 2.479235e-01][top1: 93.892971][top5: 99.959150]
2022-09-11 02:28:01,116 train 100 [data/s: 0.00199][batch/s: 0.32379][loss: 2.446221e-01][top1: 94.069717][top5: 99.979373]
2022-09-11 02:28:17,327 train 150 [data/s: 0.00144][batch/s: 0.32393][loss: 2.431921e-01][top1: 94.184600][top5: 99.958609]
2022-09-11 02:28:33,414 train 200 [data/s: 0.00117][batch/s: 0.32339][loss: 2.448015e-01][top1: 94.149044][top5: 99.942993]
2022-09-11 02:28:49,500 train 250 [data/s: 0.00101][batch/s: 0.32306][loss: 2.480474e-01][top1: 94.057102][top5: 99.921148]
2022-09-11 02:29:05,678 train 300 [data/s: 0.00090][batch/s: 0.32314][loss: 2.494841e-01][top1: 94.078763][top5: 99.916943]
2022-09-11 02:29:21,846 train 350 [data/s: 0.00082][batch/s: 0.32317][loss: 2.532795e-01][top1: 94.011156][top5: 99.908001]
2022-09-11 02:29:37,926 train 400 [data/s: 0.00076][batch/s: 0.32297][loss: 2.573164e-01][top1: 93.895467][top5: 99.896093]
2022-09-11 02:29:54,007 train 450 [data/s: 0.00071][batch/s: 0.32282][loss: 2.604109e-01][top1: 93.830836][top5: 99.898374]
2022-09-11 02:30:10,093 train 500 [data/s: 0.00067][batch/s: 0.32271][loss: 2.636869e-01][top1: 93.739602][top5: 99.898120]
2022-09-11 02:30:16,555 train_acc 93.725998
2022-09-11 02:30:16,738 valid 000 [data/s: 0.12396][batch/s: 0.17877][loss: 3.267595e-01][top1: 91.666664][top5: 100.000000]
2022-09-11 02:30:19,477 valid 050 [data/s: 0.00275][batch/s: 0.05722][loss: 2.087005e-01][top1: 93.709147][top5: 99.775326]
2022-09-11 02:30:22,236 valid 100 [data/s: 0.00154][batch/s: 0.05620][loss: 1.941070e-01][top1: 93.904700][top5: 99.865924]
2022-09-11 02:30:22,483 valid_acc 93.899997	best_val_acc 94.409998
2022-09-11 02:30:22,835 epoch 221 lr 1.740456e-02
2022-09-11 02:30:23,407 train 000 [data/s: 0.23610][batch/s: 0.56823][loss: 1.502697e-01][top1: 96.875000][top5: 100.000000]
2022-09-11 02:30:39,533 train 050 [data/s: 0.00500][batch/s: 0.32734][loss: 2.487433e-01][top1: 94.015520][top5: 99.979575]
2022-09-11 02:30:55,646 train 100 [data/s: 0.00269][batch/s: 0.32482][loss: 2.501986e-01][top1: 94.038776][top5: 99.938119]
2022-09-11 02:31:11,878 train 150 [data/s: 0.00192][batch/s: 0.32476][loss: 2.552416e-01][top1: 93.860373][top5: 99.931015]
2022-09-11 02:31:28,011 train 200 [data/s: 0.00153][batch/s: 0.32424][loss: 2.537520e-01][top1: 93.936565][top5: 99.927446]
2022-09-11 02:31:44,255 train 250 [data/s: 0.00129][batch/s: 0.32437][loss: 2.582115e-01][top1: 93.791498][top5: 99.912848]
2022-09-11 02:32:00,319 train 300 [data/s: 0.00113][batch/s: 0.32385][loss: 2.603167e-01][top1: 93.784604][top5: 99.906561]
2022-09-11 02:32:16,396 train 350 [data/s: 0.00102][batch/s: 0.32352][loss: 2.610970e-01][top1: 93.794513][top5: 99.899097]
2022-09-11 02:32:32,728 train 400 [data/s: 0.00093][batch/s: 0.32391][loss: 2.618808e-01][top1: 93.801951][top5: 99.903886]
2022-09-11 02:32:48,796 train 450 [data/s: 0.00086][batch/s: 0.32363][loss: 2.648340e-01][top1: 93.756926][top5: 99.907612]
2022-09-11 02:33:04,880 train 500 [data/s: 0.00081][batch/s: 0.32343][loss: 2.672820e-01][top1: 93.729206][top5: 99.898120]
2022-09-11 02:33:11,343 train_acc 93.713997
2022-09-11 02:33:11,534 valid 000 [data/s: 0.13027][batch/s: 0.18505][loss: 2.707373e-01][top1: 92.708328][top5: 100.000000]
2022-09-11 02:33:14,272 valid 050 [data/s: 0.00286][batch/s: 0.05732][loss: 2.075135e-01][top1: 93.668298][top5: 99.714051]
2022-09-11 02:33:17,010 valid 100 [data/s: 0.00160][batch/s: 0.05606][loss: 1.979229e-01][top1: 93.688116][top5: 99.834983]
2022-09-11 02:33:17,278 valid_acc 93.699997	best_val_acc 94.409998
2022-09-11 02:33:17,601 epoch 222 lr 1.734429e-02
2022-09-11 02:33:18,139 train 000 [data/s: 0.20323][batch/s: 0.53347][loss: 2.013033e-01][top1: 94.791664][top5: 100.000000]
2022-09-11 02:33:34,209 train 050 [data/s: 0.00430][batch/s: 0.32557][loss: 2.574761e-01][top1: 93.586599][top5: 99.938725]
2022-09-11 02:33:50,272 train 100 [data/s: 0.00234][batch/s: 0.32344][loss: 2.448678e-01][top1: 94.018149][top5: 99.938119]
2022-09-11 02:34:06,399 train 150 [data/s: 0.00168][batch/s: 0.32314][loss: 2.422539e-01][top1: 94.081123][top5: 99.937914]
2022-09-11 02:34:22,498 train 200 [data/s: 0.00134][batch/s: 0.32285][loss: 2.402826e-01][top1: 94.112767][top5: 99.937811]
2022-09-11 02:34:39,473 train 250 [data/s: 0.00115][batch/s: 0.32617][loss: 2.423588e-01][top1: 94.094453][top5: 99.921148]
2022-09-11 02:34:56,905 train 300 [data/s: 0.00102][batch/s: 0.32990][loss: 2.488392e-01][top1: 94.068381][top5: 99.923865]
2022-09-11 02:35:13,064 train 350 [data/s: 0.00093][batch/s: 0.32894][loss: 2.506442e-01][top1: 93.996317][top5: 99.919871]
2022-09-11 02:35:29,170 train 400 [data/s: 0.00085][batch/s: 0.32809][loss: 2.527669e-01][top1: 93.947421][top5: 99.919472]
2022-09-11 02:35:45,250 train 450 [data/s: 0.00079][batch/s: 0.32737][loss: 2.549524e-01][top1: 93.865482][top5: 99.914541]
2022-09-11 02:36:01,305 train 500 [data/s: 0.00075][batch/s: 0.32674][loss: 2.573120e-01][top1: 93.793660][top5: 99.904358]
2022-09-11 02:36:07,765 train_acc 93.797997
2022-09-11 02:36:07,950 valid 000 [data/s: 0.12415][batch/s: 0.17901][loss: 2.684655e-01][top1: 91.666664][top5: 100.000000]
2022-09-11 02:36:10,687 valid 050 [data/s: 0.00271][batch/s: 0.05718][loss: 2.164983e-01][top1: 93.913396][top5: 99.734476]
2022-09-11 02:36:13,424 valid 100 [data/s: 0.00151][batch/s: 0.05597][loss: 2.080544e-01][top1: 93.884073][top5: 99.834983]
2022-09-11 02:36:13,677 valid_acc 93.879997	best_val_acc 94.409998
2022-09-11 02:36:14,024 epoch 223 lr 1.728388e-02
2022-09-11 02:36:14,532 train 000 [data/s: 0.17326][batch/s: 0.50390][loss: 3.766072e-01][top1: 88.541664][top5: 100.000000]
2022-09-11 02:36:30,589 train 050 [data/s: 0.00371][batch/s: 0.32473][loss: 2.635495e-01][top1: 94.035945][top5: 99.897875]
2022-09-11 02:36:46,643 train 100 [data/s: 0.00203][batch/s: 0.32291][loss: 2.661396e-01][top1: 93.770624][top5: 99.896864]
2022-09-11 02:37:03,317 train 150 [data/s: 0.00148][batch/s: 0.32642][loss: 2.642318e-01][top1: 93.818982][top5: 99.903421]
2022-09-11 02:37:20,052 train 200 [data/s: 0.00120][batch/s: 0.32847][loss: 2.625511e-01][top1: 93.879558][top5: 99.906716]
2022-09-11 02:37:36,279 train 250 [data/s: 0.00102][batch/s: 0.32769][loss: 2.602077e-01][top1: 93.957501][top5: 99.908698]
2022-09-11 02:37:52,534 train 300 [data/s: 0.00091][batch/s: 0.32726][loss: 2.609242e-01][top1: 93.968021][top5: 99.892718]
2022-09-11 02:38:08,866 train 350 [data/s: 0.00083][batch/s: 0.32717][loss: 2.620416e-01][top1: 93.877609][top5: 99.899097]
2022-09-11 02:38:25,296 train 400 [data/s: 0.00077][batch/s: 0.32735][loss: 2.630565e-01][top1: 93.864295][top5: 99.896093]
2022-09-11 02:38:41,854 train 450 [data/s: 0.00072][batch/s: 0.32777][loss: 2.645456e-01][top1: 93.789262][top5: 99.891444]
2022-09-11 02:38:57,914 train 500 [data/s: 0.00068][batch/s: 0.32712][loss: 2.649259e-01][top1: 93.787423][top5: 99.887724]
2022-09-11 02:39:04,364 train_acc 93.817997
2022-09-11 02:39:04,552 valid 000 [data/s: 0.12854][batch/s: 0.18338][loss: 1.604344e-01][top1: 94.791664][top5: 100.000000]
2022-09-11 02:39:07,290 valid 050 [data/s: 0.00283][batch/s: 0.05729][loss: 2.014673e-01][top1: 93.974671][top5: 99.877451]
2022-09-11 02:39:10,029 valid 100 [data/s: 0.00159][batch/s: 0.05605][loss: 1.920088e-01][top1: 93.976895][top5: 99.907178]
2022-09-11 02:39:10,300 valid_acc 94.009997	best_val_acc 94.409998
2022-09-11 02:39:10,631 epoch 224 lr 1.722335e-02
2022-09-11 02:39:11,125 train 000 [data/s: 0.16242][batch/s: 0.49031][loss: 2.076233e-01][top1: 92.708328][top5: 100.000000]
2022-09-11 02:39:27,213 train 050 [data/s: 0.00351][batch/s: 0.32506][loss: 2.513033e-01][top1: 94.342317][top5: 99.897875]
2022-09-11 02:39:43,273 train 100 [data/s: 0.00193][batch/s: 0.32315][loss: 2.587607e-01][top1: 93.842819][top5: 99.824669]
2022-09-11 02:39:59,373 train 150 [data/s: 0.00141][batch/s: 0.32276][loss: 2.496943e-01][top1: 94.108717][top5: 99.862030]
2022-09-11 02:40:15,486 train 200 [data/s: 0.00114][batch/s: 0.32264][loss: 2.492928e-01][top1: 94.138679][top5: 99.875621]
2022-09-11 02:40:31,555 train 250 [data/s: 0.00097][batch/s: 0.32239][loss: 2.518373e-01][top1: 94.135953][top5: 99.875497]
2022-09-11 02:40:47,636 train 300 [data/s: 0.00086][batch/s: 0.32226][loss: 2.531961e-01][top1: 94.071841][top5: 99.858111]
2022-09-11 02:41:03,720 train 350 [data/s: 0.00078][batch/s: 0.32218][loss: 2.543887e-01][top1: 94.037865][top5: 99.854582]
2022-09-11 02:41:19,786 train 400 [data/s: 0.00072][batch/s: 0.32207][loss: 2.561953e-01][top1: 94.012362][top5: 99.862323]
2022-09-11 02:41:35,853 train 450 [data/s: 0.00068][batch/s: 0.32199][loss: 2.609815e-01][top1: 93.860862][top5: 99.854489]
2022-09-11 02:41:51,918 train 500 [data/s: 0.00064][batch/s: 0.32192][loss: 2.598570e-01][top1: 93.872668][top5: 99.866932]
2022-09-11 02:41:58,375 train_acc 93.889997
2022-09-11 02:41:58,573 valid 000 [data/s: 0.13736][batch/s: 0.19220][loss: 2.236571e-01][top1: 90.625000][top5: 100.000000]
2022-09-11 02:42:01,312 valid 050 [data/s: 0.00300][batch/s: 0.05748][loss: 1.893509e-01][top1: 93.974671][top5: 99.857026]
2022-09-11 02:42:04,049 valid 100 [data/s: 0.00165][batch/s: 0.05612][loss: 1.785006e-01][top1: 94.337868][top5: 99.886551]
2022-09-11 02:42:04,302 valid_acc 94.339997	best_val_acc 94.409998
2022-09-11 02:42:04,650 epoch 225 lr 1.716269e-02
2022-09-11 02:42:05,144 train 000 [data/s: 0.15956][batch/s: 0.48921][loss: 3.459558e-01][top1: 88.541664][top5: 100.000000]
2022-09-11 02:42:21,352 train 050 [data/s: 0.00349][batch/s: 0.32741][loss: 2.633570e-01][top1: 93.892972][top5: 99.897875]
2022-09-11 02:42:37,513 train 100 [data/s: 0.00194][batch/s: 0.32534][loss: 2.482059e-01][top1: 94.265674][top5: 99.917491]
2022-09-11 02:42:53,687 train 150 [data/s: 0.00140][batch/s: 0.32472][loss: 2.486881e-01][top1: 94.205296][top5: 99.937914]
2022-09-11 02:43:09,756 train 200 [data/s: 0.00113][batch/s: 0.32389][loss: 2.542093e-01][top1: 94.102402][top5: 99.922263]
2022-09-11 02:43:25,848 train 250 [data/s: 0.00097][batch/s: 0.32348][loss: 2.593949e-01][top1: 93.932600][top5: 99.921148]
2022-09-11 02:43:41,919 train 300 [data/s: 0.00086][batch/s: 0.32314][loss: 2.559573e-01][top1: 93.999167][top5: 99.927325]
2022-09-11 02:43:58,054 train 350 [data/s: 0.00078][batch/s: 0.32308][loss: 2.580527e-01][top1: 93.966640][top5: 99.913936]
2022-09-11 02:44:14,267 train 400 [data/s: 0.00072][batch/s: 0.32322][loss: 2.593472e-01][top1: 93.957811][top5: 99.909081]
2022-09-11 02:44:30,351 train 450 [data/s: 0.00068][batch/s: 0.32305][loss: 2.592257e-01][top1: 93.948630][top5: 99.912232]
2022-09-11 02:44:46,737 train 500 [data/s: 0.00065][batch/s: 0.32352][loss: 2.588948e-01][top1: 93.953757][top5: 99.910595]
2022-09-11 02:44:53,529 train_acc 93.957997
2022-09-11 02:44:53,750 valid 000 [data/s: 0.16154][batch/s: 0.21643][loss: 1.763280e-01][top1: 92.708328][top5: 100.000000]
2022-09-11 02:44:56,496 valid 050 [data/s: 0.00346][batch/s: 0.05809][loss: 1.722403e-01][top1: 94.301468][top5: 99.897875]
2022-09-11 02:44:59,254 valid 100 [data/s: 0.00190][batch/s: 0.05664][loss: 1.712969e-01][top1: 94.616334][top5: 99.896864]
2022-09-11 02:44:59,626 valid_acc 94.619997	best_val_acc 94.619997
2022-09-11 02:44:59,947 epoch 226 lr 1.710190e-02
2022-09-11 02:45:00,452 train 000 [data/s: 0.17464][batch/s: 0.50068][loss: 2.054818e-01][top1: 95.833328][top5: 100.000000]
2022-09-11 02:45:16,528 train 050 [data/s: 0.00374][batch/s: 0.32503][loss: 2.545508e-01][top1: 94.015521][top5: 99.918300]
2022-09-11 02:45:32,599 train 100 [data/s: 0.00205][batch/s: 0.32324][loss: 2.488593e-01][top1: 94.121285][top5: 99.917491]
2022-09-11 02:45:48,666 train 150 [data/s: 0.00148][batch/s: 0.32261][loss: 2.541418e-01][top1: 94.025936][top5: 99.896523]
2022-09-11 02:46:04,759 train 200 [data/s: 0.00119][batch/s: 0.32243][loss: 2.547560e-01][top1: 94.086855][top5: 99.922263]
2022-09-11 02:46:20,825 train 250 [data/s: 0.00102][batch/s: 0.32220][loss: 2.538138e-01][top1: 94.177454][top5: 99.900398]
2022-09-11 02:46:36,938 train 300 [data/s: 0.00091][batch/s: 0.32221][loss: 2.561499e-01][top1: 94.075302][top5: 99.896179]
2022-09-11 02:46:54,081 train 350 [data/s: 0.00083][batch/s: 0.32516][loss: 2.570235e-01][top1: 94.106123][top5: 99.884259]
2022-09-11 02:47:11,362 train 400 [data/s: 0.00078][batch/s: 0.32771][loss: 2.548621e-01][top1: 94.201992][top5: 99.893495]
2022-09-11 02:47:27,752 train 450 [data/s: 0.00073][batch/s: 0.32772][loss: 2.532713e-01][top1: 94.209624][top5: 99.902993]
2022-09-11 02:47:43,846 train 500 [data/s: 0.00069][batch/s: 0.32713][loss: 2.555947e-01][top1: 94.136724][top5: 99.902278]
2022-09-11 02:47:50,372 train_acc 94.141997
2022-09-11 02:47:50,544 valid 000 [data/s: 0.11146][batch/s: 0.16644][loss: 1.447473e-01][top1: 95.833328][top5: 100.000000]
2022-09-11 02:47:53,311 valid 050 [data/s: 0.00251][batch/s: 0.05752][loss: 2.147406e-01][top1: 93.790847][top5: 99.734476]
2022-09-11 02:47:56,081 valid 100 [data/s: 0.00146][batch/s: 0.05647][loss: 2.072320e-01][top1: 93.729370][top5: 99.804042]
2022-09-11 02:47:56,332 valid_acc 93.709997	best_val_acc 94.619997
2022-09-11 02:47:56,709 epoch 227 lr 1.704098e-02
2022-09-11 02:47:57,219 train 000 [data/s: 0.17505][batch/s: 0.50523][loss: 3.649569e-01][top1: 91.666664][top5: 100.000000]
2022-09-11 02:48:13,354 train 050 [data/s: 0.00378][batch/s: 0.32627][loss: 2.446378e-01][top1: 93.913396][top5: 99.938725]
2022-09-11 02:48:29,538 train 100 [data/s: 0.00210][batch/s: 0.32499][loss: 2.432211e-01][top1: 94.183165][top5: 99.938119]
2022-09-11 02:48:45,817 train 150 [data/s: 0.00158][batch/s: 0.32518][loss: 2.438094e-01][top1: 94.281178][top5: 99.937914]
2022-09-11 02:49:01,963 train 200 [data/s: 0.00129][batch/s: 0.32462][loss: 2.401343e-01][top1: 94.408165][top5: 99.942993]
2022-09-11 02:49:18,190 train 250 [data/s: 0.00110][batch/s: 0.32460][loss: 2.451311e-01][top1: 94.248005][top5: 99.929449]
2022-09-11 02:49:34,442 train 300 [data/s: 0.00098][batch/s: 0.32468][loss: 2.506340e-01][top1: 94.151437][top5: 99.910022]
2022-09-11 02:49:50,516 train 350 [data/s: 0.00089][batch/s: 0.32422][loss: 2.547912e-01][top1: 93.987414][top5: 99.896130]
2022-09-11 02:50:06,923 train 400 [data/s: 0.00082][batch/s: 0.32471][loss: 2.555443e-01][top1: 93.950018][top5: 99.901288]
2022-09-11 02:50:22,988 train 450 [data/s: 0.00077][batch/s: 0.32433][loss: 2.595450e-01][top1: 93.853933][top5: 99.902993]
2022-09-11 02:50:39,051 train 500 [data/s: 0.00072][batch/s: 0.32403][loss: 2.613706e-01][top1: 93.810294][top5: 99.898120]
2022-09-11 02:50:45,498 train_acc 93.797997
2022-09-11 02:50:45,676 valid 000 [data/s: 0.11857][batch/s: 0.17342][loss: 2.463689e-01][top1: 92.708328][top5: 100.000000]
2022-09-11 02:50:48,414 valid 050 [data/s: 0.00262][batch/s: 0.05709][loss: 1.874478e-01][top1: 94.301468][top5: 99.795751]
2022-09-11 02:50:51,152 valid 100 [data/s: 0.00147][batch/s: 0.05593][loss: 1.763885e-01][top1: 94.698842][top5: 99.865924]
2022-09-11 02:50:51,539 valid_acc 94.679997	best_val_acc 94.679997
2022-09-11 02:50:51,857 epoch 228 lr 1.697994e-02
2022-09-11 02:50:52,349 train 000 [data/s: 0.15796][batch/s: 0.48786][loss: 1.541150e-01][top1: 97.916664][top5: 100.000000]
2022-09-11 02:51:08,442 train 050 [data/s: 0.00344][batch/s: 0.32510][loss: 2.398266e-01][top1: 94.281043][top5: 99.959150]
2022-09-11 02:51:24,554 train 100 [data/s: 0.00193][batch/s: 0.32368][loss: 2.398530e-01][top1: 94.327555][top5: 99.917491]
2022-09-11 02:51:40,863 train 150 [data/s: 0.00141][batch/s: 0.32451][loss: 2.510192e-01][top1: 94.094920][top5: 99.903421]
2022-09-11 02:51:57,156 train 200 [data/s: 0.00115][batch/s: 0.32485][loss: 2.507943e-01][top1: 94.086855][top5: 99.906716]
2022-09-11 02:52:13,220 train 250 [data/s: 0.00099][batch/s: 0.32414][loss: 2.515371e-01][top1: 94.032202][top5: 99.904548]
2022-09-11 02:52:29,335 train 300 [data/s: 0.00088][batch/s: 0.32383][loss: 2.545276e-01][top1: 93.964560][top5: 99.906561]
2022-09-11 02:52:45,424 train 350 [data/s: 0.00080][batch/s: 0.32354][loss: 2.556618e-01][top1: 93.999285][top5: 99.896130]
2022-09-11 02:53:01,491 train 400 [data/s: 0.00074][batch/s: 0.32327][loss: 2.543835e-01][top1: 94.064316][top5: 99.883104]
2022-09-11 02:53:17,698 train 450 [data/s: 0.00070][batch/s: 0.32336][loss: 2.580177e-01][top1: 93.964798][top5: 99.877586]
2022-09-11 02:53:33,758 train 500 [data/s: 0.00066][batch/s: 0.32315][loss: 2.603472e-01][top1: 93.872669][top5: 99.881487]
2022-09-11 02:53:40,206 train_acc 93.899997
2022-09-11 02:53:40,391 valid 000 [data/s: 0.12538][batch/s: 0.18015][loss: 2.406629e-01][top1: 90.625000][top5: 100.000000]
2022-09-11 02:53:43,129 valid 050 [data/s: 0.00275][batch/s: 0.05723][loss: 1.979134e-01][top1: 93.749998][top5: 99.857026]
2022-09-11 02:53:45,868 valid 100 [data/s: 0.00153][batch/s: 0.05602][loss: 1.902965e-01][top1: 93.894387][top5: 99.896864]
2022-09-11 02:53:46,125 valid_acc 93.949998	best_val_acc 94.679997
2022-09-11 02:53:46,561 epoch 229 lr 1.691878e-02
2022-09-11 02:53:47,072 train 000 [data/s: 0.17317][batch/s: 0.50690][loss: 1.753799e-01][top1: 96.875000][top5: 100.000000]
2022-09-11 02:54:03,138 train 050 [data/s: 0.00372][batch/s: 0.32495][loss: 2.412874e-01][top1: 94.301468][top5: 99.795751]
2022-09-11 02:54:19,200 train 100 [data/s: 0.00204][batch/s: 0.32312][loss: 2.410261e-01][top1: 94.265674][top5: 99.855610]
2022-09-11 02:54:35,302 train 150 [data/s: 0.00147][batch/s: 0.32276][loss: 2.543193e-01][top1: 94.039732][top5: 99.855132]
2022-09-11 02:54:51,363 train 200 [data/s: 0.00119][batch/s: 0.32238][loss: 2.506770e-01][top1: 94.143861][top5: 99.844527]
2022-09-11 02:55:07,435 train 250 [data/s: 0.00102][batch/s: 0.32219][loss: 2.499052e-01][top1: 94.181604][top5: 99.858897]
2022-09-11 02:55:23,510 train 300 [data/s: 0.00090][batch/s: 0.32208][loss: 2.541828e-01][top1: 94.151437][top5: 99.861572]
2022-09-11 02:55:39,576 train 350 [data/s: 0.00082][batch/s: 0.32197][loss: 2.574029e-01][top1: 94.061607][top5: 99.863485]
2022-09-11 02:55:55,672 train 400 [data/s: 0.00076][batch/s: 0.32196][loss: 2.591932e-01][top1: 94.017558][top5: 99.872713]
2022-09-11 02:56:11,734 train 450 [data/s: 0.00072][batch/s: 0.32188][loss: 2.608497e-01][top1: 93.990204][top5: 99.877586]
2022-09-11 02:56:27,797 train 500 [data/s: 0.00068][batch/s: 0.32182][loss: 2.577940e-01][top1: 94.057715][top5: 99.887724]
2022-09-11 02:56:34,248 train_acc 94.073997
2022-09-11 02:56:34,448 valid 000 [data/s: 0.14016][batch/s: 0.19512][loss: 2.254993e-01][top1: 91.666664][top5: 100.000000]
2022-09-11 02:56:37,187 valid 050 [data/s: 0.00306][batch/s: 0.05754][loss: 2.037066e-01][top1: 93.852121][top5: 99.816176]
2022-09-11 02:56:39,925 valid 100 [data/s: 0.00168][batch/s: 0.05616][loss: 1.939829e-01][top1: 94.100657][top5: 99.834983]
2022-09-11 02:56:40,173 valid_acc 94.139997	best_val_acc 94.679997
2022-09-11 02:56:40,498 epoch 230 lr 1.685749e-02
2022-09-11 02:56:41,000 train 000 [data/s: 0.17016][batch/s: 0.49819][loss: 2.664918e-01][top1: 95.833328][top5: 100.000000]
2022-09-11 02:56:57,091 train 050 [data/s: 0.00365][batch/s: 0.32526][loss: 2.547821e-01][top1: 94.607841][top5: 99.816176]
2022-09-11 02:57:13,194 train 100 [data/s: 0.00200][batch/s: 0.32368][loss: 2.458722e-01][top1: 94.750410][top5: 99.845296]
2022-09-11 02:57:29,253 train 150 [data/s: 0.00144][batch/s: 0.32285][loss: 2.452106e-01][top1: 94.508828][top5: 99.848233]
2022-09-11 02:57:45,387 train 200 [data/s: 0.00116][batch/s: 0.32281][loss: 2.478318e-01][top1: 94.423712][top5: 99.844527]
2022-09-11 02:58:01,498 train 250 [data/s: 0.00100][batch/s: 0.32269][loss: 2.483869e-01][top1: 94.405708][top5: 99.867197]
2022-09-11 02:58:17,859 train 300 [data/s: 0.00089][batch/s: 0.32344][loss: 2.534570e-01][top1: 94.161819][top5: 99.871954]
2022-09-11 02:58:34,279 train 350 [data/s: 0.00081][batch/s: 0.32415][loss: 2.541639e-01][top1: 94.103155][top5: 99.869420]
2022-09-11 02:58:50,840 train 400 [data/s: 0.00075][batch/s: 0.32503][loss: 2.572917e-01][top1: 94.048730][top5: 99.872714]
2022-09-11 02:59:08,076 train 450 [data/s: 0.00071][batch/s: 0.32721][loss: 2.571683e-01][top1: 94.075663][top5: 99.882206]
2022-09-11 02:59:24,139 train 500 [data/s: 0.00068][batch/s: 0.32662][loss: 2.586109e-01][top1: 94.034844][top5: 99.883566]
2022-09-11 02:59:30,624 train_acc 94.047997
2022-09-11 02:59:30,814 valid 000 [data/s: 0.12856][batch/s: 0.18339][loss: 1.496447e-01][top1: 95.833328][top5: 100.000000]
2022-09-11 02:59:33,552 valid 050 [data/s: 0.00282][batch/s: 0.05728][loss: 2.108910e-01][top1: 93.545749][top5: 99.795751]
2022-09-11 02:59:36,291 valid 100 [data/s: 0.00158][batch/s: 0.05604][loss: 1.955107e-01][top1: 93.915014][top5: 99.855610]
2022-09-11 02:59:36,540 valid_acc 93.929998	best_val_acc 94.679997
2022-09-11 02:59:36,886 epoch 231 lr 1.679609e-02
2022-09-11 02:59:37,391 train 000 [data/s: 0.17384][batch/s: 0.50110][loss: 2.037283e-01][top1: 90.625000][top5: 100.000000]
2022-09-11 02:59:53,450 train 050 [data/s: 0.00374][batch/s: 0.32471][loss: 2.555580e-01][top1: 94.076795][top5: 99.877450]
2022-09-11 03:00:09,512 train 100 [data/s: 0.00205][batch/s: 0.32299][loss: 2.559077e-01][top1: 94.110971][top5: 99.865923]
2022-09-11 03:00:25,568 train 150 [data/s: 0.00148][batch/s: 0.32237][loss: 2.580295e-01][top1: 94.032834][top5: 99.862030]
2022-09-11 03:00:41,627 train 200 [data/s: 0.00119][batch/s: 0.32207][loss: 2.512982e-01][top1: 94.169773][top5: 99.875621]
2022-09-11 03:00:57,825 train 250 [data/s: 0.00102][batch/s: 0.32245][loss: 2.565639e-01][top1: 94.052952][top5: 99.875497]
2022-09-11 03:01:13,909 train 300 [data/s: 0.00091][batch/s: 0.32232][loss: 2.590610e-01][top1: 94.019931][top5: 99.878875]
2022-09-11 03:01:30,025 train 350 [data/s: 0.00083][batch/s: 0.32232][loss: 2.587258e-01][top1: 94.017091][top5: 99.884259]
2022-09-11 03:01:46,114 train 400 [data/s: 0.00076][batch/s: 0.32225][loss: 2.590868e-01][top1: 94.038339][top5: 99.883104]
2022-09-11 03:02:02,185 train 450 [data/s: 0.00072][batch/s: 0.32216][loss: 2.594706e-01][top1: 94.001753][top5: 99.889135]
2022-09-11 03:02:18,320 train 500 [data/s: 0.00068][batch/s: 0.32221][loss: 2.599313e-01][top1: 93.943361][top5: 99.893962]
2022-09-11 03:02:24,785 train_acc 93.957997
2022-09-11 03:02:24,964 valid 000 [data/s: 0.11890][batch/s: 0.17372][loss: 2.193391e-01][top1: 95.833328][top5: 100.000000]
2022-09-11 03:02:27,701 valid 050 [data/s: 0.00262][batch/s: 0.05709][loss: 1.849934e-01][top1: 94.464867][top5: 99.877451]
2022-09-11 03:02:30,438 valid 100 [data/s: 0.00145][batch/s: 0.05592][loss: 1.748421e-01][top1: 94.482258][top5: 99.907178]
2022-09-11 03:02:30,687 valid_acc 94.509998	best_val_acc 94.679997
2022-09-11 03:02:31,008 epoch 232 lr 1.673457e-02
2022-09-11 03:02:31,537 train 000 [data/s: 0.19277][batch/s: 0.52425][loss: 2.934635e-01][top1: 94.791664][top5: 98.958328]
2022-09-11 03:02:47,615 train 050 [data/s: 0.00410][batch/s: 0.32554][loss: 2.621790e-01][top1: 93.484475][top5: 99.816176]
2022-09-11 03:03:03,678 train 100 [data/s: 0.00224][batch/s: 0.32342][loss: 2.545149e-01][top1: 93.935641][top5: 99.855610]
2022-09-11 03:03:19,771 train 150 [data/s: 0.00161][batch/s: 0.32290][loss: 2.546462e-01][top1: 94.046631][top5: 99.855132]
2022-09-11 03:03:35,833 train 200 [data/s: 0.00129][batch/s: 0.32249][loss: 2.533017e-01][top1: 94.092037][top5: 99.854892]
2022-09-11 03:03:51,889 train 250 [data/s: 0.00110][batch/s: 0.32222][loss: 2.581121e-01][top1: 93.953351][top5: 99.863047]
2022-09-11 03:04:08,021 train 300 [data/s: 0.00098][batch/s: 0.32229][loss: 2.611059e-01][top1: 93.839975][top5: 99.861572]
2022-09-11 03:04:24,139 train 350 [data/s: 0.00089][batch/s: 0.32230][loss: 2.584046e-01][top1: 93.886512][top5: 99.881291]
2022-09-11 03:04:40,190 train 400 [data/s: 0.00082][batch/s: 0.32214][loss: 2.568595e-01][top1: 93.970800][top5: 99.875311]
2022-09-11 03:04:56,268 train 450 [data/s: 0.00077][batch/s: 0.32207][loss: 2.573525e-01][top1: 93.950940][top5: 99.879896]
2022-09-11 03:05:12,328 train 500 [data/s: 0.00072][batch/s: 0.32199][loss: 2.583011e-01][top1: 93.947519][top5: 99.879407]
2022-09-11 03:05:18,790 train_acc 93.947997
2022-09-11 03:05:18,982 valid 000 [data/s: 0.13177][batch/s: 0.18666][loss: 1.491899e-01][top1: 96.875000][top5: 100.000000]
2022-09-11 03:05:21,719 valid 050 [data/s: 0.00286][batch/s: 0.05734][loss: 2.052810e-01][top1: 93.892971][top5: 99.795751]
2022-09-11 03:05:24,456 valid 100 [data/s: 0.00158][batch/s: 0.05605][loss: 2.014088e-01][top1: 93.791252][top5: 99.896864]
2022-09-11 03:05:24,699 valid_acc 93.789998	best_val_acc 94.679997
2022-09-11 03:05:25,048 epoch 233 lr 1.667293e-02
2022-09-11 03:05:25,585 train 000 [data/s: 0.20599][batch/s: 0.53221][loss: 2.923776e-01][top1: 91.666664][top5: 100.000000]
2022-09-11 03:05:41,680 train 050 [data/s: 0.00438][batch/s: 0.32603][loss: 2.460610e-01][top1: 94.178919][top5: 99.857025]
2022-09-11 03:05:57,825 train 100 [data/s: 0.00239][batch/s: 0.32447][loss: 2.304893e-01][top1: 94.636961][top5: 99.896864]
2022-09-11 03:06:13,993 train 150 [data/s: 0.00171][batch/s: 0.32410][loss: 2.394625e-01][top1: 94.377757][top5: 99.875827]
2022-09-11 03:06:30,202 train 200 [data/s: 0.00137][batch/s: 0.32412][loss: 2.457325e-01][top1: 94.169774][top5: 99.865256]
2022-09-11 03:06:46,265 train 250 [data/s: 0.00117][batch/s: 0.32355][loss: 2.451142e-01][top1: 94.256305][top5: 99.863047]
2022-09-11 03:07:02,888 train 300 [data/s: 0.00103][batch/s: 0.32503][loss: 2.531323e-01][top1: 94.085684][top5: 99.875415]
2022-09-11 03:07:18,960 train 350 [data/s: 0.00093][batch/s: 0.32452][loss: 2.529574e-01][top1: 94.082381][top5: 99.878323]
2022-09-11 03:07:35,128 train 400 [data/s: 0.00086][batch/s: 0.32438][loss: 2.550612e-01][top1: 94.007167][top5: 99.875311]
2022-09-11 03:07:51,216 train 450 [data/s: 0.00080][batch/s: 0.32409][loss: 2.532801e-01][top1: 94.017921][top5: 99.879896]
2022-09-11 03:08:07,286 train 500 [data/s: 0.00075][batch/s: 0.32382][loss: 2.539513e-01][top1: 94.005736][top5: 99.877328]
2022-09-11 03:08:13,759 train_acc 93.993997
2022-09-11 03:08:13,944 valid 000 [data/s: 0.12625][batch/s: 0.18126][loss: 2.292482e-01][top1: 92.708328][top5: 100.000000]
2022-09-11 03:08:16,685 valid 050 [data/s: 0.00280][batch/s: 0.05729][loss: 2.163090e-01][top1: 93.607023][top5: 99.857026]
2022-09-11 03:08:19,423 valid 100 [data/s: 0.00156][batch/s: 0.05603][loss: 2.135050e-01][top1: 93.626235][top5: 99.855610]
2022-09-11 03:08:19,674 valid_acc 93.649997	best_val_acc 94.679997
2022-09-11 03:08:20,003 epoch 234 lr 1.661117e-02
2022-09-11 03:08:20,547 train 000 [data/s: 0.19373][batch/s: 0.53894][loss: 2.046710e-01][top1: 94.791664][top5: 98.958328]
2022-09-11 03:08:36,645 train 050 [data/s: 0.00413][batch/s: 0.32623][loss: 2.280962e-01][top1: 94.791665][top5: 99.877450]
2022-09-11 03:08:52,710 train 100 [data/s: 0.00225][batch/s: 0.32379][loss: 2.185173e-01][top1: 95.008249][top5: 99.907178]
2022-09-11 03:09:08,782 train 150 [data/s: 0.00162][batch/s: 0.32301][loss: 2.324657e-01][top1: 94.750273][top5: 99.910320]
2022-09-11 03:09:24,847 train 200 [data/s: 0.00130][batch/s: 0.32258][loss: 2.406415e-01][top1: 94.563638][top5: 99.906716]
2022-09-11 03:09:40,915 train 250 [data/s: 0.00111][batch/s: 0.32234][loss: 2.406379e-01][top1: 94.509460][top5: 99.892098]
2022-09-11 03:09:57,008 train 300 [data/s: 0.00099][batch/s: 0.32226][loss: 2.454801e-01][top1: 94.362539][top5: 99.885797]
2022-09-11 03:10:13,075 train 350 [data/s: 0.00089][batch/s: 0.32213][loss: 2.481899e-01][top1: 94.310895][top5: 99.878323]
2022-09-11 03:10:29,308 train 400 [data/s: 0.00082][batch/s: 0.32244][loss: 2.512036e-01][top1: 94.233165][top5: 99.877909]
2022-09-11 03:10:45,377 train 450 [data/s: 0.00077][batch/s: 0.32232][loss: 2.530246e-01][top1: 94.198076][top5: 99.870657]
2022-09-11 03:11:01,438 train 500 [data/s: 0.00073][batch/s: 0.32221][loss: 2.557466e-01][top1: 94.103457][top5: 99.871091]
2022-09-11 03:11:07,897 train_acc 94.117997
2022-09-11 03:11:08,085 valid 000 [data/s: 0.12805][batch/s: 0.18297][loss: 3.739949e-01][top1: 88.541664][top5: 100.000000]
2022-09-11 03:11:10,822 valid 050 [data/s: 0.00279][batch/s: 0.05725][loss: 2.384394e-01][top1: 93.157677][top5: 99.775326]
2022-09-11 03:11:13,595 valid 100 [data/s: 0.00156][batch/s: 0.05637][loss: 2.375923e-01][top1: 93.038364][top5: 99.814356]
2022-09-11 03:11:13,846 valid_acc 92.969998	best_val_acc 94.679997
2022-09-11 03:11:14,213 epoch 235 lr 1.654931e-02
2022-09-11 03:11:14,814 train 000 [data/s: 0.16257][batch/s: 0.59613][loss: 3.131389e-01][top1: 93.750000][top5: 100.000000]
2022-09-11 03:11:32,019 train 050 [data/s: 0.00358][batch/s: 0.34903][loss: 2.308307e-01][top1: 94.464867][top5: 99.836601]
2022-09-11 03:11:48,094 train 100 [data/s: 0.00198][batch/s: 0.33541][loss: 2.299489e-01][top1: 94.379123][top5: 99.865923]
2022-09-11 03:12:04,229 train 150 [data/s: 0.00143][batch/s: 0.33120][loss: 2.367877e-01][top1: 94.281179][top5: 99.889624]
2022-09-11 03:12:20,337 train 200 [data/s: 0.00117][batch/s: 0.32895][loss: 2.390117e-01][top1: 94.288969][top5: 99.870439]
2022-09-11 03:12:36,433 train 250 [data/s: 0.00100][batch/s: 0.32755][loss: 2.403310e-01][top1: 94.301956][top5: 99.871347]
2022-09-11 03:12:52,562 train 300 [data/s: 0.00089][batch/s: 0.32672][loss: 2.451207e-01][top1: 94.182583][top5: 99.885797]
2022-09-11 03:13:08,627 train 350 [data/s: 0.00081][batch/s: 0.32595][loss: 2.470126e-01][top1: 94.129865][top5: 99.893162]
2022-09-11 03:13:24,700 train 400 [data/s: 0.00075][batch/s: 0.32539][loss: 2.488161e-01][top1: 94.077304][top5: 99.883104]
2022-09-11 03:13:40,758 train 450 [data/s: 0.00070][batch/s: 0.32492][loss: 2.502071e-01][top1: 94.087211][top5: 99.889135]
2022-09-11 03:13:56,888 train 500 [data/s: 0.00066][batch/s: 0.32469][loss: 2.517931e-01][top1: 94.049399][top5: 99.891882]
2022-09-11 03:14:03,351 train_acc 94.065997
2022-09-11 03:14:03,542 valid 000 [data/s: 0.13209][batch/s: 0.18694][loss: 1.308878e-01][top1: 96.875000][top5: 100.000000]
2022-09-11 03:14:06,280 valid 050 [data/s: 0.00288][batch/s: 0.05734][loss: 2.061176e-01][top1: 93.566174][top5: 99.857026]
2022-09-11 03:14:09,017 valid 100 [data/s: 0.00160][batch/s: 0.05606][loss: 1.890244e-01][top1: 94.090344][top5: 99.927805]
2022-09-11 03:14:09,283 valid_acc 94.139998	best_val_acc 94.679997
2022-09-11 03:14:09,608 epoch 236 lr 1.648733e-02
2022-09-11 03:14:10,116 train 000 [data/s: 0.17064][batch/s: 0.50229][loss: 2.018072e-01][top1: 94.791664][top5: 100.000000]
2022-09-11 03:14:26,425 train 050 [data/s: 0.00370][batch/s: 0.32964][loss: 2.447414e-01][top1: 94.219769][top5: 99.938725]
2022-09-11 03:14:42,507 train 100 [data/s: 0.00204][batch/s: 0.32568][loss: 2.343066e-01][top1: 94.492572][top5: 99.927805]
2022-09-11 03:14:58,684 train 150 [data/s: 0.00150][batch/s: 0.32497][loss: 2.376318e-01][top1: 94.315671][top5: 99.937914]
2022-09-11 03:15:15,053 train 200 [data/s: 0.00123][batch/s: 0.32557][loss: 2.423626e-01][top1: 94.268240][top5: 99.927446]
2022-09-11 03:15:31,840 train 250 [data/s: 0.00106][batch/s: 0.32759][loss: 2.416376e-01][top1: 94.306107][top5: 99.912848]
2022-09-11 03:15:47,949 train 300 [data/s: 0.00095][batch/s: 0.32670][loss: 2.465366e-01][top1: 94.227572][top5: 99.916943]
2022-09-11 03:16:04,021 train 350 [data/s: 0.00086][batch/s: 0.32595][loss: 2.481825e-01][top1: 94.192187][top5: 99.913936]
2022-09-11 03:16:20,323 train 400 [data/s: 0.00081][batch/s: 0.32596][loss: 2.494663e-01][top1: 94.144844][top5: 99.914276]
2022-09-11 03:16:37,364 train 450 [data/s: 0.00076][batch/s: 0.32761][loss: 2.523291e-01][top1: 94.091831][top5: 99.912232]
2022-09-11 03:16:54,391 train 500 [data/s: 0.00072][batch/s: 0.32890][loss: 2.575651e-01][top1: 93.926727][top5: 99.906437]
2022-09-11 03:17:00,935 train_acc 93.919998
2022-09-11 03:17:01,117 valid 000 [data/s: 0.12312][batch/s: 0.17797][loss: 2.006007e-01][top1: 91.666664][top5: 100.000000]
2022-09-11 03:17:03,857 valid 050 [data/s: 0.00274][batch/s: 0.05722][loss: 2.187749e-01][top1: 93.361925][top5: 99.754901]
2022-09-11 03:17:06,597 valid 100 [data/s: 0.00154][batch/s: 0.05602][loss: 2.044976e-01][top1: 93.626235][top5: 99.783415]
2022-09-11 03:17:06,849 valid_acc 93.669997	best_val_acc 94.679997
2022-09-11 03:17:07,200 epoch 237 lr 1.642525e-02
2022-09-11 03:17:07,747 train 000 [data/s: 0.21724][batch/s: 0.54235][loss: 2.351228e-01][top1: 94.791664][top5: 100.000000]
2022-09-11 03:17:23,840 train 050 [data/s: 0.00460][batch/s: 0.32618][loss: 2.418878e-01][top1: 94.628265][top5: 99.959150]
2022-09-11 03:17:39,983 train 100 [data/s: 0.00249][batch/s: 0.32454][loss: 2.321764e-01][top1: 94.740097][top5: 99.969059]
2022-09-11 03:17:56,037 train 150 [data/s: 0.00177][batch/s: 0.32339][loss: 2.370686e-01][top1: 94.639898][top5: 99.944812]
2022-09-11 03:18:12,149 train 200 [data/s: 0.00141][batch/s: 0.32311][loss: 2.402088e-01][top1: 94.402983][top5: 99.942993]
2022-09-11 03:18:28,433 train 250 [data/s: 0.00120][batch/s: 0.32362][loss: 2.469492e-01][top1: 94.256306][top5: 99.925298]
2022-09-11 03:18:44,602 train 300 [data/s: 0.00105][batch/s: 0.32358][loss: 2.522907e-01][top1: 94.096066][top5: 99.934247]
2022-09-11 03:19:00,696 train 350 [data/s: 0.00095][batch/s: 0.32334][loss: 2.545121e-01][top1: 94.031930][top5: 99.925807]
2022-09-11 03:19:16,761 train 400 [data/s: 0.00087][batch/s: 0.32308][loss: 2.557278e-01][top1: 93.983788][top5: 99.922069]
2022-09-11 03:19:33,614 train 450 [data/s: 0.00081][batch/s: 0.32463][loss: 2.556052e-01][top1: 93.957869][top5: 99.921470]
2022-09-11 03:19:50,891 train 500 [data/s: 0.00077][batch/s: 0.32672][loss: 2.577194e-01][top1: 93.901777][top5: 99.916833]
2022-09-11 03:19:57,342 train_acc 93.887997
2022-09-11 03:19:57,526 valid 000 [data/s: 0.12431][batch/s: 0.17915][loss: 1.727849e-01][top1: 93.750000][top5: 100.000000]
2022-09-11 03:20:00,265 valid 050 [data/s: 0.00274][batch/s: 0.05722][loss: 2.221864e-01][top1: 93.607024][top5: 99.836601]
2022-09-11 03:20:03,003 valid 100 [data/s: 0.00153][batch/s: 0.05601][loss: 2.131556e-01][top1: 93.667489][top5: 99.855610]
2022-09-11 03:20:03,259 valid_acc 93.669998	best_val_acc 94.679997
2022-09-11 03:20:03,581 epoch 238 lr 1.636305e-02
2022-09-11 03:20:04,072 train 000 [data/s: 0.16027][batch/s: 0.48645][loss: 2.147745e-01][top1: 94.791664][top5: 100.000000]
2022-09-11 03:20:20,211 train 050 [data/s: 0.00346][batch/s: 0.32598][loss: 2.527295e-01][top1: 93.647873][top5: 99.959150]
2022-09-11 03:20:36,323 train 100 [data/s: 0.00190][batch/s: 0.32413][loss: 2.260230e-01][top1: 94.379123][top5: 99.948432]
2022-09-11 03:20:52,397 train 150 [data/s: 0.00138][batch/s: 0.32325][loss: 2.310797e-01][top1: 94.495030][top5: 99.924117]
2022-09-11 03:21:08,480 train 200 [data/s: 0.00112][batch/s: 0.32286][loss: 2.304385e-01][top1: 94.636191][top5: 99.932628]
2022-09-11 03:21:24,586 train 250 [data/s: 0.00096][batch/s: 0.32271][loss: 2.375160e-01][top1: 94.476259][top5: 99.912848]
2022-09-11 03:21:40,682 train 300 [data/s: 0.00085][batch/s: 0.32258][loss: 2.392729e-01][top1: 94.417910][top5: 99.916943]
2022-09-11 03:21:56,851 train 350 [data/s: 0.00078][batch/s: 0.32269][loss: 2.424593e-01][top1: 94.284185][top5: 99.916904]
2022-09-11 03:22:12,999 train 400 [data/s: 0.00073][batch/s: 0.32272][loss: 2.436970e-01][top1: 94.264336][top5: 99.927265]
2022-09-11 03:22:29,120 train 450 [data/s: 0.00069][batch/s: 0.32269][loss: 2.447450e-01][top1: 94.271986][top5: 99.926090]
2022-09-11 03:22:45,246 train 500 [data/s: 0.00065][batch/s: 0.32267][loss: 2.456981e-01][top1: 94.257316][top5: 99.923070]
2022-09-11 03:22:51,698 train_acc 94.259997
2022-09-11 03:22:51,901 valid 000 [data/s: 0.14361][batch/s: 0.19853][loss: 2.859690e-01][top1: 92.708328][top5: 100.000000]
2022-09-11 03:22:54,639 valid 050 [data/s: 0.00311][batch/s: 0.05758][loss: 2.251866e-01][top1: 93.096403][top5: 99.754901]
2022-09-11 03:22:57,379 valid 100 [data/s: 0.00172][batch/s: 0.05620][loss: 2.033486e-01][top1: 93.677803][top5: 99.845297]
2022-09-11 03:22:57,654 valid_acc 93.679997	best_val_acc 94.679997
2022-09-11 03:22:58,007 epoch 239 lr 1.630075e-02
2022-09-11 03:22:58,560 train 000 [data/s: 0.17481][batch/s: 0.54798][loss: 1.290156e-01][top1: 96.875000][top5: 100.000000]
2022-09-11 03:23:14,635 train 050 [data/s: 0.00374][batch/s: 0.32594][loss: 2.303759e-01][top1: 94.362743][top5: 99.918300]
2022-09-11 03:23:30,697 train 100 [data/s: 0.00205][batch/s: 0.32361][loss: 2.314985e-01][top1: 94.482258][top5: 99.886551]
2022-09-11 03:23:46,787 train 150 [data/s: 0.00148][batch/s: 0.32302][loss: 2.359044e-01][top1: 94.426046][top5: 99.868929]
2022-09-11 03:24:02,972 train 200 [data/s: 0.00121][batch/s: 0.32318][loss: 2.371643e-01][top1: 94.496266][top5: 99.885986]
2022-09-11 03:24:19,090 train 250 [data/s: 0.00103][batch/s: 0.32302][loss: 2.395009e-01][top1: 94.414008][top5: 99.896248]
2022-09-11 03:24:35,150 train 300 [data/s: 0.00092][batch/s: 0.32272][loss: 2.437841e-01][top1: 94.362539][top5: 99.910022]
2022-09-11 03:24:51,205 train 350 [data/s: 0.00083][batch/s: 0.32249][loss: 2.452044e-01][top1: 94.310895][top5: 99.908001]
2022-09-11 03:25:07,289 train 400 [data/s: 0.00077][batch/s: 0.32239][loss: 2.465945e-01][top1: 94.282520][top5: 99.901288]
2022-09-11 03:25:23,410 train 450 [data/s: 0.00072][batch/s: 0.32239][loss: 2.472156e-01][top1: 94.281224][top5: 99.905303]
2022-09-11 03:25:39,753 train 500 [data/s: 0.00069][batch/s: 0.32284][loss: 2.486591e-01][top1: 94.234445][top5: 99.906437]
2022-09-11 03:25:46,301 train_acc 94.223997
2022-09-11 03:25:46,487 valid 000 [data/s: 0.12499][batch/s: 0.17993][loss: 2.198877e-01][top1: 94.791664][top5: 100.000000]
2022-09-11 03:25:49,232 valid 050 [data/s: 0.00276][batch/s: 0.05735][loss: 2.075156e-01][top1: 93.811272][top5: 99.754901]
2022-09-11 03:25:52,001 valid 100 [data/s: 0.00156][batch/s: 0.05638][loss: 2.024194e-01][top1: 93.873760][top5: 99.834983]
2022-09-11 03:25:52,261 valid_acc 93.879998	best_val_acc 94.679997
2022-09-11 03:25:52,661 epoch 240 lr 1.623835e-02
2022-09-11 03:25:53,162 train 000 [data/s: 0.16605][batch/s: 0.49716][loss: 2.289478e-01][top1: 93.750000][top5: 100.000000]
2022-09-11 03:26:09,609 train 050 [data/s: 0.00365][batch/s: 0.33223][loss: 2.382084e-01][top1: 94.138070][top5: 99.897875]
2022-09-11 03:26:26,384 train 100 [data/s: 0.00204][batch/s: 0.33385][loss: 2.449251e-01][top1: 94.203793][top5: 99.896864]
2022-09-11 03:26:42,859 train 150 [data/s: 0.00149][batch/s: 0.33240][loss: 2.443568e-01][top1: 94.212194][top5: 99.917218]
2022-09-11 03:26:59,143 train 200 [data/s: 0.00122][batch/s: 0.33074][loss: 2.482500e-01][top1: 94.138679][top5: 99.906716]
2022-09-11 03:27:15,386 train 250 [data/s: 0.00104][batch/s: 0.32956][loss: 2.475996e-01][top1: 94.194055][top5: 99.908698]
2022-09-11 03:27:31,678 train 300 [data/s: 0.00093][batch/s: 0.32894][loss: 2.508536e-01][top1: 94.144516][top5: 99.913482]
2022-09-11 03:27:47,834 train 350 [data/s: 0.00085][batch/s: 0.32812][loss: 2.502964e-01][top1: 94.120961][top5: 99.919871]
2022-09-11 03:28:04,147 train 400 [data/s: 0.00079][batch/s: 0.32788][loss: 2.526580e-01][top1: 94.072109][top5: 99.916874]
2022-09-11 03:28:20,287 train 450 [data/s: 0.00074][batch/s: 0.32732][loss: 2.540589e-01][top1: 94.047947][top5: 99.907612]
2022-09-11 03:28:36,520 train 500 [data/s: 0.00070][batch/s: 0.32706][loss: 2.548066e-01][top1: 94.063953][top5: 99.908516]
2022-09-11 03:28:43,002 train_acc 94.033998
2022-09-11 03:28:43,192 valid 000 [data/s: 0.12911][batch/s: 0.18397][loss: 1.904119e-01][top1: 94.791664][top5: 100.000000]
2022-09-11 03:28:45,931 valid 050 [data/s: 0.00284][batch/s: 0.05731][loss: 1.993963e-01][top1: 93.872546][top5: 99.877451]
2022-09-11 03:28:48,696 valid 100 [data/s: 0.00159][batch/s: 0.05632][loss: 1.908905e-01][top1: 93.987209][top5: 99.876237]
2022-09-11 03:28:48,961 valid_acc 93.979997	best_val_acc 94.679997
2022-09-11 03:28:49,344 epoch 241 lr 1.617585e-02
2022-09-11 03:28:49,851 train 000 [data/s: 0.16205][batch/s: 0.50271][loss: 1.950236e-01][top1: 94.791664][top5: 100.000000]
2022-09-11 03:29:05,928 train 050 [data/s: 0.00354][batch/s: 0.32508][loss: 2.626786e-01][top1: 93.607024][top5: 99.938725]
2022-09-11 03:29:22,024 train 100 [data/s: 0.00197][batch/s: 0.32352][loss: 2.581759e-01][top1: 93.822192][top5: 99.927805]
2022-09-11 03:29:38,092 train 150 [data/s: 0.00142][batch/s: 0.32280][loss: 2.603199e-01][top1: 93.756896][top5: 99.924117]
2022-09-11 03:29:54,152 train 200 [data/s: 0.00115][batch/s: 0.32240][loss: 2.553715e-01][top1: 93.983207][top5: 99.911898]
2022-09-11 03:30:10,254 train 250 [data/s: 0.00099][batch/s: 0.32233][loss: 2.508945e-01][top1: 94.052953][top5: 99.912848]
2022-09-11 03:30:26,317 train 300 [data/s: 0.00087][batch/s: 0.32215][loss: 2.562394e-01][top1: 93.943796][top5: 99.913482]
2022-09-11 03:30:42,545 train 350 [data/s: 0.00080][batch/s: 0.32249][loss: 2.575323e-01][top1: 93.972576][top5: 99.910968]
2022-09-11 03:30:59,055 train 400 [data/s: 0.00074][batch/s: 0.32346][loss: 2.564792e-01][top1: 93.994179][top5: 99.909081]
2022-09-11 03:31:15,290 train 450 [data/s: 0.00070][batch/s: 0.32359][loss: 2.576224e-01][top1: 93.955559][top5: 99.912232]
2022-09-11 03:31:31,405 train 500 [data/s: 0.00066][batch/s: 0.32347][loss: 2.571067e-01][top1: 93.980786][top5: 99.908516]
2022-09-11 03:31:37,853 train_acc 94.003998
2022-09-11 03:31:38,052 valid 000 [data/s: 0.13795][batch/s: 0.19279][loss: 3.986559e-01][top1: 89.583328][top5: 100.000000]
2022-09-11 03:31:40,792 valid 050 [data/s: 0.00302][batch/s: 0.05751][loss: 2.306663e-01][top1: 93.198527][top5: 99.775326]
2022-09-11 03:31:43,552 valid 100 [data/s: 0.00168][batch/s: 0.05636][loss: 2.163190e-01][top1: 93.481845][top5: 99.876237]
2022-09-11 03:31:43,795 valid_acc 93.519997	best_val_acc 94.679997
2022-09-11 03:31:44,125 epoch 242 lr 1.611324e-02
2022-09-11 03:31:44,629 train 000 [data/s: 0.17129][batch/s: 0.49984][loss: 2.559685e-01][top1: 92.708328][top5: 98.958328]
2022-09-11 03:32:00,706 train 050 [data/s: 0.00367][batch/s: 0.32503][loss: 2.207626e-01][top1: 94.464867][top5: 99.959150]
2022-09-11 03:32:17,417 train 100 [data/s: 0.00201][batch/s: 0.32958][loss: 2.238991e-01][top1: 94.698842][top5: 99.958746]
2022-09-11 03:32:33,707 train 150 [data/s: 0.00146][batch/s: 0.32833][loss: 2.259996e-01][top1: 94.701984][top5: 99.944812]
2022-09-11 03:32:49,784 train 200 [data/s: 0.00117][batch/s: 0.32664][loss: 2.335531e-01][top1: 94.506631][top5: 99.953358]
2022-09-11 03:33:05,844 train 250 [data/s: 0.00100][batch/s: 0.32556][loss: 2.404734e-01][top1: 94.297806][top5: 99.958499]
2022-09-11 03:33:21,914 train 300 [data/s: 0.00089][batch/s: 0.32486][loss: 2.452659e-01][top1: 94.168740][top5: 99.955011]
2022-09-11 03:33:37,972 train 350 [data/s: 0.00081][batch/s: 0.32434][loss: 2.461651e-01][top1: 94.135800][top5: 99.946581]
2022-09-11 03:33:54,107 train 400 [data/s: 0.00075][batch/s: 0.32413][loss: 2.502479e-01][top1: 94.025351][top5: 99.929863]
2022-09-11 03:34:10,194 train 450 [data/s: 0.00070][batch/s: 0.32387][loss: 2.490487e-01][top1: 94.061804][top5: 99.933019]
2022-09-11 03:34:26,252 train 500 [data/s: 0.00067][batch/s: 0.32360][loss: 2.508235e-01][top1: 94.028607][top5: 99.923070]
2022-09-11 03:34:32,705 train_acc 94.027997
2022-09-11 03:34:32,887 valid 000 [data/s: 0.12311][batch/s: 0.17790][loss: 2.522033e-01][top1: 92.708328][top5: 100.000000]
2022-09-11 03:34:35,626 valid 050 [data/s: 0.00270][batch/s: 0.05719][loss: 2.060660e-01][top1: 93.770423][top5: 99.897875]
2022-09-11 03:34:38,364 valid 100 [data/s: 0.00150][batch/s: 0.05598][loss: 1.933570e-01][top1: 94.141912][top5: 99.917491]
2022-09-11 03:34:38,606 valid_acc 94.139998	best_val_acc 94.679997
2022-09-11 03:34:38,947 epoch 243 lr 1.605053e-02
2022-09-11 03:34:39,453 train 000 [data/s: 0.17576][batch/s: 0.50190][loss: 2.355752e-01][top1: 94.791664][top5: 100.000000]
2022-09-11 03:34:55,579 train 050 [data/s: 0.00377][batch/s: 0.32605][loss: 2.417609e-01][top1: 94.669115][top5: 99.897875]
2022-09-11 03:35:11,651 train 100 [data/s: 0.00206][batch/s: 0.32377][loss: 2.238197e-01][top1: 94.915426][top5: 99.927805]
2022-09-11 03:35:27,712 train 150 [data/s: 0.00148][batch/s: 0.32292][loss: 2.289127e-01][top1: 94.798563][top5: 99.931015]
2022-09-11 03:35:44,571 train 200 [data/s: 0.00120][batch/s: 0.32647][loss: 2.374808e-01][top1: 94.542908][top5: 99.922263]
2022-09-11 03:36:01,958 train 250 [data/s: 0.00103][batch/s: 0.33071][loss: 2.372082e-01][top1: 94.546810][top5: 99.925298]
2022-09-11 03:36:19,092 train 300 [data/s: 0.00092][batch/s: 0.33269][loss: 2.396155e-01][top1: 94.455977][top5: 99.910022]
2022-09-11 03:36:35,152 train 350 [data/s: 0.00083][batch/s: 0.33106][loss: 2.418470e-01][top1: 94.352443][top5: 99.913936]
2022-09-11 03:36:51,213 train 400 [data/s: 0.00077][batch/s: 0.32983][loss: 2.431502e-01][top1: 94.259141][top5: 99.911679]
2022-09-11 03:37:07,295 train 450 [data/s: 0.00072][batch/s: 0.32892][loss: 2.444723e-01][top1: 94.258127][top5: 99.900683]
2022-09-11 03:37:23,381 train 500 [data/s: 0.00067][batch/s: 0.32820][loss: 2.462740e-01][top1: 94.221970][top5: 99.900199]
2022-09-11 03:37:29,830 train_acc 94.229997
2022-09-11 03:37:30,009 valid 000 [data/s: 0.12033][batch/s: 0.17512][loss: 2.439129e-01][top1: 93.750000][top5: 100.000000]
2022-09-11 03:37:32,748 valid 050 [data/s: 0.00266][batch/s: 0.05713][loss: 1.865436e-01][top1: 94.709965][top5: 99.734476]
2022-09-11 03:37:35,486 valid 100 [data/s: 0.00149][batch/s: 0.05596][loss: 1.749079e-01][top1: 94.781351][top5: 99.804042]
2022-09-11 03:37:35,859 valid_acc 94.749997	best_val_acc 94.749997
2022-09-11 03:37:36,181 epoch 244 lr 1.598773e-02
2022-09-11 03:37:36,698 train 000 [data/s: 0.18845][batch/s: 0.51240][loss: 1.810971e-01][top1: 96.875000][top5: 100.000000]
2022-09-11 03:37:52,982 train 050 [data/s: 0.00403][batch/s: 0.32934][loss: 2.418379e-01][top1: 94.689540][top5: 99.918300]
2022-09-11 03:38:09,309 train 100 [data/s: 0.00221][batch/s: 0.32796][loss: 2.247408e-01][top1: 95.101070][top5: 99.938119]
2022-09-11 03:38:25,508 train 150 [data/s: 0.00159][batch/s: 0.32664][loss: 2.306394e-01][top1: 94.860649][top5: 99.951711]
2022-09-11 03:38:42,589 train 200 [data/s: 0.00128][batch/s: 0.33037][loss: 2.384567e-01][top1: 94.651739][top5: 99.922263]
2022-09-11 03:38:58,975 train 250 [data/s: 0.00109][batch/s: 0.32984][loss: 2.441532e-01][top1: 94.426458][top5: 99.912848]
2022-09-11 03:39:15,080 train 300 [data/s: 0.00097][batch/s: 0.32855][loss: 2.473149e-01][top1: 94.366000][top5: 99.899640]
2022-09-11 03:39:31,139 train 350 [data/s: 0.00088][batch/s: 0.32750][loss: 2.473792e-01][top1: 94.382120][top5: 99.899097]
2022-09-11 03:39:47,217 train 400 [data/s: 0.00081][batch/s: 0.32676][loss: 2.471118e-01][top1: 94.326681][top5: 99.909081]
2022-09-11 03:40:03,323 train 450 [data/s: 0.00075][batch/s: 0.32625][loss: 2.473352e-01][top1: 94.341276][top5: 99.905303]
2022-09-11 03:40:19,395 train 500 [data/s: 0.00071][batch/s: 0.32577][loss: 2.480944e-01][top1: 94.305137][top5: 99.904358]
2022-09-11 03:40:25,908 train_acc 94.353997
2022-09-11 03:40:26,080 valid 000 [data/s: 0.11158][batch/s: 0.16657][loss: 3.392979e-01][top1: 90.625000][top5: 100.000000]
2022-09-11 03:40:28,820 valid 050 [data/s: 0.00250][batch/s: 0.05699][loss: 1.977502e-01][top1: 94.097220][top5: 99.795751]
2022-09-11 03:40:31,559 valid 100 [data/s: 0.00142][batch/s: 0.05590][loss: 1.826906e-01][top1: 94.492572][top5: 99.886551]
2022-09-11 03:40:31,830 valid_acc 94.519998	best_val_acc 94.749997
2022-09-11 03:40:32,191 epoch 245 lr 1.592483e-02
2022-09-11 03:40:32,693 train 000 [data/s: 0.16958][batch/s: 0.49768][loss: 3.491954e-01][top1: 92.708328][top5: 98.958328]
2022-09-11 03:40:48,756 train 050 [data/s: 0.00364][batch/s: 0.32472][loss: 2.384775e-01][top1: 94.117645][top5: 99.897875]
2022-09-11 03:41:04,896 train 100 [data/s: 0.00200][batch/s: 0.32377][loss: 2.337590e-01][top1: 94.368809][top5: 99.927805]
2022-09-11 03:41:20,957 train 150 [data/s: 0.00143][batch/s: 0.32293][loss: 2.338250e-01][top1: 94.398452][top5: 99.924117]
2022-09-11 03:41:37,012 train 200 [data/s: 0.00115][batch/s: 0.32247][loss: 2.337690e-01][top1: 94.480719][top5: 99.927446]
2022-09-11 03:41:53,071 train 250 [data/s: 0.00098][batch/s: 0.32221][loss: 2.388498e-01][top1: 94.380808][top5: 99.929449]
2022-09-11 03:42:09,127 train 300 [data/s: 0.00087][batch/s: 0.32203][loss: 2.422323e-01][top1: 94.366000][top5: 99.927325]
2022-09-11 03:42:25,332 train 350 [data/s: 0.00079][batch/s: 0.32233][loss: 2.450846e-01][top1: 94.310895][top5: 99.913936]
2022-09-11 03:42:41,431 train 400 [data/s: 0.00074][batch/s: 0.32228][loss: 2.451114e-01][top1: 94.368244][top5: 99.914276]
2022-09-11 03:42:57,502 train 450 [data/s: 0.00069][batch/s: 0.32219][loss: 2.458739e-01][top1: 94.364373][top5: 99.916851]
2022-09-11 03:43:13,733 train 500 [data/s: 0.00065][batch/s: 0.32243][loss: 2.471602e-01][top1: 94.313454][top5: 99.914753]
2022-09-11 03:43:20,282 train_acc 94.273998
2022-09-11 03:43:20,469 valid 000 [data/s: 0.12743][batch/s: 0.18225][loss: 3.201079e-01][top1: 93.750000][top5: 100.000000]
2022-09-11 03:43:23,208 valid 050 [data/s: 0.00281][batch/s: 0.05729][loss: 2.396040e-01][top1: 93.402775][top5: 99.775326]
2022-09-11 03:43:25,957 valid 100 [data/s: 0.00157][batch/s: 0.05614][loss: 2.272707e-01][top1: 93.512786][top5: 99.834983]
2022-09-11 03:43:26,209 valid_acc 93.549998	best_val_acc 94.749997
2022-09-11 03:43:26,534 epoch 246 lr 1.586184e-02
2022-09-11 03:43:27,053 train 000 [data/s: 0.17109][batch/s: 0.51376][loss: 2.590752e-01][top1: 93.750000][top5: 100.000000]
2022-09-11 03:43:43,284 train 050 [data/s: 0.00370][batch/s: 0.32831][loss: 2.336832e-01][top1: 94.873364][top5: 99.918300]
2022-09-11 03:43:59,611 train 100 [data/s: 0.00205][batch/s: 0.32743][loss: 2.434219e-01][top1: 94.502885][top5: 99.886551]
2022-09-11 03:44:15,853 train 150 [data/s: 0.00149][batch/s: 0.32657][loss: 2.388779e-01][top1: 94.460539][top5: 99.896523]
2022-09-11 03:44:32,124 train 200 [data/s: 0.00121][batch/s: 0.32629][loss: 2.347426e-01][top1: 94.522179][top5: 99.911898]
2022-09-11 03:44:48,456 train 250 [data/s: 0.00104][batch/s: 0.32636][loss: 2.378805e-01][top1: 94.459659][top5: 99.892098]
2022-09-11 03:45:04,607 train 300 [data/s: 0.00093][batch/s: 0.32580][loss: 2.396130e-01][top1: 94.390225][top5: 99.889257]
2022-09-11 03:45:20,688 train 350 [data/s: 0.00084][batch/s: 0.32521][loss: 2.392112e-01][top1: 94.399927][top5: 99.902065]
2022-09-11 03:45:36,988 train 400 [data/s: 0.00078][batch/s: 0.32531][loss: 2.386187e-01][top1: 94.438381][top5: 99.906483]
2022-09-11 03:45:53,113 train 450 [data/s: 0.00073][batch/s: 0.32499][loss: 2.397742e-01][top1: 94.431354][top5: 99.902993]
2022-09-11 03:46:09,446 train 500 [data/s: 0.00069][batch/s: 0.32516][loss: 2.445451e-01][top1: 94.342563][top5: 99.904357]
2022-09-11 03:46:15,950 train_acc 94.325998
2022-09-11 03:46:16,120 valid 000 [data/s: 0.11016][batch/s: 0.16500][loss: 1.713684e-01][top1: 94.791664][top5: 100.000000]
2022-09-11 03:46:18,856 valid 050 [data/s: 0.00242][batch/s: 0.05689][loss: 1.800945e-01][top1: 94.587416][top5: 99.775326]
2022-09-11 03:46:21,595 valid 100 [data/s: 0.00137][batch/s: 0.05584][loss: 1.699962e-01][top1: 94.781350][top5: 99.876237]
2022-09-11 03:46:21,982 valid_acc 94.759997	best_val_acc 94.759997
2022-09-11 03:46:22,330 epoch 247 lr 1.579875e-02
2022-09-11 03:46:22,841 train 000 [data/s: 0.16989][batch/s: 0.50637][loss: 1.688141e-01][top1: 95.833328][top5: 100.000000]
2022-09-11 03:46:39,032 train 050 [data/s: 0.00368][batch/s: 0.32740][loss: 2.367268e-01][top1: 94.628266][top5: 99.877450]
2022-09-11 03:46:55,318 train 100 [data/s: 0.00204][batch/s: 0.32657][loss: 2.246806e-01][top1: 94.874173][top5: 99.896864]
2022-09-11 03:47:11,407 train 150 [data/s: 0.00148][batch/s: 0.32498][loss: 2.381733e-01][top1: 94.515726][top5: 99.903421]
2022-09-11 03:47:27,482 train 200 [data/s: 0.00120][batch/s: 0.32412][loss: 2.419974e-01][top1: 94.423712][top5: 99.906716]
2022-09-11 03:47:43,552 train 250 [data/s: 0.00103][batch/s: 0.32358][loss: 2.445300e-01][top1: 94.384958][top5: 99.904548]
2022-09-11 03:47:59,622 train 300 [data/s: 0.00091][batch/s: 0.32321][loss: 2.492932e-01][top1: 94.217190][top5: 99.889257]
2022-09-11 03:48:15,788 train 350 [data/s: 0.00083][batch/s: 0.32323][loss: 2.518061e-01][top1: 94.120962][top5: 99.896130]
2022-09-11 03:48:31,976 train 400 [data/s: 0.00077][batch/s: 0.32329][loss: 2.491916e-01][top1: 94.227969][top5: 99.901288]
2022-09-11 03:48:48,225 train 450 [data/s: 0.00073][batch/s: 0.32348][loss: 2.507170e-01][top1: 94.168050][top5: 99.905303]
2022-09-11 03:49:04,461 train 500 [data/s: 0.00069][batch/s: 0.32360][loss: 2.519629e-01][top1: 94.145041][top5: 99.889803]
2022-09-11 03:49:10,925 train_acc 94.129998
2022-09-11 03:49:11,148 valid 000 [data/s: 0.16401][batch/s: 0.21885][loss: 2.215351e-01][top1: 94.791664][top5: 100.000000]
2022-09-11 03:49:13,888 valid 050 [data/s: 0.00353][batch/s: 0.05801][loss: 2.053119e-01][top1: 93.954246][top5: 99.775326]
2022-09-11 03:49:16,629 valid 100 [data/s: 0.00195][batch/s: 0.05643][loss: 1.809357e-01][top1: 94.523512][top5: 99.855610]
2022-09-11 03:49:16,874 valid_acc 94.529997	best_val_acc 94.759997
2022-09-11 03:49:17,206 epoch 248 lr 1.573558e-02
2022-09-11 03:49:17,719 train 000 [data/s: 0.17885][batch/s: 0.50802][loss: 2.407106e-01][top1: 94.791664][top5: 100.000000]
2022-09-11 03:49:33,861 train 050 [data/s: 0.00384][batch/s: 0.32647][loss: 2.209761e-01][top1: 94.914213][top5: 99.979575]
2022-09-11 03:49:49,929 train 100 [data/s: 0.00210][batch/s: 0.32395][loss: 2.161255e-01][top1: 94.874172][top5: 99.969059]
2022-09-11 03:50:06,915 train 150 [data/s: 0.00153][batch/s: 0.32916][loss: 2.232721e-01][top1: 94.674391][top5: 99.951711]
2022-09-11 03:50:23,122 train 200 [data/s: 0.00124][batch/s: 0.32792][loss: 2.250734e-01][top1: 94.662104][top5: 99.948176]
2022-09-11 03:50:39,270 train 250 [data/s: 0.00105][batch/s: 0.32693][loss: 2.297682e-01][top1: 94.592461][top5: 99.941899]
2022-09-11 03:50:55,434 train 300 [data/s: 0.00094][batch/s: 0.32632][loss: 2.350037e-01][top1: 94.445596][top5: 99.937707]
2022-09-11 03:51:11,766 train 350 [data/s: 0.00085][batch/s: 0.32637][loss: 2.386679e-01][top1: 94.405862][top5: 99.934710]
2022-09-11 03:51:28,025 train 400 [data/s: 0.00079][batch/s: 0.32622][loss: 2.404934e-01][top1: 94.344865][top5: 99.927265]
2022-09-11 03:51:44,332 train 450 [data/s: 0.00074][batch/s: 0.32621][loss: 2.415042e-01][top1: 94.311250][top5: 99.921470]
2022-09-11 03:52:00,598 train 500 [data/s: 0.00071][batch/s: 0.32612][loss: 2.432098e-01][top1: 94.280187][top5: 99.929308]
2022-09-11 03:52:07,151 train_acc 94.251998
2022-09-11 03:52:07,372 valid 000 [data/s: 0.16140][batch/s: 0.21624][loss: 2.093184e-01][top1: 93.750000][top5: 100.000000]
2022-09-11 03:52:10,112 valid 050 [data/s: 0.00347][batch/s: 0.05797][loss: 1.990551e-01][top1: 93.586599][top5: 99.754901]
2022-09-11 03:52:12,849 valid 100 [data/s: 0.00189][batch/s: 0.05637][loss: 1.883271e-01][top1: 94.018150][top5: 99.804042]
2022-09-11 03:52:13,105 valid_acc 94.029998	best_val_acc 94.759997
2022-09-11 03:52:13,460 epoch 249 lr 1.567232e-02
2022-09-11 03:52:13,972 train 000 [data/s: 0.18056][batch/s: 0.50812][loss: 2.156642e-01][top1: 93.750000][top5: 100.000000]
2022-09-11 03:52:30,206 train 050 [data/s: 0.00397][batch/s: 0.32827][loss: 2.529470e-01][top1: 94.342317][top5: 99.897875]
2022-09-11 03:52:46,460 train 100 [data/s: 0.00217][batch/s: 0.32669][loss: 2.353105e-01][top1: 94.740096][top5: 99.917491]
2022-09-11 03:53:02,532 train 150 [data/s: 0.00157][batch/s: 0.32495][loss: 2.342401e-01][top1: 94.674390][top5: 99.917218]
2022-09-11 03:53:18,715 train 200 [data/s: 0.00127][batch/s: 0.32463][loss: 2.344087e-01][top1: 94.589550][top5: 99.922263]
2022-09-11 03:53:34,862 train 250 [data/s: 0.00109][batch/s: 0.32429][loss: 2.369910e-01][top1: 94.443059][top5: 99.916998]
2022-09-11 03:53:51,067 train 300 [data/s: 0.00097][batch/s: 0.32426][loss: 2.399165e-01][top1: 94.372921][top5: 99.910022]
2022-09-11 03:54:07,343 train 350 [data/s: 0.00088][batch/s: 0.32444][loss: 2.419550e-01][top1: 94.316830][top5: 99.908001]
2022-09-11 03:54:23,575 train 400 [data/s: 0.00082][batch/s: 0.32446][loss: 2.466895e-01][top1: 94.233165][top5: 99.898690]
2022-09-11 03:54:39,687 train 450 [data/s: 0.00076][batch/s: 0.32422][loss: 2.480316e-01][top1: 94.246579][top5: 99.891444]
2022-09-11 03:54:55,813 train 500 [data/s: 0.00072][batch/s: 0.32405][loss: 2.468270e-01][top1: 94.259395][top5: 99.891882]
2022-09-11 03:55:02,275 train_acc 94.239998
2022-09-11 03:55:02,461 valid 000 [data/s: 0.12750][batch/s: 0.18232][loss: 2.884211e-01][top1: 91.666664][top5: 100.000000]
2022-09-11 03:55:05,208 valid 050 [data/s: 0.00279][batch/s: 0.05743][loss: 2.507097e-01][top1: 92.790030][top5: 99.836601]
2022-09-11 03:55:07,947 valid 100 [data/s: 0.00156][batch/s: 0.05611][loss: 2.405520e-01][top1: 93.120872][top5: 99.876237]
2022-09-11 03:55:08,194 valid_acc 93.129997	best_val_acc 94.759997
2022-09-11 03:55:08,515 epoch 250 lr 1.560896e-02
2022-09-11 03:55:09,020 train 000 [data/s: 0.16997][batch/s: 0.50104][loss: 2.836104e-01][top1: 94.791664][top5: 100.000000]
2022-09-11 03:55:25,385 train 050 [data/s: 0.00366][batch/s: 0.33070][loss: 2.391513e-01][top1: 94.301468][top5: 99.918300]
2022-09-11 03:55:41,642 train 100 [data/s: 0.00200][batch/s: 0.32795][loss: 2.283828e-01][top1: 94.832918][top5: 99.938119]
2022-09-11 03:55:57,761 train 150 [data/s: 0.00145][batch/s: 0.32611][loss: 2.277067e-01][top1: 94.860649][top5: 99.910320]
2022-09-11 03:56:13,995 train 200 [data/s: 0.00117][batch/s: 0.32575][loss: 2.285327e-01][top1: 94.745022][top5: 99.917081]
2022-09-11 03:56:30,264 train 250 [data/s: 0.00101][batch/s: 0.32567][loss: 2.371289e-01][top1: 94.521910][top5: 99.921148]
2022-09-11 03:56:46,400 train 300 [data/s: 0.00090][batch/s: 0.32519][loss: 2.392807e-01][top1: 94.466359][top5: 99.910022]
2022-09-11 03:57:02,510 train 350 [data/s: 0.00081][batch/s: 0.32476][loss: 2.408399e-01][top1: 94.408829][top5: 99.908001]
2022-09-11 03:57:18,624 train 400 [data/s: 0.00075][batch/s: 0.32445][loss: 2.449959e-01][top1: 94.285118][top5: 99.906483]
2022-09-11 03:57:34,728 train 450 [data/s: 0.00070][batch/s: 0.32419][loss: 2.442625e-01][top1: 94.311250][top5: 99.902993]
2022-09-11 03:57:50,835 train 500 [data/s: 0.00067][batch/s: 0.32398][loss: 2.460454e-01][top1: 94.219891][top5: 99.900199]
2022-09-11 03:57:57,301 train_acc 94.221997
2022-09-11 03:57:57,476 valid 000 [data/s: 0.11566][batch/s: 0.17048][loss: 2.175909e-01][top1: 92.708328][top5: 100.000000]
2022-09-11 03:58:00,213 valid 050 [data/s: 0.00255][batch/s: 0.05701][loss: 2.034429e-01][top1: 94.097220][top5: 99.775326]
2022-09-11 03:58:02,949 valid 100 [data/s: 0.00142][batch/s: 0.05588][loss: 1.923682e-01][top1: 94.090344][top5: 99.855610]
2022-09-11 03:58:03,214 valid_acc 94.089998	best_val_acc 94.759997
2022-09-11 03:58:03,555 epoch 251 lr 1.554553e-02
2022-09-11 03:58:04,032 train 000 [data/s: 0.14349][batch/s: 0.47241][loss: 1.541659e-01][top1: 96.875000][top5: 100.000000]
2022-09-11 03:58:20,141 train 050 [data/s: 0.00311][batch/s: 0.32512][loss: 2.383230e-01][top1: 94.219769][top5: 99.795751]
2022-09-11 03:58:36,255 train 100 [data/s: 0.00172][batch/s: 0.32372][loss: 2.261502e-01][top1: 94.636961][top5: 99.814356]
2022-09-11 03:58:52,368 train 150 [data/s: 0.00126][batch/s: 0.32323][loss: 2.368394e-01][top1: 94.439843][top5: 99.855132]
2022-09-11 03:59:08,513 train 200 [data/s: 0.00103][batch/s: 0.32315][loss: 2.416312e-01][top1: 94.340793][top5: 99.849709]
2022-09-11 03:59:24,650 train 250 [data/s: 0.00089][batch/s: 0.32307][loss: 2.459002e-01][top1: 94.169154][top5: 99.867197]
2022-09-11 03:59:40,800 train 300 [data/s: 0.00079][batch/s: 0.32306][loss: 2.491382e-01][top1: 94.113370][top5: 99.868493]
2022-09-11 03:59:57,115 train 350 [data/s: 0.00073][batch/s: 0.32352][loss: 2.498037e-01][top1: 94.109090][top5: 99.863485]
2022-09-11 04:00:13,225 train 400 [data/s: 0.00068][batch/s: 0.32335][loss: 2.499343e-01][top1: 94.098085][top5: 99.867518]
2022-09-11 04:00:29,414 train 450 [data/s: 0.00064][batch/s: 0.32340][loss: 2.508334e-01][top1: 94.052566][top5: 99.875277]
2022-09-11 04:00:45,552 train 500 [data/s: 0.00061][batch/s: 0.32334][loss: 2.519172e-01][top1: 94.047319][top5: 99.879407]
2022-09-11 04:00:52,011 train_acc 94.031997
2022-09-11 04:00:52,199 valid 000 [data/s: 0.12764][batch/s: 0.18241][loss: 2.217420e-01][top1: 93.750000][top5: 100.000000]
2022-09-11 04:00:54,935 valid 050 [data/s: 0.00276][batch/s: 0.05722][loss: 1.972479e-01][top1: 94.301468][top5: 99.775326]
2022-09-11 04:00:57,670 valid 100 [data/s: 0.00152][batch/s: 0.05597][loss: 1.925800e-01][top1: 94.141911][top5: 99.845296]
2022-09-11 04:00:57,926 valid_acc 94.169997	best_val_acc 94.759997
2022-09-11 04:00:58,267 epoch 252 lr 1.548201e-02
2022-09-11 04:00:58,761 train 000 [data/s: 0.16042][batch/s: 0.48927][loss: 3.006874e-01][top1: 93.750000][top5: 98.958328]
2022-09-11 04:01:14,868 train 050 [data/s: 0.00344][batch/s: 0.32544][loss: 2.316943e-01][top1: 94.546566][top5: 99.918300]
2022-09-11 04:01:30,975 train 100 [data/s: 0.00189][batch/s: 0.32380][loss: 2.238822e-01][top1: 94.863859][top5: 99.927805]
2022-09-11 04:01:47,114 train 150 [data/s: 0.00136][batch/s: 0.32346][loss: 2.179389e-01][top1: 95.053805][top5: 99.931015]
2022-09-11 04:02:03,225 train 200 [data/s: 0.00110][batch/s: 0.32315][loss: 2.256663e-01][top1: 94.874583][top5: 99.917081]
2022-09-11 04:02:19,332 train 250 [data/s: 0.00094][batch/s: 0.32295][loss: 2.261308e-01][top1: 94.762614][top5: 99.908698]
2022-09-11 04:02:35,448 train 300 [data/s: 0.00084][batch/s: 0.32285][loss: 2.334874e-01][top1: 94.580562][top5: 99.913482]
2022-09-11 04:02:51,565 train 350 [data/s: 0.00076][batch/s: 0.32277][loss: 2.387720e-01][top1: 94.477087][top5: 99.913936]
2022-09-11 04:03:07,753 train 400 [data/s: 0.00071][batch/s: 0.32290][loss: 2.407941e-01][top1: 94.399415][top5: 99.914276]
2022-09-11 04:03:24,012 train 450 [data/s: 0.00067][batch/s: 0.32315][loss: 2.435774e-01][top1: 94.336657][top5: 99.921470]
2022-09-11 04:03:40,174 train 500 [data/s: 0.00064][batch/s: 0.32316][loss: 2.459919e-01][top1: 94.284345][top5: 99.916833]
2022-09-11 04:03:46,639 train_acc 94.271997
2022-09-11 04:03:46,825 valid 000 [data/s: 0.12438][batch/s: 0.17919][loss: 2.119264e-01][top1: 93.750000][top5: 100.000000]
2022-09-11 04:03:49,561 valid 050 [data/s: 0.00272][batch/s: 0.05717][loss: 1.968376e-01][top1: 94.035945][top5: 99.836601]
2022-09-11 04:03:52,297 valid 100 [data/s: 0.00151][batch/s: 0.05596][loss: 1.931245e-01][top1: 94.265674][top5: 99.886551]
2022-09-11 04:03:52,552 valid_acc 94.229997	best_val_acc 94.759997
2022-09-11 04:03:52,895 epoch 253 lr 1.541841e-02
2022-09-11 04:03:53,407 train 000 [data/s: 0.17516][batch/s: 0.50777][loss: 3.911330e-01][top1: 89.583328][top5: 98.958328]
2022-09-11 04:04:09,513 train 050 [data/s: 0.00376][batch/s: 0.32576][loss: 2.225290e-01][top1: 94.955063][top5: 99.918300]
2022-09-11 04:04:25,652 train 100 [data/s: 0.00206][batch/s: 0.32428][loss: 2.196518e-01][top1: 94.863859][top5: 99.938119]
2022-09-11 04:04:41,798 train 150 [data/s: 0.00148][batch/s: 0.32383][loss: 2.205302e-01][top1: 94.936531][top5: 99.944812]
2022-09-11 04:04:57,898 train 200 [data/s: 0.00119][batch/s: 0.32338][loss: 2.259474e-01][top1: 94.822758][top5: 99.911898]
2022-09-11 04:05:14,002 train 250 [data/s: 0.00102][batch/s: 0.32312][loss: 2.274265e-01][top1: 94.853915][top5: 99.925298]
2022-09-11 04:05:30,102 train 300 [data/s: 0.00090][batch/s: 0.32293][loss: 2.309944e-01][top1: 94.781282][top5: 99.923865]
2022-09-11 04:05:46,204 train 350 [data/s: 0.00082][batch/s: 0.32280][loss: 2.336896e-01][top1: 94.687794][top5: 99.905033]
2022-09-11 04:06:02,335 train 400 [data/s: 0.00076][batch/s: 0.32278][loss: 2.330880e-01][top1: 94.734515][top5: 99.911679]
2022-09-11 04:06:18,433 train 450 [data/s: 0.00071][batch/s: 0.32269][loss: 2.356877e-01][top1: 94.634606][top5: 99.900683]
2022-09-11 04:06:34,534 train 500 [data/s: 0.00066][batch/s: 0.32262][loss: 2.398445e-01][top1: 94.483946][top5: 99.900199]
2022-09-11 04:06:41,003 train_acc 94.467997
2022-09-11 04:06:41,178 valid 000 [data/s: 0.11586][batch/s: 0.17070][loss: 3.215429e-01][top1: 91.666664][top5: 100.000000]
2022-09-11 04:06:43,915 valid 050 [data/s: 0.00257][batch/s: 0.05702][loss: 1.892771e-01][top1: 94.403592][top5: 99.857025]
2022-09-11 04:06:46,650 valid 100 [data/s: 0.00143][batch/s: 0.05587][loss: 1.816834e-01][top1: 94.513199][top5: 99.917491]
2022-09-11 04:06:46,897 valid_acc 94.549997	best_val_acc 94.759997
2022-09-11 04:06:47,210 epoch 254 lr 1.535473e-02
2022-09-11 04:06:47,696 train 000 [data/s: 0.15524][batch/s: 0.48219][loss: 2.008290e-01][top1: 94.791664][top5: 100.000000]
2022-09-11 04:07:03,830 train 050 [data/s: 0.00334][batch/s: 0.32581][loss: 2.435350e-01][top1: 94.158495][top5: 99.938725]
2022-09-11 04:07:19,935 train 100 [data/s: 0.00184][batch/s: 0.32397][loss: 2.400298e-01][top1: 94.275988][top5: 99.907178]
2022-09-11 04:07:36,044 train 150 [data/s: 0.00134][batch/s: 0.32338][loss: 2.408893e-01][top1: 94.391554][top5: 99.910320]
2022-09-11 04:07:52,173 train 200 [data/s: 0.00109][batch/s: 0.32318][loss: 2.403796e-01][top1: 94.428895][top5: 99.911898]
2022-09-11 04:08:08,289 train 250 [data/s: 0.00094][batch/s: 0.32301][loss: 2.428527e-01][top1: 94.364207][top5: 99.916998]
2022-09-11 04:08:24,512 train 300 [data/s: 0.00083][batch/s: 0.32325][loss: 2.427267e-01][top1: 94.293325][top5: 99.913482]
2022-09-11 04:08:40,629 train 350 [data/s: 0.00076][batch/s: 0.32312][loss: 2.424714e-01][top1: 94.293089][top5: 99.908001]
2022-09-11 04:08:56,740 train 400 [data/s: 0.00071][batch/s: 0.32301][loss: 2.411433e-01][top1: 94.339669][top5: 99.914276]
2022-09-11 04:09:12,854 train 450 [data/s: 0.00067][batch/s: 0.32293][loss: 2.422649e-01][top1: 94.311250][top5: 99.914541]
2022-09-11 04:09:28,971 train 500 [data/s: 0.00063][batch/s: 0.32287][loss: 2.435074e-01][top1: 94.273950][top5: 99.908516]
2022-09-11 04:09:35,505 train_acc 94.269997
2022-09-11 04:09:35,683 valid 000 [data/s: 0.11826][batch/s: 0.17302][loss: 2.809953e-01][top1: 91.666664][top5: 100.000000]
2022-09-11 04:09:38,419 valid 050 [data/s: 0.00259][batch/s: 0.05705][loss: 1.800775e-01][top1: 94.505717][top5: 99.857025]
2022-09-11 04:09:41,161 valid 100 [data/s: 0.00145][batch/s: 0.05596][loss: 1.768155e-01][top1: 94.451318][top5: 99.865923]
2022-09-11 04:09:41,405 valid_acc 94.409998	best_val_acc 94.759997
2022-09-11 04:09:41,750 epoch 255 lr 1.529097e-02
2022-09-11 04:09:42,255 train 000 [data/s: 0.16714][batch/s: 0.50009][loss: 2.761968e-01][top1: 93.750000][top5: 100.000000]
2022-09-11 04:09:58,420 train 050 [data/s: 0.00357][batch/s: 0.32677][loss: 2.333443e-01][top1: 94.403591][top5: 99.897875]
2022-09-11 04:10:14,601 train 100 [data/s: 0.00197][batch/s: 0.32521][loss: 2.319924e-01][top1: 94.482258][top5: 99.907178]
2022-09-11 04:10:30,780 train 150 [data/s: 0.00143][batch/s: 0.32467][loss: 2.352092e-01][top1: 94.446741][top5: 99.917218]
2022-09-11 04:10:46,931 train 200 [data/s: 0.00115][batch/s: 0.32426][loss: 2.361322e-01][top1: 94.444442][top5: 99.911898]
2022-09-11 04:11:03,137 train 250 [data/s: 0.00099][batch/s: 0.32423][loss: 2.405334e-01][top1: 94.384958][top5: 99.908698]
2022-09-11 04:11:19,245 train 300 [data/s: 0.00087][batch/s: 0.32389][loss: 2.411704e-01][top1: 94.407528][top5: 99.913482]
2022-09-11 04:11:35,354 train 350 [data/s: 0.00079][batch/s: 0.32364][loss: 2.406105e-01][top1: 94.414765][top5: 99.908001]
2022-09-11 04:11:51,488 train 400 [data/s: 0.00073][batch/s: 0.32352][loss: 2.394956e-01][top1: 94.456564][top5: 99.906483]
2022-09-11 04:12:07,595 train 450 [data/s: 0.00069][batch/s: 0.32337][loss: 2.403017e-01][top1: 94.419805][top5: 99.914541]
2022-09-11 04:12:23,703 train 500 [data/s: 0.00065][batch/s: 0.32325][loss: 2.407960e-01][top1: 94.409096][top5: 99.918912]
2022-09-11 04:12:30,158 train_acc 94.431998
2022-09-11 04:12:30,331 valid 000 [data/s: 0.11433][batch/s: 0.16910][loss: 2.125218e-01][top1: 96.875000][top5: 100.000000]
2022-09-11 04:12:33,069 valid 050 [data/s: 0.00253][batch/s: 0.05699][loss: 1.822582e-01][top1: 94.995913][top5: 99.795751]
2022-09-11 04:12:35,806 valid 100 [data/s: 0.00142][batch/s: 0.05588][loss: 1.748539e-01][top1: 94.853546][top5: 99.876237]
2022-09-11 04:12:36,178 valid_acc 94.889998	best_val_acc 94.889998
2022-09-11 04:12:36,487 epoch 256 lr 1.522713e-02
2022-09-11 04:12:36,988 train 000 [data/s: 0.16683][batch/s: 0.49634][loss: 1.367586e-01][top1: 96.875000][top5: 100.000000]
2022-09-11 04:12:53,143 train 050 [data/s: 0.00359][batch/s: 0.32650][loss: 2.318711e-01][top1: 94.730390][top5: 99.938725]
2022-09-11 04:13:09,307 train 100 [data/s: 0.00197][batch/s: 0.32490][loss: 2.316511e-01][top1: 94.791664][top5: 99.958746]
2022-09-11 04:13:25,413 train 150 [data/s: 0.00143][batch/s: 0.32398][loss: 2.326830e-01][top1: 94.598508][top5: 99.944812]
2022-09-11 04:13:41,561 train 200 [data/s: 0.00115][batch/s: 0.32373][loss: 2.367655e-01][top1: 94.449624][top5: 99.942993]
2022-09-11 04:13:57,667 train 250 [data/s: 0.00099][batch/s: 0.32341][loss: 2.413755e-01][top1: 94.277056][top5: 99.937749]
2022-09-11 04:14:13,797 train 300 [data/s: 0.00088][batch/s: 0.32327][loss: 2.398199e-01][top1: 94.366000][top5: 99.920404]
2022-09-11 04:14:29,906 train 350 [data/s: 0.00080][batch/s: 0.32312][loss: 2.414361e-01][top1: 94.343540][top5: 99.919871]
2022-09-11 04:14:46,018 train 400 [data/s: 0.00074][batch/s: 0.32301][loss: 2.414566e-01][top1: 94.337071][top5: 99.916874]
2022-09-11 04:15:02,127 train 450 [data/s: 0.00069][batch/s: 0.32291][loss: 2.424880e-01][top1: 94.318179][top5: 99.909922]
2022-09-11 04:15:18,278 train 500 [data/s: 0.00066][batch/s: 0.32293][loss: 2.459242e-01][top1: 94.211574][top5: 99.908516]
2022-09-11 04:15:24,753 train_acc 94.191998
2022-09-11 04:15:24,948 valid 000 [data/s: 0.13417][batch/s: 0.18895][loss: 3.649890e-01][top1: 92.708328][top5: 98.958328]
2022-09-11 04:15:27,685 valid 050 [data/s: 0.00292][batch/s: 0.05737][loss: 2.094850e-01][top1: 93.566174][top5: 99.754901]
2022-09-11 04:15:30,422 valid 100 [data/s: 0.00162][batch/s: 0.05607][loss: 1.989788e-01][top1: 93.770624][top5: 99.834983]
2022-09-11 04:15:30,666 valid_acc 93.809997	best_val_acc 94.889998
2022-09-11 04:15:31,003 epoch 257 lr 1.516322e-02
2022-09-11 04:15:31,513 train 000 [data/s: 0.16802][batch/s: 0.50544][loss: 1.660729e-01][top1: 97.916664][top5: 100.000000]
2022-09-11 04:15:47,629 train 050 [data/s: 0.00359][batch/s: 0.32591][loss: 2.399286e-01][top1: 94.464867][top5: 99.918300]
2022-09-11 04:16:03,822 train 100 [data/s: 0.00198][batch/s: 0.32490][loss: 2.422919e-01][top1: 94.513199][top5: 99.896864]
2022-09-11 04:16:19,968 train 150 [data/s: 0.00144][batch/s: 0.32424][loss: 2.379863e-01][top1: 94.564015][top5: 99.910320]
2022-09-11 04:16:36,092 train 200 [data/s: 0.00117][batch/s: 0.32380][loss: 2.369643e-01][top1: 94.584367][top5: 99.906716]
2022-09-11 04:16:52,236 train 250 [data/s: 0.00099][batch/s: 0.32362][loss: 2.381214e-01][top1: 94.588311][top5: 99.912848]
2022-09-11 04:17:08,354 train 300 [data/s: 0.00088][batch/s: 0.32341][loss: 2.393519e-01][top1: 94.514809][top5: 99.910022]
2022-09-11 04:17:24,643 train 350 [data/s: 0.00080][batch/s: 0.32375][loss: 2.411792e-01][top1: 94.477087][top5: 99.910968]
2022-09-11 04:17:40,785 train 400 [data/s: 0.00074][batch/s: 0.32363][loss: 2.420148e-01][top1: 94.425392][top5: 99.914276]
2022-09-11 04:17:57,003 train 450 [data/s: 0.00070][batch/s: 0.32371][loss: 2.417491e-01][top1: 94.426734][top5: 99.909922]
2022-09-11 04:18:13,117 train 500 [data/s: 0.00066][batch/s: 0.32357][loss: 2.431654e-01][top1: 94.344641][top5: 99.910595]
2022-09-11 04:18:19,575 train_acc 94.349997
2022-09-11 04:18:19,753 valid 000 [data/s: 0.11877][batch/s: 0.17362][loss: 3.746594e-01][top1: 89.583328][top5: 100.000000]
2022-09-11 04:18:22,490 valid 050 [data/s: 0.00261][batch/s: 0.05706][loss: 1.842249e-01][top1: 94.628265][top5: 99.877451]
2022-09-11 04:18:25,226 valid 100 [data/s: 0.00145][batch/s: 0.05590][loss: 1.830017e-01][top1: 94.626647][top5: 99.896864]
2022-09-11 04:18:25,472 valid_acc 94.659997	best_val_acc 94.889998
2022-09-11 04:18:25,791 epoch 258 lr 1.509924e-02
2022-09-11 04:18:26,290 train 000 [data/s: 0.15582][batch/s: 0.49508][loss: 3.571012e-01][top1: 90.625000][top5: 100.000000]
2022-09-11 04:18:42,435 train 050 [data/s: 0.00336][batch/s: 0.32628][loss: 2.272952e-01][top1: 94.648690][top5: 99.979575]
2022-09-11 04:18:58,542 train 100 [data/s: 0.00185][batch/s: 0.32423][loss: 2.332334e-01][top1: 94.471945][top5: 99.948432]
2022-09-11 04:19:14,672 train 150 [data/s: 0.00135][batch/s: 0.32369][loss: 2.354265e-01][top1: 94.501929][top5: 99.931015]
2022-09-11 04:19:30,784 train 200 [data/s: 0.00110][batch/s: 0.32333][loss: 2.327105e-01][top1: 94.599914][top5: 99.922263]
2022-09-11 04:19:46,893 train 250 [data/s: 0.00094][batch/s: 0.32310][loss: 2.386849e-01][top1: 94.467959][top5: 99.929449]
2022-09-11 04:20:03,030 train 300 [data/s: 0.00084][batch/s: 0.32304][loss: 2.436153e-01][top1: 94.376382][top5: 99.913482]
2022-09-11 04:20:19,137 train 350 [data/s: 0.00077][batch/s: 0.32291][loss: 2.438271e-01][top1: 94.322766][top5: 99.919871]
2022-09-11 04:20:35,248 train 400 [data/s: 0.00072][batch/s: 0.32283][loss: 2.434955e-01][top1: 94.337071][top5: 99.924667]
2022-09-11 04:20:51,361 train 450 [data/s: 0.00067][batch/s: 0.32276][loss: 2.412088e-01][top1: 94.403637][top5: 99.928400]
2022-09-11 04:21:07,464 train 500 [data/s: 0.00064][batch/s: 0.32269][loss: 2.411284e-01][top1: 94.400779][top5: 99.923070]
2022-09-11 04:21:13,934 train_acc 94.411997
2022-09-11 04:21:14,120 valid 000 [data/s: 0.12672][batch/s: 0.18148][loss: 3.806121e-01][top1: 90.625000][top5: 100.000000]
2022-09-11 04:21:16,856 valid 050 [data/s: 0.00275][batch/s: 0.05721][loss: 1.890256e-01][top1: 94.158494][top5: 99.857026]
2022-09-11 04:21:19,593 valid 100 [data/s: 0.00153][batch/s: 0.05598][loss: 1.842859e-01][top1: 94.317242][top5: 99.876237]
2022-09-11 04:21:19,860 valid_acc 94.309998	best_val_acc 94.889998
2022-09-11 04:21:20,200 epoch 259 lr 1.503518e-02
2022-09-11 04:21:20,679 train 000 [data/s: 0.14638][batch/s: 0.47489][loss: 2.249184e-01][top1: 93.750000][top5: 100.000000]
2022-09-11 04:21:36,775 train 050 [data/s: 0.00316][batch/s: 0.32491][loss: 2.202874e-01][top1: 94.975488][top5: 99.918300]
2022-09-11 04:21:52,873 train 100 [data/s: 0.00174][batch/s: 0.32345][loss: 2.265741e-01][top1: 94.966994][top5: 99.907178]
2022-09-11 04:22:08,981 train 150 [data/s: 0.00127][batch/s: 0.32302][loss: 2.299448e-01][top1: 94.874446][top5: 99.917218]
2022-09-11 04:22:25,081 train 200 [data/s: 0.00103][batch/s: 0.32277][loss: 2.273787e-01][top1: 94.921225][top5: 99.917081]
2022-09-11 04:22:41,272 train 250 [data/s: 0.00089][batch/s: 0.32298][loss: 2.217206e-01][top1: 95.019918][top5: 99.916998]
2022-09-11 04:22:57,379 train 300 [data/s: 0.00080][batch/s: 0.32284][loss: 2.274008e-01][top1: 94.864339][top5: 99.916943]
2022-09-11 04:23:13,494 train 350 [data/s: 0.00073][batch/s: 0.32276][loss: 2.329606e-01][top1: 94.708568][top5: 99.913936]
2022-09-11 04:23:29,609 train 400 [data/s: 0.00068][batch/s: 0.32270][loss: 2.342590e-01][top1: 94.672171][top5: 99.911679]
2022-09-11 04:23:45,741 train 450 [data/s: 0.00064][batch/s: 0.32270][loss: 2.367331e-01][top1: 94.560696][top5: 99.914541]
2022-09-11 04:24:01,901 train 500 [data/s: 0.00061][batch/s: 0.32275][loss: 2.372154e-01][top1: 94.550480][top5: 99.918912]
2022-09-11 04:24:08,380 train_acc 94.527998
2022-09-11 04:24:08,578 valid 000 [data/s: 0.13784][batch/s: 0.19267][loss: 2.611881e-01][top1: 91.666664][top5: 100.000000]
2022-09-11 04:24:11,315 valid 050 [data/s: 0.00298][batch/s: 0.05745][loss: 1.996026e-01][top1: 94.342318][top5: 99.816176]
2022-09-11 04:24:14,052 valid 100 [data/s: 0.00165][batch/s: 0.05611][loss: 1.964777e-01][top1: 94.193479][top5: 99.865924]
2022-09-11 04:24:14,306 valid_acc 94.219997	best_val_acc 94.889998
2022-09-11 04:24:14,652 epoch 260 lr 1.497106e-02
2022-09-11 04:24:15,156 train 000 [data/s: 0.16365][batch/s: 0.50035][loss: 2.551036e-01][top1: 91.666664][top5: 100.000000]
2022-09-11 04:24:31,267 train 050 [data/s: 0.00352][batch/s: 0.32570][loss: 2.300544e-01][top1: 94.464867][top5: 99.918300]
2022-09-11 04:24:47,501 train 100 [data/s: 0.00195][batch/s: 0.32520][loss: 2.329718e-01][top1: 94.523512][top5: 99.927805]
2022-09-11 04:25:03,641 train 150 [data/s: 0.00141][batch/s: 0.32441][loss: 2.331489e-01][top1: 94.467437][top5: 99.924117]
2022-09-11 04:25:19,844 train 200 [data/s: 0.00114][batch/s: 0.32432][loss: 2.363168e-01][top1: 94.387435][top5: 99.917081]
2022-09-11 04:25:35,965 train 250 [data/s: 0.00098][batch/s: 0.32394][loss: 2.361674e-01][top1: 94.397408][top5: 99.916998]
2022-09-11 04:25:52,077 train 300 [data/s: 0.00088][batch/s: 0.32366][loss: 2.336714e-01][top1: 94.521730][top5: 99.927325]
2022-09-11 04:26:08,179 train 350 [data/s: 0.00080][batch/s: 0.32343][loss: 2.351565e-01][top1: 94.548312][top5: 99.919871]
2022-09-11 04:26:24,288 train 400 [data/s: 0.00074][batch/s: 0.32327][loss: 2.386966e-01][top1: 94.433185][top5: 99.911679]
2022-09-11 04:26:40,468 train 450 [data/s: 0.00069][batch/s: 0.32331][loss: 2.412404e-01][top1: 94.359754][top5: 99.909922]
2022-09-11 04:26:56,576 train 500 [data/s: 0.00065][batch/s: 0.32319][loss: 2.426194e-01][top1: 94.350879][top5: 99.906437]
2022-09-11 04:27:03,048 train_acc 94.319997
2022-09-11 04:27:03,223 valid 000 [data/s: 0.11500][batch/s: 0.16989][loss: 4.150092e-01][top1: 89.583328][top5: 100.000000]
2022-09-11 04:27:05,960 valid 050 [data/s: 0.00254][batch/s: 0.05701][loss: 2.363332e-01][top1: 93.157677][top5: 99.754901]
2022-09-11 04:27:08,696 valid 100 [data/s: 0.00142][batch/s: 0.05588][loss: 2.240540e-01][top1: 93.224008][top5: 99.824669]
2022-09-11 04:27:08,963 valid_acc 93.139998	best_val_acc 94.889998
2022-09-11 04:27:09,303 epoch 261 lr 1.490687e-02
2022-09-11 04:27:09,811 train 000 [data/s: 0.17747][batch/s: 0.50397][loss: 2.806624e-01][top1: 93.750000][top5: 100.000000]
2022-09-11 04:27:25,918 train 050 [data/s: 0.00380][batch/s: 0.32570][loss: 2.312678e-01][top1: 94.709965][top5: 99.959150]
2022-09-11 04:27:42,059 train 100 [data/s: 0.00206][batch/s: 0.32427][loss: 2.240551e-01][top1: 94.905113][top5: 99.948432]
2022-09-11 04:27:58,160 train 150 [data/s: 0.00148][batch/s: 0.32352][loss: 2.320832e-01][top1: 94.626101][top5: 99.931015]
2022-09-11 04:28:14,262 train 200 [data/s: 0.00118][batch/s: 0.32316][loss: 2.314155e-01][top1: 94.672468][top5: 99.932628]
2022-09-11 04:28:30,363 train 250 [data/s: 0.00101][batch/s: 0.32293][loss: 2.322531e-01][top1: 94.663012][top5: 99.937749]
2022-09-11 04:28:46,464 train 300 [data/s: 0.00089][batch/s: 0.32278][loss: 2.344502e-01][top1: 94.570180][top5: 99.937707]
2022-09-11 04:29:02,567 train 350 [data/s: 0.00081][batch/s: 0.32268][loss: 2.401297e-01][top1: 94.471151][top5: 99.931742]
2022-09-11 04:29:18,698 train 400 [data/s: 0.00074][batch/s: 0.32267][loss: 2.374043e-01][top1: 94.529299][top5: 99.937656]
2022-09-11 04:29:34,800 train 450 [data/s: 0.00069][batch/s: 0.32260][loss: 2.378893e-01][top1: 94.539909][top5: 99.939948]
2022-09-11 04:29:50,903 train 500 [data/s: 0.00065][batch/s: 0.32254][loss: 2.372336e-01][top1: 94.552559][top5: 99.943862]
2022-09-11 04:29:57,368 train_acc 94.543997
2022-09-11 04:29:57,558 valid 000 [data/s: 0.13075][batch/s: 0.18556][loss: 4.072491e-01][top1: 91.666664][top5: 100.000000]
2022-09-11 04:30:00,296 valid 050 [data/s: 0.00285][batch/s: 0.05732][loss: 2.076273e-01][top1: 94.035945][top5: 99.816176]
2022-09-11 04:30:03,046 valid 100 [data/s: 0.00159][batch/s: 0.05618][loss: 1.931482e-01][top1: 94.451318][top5: 99.814356]
2022-09-11 04:30:03,313 valid_acc 94.459998	best_val_acc 94.889998
2022-09-11 04:30:03,635 epoch 262 lr 1.484261e-02
2022-09-11 04:30:04,142 train 000 [data/s: 0.17172][batch/s: 0.50245][loss: 1.790547e-01][top1: 93.750000][top5: 100.000000]
2022-09-11 04:30:20,284 train 050 [data/s: 0.00368][batch/s: 0.32636][loss: 2.340731e-01][top1: 94.628265][top5: 99.938725]
2022-09-11 04:30:36,512 train 100 [data/s: 0.00202][batch/s: 0.32548][loss: 2.269021e-01][top1: 94.905113][top5: 99.907178]
2022-09-11 04:30:53,209 train 150 [data/s: 0.00145][batch/s: 0.32828][loss: 2.207897e-01][top1: 95.005516][top5: 99.917218]
2022-09-11 04:31:09,317 train 200 [data/s: 0.00117][batch/s: 0.32676][loss: 2.258972e-01][top1: 94.890130][top5: 99.922263]
2022-09-11 04:31:25,425 train 250 [data/s: 0.00100][batch/s: 0.32584][loss: 2.263419e-01][top1: 94.899566][top5: 99.912848]
2022-09-11 04:31:41,559 train 300 [data/s: 0.00089][batch/s: 0.32531][loss: 2.311138e-01][top1: 94.757057][top5: 99.899640]
2022-09-11 04:31:57,664 train 350 [data/s: 0.00081][batch/s: 0.32486][loss: 2.315883e-01][top1: 94.711536][top5: 99.908001]
2022-09-11 04:32:13,773 train 400 [data/s: 0.00075][batch/s: 0.32452][loss: 2.321405e-01][top1: 94.638401][top5: 99.909081]
2022-09-11 04:32:29,885 train 450 [data/s: 0.00070][batch/s: 0.32427][loss: 2.354064e-01][top1: 94.502954][top5: 99.900683]
2022-09-11 04:32:45,996 train 500 [data/s: 0.00066][batch/s: 0.32406][loss: 2.374487e-01][top1: 94.456917][top5: 99.902278]
2022-09-11 04:32:52,481 train_acc 94.431998
2022-09-11 04:32:52,667 valid 000 [data/s: 0.12645][batch/s: 0.18124][loss: 4.536586e-01][top1: 89.583328][top5: 100.000000]
2022-09-11 04:32:55,404 valid 050 [data/s: 0.00277][batch/s: 0.05723][loss: 2.131145e-01][top1: 93.852122][top5: 99.836601]
2022-09-11 04:32:58,141 valid 100 [data/s: 0.00154][batch/s: 0.05600][loss: 1.969632e-01][top1: 94.038777][top5: 99.865924]
2022-09-11 04:32:58,406 valid_acc 94.039998	best_val_acc 94.889998
2022-09-11 04:32:58,749 epoch 263 lr 1.477829e-02
2022-09-11 04:32:59,239 train 000 [data/s: 0.15858][batch/s: 0.48629][loss: 1.846721e-01][top1: 96.875000][top5: 100.000000]
2022-09-11 04:33:15,361 train 050 [data/s: 0.00343][batch/s: 0.32565][loss: 2.321433e-01][top1: 94.852938][top5: 99.938725]
2022-09-11 04:33:31,468 train 100 [data/s: 0.00190][batch/s: 0.32391][loss: 2.313534e-01][top1: 94.688529][top5: 99.948432]
2022-09-11 04:33:47,603 train 150 [data/s: 0.00137][batch/s: 0.32351][loss: 2.310894e-01][top1: 94.605406][top5: 99.931015]
2022-09-11 04:34:03,790 train 200 [data/s: 0.00111][batch/s: 0.32357][loss: 2.350785e-01][top1: 94.563638][top5: 99.922263]
2022-09-11 04:34:19,909 train 250 [data/s: 0.00096][batch/s: 0.32333][loss: 2.315713e-01][top1: 94.584161][top5: 99.929449]
2022-09-11 04:34:36,021 train 300 [data/s: 0.00085][batch/s: 0.32315][loss: 2.302986e-01][top1: 94.684383][top5: 99.923865]
2022-09-11 04:34:52,153 train 350 [data/s: 0.00078][batch/s: 0.32308][loss: 2.315480e-01][top1: 94.607666][top5: 99.928775]
2022-09-11 04:35:08,289 train 400 [data/s: 0.00072][batch/s: 0.32303][loss: 2.318931e-01][top1: 94.573459][top5: 99.927265]
2022-09-11 04:35:24,404 train 450 [data/s: 0.00068][batch/s: 0.32295][loss: 2.314367e-01][top1: 94.636915][top5: 99.923780]
2022-09-11 04:35:40,515 train 500 [data/s: 0.00065][batch/s: 0.32288][loss: 2.321886e-01][top1: 94.598301][top5: 99.923070]
2022-09-11 04:35:46,984 train_acc 94.591997
2022-09-11 04:35:47,172 valid 000 [data/s: 0.11070][batch/s: 0.18255][loss: 2.573039e-01][top1: 91.666664][top5: 98.958328]
2022-09-11 04:35:49,912 valid 050 [data/s: 0.00244][batch/s: 0.05729][loss: 2.148652e-01][top1: 93.872546][top5: 99.775326]
2022-09-11 04:35:52,648 valid 100 [data/s: 0.00136][batch/s: 0.05602][loss: 2.053410e-01][top1: 93.832506][top5: 99.834983]
2022-09-11 04:35:52,893 valid_acc 93.879997	best_val_acc 94.889998
2022-09-11 04:35:53,209 epoch 264 lr 1.471390e-02
2022-09-11 04:35:53,704 train 000 [data/s: 0.16223][batch/s: 0.49102][loss: 2.168363e-01][top1: 94.791664][top5: 100.000000]
2022-09-11 04:36:09,839 train 050 [data/s: 0.00348][batch/s: 0.32600][loss: 2.036551e-01][top1: 95.424834][top5: 99.938725]
2022-09-11 04:36:25,976 train 100 [data/s: 0.00192][batch/s: 0.32439][loss: 2.167172e-01][top1: 95.018562][top5: 99.938119]
2022-09-11 04:36:42,141 train 150 [data/s: 0.00139][batch/s: 0.32403][loss: 2.229205e-01][top1: 94.812359][top5: 99.944812]
2022-09-11 04:36:58,289 train 200 [data/s: 0.00113][batch/s: 0.32376][loss: 2.267134e-01][top1: 94.802029][top5: 99.948176]
2022-09-11 04:37:14,390 train 250 [data/s: 0.00097][batch/s: 0.32341][loss: 2.324499e-01][top1: 94.567560][top5: 99.937749]
2022-09-11 04:37:30,520 train 300 [data/s: 0.00086][batch/s: 0.32328][loss: 2.350697e-01][top1: 94.494045][top5: 99.906561]
2022-09-11 04:37:46,631 train 350 [data/s: 0.00079][batch/s: 0.32313][loss: 2.360920e-01][top1: 94.521602][top5: 99.893162]
2022-09-11 04:38:02,740 train 400 [data/s: 0.00073][batch/s: 0.32301][loss: 2.376766e-01][top1: 94.505920][top5: 99.896093]
2022-09-11 04:38:18,844 train 450 [data/s: 0.00069][batch/s: 0.32291][loss: 2.407372e-01][top1: 94.375921][top5: 99.896064]
2022-09-11 04:38:34,950 train 500 [data/s: 0.00065][batch/s: 0.32283][loss: 2.440427e-01][top1: 94.303058][top5: 99.889803]
2022-09-11 04:38:41,416 train_acc 94.301997
2022-09-11 04:38:41,594 valid 000 [data/s: 0.11817][batch/s: 0.17302][loss: 3.628767e-01][top1: 93.750000][top5: 100.000000]
2022-09-11 04:38:44,330 valid 050 [data/s: 0.00259][batch/s: 0.05706][loss: 2.336101e-01][top1: 93.157677][top5: 99.795751]
2022-09-11 04:38:47,067 valid 100 [data/s: 0.00145][batch/s: 0.05591][loss: 2.273950e-01][top1: 93.162127][top5: 99.855610]
2022-09-11 04:38:47,358 valid_acc 93.189998	best_val_acc 94.889998
2022-09-11 04:38:47,693 epoch 265 lr 1.464945e-02
2022-09-11 04:38:48,218 train 000 [data/s: 0.18432][batch/s: 0.52029][loss: 1.103259e-01][top1: 97.916664][top5: 100.000000]
2022-09-11 04:39:04,369 train 050 [data/s: 0.00392][batch/s: 0.32689][loss: 2.232045e-01][top1: 94.955063][top5: 99.959150]
2022-09-11 04:39:20,498 train 100 [data/s: 0.00214][batch/s: 0.32476][loss: 2.173740e-01][top1: 95.059816][top5: 99.969059]
2022-09-11 04:39:36,617 train 150 [data/s: 0.00153][batch/s: 0.32397][loss: 2.248881e-01][top1: 94.971024][top5: 99.937914]
2022-09-11 04:39:52,738 train 200 [data/s: 0.00123][batch/s: 0.32358][loss: 2.260300e-01][top1: 94.833124][top5: 99.937811]
2022-09-11 04:40:08,862 train 250 [data/s: 0.00105][batch/s: 0.32336][loss: 2.289368e-01][top1: 94.791664][top5: 99.925298]
2022-09-11 04:40:24,971 train 300 [data/s: 0.00093][batch/s: 0.32317][loss: 2.330664e-01][top1: 94.705147][top5: 99.927325]
2022-09-11 04:40:41,083 train 350 [data/s: 0.00084][batch/s: 0.32304][loss: 2.377766e-01][top1: 94.542377][top5: 99.928775]
2022-09-11 04:40:57,190 train 400 [data/s: 0.00077][batch/s: 0.32292][loss: 2.394936e-01][top1: 94.505920][top5: 99.927265]
2022-09-11 04:41:13,295 train 450 [data/s: 0.00072][batch/s: 0.32283][loss: 2.396006e-01][top1: 94.505264][top5: 99.926090]
2022-09-11 04:41:29,442 train 500 [data/s: 0.00068][batch/s: 0.32284][loss: 2.388254e-01][top1: 94.546322][top5: 99.918912]
2022-09-11 04:41:35,909 train_acc 94.541998
2022-09-11 04:41:36,089 valid 000 [data/s: 0.11864][batch/s: 0.17348][loss: 2.409082e-01][top1: 92.708328][top5: 100.000000]
2022-09-11 04:41:38,826 valid 050 [data/s: 0.00261][batch/s: 0.05707][loss: 1.910463e-01][top1: 94.219769][top5: 99.795751]
2022-09-11 04:41:41,562 valid 100 [data/s: 0.00146][batch/s: 0.05591][loss: 1.766505e-01][top1: 94.451318][top5: 99.886551]
2022-09-11 04:41:41,828 valid_acc 94.399998	best_val_acc 94.889998
2022-09-11 04:41:42,144 epoch 266 lr 1.458495e-02
2022-09-11 04:41:42,635 train 000 [data/s: 0.15809][batch/s: 0.48667][loss: 2.077745e-01][top1: 93.750000][top5: 100.000000]
2022-09-11 04:41:58,950 train 050 [data/s: 0.00341][batch/s: 0.32943][loss: 2.230904e-01][top1: 94.607841][top5: 99.918300]
2022-09-11 04:42:15,337 train 100 [data/s: 0.00186][batch/s: 0.32860][loss: 2.173387e-01][top1: 94.740097][top5: 99.927805]
2022-09-11 04:42:31,510 train 150 [data/s: 0.00135][batch/s: 0.32689][loss: 2.223553e-01][top1: 94.736477][top5: 99.903421]
2022-09-11 04:42:47,710 train 200 [data/s: 0.00109][batch/s: 0.32617][loss: 2.230227e-01][top1: 94.838306][top5: 99.917081]
2022-09-11 04:43:04,054 train 250 [data/s: 0.00094][batch/s: 0.32631][loss: 2.228739e-01][top1: 94.916166][top5: 99.921148]
2022-09-11 04:43:20,171 train 300 [data/s: 0.00084][batch/s: 0.32566][loss: 2.249606e-01][top1: 94.850496][top5: 99.930786]
2022-09-11 04:43:36,326 train 350 [data/s: 0.00076][batch/s: 0.32529][loss: 2.286424e-01][top1: 94.714504][top5: 99.928775]
2022-09-11 04:43:52,435 train 400 [data/s: 0.00071][batch/s: 0.32490][loss: 2.300896e-01][top1: 94.687757][top5: 99.932460]
2022-09-11 04:44:08,566 train 450 [data/s: 0.00067][batch/s: 0.32465][loss: 2.296808e-01][top1: 94.713135][top5: 99.930709]
2022-09-11 04:44:24,684 train 500 [data/s: 0.00063][batch/s: 0.32442][loss: 2.304699e-01][top1: 94.716814][top5: 99.927229]
2022-09-11 04:44:31,147 train_acc 94.731998
2022-09-11 04:44:31,326 valid 000 [data/s: 0.11953][batch/s: 0.17457][loss: 2.236676e-01][top1: 92.708328][top5: 100.000000]
2022-09-11 04:44:34,063 valid 050 [data/s: 0.00261][batch/s: 0.05709][loss: 1.715257e-01][top1: 95.281859][top5: 99.836601]
2022-09-11 04:44:36,799 valid 100 [data/s: 0.00145][batch/s: 0.05591][loss: 1.613043e-01][top1: 95.183578][top5: 99.917491]
2022-09-11 04:44:37,195 valid_acc 95.199997	best_val_acc 95.199997
2022-09-11 04:44:37,532 epoch 267 lr 1.452039e-02
2022-09-11 04:44:38,073 train 000 [data/s: 0.16000][batch/s: 0.53696][loss: 2.682715e-01][top1: 94.791664][top5: 100.000000]
2022-09-11 04:44:54,366 train 050 [data/s: 0.00347][batch/s: 0.32999][loss: 2.090042e-01][top1: 95.118462][top5: 99.897875]
2022-09-11 04:45:10,500 train 100 [data/s: 0.00191][batch/s: 0.32637][loss: 2.243002e-01][top1: 94.822605][top5: 99.907178]
2022-09-11 04:45:26,607 train 150 [data/s: 0.00138][batch/s: 0.32497][loss: 2.272786e-01][top1: 94.729578][top5: 99.917218]
2022-09-11 04:45:42,720 train 200 [data/s: 0.00112][batch/s: 0.32429][loss: 2.277766e-01][top1: 94.739840][top5: 99.927446]
2022-09-11 04:45:58,833 train 250 [data/s: 0.00096][batch/s: 0.32389][loss: 2.301010e-01][top1: 94.650562][top5: 99.916998]
2022-09-11 04:46:14,952 train 300 [data/s: 0.00085][batch/s: 0.32364][loss: 2.311597e-01][top1: 94.632473][top5: 99.916943]
2022-09-11 04:46:31,088 train 350 [data/s: 0.00077][batch/s: 0.32351][loss: 2.312618e-01][top1: 94.637343][top5: 99.916904]
2022-09-11 04:46:47,199 train 400 [data/s: 0.00071][batch/s: 0.32335][loss: 2.344747e-01][top1: 94.550081][top5: 99.909081]
2022-09-11 04:47:03,320 train 450 [data/s: 0.00067][batch/s: 0.32324][loss: 2.352712e-01][top1: 94.530670][top5: 99.902993]
2022-09-11 04:47:19,431 train 500 [data/s: 0.00063][batch/s: 0.32314][loss: 2.350778e-01][top1: 94.515134][top5: 99.902278]
2022-09-11 04:47:25,904 train_acc 94.497998
2022-09-11 04:47:26,070 valid 000 [data/s: 0.10646][batch/s: 0.16137][loss: 4.009577e-01][top1: 90.625000][top5: 100.000000]
2022-09-11 04:47:28,807 valid 050 [data/s: 0.00236][batch/s: 0.05683][loss: 1.945633e-01][top1: 94.464866][top5: 99.816176]
2022-09-11 04:47:31,543 valid 100 [data/s: 0.00132][batch/s: 0.05578][loss: 1.749590e-01][top1: 94.843232][top5: 99.886551]
2022-09-11 04:47:31,810 valid_acc 94.869997	best_val_acc 95.199997
2022-09-11 04:47:32,167 epoch 268 lr 1.445577e-02
2022-09-11 04:47:32,718 train 000 [data/s: 0.21330][batch/s: 0.54718][loss: 2.952427e-01][top1: 91.666664][top5: 100.000000]
2022-09-11 04:47:48,827 train 050 [data/s: 0.00448][batch/s: 0.32658][loss: 2.493266e-01][top1: 94.526142][top5: 99.979575]
2022-09-11 04:48:04,931 train 100 [data/s: 0.00241][batch/s: 0.32436][loss: 2.292721e-01][top1: 94.801978][top5: 99.979373]
2022-09-11 04:48:21,045 train 150 [data/s: 0.00171][batch/s: 0.32367][loss: 2.212015e-01][top1: 94.915836][top5: 99.958609]
2022-09-11 04:48:37,159 train 200 [data/s: 0.00136][batch/s: 0.32332][loss: 2.220654e-01][top1: 94.921225][top5: 99.937811]
2022-09-11 04:48:53,271 train 250 [data/s: 0.00115][batch/s: 0.32311][loss: 2.255159e-01][top1: 94.845615][top5: 99.929449]
2022-09-11 04:49:09,453 train 300 [data/s: 0.00101][batch/s: 0.32319][loss: 2.249287e-01][top1: 94.895485][top5: 99.920404]
2022-09-11 04:49:25,566 train 350 [data/s: 0.00090][batch/s: 0.32306][loss: 2.294821e-01][top1: 94.788696][top5: 99.922839]
2022-09-11 04:49:41,682 train 400 [data/s: 0.00083][batch/s: 0.32297][loss: 2.349170e-01][top1: 94.625413][top5: 99.909081]
2022-09-11 04:49:57,790 train 450 [data/s: 0.00077][batch/s: 0.32288][loss: 2.344944e-01][top1: 94.625367][top5: 99.914541]
2022-09-11 04:50:13,900 train 500 [data/s: 0.00072][batch/s: 0.32281][loss: 2.348165e-01][top1: 94.612855][top5: 99.918912]
2022-09-11 04:50:20,365 train_acc 94.637998
2022-09-11 04:50:20,540 valid 000 [data/s: 0.11526][batch/s: 0.17009][loss: 1.495991e-01][top1: 95.833328][top5: 100.000000]
2022-09-11 04:50:23,278 valid 050 [data/s: 0.00255][batch/s: 0.05702][loss: 1.793191e-01][top1: 94.873363][top5: 99.816176]
2022-09-11 04:50:26,014 valid 100 [data/s: 0.00142][batch/s: 0.05588][loss: 1.658147e-01][top1: 94.966994][top5: 99.855610]
2022-09-11 04:50:26,274 valid_acc 95.019998	best_val_acc 95.199997
2022-09-11 04:50:26,625 epoch 269 lr 1.439110e-02
2022-09-11 04:50:27,110 train 000 [data/s: 0.14335][batch/s: 0.48066][loss: 2.331564e-01][top1: 95.833328][top5: 100.000000]
2022-09-11 04:50:43,457 train 050 [data/s: 0.00317][batch/s: 0.32993][loss: 2.057059e-01][top1: 95.853756][top5: 99.836601]
2022-09-11 04:50:59,682 train 100 [data/s: 0.00178][batch/s: 0.32725][loss: 2.046023e-01][top1: 95.688942][top5: 99.886551]
2022-09-11 04:51:15,796 train 150 [data/s: 0.00131][batch/s: 0.32560][loss: 2.084447e-01][top1: 95.467713][top5: 99.910320]
2022-09-11 04:51:31,979 train 200 [data/s: 0.00106][batch/s: 0.32512][loss: 2.079884e-01][top1: 95.408372][top5: 99.906716]
2022-09-11 04:51:48,197 train 250 [data/s: 0.00093][batch/s: 0.32497][loss: 2.112474e-01][top1: 95.252321][top5: 99.904548]
2022-09-11 04:52:04,338 train 300 [data/s: 0.00083][batch/s: 0.32461][loss: 2.140717e-01][top1: 95.200025][top5: 99.899640]
2022-09-11 04:52:20,466 train 350 [data/s: 0.00076][batch/s: 0.32432][loss: 2.178265e-01][top1: 95.061726][top5: 99.899097]
2022-09-11 04:52:36,593 train 400 [data/s: 0.00071][batch/s: 0.32410][loss: 2.192722e-01][top1: 95.015064][top5: 99.903886]
2022-09-11 04:52:52,724 train 450 [data/s: 0.00066][batch/s: 0.32393][loss: 2.213805e-01][top1: 94.976439][top5: 99.909922]
2022-09-11 04:53:08,874 train 500 [data/s: 0.00063][batch/s: 0.32384][loss: 2.252381e-01][top1: 94.862356][top5: 99.910595]
2022-09-11 04:53:15,349 train_acc 94.861997
2022-09-11 04:53:15,527 valid 000 [data/s: 0.11772][batch/s: 0.17254][loss: 1.060311e-01][top1: 95.833328][top5: 100.000000]
2022-09-11 04:53:18,266 valid 050 [data/s: 0.00263][batch/s: 0.05710][loss: 1.902285e-01][top1: 94.628266][top5: 99.775326]
2022-09-11 04:53:21,003 valid 100 [data/s: 0.00148][batch/s: 0.05594][loss: 1.818260e-01][top1: 94.595707][top5: 99.865924]
2022-09-11 04:53:21,271 valid_acc 94.589997	best_val_acc 95.199997
2022-09-11 04:53:21,705 epoch 270 lr 1.432638e-02
2022-09-11 04:53:22,207 train 000 [data/s: 0.16674][batch/s: 0.49784][loss: 2.222588e-01][top1: 94.791664][top5: 100.000000]
2022-09-11 04:53:38,341 train 050 [data/s: 0.00357][batch/s: 0.32610][loss: 2.171415e-01][top1: 94.730390][top5: 99.918300]
2022-09-11 04:53:54,487 train 100 [data/s: 0.00196][batch/s: 0.32453][loss: 2.152773e-01][top1: 94.863859][top5: 99.907178]
2022-09-11 04:54:10,651 train 150 [data/s: 0.00141][batch/s: 0.32412][loss: 2.171538e-01][top1: 94.826156][top5: 99.924117]
2022-09-11 04:54:26,767 train 200 [data/s: 0.00113][batch/s: 0.32367][loss: 2.250920e-01][top1: 94.620644][top5: 99.932628]
2022-09-11 04:54:42,878 train 250 [data/s: 0.00097][batch/s: 0.32338][loss: 2.247437e-01][top1: 94.675462][top5: 99.933599]
2022-09-11 04:54:58,986 train 300 [data/s: 0.00085][batch/s: 0.32318][loss: 2.298492e-01][top1: 94.549416][top5: 99.923865]
2022-09-11 04:55:15,094 train 350 [data/s: 0.00077][batch/s: 0.32303][loss: 2.282253e-01][top1: 94.563150][top5: 99.922839]
2022-09-11 04:55:31,199 train 400 [data/s: 0.00072][batch/s: 0.32291][loss: 2.288343e-01][top1: 94.586448][top5: 99.924667]
2022-09-11 04:55:47,349 train 450 [data/s: 0.00069][batch/s: 0.32293][loss: 2.300565e-01][top1: 94.560696][top5: 99.930709]
2022-09-11 04:56:03,525 train 500 [data/s: 0.00065][batch/s: 0.32298][loss: 2.338381e-01][top1: 94.500580][top5: 99.931387]
2022-09-11 04:56:10,037 train_acc 94.515997
2022-09-11 04:56:10,205 valid 000 [data/s: 0.10850][batch/s: 0.16331][loss: 2.605338e-01][top1: 91.666664][top5: 100.000000]
2022-09-11 04:56:12,942 valid 050 [data/s: 0.00239][batch/s: 0.05686][loss: 1.945408e-01][top1: 94.219769][top5: 99.836601]
2022-09-11 04:56:15,679 valid 100 [data/s: 0.00134][batch/s: 0.05581][loss: 1.937915e-01][top1: 94.110971][top5: 99.865924]
2022-09-11 04:56:15,924 valid_acc 94.129998	best_val_acc 95.199997
2022-09-11 04:56:16,272 epoch 271 lr 1.426161e-02
2022-09-11 04:56:16,776 train 000 [data/s: 0.16414][batch/s: 0.49990][loss: 3.709962e-01][top1: 93.750000][top5: 100.000000]
2022-09-11 04:56:32,897 train 050 [data/s: 0.00352][batch/s: 0.32591][loss: 2.358246e-01][top1: 94.546566][top5: 99.959150]
2022-09-11 04:56:49,041 train 100 [data/s: 0.00193][batch/s: 0.32441][loss: 2.334463e-01][top1: 94.729783][top5: 99.927805]
2022-09-11 04:57:05,157 train 150 [data/s: 0.00139][batch/s: 0.32371][loss: 2.239632e-01][top1: 94.839953][top5: 99.931015]
2022-09-11 04:57:21,265 train 200 [data/s: 0.00113][batch/s: 0.32333][loss: 2.196716e-01][top1: 94.962684][top5: 99.932628]
2022-09-11 04:57:37,384 train 250 [data/s: 0.00097][batch/s: 0.32314][loss: 2.226350e-01][top1: 94.912016][top5: 99.925298]
2022-09-11 04:57:53,496 train 300 [data/s: 0.00086][batch/s: 0.32299][loss: 2.213691e-01][top1: 94.975081][top5: 99.916943]
2022-09-11 04:58:09,729 train 350 [data/s: 0.00079][batch/s: 0.32323][loss: 2.232563e-01][top1: 94.901470][top5: 99.925807]
2022-09-11 04:58:25,911 train 400 [data/s: 0.00074][batch/s: 0.32328][loss: 2.252053e-01][top1: 94.864399][top5: 99.922069]
2022-09-11 04:58:42,042 train 450 [data/s: 0.00069][batch/s: 0.32320][loss: 2.284033e-01][top1: 94.747780][top5: 99.921470]
2022-09-11 04:58:58,229 train 500 [data/s: 0.00066][batch/s: 0.32326][loss: 2.286255e-01][top1: 94.725131][top5: 99.927229]
2022-09-11 04:59:04,786 train_acc 94.723998
2022-09-11 04:59:04,997 valid 000 [data/s: 0.15114][batch/s: 0.20602][loss: 2.352999e-01][top1: 95.833328][top5: 100.000000]
2022-09-11 04:59:07,733 valid 050 [data/s: 0.00323][batch/s: 0.05769][loss: 1.838766e-01][top1: 94.526141][top5: 99.836601]
2022-09-11 04:59:10,470 valid 100 [data/s: 0.00177][batch/s: 0.05623][loss: 1.818850e-01][top1: 94.564767][top5: 99.896864]
2022-09-11 04:59:10,725 valid_acc 94.599998	best_val_acc 95.199997
2022-09-11 04:59:11,041 epoch 272 lr 1.419679e-02
2022-09-11 04:59:11,558 train 000 [data/s: 0.17304][batch/s: 0.51299][loss: 2.169760e-01][top1: 94.791664][top5: 100.000000]
2022-09-11 04:59:27,702 train 050 [data/s: 0.00370][batch/s: 0.32660][loss: 2.191751e-01][top1: 94.995912][top5: 99.877450]
2022-09-11 04:59:43,838 train 100 [data/s: 0.00204][batch/s: 0.32468][loss: 2.298378e-01][top1: 94.760723][top5: 99.886551]
2022-09-11 04:59:59,955 train 150 [data/s: 0.00147][batch/s: 0.32390][loss: 2.238938e-01][top1: 94.922735][top5: 99.882726]
2022-09-11 05:00:16,078 train 200 [data/s: 0.00119][batch/s: 0.32355][loss: 2.245252e-01][top1: 94.874583][top5: 99.885986]
2022-09-11 05:00:32,226 train 250 [data/s: 0.00102][batch/s: 0.32343][loss: 2.308617e-01][top1: 94.770914][top5: 99.867197]
2022-09-11 05:00:48,472 train 300 [data/s: 0.00091][batch/s: 0.32368][loss: 2.328278e-01][top1: 94.694765][top5: 99.878875]
2022-09-11 05:01:04,696 train 350 [data/s: 0.00083][batch/s: 0.32379][loss: 2.308998e-01][top1: 94.744181][top5: 99.896130]
2022-09-11 05:01:20,909 train 400 [data/s: 0.00077][batch/s: 0.32385][loss: 2.315303e-01][top1: 94.739711][top5: 99.906483]
2022-09-11 05:01:37,022 train 450 [data/s: 0.00072][batch/s: 0.32367][loss: 2.313997e-01][top1: 94.696967][top5: 99.900683]
2022-09-11 05:01:53,128 train 500 [data/s: 0.00068][batch/s: 0.32352][loss: 2.313219e-01][top1: 94.685626][top5: 99.900199]
2022-09-11 05:01:59,599 train_acc 94.657997
2022-09-11 05:01:59,795 valid 000 [data/s: 0.13538][batch/s: 0.19022][loss: 2.657766e-01][top1: 92.708328][top5: 100.000000]
2022-09-11 05:02:02,533 valid 050 [data/s: 0.00293][batch/s: 0.05740][loss: 2.085956e-01][top1: 93.892971][top5: 99.775326]
2022-09-11 05:02:05,326 valid 100 [data/s: 0.00163][batch/s: 0.05664][loss: 1.992789e-01][top1: 94.049089][top5: 99.855610]
2022-09-11 05:02:05,567 valid_acc 94.059997	best_val_acc 95.199997
2022-09-11 05:02:05,939 epoch 273 lr 1.413192e-02
2022-09-11 05:02:06,419 train 000 [data/s: 0.14595][batch/s: 0.47655][loss: 1.187546e-01][top1: 96.875000][top5: 100.000000]
2022-09-11 05:02:22,677 train 050 [data/s: 0.00320][batch/s: 0.32811][loss: 2.340472e-01][top1: 94.485292][top5: 99.938725]
2022-09-11 05:02:38,813 train 100 [data/s: 0.00176][batch/s: 0.32545][loss: 2.206785e-01][top1: 94.874172][top5: 99.948432]
2022-09-11 05:02:54,921 train 150 [data/s: 0.00127][batch/s: 0.32436][loss: 2.271444e-01][top1: 94.784766][top5: 99.924117]
2022-09-11 05:03:11,025 train 200 [data/s: 0.00103][batch/s: 0.32379][loss: 2.275155e-01][top1: 94.745022][top5: 99.937811]
2022-09-11 05:03:27,140 train 250 [data/s: 0.00089][batch/s: 0.32349][loss: 2.319144e-01][top1: 94.592461][top5: 99.929449]
2022-09-11 05:03:43,245 train 300 [data/s: 0.00079][batch/s: 0.32326][loss: 2.337113e-01][top1: 94.545955][top5: 99.920404]
2022-09-11 05:03:59,376 train 350 [data/s: 0.00073][batch/s: 0.32317][loss: 2.361375e-01][top1: 94.485990][top5: 99.919871]
2022-09-11 05:04:15,485 train 400 [data/s: 0.00067][batch/s: 0.32305][loss: 2.331051e-01][top1: 94.565667][top5: 99.922069]
2022-09-11 05:04:31,587 train 450 [data/s: 0.00063][batch/s: 0.32294][loss: 2.334406e-01][top1: 94.551457][top5: 99.921470]
2022-09-11 05:04:47,709 train 500 [data/s: 0.00060][batch/s: 0.32289][loss: 2.335520e-01][top1: 94.567113][top5: 99.920991]
2022-09-11 05:04:54,189 train_acc 94.583997
2022-09-11 05:04:54,360 valid 000 [data/s: 0.11099][batch/s: 0.16588][loss: 1.967249e-01][top1: 93.750000][top5: 100.000000]
2022-09-11 05:04:57,103 valid 050 [data/s: 0.00257][batch/s: 0.05703][loss: 1.749526e-01][top1: 94.791664][top5: 99.918300]
2022-09-11 05:04:59,841 valid 100 [data/s: 0.00144][batch/s: 0.05591][loss: 1.706624e-01][top1: 94.791664][top5: 99.927805]
2022-09-11 05:05:00,096 valid_acc 94.839997	best_val_acc 95.199997
2022-09-11 05:05:00,412 epoch 274 lr 1.406701e-02
2022-09-11 05:05:00,899 train 000 [data/s: 0.15350][batch/s: 0.48263][loss: 2.611943e-01][top1: 93.750000][top5: 100.000000]
2022-09-11 05:05:17,135 train 050 [data/s: 0.00334][batch/s: 0.32783][loss: 2.163177e-01][top1: 95.343135][top5: 99.877450]
2022-09-11 05:05:33,252 train 100 [data/s: 0.00185][batch/s: 0.32511][loss: 2.249574e-01][top1: 94.853546][top5: 99.886551]
2022-09-11 05:05:49,366 train 150 [data/s: 0.00135][batch/s: 0.32417][loss: 2.294125e-01][top1: 94.715781][top5: 99.889624]
2022-09-11 05:06:05,949 train 200 [data/s: 0.00110][batch/s: 0.32603][loss: 2.304457e-01][top1: 94.594732][top5: 99.891169]
2022-09-11 05:06:22,267 train 250 [data/s: 0.00094][batch/s: 0.32610][loss: 2.334688e-01][top1: 94.530210][top5: 99.900398]
2022-09-11 05:06:38,399 train 300 [data/s: 0.00083][batch/s: 0.32552][loss: 2.381295e-01][top1: 94.421371][top5: 99.903100]
2022-09-11 05:06:54,514 train 350 [data/s: 0.00076][batch/s: 0.32506][loss: 2.385885e-01][top1: 94.465216][top5: 99.899097]
2022-09-11 05:07:10,627 train 400 [data/s: 0.00070][batch/s: 0.32472][loss: 2.364821e-01][top1: 94.500725][top5: 99.896093]
2022-09-11 05:07:26,752 train 450 [data/s: 0.00066][batch/s: 0.32447][loss: 2.359879e-01][top1: 94.496025][top5: 99.896064]
2022-09-11 05:07:42,861 train 500 [data/s: 0.00062][batch/s: 0.32424][loss: 2.357780e-01][top1: 94.496421][top5: 99.896041]
2022-09-11 05:07:49,346 train_acc 94.461997
2022-09-11 05:07:49,553 valid 000 [data/s: 0.11762][batch/s: 0.20251][loss: 3.666251e-01][top1: 88.541664][top5: 100.000000]
2022-09-11 05:07:52,290 valid 050 [data/s: 0.00259][batch/s: 0.05764][loss: 2.459929e-01][top1: 92.790030][top5: 99.734476]
2022-09-11 05:07:55,027 valid 100 [data/s: 0.00145][batch/s: 0.05621][loss: 2.271456e-01][top1: 93.224007][top5: 99.834983]
2022-09-11 05:07:55,275 valid_acc 93.249997	best_val_acc 95.199997
2022-09-11 05:07:55,616 epoch 275 lr 1.400205e-02
2022-09-11 05:07:56,121 train 000 [data/s: 0.16857][batch/s: 0.50081][loss: 2.043301e-01][top1: 97.916664][top5: 100.000000]
2022-09-11 05:08:12,275 train 050 [data/s: 0.00363][batch/s: 0.32656][loss: 2.218586e-01][top1: 95.057187][top5: 99.877450]
2022-09-11 05:08:28,391 train 100 [data/s: 0.00198][batch/s: 0.32446][loss: 2.132289e-01][top1: 95.111384][top5: 99.917491]
2022-09-11 05:08:44,500 train 150 [data/s: 0.00143][batch/s: 0.32371][loss: 2.195820e-01][top1: 94.846852][top5: 99.937914]
2022-09-11 05:09:00,606 train 200 [data/s: 0.00115][batch/s: 0.32331][loss: 2.225375e-01][top1: 94.796846][top5: 99.922263]
2022-09-11 05:09:16,737 train 250 [data/s: 0.00098][batch/s: 0.32317][loss: 2.237231e-01][top1: 94.754313][top5: 99.929449]
2022-09-11 05:09:32,850 train 300 [data/s: 0.00087][batch/s: 0.32302][loss: 2.260783e-01][top1: 94.674001][top5: 99.923865]
2022-09-11 05:09:48,966 train 350 [data/s: 0.00079][batch/s: 0.32292][loss: 2.308749e-01][top1: 94.566118][top5: 99.922839]
2022-09-11 05:10:05,080 train 400 [data/s: 0.00073][batch/s: 0.32284][loss: 2.304838e-01][top1: 94.531897][top5: 99.927265]
2022-09-11 05:10:21,195 train 450 [data/s: 0.00069][batch/s: 0.32278][loss: 2.332938e-01][top1: 94.505263][top5: 99.928400]
2022-09-11 05:10:37,409 train 500 [data/s: 0.00065][batch/s: 0.32293][loss: 2.337463e-01][top1: 94.500580][top5: 99.923070]
2022-09-11 05:10:44,058 train_acc 94.515997
2022-09-11 05:10:44,240 valid 000 [data/s: 0.12280][batch/s: 0.17757][loss: 4.142421e-01][top1: 89.583328][top5: 100.000000]
2022-09-11 05:10:46,984 valid 050 [data/s: 0.00269][batch/s: 0.05728][loss: 2.113220e-01][top1: 94.035945][top5: 99.754901]
2022-09-11 05:10:49,720 valid 100 [data/s: 0.00150][batch/s: 0.05601][loss: 2.006876e-01][top1: 93.987209][top5: 99.876237]
2022-09-11 05:10:49,974 valid_acc 94.029998	best_val_acc 95.199997
2022-09-11 05:10:50,317 epoch 276 lr 1.393706e-02
2022-09-11 05:10:50,805 train 000 [data/s: 0.14691][batch/s: 0.48312][loss: 7.088116e-02][top1: 100.000000][top5: 100.000000]
2022-09-11 05:11:06,904 train 050 [data/s: 0.00317][batch/s: 0.32514][loss: 2.117786e-01][top1: 95.261436][top5: 99.918300]
2022-09-11 05:11:23,071 train 100 [data/s: 0.00176][batch/s: 0.32425][loss: 2.244326e-01][top1: 94.936054][top5: 99.927805]
2022-09-11 05:11:39,218 train 150 [data/s: 0.00128][batch/s: 0.32381][loss: 2.182562e-01][top1: 94.957227][top5: 99.937914]
2022-09-11 05:11:55,318 train 200 [data/s: 0.00104][batch/s: 0.32337][loss: 2.198955e-01][top1: 94.957502][top5: 99.942993]
2022-09-11 05:12:11,470 train 250 [data/s: 0.00090][batch/s: 0.32330][loss: 2.194486e-01][top1: 94.936917][top5: 99.946049]
2022-09-11 05:12:27,587 train 300 [data/s: 0.00081][batch/s: 0.32314][loss: 2.220990e-01][top1: 94.878181][top5: 99.948089]
2022-09-11 05:12:43,817 train 350 [data/s: 0.00074][batch/s: 0.32335][loss: 2.236008e-01][top1: 94.851018][top5: 99.940645]
2022-09-11 05:12:59,958 train 400 [data/s: 0.00070][batch/s: 0.32328][loss: 2.253077e-01][top1: 94.778676][top5: 99.940253]
2022-09-11 05:13:16,248 train 450 [data/s: 0.00066][batch/s: 0.32356][loss: 2.271071e-01][top1: 94.745470][top5: 99.939948]
2022-09-11 05:13:32,360 train 500 [data/s: 0.00062][batch/s: 0.32343][loss: 2.286798e-01][top1: 94.743843][top5: 99.933466]
2022-09-11 05:13:38,813 train_acc 94.727997
2022-09-11 05:13:38,986 valid 000 [data/s: 0.11271][batch/s: 0.16751][loss: 2.039793e-01][top1: 93.750000][top5: 100.000000]
2022-09-11 05:13:41,738 valid 050 [data/s: 0.00252][batch/s: 0.05725][loss: 1.965044e-01][top1: 93.995096][top5: 99.795751]
2022-09-11 05:13:44,476 valid 100 [data/s: 0.00142][batch/s: 0.05602][loss: 1.797861e-01][top1: 94.451318][top5: 99.886551]
2022-09-11 05:13:44,720 valid_acc 94.399998	best_val_acc 95.199997
2022-09-11 05:13:45,075 epoch 277 lr 1.387202e-02
2022-09-11 05:13:45,566 train 000 [data/s: 0.15847][batch/s: 0.48670][loss: 2.666991e-01][top1: 94.791664][top5: 100.000000]
2022-09-11 05:14:01,789 train 050 [data/s: 0.00342][batch/s: 0.32763][loss: 2.176263e-01][top1: 95.200161][top5: 99.938725]
2022-09-11 05:14:17,942 train 100 [data/s: 0.00188][batch/s: 0.32536][loss: 2.130193e-01][top1: 95.255773][top5: 99.958746]
2022-09-11 05:14:34,053 train 150 [data/s: 0.00137][batch/s: 0.32433][loss: 2.172224e-01][top1: 95.143485][top5: 99.931015]
2022-09-11 05:14:50,174 train 200 [data/s: 0.00110][batch/s: 0.32385][loss: 2.275255e-01][top1: 94.827941][top5: 99.932628]
2022-09-11 05:15:06,286 train 250 [data/s: 0.00095][batch/s: 0.32353][loss: 2.339641e-01][top1: 94.567561][top5: 99.929449]
2022-09-11 05:15:22,393 train 300 [data/s: 0.00084][batch/s: 0.32330][loss: 2.358504e-01][top1: 94.514809][top5: 99.934247]
2022-09-11 05:15:38,504 train 350 [data/s: 0.00077][batch/s: 0.32314][loss: 2.393030e-01][top1: 94.441474][top5: 99.937678]
2022-09-11 05:15:54,640 train 400 [data/s: 0.00071][batch/s: 0.32309][loss: 2.387372e-01][top1: 94.485139][top5: 99.924667]
2022-09-11 05:16:10,750 train 450 [data/s: 0.00067][batch/s: 0.32299][loss: 2.354336e-01][top1: 94.574554][top5: 99.928400]
2022-09-11 05:16:26,864 train 500 [data/s: 0.00063][batch/s: 0.32292][loss: 2.371280e-01][top1: 94.498501][top5: 99.925149]
2022-09-11 05:16:33,333 train_acc 94.497998
2022-09-11 05:16:33,501 valid 000 [data/s: 0.10919][batch/s: 0.16396][loss: 1.972690e-01][top1: 93.750000][top5: 100.000000]
2022-09-11 05:16:36,238 valid 050 [data/s: 0.00240][batch/s: 0.05687][loss: 1.886253e-01][top1: 94.505717][top5: 99.836601]
2022-09-11 05:16:38,986 valid 100 [data/s: 0.00135][batch/s: 0.05593][loss: 1.768347e-01][top1: 94.667902][top5: 99.855610]
2022-09-11 05:16:39,232 valid_acc 94.659997	best_val_acc 95.199997
2022-09-11 05:16:39,545 epoch 278 lr 1.380695e-02
2022-09-11 05:16:40,056 train 000 [data/s: 0.17200][batch/s: 0.50589][loss: 1.194510e-01][top1: 97.916664][top5: 100.000000]
2022-09-11 05:16:56,190 train 050 [data/s: 0.00368][batch/s: 0.32628][loss: 2.323456e-01][top1: 94.771239][top5: 99.938725]
2022-09-11 05:17:12,294 train 100 [data/s: 0.00201][batch/s: 0.32420][loss: 2.196906e-01][top1: 94.956681][top5: 99.958746]
2022-09-11 05:17:28,403 train 150 [data/s: 0.00145][batch/s: 0.32353][loss: 2.189510e-01][top1: 94.846852][top5: 99.965508]
2022-09-11 05:17:44,512 train 200 [data/s: 0.00116][batch/s: 0.32319][loss: 2.220355e-01][top1: 94.770934][top5: 99.948176]
2022-09-11 05:18:00,620 train 250 [data/s: 0.00098][batch/s: 0.32299][loss: 2.217914e-01][top1: 94.804114][top5: 99.946049]
2022-09-11 05:18:16,794 train 300 [data/s: 0.00087][batch/s: 0.32307][loss: 2.237199e-01][top1: 94.770900][top5: 99.948089]
2022-09-11 05:18:32,983 train 350 [data/s: 0.00079][batch/s: 0.32317][loss: 2.256062e-01][top1: 94.723407][top5: 99.940645]
2022-09-11 05:18:49,087 train 400 [data/s: 0.00073][batch/s: 0.32304][loss: 2.246082e-01][top1: 94.729320][top5: 99.937656]
2022-09-11 05:19:05,201 train 450 [data/s: 0.00068][batch/s: 0.32295][loss: 2.264289e-01][top1: 94.690038][top5: 99.937638]
2022-09-11 05:19:21,314 train 500 [data/s: 0.00065][batch/s: 0.32288][loss: 2.284365e-01][top1: 94.621172][top5: 99.935545]
2022-09-11 05:19:27,763 train_acc 94.591997
2022-09-11 05:19:27,937 valid 000 [data/s: 0.11457][batch/s: 0.16937][loss: 1.766125e-01][top1: 93.750000][top5: 100.000000]
2022-09-11 05:19:30,674 valid 050 [data/s: 0.00254][batch/s: 0.05700][loss: 1.812135e-01][top1: 94.566991][top5: 99.836601]
2022-09-11 05:19:33,411 valid 100 [data/s: 0.00143][batch/s: 0.05588][loss: 1.712451e-01][top1: 94.884486][top5: 99.865924]
2022-09-11 05:19:33,674 valid_acc 94.899997	best_val_acc 95.199997
2022-09-11 05:19:34,012 epoch 279 lr 1.374184e-02
2022-09-11 05:19:34,500 train 000 [data/s: 0.14887][batch/s: 0.48296][loss: 3.377523e-01][top1: 92.708328][top5: 100.000000]
2022-09-11 05:19:50,649 train 050 [data/s: 0.00323][batch/s: 0.32612][loss: 2.112135e-01][top1: 95.424834][top5: 99.979575]
2022-09-11 05:20:06,753 train 100 [data/s: 0.00178][batch/s: 0.32412][loss: 2.161537e-01][top1: 95.090756][top5: 99.958746]
2022-09-11 05:20:22,894 train 150 [data/s: 0.00130][batch/s: 0.32369][loss: 2.211436e-01][top1: 95.019313][top5: 99.972406]
2022-09-11 05:20:39,004 train 200 [data/s: 0.00106][batch/s: 0.32332][loss: 2.212981e-01][top1: 94.993779][top5: 99.963723]
2022-09-11 05:20:55,121 train 250 [data/s: 0.00091][batch/s: 0.32312][loss: 2.255593e-01][top1: 94.878816][top5: 99.958499]
2022-09-11 05:21:11,231 train 300 [data/s: 0.00081][batch/s: 0.32297][loss: 2.250510e-01][top1: 94.895485][top5: 99.961932]
2022-09-11 05:21:27,340 train 350 [data/s: 0.00073][batch/s: 0.32286][loss: 2.267729e-01][top1: 94.818374][top5: 99.955484]
2022-09-11 05:21:43,471 train 400 [data/s: 0.00068][batch/s: 0.32283][loss: 2.297171e-01][top1: 94.794262][top5: 99.955839]
2022-09-11 05:21:59,583 train 450 [data/s: 0.00064][batch/s: 0.32276][loss: 2.334424e-01][top1: 94.687728][top5: 99.949187]
2022-09-11 05:22:15,691 train 500 [data/s: 0.00061][batch/s: 0.32270][loss: 2.364355e-01][top1: 94.571272][top5: 99.948020]
2022-09-11 05:22:22,166 train_acc 94.555998
2022-09-11 05:22:22,341 valid 000 [data/s: 0.11492][batch/s: 0.16976][loss: 2.870788e-01][top1: 90.625000][top5: 100.000000]
2022-09-11 05:22:25,079 valid 050 [data/s: 0.00255][batch/s: 0.05702][loss: 1.933595e-01][top1: 94.199344][top5: 99.816176]
2022-09-11 05:22:27,817 valid 100 [data/s: 0.00143][batch/s: 0.05589][loss: 1.908969e-01][top1: 94.265674][top5: 99.886551]
2022-09-11 05:22:28,064 valid_acc 94.269997	best_val_acc 95.199997
2022-09-11 05:22:28,380 epoch 280 lr 1.367669e-02
2022-09-11 05:22:28,970 train 000 [data/s: 0.25995][batch/s: 0.58611][loss: 3.082239e-01][top1: 94.791664][top5: 100.000000]
2022-09-11 05:22:45,114 train 050 [data/s: 0.00540][batch/s: 0.32803][loss: 2.311636e-01][top1: 94.669115][top5: 99.877450]
2022-09-11 05:23:01,229 train 100 [data/s: 0.00289][batch/s: 0.32520][loss: 2.156006e-01][top1: 95.059816][top5: 99.896864]
2022-09-11 05:23:17,338 train 150 [data/s: 0.00204][batch/s: 0.32420][loss: 2.165906e-01][top1: 94.998618][top5: 99.917218]
2022-09-11 05:23:33,456 train 200 [data/s: 0.00162][batch/s: 0.32374][loss: 2.232206e-01][top1: 94.812394][top5: 99.896351]
2022-09-11 05:23:49,574 train 250 [data/s: 0.00136][batch/s: 0.32347][loss: 2.226095e-01][top1: 94.791664][top5: 99.904548]
2022-09-11 05:24:05,721 train 300 [data/s: 0.00119][batch/s: 0.32338][loss: 2.256269e-01][top1: 94.667079][top5: 99.910022]
2022-09-11 05:24:21,831 train 350 [data/s: 0.00107][batch/s: 0.32321][loss: 2.282183e-01][top1: 94.616569][top5: 99.908001]
2022-09-11 05:24:37,937 train 400 [data/s: 0.00097][batch/s: 0.32307][loss: 2.262462e-01][top1: 94.648792][top5: 99.903886]
2022-09-11 05:24:54,048 train 450 [data/s: 0.00090][batch/s: 0.32298][loss: 2.243873e-01][top1: 94.729303][top5: 99.912232]
2022-09-11 05:25:10,159 train 500 [data/s: 0.00084][batch/s: 0.32290][loss: 2.252130e-01][top1: 94.689785][top5: 99.916833]
2022-09-11 05:25:16,612 train_acc 94.681997
2022-09-11 05:25:16,785 valid 000 [data/s: 0.11364][batch/s: 0.16849][loss: 2.381341e-01][top1: 91.666664][top5: 100.000000]
2022-09-11 05:25:19,521 valid 050 [data/s: 0.00250][batch/s: 0.05697][loss: 1.757874e-01][top1: 94.995912][top5: 99.816176]
2022-09-11 05:25:22,257 valid 100 [data/s: 0.00140][batch/s: 0.05585][loss: 1.616237e-01][top1: 94.905113][top5: 99.886551]
2022-09-11 05:25:22,524 valid_acc 94.909997	best_val_acc 95.199997
2022-09-11 05:25:22,881 epoch 281 lr 1.361152e-02
2022-09-11 05:25:23,388 train 000 [data/s: 0.16483][batch/s: 0.50306][loss: 1.831850e-01][top1: 93.750000][top5: 100.000000]
2022-09-11 05:25:39,494 train 050 [data/s: 0.00351][batch/s: 0.32568][loss: 2.136584e-01][top1: 95.098037][top5: 99.918300]
2022-09-11 05:25:55,608 train 100 [data/s: 0.00192][batch/s: 0.32399][loss: 2.150799e-01][top1: 94.987621][top5: 99.927805]
2022-09-11 05:26:11,704 train 150 [data/s: 0.00138][batch/s: 0.32331][loss: 2.111129e-01][top1: 95.033110][top5: 99.931015]
2022-09-11 05:26:27,799 train 200 [data/s: 0.00110][batch/s: 0.32295][loss: 2.107287e-01][top1: 95.061150][top5: 99.932628]
2022-09-11 05:26:43,927 train 250 [data/s: 0.00094][batch/s: 0.32288][loss: 2.129250e-01][top1: 94.986717][top5: 99.916998]
2022-09-11 05:27:00,029 train 300 [data/s: 0.00084][batch/s: 0.32274][loss: 2.174232e-01][top1: 94.923170][top5: 99.930786]
2022-09-11 05:27:16,129 train 350 [data/s: 0.00076][batch/s: 0.32263][loss: 2.174506e-01][top1: 94.919276][top5: 99.928775]
2022-09-11 05:27:32,237 train 400 [data/s: 0.00070][batch/s: 0.32257][loss: 2.208102e-01][top1: 94.854008][top5: 99.922069]
2022-09-11 05:27:48,412 train 450 [data/s: 0.00066][batch/s: 0.32268][loss: 2.243349e-01][top1: 94.763948][top5: 99.914541]
2022-09-11 05:28:04,539 train 500 [data/s: 0.00063][batch/s: 0.32266][loss: 2.238534e-01][top1: 94.804139][top5: 99.912674]
2022-09-11 05:28:11,007 train_acc 94.779998
2022-09-11 05:28:11,182 valid 000 [data/s: 0.11386][batch/s: 0.16963][loss: 1.404356e-01][top1: 94.791664][top5: 100.000000]
2022-09-11 05:28:13,930 valid 050 [data/s: 0.00252][batch/s: 0.05721][loss: 1.933686e-01][top1: 94.771239][top5: 99.816176]
2022-09-11 05:28:16,666 valid 100 [data/s: 0.00141][batch/s: 0.05598][loss: 1.830594e-01][top1: 94.884486][top5: 99.876237]
2022-09-11 05:28:16,922 valid_acc 94.899997	best_val_acc 95.199997
2022-09-11 05:28:17,241 epoch 282 lr 1.354631e-02
2022-09-11 05:28:17,804 train 000 [data/s: 0.14958][batch/s: 0.55873][loss: 8.998378e-02][top1: 97.916664][top5: 100.000000]
2022-09-11 05:28:33,918 train 050 [data/s: 0.00323][batch/s: 0.32693][loss: 2.065640e-01][top1: 95.200162][top5: 99.959150]
2022-09-11 05:28:50,100 train 100 [data/s: 0.00179][batch/s: 0.32529][loss: 2.192514e-01][top1: 94.750410][top5: 99.958746]
2022-09-11 05:29:06,237 train 150 [data/s: 0.00130][batch/s: 0.32445][loss: 2.217320e-01][top1: 94.819258][top5: 99.965508]
2022-09-11 05:29:22,351 train 200 [data/s: 0.00106][batch/s: 0.32391][loss: 2.207010e-01][top1: 94.905677][top5: 99.948176]
2022-09-11 05:29:38,461 train 250 [data/s: 0.00092][batch/s: 0.32357][loss: 2.166235e-01][top1: 94.965967][top5: 99.950199]
2022-09-11 05:29:54,622 train 300 [data/s: 0.00082][batch/s: 0.32351][loss: 2.190755e-01][top1: 94.912788][top5: 99.951550]
2022-09-11 05:30:10,746 train 350 [data/s: 0.00075][batch/s: 0.32336][loss: 2.199667e-01][top1: 94.916308][top5: 99.946581]
2022-09-11 05:30:26,877 train 400 [data/s: 0.00069][batch/s: 0.32327][loss: 2.211895e-01][top1: 94.892973][top5: 99.935058]
2022-09-11 05:30:43,039 train 450 [data/s: 0.00065][batch/s: 0.32327][loss: 2.219661e-01][top1: 94.886361][top5: 99.930709]
2022-09-11 05:30:59,169 train 500 [data/s: 0.00062][batch/s: 0.32320][loss: 2.237635e-01][top1: 94.829089][top5: 99.927229]
2022-09-11 05:31:05,668 train_acc 94.835997
2022-09-11 05:31:05,878 valid 000 [data/s: 0.14916][batch/s: 0.20404][loss: 1.837149e-01][top1: 93.750000][top5: 100.000000]
2022-09-11 05:31:08,617 valid 050 [data/s: 0.00322][batch/s: 0.05770][loss: 1.949291e-01][top1: 94.607841][top5: 99.816176]
2022-09-11 05:31:11,359 valid 100 [data/s: 0.00178][batch/s: 0.05628][loss: 1.847621e-01][top1: 94.606021][top5: 99.865924]
2022-09-11 05:31:11,606 valid_acc 94.619997	best_val_acc 95.199997
2022-09-11 05:31:11,954 epoch 283 lr 1.348108e-02
2022-09-11 05:31:12,484 train 000 [data/s: 0.19084][batch/s: 0.52384][loss: 3.127841e-01][top1: 93.750000][top5: 100.000000]
2022-09-11 05:31:28,826 train 050 [data/s: 0.00413][batch/s: 0.33069][loss: 2.242995e-01][top1: 94.607841][top5: 99.979575]
2022-09-11 05:31:45,475 train 100 [data/s: 0.00229][batch/s: 0.33182][loss: 2.233122e-01][top1: 94.832918][top5: 99.938119]
2022-09-11 05:32:01,646 train 150 [data/s: 0.00165][batch/s: 0.32904][loss: 2.165846e-01][top1: 95.074501][top5: 99.937914]
2022-09-11 05:32:17,759 train 200 [data/s: 0.00133][batch/s: 0.32736][loss: 2.223913e-01][top1: 94.905678][top5: 99.922263]
2022-09-11 05:32:33,937 train 250 [data/s: 0.00114][batch/s: 0.32660][loss: 2.238752e-01][top1: 94.845615][top5: 99.921148]
2022-09-11 05:32:50,059 train 300 [data/s: 0.00100][batch/s: 0.32591][loss: 2.247375e-01][top1: 94.788204][top5: 99.920404]
2022-09-11 05:33:06,182 train 350 [data/s: 0.00091][batch/s: 0.32542][loss: 2.251664e-01][top1: 94.806503][top5: 99.925807]
2022-09-11 05:33:22,324 train 400 [data/s: 0.00084][batch/s: 0.32509][loss: 2.249315e-01][top1: 94.796859][top5: 99.919472]
2022-09-11 05:33:38,434 train 450 [data/s: 0.00078][batch/s: 0.32477][loss: 2.255920e-01][top1: 94.803213][top5: 99.916851]
2022-09-11 05:33:54,555 train 500 [data/s: 0.00074][batch/s: 0.32454][loss: 2.287662e-01][top1: 94.723051][top5: 99.918912]
2022-09-11 05:34:01,071 train_acc 94.709997
2022-09-11 05:34:01,281 valid 000 [data/s: 0.14980][batch/s: 0.20459][loss: 2.566637e-01][top1: 94.791664][top5: 100.000000]
2022-09-11 05:34:04,032 valid 050 [data/s: 0.00324][batch/s: 0.05794][loss: 1.999659e-01][top1: 94.178919][top5: 99.877451]
2022-09-11 05:34:06,784 valid 100 [data/s: 0.00179][batch/s: 0.05650][loss: 1.859018e-01][top1: 94.554453][top5: 99.927805]
2022-09-11 05:34:07,050 valid_acc 94.609997	best_val_acc 95.199997
2022-09-11 05:34:07,380 epoch 284 lr 1.341582e-02
2022-09-11 05:34:07,887 train 000 [data/s: 0.17247][batch/s: 0.50231][loss: 1.454172e-01][top1: 96.875000][top5: 100.000000]
2022-09-11 05:34:24,076 train 050 [data/s: 0.00370][batch/s: 0.32729][loss: 2.206546e-01][top1: 95.036762][top5: 99.918300]
2022-09-11 05:34:40,253 train 100 [data/s: 0.00203][batch/s: 0.32543][loss: 2.174559e-01][top1: 95.070129][top5: 99.927805]
2022-09-11 05:34:56,469 train 150 [data/s: 0.00147][batch/s: 0.32506][loss: 2.160092e-01][top1: 95.115892][top5: 99.924117]
2022-09-11 05:35:12,793 train 200 [data/s: 0.00118][batch/s: 0.32541][loss: 2.209214e-01][top1: 94.962684][top5: 99.927446]
2022-09-11 05:35:28,929 train 250 [data/s: 0.00102][batch/s: 0.32488][loss: 2.231538e-01][top1: 94.903716][top5: 99.925298]
2022-09-11 05:35:45,153 train 300 [data/s: 0.00091][batch/s: 0.32481][loss: 2.260974e-01][top1: 94.829732][top5: 99.930786]
2022-09-11 05:36:01,265 train 350 [data/s: 0.00082][batch/s: 0.32444][loss: 2.280038e-01][top1: 94.800567][top5: 99.934710]
2022-09-11 05:36:17,381 train 400 [data/s: 0.00076][batch/s: 0.32418][loss: 2.275897e-01][top1: 94.786469][top5: 99.937656]
2022-09-11 05:36:33,492 train 450 [data/s: 0.00071][batch/s: 0.32396][loss: 2.290113e-01][top1: 94.777806][top5: 99.937638]
2022-09-11 05:36:49,601 train 500 [data/s: 0.00067][batch/s: 0.32378][loss: 2.306153e-01][top1: 94.716814][top5: 99.943862]
2022-09-11 05:36:56,058 train_acc 94.679997
2022-09-11 05:36:56,232 valid 000 [data/s: 0.11411][batch/s: 0.16895][loss: 2.558015e-01][top1: 93.750000][top5: 100.000000]
2022-09-11 05:36:58,969 valid 050 [data/s: 0.00252][batch/s: 0.05699][loss: 1.951284e-01][top1: 94.321893][top5: 99.877451]
2022-09-11 05:37:01,709 valid 100 [data/s: 0.00143][batch/s: 0.05590][loss: 1.816386e-01][top1: 94.451318][top5: 99.865924]
2022-09-11 05:37:01,954 valid_acc 94.469997	best_val_acc 95.199997
2022-09-11 05:37:02,308 epoch 285 lr 1.335053e-02
2022-09-11 05:37:02,808 train 000 [data/s: 0.16324][batch/s: 0.49599][loss: 2.477960e-01][top1: 95.833328][top5: 100.000000]
2022-09-11 05:37:18,929 train 050 [data/s: 0.00351][batch/s: 0.32581][loss: 2.117001e-01][top1: 95.445259][top5: 99.877450]
2022-09-11 05:37:35,054 train 100 [data/s: 0.00193][batch/s: 0.32417][loss: 2.053249e-01][top1: 95.379535][top5: 99.927805]
2022-09-11 05:37:51,322 train 150 [data/s: 0.00141][batch/s: 0.32457][loss: 2.036211e-01][top1: 95.336642][top5: 99.937914]
2022-09-11 05:38:07,476 train 200 [data/s: 0.00115][batch/s: 0.32419][loss: 2.106075e-01][top1: 95.087062][top5: 99.948176]
2022-09-11 05:38:23,616 train 250 [data/s: 0.00098][batch/s: 0.32392][loss: 2.155287e-01][top1: 94.936916][top5: 99.941899]
2022-09-11 05:38:39,727 train 300 [data/s: 0.00088][batch/s: 0.32363][loss: 2.214872e-01][top1: 94.781282][top5: 99.934247]
2022-09-11 05:38:55,876 train 350 [data/s: 0.00080][batch/s: 0.32354][loss: 2.212209e-01][top1: 94.824309][top5: 99.931742]
2022-09-11 05:39:12,030 train 400 [data/s: 0.00075][batch/s: 0.32348][loss: 2.230952e-01][top1: 94.781273][top5: 99.914276]
2022-09-11 05:39:28,139 train 450 [data/s: 0.00070][batch/s: 0.32334][loss: 2.239748e-01][top1: 94.766258][top5: 99.907612]
2022-09-11 05:39:44,273 train 500 [data/s: 0.00066][batch/s: 0.32327][loss: 2.255579e-01][top1: 94.720972][top5: 99.904358]
2022-09-11 05:39:50,729 train_acc 94.723997
2022-09-11 05:39:50,896 valid 000 [data/s: 0.10801][batch/s: 0.16299][loss: 2.846772e-01][top1: 92.708328][top5: 100.000000]
2022-09-11 05:39:53,634 valid 050 [data/s: 0.00240][batch/s: 0.05687][loss: 1.810606e-01][top1: 94.505716][top5: 99.897875]
2022-09-11 05:39:56,370 valid 100 [data/s: 0.00135][batch/s: 0.05581][loss: 1.746237e-01][top1: 94.585393][top5: 99.927805]
2022-09-11 05:39:56,614 valid_acc 94.569997	best_val_acc 95.199997
2022-09-11 05:39:56,938 epoch 286 lr 1.328522e-02
2022-09-11 05:39:57,438 train 000 [data/s: 0.16725][batch/s: 0.49525][loss: 1.737355e-01][top1: 97.916664][top5: 100.000000]
2022-09-11 05:40:13,545 train 050 [data/s: 0.00357][batch/s: 0.32554][loss: 2.271099e-01][top1: 94.628265][top5: 99.959150]
2022-09-11 05:40:29,649 train 100 [data/s: 0.00196][batch/s: 0.32383][loss: 2.136369e-01][top1: 94.966994][top5: 99.958746]
2022-09-11 05:40:45,771 train 150 [data/s: 0.00141][batch/s: 0.32337][loss: 2.093880e-01][top1: 95.102094][top5: 99.965508]
2022-09-11 05:41:01,902 train 200 [data/s: 0.00113][batch/s: 0.32318][loss: 2.037446e-01][top1: 95.206258][top5: 99.953358]
2022-09-11 05:41:18,003 train 250 [data/s: 0.00096][batch/s: 0.32295][loss: 2.091315e-01][top1: 95.053118][top5: 99.954349]
2022-09-11 05:41:34,118 train 300 [data/s: 0.00086][batch/s: 0.32284][loss: 2.102041e-01][top1: 95.026991][top5: 99.958472]
2022-09-11 05:41:50,271 train 350 [data/s: 0.00078][batch/s: 0.32287][loss: 2.138746e-01][top1: 94.954888][top5: 99.949549]
2022-09-11 05:42:06,453 train 400 [data/s: 0.00072][batch/s: 0.32297][loss: 2.149301e-01][top1: 94.931938][top5: 99.942851]
2022-09-11 05:42:22,595 train 450 [data/s: 0.00067][batch/s: 0.32295][loss: 2.177026e-01][top1: 94.863264][top5: 99.933019]
2022-09-11 05:42:38,725 train 500 [data/s: 0.00063][batch/s: 0.32292][loss: 2.159309e-01][top1: 94.891464][top5: 99.927229]
2022-09-11 05:42:45,197 train_acc 94.893997
2022-09-11 05:42:45,363 valid 000 [data/s: 0.10651][batch/s: 0.16141][loss: 3.042286e-01][top1: 92.708328][top5: 98.958328]
2022-09-11 05:42:48,101 valid 050 [data/s: 0.00238][batch/s: 0.05685][loss: 2.136683e-01][top1: 93.729573][top5: 99.754901]
2022-09-11 05:42:50,840 valid 100 [data/s: 0.00136][batch/s: 0.05582][loss: 1.968976e-01][top1: 94.193479][top5: 99.855610]
2022-09-11 05:42:51,095 valid_acc 94.189997	best_val_acc 95.199997
2022-09-11 05:42:51,437 epoch 287 lr 1.321989e-02
2022-09-11 05:42:51,922 train 000 [data/s: 0.14935][batch/s: 0.48106][loss: 3.219518e-01][top1: 93.750000][top5: 100.000000]
2022-09-11 05:43:08,279 train 050 [data/s: 0.00327][batch/s: 0.33014][loss: 2.376286e-01][top1: 94.424017][top5: 99.959150]
2022-09-11 05:43:24,413 train 100 [data/s: 0.00182][batch/s: 0.32645][loss: 2.214075e-01][top1: 94.905113][top5: 99.958746]
2022-09-11 05:43:40,529 train 150 [data/s: 0.00132][batch/s: 0.32509][loss: 2.209377e-01][top1: 94.922735][top5: 99.951711]
2022-09-11 05:43:56,756 train 200 [data/s: 0.00108][batch/s: 0.32495][loss: 2.189338e-01][top1: 94.947137][top5: 99.948176]
2022-09-11 05:44:12,896 train 250 [data/s: 0.00092][batch/s: 0.32452][loss: 2.209945e-01][top1: 94.891266][top5: 99.946049]
2022-09-11 05:44:29,005 train 300 [data/s: 0.00082][batch/s: 0.32413][loss: 2.195020e-01][top1: 94.926631][top5: 99.944629]
2022-09-11 05:44:45,125 train 350 [data/s: 0.00075][batch/s: 0.32389][loss: 2.225366e-01][top1: 94.818374][top5: 99.940645]
2022-09-11 05:45:01,352 train 400 [data/s: 0.00070][batch/s: 0.32397][loss: 2.250439e-01][top1: 94.781274][top5: 99.940253]
2022-09-11 05:45:17,478 train 450 [data/s: 0.00066][batch/s: 0.32381][loss: 2.270756e-01][top1: 94.708516][top5: 99.939948]
2022-09-11 05:45:33,890 train 500 [data/s: 0.00063][batch/s: 0.32425][loss: 2.270775e-01][top1: 94.723051][top5: 99.935545]
2022-09-11 05:45:40,400 train_acc 94.741997
2022-09-11 05:45:40,582 valid 000 [data/s: 0.12053][batch/s: 0.17529][loss: 2.907452e-01][top1: 90.625000][top5: 100.000000]
2022-09-11 05:45:43,318 valid 050 [data/s: 0.00264][batch/s: 0.05710][loss: 1.694201e-01][top1: 94.832514][top5: 99.836601]
2022-09-11 05:45:46,054 valid 100 [data/s: 0.00147][batch/s: 0.05592][loss: 1.624931e-01][top1: 94.987621][top5: 99.907178]
2022-09-11 05:45:46,318 valid_acc 94.999998	best_val_acc 95.199997
2022-09-11 05:45:46,634 epoch 288 lr 1.315454e-02
2022-09-11 05:45:47,161 train 000 [data/s: 0.18404][batch/s: 0.52192][loss: 1.884334e-01][top1: 96.875000][top5: 100.000000]
2022-09-11 05:46:03,312 train 050 [data/s: 0.00391][batch/s: 0.32693][loss: 2.248871e-01][top1: 94.975488][top5: 99.938725]
2022-09-11 05:46:19,464 train 100 [data/s: 0.00212][batch/s: 0.32500][loss: 2.198185e-01][top1: 95.080443][top5: 99.948432]
2022-09-11 05:46:35,583 train 150 [data/s: 0.00154][batch/s: 0.32413][loss: 2.154473e-01][top1: 95.177978][top5: 99.958609]
2022-09-11 05:46:51,728 train 200 [data/s: 0.00123][batch/s: 0.32383][loss: 2.119197e-01][top1: 95.294359][top5: 99.958540]
2022-09-11 05:47:07,842 train 250 [data/s: 0.00106][batch/s: 0.32352][loss: 2.157588e-01][top1: 95.082169][top5: 99.958499]
2022-09-11 05:47:23,957 train 300 [data/s: 0.00094][batch/s: 0.32332][loss: 2.172643e-01][top1: 95.016609][top5: 99.951550]
2022-09-11 05:47:40,072 train 350 [data/s: 0.00085][batch/s: 0.32317][loss: 2.187687e-01][top1: 94.981598][top5: 99.952516]
2022-09-11 05:47:56,232 train 400 [data/s: 0.00078][batch/s: 0.32317][loss: 2.187316e-01][top1: 94.970904][top5: 99.945449]
2022-09-11 05:48:12,381 train 450 [data/s: 0.00073][batch/s: 0.32315][loss: 2.183102e-01][top1: 94.951032][top5: 99.944567]
2022-09-11 05:48:28,491 train 500 [data/s: 0.00069][batch/s: 0.32306][loss: 2.182860e-01][top1: 94.966315][top5: 99.929308]
2022-09-11 05:48:34,964 train_acc 94.953997
2022-09-11 05:48:35,151 valid 000 [data/s: 0.12752][batch/s: 0.18230][loss: 2.355736e-01][top1: 92.708328][top5: 100.000000]
2022-09-11 05:48:37,887 valid 050 [data/s: 0.00276][batch/s: 0.05722][loss: 1.758877e-01][top1: 94.689540][top5: 99.857026]
2022-09-11 05:48:40,623 valid 100 [data/s: 0.00153][batch/s: 0.05598][loss: 1.697326e-01][top1: 94.760723][top5: 99.917491]
2022-09-11 05:48:40,871 valid_acc 94.799997	best_val_acc 95.199997
2022-09-11 05:48:41,218 epoch 289 lr 1.308917e-02
2022-09-11 05:48:41,724 train 000 [data/s: 0.16791][batch/s: 0.50184][loss: 2.507734e-01][top1: 92.708328][top5: 100.000000]
2022-09-11 05:48:57,833 train 050 [data/s: 0.00363][batch/s: 0.32570][loss: 2.153154e-01][top1: 94.893788][top5: 99.877450]
2022-09-11 05:49:13,943 train 100 [data/s: 0.00199][batch/s: 0.32396][loss: 2.121021e-01][top1: 95.049502][top5: 99.917491]
2022-09-11 05:49:30,130 train 150 [data/s: 0.00157][batch/s: 0.32389][loss: 2.126308e-01][top1: 95.081399][top5: 99.931015]
2022-09-11 05:49:46,240 train 200 [data/s: 0.00127][batch/s: 0.32347][loss: 2.149592e-01][top1: 95.030055][top5: 99.901534]
2022-09-11 05:50:02,352 train 250 [data/s: 0.00109][batch/s: 0.32322][loss: 2.142845e-01][top1: 95.073868][top5: 99.904548]
2022-09-11 05:50:18,524 train 300 [data/s: 0.00096][batch/s: 0.32326][loss: 2.164930e-01][top1: 95.002766][top5: 99.903100]
2022-09-11 05:50:34,694 train 350 [data/s: 0.00087][batch/s: 0.32328][loss: 2.158174e-01][top1: 95.055790][top5: 99.910968]
2022-09-11 05:50:50,827 train 400 [data/s: 0.00080][batch/s: 0.32320][loss: 2.157673e-01][top1: 95.082603][top5: 99.906483]
2022-09-11 05:51:06,941 train 450 [data/s: 0.00075][batch/s: 0.32310][loss: 2.174401e-01][top1: 95.050349][top5: 99.909922]
2022-09-11 05:51:23,223 train 500 [data/s: 0.00071][batch/s: 0.32335][loss: 2.198168e-01][top1: 94.980869][top5: 99.902278]
2022-09-11 05:51:29,694 train_acc 94.985997
2022-09-11 05:51:29,866 valid 000 [data/s: 0.11195][batch/s: 0.16684][loss: 2.567342e-01][top1: 93.750000][top5: 100.000000]
2022-09-11 05:51:32,606 valid 050 [data/s: 0.00252][batch/s: 0.05700][loss: 1.775876e-01][top1: 95.016337][top5: 99.714051]
2022-09-11 05:51:35,344 valid 100 [data/s: 0.00142][batch/s: 0.05589][loss: 1.701443e-01][top1: 94.905113][top5: 99.845296]
2022-09-11 05:51:35,593 valid_acc 94.959997	best_val_acc 95.199997
2022-09-11 05:51:35,908 epoch 290 lr 1.302379e-02
2022-09-11 05:51:36,407 train 000 [data/s: 0.15992][batch/s: 0.49489][loss: 2.425687e-01][top1: 94.791664][top5: 100.000000]
2022-09-11 05:51:52,553 train 050 [data/s: 0.00346][batch/s: 0.32630][loss: 1.978908e-01][top1: 95.588233][top5: 100.000000]
2022-09-11 05:52:08,899 train 100 [data/s: 0.00193][batch/s: 0.32660][loss: 2.112868e-01][top1: 95.173265][top5: 99.989686]
2022-09-11 05:52:25,084 train 150 [data/s: 0.00142][batch/s: 0.32564][loss: 2.139568e-01][top1: 95.060704][top5: 99.972406]
2022-09-11 05:52:41,228 train 200 [data/s: 0.00116][batch/s: 0.32495][loss: 2.172893e-01][top1: 95.024873][top5: 99.963723]
2022-09-11 05:52:57,776 train 250 [data/s: 0.00101][batch/s: 0.32615][loss: 2.205830e-01][top1: 94.961817][top5: 99.950199]
2022-09-11 05:53:13,953 train 300 [data/s: 0.00090][batch/s: 0.32572][loss: 2.216082e-01][top1: 94.923170][top5: 99.948089]
2022-09-11 05:53:30,070 train 350 [data/s: 0.00082][batch/s: 0.32524][loss: 2.182333e-01][top1: 95.029081][top5: 99.949549]
2022-09-11 05:53:46,183 train 400 [data/s: 0.00076][batch/s: 0.32486][loss: 2.183274e-01][top1: 95.041041][top5: 99.948046]
2022-09-11 05:54:02,293 train 450 [data/s: 0.00071][batch/s: 0.32457][loss: 2.198431e-01][top1: 94.997226][top5: 99.942258]
2022-09-11 05:54:18,400 train 500 [data/s: 0.00068][batch/s: 0.32433][loss: 2.194906e-01][top1: 95.014136][top5: 99.948020]
2022-09-11 05:54:24,857 train_acc 95.025998
2022-09-11 05:54:25,024 valid 000 [data/s: 0.10813][batch/s: 0.16303][loss: 2.585251e-01][top1: 92.708328][top5: 100.000000]
2022-09-11 05:54:27,762 valid 050 [data/s: 0.00240][batch/s: 0.05687][loss: 1.709090e-01][top1: 94.995912][top5: 99.877450]
2022-09-11 05:54:30,498 valid 100 [data/s: 0.00135][batch/s: 0.05581][loss: 1.620735e-01][top1: 95.070129][top5: 99.886551]
2022-09-11 05:54:30,751 valid_acc 95.099997	best_val_acc 95.199997
2022-09-11 05:54:31,097 epoch 291 lr 1.295839e-02
2022-09-11 05:54:31,596 train 000 [data/s: 0.16526][batch/s: 0.49457][loss: 1.132238e-01][top1: 97.916664][top5: 100.000000]
2022-09-11 05:54:47,697 train 050 [data/s: 0.00353][batch/s: 0.32540][loss: 2.144183e-01][top1: 95.118461][top5: 99.938725]
2022-09-11 05:55:03,799 train 100 [data/s: 0.00192][batch/s: 0.32374][loss: 2.080748e-01][top1: 95.193892][top5: 99.917491]
2022-09-11 05:55:19,910 train 150 [data/s: 0.00139][batch/s: 0.32323][loss: 2.121931e-01][top1: 95.067602][top5: 99.917218]
2022-09-11 05:55:36,022 train 200 [data/s: 0.00113][batch/s: 0.32298][loss: 2.108347e-01][top1: 95.164798][top5: 99.911898]
2022-09-11 05:55:52,148 train 250 [data/s: 0.00096][batch/s: 0.32289][loss: 2.143607e-01][top1: 95.019918][top5: 99.900398]
2022-09-11 05:56:08,254 train 300 [data/s: 0.00086][batch/s: 0.32276][loss: 2.192493e-01][top1: 94.902406][top5: 99.906561]
2022-09-11 05:56:24,355 train 350 [data/s: 0.00078][batch/s: 0.32266][loss: 2.205358e-01][top1: 94.877728][top5: 99.902065]
2022-09-11 05:56:40,518 train 400 [data/s: 0.00075][batch/s: 0.32273][loss: 2.215799e-01][top1: 94.851411][top5: 99.888300]
2022-09-11 05:56:56,621 train 450 [data/s: 0.00071][batch/s: 0.32266][loss: 2.239936e-01][top1: 94.777806][top5: 99.893754]
2022-09-11 05:57:12,759 train 500 [data/s: 0.00067][batch/s: 0.32267][loss: 2.260911e-01][top1: 94.720972][top5: 99.898120]
2022-09-11 05:57:19,231 train_acc 94.709998
2022-09-11 05:57:19,400 valid 000 [data/s: 0.10924][batch/s: 0.16414][loss: 2.560650e-01][top1: 92.708328][top5: 100.000000]
2022-09-11 05:57:22,151 valid 050 [data/s: 0.00269][batch/s: 0.05715][loss: 1.809946e-01][top1: 94.607841][top5: 99.857026]
2022-09-11 05:57:24,888 valid 100 [data/s: 0.00150][batch/s: 0.05596][loss: 1.710884e-01][top1: 94.740097][top5: 99.896864]
2022-09-11 05:57:25,156 valid_acc 94.749998	best_val_acc 95.199997
2022-09-11 05:57:25,477 epoch 292 lr 1.289298e-02
2022-09-11 05:57:25,967 train 000 [data/s: 0.15946][batch/s: 0.48533][loss: 1.533200e-01][top1: 95.833328][top5: 100.000000]
2022-09-11 05:57:42,118 train 050 [data/s: 0.00344][batch/s: 0.32621][loss: 2.282117e-01][top1: 94.832514][top5: 99.959150]
2022-09-11 05:57:58,227 train 100 [data/s: 0.00190][batch/s: 0.32422][loss: 2.131039e-01][top1: 95.121697][top5: 99.948432]
2022-09-11 05:58:14,341 train 150 [data/s: 0.00138][batch/s: 0.32357][loss: 2.131399e-01][top1: 95.088298][top5: 99.937914]
2022-09-11 05:58:30,482 train 200 [data/s: 0.00112][batch/s: 0.32338][loss: 2.148828e-01][top1: 95.035238][top5: 99.932628]
2022-09-11 05:58:46,599 train 250 [data/s: 0.00096][batch/s: 0.32317][loss: 2.145759e-01][top1: 95.053118][top5: 99.929449]
2022-09-11 05:59:02,731 train 300 [data/s: 0.00086][batch/s: 0.32309][loss: 2.145267e-01][top1: 95.054676][top5: 99.934247]
2022-09-11 05:59:18,858 train 350 [data/s: 0.00078][batch/s: 0.32301][loss: 2.182883e-01][top1: 94.996436][top5: 99.943613]
2022-09-11 05:59:34,964 train 400 [data/s: 0.00073][batch/s: 0.32290][loss: 2.204726e-01][top1: 94.957915][top5: 99.942851]
2022-09-11 05:59:51,110 train 450 [data/s: 0.00068][batch/s: 0.32290][loss: 2.225979e-01][top1: 94.904838][top5: 99.942258]
2022-09-11 06:00:07,225 train 500 [data/s: 0.00065][batch/s: 0.32284][loss: 2.214653e-01][top1: 94.928890][top5: 99.941783]
2022-09-11 06:00:13,686 train_acc 94.947997
2022-09-11 06:00:13,867 valid 000 [data/s: 0.12154][batch/s: 0.17657][loss: 3.075047e-01][top1: 93.750000][top5: 100.000000]
2022-09-11 06:00:16,605 valid 050 [data/s: 0.00268][batch/s: 0.05714][loss: 1.887883e-01][top1: 94.403592][top5: 99.877451]
2022-09-11 06:00:19,364 valid 100 [data/s: 0.00150][batch/s: 0.05617][loss: 1.758149e-01][top1: 94.678215][top5: 99.855610]
2022-09-11 06:00:19,615 valid_acc 94.629997	best_val_acc 95.199997
2022-09-11 06:00:19,965 epoch 293 lr 1.282755e-02
2022-09-11 06:00:20,467 train 000 [data/s: 0.16333][batch/s: 0.49782][loss: 2.941837e-01][top1: 92.708328][top5: 100.000000]
2022-09-11 06:00:36,578 train 050 [data/s: 0.00353][batch/s: 0.32567][loss: 2.124340e-01][top1: 95.200161][top5: 99.897875]
2022-09-11 06:00:52,705 train 100 [data/s: 0.00196][batch/s: 0.32412][loss: 2.094761e-01][top1: 95.224832][top5: 99.938119]
2022-09-11 06:01:08,807 train 150 [data/s: 0.00142][batch/s: 0.32343][loss: 2.094379e-01][top1: 95.219368][top5: 99.944812]
2022-09-11 06:01:24,905 train 200 [data/s: 0.00114][batch/s: 0.32306][loss: 2.119750e-01][top1: 95.128522][top5: 99.937811]
2022-09-11 06:01:41,036 train 250 [data/s: 0.00097][batch/s: 0.32298][loss: 2.111680e-01][top1: 95.148570][top5: 99.933599]
2022-09-11 06:01:57,147 train 300 [data/s: 0.00086][batch/s: 0.32285][loss: 2.128912e-01][top1: 95.006227][top5: 99.937707]
2022-09-11 06:02:13,245 train 350 [data/s: 0.00078][batch/s: 0.32272][loss: 2.172668e-01][top1: 94.877728][top5: 99.937678]
2022-09-11 06:02:29,352 train 400 [data/s: 0.00073][batch/s: 0.32265][loss: 2.205908e-01][top1: 94.835824][top5: 99.935058]
2022-09-11 06:02:45,450 train 450 [data/s: 0.00068][batch/s: 0.32257][loss: 2.202773e-01][top1: 94.826309][top5: 99.933019]
2022-09-11 06:03:01,581 train 500 [data/s: 0.00065][batch/s: 0.32258][loss: 2.220927e-01][top1: 94.797902][top5: 99.933466]
2022-09-11 06:03:08,051 train_acc 94.801997
2022-09-11 06:03:08,230 valid 000 [data/s: 0.11916][batch/s: 0.17392][loss: 1.751470e-01][top1: 95.833328][top5: 100.000000]
2022-09-11 06:03:10,966 valid 050 [data/s: 0.00262][batch/s: 0.05707][loss: 2.014447e-01][top1: 94.424017][top5: 99.836601]
2022-09-11 06:03:13,703 valid 100 [data/s: 0.00147][batch/s: 0.05591][loss: 1.901375e-01][top1: 94.389436][top5: 99.886551]
2022-09-11 06:03:13,966 valid_acc 94.429997	best_val_acc 95.199997
2022-09-11 06:03:14,281 epoch 294 lr 1.276212e-02
2022-09-11 06:03:14,787 train 000 [data/s: 0.16498][batch/s: 0.50190][loss: 1.382396e-01][top1: 97.916664][top5: 100.000000]
2022-09-11 06:03:30,898 train 050 [data/s: 0.00354][batch/s: 0.32574][loss: 1.847444e-01][top1: 95.669932][top5: 99.938725]
2022-09-11 06:03:47,008 train 100 [data/s: 0.00194][batch/s: 0.32399][loss: 1.983304e-01][top1: 95.503298][top5: 99.927805]
2022-09-11 06:04:03,114 train 150 [data/s: 0.00140][batch/s: 0.32337][loss: 2.065953e-01][top1: 95.336642][top5: 99.924117]
2022-09-11 06:04:19,292 train 200 [data/s: 0.00113][batch/s: 0.32342][loss: 2.097822e-01][top1: 95.258082][top5: 99.917081]
2022-09-11 06:04:35,410 train 250 [data/s: 0.00097][batch/s: 0.32321][loss: 2.115196e-01][top1: 95.214971][top5: 99.912848]
2022-09-11 06:04:51,540 train 300 [data/s: 0.00087][batch/s: 0.32311][loss: 2.123028e-01][top1: 95.182722][top5: 99.899640]
2022-09-11 06:05:07,671 train 350 [data/s: 0.00079][batch/s: 0.32304][loss: 2.115846e-01][top1: 95.233853][top5: 99.905033]
2022-09-11 06:05:23,778 train 400 [data/s: 0.00074][batch/s: 0.32292][loss: 2.117887e-01][top1: 95.241061][top5: 99.903886]
2022-09-11 06:05:39,912 train 450 [data/s: 0.00069][batch/s: 0.32290][loss: 2.128382e-01][top1: 95.212026][top5: 99.898374]
2022-09-11 06:05:56,018 train 500 [data/s: 0.00066][batch/s: 0.32282][loss: 2.153289e-01][top1: 95.140966][top5: 99.904358]
2022-09-11 06:06:02,491 train_acc 95.149997
2022-09-11 06:06:02,661 valid 000 [data/s: 0.10995][batch/s: 0.16474][loss: 3.477653e-01][top1: 93.750000][top5: 100.000000]
2022-09-11 06:06:05,398 valid 050 [data/s: 0.00246][batch/s: 0.05691][loss: 1.794616e-01][top1: 95.016338][top5: 99.918300]
2022-09-11 06:06:08,135 valid 100 [data/s: 0.00139][batch/s: 0.05583][loss: 1.746638e-01][top1: 94.987621][top5: 99.948432]
2022-09-11 06:06:08,381 valid_acc 94.999997	best_val_acc 95.199997
2022-09-11 06:06:08,723 epoch 295 lr 1.269668e-02
2022-09-11 06:06:09,209 train 000 [data/s: 0.15502][batch/s: 0.48138][loss: 2.367221e-01][top1: 94.791664][top5: 100.000000]
2022-09-11 06:06:25,315 train 050 [data/s: 0.00336][batch/s: 0.32524][loss: 1.973658e-01][top1: 95.465684][top5: 99.938725]
2022-09-11 06:06:41,421 train 100 [data/s: 0.00185][batch/s: 0.32370][loss: 2.106018e-01][top1: 95.070129][top5: 99.938119]
2022-09-11 06:06:57,557 train 150 [data/s: 0.00135][batch/s: 0.32337][loss: 2.127205e-01][top1: 95.164181][top5: 99.937914]
2022-09-11 06:07:13,744 train 200 [data/s: 0.00109][batch/s: 0.32347][loss: 2.121466e-01][top1: 95.107792][top5: 99.932628]
2022-09-11 06:07:29,853 train 250 [data/s: 0.00094][batch/s: 0.32321][loss: 2.159957e-01][top1: 95.053118][top5: 99.937749]
2022-09-11 06:07:45,968 train 300 [data/s: 0.00084][batch/s: 0.32306][loss: 2.162969e-01][top1: 95.040834][top5: 99.934247]
2022-09-11 06:08:02,126 train 350 [data/s: 0.00077][batch/s: 0.32307][loss: 2.164233e-01][top1: 94.993469][top5: 99.940645]
2022-09-11 06:08:18,267 train 400 [data/s: 0.00071][batch/s: 0.32304][loss: 2.169830e-01][top1: 94.989087][top5: 99.940253]
2022-09-11 06:08:34,383 train 450 [data/s: 0.00067][batch/s: 0.32296][loss: 2.164280e-01][top1: 94.960271][top5: 99.937638]
2022-09-11 06:08:50,556 train 500 [data/s: 0.00063][batch/s: 0.32301][loss: 2.181655e-01][top1: 94.949682][top5: 99.941783]
2022-09-11 06:08:57,031 train_acc 94.949998
2022-09-11 06:08:57,216 valid 000 [data/s: 0.12451][batch/s: 0.17931][loss: 1.986504e-01][top1: 93.750000][top5: 100.000000]
2022-09-11 06:08:59,953 valid 050 [data/s: 0.00272][batch/s: 0.05718][loss: 1.732644e-01][top1: 95.016338][top5: 99.816176]
2022-09-11 06:09:02,693 valid 100 [data/s: 0.00153][batch/s: 0.05600][loss: 1.753939e-01][top1: 94.740097][top5: 99.876237]
2022-09-11 06:09:02,943 valid_acc 94.719998	best_val_acc 95.199997
2022-09-11 06:09:03,265 epoch 296 lr 1.263124e-02
2022-09-11 06:09:03,778 train 000 [data/s: 0.15963][batch/s: 0.50828][loss: 2.122473e-01][top1: 96.875000][top5: 100.000000]
2022-09-11 06:09:19,923 train 050 [data/s: 0.00345][batch/s: 0.32652][loss: 2.047645e-01][top1: 95.547383][top5: 99.938725]
2022-09-11 06:09:36,097 train 100 [data/s: 0.00192][batch/s: 0.32501][loss: 2.061830e-01][top1: 95.441417][top5: 99.948432]
2022-09-11 06:09:52,226 train 150 [data/s: 0.00139][batch/s: 0.32421][loss: 2.083477e-01][top1: 95.350439][top5: 99.958609]
2022-09-11 06:10:08,344 train 200 [data/s: 0.00112][batch/s: 0.32375][loss: 2.060783e-01][top1: 95.382460][top5: 99.953358]
2022-09-11 06:10:24,444 train 250 [data/s: 0.00096][batch/s: 0.32340][loss: 2.082049e-01][top1: 95.268922][top5: 99.962649]
2022-09-11 06:10:40,636 train 300 [data/s: 0.00086][batch/s: 0.32347][loss: 2.143009e-01][top1: 95.085823][top5: 99.955011]
2022-09-11 06:10:56,793 train 350 [data/s: 0.00078][batch/s: 0.32343][loss: 2.147068e-01][top1: 95.052823][top5: 99.946581]
2022-09-11 06:11:12,953 train 400 [data/s: 0.00072][batch/s: 0.32340][loss: 2.143502e-01][top1: 95.090396][top5: 99.945449]
2022-09-11 06:11:29,107 train 450 [data/s: 0.00067][batch/s: 0.32336][loss: 2.134793e-01][top1: 95.103471][top5: 99.944567]
2022-09-11 06:11:45,214 train 500 [data/s: 0.00064][batch/s: 0.32324][loss: 2.151657e-01][top1: 95.099382][top5: 99.935545]
2022-09-11 06:11:51,669 train_acc 95.101998
2022-09-11 06:11:51,859 valid 000 [data/s: 0.13124][batch/s: 0.18603][loss: 2.115263e-01][top1: 92.708328][top5: 100.000000]
2022-09-11 06:11:54,603 valid 050 [data/s: 0.00285][batch/s: 0.05745][loss: 1.804515e-01][top1: 94.607840][top5: 99.836601]
2022-09-11 06:11:57,372 valid 100 [data/s: 0.00159][batch/s: 0.05642][loss: 1.727886e-01][top1: 94.719469][top5: 99.896864]
2022-09-11 06:11:57,637 valid_acc 94.719997	best_val_acc 95.199997
2022-09-11 06:11:57,976 epoch 297 lr 1.256579e-02
2022-09-11 06:11:58,457 train 000 [data/s: 0.14393][batch/s: 0.47680][loss: 2.909113e-01][top1: 93.750000][top5: 100.000000]
2022-09-11 06:12:14,588 train 050 [data/s: 0.00313][batch/s: 0.32564][loss: 2.049866e-01][top1: 95.159311][top5: 99.979575]
2022-09-11 06:12:30,709 train 100 [data/s: 0.00174][batch/s: 0.32404][loss: 2.048350e-01][top1: 95.266087][top5: 99.958746]
2022-09-11 06:12:46,815 train 150 [data/s: 0.00127][batch/s: 0.32341][loss: 2.056562e-01][top1: 95.315947][top5: 99.958609]
2022-09-11 06:13:02,925 train 200 [data/s: 0.00103][batch/s: 0.32311][loss: 2.106590e-01][top1: 95.221805][top5: 99.932628]
2022-09-11 06:13:19,058 train 250 [data/s: 0.00089][batch/s: 0.32302][loss: 2.164642e-01][top1: 95.011618][top5: 99.908698]
2022-09-11 06:13:35,164 train 300 [data/s: 0.00079][batch/s: 0.32287][loss: 2.156617e-01][top1: 95.092744][top5: 99.910022]
2022-09-11 06:13:51,276 train 350 [data/s: 0.00071][batch/s: 0.32278][loss: 2.157110e-01][top1: 95.106242][top5: 99.913936]
2022-09-11 06:14:07,388 train 400 [data/s: 0.00066][batch/s: 0.32271][loss: 2.153383e-01][top1: 95.098190][top5: 99.916874]
2022-09-11 06:14:23,497 train 450 [data/s: 0.00063][batch/s: 0.32265][loss: 2.159673e-01][top1: 95.082684][top5: 99.914541]
2022-09-11 06:14:39,641 train 500 [data/s: 0.00059][batch/s: 0.32267][loss: 2.174891e-01][top1: 94.995424][top5: 99.916833]
2022-09-11 06:14:46,093 train_acc 94.991998
2022-09-11 06:14:46,262 valid 000 [data/s: 0.10941][batch/s: 0.16417][loss: 2.627217e-01][top1: 92.708328][top5: 100.000000]
2022-09-11 06:14:48,998 valid 050 [data/s: 0.00240][batch/s: 0.05686][loss: 1.883132e-01][top1: 94.587416][top5: 99.857026]
2022-09-11 06:14:51,733 valid 100 [data/s: 0.00134][batch/s: 0.05579][loss: 1.768161e-01][top1: 94.575080][top5: 99.886551]
2022-09-11 06:14:51,983 valid_acc 94.579998	best_val_acc 95.199997
2022-09-11 06:14:52,297 epoch 298 lr 1.250034e-02
2022-09-11 06:14:52,789 train 000 [data/s: 0.15781][batch/s: 0.48721][loss: 8.678927e-02][top1: 100.000000][top5: 100.000000]
2022-09-11 06:15:08,896 train 050 [data/s: 0.00340][batch/s: 0.32538][loss: 2.097422e-01][top1: 95.812906][top5: 100.000000]
2022-09-11 06:15:25,002 train 100 [data/s: 0.00187][batch/s: 0.32377][loss: 2.084820e-01][top1: 95.358908][top5: 99.989686]
2022-09-11 06:15:41,115 train 150 [data/s: 0.00135][batch/s: 0.32327][loss: 2.139383e-01][top1: 95.191775][top5: 99.965508]
2022-09-11 06:15:57,254 train 200 [data/s: 0.00109][batch/s: 0.32315][loss: 2.083437e-01][top1: 95.315089][top5: 99.974088]
2022-09-11 06:16:13,366 train 250 [data/s: 0.00094][batch/s: 0.32296][loss: 2.127118e-01][top1: 95.210821][top5: 99.966799]
2022-09-11 06:16:29,486 train 300 [data/s: 0.00083][batch/s: 0.32287][loss: 2.143676e-01][top1: 95.186182][top5: 99.965393]
2022-09-11 06:16:45,599 train 350 [data/s: 0.00076][batch/s: 0.32279][loss: 2.136370e-01][top1: 95.198241][top5: 99.961420]
2022-09-11 06:17:01,730 train 400 [data/s: 0.00070][batch/s: 0.32276][loss: 2.113901e-01][top1: 95.228073][top5: 99.966230]
2022-09-11 06:17:17,862 train 450 [data/s: 0.00066][batch/s: 0.32275][loss: 2.106214e-01][top1: 95.239742][top5: 99.965355]
2022-09-11 06:17:33,969 train 500 [data/s: 0.00062][batch/s: 0.32269][loss: 2.085666e-01][top1: 95.276112][top5: 99.962575]
2022-09-11 06:17:40,423 train_acc 95.281997
2022-09-11 06:17:40,600 valid 000 [data/s: 0.11681][batch/s: 0.17165][loss: 2.348832e-01][top1: 94.791664][top5: 100.000000]
2022-09-11 06:17:43,337 valid 050 [data/s: 0.00257][batch/s: 0.05703][loss: 1.810208e-01][top1: 94.730390][top5: 99.816176]
2022-09-11 06:17:46,084 valid 100 [data/s: 0.00143][batch/s: 0.05600][loss: 1.699334e-01][top1: 95.008248][top5: 99.855610]
2022-09-11 06:17:46,332 valid_acc 95.029998	best_val_acc 95.199997
2022-09-11 06:17:46,673 epoch 299 lr 1.243489e-02
2022-09-11 06:17:47,180 train 000 [data/s: 0.16990][batch/s: 0.50255][loss: 1.728519e-01][top1: 97.916664][top5: 100.000000]
2022-09-11 06:18:03,284 train 050 [data/s: 0.00365][batch/s: 0.32562][loss: 1.983704e-01][top1: 95.465683][top5: 99.979575]
2022-09-11 06:18:19,396 train 100 [data/s: 0.00200][batch/s: 0.32395][loss: 2.075982e-01][top1: 95.214519][top5: 99.917491]
2022-09-11 06:18:35,639 train 150 [data/s: 0.00143][batch/s: 0.32425][loss: 2.096694e-01][top1: 95.143485][top5: 99.931015]
2022-09-11 06:18:51,748 train 200 [data/s: 0.00115][batch/s: 0.32373][loss: 2.063745e-01][top1: 95.242535][top5: 99.932628]
2022-09-11 06:19:07,875 train 250 [data/s: 0.00098][batch/s: 0.32349][loss: 2.081508e-01][top1: 95.198371][top5: 99.937749]
2022-09-11 06:19:24,001 train 300 [data/s: 0.00087][batch/s: 0.32333][loss: 2.069184e-01][top1: 95.179261][top5: 99.934247]
2022-09-11 06:19:40,111 train 350 [data/s: 0.00078][batch/s: 0.32317][loss: 2.085707e-01][top1: 95.115145][top5: 99.940645]
2022-09-11 06:19:56,217 train 400 [data/s: 0.00072][batch/s: 0.32304][loss: 2.122632e-01][top1: 95.041041][top5: 99.932460]
2022-09-11 06:20:12,331 train 450 [data/s: 0.00067][batch/s: 0.32296][loss: 2.152280e-01][top1: 94.994916][top5: 99.933019]
2022-09-11 06:20:28,460 train 500 [data/s: 0.00064][batch/s: 0.32292][loss: 2.158484e-01][top1: 94.991265][top5: 99.929308]
2022-09-11 06:20:34,927 train_acc 95.005997
2022-09-11 06:20:35,132 valid 000 [data/s: 0.11758][batch/s: 0.20071][loss: 1.739032e-01][top1: 93.750000][top5: 100.000000]
2022-09-11 06:20:37,870 valid 050 [data/s: 0.00261][batch/s: 0.05763][loss: 1.793028e-01][top1: 94.914214][top5: 99.857025]
2022-09-11 06:20:40,608 valid 100 [data/s: 0.00146][batch/s: 0.05620][loss: 1.723260e-01][top1: 95.080444][top5: 99.907178]
2022-09-11 06:20:40,855 valid_acc 95.049998	best_val_acc 95.199997
2022-09-11 06:20:41,168 epoch 300 lr 1.236944e-02
2022-09-11 06:20:41,661 train 000 [data/s: 0.15284][batch/s: 0.48832][loss: 1.686008e-01][top1: 96.875000][top5: 100.000000]
2022-09-11 06:20:57,774 train 050 [data/s: 0.00330][batch/s: 0.32552][loss: 1.922438e-01][top1: 95.649508][top5: 99.959150]
2022-09-11 06:21:13,908 train 100 [data/s: 0.00184][batch/s: 0.32412][loss: 1.972161e-01][top1: 95.637374][top5: 99.979373]
2022-09-11 06:21:30,016 train 150 [data/s: 0.00133][batch/s: 0.32346][loss: 1.972583e-01][top1: 95.509104][top5: 99.951711]
2022-09-11 06:21:46,206 train 200 [data/s: 0.00108][batch/s: 0.32355][loss: 1.993661e-01][top1: 95.434285][top5: 99.948176]
2022-09-11 06:22:02,471 train 250 [data/s: 0.00093][batch/s: 0.32389][loss: 1.979308e-01][top1: 95.493026][top5: 99.958499]
2022-09-11 06:22:18,591 train 300 [data/s: 0.00083][batch/s: 0.32365][loss: 2.012998e-01][top1: 95.428431][top5: 99.951550]
2022-09-11 06:22:34,705 train 350 [data/s: 0.00076][batch/s: 0.32345][loss: 2.064671e-01][top1: 95.239789][top5: 99.949549]
2022-09-11 06:22:51,007 train 400 [data/s: 0.00071][batch/s: 0.32378][loss: 2.094593e-01][top1: 95.202097][top5: 99.940253]
2022-09-11 06:23:07,168 train 450 [data/s: 0.00067][batch/s: 0.32371][loss: 2.113385e-01][top1: 95.161214][top5: 99.930709]
2022-09-11 06:23:23,279 train 500 [data/s: 0.00064][batch/s: 0.32356][loss: 2.122047e-01][top1: 95.130570][top5: 99.929308]
2022-09-11 06:23:29,731 train_acc 95.125998
2022-09-11 06:23:29,902 valid 000 [data/s: 0.11221][batch/s: 0.16704][loss: 2.586000e-01][top1: 94.791664][top5: 100.000000]
2022-09-11 06:23:32,639 valid 050 [data/s: 0.00248][batch/s: 0.05694][loss: 1.740917e-01][top1: 94.914213][top5: 99.836601]
2022-09-11 06:23:35,376 valid 100 [data/s: 0.00139][batch/s: 0.05585][loss: 1.608557e-01][top1: 95.142324][top5: 99.896864]
2022-09-11 06:23:35,639 valid_acc 95.149997	best_val_acc 95.199997
2022-09-11 06:23:35,983 epoch 301 lr 1.230400e-02
2022-09-11 06:23:36,515 train 000 [data/s: 0.14565][batch/s: 0.52786][loss: 1.716756e-01][top1: 95.833328][top5: 100.000000]
2022-09-11 06:23:52,622 train 050 [data/s: 0.00317][batch/s: 0.32617][loss: 2.215355e-01][top1: 94.771239][top5: 99.938725]
2022-09-11 06:24:08,756 train 100 [data/s: 0.00175][batch/s: 0.32444][loss: 2.088787e-01][top1: 95.039189][top5: 99.969059]
2022-09-11 06:24:24,895 train 150 [data/s: 0.00127][batch/s: 0.32389][loss: 2.077561e-01][top1: 95.067602][top5: 99.958609]
2022-09-11 06:24:41,000 train 200 [data/s: 0.00103][batch/s: 0.32344][loss: 2.133929e-01][top1: 94.916042][top5: 99.953358]
2022-09-11 06:24:57,105 train 250 [data/s: 0.00088][batch/s: 0.32318][loss: 2.130230e-01][top1: 94.974267][top5: 99.954349]
2022-09-11 06:25:13,209 train 300 [data/s: 0.00079][batch/s: 0.32299][loss: 2.115437e-01][top1: 95.016609][top5: 99.955011]
2022-09-11 06:25:29,329 train 350 [data/s: 0.00072][batch/s: 0.32291][loss: 2.102081e-01][top1: 95.100306][top5: 99.949549]
2022-09-11 06:25:45,475 train 400 [data/s: 0.00067][batch/s: 0.32291][loss: 2.130405e-01][top1: 95.033248][top5: 99.942851]
2022-09-11 06:26:01,592 train 450 [data/s: 0.00063][batch/s: 0.32285][loss: 2.151635e-01][top1: 94.978748][top5: 99.944567]
2022-09-11 06:26:17,701 train 500 [data/s: 0.00059][batch/s: 0.32278][loss: 2.173749e-01][top1: 94.926810][top5: 99.937624]
2022-09-11 06:26:24,168 train_acc 94.949997
2022-09-11 06:26:24,349 valid 000 [data/s: 0.12030][batch/s: 0.17510][loss: 1.304828e-01][top1: 94.791664][top5: 100.000000]
2022-09-11 06:26:27,088 valid 050 [data/s: 0.00267][batch/s: 0.05713][loss: 1.767160e-01][top1: 94.812089][top5: 99.775326]
2022-09-11 06:26:29,833 valid 100 [data/s: 0.00149][batch/s: 0.05603][loss: 1.629901e-01][top1: 95.193892][top5: 99.876237]
2022-09-11 06:26:30,101 valid_acc 95.159998	best_val_acc 95.199997
2022-09-11 06:26:30,413 epoch 302 lr 1.223856e-02
2022-09-11 06:26:30,913 train 000 [data/s: 0.16073][batch/s: 0.49620][loss: 2.002428e-01][top1: 96.875000][top5: 100.000000]
2022-09-11 06:26:47,047 train 050 [data/s: 0.00371][batch/s: 0.32607][loss: 1.941130e-01][top1: 95.526958][top5: 99.959150]
2022-09-11 06:27:03,143 train 100 [data/s: 0.00203][batch/s: 0.32401][loss: 2.055170e-01][top1: 95.369222][top5: 99.938119]
2022-09-11 06:27:19,259 train 150 [data/s: 0.00146][batch/s: 0.32346][loss: 2.093061e-01][top1: 95.198673][top5: 99.951711]
2022-09-11 06:27:35,363 train 200 [data/s: 0.00117][batch/s: 0.32311][loss: 2.120695e-01][top1: 95.066332][top5: 99.942993]
2022-09-11 06:27:51,471 train 250 [data/s: 0.00100][batch/s: 0.32292][loss: 2.142860e-01][top1: 95.028218][top5: 99.937749]
2022-09-11 06:28:07,602 train 300 [data/s: 0.00088][batch/s: 0.32287][loss: 2.157386e-01][top1: 94.950856][top5: 99.944629]
2022-09-11 06:28:23,708 train 350 [data/s: 0.00080][batch/s: 0.32276][loss: 2.150636e-01][top1: 94.972694][top5: 99.943613]
2022-09-11 06:28:39,813 train 400 [data/s: 0.00074][batch/s: 0.32268][loss: 2.161073e-01][top1: 94.947524][top5: 99.940253]
2022-09-11 06:28:55,925 train 450 [data/s: 0.00069][batch/s: 0.32263][loss: 2.173421e-01][top1: 94.897909][top5: 99.935329]
2022-09-11 06:29:12,033 train 500 [data/s: 0.00066][batch/s: 0.32258][loss: 2.180178e-01][top1: 94.881069][top5: 99.929308]
2022-09-11 06:29:18,493 train_acc 94.873997
2022-09-11 06:29:18,662 valid 000 [data/s: 0.10943][batch/s: 0.16432][loss: 2.239656e-01][top1: 93.750000][top5: 100.000000]
2022-09-11 06:29:21,399 valid 050 [data/s: 0.00242][batch/s: 0.05689][loss: 1.729630e-01][top1: 94.893788][top5: 99.918300]
2022-09-11 06:29:24,136 valid 100 [data/s: 0.00136][batch/s: 0.05583][loss: 1.637463e-01][top1: 94.977308][top5: 99.896864]
2022-09-11 06:29:24,395 valid_acc 94.969997	best_val_acc 95.199997
2022-09-11 06:29:24,736 epoch 303 lr 1.217313e-02
2022-09-11 06:29:25,231 train 000 [data/s: 0.16227][batch/s: 0.49052][loss: 2.216380e-01][top1: 93.750000][top5: 100.000000]
2022-09-11 06:29:41,330 train 050 [data/s: 0.00348][batch/s: 0.32528][loss: 1.846594e-01][top1: 95.894605][top5: 99.979575]
2022-09-11 06:29:57,432 train 100 [data/s: 0.00191][batch/s: 0.32368][loss: 1.895286e-01][top1: 95.647687][top5: 99.958746]
2022-09-11 06:30:13,533 train 150 [data/s: 0.00138][batch/s: 0.32313][loss: 1.911978e-01][top1: 95.584986][top5: 99.937914]
2022-09-11 06:30:29,631 train 200 [data/s: 0.00112][batch/s: 0.32284][loss: 1.955601e-01][top1: 95.501655][top5: 99.932628]
2022-09-11 06:30:45,770 train 250 [data/s: 0.00096][batch/s: 0.32283][loss: 1.994541e-01][top1: 95.380973][top5: 99.941899]
2022-09-11 06:31:01,873 train 300 [data/s: 0.00085][batch/s: 0.32270][loss: 2.047956e-01][top1: 95.286542][top5: 99.934247]
2022-09-11 06:31:17,976 train 350 [data/s: 0.00077][batch/s: 0.32261][loss: 2.058269e-01][top1: 95.195273][top5: 99.937678]
2022-09-11 06:31:34,080 train 400 [data/s: 0.00072][batch/s: 0.32254][loss: 2.091131e-01][top1: 95.098189][top5: 99.932460]
2022-09-11 06:31:50,182 train 450 [data/s: 0.00067][batch/s: 0.32249][loss: 2.128008e-01][top1: 95.020322][top5: 99.923780]
2022-09-11 06:32:06,306 train 500 [data/s: 0.00063][batch/s: 0.32249][loss: 2.143238e-01][top1: 94.995423][top5: 99.927229]
2022-09-11 06:32:12,766 train_acc 95.013997
2022-09-11 06:32:12,937 valid 000 [data/s: 0.11183][batch/s: 0.16666][loss: 2.311815e-01][top1: 94.791664][top5: 100.000000]
2022-09-11 06:32:15,674 valid 050 [data/s: 0.00246][batch/s: 0.05693][loss: 1.674851e-01][top1: 95.506534][top5: 99.877451]
2022-09-11 06:32:18,411 valid 100 [data/s: 0.00138][batch/s: 0.05584][loss: 1.575341e-01][top1: 95.554866][top5: 99.917491]
2022-09-11 06:32:18,775 valid_acc 95.539998	best_val_acc 95.539998
2022-09-11 06:32:19,086 epoch 304 lr 1.210771e-02
2022-09-11 06:32:19,580 train 000 [data/s: 0.16158][batch/s: 0.48935][loss: 6.527015e-02][top1: 98.958328][top5: 100.000000]
2022-09-11 06:32:35,687 train 050 [data/s: 0.00348][batch/s: 0.32542][loss: 2.094225e-01][top1: 95.424834][top5: 99.897875]
2022-09-11 06:32:51,790 train 100 [data/s: 0.00193][batch/s: 0.32376][loss: 2.132893e-01][top1: 95.173265][top5: 99.927805]
2022-09-11 06:33:07,888 train 150 [data/s: 0.00140][batch/s: 0.32316][loss: 2.099746e-01][top1: 95.260759][top5: 99.944812]
2022-09-11 06:33:24,058 train 200 [data/s: 0.00113][batch/s: 0.32322][loss: 2.141664e-01][top1: 95.087062][top5: 99.948176]
2022-09-11 06:33:40,175 train 250 [data/s: 0.00097][batch/s: 0.32304][loss: 2.142135e-01][top1: 95.061418][top5: 99.941899]
2022-09-11 06:33:56,292 train 300 [data/s: 0.00086][batch/s: 0.32293][loss: 2.138629e-01][top1: 95.137733][top5: 99.934247]
2022-09-11 06:34:12,416 train 350 [data/s: 0.00079][batch/s: 0.32286][loss: 2.141139e-01][top1: 95.109209][top5: 99.922839]
2022-09-11 06:34:28,529 train 400 [data/s: 0.00073][batch/s: 0.32279][loss: 2.130156e-01][top1: 95.126764][top5: 99.922069]
2022-09-11 06:34:44,670 train 450 [data/s: 0.00069][batch/s: 0.32279][loss: 2.128234e-01][top1: 95.126568][top5: 99.923780]
2022-09-11 06:35:00,790 train 500 [data/s: 0.00065][batch/s: 0.32275][loss: 2.140786e-01][top1: 95.120174][top5: 99.916833]
2022-09-11 06:35:07,263 train_acc 95.111998
2022-09-11 06:35:07,484 valid 000 [data/s: 0.14494][batch/s: 0.21028][loss: 1.682699e-01][top1: 94.791664][top5: 100.000000]
2022-09-11 06:35:10,222 valid 050 [data/s: 0.00314][batch/s: 0.05781][loss: 1.765125e-01][top1: 94.566991][top5: 99.897876]
2022-09-11 06:35:12,957 valid 100 [data/s: 0.00172][batch/s: 0.05628][loss: 1.738237e-01][top1: 94.636961][top5: 99.927805]
2022-09-11 06:35:13,224 valid_acc 94.659997	best_val_acc 95.539998
2022-09-11 06:35:13,560 epoch 305 lr 1.204229e-02
2022-09-11 06:35:14,055 train 000 [data/s: 0.16373][batch/s: 0.49041][loss: 1.574827e-01][top1: 96.875000][top5: 100.000000]
2022-09-11 06:35:30,151 train 050 [data/s: 0.00350][batch/s: 0.32523][loss: 2.131373e-01][top1: 95.220585][top5: 99.918300]
2022-09-11 06:35:46,300 train 100 [data/s: 0.00192][batch/s: 0.32411][loss: 2.027566e-01][top1: 95.513611][top5: 99.927805]
2022-09-11 06:36:02,482 train 150 [data/s: 0.00140][batch/s: 0.32396][loss: 1.989258e-01][top1: 95.709158][top5: 99.951711]
2022-09-11 06:36:18,844 train 200 [data/s: 0.00113][batch/s: 0.32477][loss: 1.993431e-01][top1: 95.683040][top5: 99.942993]
2022-09-11 06:36:35,114 train 250 [data/s: 0.00097][batch/s: 0.32490][loss: 2.025820e-01][top1: 95.538676][top5: 99.941899]
2022-09-11 06:36:51,217 train 300 [data/s: 0.00086][batch/s: 0.32442][loss: 2.053778e-01][top1: 95.449195][top5: 99.944629]
2022-09-11 06:37:07,325 train 350 [data/s: 0.00078][batch/s: 0.32410][loss: 2.058031e-01][top1: 95.417851][top5: 99.943613]
2022-09-11 06:37:23,446 train 400 [data/s: 0.00072][batch/s: 0.32389][loss: 2.069321e-01][top1: 95.373543][top5: 99.945449]
2022-09-11 06:37:39,566 train 450 [data/s: 0.00067][batch/s: 0.32373][loss: 2.107145e-01][top1: 95.302104][top5: 99.946877]
2022-09-11 06:37:55,731 train 500 [data/s: 0.00064][batch/s: 0.32368][loss: 2.119471e-01][top1: 95.238687][top5: 99.948020]
2022-09-11 06:38:02,199 train_acc 95.227997
2022-09-11 06:38:02,372 valid 000 [data/s: 0.11362][batch/s: 0.16841][loss: 1.968897e-01][top1: 92.708328][top5: 100.000000]
2022-09-11 06:38:05,109 valid 050 [data/s: 0.00252][batch/s: 0.05698][loss: 2.018269e-01][top1: 94.301468][top5: 99.795751]
2022-09-11 06:38:07,846 valid 100 [data/s: 0.00142][batch/s: 0.05587][loss: 1.828000e-01][top1: 94.575080][top5: 99.876237]
2022-09-11 06:38:08,090 valid_acc 94.579998	best_val_acc 95.539998
2022-09-11 06:38:08,409 epoch 306 lr 1.197690e-02
2022-09-11 06:38:08,920 train 000 [data/s: 0.17515][batch/s: 0.50709][loss: 2.649232e-01][top1: 94.791664][top5: 100.000000]
2022-09-11 06:38:25,069 train 050 [data/s: 0.00373][batch/s: 0.32659][loss: 2.108566e-01][top1: 95.424834][top5: 99.979575]
2022-09-11 06:38:41,183 train 100 [data/s: 0.00205][batch/s: 0.32445][loss: 1.949633e-01][top1: 95.802390][top5: 99.979373]
2022-09-11 06:38:57,301 train 150 [data/s: 0.00147][batch/s: 0.32376][loss: 1.976542e-01][top1: 95.750549][top5: 99.972406]
2022-09-11 06:39:13,550 train 200 [data/s: 0.00119][batch/s: 0.32406][loss: 1.969510e-01][top1: 95.662311][top5: 99.953358]
2022-09-11 06:39:29,792 train 250 [data/s: 0.00102][batch/s: 0.32422][loss: 1.989749e-01][top1: 95.584327][top5: 99.950199]
2022-09-11 06:39:46,057 train 300 [data/s: 0.00090][batch/s: 0.32440][loss: 1.993746e-01][top1: 95.570319][top5: 99.937707]
2022-09-11 06:40:02,440 train 350 [data/s: 0.00082][batch/s: 0.32486][loss: 2.021026e-01][top1: 95.486108][top5: 99.931742]
2022-09-11 06:40:18,618 train 400 [data/s: 0.00076][batch/s: 0.32470][loss: 2.031025e-01][top1: 95.435887][top5: 99.929863]
2022-09-11 06:40:34,727 train 450 [data/s: 0.00071][batch/s: 0.32442][loss: 2.028969e-01][top1: 95.447614][top5: 99.933019]
2022-09-11 06:40:50,831 train 500 [data/s: 0.00067][batch/s: 0.32419][loss: 2.037511e-01][top1: 95.369675][top5: 99.937624]
2022-09-11 06:40:57,379 train_acc 95.335997
2022-09-11 06:40:57,580 valid 000 [data/s: 0.14021][batch/s: 0.19510][loss: 2.831971e-01][top1: 92.708328][top5: 100.000000]
2022-09-11 06:41:00,318 valid 050 [data/s: 0.00305][batch/s: 0.05751][loss: 1.878629e-01][top1: 94.464867][top5: 99.877451]
2022-09-11 06:41:03,055 valid 100 [data/s: 0.00169][batch/s: 0.05614][loss: 1.784721e-01][top1: 94.647275][top5: 99.907178]
2022-09-11 06:41:03,308 valid_acc 94.669997	best_val_acc 95.539998
2022-09-11 06:41:03,646 epoch 307 lr 1.191151e-02
2022-09-11 06:41:04,148 train 000 [data/s: 0.16509][batch/s: 0.49800][loss: 1.176886e-01][top1: 97.916664][top5: 100.000000]
2022-09-11 06:41:20,254 train 050 [data/s: 0.00354][batch/s: 0.32556][loss: 2.068064e-01][top1: 95.220586][top5: 99.959150]
2022-09-11 06:41:36,376 train 100 [data/s: 0.00195][batch/s: 0.32402][loss: 2.113037e-01][top1: 95.162951][top5: 99.907178]
2022-09-11 06:41:52,498 train 150 [data/s: 0.00141][batch/s: 0.32350][loss: 2.118586e-01][top1: 95.040008][top5: 99.910320]
2022-09-11 06:42:08,601 train 200 [data/s: 0.00114][batch/s: 0.32314][loss: 2.087995e-01][top1: 95.118157][top5: 99.917081]
2022-09-11 06:42:24,727 train 250 [data/s: 0.00097][batch/s: 0.32302][loss: 2.100428e-01][top1: 95.119519][top5: 99.912848]
2022-09-11 06:42:40,828 train 300 [data/s: 0.00086][batch/s: 0.32285][loss: 2.127926e-01][top1: 95.085822][top5: 99.923865]
2022-09-11 06:42:56,986 train 350 [data/s: 0.00079][batch/s: 0.32289][loss: 2.111914e-01][top1: 95.135919][top5: 99.925807]
2022-09-11 06:43:13,095 train 400 [data/s: 0.00073][batch/s: 0.32280][loss: 2.129398e-01][top1: 95.082603][top5: 99.922069]
2022-09-11 06:43:29,199 train 450 [data/s: 0.00068][batch/s: 0.32272][loss: 2.112290e-01][top1: 95.121949][top5: 99.923780]
2022-09-11 06:43:45,374 train 500 [data/s: 0.00065][batch/s: 0.32280][loss: 2.107697e-01][top1: 95.132649][top5: 99.925149]
2022-09-11 06:43:51,845 train_acc 95.113997
2022-09-11 06:43:52,028 valid 000 [data/s: 0.11817][batch/s: 0.17307][loss: 2.548831e-01][top1: 92.708328][top5: 100.000000]
2022-09-11 06:43:54,766 valid 050 [data/s: 0.00261][batch/s: 0.05707][loss: 1.723677e-01][top1: 95.057187][top5: 99.836601]
2022-09-11 06:43:57,506 valid 100 [data/s: 0.00146][batch/s: 0.05595][loss: 1.575726e-01][top1: 95.389849][top5: 99.907178]
2022-09-11 06:43:57,750 valid_acc 95.359997	best_val_acc 95.539998
2022-09-11 06:43:58,067 epoch 308 lr 1.184614e-02
2022-09-11 06:43:58,590 train 000 [data/s: 0.18726][batch/s: 0.51822][loss: 1.387664e-01][top1: 97.916664][top5: 100.000000]
2022-09-11 06:44:14,706 train 050 [data/s: 0.00398][batch/s: 0.32618][loss: 2.004789e-01][top1: 95.547383][top5: 99.918300]
2022-09-11 06:44:30,824 train 100 [data/s: 0.00215][batch/s: 0.32428][loss: 1.897635e-01][top1: 95.740509][top5: 99.948432]
2022-09-11 06:44:46,930 train 150 [data/s: 0.00154][batch/s: 0.32357][loss: 1.960143e-01][top1: 95.557393][top5: 99.951711]
2022-09-11 06:45:03,056 train 200 [data/s: 0.00123][batch/s: 0.32331][loss: 1.951488e-01][top1: 95.579392][top5: 99.963723]
2022-09-11 06:45:19,164 train 250 [data/s: 0.00105][batch/s: 0.32308][loss: 1.952790e-01][top1: 95.563576][top5: 99.962649]
2022-09-11 06:45:35,278 train 300 [data/s: 0.00092][batch/s: 0.32294][loss: 1.992186e-01][top1: 95.473419][top5: 99.961932]
2022-09-11 06:45:51,387 train 350 [data/s: 0.00084][batch/s: 0.32283][loss: 2.010474e-01][top1: 95.408948][top5: 99.955484]
2022-09-11 06:46:07,499 train 400 [data/s: 0.00077][batch/s: 0.32276][loss: 2.023742e-01][top1: 95.360554][top5: 99.948046]
2022-09-11 06:46:23,643 train 450 [data/s: 0.00072][batch/s: 0.32278][loss: 2.045195e-01][top1: 95.304414][top5: 99.946877]
2022-09-11 06:46:39,759 train 500 [data/s: 0.00068][batch/s: 0.32273][loss: 2.053231e-01][top1: 95.294825][top5: 99.945941]
2022-09-11 06:46:46,230 train_acc 95.303998
2022-09-11 06:46:46,401 valid 000 [data/s: 0.11046][batch/s: 0.16531][loss: 2.944791e-01][top1: 92.708328][top5: 100.000000]
2022-09-11 06:46:49,138 valid 050 [data/s: 0.00244][batch/s: 0.05691][loss: 1.679297e-01][top1: 95.547383][top5: 99.754901]
2022-09-11 06:46:51,877 valid 100 [data/s: 0.00138][batch/s: 0.05585][loss: 1.561624e-01][top1: 95.503298][top5: 99.824669]
2022-09-11 06:46:52,121 valid_acc 95.479998	best_val_acc 95.539998
2022-09-11 06:46:52,465 epoch 309 lr 1.178079e-02
2022-09-11 06:46:52,940 train 000 [data/s: 0.14303][batch/s: 0.47083][loss: 3.477376e-01][top1: 92.708328][top5: 98.958328]
2022-09-11 06:47:09,044 train 050 [data/s: 0.00310][batch/s: 0.32500][loss: 2.072438e-01][top1: 95.363559][top5: 99.897875]
2022-09-11 06:47:25,154 train 100 [data/s: 0.00172][batch/s: 0.32362][loss: 1.968853e-01][top1: 95.554865][top5: 99.917491]
2022-09-11 06:47:41,293 train 150 [data/s: 0.00125][batch/s: 0.32333][loss: 1.996204e-01][top1: 95.391830][top5: 99.910320]
2022-09-11 06:47:57,404 train 200 [data/s: 0.00102][batch/s: 0.32306][loss: 1.986996e-01][top1: 95.434284][top5: 99.922263]
2022-09-11 06:48:13,568 train 250 [data/s: 0.00088][batch/s: 0.32310][loss: 2.012674e-01][top1: 95.401724][top5: 99.921148]
2022-09-11 06:48:29,679 train 300 [data/s: 0.00078][batch/s: 0.32296][loss: 2.046221e-01][top1: 95.310767][top5: 99.920404]
2022-09-11 06:48:45,791 train 350 [data/s: 0.00071][batch/s: 0.32285][loss: 2.032962e-01][top1: 95.305078][top5: 99.922839]
2022-09-11 06:49:01,904 train 400 [data/s: 0.00066][batch/s: 0.32278][loss: 2.048805e-01][top1: 95.272233][top5: 99.916874]
2022-09-11 06:49:18,045 train 450 [data/s: 0.00062][batch/s: 0.32278][loss: 2.068729e-01][top1: 95.218955][top5: 99.916851]
2022-09-11 06:49:34,170 train 500 [data/s: 0.00059][batch/s: 0.32276][loss: 2.077475e-01][top1: 95.215816][top5: 99.918912]
2022-09-11 06:49:40,634 train_acc 95.247997
2022-09-11 06:49:40,813 valid 000 [data/s: 0.11888][batch/s: 0.17370][loss: 2.442260e-01][top1: 91.666664][top5: 100.000000]
2022-09-11 06:49:43,550 valid 050 [data/s: 0.00261][batch/s: 0.05708][loss: 1.734053e-01][top1: 94.975487][top5: 99.775326]
2022-09-11 06:49:46,287 valid 100 [data/s: 0.00146][batch/s: 0.05592][loss: 1.626247e-01][top1: 95.173265][top5: 99.865924]
2022-09-11 06:49:46,537 valid_acc 95.179998	best_val_acc 95.539998
2022-09-11 06:49:46,857 epoch 310 lr 1.171546e-02
2022-09-11 06:49:47,359 train 000 [data/s: 0.16903][batch/s: 0.49777][loss: 1.872232e-01][top1: 96.875000][top5: 100.000000]
2022-09-11 06:50:03,484 train 050 [data/s: 0.00361][batch/s: 0.32592][loss: 2.142321e-01][top1: 94.975488][top5: 99.918300]
2022-09-11 06:50:19,592 train 100 [data/s: 0.00198][batch/s: 0.32406][loss: 2.020496e-01][top1: 95.317654][top5: 99.917491]
2022-09-11 06:50:35,698 train 150 [data/s: 0.00142][batch/s: 0.32342][loss: 2.012701e-01][top1: 95.384931][top5: 99.924117]
2022-09-11 06:50:51,828 train 200 [data/s: 0.00115][batch/s: 0.32321][loss: 2.016716e-01][top1: 95.429102][top5: 99.922263]
2022-09-11 06:51:07,942 train 250 [data/s: 0.00098][batch/s: 0.32303][loss: 2.036178e-01][top1: 95.376824][top5: 99.916998]
2022-09-11 06:51:24,051 train 300 [data/s: 0.00087][batch/s: 0.32289][loss: 2.051980e-01][top1: 95.331531][top5: 99.930786]
2022-09-11 06:51:40,263 train 350 [data/s: 0.00079][batch/s: 0.32308][loss: 2.074235e-01][top1: 95.287272][top5: 99.937678]
2022-09-11 06:51:56,372 train 400 [data/s: 0.00073][batch/s: 0.32297][loss: 2.067762e-01][top1: 95.287820][top5: 99.940253]
2022-09-11 06:52:12,511 train 450 [data/s: 0.00068][batch/s: 0.32295][loss: 2.066396e-01][top1: 95.290556][top5: 99.933019]
2022-09-11 06:52:28,624 train 500 [data/s: 0.00065][batch/s: 0.32288][loss: 2.058465e-01][top1: 95.319775][top5: 99.931387]
2022-09-11 06:52:35,089 train_acc 95.315997
2022-09-11 06:52:35,284 valid 000 [data/s: 0.13496][batch/s: 0.19013][loss: 3.553983e-01][top1: 94.791664][top5: 100.000000]
2022-09-11 06:52:38,022 valid 050 [data/s: 0.00294][batch/s: 0.05741][loss: 1.952282e-01][top1: 94.771240][top5: 99.795751]
2022-09-11 06:52:40,764 valid 100 [data/s: 0.00165][batch/s: 0.05613][loss: 1.865018e-01][top1: 94.853546][top5: 99.855610]
2022-09-11 06:52:41,014 valid_acc 94.839998	best_val_acc 95.539998
2022-09-11 06:52:41,361 epoch 311 lr 1.165015e-02
2022-09-11 06:52:41,888 train 000 [data/s: 0.19231][batch/s: 0.52277][loss: 1.867324e-01][top1: 94.791664][top5: 100.000000]
2022-09-11 06:52:58,065 train 050 [data/s: 0.00410][batch/s: 0.32744][loss: 2.077483e-01][top1: 95.077612][top5: 99.959150]
2022-09-11 06:53:14,275 train 100 [data/s: 0.00224][batch/s: 0.32584][loss: 2.147384e-01][top1: 94.956681][top5: 99.907178]
2022-09-11 06:53:30,660 train 150 [data/s: 0.00162][batch/s: 0.32645][loss: 2.099212e-01][top1: 95.191774][top5: 99.910320]
2022-09-11 06:53:46,836 train 200 [data/s: 0.00131][batch/s: 0.32572][loss: 2.043219e-01][top1: 95.361730][top5: 99.922263]
2022-09-11 06:54:03,011 train 250 [data/s: 0.00111][batch/s: 0.32528][loss: 2.119233e-01][top1: 95.148570][top5: 99.921148]
2022-09-11 06:54:19,125 train 300 [data/s: 0.00098][batch/s: 0.32478][loss: 2.121674e-01][top1: 95.206947][top5: 99.923865]
2022-09-11 06:54:35,252 train 350 [data/s: 0.00089][batch/s: 0.32446][loss: 2.106393e-01][top1: 95.236821][top5: 99.919871]
2022-09-11 06:54:51,571 train 400 [data/s: 0.00082][batch/s: 0.32470][loss: 2.096285e-01][top1: 95.246257][top5: 99.924667]
2022-09-11 06:55:07,936 train 450 [data/s: 0.00077][batch/s: 0.32499][loss: 2.107149e-01][top1: 95.221265][top5: 99.916851]
2022-09-11 06:55:24,250 train 500 [data/s: 0.00073][batch/s: 0.32512][loss: 2.116472e-01][top1: 95.165916][top5: 99.920991]
2022-09-11 06:55:30,839 train_acc 95.147997
2022-09-11 06:55:31,014 valid 000 [data/s: 0.11551][batch/s: 0.17035][loss: 2.192935e-01][top1: 94.791664][top5: 100.000000]
2022-09-11 06:55:33,764 valid 050 [data/s: 0.00256][batch/s: 0.05727][loss: 1.821885e-01][top1: 95.036762][top5: 99.795751]
2022-09-11 06:55:36,509 valid 100 [data/s: 0.00144][batch/s: 0.05610][loss: 1.688008e-01][top1: 95.162951][top5: 99.865923]
2022-09-11 06:55:36,751 valid_acc 95.169997	best_val_acc 95.539998
2022-09-11 06:55:37,097 epoch 312 lr 1.158486e-02
2022-09-11 06:55:37,607 train 000 [data/s: 0.16955][batch/s: 0.50525][loss: 1.558536e-01][top1: 96.875000][top5: 100.000000]
2022-09-11 06:55:53,998 train 050 [data/s: 0.00361][batch/s: 0.33131][loss: 1.939645e-01][top1: 95.690357][top5: 99.979575]
2022-09-11 06:56:10,301 train 100 [data/s: 0.00198][batch/s: 0.32870][loss: 1.878239e-01][top1: 95.853958][top5: 99.969059]
2022-09-11 06:56:26,655 train 150 [data/s: 0.00144][batch/s: 0.32817][loss: 1.908847e-01][top1: 95.778143][top5: 99.972406]
2022-09-11 06:56:42,848 train 200 [data/s: 0.00116][batch/s: 0.32710][loss: 1.942298e-01][top1: 95.662311][top5: 99.963723]
2022-09-11 06:56:58,953 train 250 [data/s: 0.00099][batch/s: 0.32610][loss: 1.997107e-01][top1: 95.592627][top5: 99.950199]
2022-09-11 06:57:15,151 train 300 [data/s: 0.00088][batch/s: 0.32574][loss: 2.031419e-01][top1: 95.452655][top5: 99.948089]
2022-09-11 06:57:31,273 train 350 [data/s: 0.00080][batch/s: 0.32527][loss: 2.022961e-01][top1: 95.420819][top5: 99.949549]
2022-09-11 06:57:47,387 train 400 [data/s: 0.00074][batch/s: 0.32490][loss: 2.012170e-01][top1: 95.430692][top5: 99.950644]
2022-09-11 06:58:03,493 train 450 [data/s: 0.00069][batch/s: 0.32459][loss: 2.015313e-01][top1: 95.463782][top5: 99.935329]
2022-09-11 06:58:19,595 train 500 [data/s: 0.00066][batch/s: 0.32434][loss: 2.036547e-01][top1: 95.419575][top5: 99.941783]
2022-09-11 06:58:26,057 train_acc 95.413998
2022-09-11 06:58:26,234 valid 000 [data/s: 0.11674][batch/s: 0.17161][loss: 2.597371e-01][top1: 92.708328][top5: 100.000000]
2022-09-11 06:58:28,970 valid 050 [data/s: 0.00255][batch/s: 0.05701][loss: 1.732396e-01][top1: 95.016338][top5: 99.877451]
2022-09-11 06:58:31,706 valid 100 [data/s: 0.00142][batch/s: 0.05589][loss: 1.701573e-01][top1: 95.008248][top5: 99.927805]
2022-09-11 06:58:31,983 valid_acc 95.009997	best_val_acc 95.539998
2022-09-11 06:58:32,331 epoch 313 lr 1.151960e-02
2022-09-11 06:58:32,855 train 000 [data/s: 0.18768][batch/s: 0.52058][loss: 3.529200e-01][top1: 92.708328][top5: 100.000000]
2022-09-11 06:58:48,972 train 050 [data/s: 0.00398][batch/s: 0.32622][loss: 2.086234e-01][top1: 95.383984][top5: 99.918300]
2022-09-11 06:59:05,087 train 100 [data/s: 0.00216][batch/s: 0.32428][loss: 2.021406e-01][top1: 95.400162][top5: 99.938119]
2022-09-11 06:59:21,241 train 150 [data/s: 0.00155][batch/s: 0.32388][loss: 1.993199e-01][top1: 95.391829][top5: 99.944812]
2022-09-11 06:59:37,337 train 200 [data/s: 0.00125][batch/s: 0.32339][loss: 1.957006e-01][top1: 95.501656][top5: 99.942993]
2022-09-11 06:59:53,475 train 250 [data/s: 0.00105][batch/s: 0.32327][loss: 1.959224e-01][top1: 95.459825][top5: 99.946049]
2022-09-11 07:00:09,579 train 300 [data/s: 0.00093][batch/s: 0.32307][loss: 1.990447e-01][top1: 95.369599][top5: 99.955011]
2022-09-11 07:00:25,707 train 350 [data/s: 0.00084][batch/s: 0.32300][loss: 2.018322e-01][top1: 95.367400][top5: 99.958452]
2022-09-11 07:00:41,820 train 400 [data/s: 0.00077][batch/s: 0.32290][loss: 2.003526e-01][top1: 95.428094][top5: 99.958437]
2022-09-11 07:00:57,961 train 450 [data/s: 0.00072][batch/s: 0.32289][loss: 2.003124e-01][top1: 95.445304][top5: 99.958426]
2022-09-11 07:01:14,144 train 500 [data/s: 0.00068][batch/s: 0.32297][loss: 2.008059e-01][top1: 95.400862][top5: 99.958416]
2022-09-11 07:01:20,618 train_acc 95.373997
2022-09-11 07:01:20,810 valid 000 [data/s: 0.13343][batch/s: 0.18822][loss: 2.319347e-01][top1: 92.708328][top5: 100.000000]
2022-09-11 07:01:23,547 valid 050 [data/s: 0.00288][batch/s: 0.05734][loss: 1.716346e-01][top1: 95.261435][top5: 99.836601]
2022-09-11 07:01:26,282 valid 100 [data/s: 0.00159][batch/s: 0.05604][loss: 1.692847e-01][top1: 95.142324][top5: 99.886551]
2022-09-11 07:01:26,527 valid_acc 95.139997	best_val_acc 95.539998
2022-09-11 07:01:26,844 epoch 314 lr 1.145437e-02
2022-09-11 07:01:27,381 train 000 [data/s: 0.19947][batch/s: 0.53251][loss: 1.292659e-01][top1: 96.875000][top5: 100.000000]
2022-09-11 07:01:43,497 train 050 [data/s: 0.00424][batch/s: 0.32646][loss: 1.837026e-01][top1: 95.894605][top5: 99.938725]
2022-09-11 07:01:59,603 train 100 [data/s: 0.00230][batch/s: 0.32430][loss: 1.982366e-01][top1: 95.358908][top5: 99.948432]
2022-09-11 07:02:15,705 train 150 [data/s: 0.00165][batch/s: 0.32356][loss: 1.952570e-01][top1: 95.495306][top5: 99.944812]
2022-09-11 07:02:31,833 train 200 [data/s: 0.00132][batch/s: 0.32331][loss: 1.949038e-01][top1: 95.563845][top5: 99.937811]
2022-09-11 07:02:47,944 train 250 [data/s: 0.00112][batch/s: 0.32309][loss: 1.949051e-01][top1: 95.542826][top5: 99.937749]
2022-09-11 07:03:04,053 train 300 [data/s: 0.00099][batch/s: 0.32294][loss: 1.998535e-01][top1: 95.418048][top5: 99.948089]
2022-09-11 07:03:20,160 train 350 [data/s: 0.00089][batch/s: 0.32282][loss: 2.013545e-01][top1: 95.417851][top5: 99.946581]
2022-09-11 07:03:36,269 train 400 [data/s: 0.00082][batch/s: 0.32274][loss: 2.035014e-01][top1: 95.368347][top5: 99.945449]
2022-09-11 07:03:52,444 train 450 [data/s: 0.00077][batch/s: 0.32283][loss: 2.042674e-01][top1: 95.350607][top5: 99.944567]
2022-09-11 07:04:08,555 train 500 [data/s: 0.00072][batch/s: 0.32277][loss: 2.045983e-01][top1: 95.336408][top5: 99.941783]
2022-09-11 07:04:15,025 train_acc 95.353997
2022-09-11 07:04:15,195 valid 000 [data/s: 0.11108][batch/s: 0.16591][loss: 1.975167e-01][top1: 93.750000][top5: 100.000000]
2022-09-11 07:04:17,936 valid 050 [data/s: 0.00246][batch/s: 0.05699][loss: 1.599777e-01][top1: 95.404409][top5: 99.775326]
2022-09-11 07:04:20,672 valid 100 [data/s: 0.00137][batch/s: 0.05587][loss: 1.595078e-01][top1: 95.224832][top5: 99.876237]
2022-09-11 07:04:20,925 valid_acc 95.209997	best_val_acc 95.539998
2022-09-11 07:04:21,267 epoch 315 lr 1.138916e-02
2022-09-11 07:04:21,786 train 000 [data/s: 0.14499][batch/s: 0.51449][loss: 2.955129e-01][top1: 91.666664][top5: 100.000000]
2022-09-11 07:04:38,062 train 050 [data/s: 0.00314][batch/s: 0.32922][loss: 1.775608e-01][top1: 95.915030][top5: 99.979575]
2022-09-11 07:04:54,177 train 100 [data/s: 0.00173][batch/s: 0.32579][loss: 1.861906e-01][top1: 95.637374][top5: 99.969059]
2022-09-11 07:05:10,278 train 150 [data/s: 0.00126][batch/s: 0.32454][loss: 1.850827e-01][top1: 95.729854][top5: 99.965508]
2022-09-11 07:05:26,417 train 200 [data/s: 0.00102][batch/s: 0.32411][loss: 1.859743e-01][top1: 95.734865][top5: 99.974088]
2022-09-11 07:05:42,616 train 250 [data/s: 0.00088][batch/s: 0.32408][loss: 1.966565e-01][top1: 95.430775][top5: 99.950199]
2022-09-11 07:05:58,726 train 300 [data/s: 0.00078][batch/s: 0.32377][loss: 2.015646e-01][top1: 95.321149][top5: 99.951550]
2022-09-11 07:06:14,828 train 350 [data/s: 0.00071][batch/s: 0.32352][loss: 2.023247e-01][top1: 95.355529][top5: 99.952516]
2022-09-11 07:06:30,934 train 400 [data/s: 0.00066][batch/s: 0.32335][loss: 2.040625e-01][top1: 95.329382][top5: 99.950644]
2022-09-11 07:06:47,041 train 450 [data/s: 0.00062][batch/s: 0.32321][loss: 2.025364e-01][top1: 95.350607][top5: 99.953806]
2022-09-11 07:07:03,182 train 500 [data/s: 0.00059][batch/s: 0.32318][loss: 2.035062e-01][top1: 95.323933][top5: 99.952179]
2022-09-11 07:07:09,642 train_acc 95.319998
2022-09-11 07:07:09,840 valid 000 [data/s: 0.13754][batch/s: 0.19265][loss: 2.299260e-01][top1: 91.666664][top5: 100.000000]
2022-09-11 07:07:12,577 valid 050 [data/s: 0.00297][batch/s: 0.05745][loss: 1.555152e-01][top1: 95.322710][top5: 99.877450]
2022-09-11 07:07:15,314 valid 100 [data/s: 0.00163][batch/s: 0.05610][loss: 1.501695e-01][top1: 95.503298][top5: 99.927805]
2022-09-11 07:07:15,567 valid_acc 95.489997	best_val_acc 95.539998
2022-09-11 07:07:15,883 epoch 316 lr 1.132399e-02
2022-09-11 07:07:16,414 train 000 [data/s: 0.19513][batch/s: 0.52709][loss: 2.031547e-01][top1: 96.875000][top5: 100.000000]
2022-09-11 07:07:32,522 train 050 [data/s: 0.00412][batch/s: 0.32617][loss: 1.829692e-01][top1: 95.894606][top5: 99.959150]
2022-09-11 07:07:48,628 train 100 [data/s: 0.00224][batch/s: 0.32416][loss: 1.853823e-01][top1: 95.740509][top5: 99.948432]
2022-09-11 07:08:04,857 train 150 [data/s: 0.00160][batch/s: 0.32430][loss: 1.926763e-01][top1: 95.591885][top5: 99.951711]
2022-09-11 07:08:21,209 train 200 [data/s: 0.00127][batch/s: 0.32499][loss: 1.987188e-01][top1: 95.372095][top5: 99.948176]
2022-09-11 07:08:37,575 train 250 [data/s: 0.00108][batch/s: 0.32545][loss: 2.031159e-01][top1: 95.364373][top5: 99.950199]
2022-09-11 07:08:53,868 train 300 [data/s: 0.00095][batch/s: 0.32552][loss: 2.080651e-01][top1: 95.255396][top5: 99.937707]
2022-09-11 07:09:09,971 train 350 [data/s: 0.00086][batch/s: 0.32503][loss: 2.070922e-01][top1: 95.340691][top5: 99.931742]
2022-09-11 07:09:26,097 train 400 [data/s: 0.00079][batch/s: 0.32471][loss: 2.071240e-01][top1: 95.324187][top5: 99.937656]
2022-09-11 07:09:42,227 train 450 [data/s: 0.00074][batch/s: 0.32448][loss: 2.083067e-01][top1: 95.279007][top5: 99.937638]
2022-09-11 07:09:58,330 train 500 [data/s: 0.00070][batch/s: 0.32424][loss: 2.080854e-01][top1: 95.284429][top5: 99.931387]
2022-09-11 07:10:04,806 train_acc 95.285998
2022-09-11 07:10:04,977 valid 000 [data/s: 0.11090][batch/s: 0.16566][loss: 1.723929e-01][top1: 94.791664][top5: 100.000000]
2022-09-11 07:10:07,727 valid 050 [data/s: 0.00245][batch/s: 0.05717][loss: 1.829036e-01][top1: 94.362743][top5: 99.877451]
2022-09-11 07:10:10,464 valid 100 [data/s: 0.00137][batch/s: 0.05596][loss: 1.715197e-01][top1: 94.719470][top5: 99.886551]
2022-09-11 07:10:10,730 valid_acc 94.739998	best_val_acc 95.539998
2022-09-11 07:10:11,083 epoch 317 lr 1.125884e-02
2022-09-11 07:10:11,572 train 000 [data/s: 0.14591][batch/s: 0.48471][loss: 2.506345e-01][top1: 93.750000][top5: 100.000000]
2022-09-11 07:10:27,676 train 050 [data/s: 0.00317][batch/s: 0.32526][loss: 2.095530e-01][top1: 95.486109][top5: 99.938725]
2022-09-11 07:10:43,779 train 100 [data/s: 0.00175][batch/s: 0.32368][loss: 1.983649e-01][top1: 95.658001][top5: 99.958746]
2022-09-11 07:10:59,925 train 150 [data/s: 0.00127][batch/s: 0.32342][loss: 1.991473e-01][top1: 95.529799][top5: 99.958609]
2022-09-11 07:11:16,033 train 200 [data/s: 0.00104][batch/s: 0.32311][loss: 2.005506e-01][top1: 95.527568][top5: 99.963723]
2022-09-11 07:11:32,142 train 250 [data/s: 0.00089][batch/s: 0.32292][loss: 2.008770e-01][top1: 95.517925][top5: 99.962649]
2022-09-11 07:11:48,261 train 300 [data/s: 0.00079][batch/s: 0.32283][loss: 1.998044e-01][top1: 95.535712][top5: 99.961932]
2022-09-11 07:12:04,471 train 350 [data/s: 0.00072][batch/s: 0.32303][loss: 1.984658e-01][top1: 95.542495][top5: 99.958452]
2022-09-11 07:12:20,731 train 400 [data/s: 0.00067][batch/s: 0.32330][loss: 1.981908e-01][top1: 95.568368][top5: 99.961035]
2022-09-11 07:12:36,840 train 450 [data/s: 0.00063][batch/s: 0.32318][loss: 2.017681e-01][top1: 95.454543][top5: 99.960735]
2022-09-11 07:12:53,017 train 500 [data/s: 0.00060][batch/s: 0.32321][loss: 2.023236e-01][top1: 95.459079][top5: 99.962575]
2022-09-11 07:12:59,488 train_acc 95.439997
2022-09-11 07:12:59,661 valid 000 [data/s: 0.11209][batch/s: 0.16706][loss: 1.688505e-01][top1: 96.875000][top5: 100.000000]
2022-09-11 07:13:02,409 valid 050 [data/s: 0.00249][batch/s: 0.05716][loss: 1.744566e-01][top1: 95.261435][top5: 99.795751]
2022-09-11 07:13:05,147 valid 100 [data/s: 0.00140][batch/s: 0.05596][loss: 1.644143e-01][top1: 95.162951][top5: 99.865924]
2022-09-11 07:13:05,405 valid_acc 95.169998	best_val_acc 95.539998
2022-09-11 07:13:05,727 epoch 318 lr 1.119373e-02
2022-09-11 07:13:06,207 train 000 [data/s: 0.14924][batch/s: 0.47572][loss: 1.738490e-01][top1: 96.875000][top5: 100.000000]
2022-09-11 07:13:22,344 train 050 [data/s: 0.00324][batch/s: 0.32575][loss: 1.849400e-01][top1: 95.955880][top5: 99.959150]
2022-09-11 07:13:38,450 train 100 [data/s: 0.00179][batch/s: 0.32395][loss: 1.831918e-01][top1: 96.101482][top5: 99.958746]
2022-09-11 07:13:54,570 train 150 [data/s: 0.00131][batch/s: 0.32343][loss: 1.900982e-01][top1: 95.888518][top5: 99.937914]
2022-09-11 07:14:10,696 train 200 [data/s: 0.00107][batch/s: 0.32321][loss: 1.971039e-01][top1: 95.703770][top5: 99.937811]
2022-09-11 07:14:26,907 train 250 [data/s: 0.00092][batch/s: 0.32341][loss: 1.998106e-01][top1: 95.592627][top5: 99.946049]
2022-09-11 07:14:43,059 train 300 [data/s: 0.00082][batch/s: 0.32335][loss: 2.044623e-01][top1: 95.404205][top5: 99.941168]
2022-09-11 07:14:59,165 train 350 [data/s: 0.00075][batch/s: 0.32317][loss: 2.038254e-01][top1: 95.420819][top5: 99.943613]
2022-09-11 07:15:15,285 train 400 [data/s: 0.00070][batch/s: 0.32308][loss: 2.039778e-01][top1: 95.394324][top5: 99.945449]
2022-09-11 07:15:31,390 train 450 [data/s: 0.00065][batch/s: 0.32297][loss: 2.047519e-01][top1: 95.352917][top5: 99.937638]
2022-09-11 07:15:47,493 train 500 [data/s: 0.00062][batch/s: 0.32288][loss: 2.064641e-01][top1: 95.307299][top5: 99.941783]
2022-09-11 07:15:53,960 train_acc 95.281997
2022-09-11 07:15:54,143 valid 000 [data/s: 0.12226][batch/s: 0.17705][loss: 1.842347e-01][top1: 95.833328][top5: 100.000000]
2022-09-11 07:15:56,880 valid 050 [data/s: 0.00268][batch/s: 0.05714][loss: 1.819927e-01][top1: 95.200161][top5: 99.775326]
2022-09-11 07:15:59,616 valid 100 [data/s: 0.00149][batch/s: 0.05594][loss: 1.610607e-01][top1: 95.348595][top5: 99.865924]
2022-09-11 07:15:59,861 valid_acc 95.349998	best_val_acc 95.539998
2022-09-11 07:16:00,202 epoch 319 lr 1.112866e-02
2022-09-11 07:16:00,700 train 000 [data/s: 0.16432][batch/s: 0.49420][loss: 2.637320e-01][top1: 93.750000][top5: 100.000000]
2022-09-11 07:16:16,803 train 050 [data/s: 0.00352][batch/s: 0.32544][loss: 2.003834e-01][top1: 95.179736][top5: 99.959150]
2022-09-11 07:16:32,913 train 100 [data/s: 0.00193][batch/s: 0.32384][loss: 2.050081e-01][top1: 95.286714][top5: 99.927805]
2022-09-11 07:16:49,018 train 150 [data/s: 0.00140][batch/s: 0.32326][loss: 2.042705e-01][top1: 95.260759][top5: 99.931015]
2022-09-11 07:17:05,123 train 200 [data/s: 0.00113][batch/s: 0.32297][loss: 2.009074e-01][top1: 95.377278][top5: 99.942993]
2022-09-11 07:17:21,254 train 250 [data/s: 0.00097][batch/s: 0.32290][loss: 1.991484e-01][top1: 95.401724][top5: 99.950199]
2022-09-11 07:17:37,376 train 300 [data/s: 0.00086][batch/s: 0.32282][loss: 2.013715e-01][top1: 95.345374][top5: 99.944629]
2022-09-11 07:17:53,530 train 350 [data/s: 0.00078][batch/s: 0.32286][loss: 2.069266e-01][top1: 95.198241][top5: 99.943613]
2022-09-11 07:18:09,665 train 400 [data/s: 0.00073][batch/s: 0.32284][loss: 2.037394e-01][top1: 95.290417][top5: 99.942851]
2022-09-11 07:18:25,766 train 450 [data/s: 0.00068][batch/s: 0.32275][loss: 2.035524e-01][top1: 95.309033][top5: 99.939948]
2022-09-11 07:18:41,901 train 500 [data/s: 0.00065][batch/s: 0.32274][loss: 2.021533e-01][top1: 95.365517][top5: 99.941783]
2022-09-11 07:18:48,370 train_acc 95.337998
2022-09-11 07:18:48,559 valid 000 [data/s: 0.12771][batch/s: 0.18247][loss: 2.940115e-01][top1: 93.750000][top5: 100.000000]
2022-09-11 07:18:51,310 valid 050 [data/s: 0.00281][batch/s: 0.05753][loss: 1.767972e-01][top1: 94.955063][top5: 99.795751]
2022-09-11 07:18:54,048 valid 100 [data/s: 0.00157][batch/s: 0.05616][loss: 1.725292e-01][top1: 95.162951][top5: 99.865924]
2022-09-11 07:18:54,320 valid_acc 95.129997	best_val_acc 95.539998
2022-09-11 07:18:54,636 epoch 320 lr 1.106363e-02
2022-09-11 07:18:55,130 train 000 [data/s: 0.15299][batch/s: 0.49009][loss: 1.222987e-01][top1: 96.875000][top5: 100.000000]
2022-09-11 07:19:11,245 train 050 [data/s: 0.00332][batch/s: 0.32559][loss: 2.027312e-01][top1: 95.343135][top5: 99.918300]
2022-09-11 07:19:27,410 train 100 [data/s: 0.00184][batch/s: 0.32446][loss: 1.898956e-01][top1: 95.823017][top5: 99.907178]
2022-09-11 07:19:43,532 train 150 [data/s: 0.00134][batch/s: 0.32379][loss: 1.904823e-01][top1: 95.757448][top5: 99.924117]
2022-09-11 07:19:59,838 train 200 [data/s: 0.00109][batch/s: 0.32437][loss: 1.895902e-01][top1: 95.828148][top5: 99.906716]
2022-09-11 07:20:15,959 train 250 [data/s: 0.00094][batch/s: 0.32398][loss: 1.903409e-01][top1: 95.795980][top5: 99.908698]
2022-09-11 07:20:32,153 train 300 [data/s: 0.00084][batch/s: 0.32396][loss: 1.902541e-01][top1: 95.809106][top5: 99.913482]
2022-09-11 07:20:48,287 train 350 [data/s: 0.00077][batch/s: 0.32378][loss: 1.939338e-01][top1: 95.673074][top5: 99.916904]
2022-09-11 07:21:04,404 train 400 [data/s: 0.00072][batch/s: 0.32360][loss: 1.960392e-01][top1: 95.612529][top5: 99.909081]
2022-09-11 07:21:20,537 train 450 [data/s: 0.00067][batch/s: 0.32350][loss: 1.979541e-01][top1: 95.553859][top5: 99.905303]
2022-09-11 07:21:36,662 train 500 [data/s: 0.00063][batch/s: 0.32340][loss: 1.975105e-01][top1: 95.556801][top5: 99.906437]
2022-09-11 07:21:43,141 train_acc 95.549997
2022-09-11 07:21:43,324 valid 000 [data/s: 0.12388][batch/s: 0.17869][loss: 1.995832e-01][top1: 92.708328][top5: 100.000000]
2022-09-11 07:21:46,061 valid 050 [data/s: 0.00271][batch/s: 0.05717][loss: 1.928508e-01][top1: 94.505716][top5: 99.714051]
2022-09-11 07:21:48,797 valid 100 [data/s: 0.00150][batch/s: 0.05596][loss: 1.805784e-01][top1: 94.740096][top5: 99.824669]
2022-09-11 07:21:49,041 valid_acc 94.729997	best_val_acc 95.539998
2022-09-11 07:21:49,396 epoch 321 lr 1.099863e-02
2022-09-11 07:21:49,976 train 000 [data/s: 0.17281][batch/s: 0.57325][loss: 1.266587e-01][top1: 98.958328][top5: 100.000000]
2022-09-11 07:22:06,176 train 050 [data/s: 0.00371][batch/s: 0.32889][loss: 1.974665e-01][top1: 95.547383][top5: 99.897875]
2022-09-11 07:22:22,300 train 100 [data/s: 0.00202][batch/s: 0.32572][loss: 1.932274e-01][top1: 95.389849][top5: 99.907178]
2022-09-11 07:22:38,415 train 150 [data/s: 0.00146][batch/s: 0.32459][loss: 1.956272e-01][top1: 95.357337][top5: 99.931015]
2022-09-11 07:22:54,628 train 200 [data/s: 0.00118][batch/s: 0.32450][loss: 2.000525e-01][top1: 95.309906][top5: 99.948176]
2022-09-11 07:23:10,764 train 250 [data/s: 0.00101][batch/s: 0.32415][loss: 1.976286e-01][top1: 95.393424][top5: 99.941899]
2022-09-11 07:23:26,909 train 300 [data/s: 0.00089][batch/s: 0.32394][loss: 2.016611e-01][top1: 95.296925][top5: 99.930786]
2022-09-11 07:23:43,029 train 350 [data/s: 0.00081][batch/s: 0.32372][loss: 2.019107e-01][top1: 95.281337][top5: 99.934710]
2022-09-11 07:23:59,147 train 400 [data/s: 0.00075][batch/s: 0.32355][loss: 2.003318e-01][top1: 95.350164][top5: 99.940253]
2022-09-11 07:24:15,255 train 450 [data/s: 0.00070][batch/s: 0.32340][loss: 1.998959e-01][top1: 95.366775][top5: 99.939948]
2022-09-11 07:24:31,390 train 500 [data/s: 0.00066][batch/s: 0.32333][loss: 2.001923e-01][top1: 95.355121][top5: 99.943862]
2022-09-11 07:24:37,845 train_acc 95.387998
2022-09-11 07:24:38,018 valid 000 [data/s: 0.11332][batch/s: 0.16811][loss: 3.179296e-01][top1: 92.708328][top5: 100.000000]
2022-09-11 07:24:40,754 valid 050 [data/s: 0.00250][batch/s: 0.05696][loss: 1.702043e-01][top1: 95.241010][top5: 99.836601]
2022-09-11 07:24:43,491 valid 100 [data/s: 0.00140][batch/s: 0.05585][loss: 1.646517e-01][top1: 95.245460][top5: 99.865924]
2022-09-11 07:24:43,737 valid_acc 95.249998	best_val_acc 95.539998
2022-09-11 07:24:44,052 epoch 322 lr 1.093368e-02
2022-09-11 07:24:44,575 train 000 [data/s: 0.19053][batch/s: 0.51843][loss: 1.324968e-01][top1: 98.958328][top5: 100.000000]
2022-09-11 07:25:00,693 train 050 [data/s: 0.00404][batch/s: 0.32622][loss: 1.928174e-01][top1: 95.465683][top5: 99.918300]
2022-09-11 07:25:16,807 train 100 [data/s: 0.00220][batch/s: 0.32426][loss: 1.903694e-01][top1: 95.482670][top5: 99.948432]
2022-09-11 07:25:32,915 train 150 [data/s: 0.00157][batch/s: 0.32357][loss: 1.870063e-01][top1: 95.529798][top5: 99.931015]
2022-09-11 07:25:49,039 train 200 [data/s: 0.00125][batch/s: 0.32330][loss: 1.882198e-01][top1: 95.491291][top5: 99.942993]
2022-09-11 07:26:05,166 train 250 [data/s: 0.00112][batch/s: 0.32314][loss: 1.930495e-01][top1: 95.389274][top5: 99.950199]
2022-09-11 07:26:21,266 train 300 [data/s: 0.00098][batch/s: 0.32295][loss: 1.963510e-01][top1: 95.321149][top5: 99.948089]
2022-09-11 07:26:37,381 train 350 [data/s: 0.00089][batch/s: 0.32286][loss: 1.962353e-01][top1: 95.370368][top5: 99.943613]
2022-09-11 07:26:53,494 train 400 [data/s: 0.00082][batch/s: 0.32278][loss: 1.992411e-01][top1: 95.274831][top5: 99.945449]
2022-09-11 07:27:09,655 train 450 [data/s: 0.00076][batch/s: 0.32283][loss: 2.011501e-01][top1: 95.239742][top5: 99.946877]
2022-09-11 07:27:25,993 train 500 [data/s: 0.00072][batch/s: 0.32322][loss: 2.008274e-01][top1: 95.255320][top5: 99.948020]
2022-09-11 07:27:32,465 train_acc 95.245997
2022-09-11 07:27:32,641 valid 000 [data/s: 0.11680][batch/s: 0.17164][loss: 2.256896e-01][top1: 95.833328][top5: 100.000000]
2022-09-11 07:27:35,378 valid 050 [data/s: 0.00257][batch/s: 0.05703][loss: 1.867203e-01][top1: 94.648690][top5: 99.836601]
2022-09-11 07:27:38,115 valid 100 [data/s: 0.00143][batch/s: 0.05590][loss: 1.724219e-01][top1: 94.956681][top5: 99.917491]
2022-09-11 07:27:38,371 valid_acc 94.919998	best_val_acc 95.539998
2022-09-11 07:27:38,716 epoch 323 lr 1.086876e-02
2022-09-11 07:27:39,254 train 000 [data/s: 0.19200][batch/s: 0.53388][loss: 1.800783e-01][top1: 94.791664][top5: 100.000000]
2022-09-11 07:27:55,365 train 050 [data/s: 0.00408][batch/s: 0.32636][loss: 1.890496e-01][top1: 95.241011][top5: 99.918300]
2022-09-11 07:28:11,469 train 100 [data/s: 0.00221][batch/s: 0.32424][loss: 1.909890e-01][top1: 95.565179][top5: 99.927805]
2022-09-11 07:28:27,612 train 150 [data/s: 0.00157][batch/s: 0.32378][loss: 1.930905e-01][top1: 95.426322][top5: 99.931015]
2022-09-11 07:28:43,741 train 200 [data/s: 0.00126][batch/s: 0.32348][loss: 1.980243e-01][top1: 95.320271][top5: 99.927446]
2022-09-11 07:28:59,864 train 250 [data/s: 0.00107][batch/s: 0.32328][loss: 2.003789e-01][top1: 95.310423][top5: 99.929449]
2022-09-11 07:29:16,137 train 300 [data/s: 0.00095][batch/s: 0.32364][loss: 2.021111e-01][top1: 95.258857][top5: 99.934247]
2022-09-11 07:29:32,290 train 350 [data/s: 0.00085][batch/s: 0.32356][loss: 2.035000e-01][top1: 95.275401][top5: 99.931742]
2022-09-11 07:29:48,467 train 400 [data/s: 0.00080][batch/s: 0.32356][loss: 2.046097e-01][top1: 95.280027][top5: 99.919472]
2022-09-11 07:30:04,601 train 450 [data/s: 0.00074][batch/s: 0.32346][loss: 2.056785e-01][top1: 95.248981][top5: 99.919161]
2022-09-11 07:30:20,705 train 500 [data/s: 0.00070][batch/s: 0.32332][loss: 2.069282e-01][top1: 95.199182][top5: 99.925149]
2022-09-11 07:30:27,174 train_acc 95.197998
2022-09-11 07:30:27,351 valid 000 [data/s: 0.11724][batch/s: 0.17206][loss: 2.038408e-01][top1: 92.708328][top5: 100.000000]
2022-09-11 07:30:30,089 valid 050 [data/s: 0.00259][batch/s: 0.05705][loss: 1.720046e-01][top1: 95.200161][top5: 99.857026]
2022-09-11 07:30:32,827 valid 100 [data/s: 0.00146][batch/s: 0.05592][loss: 1.675241e-01][top1: 95.008248][top5: 99.907178]
2022-09-11 07:30:33,085 valid_acc 94.969997	best_val_acc 95.539998
2022-09-11 07:30:33,408 epoch 324 lr 1.080390e-02
2022-09-11 07:30:33,920 train 000 [data/s: 0.17364][batch/s: 0.50741][loss: 1.637120e-01][top1: 95.833328][top5: 100.000000]
2022-09-11 07:30:50,061 train 050 [data/s: 0.00373][batch/s: 0.32645][loss: 1.926235e-01][top1: 95.669932][top5: 99.959150]
2022-09-11 07:31:06,169 train 100 [data/s: 0.00205][batch/s: 0.32432][loss: 1.950400e-01][top1: 95.647687][top5: 99.938119]
2022-09-11 07:31:22,326 train 150 [data/s: 0.00148][batch/s: 0.32393][loss: 1.976023e-01][top1: 95.481510][top5: 99.958609]
2022-09-11 07:31:38,855 train 200 [data/s: 0.00120][batch/s: 0.32558][loss: 1.963227e-01][top1: 95.605304][top5: 99.948176]
2022-09-11 07:31:54,965 train 250 [data/s: 0.00102][batch/s: 0.32491][loss: 1.945222e-01][top1: 95.567727][top5: 99.954349]
2022-09-11 07:32:11,103 train 300 [data/s: 0.00091][batch/s: 0.32455][loss: 1.963975e-01][top1: 95.511487][top5: 99.948089]
2022-09-11 07:32:27,219 train 350 [data/s: 0.00083][batch/s: 0.32424][loss: 1.953094e-01][top1: 95.503915][top5: 99.949549]
2022-09-11 07:32:43,338 train 400 [data/s: 0.00077][batch/s: 0.32400][loss: 1.937697e-01][top1: 95.568368][top5: 99.948046]
2022-09-11 07:32:59,450 train 450 [data/s: 0.00072][batch/s: 0.32381][loss: 1.959175e-01][top1: 95.526143][top5: 99.944567]
2022-09-11 07:33:15,571 train 500 [data/s: 0.00068][batch/s: 0.32367][loss: 1.957856e-01][top1: 95.525613][top5: 99.945941]
2022-09-11 07:33:22,047 train_acc 95.487997
2022-09-11 07:33:22,214 valid 000 [data/s: 0.10743][batch/s: 0.16230][loss: 3.504314e-01][top1: 89.583328][top5: 100.000000]
2022-09-11 07:33:24,951 valid 050 [data/s: 0.00239][batch/s: 0.05685][loss: 1.782357e-01][top1: 94.771239][top5: 99.897875]
2022-09-11 07:33:27,688 valid 100 [data/s: 0.00134][batch/s: 0.05581][loss: 1.692249e-01][top1: 94.966994][top5: 99.938119]
2022-09-11 07:33:27,953 valid_acc 94.919997	best_val_acc 95.539998
2022-09-11 07:33:28,295 epoch 325 lr 1.073908e-02
2022-09-11 07:33:28,787 train 000 [data/s: 0.14932][batch/s: 0.48748][loss: 2.326795e-01][top1: 94.791664][top5: 98.958328]
2022-09-11 07:33:44,891 train 050 [data/s: 0.00323][batch/s: 0.32534][loss: 1.809963e-01][top1: 95.792481][top5: 99.979575]
2022-09-11 07:34:00,996 train 100 [data/s: 0.00178][batch/s: 0.32372][loss: 1.793264e-01][top1: 95.802390][top5: 99.948432]
2022-09-11 07:34:17,113 train 150 [data/s: 0.00130][batch/s: 0.32327][loss: 1.803685e-01][top1: 95.805737][top5: 99.937914]
2022-09-11 07:34:33,214 train 200 [data/s: 0.00105][batch/s: 0.32296][loss: 1.838620e-01][top1: 95.817783][top5: 99.932628]
2022-09-11 07:34:49,405 train 250 [data/s: 0.00090][batch/s: 0.32313][loss: 1.861389e-01][top1: 95.721279][top5: 99.941899]
2022-09-11 07:35:05,521 train 300 [data/s: 0.00080][batch/s: 0.32299][loss: 1.901942e-01][top1: 95.611847][top5: 99.930786]
2022-09-11 07:35:21,626 train 350 [data/s: 0.00073][batch/s: 0.32287][loss: 1.890839e-01][top1: 95.646365][top5: 99.934710]
2022-09-11 07:35:37,736 train 400 [data/s: 0.00067][batch/s: 0.32278][loss: 1.901947e-01][top1: 95.568368][top5: 99.935058]
2022-09-11 07:35:53,850 train 450 [data/s: 0.00063][batch/s: 0.32273][loss: 1.908304e-01][top1: 95.549240][top5: 99.930709]
2022-09-11 07:36:09,981 train 500 [data/s: 0.00060][batch/s: 0.32272][loss: 1.955284e-01][top1: 95.429971][top5: 99.923070]
2022-09-11 07:36:16,435 train_acc 95.421997
2022-09-11 07:36:16,609 valid 000 [data/s: 0.11528][batch/s: 0.17013][loss: 3.256447e-01][top1: 92.708328][top5: 100.000000]
2022-09-11 07:36:19,347 valid 050 [data/s: 0.00254][batch/s: 0.05701][loss: 1.782181e-01][top1: 94.771239][top5: 99.897875]
2022-09-11 07:36:22,083 valid 100 [data/s: 0.00141][batch/s: 0.05588][loss: 1.690357e-01][top1: 94.915426][top5: 99.927805]
2022-09-11 07:36:22,327 valid_acc 94.939997	best_val_acc 95.539998
2022-09-11 07:36:22,642 epoch 326 lr 1.067430e-02
2022-09-11 07:36:23,122 train 000 [data/s: 0.14520][batch/s: 0.47656][loss: 2.901204e-01][top1: 94.791664][top5: 100.000000]
2022-09-11 07:36:39,318 train 050 [data/s: 0.00315][batch/s: 0.32691][loss: 2.004274e-01][top1: 95.608658][top5: 99.959150]
2022-09-11 07:36:55,458 train 100 [data/s: 0.00174][batch/s: 0.32487][loss: 2.021846e-01][top1: 95.492984][top5: 99.979373]
2022-09-11 07:37:11,576 train 150 [data/s: 0.00128][batch/s: 0.32404][loss: 2.031597e-01][top1: 95.412525][top5: 99.972406]
2022-09-11 07:37:27,757 train 200 [data/s: 0.00103][batch/s: 0.32394][loss: 1.959269e-01][top1: 95.610487][top5: 99.963723]
2022-09-11 07:37:43,897 train 250 [data/s: 0.00088][batch/s: 0.32371][loss: 1.962915e-01][top1: 95.596777][top5: 99.950199]
2022-09-11 07:38:00,010 train 300 [data/s: 0.00078][batch/s: 0.32347][loss: 2.007603e-01][top1: 95.418049][top5: 99.934247]
2022-09-11 07:38:16,120 train 350 [data/s: 0.00071][batch/s: 0.32329][loss: 2.015704e-01][top1: 95.391142][top5: 99.943613]
2022-09-11 07:38:32,224 train 400 [data/s: 0.00066][batch/s: 0.32314][loss: 2.011718e-01][top1: 95.420301][top5: 99.942851]
2022-09-11 07:38:48,349 train 450 [data/s: 0.00062][batch/s: 0.32307][loss: 2.013509e-01][top1: 95.449924][top5: 99.935329]
2022-09-11 07:39:04,453 train 500 [data/s: 0.00059][batch/s: 0.32297][loss: 2.005881e-01][top1: 95.471555][top5: 99.933466]
2022-09-11 07:39:10,899 train_acc 95.477998
2022-09-11 07:39:11,065 valid 000 [data/s: 0.10651][batch/s: 0.16128][loss: 2.796527e-01][top1: 92.708328][top5: 100.000000]
2022-09-11 07:39:13,802 valid 050 [data/s: 0.00237][batch/s: 0.05683][loss: 1.796915e-01][top1: 94.791664][top5: 99.795751]
2022-09-11 07:39:16,538 valid 100 [data/s: 0.00133][batch/s: 0.05578][loss: 1.675157e-01][top1: 94.884486][top5: 99.886551]
2022-09-11 07:39:16,789 valid_acc 94.899997	best_val_acc 95.539998
2022-09-11 07:39:17,126 epoch 327 lr 1.060958e-02
2022-09-11 07:39:17,735 train 000 [data/s: 0.19494][batch/s: 0.60457][loss: 1.819188e-01][top1: 95.833328][top5: 100.000000]
2022-09-11 07:39:33,893 train 050 [data/s: 0.00411][batch/s: 0.32869][loss: 1.934464e-01][top1: 95.710782][top5: 99.938725]
2022-09-11 07:39:50,005 train 100 [data/s: 0.00223][batch/s: 0.32550][loss: 1.900105e-01][top1: 95.853958][top5: 99.886551]
2022-09-11 07:40:06,107 train 150 [data/s: 0.00159][batch/s: 0.32435][loss: 1.881473e-01][top1: 95.805737][top5: 99.917218]
2022-09-11 07:40:22,210 train 200 [data/s: 0.00127][batch/s: 0.32378][loss: 1.909308e-01][top1: 95.636399][top5: 99.927446]
2022-09-11 07:40:38,329 train 250 [data/s: 0.00107][batch/s: 0.32350][loss: 1.927612e-01][top1: 95.600927][top5: 99.925298]
2022-09-11 07:40:54,431 train 300 [data/s: 0.00095][batch/s: 0.32326][loss: 1.951814e-01][top1: 95.577240][top5: 99.923865]
2022-09-11 07:41:10,536 train 350 [data/s: 0.00086][batch/s: 0.32309][loss: 1.970086e-01][top1: 95.515786][top5: 99.925807]
2022-09-11 07:41:26,643 train 400 [data/s: 0.00079][batch/s: 0.32297][loss: 1.976989e-01][top1: 95.474852][top5: 99.927265]
2022-09-11 07:41:42,750 train 450 [data/s: 0.00074][batch/s: 0.32288][loss: 1.985875e-01][top1: 95.433756][top5: 99.928400]
2022-09-11 07:41:58,875 train 500 [data/s: 0.00069][batch/s: 0.32284][loss: 1.973191e-01][top1: 95.475713][top5: 99.927229]
2022-09-11 07:42:05,343 train_acc 95.435997
2022-09-11 07:42:05,516 valid 000 [data/s: 0.11382][batch/s: 0.16863][loss: 2.332797e-01][top1: 92.708328][top5: 100.000000]
2022-09-11 07:42:08,252 valid 050 [data/s: 0.00250][batch/s: 0.05697][loss: 1.691648e-01][top1: 95.036762][top5: 99.918300]
2022-09-11 07:42:10,989 valid 100 [data/s: 0.00140][batch/s: 0.05586][loss: 1.623880e-01][top1: 95.204205][top5: 99.948432]
2022-09-11 07:42:11,265 valid_acc 95.249998	best_val_acc 95.539998
2022-09-11 07:42:11,579 epoch 328 lr 1.054491e-02
2022-09-11 07:42:12,151 train 000 [data/s: 0.16429][batch/s: 0.56700][loss: 1.545991e-01][top1: 94.791664][top5: 100.000000]
2022-09-11 07:42:28,291 train 050 [data/s: 0.00353][batch/s: 0.32759][loss: 1.814675e-01][top1: 95.812906][top5: 99.959150]
2022-09-11 07:42:44,406 train 100 [data/s: 0.00193][batch/s: 0.32497][loss: 1.922946e-01][top1: 95.554866][top5: 99.948432]
2022-09-11 07:43:00,509 train 150 [data/s: 0.00140][batch/s: 0.32401][loss: 1.920455e-01][top1: 95.605682][top5: 99.931015]
2022-09-11 07:43:16,641 train 200 [data/s: 0.00113][batch/s: 0.32367][loss: 1.918518e-01][top1: 95.745230][top5: 99.927446]
2022-09-11 07:43:32,756 train 250 [data/s: 0.00096][batch/s: 0.32339][loss: 1.934955e-01][top1: 95.617527][top5: 99.925298]
2022-09-11 07:43:48,858 train 300 [data/s: 0.00086][batch/s: 0.32317][loss: 1.953708e-01][top1: 95.573779][top5: 99.923865]
2022-09-11 07:44:04,960 train 350 [data/s: 0.00078][batch/s: 0.32301][loss: 1.966491e-01][top1: 95.578108][top5: 99.925807]
2022-09-11 07:44:21,129 train 400 [data/s: 0.00072][batch/s: 0.32305][loss: 1.984532e-01][top1: 95.529403][top5: 99.929863]
2022-09-11 07:44:37,261 train 450 [data/s: 0.00068][batch/s: 0.32301][loss: 1.989955e-01][top1: 95.498427][top5: 99.933019]
2022-09-11 07:44:53,415 train 500 [data/s: 0.00064][batch/s: 0.32302][loss: 1.978154e-01][top1: 95.508980][top5: 99.931387]
2022-09-11 07:44:59,894 train_acc 95.499997
2022-09-11 07:45:00,067 valid 000 [data/s: 0.11249][batch/s: 0.16734][loss: 2.195296e-01][top1: 93.750000][top5: 100.000000]
2022-09-11 07:45:02,823 valid 050 [data/s: 0.00260][batch/s: 0.05732][loss: 1.745946e-01][top1: 95.159311][top5: 99.857026]
2022-09-11 07:45:05,561 valid 100 [data/s: 0.00146][batch/s: 0.05604][loss: 1.730564e-01][top1: 94.987621][top5: 99.886551]
2022-09-11 07:45:05,827 valid_acc 94.999998	best_val_acc 95.539998
2022-09-11 07:45:06,164 epoch 329 lr 1.048029e-02
2022-09-11 07:45:06,675 train 000 [data/s: 0.17531][batch/s: 0.50644][loss: 2.766211e-01][top1: 92.708328][top5: 100.000000]
2022-09-11 07:45:22,780 train 050 [data/s: 0.00375][batch/s: 0.32571][loss: 1.799439e-01][top1: 96.058003][top5: 99.918300]
2022-09-11 07:45:38,893 train 100 [data/s: 0.00205][batch/s: 0.32401][loss: 1.810061e-01][top1: 95.926152][top5: 99.958746]
2022-09-11 07:45:55,032 train 150 [data/s: 0.00147][batch/s: 0.32360][loss: 1.819270e-01][top1: 95.943706][top5: 99.951711]
2022-09-11 07:46:11,147 train 200 [data/s: 0.00118][batch/s: 0.32328][loss: 1.838883e-01][top1: 95.905884][top5: 99.932628]
2022-09-11 07:46:27,331 train 250 [data/s: 0.00101][batch/s: 0.32335][loss: 1.876053e-01][top1: 95.783530][top5: 99.929449]
2022-09-11 07:46:43,434 train 300 [data/s: 0.00089][batch/s: 0.32314][loss: 1.891723e-01][top1: 95.726049][top5: 99.916943]
2022-09-11 07:46:59,542 train 350 [data/s: 0.00082][batch/s: 0.32300][loss: 1.902313e-01][top1: 95.693848][top5: 99.925807]
2022-09-11 07:47:15,718 train 400 [data/s: 0.00076][batch/s: 0.32306][loss: 1.914633e-01][top1: 95.643701][top5: 99.924667]
2022-09-11 07:47:31,876 train 450 [data/s: 0.00071][batch/s: 0.32308][loss: 1.947502e-01][top1: 95.590814][top5: 99.919161]
2022-09-11 07:47:47,991 train 500 [data/s: 0.00067][batch/s: 0.32300][loss: 1.954266e-01][top1: 95.558880][top5: 99.923070]
2022-09-11 07:47:54,459 train_acc 95.553997
2022-09-11 07:47:54,680 valid 000 [data/s: 0.15028][batch/s: 0.20955][loss: 1.489260e-01][top1: 94.791664][top5: 100.000000]
2022-09-11 07:47:57,417 valid 050 [data/s: 0.00323][batch/s: 0.05778][loss: 1.780406e-01][top1: 94.546566][top5: 99.857026]
2022-09-11 07:48:00,153 valid 100 [data/s: 0.00176][batch/s: 0.05626][loss: 1.680564e-01][top1: 94.894799][top5: 99.896864]
2022-09-11 07:48:00,407 valid_acc 94.919997	best_val_acc 95.539998
2022-09-11 07:48:00,722 epoch 330 lr 1.041573e-02
2022-09-11 07:48:01,217 train 000 [data/s: 0.16233][batch/s: 0.49114][loss: 1.102616e-01][top1: 97.916664][top5: 100.000000]
2022-09-11 07:48:17,389 train 050 [data/s: 0.00349][batch/s: 0.32674][loss: 2.083210e-01][top1: 95.465683][top5: 99.897875]
2022-09-11 07:48:33,736 train 100 [data/s: 0.00191][batch/s: 0.32683][loss: 1.852501e-01][top1: 95.957093][top5: 99.938119]
2022-09-11 07:48:49,861 train 150 [data/s: 0.00139][batch/s: 0.32540][loss: 1.827040e-01][top1: 96.019589][top5: 99.917218]
2022-09-11 07:49:05,982 train 200 [data/s: 0.00112][batch/s: 0.32466][loss: 1.817587e-01][top1: 96.045810][top5: 99.917081]
2022-09-11 07:49:22,093 train 250 [data/s: 0.00096][batch/s: 0.32417][loss: 1.852110e-01][top1: 95.957833][top5: 99.921148]
2022-09-11 07:49:38,238 train 300 [data/s: 0.00085][batch/s: 0.32396][loss: 1.890810e-01][top1: 95.861016][top5: 99.920404]
2022-09-11 07:49:54,356 train 350 [data/s: 0.00077][batch/s: 0.32373][loss: 1.922114e-01][top1: 95.717590][top5: 99.916904]
2022-09-11 07:50:10,488 train 400 [data/s: 0.00071][batch/s: 0.32360][loss: 1.920879e-01][top1: 95.721631][top5: 99.916874]
2022-09-11 07:50:26,597 train 450 [data/s: 0.00067][batch/s: 0.32344][loss: 1.911919e-01][top1: 95.736324][top5: 99.921470]
2022-09-11 07:50:42,701 train 500 [data/s: 0.00063][batch/s: 0.32330][loss: 1.900527e-01][top1: 95.746005][top5: 99.925149]
2022-09-11 07:50:49,191 train_acc 95.745997
2022-09-11 07:50:49,361 valid 000 [data/s: 0.10968][batch/s: 0.16469][loss: 2.010937e-01][top1: 94.791664][top5: 100.000000]
2022-09-11 07:50:52,099 valid 050 [data/s: 0.00244][batch/s: 0.05691][loss: 1.747317e-01][top1: 95.200161][top5: 99.816176]
2022-09-11 07:50:54,836 valid 100 [data/s: 0.00137][batch/s: 0.05583][loss: 1.748689e-01][top1: 95.039189][top5: 99.865924]
2022-09-11 07:50:55,078 valid_acc 95.019998	best_val_acc 95.539998
2022-09-11 07:50:55,419 epoch 331 lr 1.035123e-02
2022-09-11 07:50:55,912 train 000 [data/s: 0.15518][batch/s: 0.48862][loss: 2.108881e-01][top1: 95.833328][top5: 100.000000]
2022-09-11 07:51:12,020 train 050 [data/s: 0.00335][batch/s: 0.32543][loss: 1.994087e-01][top1: 95.669932][top5: 99.918300]
2022-09-11 07:51:28,132 train 100 [data/s: 0.00183][batch/s: 0.32384][loss: 1.885174e-01][top1: 95.761136][top5: 99.927805]
2022-09-11 07:51:44,241 train 150 [data/s: 0.00132][batch/s: 0.32329][loss: 1.937245e-01][top1: 95.564291][top5: 99.917218]
2022-09-11 07:52:00,344 train 200 [data/s: 0.00107][batch/s: 0.32299][loss: 1.937937e-01][top1: 95.667493][top5: 99.917081]
2022-09-11 07:52:16,477 train 250 [data/s: 0.00092][batch/s: 0.32292][loss: 1.938802e-01][top1: 95.683928][top5: 99.916998]
2022-09-11 07:52:32,592 train 300 [data/s: 0.00082][batch/s: 0.32282][loss: 1.964981e-01][top1: 95.618768][top5: 99.906561]
2022-09-11 07:52:48,709 train 350 [data/s: 0.00074][batch/s: 0.32275][loss: 1.987002e-01][top1: 95.545463][top5: 99.908001]
2022-09-11 07:53:04,814 train 400 [data/s: 0.00069][batch/s: 0.32267][loss: 1.987245e-01][top1: 95.532001][top5: 99.914276]
2022-09-11 07:53:20,918 train 450 [data/s: 0.00064][batch/s: 0.32260][loss: 1.990021e-01][top1: 95.507666][top5: 99.916851]
2022-09-11 07:53:37,060 train 500 [data/s: 0.00061][batch/s: 0.32263][loss: 2.000422e-01][top1: 95.508980][top5: 99.916833]
2022-09-11 07:53:43,527 train_acc 95.501997
2022-09-11 07:53:43,696 valid 000 [data/s: 0.10976][batch/s: 0.16456][loss: 1.381681e-01][top1: 93.750000][top5: 100.000000]
2022-09-11 07:53:46,434 valid 050 [data/s: 0.00244][batch/s: 0.05691][loss: 1.775363e-01][top1: 94.873364][top5: 99.754901]
2022-09-11 07:53:49,171 valid 100 [data/s: 0.00138][batch/s: 0.05583][loss: 1.701140e-01][top1: 94.874172][top5: 99.865924]
2022-09-11 07:53:49,418 valid_acc 94.899997	best_val_acc 95.539998
2022-09-11 07:53:49,732 epoch 332 lr 1.028678e-02
2022-09-11 07:53:50,235 train 000 [data/s: 0.17035][batch/s: 0.49843][loss: 2.284048e-01][top1: 95.833328][top5: 100.000000]
2022-09-11 07:54:06,342 train 050 [data/s: 0.00364][batch/s: 0.32559][loss: 1.857739e-01][top1: 95.547383][top5: 99.938725]
2022-09-11 07:54:22,450 train 100 [data/s: 0.00199][batch/s: 0.32390][loss: 1.949007e-01][top1: 95.369222][top5: 99.896864]
2022-09-11 07:54:38,558 train 150 [data/s: 0.00143][batch/s: 0.32332][loss: 1.897254e-01][top1: 95.543596][top5: 99.910320]
2022-09-11 07:54:54,687 train 200 [data/s: 0.00115][batch/s: 0.32314][loss: 1.918727e-01][top1: 95.527568][top5: 99.906716]
2022-09-11 07:55:10,787 train 250 [data/s: 0.00098][batch/s: 0.32291][loss: 1.964668e-01][top1: 95.455675][top5: 99.921148]
2022-09-11 07:55:26,892 train 300 [data/s: 0.00086][batch/s: 0.32277][loss: 1.989531e-01][top1: 95.404206][top5: 99.930786]
2022-09-11 07:55:42,998 train 350 [data/s: 0.00078][batch/s: 0.32268][loss: 1.960007e-01][top1: 95.468302][top5: 99.937678]
2022-09-11 07:55:59,102 train 400 [data/s: 0.00072][batch/s: 0.32261][loss: 1.963845e-01][top1: 95.467059][top5: 99.942851]
2022-09-11 07:56:15,304 train 450 [data/s: 0.00068][batch/s: 0.32276][loss: 1.959802e-01][top1: 95.468401][top5: 99.942258]
2022-09-11 07:56:31,414 train 500 [data/s: 0.00064][batch/s: 0.32271][loss: 1.960827e-01][top1: 95.471554][top5: 99.935545]
2022-09-11 07:56:37,870 train_acc 95.463998
2022-09-11 07:56:38,073 valid 000 [data/s: 0.14437][batch/s: 0.19933][loss: 1.319315e-01][top1: 94.791664][top5: 100.000000]
2022-09-11 07:56:40,811 valid 050 [data/s: 0.00312][batch/s: 0.05760][loss: 1.653092e-01][top1: 95.404409][top5: 99.857026]
2022-09-11 07:56:43,548 valid 100 [data/s: 0.00172][batch/s: 0.05618][loss: 1.601699e-01][top1: 95.379535][top5: 99.907178]
2022-09-11 07:56:43,798 valid_acc 95.439997	best_val_acc 95.539998
2022-09-11 07:56:44,140 epoch 333 lr 1.022240e-02
2022-09-11 07:56:44,659 train 000 [data/s: 0.17800][batch/s: 0.51476][loss: 8.876333e-02][top1: 96.875000][top5: 100.000000]
2022-09-11 07:57:00,891 train 050 [data/s: 0.00379][batch/s: 0.32836][loss: 1.987666e-01][top1: 95.567808][top5: 99.918300]
2022-09-11 07:57:17,002 train 100 [data/s: 0.00207][batch/s: 0.32532][loss: 1.826572e-01][top1: 96.018974][top5: 99.938119]
2022-09-11 07:57:33,106 train 150 [data/s: 0.00150][batch/s: 0.32425][loss: 1.801022e-01][top1: 96.136863][top5: 99.937914]
2022-09-11 07:57:49,224 train 200 [data/s: 0.00121][batch/s: 0.32378][loss: 1.869260e-01][top1: 95.869608][top5: 99.922263]
2022-09-11 07:58:05,361 train 250 [data/s: 0.00103][batch/s: 0.32357][loss: 1.879147e-01][top1: 95.854081][top5: 99.937749]
2022-09-11 07:58:21,469 train 300 [data/s: 0.00092][batch/s: 0.32334][loss: 1.916690e-01][top1: 95.743353][top5: 99.934247]
2022-09-11 07:58:37,577 train 350 [data/s: 0.00084][batch/s: 0.32317][loss: 1.907551e-01][top1: 95.720558][top5: 99.940646]
2022-09-11 07:58:53,696 train 400 [data/s: 0.00077][batch/s: 0.32307][loss: 1.926032e-01][top1: 95.664482][top5: 99.929863]
2022-09-11 07:59:09,799 train 450 [data/s: 0.00072][batch/s: 0.32296][loss: 1.934256e-01][top1: 95.650866][top5: 99.930709]
2022-09-11 07:59:25,933 train 500 [data/s: 0.00068][batch/s: 0.32293][loss: 1.925200e-01][top1: 95.639968][top5: 99.937624]
2022-09-11 07:59:32,384 train_acc 95.665997
2022-09-11 07:59:32,558 valid 000 [data/s: 0.11503][batch/s: 0.16984][loss: 2.052255e-01][top1: 92.708328][top5: 100.000000]
2022-09-11 07:59:35,295 valid 050 [data/s: 0.00253][batch/s: 0.05700][loss: 1.669017e-01][top1: 95.261436][top5: 99.693626]
2022-09-11 07:59:38,033 valid 100 [data/s: 0.00143][batch/s: 0.05589][loss: 1.577777e-01][top1: 95.348595][top5: 99.814356]
2022-09-11 07:59:38,303 valid_acc 95.349998	best_val_acc 95.539998
2022-09-11 07:59:38,626 epoch 334 lr 1.015807e-02
2022-09-11 07:59:39,158 train 000 [data/s: 0.18844][batch/s: 0.52703][loss: 1.752410e-01][top1: 95.833328][top5: 100.000000]
2022-09-11 07:59:55,272 train 050 [data/s: 0.00399][batch/s: 0.32631][loss: 1.828622e-01][top1: 95.976305][top5: 99.877450]
2022-09-11 08:00:11,382 train 100 [data/s: 0.00217][batch/s: 0.32427][loss: 1.688950e-01][top1: 96.287126][top5: 99.938119]
2022-09-11 08:00:27,558 train 150 [data/s: 0.00156][batch/s: 0.32402][loss: 1.750215e-01][top1: 96.143761][top5: 99.958609]
2022-09-11 08:00:43,705 train 200 [data/s: 0.00125][batch/s: 0.32375][loss: 1.729663e-01][top1: 96.154641][top5: 99.958540]
2022-09-11 08:00:59,818 train 250 [data/s: 0.00106][batch/s: 0.32345][loss: 1.762428e-01][top1: 96.094785][top5: 99.954349]
2022-09-11 08:01:15,934 train 300 [data/s: 0.00094][batch/s: 0.32326][loss: 1.796948e-01][top1: 95.982140][top5: 99.955011]
2022-09-11 08:01:32,053 train 350 [data/s: 0.00087][batch/s: 0.32314][loss: 1.813901e-01][top1: 95.957975][top5: 99.949549]
2022-09-11 08:01:48,186 train 400 [data/s: 0.00080][batch/s: 0.32308][loss: 1.850449e-01][top1: 95.864503][top5: 99.950644]
2022-09-11 08:02:04,317 train 450 [data/s: 0.00074][batch/s: 0.32303][loss: 1.852667e-01][top1: 95.851808][top5: 99.949187]
2022-09-11 08:02:20,503 train 500 [data/s: 0.00070][batch/s: 0.32310][loss: 1.855824e-01][top1: 95.831252][top5: 99.950100]
2022-09-11 08:02:26,972 train_acc 95.789997
2022-09-11 08:02:27,179 valid 000 [data/s: 0.11671][batch/s: 0.20135][loss: 1.956019e-01][top1: 93.750000][top5: 100.000000]
2022-09-11 08:02:29,919 valid 050 [data/s: 0.00259][batch/s: 0.05768][loss: 1.874210e-01][top1: 94.893788][top5: 99.816176]
2022-09-11 08:02:32,656 valid 100 [data/s: 0.00145][batch/s: 0.05622][loss: 1.777156e-01][top1: 94.853545][top5: 99.896864]
2022-09-11 08:02:32,924 valid_acc 94.839997	best_val_acc 95.539998
2022-09-11 08:02:33,280 epoch 335 lr 1.009382e-02
2022-09-11 08:02:33,787 train 000 [data/s: 0.16662][batch/s: 0.50316][loss: 2.501326e-01][top1: 92.708328][top5: 100.000000]
2022-09-11 08:02:49,918 train 050 [data/s: 0.00357][batch/s: 0.32615][loss: 1.730968e-01][top1: 96.323527][top5: 99.938725]
2022-09-11 08:03:06,030 train 100 [data/s: 0.00196][batch/s: 0.32421][loss: 1.744031e-01][top1: 96.369634][top5: 99.958746]
2022-09-11 08:03:22,183 train 150 [data/s: 0.00149][batch/s: 0.32384][loss: 1.743846e-01][top1: 96.274832][top5: 99.972406]
2022-09-11 08:03:38,313 train 200 [data/s: 0.00119][batch/s: 0.32353][loss: 1.773910e-01][top1: 96.102817][top5: 99.979270]
2022-09-11 08:03:54,570 train 250 [data/s: 0.00102][batch/s: 0.32385][loss: 1.828923e-01][top1: 95.916332][top5: 99.970949]
2022-09-11 08:04:10,691 train 300 [data/s: 0.00090][batch/s: 0.32361][loss: 1.866423e-01][top1: 95.788342][top5: 99.961932]
2022-09-11 08:04:26,798 train 350 [data/s: 0.00082][batch/s: 0.32340][loss: 1.878715e-01][top1: 95.732429][top5: 99.958452]
2022-09-11 08:04:42,944 train 400 [data/s: 0.00076][batch/s: 0.32334][loss: 1.894125e-01][top1: 95.661884][top5: 99.961035]
2022-09-11 08:04:59,124 train 450 [data/s: 0.00071][batch/s: 0.32337][loss: 1.913537e-01][top1: 95.657795][top5: 99.956116]
2022-09-11 08:05:15,232 train 500 [data/s: 0.00067][batch/s: 0.32325][loss: 1.932695e-01][top1: 95.625413][top5: 99.948020]
2022-09-11 08:05:21,701 train_acc 95.623997
2022-09-11 08:05:21,869 valid 000 [data/s: 0.10687][batch/s: 0.16166][loss: 1.694631e-01][top1: 91.666664][top5: 100.000000]
2022-09-11 08:05:24,606 valid 050 [data/s: 0.00238][batch/s: 0.05683][loss: 2.082761e-01][top1: 94.281043][top5: 99.795751]
2022-09-11 08:05:27,343 valid 100 [data/s: 0.00135][batch/s: 0.05580][loss: 2.163275e-01][top1: 94.172852][top5: 99.783415]
2022-09-11 08:05:27,586 valid_acc 94.229998	best_val_acc 95.539998
2022-09-11 08:05:27,901 epoch 336 lr 1.002962e-02
2022-09-11 08:05:28,381 train 000 [data/s: 0.14476][batch/s: 0.47606][loss: 1.771089e-01][top1: 95.833328][top5: 100.000000]
2022-09-11 08:05:44,519 train 050 [data/s: 0.00314][batch/s: 0.32577][loss: 1.716038e-01][top1: 96.058004][top5: 99.877451]
2022-09-11 08:06:00,621 train 100 [data/s: 0.00173][batch/s: 0.32392][loss: 1.718930e-01][top1: 96.153050][top5: 99.907178]
2022-09-11 08:06:16,724 train 150 [data/s: 0.00126][batch/s: 0.32330][loss: 1.745919e-01][top1: 96.012691][top5: 99.924117]
2022-09-11 08:06:32,820 train 200 [data/s: 0.00102][batch/s: 0.32296][loss: 1.748841e-01][top1: 96.004351][top5: 99.906716]
2022-09-11 08:06:48,951 train 250 [data/s: 0.00087][batch/s: 0.32289][loss: 1.722076e-01][top1: 96.028384][top5: 99.921148]
2022-09-11 08:07:05,083 train 300 [data/s: 0.00078][batch/s: 0.32285][loss: 1.740691e-01][top1: 95.971758][top5: 99.927325]
2022-09-11 08:07:21,189 train 350 [data/s: 0.00071][batch/s: 0.32274][loss: 1.771993e-01][top1: 95.916427][top5: 99.919871]
2022-09-11 08:07:37,308 train 400 [data/s: 0.00066][batch/s: 0.32270][loss: 1.795405e-01][top1: 95.898273][top5: 99.924667]
2022-09-11 08:07:53,428 train 450 [data/s: 0.00063][batch/s: 0.32267][loss: 1.806267e-01][top1: 95.879524][top5: 99.923780]
2022-09-11 08:08:09,624 train 500 [data/s: 0.00060][batch/s: 0.32279][loss: 1.834511e-01][top1: 95.816697][top5: 99.931387]
2022-09-11 08:08:16,123 train_acc 95.815997
2022-09-11 08:08:16,297 valid 000 [data/s: 0.11519][batch/s: 0.16996][loss: 8.477369e-02][top1: 95.833328][top5: 100.000000]
2022-09-11 08:08:19,034 valid 050 [data/s: 0.00254][batch/s: 0.05700][loss: 1.713136e-01][top1: 95.098037][top5: 99.775326]
2022-09-11 08:08:21,771 valid 100 [data/s: 0.00143][batch/s: 0.05588][loss: 1.641633e-01][top1: 95.204206][top5: 99.865924]
2022-09-11 08:08:22,015 valid_acc 95.169998	best_val_acc 95.539998
2022-09-11 08:08:22,359 epoch 337 lr 9.965499e-03
2022-09-11 08:08:22,864 train 000 [data/s: 0.15937][batch/s: 0.50039][loss: 2.595452e-01][top1: 93.750000][top5: 100.000000]
2022-09-11 08:08:38,982 train 050 [data/s: 0.00345][batch/s: 0.32585][loss: 1.943094e-01][top1: 95.363560][top5: 99.959150]
2022-09-11 08:08:55,158 train 100 [data/s: 0.00190][batch/s: 0.32469][loss: 1.861336e-01][top1: 95.750823][top5: 99.958746]
2022-09-11 08:09:11,265 train 150 [data/s: 0.00137][batch/s: 0.32385][loss: 1.876534e-01][top1: 95.591885][top5: 99.958609]
2022-09-11 08:09:27,371 train 200 [data/s: 0.00111][batch/s: 0.32342][loss: 1.890746e-01][top1: 95.563845][top5: 99.963723]
2022-09-11 08:09:43,496 train 250 [data/s: 0.00095][batch/s: 0.32323][loss: 1.872296e-01][top1: 95.638278][top5: 99.937749]
2022-09-11 08:09:59,600 train 300 [data/s: 0.00084][batch/s: 0.32304][loss: 1.892072e-01][top1: 95.625690][top5: 99.937707]
2022-09-11 08:10:15,725 train 350 [data/s: 0.00077][batch/s: 0.32297][loss: 1.892062e-01][top1: 95.643397][top5: 99.931742]
2022-09-11 08:10:31,842 train 400 [data/s: 0.00071][batch/s: 0.32289][loss: 1.886751e-01][top1: 95.648896][top5: 99.932460]
2022-09-11 08:10:47,948 train 450 [data/s: 0.00066][batch/s: 0.32280][loss: 1.883446e-01][top1: 95.667034][top5: 99.930709]
2022-09-11 08:11:04,151 train 500 [data/s: 0.00063][batch/s: 0.32293][loss: 1.891300e-01][top1: 95.662838][top5: 99.937624]
2022-09-11 08:11:10,605 train_acc 95.649998
2022-09-11 08:11:10,783 valid 000 [data/s: 0.11887][batch/s: 0.17370][loss: 1.278405e-01][top1: 95.833328][top5: 100.000000]
2022-09-11 08:11:13,520 valid 050 [data/s: 0.00262][batch/s: 0.05708][loss: 1.672057e-01][top1: 95.077612][top5: 99.836601]
2022-09-11 08:11:16,256 valid 100 [data/s: 0.00145][batch/s: 0.05591][loss: 1.589023e-01][top1: 95.204206][top5: 99.907178]
2022-09-11 08:11:16,504 valid_acc 95.149998	best_val_acc 95.539998
2022-09-11 08:11:16,818 epoch 338 lr 9.901444e-03
2022-09-11 08:11:17,318 train 000 [data/s: 0.16540][batch/s: 0.49549][loss: 2.325435e-01][top1: 94.791664][top5: 100.000000]
2022-09-11 08:11:33,434 train 050 [data/s: 0.00355][batch/s: 0.32573][loss: 1.646311e-01][top1: 96.711599][top5: 99.918300]
2022-09-11 08:11:49,560 train 100 [data/s: 0.00194][batch/s: 0.32413][loss: 1.661119e-01][top1: 96.514024][top5: 99.938119]
2022-09-11 08:12:05,688 train 150 [data/s: 0.00140][batch/s: 0.32361][loss: 1.699650e-01][top1: 96.357613][top5: 99.944812]
2022-09-11 08:12:21,875 train 200 [data/s: 0.00113][batch/s: 0.32364][loss: 1.710465e-01][top1: 96.336026][top5: 99.948176]
2022-09-11 08:12:37,995 train 250 [data/s: 0.00097][batch/s: 0.32340][loss: 1.760284e-01][top1: 96.194387][top5: 99.937749]
2022-09-11 08:12:54,120 train 300 [data/s: 0.00086][batch/s: 0.32325][loss: 1.747150e-01][top1: 96.151714][top5: 99.944629]
2022-09-11 08:13:10,305 train 350 [data/s: 0.00078][batch/s: 0.32331][loss: 1.749584e-01][top1: 96.100425][top5: 99.952516]
2022-09-11 08:13:26,513 train 400 [data/s: 0.00073][batch/s: 0.32342][loss: 1.763742e-01][top1: 96.080110][top5: 99.955839]
2022-09-11 08:13:42,766 train 450 [data/s: 0.00069][batch/s: 0.32360][loss: 1.807120e-01][top1: 95.969602][top5: 99.953806]
2022-09-11 08:13:58,876 train 500 [data/s: 0.00065][batch/s: 0.32346][loss: 1.828645e-01][top1: 95.866598][top5: 99.954258]
2022-09-11 08:14:05,325 train_acc 95.843997
2022-09-11 08:14:05,499 valid 000 [data/s: 0.11457][batch/s: 0.16941][loss: 1.690448e-01][top1: 95.833328][top5: 100.000000]
2022-09-11 08:14:08,237 valid 050 [data/s: 0.00253][batch/s: 0.05700][loss: 1.667952e-01][top1: 95.343135][top5: 99.795751]
2022-09-11 08:14:10,986 valid 100 [data/s: 0.00142][batch/s: 0.05600][loss: 1.600762e-01][top1: 95.400163][top5: 99.876237]
2022-09-11 08:14:11,232 valid_acc 95.359998	best_val_acc 95.539998
2022-09-11 08:14:11,575 epoch 339 lr 9.837461e-03
2022-09-11 08:14:12,074 train 000 [data/s: 0.16706][batch/s: 0.49456][loss: 2.153566e-01][top1: 95.833328][top5: 100.000000]
2022-09-11 08:14:28,174 train 050 [data/s: 0.00358][batch/s: 0.32538][loss: 1.727868e-01][top1: 96.221403][top5: 99.877450]
2022-09-11 08:14:44,282 train 100 [data/s: 0.00197][batch/s: 0.32378][loss: 1.669498e-01][top1: 96.307753][top5: 99.917491]
2022-09-11 08:15:00,386 train 150 [data/s: 0.00142][batch/s: 0.32322][loss: 1.725607e-01][top1: 96.247238][top5: 99.944812]
2022-09-11 08:15:16,498 train 200 [data/s: 0.00115][batch/s: 0.32297][loss: 1.751262e-01][top1: 96.128729][top5: 99.942993]
2022-09-11 08:15:32,628 train 250 [data/s: 0.00098][batch/s: 0.32290][loss: 1.769312e-01][top1: 96.036684][top5: 99.937749]
2022-09-11 08:15:48,739 train 300 [data/s: 0.00087][batch/s: 0.32279][loss: 1.836509e-01][top1: 95.933691][top5: 99.927325]
2022-09-11 08:16:04,861 train 350 [data/s: 0.00080][batch/s: 0.32274][loss: 1.857610e-01][top1: 95.854105][top5: 99.931742]
2022-09-11 08:16:21,091 train 400 [data/s: 0.00074][batch/s: 0.32297][loss: 1.852537e-01][top1: 95.835929][top5: 99.937656]
2022-09-11 08:16:37,267 train 450 [data/s: 0.00069][batch/s: 0.32303][loss: 1.881807e-01][top1: 95.738634][top5: 99.939948]
2022-09-11 08:16:53,468 train 500 [data/s: 0.00066][batch/s: 0.32313][loss: 1.902650e-01][top1: 95.731451][top5: 99.937624]
2022-09-11 08:16:59,943 train_acc 95.725998
2022-09-11 08:17:00,123 valid 000 [data/s: 0.11859][batch/s: 0.17365][loss: 1.369109e-01][top1: 95.833328][top5: 100.000000]
2022-09-11 08:17:02,881 valid 050 [data/s: 0.00264][batch/s: 0.05748][loss: 1.682082e-01][top1: 95.404409][top5: 99.836601]
2022-09-11 08:17:05,621 valid 100 [data/s: 0.00150][batch/s: 0.05616][loss: 1.593969e-01][top1: 95.431103][top5: 99.896864]
2022-09-11 08:17:05,890 valid_acc 95.449997	best_val_acc 95.539998
2022-09-11 08:17:06,212 epoch 340 lr 9.773550e-03
2022-09-11 08:17:06,710 train 000 [data/s: 0.15814][batch/s: 0.49177][loss: 1.841109e-01][top1: 96.875000][top5: 100.000000]
2022-09-11 08:17:22,961 train 050 [data/s: 0.00342][batch/s: 0.32830][loss: 1.719303e-01][top1: 95.955880][top5: 99.979575]
2022-09-11 08:17:39,199 train 100 [data/s: 0.00189][batch/s: 0.32654][loss: 1.784597e-01][top1: 95.812704][top5: 99.927805]
2022-09-11 08:17:55,308 train 150 [data/s: 0.00137][batch/s: 0.32510][loss: 1.811414e-01][top1: 95.757448][top5: 99.931015]
2022-09-11 08:18:11,459 train 200 [data/s: 0.00111][batch/s: 0.32458][loss: 1.801348e-01][top1: 95.797054][top5: 99.922263]
2022-09-11 08:18:27,587 train 250 [data/s: 0.00095][batch/s: 0.32418][loss: 1.821876e-01][top1: 95.733729][top5: 99.937749]
2022-09-11 08:18:43,704 train 300 [data/s: 0.00085][batch/s: 0.32387][loss: 1.844588e-01][top1: 95.705285][top5: 99.944629]
2022-09-11 08:18:59,806 train 350 [data/s: 0.00077][batch/s: 0.32361][loss: 1.854962e-01][top1: 95.699784][top5: 99.943613]
2022-09-11 08:19:15,909 train 400 [data/s: 0.00072][batch/s: 0.32342][loss: 1.858032e-01][top1: 95.669677][top5: 99.945449]
2022-09-11 08:19:32,051 train 450 [data/s: 0.00067][batch/s: 0.32335][loss: 1.842457e-01][top1: 95.745563][top5: 99.951496]
2022-09-11 08:19:48,198 train 500 [data/s: 0.00064][batch/s: 0.32331][loss: 1.852980e-01][top1: 95.741847][top5: 99.950100]
2022-09-11 08:19:54,673 train_acc 95.733997
2022-09-11 08:19:54,900 valid 000 [data/s: 0.16074][batch/s: 0.21916][loss: 2.857799e-01][top1: 94.791664][top5: 100.000000]
2022-09-11 08:19:57,638 valid 050 [data/s: 0.00345][batch/s: 0.05799][loss: 2.062475e-01][top1: 94.526141][top5: 99.795751]
2022-09-11 08:20:00,377 valid 100 [data/s: 0.00190][batch/s: 0.05639][loss: 1.869785e-01][top1: 94.698842][top5: 99.896864]
2022-09-11 08:20:00,626 valid_acc 94.669998	best_val_acc 95.539998
2022-09-11 08:20:00,967 epoch 341 lr 9.709714e-03
2022-09-11 08:20:01,455 train 000 [data/s: 0.14784][batch/s: 0.48420][loss: 1.593808e-01][top1: 96.875000][top5: 100.000000]
2022-09-11 08:20:17,570 train 050 [data/s: 0.00322][batch/s: 0.32547][loss: 1.835379e-01][top1: 95.812906][top5: 99.918300]
2022-09-11 08:20:33,760 train 100 [data/s: 0.00179][batch/s: 0.32465][loss: 1.779761e-01][top1: 95.853958][top5: 99.948432]
2022-09-11 08:20:50,047 train 150 [data/s: 0.00130][batch/s: 0.32501][loss: 1.809343e-01][top1: 95.798838][top5: 99.931015]
2022-09-11 08:21:06,268 train 200 [data/s: 0.00106][batch/s: 0.32486][loss: 1.780128e-01][top1: 95.859243][top5: 99.942993]
2022-09-11 08:21:22,427 train 250 [data/s: 0.00091][batch/s: 0.32452][loss: 1.843575e-01][top1: 95.708829][top5: 99.941899]
2022-09-11 08:21:38,542 train 300 [data/s: 0.00081][batch/s: 0.32416][loss: 1.890169e-01][top1: 95.598004][top5: 99.944629]
2022-09-11 08:21:54,646 train 350 [data/s: 0.00074][batch/s: 0.32386][loss: 1.892232e-01][top1: 95.607785][top5: 99.940645]
2022-09-11 08:22:10,885 train 400 [data/s: 0.00069][batch/s: 0.32397][loss: 1.891469e-01][top1: 95.630712][top5: 99.940253]
2022-09-11 08:22:27,020 train 450 [data/s: 0.00065][batch/s: 0.32383][loss: 1.894988e-01][top1: 95.662414][top5: 99.939948]
2022-09-11 08:22:43,139 train 500 [data/s: 0.00062][batch/s: 0.32369][loss: 1.901220e-01][top1: 95.644126][top5: 99.941783]
2022-09-11 08:22:49,592 train_acc 95.647997
2022-09-11 08:22:49,764 valid 000 [data/s: 0.11119][batch/s: 0.16610][loss: 2.101200e-01][top1: 94.791664][top5: 100.000000]
2022-09-11 08:22:52,501 valid 050 [data/s: 0.00245][batch/s: 0.05691][loss: 1.710041e-01][top1: 95.241011][top5: 99.877450]
2022-09-11 08:22:55,239 valid 100 [data/s: 0.00139][batch/s: 0.05585][loss: 1.623047e-01][top1: 95.462044][top5: 99.907178]
2022-09-11 08:22:55,506 valid_acc 95.459998	best_val_acc 95.539998
2022-09-11 08:22:55,823 epoch 342 lr 9.645955e-03
2022-09-11 08:22:56,312 train 000 [data/s: 0.15719][batch/s: 0.48549][loss: 1.696437e-01][top1: 94.791664][top5: 100.000000]
2022-09-11 08:23:12,449 train 050 [data/s: 0.00339][batch/s: 0.32592][loss: 1.886042e-01][top1: 95.343135][top5: 99.938725]
2022-09-11 08:23:28,555 train 100 [data/s: 0.00186][batch/s: 0.32404][loss: 1.791690e-01][top1: 95.843644][top5: 99.938119]
2022-09-11 08:23:44,672 train 150 [data/s: 0.00134][batch/s: 0.32348][loss: 1.775221e-01][top1: 95.888519][top5: 99.944812]
2022-09-11 08:24:00,781 train 200 [data/s: 0.00109][batch/s: 0.32315][loss: 1.814799e-01][top1: 95.802236][top5: 99.937811]
2022-09-11 08:24:16,947 train 250 [data/s: 0.00093][batch/s: 0.32319][loss: 1.859339e-01][top1: 95.737879][top5: 99.937749]
2022-09-11 08:24:33,071 train 300 [data/s: 0.00083][batch/s: 0.32307][loss: 1.838751e-01][top1: 95.739892][top5: 99.941168]
2022-09-11 08:24:49,175 train 350 [data/s: 0.00075][batch/s: 0.32293][loss: 1.847970e-01][top1: 95.696816][top5: 99.937678]
2022-09-11 08:25:05,280 train 400 [data/s: 0.00070][batch/s: 0.32283][loss: 1.842137e-01][top1: 95.700850][top5: 99.940253]
2022-09-11 08:25:21,435 train 450 [data/s: 0.00066][batch/s: 0.32286][loss: 1.842202e-01][top1: 95.727085][top5: 99.942258]
2022-09-11 08:25:37,569 train 500 [data/s: 0.00062][batch/s: 0.32284][loss: 1.862523e-01][top1: 95.671155][top5: 99.939704]
2022-09-11 08:25:44,044 train_acc 95.675998
2022-09-11 08:25:44,216 valid 000 [data/s: 0.11072][batch/s: 0.16571][loss: 1.734795e-01][top1: 93.750000][top5: 100.000000]
2022-09-11 08:25:46,954 valid 050 [data/s: 0.00246][batch/s: 0.05694][loss: 1.675354e-01][top1: 95.179736][top5: 99.836601]
2022-09-11 08:25:49,691 valid 100 [data/s: 0.00138][batch/s: 0.05585][loss: 1.548174e-01][top1: 95.462044][top5: 99.865924]
2022-09-11 08:25:49,947 valid_acc 95.459998	best_val_acc 95.539998
2022-09-11 08:25:50,292 epoch 343 lr 9.582273e-03
2022-09-11 08:25:50,793 train 000 [data/s: 0.15969][batch/s: 0.49703][loss: 1.752408e-01][top1: 96.875000][top5: 100.000000]
2022-09-11 08:26:06,902 train 050 [data/s: 0.00342][batch/s: 0.32560][loss: 1.626641e-01][top1: 96.262252][top5: 99.959150]
2022-09-11 08:26:23,018 train 100 [data/s: 0.00187][batch/s: 0.32398][loss: 1.719451e-01][top1: 96.153050][top5: 99.969059]
2022-09-11 08:26:39,131 train 150 [data/s: 0.00135][batch/s: 0.32341][loss: 1.715859e-01][top1: 96.109269][top5: 99.965508]
2022-09-11 08:26:55,241 train 200 [data/s: 0.00109][batch/s: 0.32311][loss: 1.709824e-01][top1: 96.133911][top5: 99.968905]
2022-09-11 08:27:11,391 train 250 [data/s: 0.00094][batch/s: 0.32309][loss: 1.717390e-01][top1: 96.082335][top5: 99.962649]
2022-09-11 08:27:27,521 train 300 [data/s: 0.00083][batch/s: 0.32301][loss: 1.772278e-01][top1: 95.926769][top5: 99.958472]
2022-09-11 08:27:43,633 train 350 [data/s: 0.00076][batch/s: 0.32290][loss: 1.790022e-01][top1: 95.901588][top5: 99.955484]
2022-09-11 08:27:59,746 train 400 [data/s: 0.00070][batch/s: 0.32282][loss: 1.794227e-01][top1: 95.874893][top5: 99.958437]
2022-09-11 08:28:15,871 train 450 [data/s: 0.00066][batch/s: 0.32278][loss: 1.779360e-01][top1: 95.914170][top5: 99.958426]
2022-09-11 08:28:32,053 train 500 [data/s: 0.00063][batch/s: 0.32287][loss: 1.779639e-01][top1: 95.935210][top5: 99.948020]
2022-09-11 08:28:38,541 train_acc 95.935997
2022-09-11 08:28:38,722 valid 000 [data/s: 0.12191][batch/s: 0.17689][loss: 1.045814e-01][top1: 95.833328][top5: 100.000000]
2022-09-11 08:28:41,460 valid 050 [data/s: 0.00268][batch/s: 0.05715][loss: 1.778842e-01][top1: 95.261435][top5: 99.836601]
2022-09-11 08:28:44,212 valid 100 [data/s: 0.00149][batch/s: 0.05611][loss: 1.631238e-01][top1: 95.523925][top5: 99.845296]
2022-09-11 08:28:44,477 valid_acc 95.489997	best_val_acc 95.539998
2022-09-11 08:28:44,793 epoch 344 lr 9.518672e-03
2022-09-11 08:28:45,293 train 000 [data/s: 0.15980][batch/s: 0.49585][loss: 6.266542e-02][top1: 98.958328][top5: 100.000000]
2022-09-11 08:29:01,416 train 050 [data/s: 0.00344][batch/s: 0.32586][loss: 1.604143e-01][top1: 96.323527][top5: 99.979575]
2022-09-11 08:29:17,597 train 100 [data/s: 0.00189][batch/s: 0.32475][loss: 1.553380e-01][top1: 96.483083][top5: 99.948432]
2022-09-11 08:29:33,701 train 150 [data/s: 0.00137][batch/s: 0.32386][loss: 1.617024e-01][top1: 96.350715][top5: 99.958609]
2022-09-11 08:29:49,832 train 200 [data/s: 0.00110][batch/s: 0.32355][loss: 1.626532e-01][top1: 96.258289][top5: 99.948176]
2022-09-11 08:30:05,945 train 250 [data/s: 0.00094][batch/s: 0.32330][loss: 1.661149e-01][top1: 96.177786][top5: 99.954349]
2022-09-11 08:30:22,060 train 300 [data/s: 0.00084][batch/s: 0.32313][loss: 1.732839e-01][top1: 96.006365][top5: 99.961932]
2022-09-11 08:30:38,165 train 350 [data/s: 0.00077][batch/s: 0.32298][loss: 1.743583e-01][top1: 95.972813][top5: 99.961420]
2022-09-11 08:30:54,273 train 400 [data/s: 0.00071][batch/s: 0.32288][loss: 1.759839e-01][top1: 95.952824][top5: 99.966230]
2022-09-11 08:31:10,418 train 450 [data/s: 0.00067][batch/s: 0.32288][loss: 1.765672e-01][top1: 95.888763][top5: 99.963045]
2022-09-11 08:31:26,528 train 500 [data/s: 0.00063][batch/s: 0.32281][loss: 1.779018e-01][top1: 95.866598][top5: 99.966733]
2022-09-11 08:31:32,999 train_acc 95.851997
2022-09-11 08:31:33,173 valid 000 [data/s: 0.11373][batch/s: 0.16861][loss: 1.741872e-01][top1: 93.750000][top5: 100.000000]
2022-09-11 08:31:35,912 valid 050 [data/s: 0.00253][batch/s: 0.05701][loss: 1.939301e-01][top1: 94.607840][top5: 99.775326]
2022-09-11 08:31:38,649 valid 100 [data/s: 0.00142][batch/s: 0.05589][loss: 1.862297e-01][top1: 94.729783][top5: 99.886551]
2022-09-11 08:31:38,893 valid_acc 94.739997	best_val_acc 95.539998
2022-09-11 08:31:39,233 epoch 345 lr 9.455153e-03
2022-09-11 08:31:39,727 train 000 [data/s: 0.15569][batch/s: 0.48955][loss: 1.022854e-01][top1: 98.958328][top5: 100.000000]
2022-09-11 08:31:55,848 train 050 [data/s: 0.00336][batch/s: 0.32571][loss: 1.937832e-01][top1: 95.526959][top5: 99.979575]
2022-09-11 08:32:11,972 train 100 [data/s: 0.00184][batch/s: 0.32411][loss: 1.842159e-01][top1: 95.823017][top5: 99.969059]
2022-09-11 08:32:28,077 train 150 [data/s: 0.00133][batch/s: 0.32344][loss: 1.792276e-01][top1: 95.957503][top5: 99.965508]
2022-09-11 08:32:44,183 train 200 [data/s: 0.00108][batch/s: 0.32311][loss: 1.772091e-01][top1: 96.014716][top5: 99.937811]
2022-09-11 08:33:00,316 train 250 [data/s: 0.00092][batch/s: 0.32302][loss: 1.793924e-01][top1: 95.999333][top5: 99.929449]
2022-09-11 08:33:16,472 train 300 [data/s: 0.00082][batch/s: 0.32304][loss: 1.815632e-01][top1: 95.930230][top5: 99.930786]
2022-09-11 08:33:32,574 train 350 [data/s: 0.00075][batch/s: 0.32290][loss: 1.835813e-01][top1: 95.839266][top5: 99.928775]
2022-09-11 08:33:48,687 train 400 [data/s: 0.00069][batch/s: 0.32282][loss: 1.857224e-01][top1: 95.781377][top5: 99.927265]
2022-09-11 08:34:04,804 train 450 [data/s: 0.00065][batch/s: 0.32276][loss: 1.883744e-01][top1: 95.683201][top5: 99.930709]
2022-09-11 08:34:20,928 train 500 [data/s: 0.00061][batch/s: 0.32273][loss: 1.906911e-01][top1: 95.664918][top5: 99.927229]
2022-09-11 08:34:27,392 train_acc 95.653997
2022-09-11 08:34:27,566 valid 000 [data/s: 0.11322][batch/s: 0.16803][loss: 2.587874e-01][top1: 92.708328][top5: 100.000000]
2022-09-11 08:34:30,302 valid 050 [data/s: 0.00249][batch/s: 0.05695][loss: 1.913004e-01][top1: 94.750815][top5: 99.795751]
2022-09-11 08:34:33,038 valid 100 [data/s: 0.00139][batch/s: 0.05584][loss: 1.768110e-01][top1: 95.028876][top5: 99.876237]
2022-09-11 08:34:33,305 valid_acc 95.029998	best_val_acc 95.539998
2022-09-11 08:34:33,621 epoch 346 lr 9.391717e-03
2022-09-11 08:34:34,131 train 000 [data/s: 0.16689][batch/s: 0.50569][loss: 2.183954e-01][top1: 94.791664][top5: 100.000000]
2022-09-11 08:34:50,240 train 050 [data/s: 0.00357][batch/s: 0.32577][loss: 1.785435e-01][top1: 96.037579][top5: 100.000000]
2022-09-11 08:35:06,346 train 100 [data/s: 0.00195][batch/s: 0.32397][loss: 1.767120e-01][top1: 96.132423][top5: 99.969059]
2022-09-11 08:35:22,456 train 150 [data/s: 0.00141][batch/s: 0.32338][loss: 1.792274e-01][top1: 95.936808][top5: 99.944812]
2022-09-11 08:35:38,606 train 200 [data/s: 0.00114][batch/s: 0.32329][loss: 1.809372e-01][top1: 95.921432][top5: 99.922263]
2022-09-11 08:35:54,883 train 250 [data/s: 0.00098][batch/s: 0.32374][loss: 1.823211e-01][top1: 95.899732][top5: 99.925298]
2022-09-11 08:36:11,031 train 300 [data/s: 0.00088][batch/s: 0.32360][loss: 1.834855e-01][top1: 95.885241][top5: 99.927325]
2022-09-11 08:36:27,139 train 350 [data/s: 0.00080][batch/s: 0.32340][loss: 1.826999e-01][top1: 95.910491][top5: 99.925807]
2022-09-11 08:36:43,261 train 400 [data/s: 0.00074][batch/s: 0.32328][loss: 1.838555e-01][top1: 95.893077][top5: 99.922069]
2022-09-11 08:36:59,403 train 450 [data/s: 0.00070][batch/s: 0.32323][loss: 1.829305e-01][top1: 95.911860][top5: 99.926090]
2022-09-11 08:37:15,511 train 500 [data/s: 0.00066][batch/s: 0.32312][loss: 1.828317e-01][top1: 95.945606][top5: 99.920991]
2022-09-11 08:37:21,967 train_acc 95.923998
2022-09-11 08:37:22,139 valid 000 [data/s: 0.11219][batch/s: 0.16729][loss: 1.589423e-01][top1: 95.833328][top5: 100.000000]
2022-09-11 08:37:24,876 valid 050 [data/s: 0.00248][batch/s: 0.05695][loss: 1.656908e-01][top1: 95.424834][top5: 99.918300]
2022-09-11 08:37:27,614 valid 100 [data/s: 0.00140][batch/s: 0.05586][loss: 1.558903e-01][top1: 95.544552][top5: 99.958746]
2022-09-11 08:37:27,858 valid_acc 95.499998	best_val_acc 95.539998
2022-09-11 08:37:28,202 epoch 347 lr 9.328366e-03
2022-09-11 08:37:28,679 train 000 [data/s: 0.14429][batch/s: 0.47240][loss: 2.962810e-01][top1: 92.708328][top5: 98.958328]
2022-09-11 08:37:44,788 train 050 [data/s: 0.00315][batch/s: 0.32512][loss: 1.792182e-01][top1: 95.955880][top5: 99.897875]
2022-09-11 08:38:00,927 train 100 [data/s: 0.00176][batch/s: 0.32397][loss: 1.784405e-01][top1: 95.988034][top5: 99.917491]
2022-09-11 08:38:17,208 train 150 [data/s: 0.00128][batch/s: 0.32451][loss: 1.712557e-01][top1: 96.157558][top5: 99.917218]
2022-09-11 08:38:33,317 train 200 [data/s: 0.00105][batch/s: 0.32393][loss: 1.674451e-01][top1: 96.253107][top5: 99.937811]
2022-09-11 08:38:49,432 train 250 [data/s: 0.00090][batch/s: 0.32361][loss: 1.681401e-01][top1: 96.256638][top5: 99.941899]
2022-09-11 08:39:05,578 train 300 [data/s: 0.00080][batch/s: 0.32349][loss: 1.703639e-01][top1: 96.193242][top5: 99.948089]
2022-09-11 08:39:21,720 train 350 [data/s: 0.00073][batch/s: 0.32340][loss: 1.734468e-01][top1: 96.097457][top5: 99.946581]
2022-09-11 08:39:37,855 train 400 [data/s: 0.00068][batch/s: 0.32331][loss: 1.742868e-01][top1: 96.035949][top5: 99.942851]
2022-09-11 08:39:54,001 train 450 [data/s: 0.00065][batch/s: 0.32327][loss: 1.749454e-01][top1: 96.061989][top5: 99.944567]
2022-09-11 08:40:10,127 train 500 [data/s: 0.00061][batch/s: 0.32319][loss: 1.766902e-01][top1: 95.985111][top5: 99.945941]
2022-09-11 08:40:16,720 train_acc 95.979998
2022-09-11 08:40:16,891 valid 000 [data/s: 0.10889][batch/s: 0.16664][loss: 1.450854e-01][top1: 94.791664][top5: 100.000000]
2022-09-11 08:40:19,629 valid 050 [data/s: 0.00243][batch/s: 0.05695][loss: 1.626930e-01][top1: 95.302285][top5: 99.857025]
2022-09-11 08:40:22,369 valid 100 [data/s: 0.00138][batch/s: 0.05589][loss: 1.606794e-01][top1: 95.400162][top5: 99.917491]
2022-09-11 08:40:22,617 valid_acc 95.419997	best_val_acc 95.539998
2022-09-11 08:40:22,936 epoch 348 lr 9.265102e-03
2022-09-11 08:40:23,434 train 000 [data/s: 0.16442][batch/s: 0.49361][loss: 2.306614e-01][top1: 93.750000][top5: 100.000000]
2022-09-11 08:40:40,277 train 050 [data/s: 0.00362][batch/s: 0.33994][loss: 1.806176e-01][top1: 95.792481][top5: 99.979575]
2022-09-11 08:40:57,321 train 100 [data/s: 0.00205][batch/s: 0.34040][loss: 1.840926e-01][top1: 95.895212][top5: 99.979373]
2022-09-11 08:41:13,463 train 150 [data/s: 0.00150][batch/s: 0.33458][loss: 1.831348e-01][top1: 95.964401][top5: 99.951711]
2022-09-11 08:41:29,630 train 200 [data/s: 0.00121][batch/s: 0.33179][loss: 1.821560e-01][top1: 95.983621][top5: 99.958540]
2022-09-11 08:41:45,868 train 250 [data/s: 0.00104][batch/s: 0.33039][loss: 1.823782e-01][top1: 95.916332][top5: 99.954349]
2022-09-11 08:42:02,351 train 300 [data/s: 0.00093][batch/s: 0.33027][loss: 1.883185e-01][top1: 95.760656][top5: 99.941168]
2022-09-11 08:42:18,894 train 350 [data/s: 0.00085][batch/s: 0.33035][loss: 1.871537e-01][top1: 95.788815][top5: 99.946581]
2022-09-11 08:42:35,372 train 400 [data/s: 0.00079][batch/s: 0.33025][loss: 1.888317e-01][top1: 95.724228][top5: 99.948046]
2022-09-11 08:42:51,572 train 450 [data/s: 0.00074][batch/s: 0.32956][loss: 1.883296e-01][top1: 95.750182][top5: 99.942258]
2022-09-11 08:43:07,703 train 500 [data/s: 0.00070][batch/s: 0.32887][loss: 1.885339e-01][top1: 95.725214][top5: 99.943862]
2022-09-11 08:43:14,187 train_acc 95.745997
2022-09-11 08:43:14,366 valid 000 [data/s: 0.11878][batch/s: 0.17357][loss: 1.893376e-01][top1: 94.791664][top5: 100.000000]
2022-09-11 08:43:17,103 valid 050 [data/s: 0.00260][batch/s: 0.05705][loss: 1.736061e-01][top1: 95.016337][top5: 99.775326]
2022-09-11 08:43:19,839 valid 100 [data/s: 0.00145][batch/s: 0.05590][loss: 1.625355e-01][top1: 95.338281][top5: 99.845296]
2022-09-11 08:43:20,084 valid_acc 95.339997	best_val_acc 95.539998
2022-09-11 08:43:20,428 epoch 349 lr 9.201927e-03
2022-09-11 08:43:20,925 train 000 [data/s: 0.16303][batch/s: 0.49241][loss: 1.285443e-01][top1: 95.833328][top5: 100.000000]
2022-09-11 08:43:37,121 train 050 [data/s: 0.00352][batch/s: 0.32722][loss: 1.791400e-01][top1: 95.608657][top5: 99.979575]
2022-09-11 08:43:53,517 train 100 [data/s: 0.00194][batch/s: 0.32757][loss: 1.720746e-01][top1: 95.884898][top5: 99.958746]
2022-09-11 08:44:09,924 train 150 [data/s: 0.00140][batch/s: 0.32776][loss: 1.696968e-01][top1: 96.019589][top5: 99.965508]
2022-09-11 08:44:26,140 train 200 [data/s: 0.00114][batch/s: 0.32690][loss: 1.686645e-01][top1: 96.118364][top5: 99.963723]
2022-09-11 08:44:42,326 train 250 [data/s: 0.00097][batch/s: 0.32627][loss: 1.676822e-01][top1: 96.161186][top5: 99.962649]
2022-09-11 08:44:58,460 train 300 [data/s: 0.00086][batch/s: 0.32567][loss: 1.737132e-01][top1: 96.020208][top5: 99.961932]
2022-09-11 08:45:14,578 train 350 [data/s: 0.00079][batch/s: 0.32520][loss: 1.753261e-01][top1: 95.987652][top5: 99.961420]
2022-09-11 08:45:30,694 train 400 [data/s: 0.00073][batch/s: 0.32484][loss: 1.748017e-01][top1: 96.025558][top5: 99.958437]
2022-09-11 08:45:46,949 train 450 [data/s: 0.00069][batch/s: 0.32487][loss: 1.778379e-01][top1: 95.941886][top5: 99.953806]
2022-09-11 08:46:03,093 train 500 [data/s: 0.00065][batch/s: 0.32467][loss: 1.796475e-01][top1: 95.881152][top5: 99.952179]
2022-09-11 08:46:09,683 train_acc 95.873997
2022-09-11 08:46:09,852 valid 000 [data/s: 0.11009][batch/s: 0.16494][loss: 1.399553e-01][top1: 93.750000][top5: 100.000000]
2022-09-11 08:46:12,607 valid 050 [data/s: 0.00246][batch/s: 0.05724][loss: 1.856615e-01][top1: 94.771239][top5: 99.714051]
2022-09-11 08:46:15,369 valid 100 [data/s: 0.00140][batch/s: 0.05625][loss: 1.809447e-01][top1: 94.884486][top5: 99.793729]
2022-09-11 08:46:15,618 valid_acc 94.889997	best_val_acc 95.539998
2022-09-11 08:46:15,971 epoch 350 lr 9.138843e-03
2022-09-11 08:46:16,471 train 000 [data/s: 0.14845][batch/s: 0.49512][loss: 1.181297e-01][top1: 97.916664][top5: 100.000000]
2022-09-11 08:46:32,686 train 050 [data/s: 0.00324][batch/s: 0.32766][loss: 1.663875e-01][top1: 96.303102][top5: 99.959150]
2022-09-11 08:46:48,923 train 100 [data/s: 0.00181][batch/s: 0.32621][loss: 1.655533e-01][top1: 96.359321][top5: 99.948432]
2022-09-11 08:47:05,046 train 150 [data/s: 0.00132][batch/s: 0.32497][loss: 1.681052e-01][top1: 96.316223][top5: 99.951711]
2022-09-11 08:47:21,250 train 200 [data/s: 0.00107][batch/s: 0.32475][loss: 1.747907e-01][top1: 96.123547][top5: 99.963723]
2022-09-11 08:47:37,374 train 250 [data/s: 0.00092][batch/s: 0.32430][loss: 1.736703e-01][top1: 96.161186][top5: 99.970949]
2022-09-11 08:47:53,509 train 300 [data/s: 0.00082][batch/s: 0.32403][loss: 1.775240e-01][top1: 96.020208][top5: 99.958472]
2022-09-11 08:48:09,629 train 350 [data/s: 0.00075][batch/s: 0.32380][loss: 1.796024e-01][top1: 96.014361][top5: 99.955484]
2022-09-11 08:48:25,745 train 400 [data/s: 0.00070][batch/s: 0.32361][loss: 1.795462e-01][top1: 95.989191][top5: 99.953242]
2022-09-11 08:48:41,907 train 450 [data/s: 0.00066][batch/s: 0.32357][loss: 1.831773e-01][top1: 95.863357][top5: 99.949187]
2022-09-11 08:48:58,024 train 500 [data/s: 0.00063][batch/s: 0.32345][loss: 1.825587e-01][top1: 95.893627][top5: 99.952179]
2022-09-11 08:49:04,497 train_acc 95.863997
2022-09-11 08:49:04,675 valid 000 [data/s: 0.11740][batch/s: 0.17224][loss: 1.249490e-01][top1: 95.833328][top5: 100.000000]
2022-09-11 08:49:07,412 valid 050 [data/s: 0.00259][batch/s: 0.05705][loss: 1.621984e-01][top1: 95.710781][top5: 99.836601]
2022-09-11 08:49:10,149 valid 100 [data/s: 0.00145][batch/s: 0.05591][loss: 1.546472e-01][top1: 95.658001][top5: 99.886551]
2022-09-11 08:49:10,544 valid_acc 95.679997	best_val_acc 95.679997
2022-09-11 08:49:10,884 epoch 351 lr 9.075850e-03
2022-09-11 08:49:11,436 train 000 [data/s: 0.16684][batch/s: 0.54746][loss: 9.668282e-02][top1: 100.000000][top5: 100.000000]
2022-09-11 08:49:27,539 train 050 [data/s: 0.00359][batch/s: 0.32649][loss: 1.686577e-01][top1: 96.282677][top5: 99.938725]
2022-09-11 08:49:43,651 train 100 [data/s: 0.00197][batch/s: 0.32438][loss: 1.731823e-01][top1: 96.122110][top5: 99.938119]
2022-09-11 08:49:59,764 train 150 [data/s: 0.00143][batch/s: 0.32368][loss: 1.748973e-01][top1: 96.067878][top5: 99.944812]
2022-09-11 08:50:15,965 train 200 [data/s: 0.00116][batch/s: 0.32376][loss: 1.718604e-01][top1: 96.170188][top5: 99.948176]
2022-09-11 08:50:32,291 train 250 [data/s: 0.00099][batch/s: 0.32431][loss: 1.731605e-01][top1: 96.136286][top5: 99.946049]
2022-09-11 08:50:48,461 train 300 [data/s: 0.00088][batch/s: 0.32416][loss: 1.776587e-01][top1: 96.034051][top5: 99.941168]
2022-09-11 08:51:04,574 train 350 [data/s: 0.00080][batch/s: 0.32389][loss: 1.795159e-01][top1: 95.949071][top5: 99.946581]
2022-09-11 08:51:20,810 train 400 [data/s: 0.00074][batch/s: 0.32399][loss: 1.808631e-01][top1: 95.934640][top5: 99.940253]
2022-09-11 08:51:36,919 train 450 [data/s: 0.00069][batch/s: 0.32379][loss: 1.779991e-01][top1: 95.997318][top5: 99.946877]
2022-09-11 08:51:53,061 train 500 [data/s: 0.00065][batch/s: 0.32370][loss: 1.782620e-01][top1: 95.972636][top5: 99.950100]
2022-09-11 08:51:59,536 train_acc 95.969997
2022-09-11 08:51:59,713 valid 000 [data/s: 0.11660][batch/s: 0.17141][loss: 9.499832e-02][top1: 95.833328][top5: 100.000000]
2022-09-11 08:52:02,450 valid 050 [data/s: 0.00256][batch/s: 0.05703][loss: 1.509442e-01][top1: 95.812906][top5: 99.877451]
2022-09-11 08:52:05,186 valid 100 [data/s: 0.00143][batch/s: 0.05589][loss: 1.414377e-01][top1: 95.853958][top5: 99.907178]
2022-09-11 08:52:05,578 valid_acc 95.879997	best_val_acc 95.879997
2022-09-11 08:52:05,887 epoch 352 lr 9.012952e-03
2022-09-11 08:52:06,397 train 000 [data/s: 0.16783][batch/s: 0.50576][loss: 9.185833e-02][top1: 98.958328][top5: 100.000000]
2022-09-11 08:52:22,553 train 050 [data/s: 0.00359][batch/s: 0.32670][loss: 1.755513e-01][top1: 96.058004][top5: 99.918300]
2022-09-11 08:52:38,660 train 100 [data/s: 0.00197][batch/s: 0.32444][loss: 1.671851e-01][top1: 96.359321][top5: 99.938119]
2022-09-11 08:52:54,802 train 150 [data/s: 0.00142][batch/s: 0.32391][loss: 1.673973e-01][top1: 96.316223][top5: 99.951711]
2022-09-11 08:53:10,908 train 200 [data/s: 0.00115][batch/s: 0.32347][loss: 1.642258e-01][top1: 96.367120][top5: 99.953358]
2022-09-11 08:53:27,043 train 250 [data/s: 0.00098][batch/s: 0.32331][loss: 1.712424e-01][top1: 96.240037][top5: 99.954349]
2022-09-11 08:53:43,201 train 300 [data/s: 0.00087][batch/s: 0.32329][loss: 1.756861e-01][top1: 96.113646][top5: 99.958472]
2022-09-11 08:53:59,341 train 350 [data/s: 0.00079][batch/s: 0.32322][loss: 1.745410e-01][top1: 96.103392][top5: 99.955484]
2022-09-11 08:54:15,482 train 400 [data/s: 0.00072][batch/s: 0.32317][loss: 1.747916e-01][top1: 96.098293][top5: 99.950644]
2022-09-11 08:54:31,586 train 450 [data/s: 0.00068][batch/s: 0.32305][loss: 1.737281e-01][top1: 96.128970][top5: 99.953806]
2022-09-11 08:54:47,702 train 500 [data/s: 0.00064][batch/s: 0.32297][loss: 1.743308e-01][top1: 96.107782][top5: 99.950100]
2022-09-11 08:54:54,156 train_acc 96.109997
2022-09-11 08:54:54,337 valid 000 [data/s: 0.12119][batch/s: 0.17601][loss: 2.007313e-01][top1: 92.708328][top5: 100.000000]
2022-09-11 08:54:57,074 valid 050 [data/s: 0.00265][batch/s: 0.05712][loss: 1.714216e-01][top1: 94.975487][top5: 99.836601]
2022-09-11 08:54:59,810 valid 100 [data/s: 0.00147][batch/s: 0.05593][loss: 1.616315e-01][top1: 95.358908][top5: 99.886551]
2022-09-11 08:55:00,053 valid_acc 95.369997	best_val_acc 95.879997
2022-09-11 08:55:00,397 epoch 353 lr 8.950149e-03
2022-09-11 08:55:00,886 train 000 [data/s: 0.15623][batch/s: 0.48429][loss: 1.107182e-01][top1: 98.958328][top5: 100.000000]
2022-09-11 08:55:17,022 train 050 [data/s: 0.00337][batch/s: 0.32590][loss: 1.688918e-01][top1: 96.282677][top5: 100.000000]
2022-09-11 08:55:33,140 train 100 [data/s: 0.00187][batch/s: 0.32414][loss: 1.743788e-01][top1: 96.029288][top5: 99.958746]
2022-09-11 08:55:49,247 train 150 [data/s: 0.00136][batch/s: 0.32348][loss: 1.724365e-01][top1: 96.040284][top5: 99.951711]
2022-09-11 08:56:05,374 train 200 [data/s: 0.00111][batch/s: 0.32325][loss: 1.794478e-01][top1: 95.838513][top5: 99.948176]
2022-09-11 08:56:21,494 train 250 [data/s: 0.00095][batch/s: 0.32308][loss: 1.795563e-01][top1: 95.841631][top5: 99.933599]
2022-09-11 08:56:37,602 train 300 [data/s: 0.00084][batch/s: 0.32292][loss: 1.763795e-01][top1: 95.937151][top5: 99.941168]
2022-09-11 08:56:53,761 train 350 [data/s: 0.00077][batch/s: 0.32296][loss: 1.769202e-01][top1: 95.957975][top5: 99.940645]
2022-09-11 08:57:09,876 train 400 [data/s: 0.00071][batch/s: 0.32288][loss: 1.749286e-01][top1: 95.994386][top5: 99.945449]
2022-09-11 08:57:25,982 train 450 [data/s: 0.00067][batch/s: 0.32279][loss: 1.748732e-01][top1: 95.985770][top5: 99.949187]
2022-09-11 08:57:42,111 train 500 [data/s: 0.00063][batch/s: 0.32277][loss: 1.753230e-01][top1: 95.972635][top5: 99.950100]
2022-09-11 08:57:48,585 train_acc 95.947997
2022-09-11 08:57:48,775 valid 000 [data/s: 0.13074][batch/s: 0.18567][loss: 3.115067e-01][top1: 91.666664][top5: 100.000000]
2022-09-11 08:57:51,513 valid 050 [data/s: 0.00287][batch/s: 0.05732][loss: 1.663573e-01][top1: 95.220586][top5: 99.836601]
2022-09-11 08:57:54,251 valid 100 [data/s: 0.00160][batch/s: 0.05605][loss: 1.658976e-01][top1: 95.183579][top5: 99.896864]
2022-09-11 08:57:54,503 valid_acc 95.139998	best_val_acc 95.879997
2022-09-11 08:57:54,840 epoch 354 lr 8.887443e-03
2022-09-11 08:57:55,414 train 000 [data/s: 0.17021][batch/s: 0.56989][loss: 2.308062e-01][top1: 92.708328][top5: 100.000000]
2022-09-11 08:58:11,582 train 050 [data/s: 0.00366][batch/s: 0.32819][loss: 1.763019e-01][top1: 95.731207][top5: 99.959150]
2022-09-11 08:58:27,705 train 100 [data/s: 0.00201][batch/s: 0.32535][loss: 1.675901e-01][top1: 96.080855][top5: 99.958746]
2022-09-11 08:58:43,829 train 150 [data/s: 0.00144][batch/s: 0.32440][loss: 1.756862e-01][top1: 95.923011][top5: 99.951711]
2022-09-11 08:58:59,946 train 200 [data/s: 0.00116][batch/s: 0.32389][loss: 1.793785e-01][top1: 95.890338][top5: 99.963723]
2022-09-11 08:59:16,054 train 250 [data/s: 0.00099][batch/s: 0.32354][loss: 1.784145e-01][top1: 95.899732][top5: 99.966799]
2022-09-11 08:59:32,184 train 300 [data/s: 0.00088][batch/s: 0.32339][loss: 1.786254e-01][top1: 95.888702][top5: 99.951550]
2022-09-11 08:59:48,293 train 350 [data/s: 0.00080][batch/s: 0.32322][loss: 1.812590e-01][top1: 95.848169][top5: 99.955484]
2022-09-11 09:00:04,422 train 400 [data/s: 0.00074][batch/s: 0.32313][loss: 1.824753e-01][top1: 95.848917][top5: 99.953242]
2022-09-11 09:00:20,650 train 450 [data/s: 0.00069][batch/s: 0.32329][loss: 1.807137e-01][top1: 95.911860][top5: 99.956116]
2022-09-11 09:00:36,808 train 500 [data/s: 0.00066][batch/s: 0.32328][loss: 1.818204e-01][top1: 95.895706][top5: 99.958416]
2022-09-11 09:00:43,282 train_acc 95.927997
2022-09-11 09:00:43,448 valid 000 [data/s: 0.10515][batch/s: 0.16002][loss: 2.304417e-01][top1: 92.708328][top5: 100.000000]
2022-09-11 09:00:46,186 valid 050 [data/s: 0.00235][batch/s: 0.05682][loss: 1.607544e-01][top1: 95.853756][top5: 99.754901]
2022-09-11 09:00:48,924 valid 100 [data/s: 0.00134][batch/s: 0.05580][loss: 1.562153e-01][top1: 95.936466][top5: 99.824669]
2022-09-11 09:00:49,345 valid_acc 95.919998	best_val_acc 95.919998
2022-09-11 09:00:49,659 epoch 355 lr 8.824836e-03
2022-09-11 09:00:50,242 train 000 [data/s: 0.16530][batch/s: 0.57827][loss: 1.876213e-01][top1: 95.833328][top5: 100.000000]
2022-09-11 09:01:06,360 train 050 [data/s: 0.00356][batch/s: 0.32738][loss: 1.606767e-01][top1: 96.200978][top5: 99.979575]
2022-09-11 09:01:22,468 train 100 [data/s: 0.00195][batch/s: 0.32480][loss: 1.602801e-01][top1: 96.390262][top5: 99.958746]
2022-09-11 09:01:38,572 train 150 [data/s: 0.00140][batch/s: 0.32390][loss: 1.584713e-01][top1: 96.509379][top5: 99.958609]
2022-09-11 09:01:54,701 train 200 [data/s: 0.00113][batch/s: 0.32357][loss: 1.624496e-01][top1: 96.398215][top5: 99.953358]
2022-09-11 09:02:10,806 train 250 [data/s: 0.00097][batch/s: 0.32328][loss: 1.668954e-01][top1: 96.352089][top5: 99.954349]
2022-09-11 09:02:26,927 train 300 [data/s: 0.00086][batch/s: 0.32313][loss: 1.678204e-01][top1: 96.314366][top5: 99.948089]
2022-09-11 09:02:43,102 train 350 [data/s: 0.00078][batch/s: 0.32319][loss: 1.687934e-01][top1: 96.296294][top5: 99.952516]
2022-09-11 09:02:59,243 train 400 [data/s: 0.00072][batch/s: 0.32314][loss: 1.689191e-01][top1: 96.256751][top5: 99.958437]
2022-09-11 09:03:15,376 train 450 [data/s: 0.00068][batch/s: 0.32309][loss: 1.692331e-01][top1: 96.274480][top5: 99.956116]
2022-09-11 09:03:31,552 train 500 [data/s: 0.00064][batch/s: 0.32313][loss: 1.733010e-01][top1: 96.174316][top5: 99.948020]
2022-09-11 09:03:38,035 train_acc 96.167998
2022-09-11 09:03:38,211 valid 000 [data/s: 0.11627][batch/s: 0.17111][loss: 2.998331e-01][top1: 92.708328][top5: 100.000000]
2022-09-11 09:03:40,949 valid 050 [data/s: 0.00257][batch/s: 0.05703][loss: 1.688598e-01][top1: 95.179736][top5: 99.816176]
2022-09-11 09:03:43,686 valid 100 [data/s: 0.00145][batch/s: 0.05590][loss: 1.610565e-01][top1: 95.348595][top5: 99.886551]
2022-09-11 09:03:43,943 valid_acc 95.339997	best_val_acc 95.919998
2022-09-11 09:03:44,287 epoch 356 lr 8.762330e-03
2022-09-11 09:03:44,778 train 000 [data/s: 0.15758][batch/s: 0.48668][loss: 1.169029e-01][top1: 96.875000][top5: 100.000000]
2022-09-11 09:04:00,895 train 050 [data/s: 0.00341][batch/s: 0.32556][loss: 1.541756e-01][top1: 96.589049][top5: 99.979575]
2022-09-11 09:04:17,001 train 100 [data/s: 0.00188][batch/s: 0.32386][loss: 1.550977e-01][top1: 96.658413][top5: 99.969059]
2022-09-11 09:04:33,187 train 150 [data/s: 0.00136][batch/s: 0.32381][loss: 1.591132e-01][top1: 96.557668][top5: 99.958609]
2022-09-11 09:04:49,316 train 200 [data/s: 0.00111][batch/s: 0.32350][loss: 1.634831e-01][top1: 96.377485][top5: 99.968905]
2022-09-11 09:05:05,420 train 250 [data/s: 0.00095][batch/s: 0.32322][loss: 1.642486e-01][top1: 96.347939][top5: 99.958499]
2022-09-11 09:05:21,535 train 300 [data/s: 0.00085][batch/s: 0.32307][loss: 1.646379e-01][top1: 96.345512][top5: 99.958472]
2022-09-11 09:05:37,673 train 350 [data/s: 0.00077][batch/s: 0.32302][loss: 1.659079e-01][top1: 96.299261][top5: 99.958452]
2022-09-11 09:05:53,786 train 400 [data/s: 0.00072][batch/s: 0.32293][loss: 1.677312e-01][top1: 96.259349][top5: 99.948046]
2022-09-11 09:06:09,952 train 450 [data/s: 0.00067][batch/s: 0.32297][loss: 1.693174e-01][top1: 96.228286][top5: 99.946877]
2022-09-11 09:06:26,096 train 500 [data/s: 0.00064][batch/s: 0.32296][loss: 1.699062e-01][top1: 96.209661][top5: 99.948020]
2022-09-11 09:06:32,561 train_acc 96.207997
2022-09-11 09:06:32,738 valid 000 [data/s: 0.11761][batch/s: 0.17256][loss: 1.476959e-01][top1: 96.875000][top5: 100.000000]
2022-09-11 09:06:35,476 valid 050 [data/s: 0.00260][batch/s: 0.05707][loss: 1.646979e-01][top1: 95.526958][top5: 99.816176]
2022-09-11 09:06:38,213 valid 100 [data/s: 0.00145][batch/s: 0.05591][loss: 1.651328e-01][top1: 95.482671][top5: 99.886551]
2022-09-11 09:06:38,478 valid_acc 95.479997	best_val_acc 95.919998
2022-09-11 09:06:38,822 epoch 357 lr 8.699927e-03
2022-09-11 09:06:39,309 train 000 [data/s: 0.15266][batch/s: 0.48247][loss: 2.257843e-01][top1: 93.750000][top5: 100.000000]
2022-09-11 09:06:55,593 train 050 [data/s: 0.00339][batch/s: 0.32875][loss: 1.668564e-01][top1: 96.303103][top5: 99.979575]
2022-09-11 09:07:11,713 train 100 [data/s: 0.00188][batch/s: 0.32561][loss: 1.598807e-01][top1: 96.410889][top5: 99.989686]
2022-09-11 09:07:27,869 train 150 [data/s: 0.00136][batch/s: 0.32479][loss: 1.651851e-01][top1: 96.198949][top5: 99.986203]
2022-09-11 09:07:44,019 train 200 [data/s: 0.00110][batch/s: 0.32434][loss: 1.704991e-01][top1: 96.014716][top5: 99.984453]
2022-09-11 09:08:00,199 train 250 [data/s: 0.00095][batch/s: 0.32419][loss: 1.741782e-01][top1: 95.932932][top5: 99.979250]
2022-09-11 09:08:16,953 train 300 [data/s: 0.00085][batch/s: 0.32600][loss: 1.791970e-01][top1: 95.864477][top5: 99.979236]
2022-09-11 09:08:33,060 train 350 [data/s: 0.00077][batch/s: 0.32545][loss: 1.800251e-01][top1: 95.818492][top5: 99.970323]
2022-09-11 09:08:49,215 train 400 [data/s: 0.00072][batch/s: 0.32516][loss: 1.796157e-01][top1: 95.796963][top5: 99.971425]
2022-09-11 09:09:05,339 train 450 [data/s: 0.00067][batch/s: 0.32486][loss: 1.802406e-01][top1: 95.775589][top5: 99.967664]
2022-09-11 09:09:21,468 train 500 [data/s: 0.00064][batch/s: 0.32463][loss: 1.798829e-01][top1: 95.791747][top5: 99.970891]
2022-09-11 09:09:27,939 train_acc 95.785997
2022-09-11 09:09:28,105 valid 000 [data/s: 0.10735][batch/s: 0.16217][loss: 1.250808e-01][top1: 94.791664][top5: 100.000000]
2022-09-11 09:09:30,842 valid 050 [data/s: 0.00240][batch/s: 0.05685][loss: 1.882027e-01][top1: 94.628266][top5: 99.877451]
2022-09-11 09:09:33,590 valid 100 [data/s: 0.00136][batch/s: 0.05591][loss: 1.806922e-01][top1: 94.915426][top5: 99.927805]
2022-09-11 09:09:33,843 valid_acc 94.919997	best_val_acc 95.919998
2022-09-11 09:09:34,161 epoch 358 lr 8.637628e-03
2022-09-11 09:09:34,675 train 000 [data/s: 0.16172][batch/s: 0.50991][loss: 2.134771e-01][top1: 94.791664][top5: 100.000000]
2022-09-11 09:09:50,947 train 050 [data/s: 0.00349][batch/s: 0.32907][loss: 1.525206e-01][top1: 96.691174][top5: 100.000000]
2022-09-11 09:10:07,052 train 100 [data/s: 0.00192][batch/s: 0.32561][loss: 1.547595e-01][top1: 96.627473][top5: 99.958746]
2022-09-11 09:10:23,163 train 150 [data/s: 0.00139][batch/s: 0.32449][loss: 1.552617e-01][top1: 96.654247][top5: 99.965508]
2022-09-11 09:10:39,341 train 200 [data/s: 0.00112][batch/s: 0.32426][loss: 1.586696e-01][top1: 96.532958][top5: 99.963723]
2022-09-11 09:10:55,467 train 250 [data/s: 0.00096][batch/s: 0.32391][loss: 1.639555e-01][top1: 96.451691][top5: 99.958499]
2022-09-11 09:11:11,607 train 300 [data/s: 0.00086][batch/s: 0.32373][loss: 1.658255e-01][top1: 96.404344][top5: 99.961932]
2022-09-11 09:11:27,707 train 350 [data/s: 0.00078][batch/s: 0.32348][loss: 1.665856e-01][top1: 96.364551][top5: 99.961420]
2022-09-11 09:11:43,824 train 400 [data/s: 0.00072][batch/s: 0.32334][loss: 1.685178e-01][top1: 96.319096][top5: 99.955839]
2022-09-11 09:11:59,939 train 450 [data/s: 0.00067][batch/s: 0.32322][loss: 1.700284e-01][top1: 96.292958][top5: 99.956116]
2022-09-11 09:12:16,598 train 500 [data/s: 0.00064][batch/s: 0.32422][loss: 1.725645e-01][top1: 96.207582][top5: 99.950100]
2022-09-11 09:12:23,070 train_acc 96.201998
2022-09-11 09:12:23,241 valid 000 [data/s: 0.11143][batch/s: 0.16625][loss: 2.005142e-01][top1: 93.750000][top5: 100.000000]
2022-09-11 09:12:25,978 valid 050 [data/s: 0.00248][batch/s: 0.05694][loss: 1.633842e-01][top1: 95.465684][top5: 99.877450]
2022-09-11 09:12:28,714 valid 100 [data/s: 0.00139][batch/s: 0.05584][loss: 1.534948e-01][top1: 95.523925][top5: 99.917491]
2022-09-11 09:12:28,967 valid_acc 95.489998	best_val_acc 95.919998
2022-09-11 09:12:29,314 epoch 359 lr 8.575435e-03
2022-09-11 09:12:29,830 train 000 [data/s: 0.17662][batch/s: 0.51209][loss: 9.856448e-02][top1: 97.916664][top5: 100.000000]
2022-09-11 09:12:45,944 train 050 [data/s: 0.00378][batch/s: 0.32600][loss: 1.391239e-01][top1: 97.017971][top5: 99.959150]
2022-09-11 09:13:02,062 train 100 [data/s: 0.00207][batch/s: 0.32419][loss: 1.488613e-01][top1: 96.771862][top5: 99.958746]
2022-09-11 09:13:18,191 train 150 [data/s: 0.00149][batch/s: 0.32366][loss: 1.585417e-01][top1: 96.509379][top5: 99.958609]
2022-09-11 09:13:34,314 train 200 [data/s: 0.00121][batch/s: 0.32336][loss: 1.656251e-01][top1: 96.367120][top5: 99.948176]
2022-09-11 09:13:50,444 train 250 [data/s: 0.00103][batch/s: 0.32321][loss: 1.675687e-01][top1: 96.293988][top5: 99.954349]
2022-09-11 09:14:06,548 train 300 [data/s: 0.00091][batch/s: 0.32302][loss: 1.704542e-01][top1: 96.214006][top5: 99.951550]
2022-09-11 09:14:22,662 train 350 [data/s: 0.00082][batch/s: 0.32292][loss: 1.708518e-01][top1: 96.231004][top5: 99.952516]
2022-09-11 09:14:38,765 train 400 [data/s: 0.00076][batch/s: 0.32281][loss: 1.698939e-01][top1: 96.243763][top5: 99.955839]
2022-09-11 09:14:54,901 train 450 [data/s: 0.00071][batch/s: 0.32280][loss: 1.711401e-01][top1: 96.216738][top5: 99.958426]
2022-09-11 09:15:11,040 train 500 [data/s: 0.00067][batch/s: 0.32280][loss: 1.719987e-01][top1: 96.153524][top5: 99.958416]
2022-09-11 09:15:17,535 train_acc 96.159997
2022-09-11 09:15:17,703 valid 000 [data/s: 0.10824][batch/s: 0.16316][loss: 1.612422e-01][top1: 91.666664][top5: 100.000000]
2022-09-11 09:15:20,439 valid 050 [data/s: 0.00240][batch/s: 0.05686][loss: 1.727289e-01][top1: 94.955063][top5: 99.816176]
2022-09-11 09:15:23,175 valid 100 [data/s: 0.00135][batch/s: 0.05580][loss: 1.619319e-01][top1: 95.369222][top5: 99.865924]
2022-09-11 09:15:23,420 valid_acc 95.379998	best_val_acc 95.919998
2022-09-11 09:15:23,742 epoch 360 lr 8.513349e-03
2022-09-11 09:15:24,235 train 000 [data/s: 0.16159][batch/s: 0.48937][loss: 1.003242e-01][top1: 97.916664][top5: 100.000000]
2022-09-11 09:15:40,374 train 050 [data/s: 0.00347][batch/s: 0.32605][loss: 1.673457e-01][top1: 96.221403][top5: 99.959150]
2022-09-11 09:15:56,482 train 100 [data/s: 0.00190][batch/s: 0.32412][loss: 1.708457e-01][top1: 96.018975][top5: 99.948432]
2022-09-11 09:16:12,589 train 150 [data/s: 0.00137][batch/s: 0.32347][loss: 1.648558e-01][top1: 96.288629][top5: 99.958609]
2022-09-11 09:16:28,721 train 200 [data/s: 0.00111][batch/s: 0.32326][loss: 1.646378e-01][top1: 96.299749][top5: 99.968905]
2022-09-11 09:16:44,838 train 250 [data/s: 0.00095][batch/s: 0.32308][loss: 1.638283e-01][top1: 96.331339][top5: 99.958499]
2022-09-11 09:17:00,956 train 300 [data/s: 0.00084][batch/s: 0.32296][loss: 1.681375e-01][top1: 96.175939][top5: 99.955011]
2022-09-11 09:17:17,072 train 350 [data/s: 0.00076][batch/s: 0.32287][loss: 1.703299e-01][top1: 96.156811][top5: 99.961420]
2022-09-11 09:17:33,207 train 400 [data/s: 0.00071][batch/s: 0.32284][loss: 1.690749e-01][top1: 96.189212][top5: 99.961035]
2022-09-11 09:17:49,481 train 450 [data/s: 0.00067][batch/s: 0.32314][loss: 1.705960e-01][top1: 96.117422][top5: 99.960735]
2022-09-11 09:18:05,604 train 500 [data/s: 0.00063][batch/s: 0.32307][loss: 1.724351e-01][top1: 96.070357][top5: 99.956337]
2022-09-11 09:18:12,079 train_acc 96.055997
2022-09-11 09:18:12,243 valid 000 [data/s: 0.10424][batch/s: 0.15919][loss: 2.672113e-02][top1: 98.958328][top5: 100.000000]
2022-09-11 09:18:14,979 valid 050 [data/s: 0.00233][batch/s: 0.05679][loss: 1.626553e-01][top1: 95.404409][top5: 99.857025]
2022-09-11 09:18:17,731 valid 100 [data/s: 0.00146][batch/s: 0.05592][loss: 1.483806e-01][top1: 95.544552][top5: 99.917491]
2022-09-11 09:18:17,981 valid_acc 95.569998	best_val_acc 95.919998
2022-09-11 09:18:18,324 epoch 361 lr 8.451372e-03
2022-09-11 09:18:18,821 train 000 [data/s: 0.16444][batch/s: 0.49258][loss: 9.336981e-02][top1: 98.958328][top5: 100.000000]
2022-09-11 09:18:34,971 train 050 [data/s: 0.00354][batch/s: 0.32633][loss: 1.587575e-01][top1: 96.282677][top5: 99.959150]
2022-09-11 09:18:51,219 train 100 [data/s: 0.00195][batch/s: 0.32565][loss: 1.554867e-01][top1: 96.534651][top5: 99.979373]
2022-09-11 09:19:07,360 train 150 [data/s: 0.00141][batch/s: 0.32471][loss: 1.616911e-01][top1: 96.440395][top5: 99.965508]
2022-09-11 09:19:23,511 train 200 [data/s: 0.00114][batch/s: 0.32429][loss: 1.651141e-01][top1: 96.310114][top5: 99.963723]
2022-09-11 09:19:39,693 train 250 [data/s: 0.00098][batch/s: 0.32416][loss: 1.658638e-01][top1: 96.327189][top5: 99.954349]
2022-09-11 09:19:55,817 train 300 [data/s: 0.00088][batch/s: 0.32388][loss: 1.670987e-01][top1: 96.290141][top5: 99.958472]
2022-09-11 09:20:12,119 train 350 [data/s: 0.00080][batch/s: 0.32419][loss: 1.689156e-01][top1: 96.216166][top5: 99.955484]
2022-09-11 09:20:28,325 train 400 [data/s: 0.00074][batch/s: 0.32418][loss: 1.684262e-01][top1: 96.199603][top5: 99.955839]
2022-09-11 09:20:44,438 train 450 [data/s: 0.00070][batch/s: 0.32397][loss: 1.690951e-01][top1: 96.186712][top5: 99.956116]
2022-09-11 09:21:00,646 train 500 [data/s: 0.00067][batch/s: 0.32399][loss: 1.706573e-01][top1: 96.114019][top5: 99.954258]
2022-09-11 09:21:07,133 train_acc 96.111997
2022-09-11 09:21:07,321 valid 000 [data/s: 0.12835][batch/s: 0.18324][loss: 2.493802e-01][top1: 94.791664][top5: 100.000000]
2022-09-11 09:21:10,058 valid 050 [data/s: 0.00280][batch/s: 0.05727][loss: 1.787421e-01][top1: 95.138886][top5: 99.857026]
2022-09-11 09:21:12,795 valid 100 [data/s: 0.00156][batch/s: 0.05601][loss: 1.606306e-01][top1: 95.441417][top5: 99.896864]
2022-09-11 09:21:13,038 valid_acc 95.419998	best_val_acc 95.919998
2022-09-11 09:21:13,362 epoch 362 lr 8.389507e-03
2022-09-11 09:21:13,854 train 000 [data/s: 0.15866][batch/s: 0.48763][loss: 1.610564e-01][top1: 96.875000][top5: 100.000000]
2022-09-11 09:21:29,995 train 050 [data/s: 0.00344][batch/s: 0.32605][loss: 1.648561e-01][top1: 96.384801][top5: 99.959150]
2022-09-11 09:21:46,104 train 100 [data/s: 0.00190][batch/s: 0.32414][loss: 1.580183e-01][top1: 96.359321][top5: 99.969059]
2022-09-11 09:22:02,239 train 150 [data/s: 0.00138][batch/s: 0.32366][loss: 1.607351e-01][top1: 96.323121][top5: 99.965508]
2022-09-11 09:22:18,403 train 200 [data/s: 0.00112][batch/s: 0.32356][loss: 1.625876e-01][top1: 96.330843][top5: 99.958540]
2022-09-11 09:22:34,508 train 250 [data/s: 0.00097][batch/s: 0.32327][loss: 1.607370e-01][top1: 96.385290][top5: 99.954349]
2022-09-11 09:22:50,800 train 300 [data/s: 0.00086][batch/s: 0.32370][loss: 1.634151e-01][top1: 96.293602][top5: 99.941168]
2022-09-11 09:23:07,077 train 350 [data/s: 0.00078][batch/s: 0.32396][loss: 1.623794e-01][top1: 96.311132][top5: 99.946581]
2022-09-11 09:23:23,297 train 400 [data/s: 0.00073][batch/s: 0.32401][loss: 1.626913e-01][top1: 96.316498][top5: 99.940253]
2022-09-11 09:23:39,602 train 450 [data/s: 0.00069][batch/s: 0.32425][loss: 1.631209e-01][top1: 96.311435][top5: 99.939948]
2022-09-11 09:23:55,757 train 500 [data/s: 0.00065][batch/s: 0.32413][loss: 1.650717e-01][top1: 96.236691][top5: 99.937624]
2022-09-11 09:24:02,237 train_acc 96.215997
2022-09-11 09:24:02,423 valid 000 [data/s: 0.12451][batch/s: 0.17948][loss: 1.424326e-01][top1: 95.833328][top5: 100.000000]
2022-09-11 09:24:05,160 valid 050 [data/s: 0.00272][batch/s: 0.05719][loss: 1.686238e-01][top1: 95.424834][top5: 99.836601]
2022-09-11 09:24:07,898 valid 100 [data/s: 0.00153][batch/s: 0.05599][loss: 1.717459e-01][top1: 95.173265][top5: 99.896864]
2022-09-11 09:24:08,166 valid_acc 95.129997	best_val_acc 95.919998
2022-09-11 09:24:08,510 epoch 363 lr 8.327754e-03
2022-09-11 09:24:09,030 train 000 [data/s: 0.18615][batch/s: 0.51622][loss: 2.847140e-01][top1: 94.791664][top5: 100.000000]
2022-09-11 09:24:25,148 train 050 [data/s: 0.00400][batch/s: 0.32616][loss: 1.714740e-01][top1: 96.180553][top5: 99.959150]
2022-09-11 09:24:41,263 train 100 [data/s: 0.00218][batch/s: 0.32424][loss: 1.710747e-01][top1: 96.070542][top5: 99.979373]
2022-09-11 09:24:57,610 train 150 [data/s: 0.00156][batch/s: 0.32514][loss: 1.757272e-01][top1: 95.943706][top5: 99.944812]
2022-09-11 09:25:13,751 train 200 [data/s: 0.00126][batch/s: 0.32456][loss: 1.736587e-01][top1: 96.050993][top5: 99.942993]
2022-09-11 09:25:29,954 train 250 [data/s: 0.00108][batch/s: 0.32446][loss: 1.709995e-01][top1: 96.169486][top5: 99.946049]
2022-09-11 09:25:46,100 train 300 [data/s: 0.00095][batch/s: 0.32420][loss: 1.722862e-01][top1: 96.151714][top5: 99.955011]
2022-09-11 09:26:02,279 train 350 [data/s: 0.00086][batch/s: 0.32411][loss: 1.716672e-01][top1: 96.174618][top5: 99.958452]
2022-09-11 09:26:18,415 train 400 [data/s: 0.00080][batch/s: 0.32394][loss: 1.705448e-01][top1: 96.147649][top5: 99.958437]
2022-09-11 09:26:34,889 train 450 [data/s: 0.00075][batch/s: 0.32455][loss: 1.690401e-01][top1: 96.193641][top5: 99.958426]
2022-09-11 09:26:51,055 train 500 [data/s: 0.00071][batch/s: 0.32443][loss: 1.686632e-01][top1: 96.188870][top5: 99.960495]
2022-09-11 09:26:57,542 train_acc 96.159997
2022-09-11 09:26:57,724 valid 000 [data/s: 0.12103][batch/s: 0.17598][loss: 1.593750e-01][top1: 95.833328][top5: 100.000000]
2022-09-11 09:27:00,463 valid 050 [data/s: 0.00268][batch/s: 0.05716][loss: 1.556961e-01][top1: 95.445258][top5: 99.795751]
2022-09-11 09:27:03,200 valid 100 [data/s: 0.00149][batch/s: 0.05596][loss: 1.493457e-01][top1: 95.534238][top5: 99.886551]
2022-09-11 09:27:03,445 valid_acc 95.549997	best_val_acc 95.919998
2022-09-11 09:27:03,762 epoch 364 lr 8.266116e-03
2022-09-11 09:27:04,248 train 000 [data/s: 0.14729][batch/s: 0.48232][loss: 1.210596e-01][top1: 96.875000][top5: 100.000000]
2022-09-11 09:27:20,389 train 050 [data/s: 0.00321][batch/s: 0.32595][loss: 1.554771e-01][top1: 96.466501][top5: 99.979575]
2022-09-11 09:27:36,771 train 100 [data/s: 0.00179][batch/s: 0.32679][loss: 1.582151e-01][top1: 96.514024][top5: 99.958746]
2022-09-11 09:27:52,895 train 150 [data/s: 0.00130][batch/s: 0.32536][loss: 1.604458e-01][top1: 96.495582][top5: 99.958609]
2022-09-11 09:28:09,069 train 200 [data/s: 0.00106][batch/s: 0.32489][loss: 1.637406e-01][top1: 96.346390][top5: 99.948176]
2022-09-11 09:28:25,297 train 250 [data/s: 0.00091][batch/s: 0.32482][loss: 1.631578e-01][top1: 96.352089][top5: 99.958499]
2022-09-11 09:28:41,455 train 300 [data/s: 0.00082][batch/s: 0.32455][loss: 1.624625e-01][top1: 96.345512][top5: 99.958472]
2022-09-11 09:28:57,652 train 350 [data/s: 0.00075][batch/s: 0.32446][loss: 1.625777e-01][top1: 96.328938][top5: 99.961420]
2022-09-11 09:29:13,791 train 400 [data/s: 0.00070][batch/s: 0.32425][loss: 1.642985e-01][top1: 96.287923][top5: 99.963632]
2022-09-11 09:29:29,916 train 450 [data/s: 0.00065][batch/s: 0.32406][loss: 1.668088e-01][top1: 96.198260][top5: 99.960735]
2022-09-11 09:29:46,079 train 500 [data/s: 0.00062][batch/s: 0.32398][loss: 1.672868e-01][top1: 96.205503][top5: 99.964654]
2022-09-11 09:29:52,644 train_acc 96.191997
2022-09-11 09:29:52,823 valid 000 [data/s: 0.11893][batch/s: 0.17383][loss: 2.943227e-01][top1: 91.666664][top5: 100.000000]
2022-09-11 09:29:55,561 valid 050 [data/s: 0.00262][batch/s: 0.05710][loss: 1.846759e-01][top1: 94.893789][top5: 99.734476]
2022-09-11 09:29:58,323 valid 100 [data/s: 0.00171][batch/s: 0.05618][loss: 1.718980e-01][top1: 95.080443][top5: 99.845296]
2022-09-11 09:29:58,568 valid_acc 95.079998	best_val_acc 95.919998
2022-09-11 09:29:58,915 epoch 365 lr 8.204594e-03
2022-09-11 09:29:59,418 train 000 [data/s: 0.17218][batch/s: 0.49892][loss: 1.756027e-01][top1: 97.916664][top5: 100.000000]
2022-09-11 09:30:15,542 train 050 [data/s: 0.00368][batch/s: 0.32594][loss: 1.816545e-01][top1: 95.915030][top5: 99.938725]
2022-09-11 09:30:31,653 train 100 [data/s: 0.00201][batch/s: 0.32410][loss: 1.665730e-01][top1: 96.359321][top5: 99.969059]
2022-09-11 09:30:47,778 train 150 [data/s: 0.00146][batch/s: 0.32357][loss: 1.601821e-01][top1: 96.536973][top5: 99.951711]
2022-09-11 09:31:03,901 train 200 [data/s: 0.00117][batch/s: 0.32329][loss: 1.622973e-01][top1: 96.403397][top5: 99.953358]
2022-09-11 09:31:20,062 train 250 [data/s: 0.00100][batch/s: 0.32328][loss: 1.675601e-01][top1: 96.310588][top5: 99.950199]
2022-09-11 09:31:36,186 train 300 [data/s: 0.00089][batch/s: 0.32314][loss: 1.682518e-01][top1: 96.255535][top5: 99.951550]
2022-09-11 09:31:52,358 train 350 [data/s: 0.00081][batch/s: 0.32319][loss: 1.695531e-01][top1: 96.204295][top5: 99.949549]
2022-09-11 09:32:08,465 train 400 [data/s: 0.00075][batch/s: 0.32306][loss: 1.683110e-01][top1: 96.261947][top5: 99.953242]
2022-09-11 09:32:24,574 train 450 [data/s: 0.00070][batch/s: 0.32296][loss: 1.688938e-01][top1: 96.216738][top5: 99.956116]
2022-09-11 09:32:40,740 train 500 [data/s: 0.00066][batch/s: 0.32300][loss: 1.714132e-01][top1: 96.134811][top5: 99.956337]
2022-09-11 09:32:47,205 train_acc 96.131997
2022-09-11 09:32:47,380 valid 000 [data/s: 0.11526][batch/s: 0.17006][loss: 1.427184e-01][top1: 95.833328][top5: 100.000000]
2022-09-11 09:32:50,117 valid 050 [data/s: 0.00255][batch/s: 0.05700][loss: 1.563287e-01][top1: 95.424834][top5: 99.836601]
2022-09-11 09:32:52,855 valid 100 [data/s: 0.00144][batch/s: 0.05589][loss: 1.449058e-01][top1: 95.668314][top5: 99.886551]
2022-09-11 09:32:53,107 valid_acc 95.589998	best_val_acc 95.919998
2022-09-11 09:32:53,424 epoch 366 lr 8.143190e-03
2022-09-11 09:32:53,909 train 000 [data/s: 0.14965][batch/s: 0.48102][loss: 1.429282e-01][top1: 96.875000][top5: 100.000000]
2022-09-11 09:33:10,023 train 050 [data/s: 0.00324][batch/s: 0.32538][loss: 1.436430e-01][top1: 96.691174][top5: 100.000000]
2022-09-11 09:33:26,194 train 100 [data/s: 0.00180][batch/s: 0.32441][loss: 1.490338e-01][top1: 96.586218][top5: 99.979373]
2022-09-11 09:33:42,411 train 150 [data/s: 0.00131][batch/s: 0.32439][loss: 1.569294e-01][top1: 96.419699][top5: 99.958609]
2022-09-11 09:33:58,587 train 200 [data/s: 0.00107][batch/s: 0.32417][loss: 1.591877e-01][top1: 96.372302][top5: 99.958540]
2022-09-11 09:34:14,849 train 250 [data/s: 0.00092][batch/s: 0.32439][loss: 1.621859e-01][top1: 96.339639][top5: 99.946049]
2022-09-11 09:34:30,998 train 300 [data/s: 0.00083][batch/s: 0.32415][loss: 1.642370e-01][top1: 96.300523][top5: 99.951550]
2022-09-11 09:34:47,131 train 350 [data/s: 0.00075][batch/s: 0.32394][loss: 1.666144e-01][top1: 96.245843][top5: 99.958452]
2022-09-11 09:35:03,272 train 400 [data/s: 0.00070][batch/s: 0.32380][loss: 1.680963e-01][top1: 96.191810][top5: 99.955839]
2022-09-11 09:35:19,424 train 450 [data/s: 0.00066][batch/s: 0.32371][loss: 1.673283e-01][top1: 96.214428][top5: 99.960735]
2022-09-11 09:35:35,587 train 500 [data/s: 0.00063][batch/s: 0.32367][loss: 1.668916e-01][top1: 96.238770][top5: 99.964654]
2022-09-11 09:35:42,067 train_acc 96.251997
2022-09-11 09:35:42,245 valid 000 [data/s: 0.11864][batch/s: 0.17346][loss: 3.179771e-01][top1: 91.666664][top5: 100.000000]
2022-09-11 09:35:44,983 valid 050 [data/s: 0.00262][batch/s: 0.05709][loss: 1.977254e-01][top1: 94.526142][top5: 99.857026]
2022-09-11 09:35:47,730 valid 100 [data/s: 0.00147][batch/s: 0.05603][loss: 1.846706e-01][top1: 94.843232][top5: 99.907178]
2022-09-11 09:35:47,974 valid_acc 94.789998	best_val_acc 95.919998
2022-09-11 09:35:48,329 epoch 367 lr 8.081905e-03
2022-09-11 09:35:48,837 train 000 [data/s: 0.17083][batch/s: 0.50407][loss: 2.175964e-01][top1: 94.791664][top5: 100.000000]
2022-09-11 09:36:04,950 train 050 [data/s: 0.00365][batch/s: 0.32582][loss: 1.711555e-01][top1: 96.058004][top5: 99.959150]
2022-09-11 09:36:21,199 train 100 [data/s: 0.00202][batch/s: 0.32541][loss: 1.599382e-01][top1: 96.369635][top5: 99.948432]
2022-09-11 09:36:37,540 train 150 [data/s: 0.00146][batch/s: 0.32587][loss: 1.639542e-01][top1: 96.330020][top5: 99.951711]
2022-09-11 09:36:53,820 train 200 [data/s: 0.00119][batch/s: 0.32581][loss: 1.625627e-01][top1: 96.372303][top5: 99.953358]
2022-09-11 09:37:09,968 train 250 [data/s: 0.00102][batch/s: 0.32524][loss: 1.623283e-01][top1: 96.331339][top5: 99.962649]
2022-09-11 09:37:26,086 train 300 [data/s: 0.00090][batch/s: 0.32476][loss: 1.664382e-01][top1: 96.245153][top5: 99.965393]
2022-09-11 09:37:42,201 train 350 [data/s: 0.00082][batch/s: 0.32441][loss: 1.665588e-01][top1: 96.216166][top5: 99.967355]
2022-09-11 09:37:58,309 train 400 [data/s: 0.00076][batch/s: 0.32413][loss: 1.665031e-01][top1: 96.204798][top5: 99.968828]
2022-09-11 09:38:14,438 train 450 [data/s: 0.00071][batch/s: 0.32396][loss: 1.684209e-01][top1: 96.165925][top5: 99.956116]
2022-09-11 09:38:30,596 train 500 [data/s: 0.00067][batch/s: 0.32388][loss: 1.697101e-01][top1: 96.147286][top5: 99.956337]
2022-09-11 09:38:37,070 train_acc 96.157997
2022-09-11 09:38:37,240 valid 000 [data/s: 0.10936][batch/s: 0.16420][loss: 1.095934e-01][top1: 96.875000][top5: 100.000000]
2022-09-11 09:38:39,986 valid 050 [data/s: 0.00244][batch/s: 0.05706][loss: 1.546508e-01][top1: 95.772056][top5: 99.795751]
2022-09-11 09:38:42,723 valid 100 [data/s: 0.00137][batch/s: 0.05591][loss: 1.512268e-01][top1: 95.802390][top5: 99.876237]
2022-09-11 09:38:42,974 valid_acc 95.819997	best_val_acc 95.919998
2022-09-11 09:38:43,289 epoch 368 lr 8.020741e-03
2022-09-11 09:38:43,785 train 000 [data/s: 0.16281][batch/s: 0.49196][loss: 2.035617e-01][top1: 95.833328][top5: 100.000000]
2022-09-11 09:38:59,996 train 050 [data/s: 0.00351][batch/s: 0.32750][loss: 1.579733e-01][top1: 96.446076][top5: 100.000000]
2022-09-11 09:39:16,125 train 100 [data/s: 0.00194][batch/s: 0.32507][loss: 1.645097e-01][top1: 96.421202][top5: 100.000000]
2022-09-11 09:39:32,251 train 150 [data/s: 0.00140][batch/s: 0.32422][loss: 1.683497e-01][top1: 96.281730][top5: 100.000000]
2022-09-11 09:39:48,393 train 200 [data/s: 0.00114][batch/s: 0.32388][loss: 1.675714e-01][top1: 96.268654][top5: 99.994818]
2022-09-11 09:40:04,514 train 250 [data/s: 0.00098][batch/s: 0.32359][loss: 1.682275e-01][top1: 96.190236][top5: 99.987550]
2022-09-11 09:40:20,645 train 300 [data/s: 0.00087][batch/s: 0.32343][loss: 1.683604e-01][top1: 96.186321][top5: 99.986157]
2022-09-11 09:40:36,751 train 350 [data/s: 0.00079][batch/s: 0.32324][loss: 1.667633e-01][top1: 96.251778][top5: 99.982194]
2022-09-11 09:40:52,879 train 400 [data/s: 0.00073][batch/s: 0.32316][loss: 1.672684e-01][top1: 96.290521][top5: 99.976621]
2022-09-11 09:41:09,020 train 450 [data/s: 0.00068][batch/s: 0.32312][loss: 1.672387e-01][top1: 96.279099][top5: 99.969974]
2022-09-11 09:41:25,141 train 500 [data/s: 0.00064][batch/s: 0.32305][loss: 1.679994e-01][top1: 96.261641][top5: 99.968812]
2022-09-11 09:41:31,636 train_acc 96.263997
2022-09-11 09:41:31,806 valid 000 [data/s: 0.10976][batch/s: 0.16457][loss: 1.369679e-01][top1: 94.791664][top5: 100.000000]
2022-09-11 09:41:34,544 valid 050 [data/s: 0.00245][batch/s: 0.05692][loss: 1.790355e-01][top1: 95.016338][top5: 99.795751]
2022-09-11 09:41:37,282 valid 100 [data/s: 0.00139][batch/s: 0.05585][loss: 1.709608e-01][top1: 95.132011][top5: 99.876237]
2022-09-11 09:41:37,531 valid_acc 95.099998	best_val_acc 95.919998
2022-09-11 09:41:37,881 epoch 369 lr 7.959700e-03
2022-09-11 09:41:38,390 train 000 [data/s: 0.16130][batch/s: 0.50504][loss: 2.168403e-01][top1: 92.708328][top5: 100.000000]
2022-09-11 09:41:54,529 train 050 [data/s: 0.00346][batch/s: 0.32635][loss: 1.630163e-01][top1: 96.058004][top5: 99.979575]
2022-09-11 09:42:10,645 train 100 [data/s: 0.00189][batch/s: 0.32435][loss: 1.499571e-01][top1: 96.575905][top5: 99.979373]
2022-09-11 09:42:26,781 train 150 [data/s: 0.00137][batch/s: 0.32381][loss: 1.518755e-01][top1: 96.502481][top5: 99.972406]
2022-09-11 09:42:42,907 train 200 [data/s: 0.00110][batch/s: 0.32349][loss: 1.569887e-01][top1: 96.387850][top5: 99.968905]
2022-09-11 09:42:59,035 train 250 [data/s: 0.00095][batch/s: 0.32331][loss: 1.577723e-01][top1: 96.385290][top5: 99.966799]
2022-09-11 09:43:15,165 train 300 [data/s: 0.00084][batch/s: 0.32319][loss: 1.623531e-01][top1: 96.307445][top5: 99.961932]
2022-09-11 09:43:31,276 train 350 [data/s: 0.00077][batch/s: 0.32305][loss: 1.636409e-01][top1: 96.281455][top5: 99.955484]
2022-09-11 09:43:47,444 train 400 [data/s: 0.00071][batch/s: 0.32309][loss: 1.648251e-01][top1: 96.272337][top5: 99.953242]
2022-09-11 09:44:03,570 train 450 [data/s: 0.00067][batch/s: 0.32302][loss: 1.639208e-01][top1: 96.283719][top5: 99.956116]
2022-09-11 09:44:19,685 train 500 [data/s: 0.00063][batch/s: 0.32295][loss: 1.650032e-01][top1: 96.267878][top5: 99.960496]
2022-09-11 09:44:26,139 train_acc 96.263997
2022-09-11 09:44:26,305 valid 000 [data/s: 0.10636][batch/s: 0.16119][loss: 2.169190e-01][top1: 92.708328][top5: 100.000000]
2022-09-11 09:44:29,042 valid 050 [data/s: 0.00235][batch/s: 0.05682][loss: 1.580074e-01][top1: 95.567808][top5: 99.877450]
2022-09-11 09:44:31,779 valid 100 [data/s: 0.00132][batch/s: 0.05579][loss: 1.527789e-01][top1: 95.606433][top5: 99.896864]
2022-09-11 09:44:32,033 valid_acc 95.589998	best_val_acc 95.919998
2022-09-11 09:44:32,350 epoch 370 lr 7.898783e-03
2022-09-11 09:44:32,843 train 000 [data/s: 0.16071][batch/s: 0.48911][loss: 1.454117e-01][top1: 98.958328][top5: 100.000000]
2022-09-11 09:44:49,079 train 050 [data/s: 0.00346][batch/s: 0.32795][loss: 1.573847e-01][top1: 96.548200][top5: 99.938725]
2022-09-11 09:45:05,212 train 100 [data/s: 0.00190][batch/s: 0.32533][loss: 1.521695e-01][top1: 96.534651][top5: 99.938119]
2022-09-11 09:45:21,344 train 150 [data/s: 0.00137][batch/s: 0.32444][loss: 1.544974e-01][top1: 96.571465][top5: 99.958609]
2022-09-11 09:45:37,455 train 200 [data/s: 0.00111][batch/s: 0.32388][loss: 1.509272e-01][top1: 96.688430][top5: 99.948176]
2022-09-11 09:45:53,606 train 250 [data/s: 0.00096][batch/s: 0.32371][loss: 1.522068e-01][top1: 96.634293][top5: 99.941899]
2022-09-11 09:46:09,775 train 300 [data/s: 0.00085][batch/s: 0.32366][loss: 1.548401e-01][top1: 96.532389][top5: 99.934247]
2022-09-11 09:46:25,891 train 350 [data/s: 0.00078][batch/s: 0.32347][loss: 1.562391e-01][top1: 96.471389][top5: 99.940645]
2022-09-11 09:46:42,013 train 400 [data/s: 0.00072][batch/s: 0.32334][loss: 1.592733e-01][top1: 96.378842][top5: 99.948046]
2022-09-11 09:46:58,128 train 450 [data/s: 0.00068][batch/s: 0.32322][loss: 1.582615e-01][top1: 96.413061][top5: 99.949187]
2022-09-11 09:47:14,261 train 500 [data/s: 0.00064][batch/s: 0.32317][loss: 1.608727e-01][top1: 96.319858][top5: 99.945941]
2022-09-11 09:47:20,726 train_acc 96.333997
2022-09-11 09:47:20,889 valid 000 [data/s: 0.10358][batch/s: 0.15842][loss: 1.577492e-01][top1: 93.750000][top5: 100.000000]
2022-09-11 09:47:23,639 valid 050 [data/s: 0.00231][batch/s: 0.05704][loss: 1.652305e-01][top1: 95.731207][top5: 99.816176]
2022-09-11 09:47:26,377 valid 100 [data/s: 0.00131][batch/s: 0.05590][loss: 1.557415e-01][top1: 95.761136][top5: 99.855610]
2022-09-11 09:47:26,643 valid_acc 95.739998	best_val_acc 95.919998
2022-09-11 09:47:26,998 epoch 371 lr 7.837993e-03
2022-09-11 09:47:27,510 train 000 [data/s: 0.16758][batch/s: 0.50822][loss: 6.258612e-02][top1: 100.000000][top5: 100.000000]
2022-09-11 09:47:43,751 train 050 [data/s: 0.00365][batch/s: 0.32841][loss: 1.618763e-01][top1: 96.384802][top5: 99.979575]
2022-09-11 09:47:59,891 train 100 [data/s: 0.00202][batch/s: 0.32563][loss: 1.630760e-01][top1: 96.359321][top5: 99.979373]
2022-09-11 09:48:16,047 train 150 [data/s: 0.00146][batch/s: 0.32480][loss: 1.596947e-01][top1: 96.371410][top5: 99.972406]
2022-09-11 09:48:32,209 train 200 [data/s: 0.00119][batch/s: 0.32441][loss: 1.588419e-01][top1: 96.450039][top5: 99.963723]
2022-09-11 09:48:48,365 train 250 [data/s: 0.00102][batch/s: 0.32415][loss: 1.609073e-01][top1: 96.468291][top5: 99.966799]
2022-09-11 09:49:04,736 train 300 [data/s: 0.00090][batch/s: 0.32470][loss: 1.642804e-01][top1: 96.359355][top5: 99.972314]
2022-09-11 09:49:20,911 train 350 [data/s: 0.00082][batch/s: 0.32453][loss: 1.667058e-01][top1: 96.296294][top5: 99.961420]
2022-09-11 09:49:37,031 train 400 [data/s: 0.00075][batch/s: 0.32426][loss: 1.676761e-01][top1: 96.261947][top5: 99.963632]
2022-09-11 09:49:53,327 train 450 [data/s: 0.00071][batch/s: 0.32445][loss: 1.667436e-01][top1: 96.279099][top5: 99.965355]
2022-09-11 09:50:09,510 train 500 [data/s: 0.00067][batch/s: 0.32437][loss: 1.664385e-01][top1: 96.294908][top5: 99.966733]
2022-09-11 09:50:15,976 train_acc 96.283997
2022-09-11 09:50:16,160 valid 000 [data/s: 0.12522][batch/s: 0.18002][loss: 1.440492e-01][top1: 95.833328][top5: 100.000000]
2022-09-11 09:50:18,896 valid 050 [data/s: 0.00273][batch/s: 0.05718][loss: 1.578675e-01][top1: 95.588233][top5: 99.857025]
2022-09-11 09:50:21,634 valid 100 [data/s: 0.00152][batch/s: 0.05597][loss: 1.457781e-01][top1: 95.771449][top5: 99.917491]
2022-09-11 09:50:21,901 valid_acc 95.749997	best_val_acc 95.919998
2022-09-11 09:50:22,219 epoch 372 lr 7.777330e-03
2022-09-11 09:50:22,723 train 000 [data/s: 0.16618][batch/s: 0.50033][loss: 1.638808e-01][top1: 95.833328][top5: 100.000000]
2022-09-11 09:50:38,880 train 050 [data/s: 0.00356][batch/s: 0.32661][loss: 1.561121e-01][top1: 96.732023][top5: 99.959150]
2022-09-11 09:50:54,999 train 100 [data/s: 0.00195][batch/s: 0.32451][loss: 1.466605e-01][top1: 96.905938][top5: 99.969059]
2022-09-11 09:51:11,110 train 150 [data/s: 0.00141][batch/s: 0.32375][loss: 1.465188e-01][top1: 96.895693][top5: 99.951711]
2022-09-11 09:51:27,250 train 200 [data/s: 0.00114][batch/s: 0.32352][loss: 1.488486e-01][top1: 96.802444][top5: 99.937811]
2022-09-11 09:51:43,368 train 250 [data/s: 0.00098][batch/s: 0.32329][loss: 1.535391e-01][top1: 96.684094][top5: 99.937749]
2022-09-11 09:51:59,489 train 300 [data/s: 0.00087][batch/s: 0.32314][loss: 1.563809e-01][top1: 96.577378][top5: 99.937707]
2022-09-11 09:52:15,604 train 350 [data/s: 0.00080][batch/s: 0.32302][loss: 1.577065e-01][top1: 96.569323][top5: 99.943613]
2022-09-11 09:52:31,739 train 400 [data/s: 0.00074][batch/s: 0.32298][loss: 1.586842e-01][top1: 96.550288][top5: 99.948046]
2022-09-11 09:52:47,911 train 450 [data/s: 0.00074][batch/s: 0.32303][loss: 1.586426e-01][top1: 96.544713][top5: 99.951496]
2022-09-11 09:53:04,044 train 500 [data/s: 0.00070][batch/s: 0.32300][loss: 1.600010e-01][top1: 96.494508][top5: 99.952179]
2022-09-11 09:53:10,496 train_acc 96.471997
2022-09-11 09:53:10,667 valid 000 [data/s: 0.11188][batch/s: 0.16666][loss: 1.727403e-01][top1: 94.791664][top5: 100.000000]
2022-09-11 09:53:13,412 valid 050 [data/s: 0.00248][batch/s: 0.05709][loss: 1.603077e-01][top1: 95.629082][top5: 99.877451]
2022-09-11 09:53:16,149 valid 100 [data/s: 0.00139][batch/s: 0.05592][loss: 1.544485e-01][top1: 95.730195][top5: 99.938119]
2022-09-11 09:53:16,394 valid_acc 95.719997	best_val_acc 95.919998
2022-09-11 09:53:16,734 epoch 373 lr 7.716797e-03
2022-09-11 09:53:17,237 train 000 [data/s: 0.16823][batch/s: 0.49919][loss: 2.269341e-01][top1: 96.875000][top5: 100.000000]
2022-09-11 09:53:33,358 train 050 [data/s: 0.00362][batch/s: 0.32588][loss: 1.481306e-01][top1: 96.854573][top5: 99.979575]
2022-09-11 09:53:49,487 train 100 [data/s: 0.00199][batch/s: 0.32425][loss: 1.434531e-01][top1: 96.885311][top5: 99.979373]
2022-09-11 09:54:05,732 train 150 [data/s: 0.00144][batch/s: 0.32447][loss: 1.489026e-01][top1: 96.647348][top5: 99.986203]
2022-09-11 09:54:21,913 train 200 [data/s: 0.00116][batch/s: 0.32425][loss: 1.498626e-01][top1: 96.662518][top5: 99.984453]
2022-09-11 09:54:38,091 train 250 [data/s: 0.00100][batch/s: 0.32411][loss: 1.528775e-01][top1: 96.567892][top5: 99.975099]
2022-09-11 09:54:54,217 train 300 [data/s: 0.00089][batch/s: 0.32385][loss: 1.547695e-01][top1: 96.539311][top5: 99.965393]
2022-09-11 09:55:10,341 train 350 [data/s: 0.00081][batch/s: 0.32365][loss: 1.547523e-01][top1: 96.572291][top5: 99.964387]
2022-09-11 09:55:26,776 train 400 [data/s: 0.00075][batch/s: 0.32428][loss: 1.570678e-01][top1: 96.500932][top5: 99.968828]
2022-09-11 09:55:42,940 train 450 [data/s: 0.00070][batch/s: 0.32417][loss: 1.576455e-01][top1: 96.470803][top5: 99.969974]
2022-09-11 09:55:59,134 train 500 [data/s: 0.00066][batch/s: 0.32414][loss: 1.569912e-01][top1: 96.496587][top5: 99.964654]
2022-09-11 09:56:05,607 train_acc 96.497997
2022-09-11 09:56:05,783 valid 000 [data/s: 0.11491][batch/s: 0.16975][loss: 1.715980e-01][top1: 94.791664][top5: 100.000000]
2022-09-11 09:56:08,520 valid 050 [data/s: 0.00253][batch/s: 0.05698][loss: 1.640116e-01][top1: 95.200161][top5: 99.857025]
2022-09-11 09:56:11,271 valid 100 [data/s: 0.00142][batch/s: 0.05601][loss: 1.534631e-01][top1: 95.523925][top5: 99.896864]
2022-09-11 09:56:11,514 valid_acc 95.539998	best_val_acc 95.919998
2022-09-11 09:56:11,838 epoch 374 lr 7.656395e-03
2022-09-11 09:56:12,331 train 000 [data/s: 0.15317][batch/s: 0.48895][loss: 1.454695e-01][top1: 96.875000][top5: 100.000000]
2022-09-11 09:56:28,450 train 050 [data/s: 0.00333][batch/s: 0.32565][loss: 1.531590e-01][top1: 96.834147][top5: 99.959150]
2022-09-11 09:56:44,564 train 100 [data/s: 0.00184][batch/s: 0.32398][loss: 1.479010e-01][top1: 96.823429][top5: 99.979373]
2022-09-11 09:57:00,686 train 150 [data/s: 0.00134][batch/s: 0.32347][loss: 1.475289e-01][top1: 96.771521][top5: 99.979305]
2022-09-11 09:57:16,832 train 200 [data/s: 0.00108][batch/s: 0.32333][loss: 1.448333e-01][top1: 96.802443][top5: 99.984453]
2022-09-11 09:57:32,942 train 250 [data/s: 0.00093][batch/s: 0.32311][loss: 1.476962e-01][top1: 96.684094][top5: 99.975099]
2022-09-11 09:57:49,054 train 300 [data/s: 0.00082][batch/s: 0.32296][loss: 1.495228e-01][top1: 96.674278][top5: 99.972314]
2022-09-11 09:58:05,178 train 350 [data/s: 0.00075][batch/s: 0.32289][loss: 1.520373e-01][top1: 96.616807][top5: 99.970323]
2022-09-11 09:58:21,290 train 400 [data/s: 0.00070][batch/s: 0.32281][loss: 1.537692e-01][top1: 96.565874][top5: 99.968828]
2022-09-11 09:58:37,464 train 450 [data/s: 0.00065][batch/s: 0.32289][loss: 1.553600e-01][top1: 96.560881][top5: 99.967664]
2022-09-11 09:58:53,574 train 500 [data/s: 0.00062][batch/s: 0.32282][loss: 1.567018e-01][top1: 96.527775][top5: 99.966733]
2022-09-11 09:59:00,051 train_acc 96.521997
2022-09-11 09:59:00,224 valid 000 [data/s: 0.11398][batch/s: 0.16876][loss: 6.171605e-02][top1: 97.916664][top5: 100.000000]
2022-09-11 09:59:02,961 valid 050 [data/s: 0.00253][batch/s: 0.05698][loss: 1.655911e-01][top1: 95.302285][top5: 99.816176]
2022-09-11 09:59:05,699 valid 100 [data/s: 0.00142][batch/s: 0.05588][loss: 1.668869e-01][top1: 95.255773][top5: 99.855610]
2022-09-11 09:59:05,963 valid_acc 95.269997	best_val_acc 95.919998
2022-09-11 09:59:06,307 epoch 375 lr 7.596126e-03
2022-09-11 09:59:06,834 train 000 [data/s: 0.19296][batch/s: 0.52197][loss: 1.385607e-01][top1: 96.875000][top5: 100.000000]
2022-09-11 09:59:23,157 train 050 [data/s: 0.00410][batch/s: 0.33031][loss: 1.483178e-01][top1: 96.670749][top5: 99.938725]
2022-09-11 09:59:39,275 train 100 [data/s: 0.00225][batch/s: 0.32637][loss: 1.471577e-01][top1: 96.637786][top5: 99.958746]
2022-09-11 09:59:55,445 train 150 [data/s: 0.00161][batch/s: 0.32539][loss: 1.453265e-01][top1: 96.695638][top5: 99.965508]
2022-09-11 10:00:11,579 train 200 [data/s: 0.00130][batch/s: 0.32471][loss: 1.486198e-01][top1: 96.652153][top5: 99.974088]
2022-09-11 10:00:27,764 train 250 [data/s: 0.00111][batch/s: 0.32451][loss: 1.508361e-01][top1: 96.634294][top5: 99.966799]
2022-09-11 10:00:43,895 train 300 [data/s: 0.00098][batch/s: 0.32420][loss: 1.528125e-01][top1: 96.573918][top5: 99.961932]
2022-09-11 10:01:00,010 train 350 [data/s: 0.00089][batch/s: 0.32393][loss: 1.527260e-01][top1: 96.596033][top5: 99.964387]
2022-09-11 10:01:16,375 train 400 [data/s: 0.00082][batch/s: 0.32435][loss: 1.546355e-01][top1: 96.563277][top5: 99.966230]
2022-09-11 10:01:32,494 train 450 [data/s: 0.00076][batch/s: 0.32413][loss: 1.556736e-01][top1: 96.553952][top5: 99.965355]
2022-09-11 10:01:48,683 train 500 [data/s: 0.00072][batch/s: 0.32409][loss: 1.562505e-01][top1: 96.538171][top5: 99.962575]
2022-09-11 10:01:55,168 train_acc 96.521997
2022-09-11 10:01:55,342 valid 000 [data/s: 0.11464][batch/s: 0.16944][loss: 2.055694e-01][top1: 94.791664][top5: 100.000000]
2022-09-11 10:01:58,081 valid 050 [data/s: 0.00256][batch/s: 0.05703][loss: 1.702128e-01][top1: 95.588233][top5: 99.836601]
2022-09-11 10:02:00,820 valid 100 [data/s: 0.00145][batch/s: 0.05592][loss: 1.610310e-01][top1: 95.596120][top5: 99.886551]
2022-09-11 10:02:01,088 valid_acc 95.609998	best_val_acc 95.919998
2022-09-11 10:02:01,408 epoch 376 lr 7.535991e-03
2022-09-11 10:02:01,940 train 000 [data/s: 0.15677][batch/s: 0.52816][loss: 1.851556e-01][top1: 95.833328][top5: 100.000000]
2022-09-11 10:02:18,098 train 050 [data/s: 0.00340][batch/s: 0.32716][loss: 1.503538e-01][top1: 96.609475][top5: 99.959150]
2022-09-11 10:02:34,323 train 100 [data/s: 0.00188][batch/s: 0.32585][loss: 1.466065e-01][top1: 96.740922][top5: 99.979373]
2022-09-11 10:02:50,678 train 150 [data/s: 0.00138][batch/s: 0.32626][loss: 1.499299e-01][top1: 96.640450][top5: 99.972406]
2022-09-11 10:03:06,849 train 200 [data/s: 0.00112][batch/s: 0.32555][loss: 1.546733e-01][top1: 96.589964][top5: 99.963723]
2022-09-11 10:03:22,981 train 250 [data/s: 0.00096][batch/s: 0.32497][loss: 1.520973e-01][top1: 96.605243][top5: 99.966799]
2022-09-11 10:03:39,127 train 300 [data/s: 0.00085][batch/s: 0.32463][loss: 1.545014e-01][top1: 96.542772][top5: 99.958472]
2022-09-11 10:03:55,248 train 350 [data/s: 0.00078][batch/s: 0.32432][loss: 1.556590e-01][top1: 96.533711][top5: 99.961420]
2022-09-11 10:04:11,379 train 400 [data/s: 0.00072][batch/s: 0.32411][loss: 1.591423e-01][top1: 96.428198][top5: 99.961035]
2022-09-11 10:04:27,506 train 450 [data/s: 0.00067][batch/s: 0.32393][loss: 1.594663e-01][top1: 96.415371][top5: 99.958426]
2022-09-11 10:04:43,642 train 500 [data/s: 0.00064][batch/s: 0.32381][loss: 1.597552e-01][top1: 96.423817][top5: 99.958416]
2022-09-11 10:04:50,118 train_acc 96.439998
2022-09-11 10:04:50,290 valid 000 [data/s: 0.11224][batch/s: 0.16702][loss: 1.529179e-01][top1: 95.833328][top5: 100.000000]
2022-09-11 10:04:53,028 valid 050 [data/s: 0.00249][batch/s: 0.05696][loss: 1.618481e-01][top1: 95.343135][top5: 99.836601]
2022-09-11 10:04:55,765 valid 100 [data/s: 0.00139][batch/s: 0.05586][loss: 1.458773e-01][top1: 95.926153][top5: 99.855610]
2022-09-11 10:04:56,129 valid_acc 95.939998	best_val_acc 95.939998
2022-09-11 10:04:56,469 epoch 377 lr 7.475993e-03
2022-09-11 10:04:57,038 train 000 [data/s: 0.23065][batch/s: 0.56460][loss: 2.181523e-01][top1: 96.875000][top5: 100.000000]
2022-09-11 10:05:13,164 train 050 [data/s: 0.00483][batch/s: 0.32727][loss: 1.586754e-01][top1: 96.446076][top5: 99.959150]
2022-09-11 10:05:29,357 train 100 [data/s: 0.00261][batch/s: 0.32558][loss: 1.615204e-01][top1: 96.318067][top5: 99.958746]
2022-09-11 10:05:45,469 train 150 [data/s: 0.00185][batch/s: 0.32447][loss: 1.619000e-01][top1: 96.274832][top5: 99.965508]
2022-09-11 10:06:01,601 train 200 [data/s: 0.00147][batch/s: 0.32402][loss: 1.587799e-01][top1: 96.336026][top5: 99.974088]
2022-09-11 10:06:17,718 train 250 [data/s: 0.00124][batch/s: 0.32368][loss: 1.592253e-01][top1: 96.368689][top5: 99.979250]
2022-09-11 10:06:33,912 train 300 [data/s: 0.00108][batch/s: 0.32371][loss: 1.618436e-01][top1: 96.300524][top5: 99.975775]
2022-09-11 10:06:50,037 train 350 [data/s: 0.00097][batch/s: 0.32354][loss: 1.617281e-01][top1: 96.311132][top5: 99.970323]
2022-09-11 10:07:06,283 train 400 [data/s: 0.00089][batch/s: 0.32371][loss: 1.633038e-01][top1: 96.300912][top5: 99.958437]
2022-09-11 10:07:22,655 train 450 [data/s: 0.00082][batch/s: 0.32413][loss: 1.633188e-01][top1: 96.327603][top5: 99.960735]
2022-09-11 10:07:38,975 train 500 [data/s: 0.00077][batch/s: 0.32435][loss: 1.624551e-01][top1: 96.355204][top5: 99.960495]
2022-09-11 10:07:45,427 train_acc 96.375997
2022-09-11 10:07:45,604 valid 000 [data/s: 0.11800][batch/s: 0.17285][loss: 1.199000e-01][top1: 95.833328][top5: 100.000000]
2022-09-11 10:07:48,341 valid 050 [data/s: 0.00259][batch/s: 0.05705][loss: 1.610014e-01][top1: 95.649507][top5: 99.938725]
2022-09-11 10:07:51,077 valid 100 [data/s: 0.00144][batch/s: 0.05590][loss: 1.569164e-01][top1: 95.668314][top5: 99.917491]
2022-09-11 10:07:51,325 valid_acc 95.689998	best_val_acc 95.939998
2022-09-11 10:07:51,663 epoch 378 lr 7.416132e-03
2022-09-11 10:07:52,158 train 000 [data/s: 0.16167][batch/s: 0.49045][loss: 1.410711e-01][top1: 97.916664][top5: 100.000000]
2022-09-11 10:08:08,262 train 050 [data/s: 0.00348][batch/s: 0.32538][loss: 1.488139e-01][top1: 96.732024][top5: 99.897875]
2022-09-11 10:08:24,376 train 100 [data/s: 0.00192][batch/s: 0.32385][loss: 1.500480e-01][top1: 96.606846][top5: 99.948432]
2022-09-11 10:08:40,583 train 150 [data/s: 0.00140][batch/s: 0.32394][loss: 1.507311e-01][top1: 96.612856][top5: 99.944812]
2022-09-11 10:08:56,732 train 200 [data/s: 0.00113][batch/s: 0.32371][loss: 1.520063e-01][top1: 96.678065][top5: 99.953358]
2022-09-11 10:09:13,006 train 250 [data/s: 0.00097][batch/s: 0.32406][loss: 1.501990e-01][top1: 96.717295][top5: 99.950199]
2022-09-11 10:09:29,249 train 300 [data/s: 0.00086][batch/s: 0.32419][loss: 1.503754e-01][top1: 96.733109][top5: 99.948089]
2022-09-11 10:09:45,419 train 350 [data/s: 0.00079][batch/s: 0.32408][loss: 1.523680e-01][top1: 96.631645][top5: 99.949549]
2022-09-11 10:10:01,568 train 400 [data/s: 0.00073][batch/s: 0.32394][loss: 1.539251e-01][top1: 96.542495][top5: 99.953242]
2022-09-11 10:10:17,789 train 450 [data/s: 0.00069][batch/s: 0.32399][loss: 1.538146e-01][top1: 96.567810][top5: 99.953806]
2022-09-11 10:10:33,927 train 500 [data/s: 0.00065][batch/s: 0.32387][loss: 1.560433e-01][top1: 96.527775][top5: 99.952179]
2022-09-11 10:10:40,382 train_acc 96.529997
2022-09-11 10:10:40,567 valid 000 [data/s: 0.11734][batch/s: 0.17876][loss: 1.854576e-01][top1: 95.833328][top5: 100.000000]
2022-09-11 10:10:43,304 valid 050 [data/s: 0.00259][batch/s: 0.05718][loss: 1.794190e-01][top1: 95.138886][top5: 99.877451]
2022-09-11 10:10:46,062 valid 100 [data/s: 0.00145][batch/s: 0.05617][loss: 1.626302e-01][top1: 95.503298][top5: 99.896864]
2022-09-11 10:10:46,327 valid_acc 95.469997	best_val_acc 95.939998
2022-09-11 10:10:46,672 epoch 379 lr 7.356410e-03
2022-09-11 10:10:47,200 train 000 [data/s: 0.19152][batch/s: 0.52457][loss: 1.620369e-01][top1: 94.791664][top5: 100.000000]
2022-09-11 10:11:03,354 train 050 [data/s: 0.00406][batch/s: 0.32702][loss: 1.510758e-01][top1: 96.752448][top5: 99.897875]
2022-09-11 10:11:19,486 train 100 [data/s: 0.00221][batch/s: 0.32486][loss: 1.547846e-01][top1: 96.606846][top5: 99.927805]
2022-09-11 10:11:35,654 train 150 [data/s: 0.00158][batch/s: 0.32436][loss: 1.566071e-01][top1: 96.612856][top5: 99.931015]
2022-09-11 10:11:51,782 train 200 [data/s: 0.00126][batch/s: 0.32391][loss: 1.587401e-01][top1: 96.501863][top5: 99.937811]
2022-09-11 10:12:07,915 train 250 [data/s: 0.00107][batch/s: 0.32366][loss: 1.587969e-01][top1: 96.493191][top5: 99.950199]
2022-09-11 10:12:24,037 train 300 [data/s: 0.00094][batch/s: 0.32346][loss: 1.592519e-01][top1: 96.494322][top5: 99.951550]
2022-09-11 10:12:40,186 train 350 [data/s: 0.00085][batch/s: 0.32339][loss: 1.592559e-01][top1: 96.465453][top5: 99.958452]
2022-09-11 10:12:56,351 train 400 [data/s: 0.00078][batch/s: 0.32338][loss: 1.630387e-01][top1: 96.347670][top5: 99.963632]
2022-09-11 10:13:12,478 train 450 [data/s: 0.00072][batch/s: 0.32328][loss: 1.642012e-01][top1: 96.299886][top5: 99.967664]
2022-09-11 10:13:28,600 train 500 [data/s: 0.00068][batch/s: 0.32320][loss: 1.625953e-01][top1: 96.328174][top5: 99.962575]
2022-09-11 10:13:35,084 train_acc 96.337997
2022-09-11 10:13:35,280 valid 000 [data/s: 0.13516][batch/s: 0.18998][loss: 2.048203e-01][top1: 94.791664][top5: 100.000000]
2022-09-11 10:13:38,017 valid 050 [data/s: 0.00294][batch/s: 0.05740][loss: 1.429942e-01][top1: 95.996729][top5: 99.877451]
2022-09-11 10:13:40,755 valid 100 [data/s: 0.00163][batch/s: 0.05609][loss: 1.388121e-01][top1: 96.091169][top5: 99.917491]
2022-09-11 10:13:41,200 valid_acc 96.059997	best_val_acc 96.059997
2022-09-11 10:13:41,518 epoch 380 lr 7.296830e-03
2022-09-11 10:13:42,032 train 000 [data/s: 0.17920][batch/s: 0.50961][loss: 1.447057e-01][top1: 96.875000][top5: 98.958328]
2022-09-11 10:13:58,198 train 050 [data/s: 0.00383][batch/s: 0.32697][loss: 1.593274e-01][top1: 96.732024][top5: 99.979575]
2022-09-11 10:14:14,322 train 100 [data/s: 0.00210][batch/s: 0.32475][loss: 1.412036e-01][top1: 96.957505][top5: 99.989686]
2022-09-11 10:14:30,429 train 150 [data/s: 0.00150][batch/s: 0.32389][loss: 1.412413e-01][top1: 96.902591][top5: 99.986203]
2022-09-11 10:14:46,542 train 200 [data/s: 0.00120][batch/s: 0.32348][loss: 1.390048e-01][top1: 96.963098][top5: 99.989635]
2022-09-11 10:15:02,655 train 250 [data/s: 0.00102][batch/s: 0.32324][loss: 1.420689e-01][top1: 96.924798][top5: 99.970949]
2022-09-11 10:15:19,069 train 300 [data/s: 0.00090][batch/s: 0.32407][loss: 1.476473e-01][top1: 96.805784][top5: 99.968854]
2022-09-11 10:15:35,422 train 350 [data/s: 0.00082][batch/s: 0.32450][loss: 1.483854e-01][top1: 96.756289][top5: 99.973290]
2022-09-11 10:15:51,863 train 400 [data/s: 0.00076][batch/s: 0.32504][loss: 1.498126e-01][top1: 96.708746][top5: 99.971425]
2022-09-11 10:16:07,992 train 450 [data/s: 0.00071][batch/s: 0.32476][loss: 1.511996e-01][top1: 96.667126][top5: 99.965355]
2022-09-11 10:16:24,125 train 500 [data/s: 0.00067][batch/s: 0.32455][loss: 1.527864e-01][top1: 96.610942][top5: 99.966733]
2022-09-11 10:16:30,618 train_acc 96.593998
2022-09-11 10:16:30,789 valid 000 [data/s: 0.11120][batch/s: 0.16611][loss: 1.429733e-01][top1: 95.833328][top5: 100.000000]
2022-09-11 10:16:33,526 valid 050 [data/s: 0.00246][batch/s: 0.05692][loss: 1.566420e-01][top1: 95.894605][top5: 99.857025]
2022-09-11 10:16:36,262 valid 100 [data/s: 0.00138][batch/s: 0.05584][loss: 1.555062e-01][top1: 95.884898][top5: 99.876237]
2022-09-11 10:16:36,508 valid_acc 95.889997	best_val_acc 96.059997
2022-09-11 10:16:36,856 epoch 381 lr 7.237392e-03
2022-09-11 10:16:37,429 train 000 [data/s: 0.24210][batch/s: 0.56861][loss: 1.841310e-01][top1: 96.875000][top5: 100.000000]
2022-09-11 10:16:53,542 train 050 [data/s: 0.00504][batch/s: 0.32709][loss: 1.445670e-01][top1: 96.977122][top5: 99.918300]
2022-09-11 10:17:09,667 train 100 [data/s: 0.00270][batch/s: 0.32482][loss: 1.457232e-01][top1: 96.823430][top5: 99.948432]
2022-09-11 10:17:25,825 train 150 [data/s: 0.00190][batch/s: 0.32426][loss: 1.419796e-01][top1: 97.006068][top5: 99.958609]
2022-09-11 10:17:41,939 train 200 [data/s: 0.00151][batch/s: 0.32377][loss: 1.439842e-01][top1: 96.952734][top5: 99.958540]
2022-09-11 10:17:58,082 train 250 [data/s: 0.00127][batch/s: 0.32359][loss: 1.469252e-01][top1: 96.924798][top5: 99.966799]
2022-09-11 10:18:14,218 train 300 [data/s: 0.00112][batch/s: 0.32344][loss: 1.484573e-01][top1: 96.840391][top5: 99.961932]
2022-09-11 10:18:30,400 train 350 [data/s: 0.00101][batch/s: 0.32347][loss: 1.490201e-01][top1: 96.824546][top5: 99.958452]
2022-09-11 10:18:46,594 train 400 [data/s: 0.00092][batch/s: 0.32352][loss: 1.504850e-01][top1: 96.804860][top5: 99.958437]
2022-09-11 10:19:02,724 train 450 [data/s: 0.00086][batch/s: 0.32342][loss: 1.529187e-01][top1: 96.724868][top5: 99.953806]
2022-09-11 10:19:18,843 train 500 [data/s: 0.00080][batch/s: 0.32332][loss: 1.532614e-01][top1: 96.685792][top5: 99.958416]
2022-09-11 10:19:25,346 train_acc 96.659997
2022-09-11 10:19:25,530 valid 000 [data/s: 0.12417][batch/s: 0.17902][loss: 1.348935e-01][top1: 95.833328][top5: 100.000000]
2022-09-11 10:19:28,279 valid 050 [data/s: 0.00272][batch/s: 0.05740][loss: 1.712074e-01][top1: 95.465684][top5: 99.857026]
2022-09-11 10:19:31,016 valid 100 [data/s: 0.00152][batch/s: 0.05609][loss: 1.611893e-01][top1: 95.317654][top5: 99.876237]
2022-09-11 10:19:31,284 valid_acc 95.289997	best_val_acc 96.059997
2022-09-11 10:19:31,608 epoch 382 lr 7.178099e-03
2022-09-11 10:19:32,086 train 000 [data/s: 0.14569][batch/s: 0.47458][loss: 1.075822e-01][top1: 97.916664][top5: 100.000000]
2022-09-11 10:19:48,289 train 050 [data/s: 0.00317][batch/s: 0.32701][loss: 1.504818e-01][top1: 96.670749][top5: 100.000000]
2022-09-11 10:20:04,447 train 100 [data/s: 0.00176][batch/s: 0.32510][loss: 1.496511e-01][top1: 96.720295][top5: 99.989686]
2022-09-11 10:20:20,583 train 150 [data/s: 0.00129][batch/s: 0.32431][loss: 1.536166e-01][top1: 96.592161][top5: 99.986203]
2022-09-11 10:20:36,753 train 200 [data/s: 0.00105][batch/s: 0.32408][loss: 1.490421e-01][top1: 96.688430][top5: 99.979270]
2022-09-11 10:20:53,199 train 250 [data/s: 0.00090][batch/s: 0.32505][loss: 1.480962e-01][top1: 96.742195][top5: 99.979250]
2022-09-11 10:21:09,334 train 300 [data/s: 0.00080][batch/s: 0.32466][loss: 1.505537e-01][top1: 96.653514][top5: 99.968854]
2022-09-11 10:21:25,456 train 350 [data/s: 0.00073][batch/s: 0.32434][loss: 1.510987e-01][top1: 96.610871][top5: 99.970323]
2022-09-11 10:21:41,589 train 400 [data/s: 0.00068][batch/s: 0.32413][loss: 1.513300e-01][top1: 96.602242][top5: 99.971425]
2022-09-11 10:21:57,717 train 450 [data/s: 0.00063][batch/s: 0.32396][loss: 1.518500e-01][top1: 96.563190][top5: 99.969974]
2022-09-11 10:22:13,830 train 500 [data/s: 0.00060][batch/s: 0.32379][loss: 1.525491e-01][top1: 96.558963][top5: 99.966733]
2022-09-11 10:22:20,287 train_acc 96.573997
2022-09-11 10:22:20,461 valid 000 [data/s: 0.11331][batch/s: 0.16813][loss: 1.163943e-01][top1: 96.875000][top5: 100.000000]
2022-09-11 10:22:23,198 valid 050 [data/s: 0.00250][batch/s: 0.05696][loss: 1.577052e-01][top1: 95.526958][top5: 99.816176]
2022-09-11 10:22:25,934 valid 100 [data/s: 0.00140][batch/s: 0.05586][loss: 1.498155e-01][top1: 95.585806][top5: 99.865924]
2022-09-11 10:22:26,186 valid_acc 95.549998	best_val_acc 96.059997
2022-09-11 10:22:26,523 epoch 383 lr 7.118951e-03
2022-09-11 10:22:27,039 train 000 [data/s: 0.17387][batch/s: 0.51231][loss: 1.033723e-01][top1: 97.916664][top5: 100.000000]
2022-09-11 10:22:43,317 train 050 [data/s: 0.00375][batch/s: 0.32921][loss: 1.470757e-01][top1: 97.120095][top5: 99.979575]
2022-09-11 10:22:59,445 train 100 [data/s: 0.00205][batch/s: 0.32592][loss: 1.487967e-01][top1: 96.885311][top5: 99.969059]
2022-09-11 10:23:15,722 train 150 [data/s: 0.00148][batch/s: 0.32579][loss: 1.506503e-01][top1: 96.723231][top5: 99.965508]
2022-09-11 10:23:31,866 train 200 [data/s: 0.00120][batch/s: 0.32507][loss: 1.491786e-01][top1: 96.719525][top5: 99.968905]
2022-09-11 10:23:48,017 train 250 [data/s: 0.00103][batch/s: 0.32466][loss: 1.456925e-01][top1: 96.771246][top5: 99.970949]
2022-09-11 10:24:04,251 train 300 [data/s: 0.00091][batch/s: 0.32466][loss: 1.545276e-01][top1: 96.605064][top5: 99.968854]
2022-09-11 10:24:20,418 train 350 [data/s: 0.00083][batch/s: 0.32447][loss: 1.581841e-01][top1: 96.492162][top5: 99.967355]
2022-09-11 10:24:36,577 train 400 [data/s: 0.00077][batch/s: 0.32431][loss: 1.581717e-01][top1: 96.495737][top5: 99.968828]
2022-09-11 10:24:52,711 train 450 [data/s: 0.00072][batch/s: 0.32413][loss: 1.567075e-01][top1: 96.491590][top5: 99.967664]
2022-09-11 10:25:08,851 train 500 [data/s: 0.00068][batch/s: 0.32400][loss: 1.575282e-01][top1: 96.469558][top5: 99.966733]
2022-09-11 10:25:15,321 train_acc 96.475997
2022-09-11 10:25:15,496 valid 000 [data/s: 0.11561][batch/s: 0.17046][loss: 1.856736e-01][top1: 93.750000][top5: 100.000000]
2022-09-11 10:25:18,233 valid 050 [data/s: 0.00254][batch/s: 0.05700][loss: 1.550252e-01][top1: 95.547383][top5: 99.918300]
2022-09-11 10:25:20,969 valid 100 [data/s: 0.00142][batch/s: 0.05587][loss: 1.527372e-01][top1: 95.719882][top5: 99.917491]
2022-09-11 10:25:21,222 valid_acc 95.749998	best_val_acc 96.059997
2022-09-11 10:25:21,552 epoch 384 lr 7.059951e-03
2022-09-11 10:25:22,057 train 000 [data/s: 0.15238][batch/s: 0.50058][loss: 1.789390e-01][top1: 97.916664][top5: 100.000000]
2022-09-11 10:25:38,210 train 050 [data/s: 0.00329][batch/s: 0.32655][loss: 1.486180e-01][top1: 96.834148][top5: 99.959150]
2022-09-11 10:25:54,377 train 100 [data/s: 0.00181][batch/s: 0.32495][loss: 1.428544e-01][top1: 96.844057][top5: 99.948432]
2022-09-11 10:26:10,535 train 150 [data/s: 0.00131][batch/s: 0.32436][loss: 1.444694e-01][top1: 96.806013][top5: 99.965508]
2022-09-11 10:26:26,758 train 200 [data/s: 0.00106][batch/s: 0.32438][loss: 1.515952e-01][top1: 96.652153][top5: 99.963723]
2022-09-11 10:26:42,882 train 250 [data/s: 0.00091][batch/s: 0.32401][loss: 1.518327e-01][top1: 96.634293][top5: 99.966799]
2022-09-11 10:26:59,007 train 300 [data/s: 0.00081][batch/s: 0.32375][loss: 1.527703e-01][top1: 96.608524][top5: 99.961932]
2022-09-11 10:27:15,139 train 350 [data/s: 0.00074][batch/s: 0.32359][loss: 1.512203e-01][top1: 96.619774][top5: 99.964387]
2022-09-11 10:27:31,275 train 400 [data/s: 0.00068][batch/s: 0.32349][loss: 1.520370e-01][top1: 96.615230][top5: 99.966230]
2022-09-11 10:27:47,442 train 450 [data/s: 0.00064][batch/s: 0.32347][loss: 1.537491e-01][top1: 96.586287][top5: 99.967664]
2022-09-11 10:28:03,569 train 500 [data/s: 0.00061][batch/s: 0.32338][loss: 1.525372e-01][top1: 96.594309][top5: 99.964654]
2022-09-11 10:28:10,031 train_acc 96.583997
2022-09-11 10:28:10,216 valid 000 [data/s: 0.12554][batch/s: 0.18028][loss: 1.046060e-01][top1: 96.875000][top5: 100.000000]
2022-09-11 10:28:12,953 valid 050 [data/s: 0.00275][batch/s: 0.05721][loss: 1.522840e-01][top1: 95.567808][top5: 99.959150]
2022-09-11 10:28:15,690 valid 100 [data/s: 0.00152][batch/s: 0.05598][loss: 1.466871e-01][top1: 95.843644][top5: 99.979373]
2022-09-11 10:28:15,953 valid_acc 95.829997	best_val_acc 96.059997
2022-09-11 10:28:16,301 epoch 385 lr 7.001100e-03
2022-09-11 10:28:16,826 train 000 [data/s: 0.19325][batch/s: 0.52031][loss: 1.179416e-01][top1: 98.958328][top5: 100.000000]
2022-09-11 10:28:32,944 train 050 [data/s: 0.00412][batch/s: 0.32624][loss: 1.434072e-01][top1: 96.711599][top5: 99.918300]
2022-09-11 10:28:49,140 train 100 [data/s: 0.00223][batch/s: 0.32510][loss: 1.451126e-01][top1: 96.668727][top5: 99.927805]
2022-09-11 10:29:05,277 train 150 [data/s: 0.00160][batch/s: 0.32431][loss: 1.446897e-01][top1: 96.737029][top5: 99.917218]
2022-09-11 10:29:21,406 train 200 [data/s: 0.00128][batch/s: 0.32389][loss: 1.444005e-01][top1: 96.766167][top5: 99.932628]
2022-09-11 10:29:37,545 train 250 [data/s: 0.00109][batch/s: 0.32366][loss: 1.473121e-01][top1: 96.696545][top5: 99.941899]
2022-09-11 10:29:53,683 train 300 [data/s: 0.00096][batch/s: 0.32351][loss: 1.484035e-01][top1: 96.695042][top5: 99.944629]
2022-09-11 10:30:09,831 train 350 [data/s: 0.00090][batch/s: 0.32343][loss: 1.490458e-01][top1: 96.628678][top5: 99.937678]
2022-09-11 10:30:25,970 train 400 [data/s: 0.00083][batch/s: 0.32335][loss: 1.482131e-01][top1: 96.674977][top5: 99.942851]
2022-09-11 10:30:42,081 train 450 [data/s: 0.00077][batch/s: 0.32323][loss: 1.477512e-01][top1: 96.685604][top5: 99.944567]
2022-09-11 10:30:58,268 train 500 [data/s: 0.00073][batch/s: 0.32328][loss: 1.493472e-01][top1: 96.621338][top5: 99.945941]
2022-09-11 10:31:04,722 train_acc 96.637998
2022-09-11 10:31:04,908 valid 000 [data/s: 0.12534][batch/s: 0.18026][loss: 1.137546e-01][top1: 97.916664][top5: 100.000000]
2022-09-11 10:31:07,645 valid 050 [data/s: 0.00274][batch/s: 0.05720][loss: 1.643386e-01][top1: 95.731207][top5: 99.877450]
2022-09-11 10:31:10,382 valid 100 [data/s: 0.00152][batch/s: 0.05598][loss: 1.503881e-01][top1: 95.967407][top5: 99.938119]
2022-09-11 10:31:10,627 valid_acc 95.969998	best_val_acc 96.059997
2022-09-11 10:31:10,947 epoch 386 lr 6.942400e-03
2022-09-11 10:31:11,440 train 000 [data/s: 0.16128][batch/s: 0.48900][loss: 6.940661e-02][top1: 96.875000][top5: 100.000000]
2022-09-11 10:31:27,600 train 050 [data/s: 0.00347][batch/s: 0.32645][loss: 1.579952e-01][top1: 96.364377][top5: 99.938725]
2022-09-11 10:31:43,757 train 100 [data/s: 0.00192][batch/s: 0.32480][loss: 1.512697e-01][top1: 96.544965][top5: 99.927805]
2022-09-11 10:31:59,922 train 150 [data/s: 0.00140][batch/s: 0.32431][loss: 1.468042e-01][top1: 96.668044][top5: 99.951711]
2022-09-11 10:32:16,044 train 200 [data/s: 0.00113][batch/s: 0.32384][loss: 1.482676e-01][top1: 96.636606][top5: 99.958540]
2022-09-11 10:32:32,186 train 250 [data/s: 0.00096][batch/s: 0.32364][loss: 1.486429e-01][top1: 96.650894][top5: 99.962649]
2022-09-11 10:32:48,335 train 300 [data/s: 0.00086][batch/s: 0.32353][loss: 1.480972e-01][top1: 96.688121][top5: 99.955011]
2022-09-11 10:33:04,459 train 350 [data/s: 0.00078][batch/s: 0.32338][loss: 1.461699e-01][top1: 96.747386][top5: 99.949549]
2022-09-11 10:33:20,608 train 400 [data/s: 0.00072][batch/s: 0.32333][loss: 1.458514e-01][top1: 96.760700][top5: 99.940253]
2022-09-11 10:33:36,776 train 450 [data/s: 0.00068][batch/s: 0.32333][loss: 1.477414e-01][top1: 96.717939][top5: 99.939948]
2022-09-11 10:33:52,904 train 500 [data/s: 0.00064][batch/s: 0.32326][loss: 1.497440e-01][top1: 96.694109][top5: 99.941783]
2022-09-11 10:33:59,385 train_acc 96.675998
2022-09-11 10:33:59,580 valid 000 [data/s: 0.13589][batch/s: 0.19072][loss: 1.882290e-01][top1: 96.875000][top5: 100.000000]
2022-09-11 10:34:02,316 valid 050 [data/s: 0.00293][batch/s: 0.05739][loss: 1.812039e-01][top1: 95.179737][top5: 99.816176]
2022-09-11 10:34:05,052 valid 100 [data/s: 0.00161][batch/s: 0.05606][loss: 1.698924e-01][top1: 95.596120][top5: 99.876237]
2022-09-11 10:34:05,305 valid_acc 95.569997	best_val_acc 96.059997
2022-09-11 10:34:05,651 epoch 387 lr 6.883852e-03
2022-09-11 10:34:06,155 train 000 [data/s: 0.16362][batch/s: 0.50014][loss: 2.132976e-01][top1: 96.875000][top5: 100.000000]
2022-09-11 10:34:22,285 train 050 [data/s: 0.00355][batch/s: 0.32608][loss: 1.481701e-01][top1: 96.895422][top5: 99.959150]
2022-09-11 10:34:38,413 train 100 [data/s: 0.00195][batch/s: 0.32433][loss: 1.414494e-01][top1: 97.122522][top5: 99.938119]
2022-09-11 10:34:54,585 train 150 [data/s: 0.00141][batch/s: 0.32404][loss: 1.421391e-01][top1: 96.930185][top5: 99.937914]
2022-09-11 10:35:10,819 train 200 [data/s: 0.00115][batch/s: 0.32420][loss: 1.442876e-01][top1: 96.828356][top5: 99.937811]
2022-09-11 10:35:27,072 train 250 [data/s: 0.00098][batch/s: 0.32437][loss: 1.425988e-01][top1: 96.866697][top5: 99.950199]
2022-09-11 10:35:43,308 train 300 [data/s: 0.00087][batch/s: 0.32443][loss: 1.448408e-01][top1: 96.788480][top5: 99.955011]
2022-09-11 10:35:59,772 train 350 [data/s: 0.00080][batch/s: 0.32512][loss: 1.469735e-01][top1: 96.705838][top5: 99.961420]
2022-09-11 10:36:16,001 train 400 [data/s: 0.00074][batch/s: 0.32505][loss: 1.464745e-01][top1: 96.703551][top5: 99.961035]
2022-09-11 10:36:32,140 train 450 [data/s: 0.00070][batch/s: 0.32480][loss: 1.488659e-01][top1: 96.660197][top5: 99.960735]
2022-09-11 10:36:48,423 train 500 [data/s: 0.00066][batch/s: 0.32488][loss: 1.484175e-01][top1: 96.687872][top5: 99.964654]
2022-09-11 10:36:54,954 train_acc 96.699997
2022-09-11 10:36:55,186 valid 000 [data/s: 0.14856][batch/s: 0.22038][loss: 1.899758e-01][top1: 93.750000][top5: 100.000000]
2022-09-11 10:36:57,925 valid 050 [data/s: 0.00322][batch/s: 0.05802][loss: 1.594323e-01][top1: 95.526959][top5: 99.918300]
2022-09-11 10:37:00,661 valid 100 [data/s: 0.00177][batch/s: 0.05639][loss: 1.487385e-01][top1: 95.740509][top5: 99.948432]
2022-09-11 10:37:00,915 valid_acc 95.719998	best_val_acc 96.059997
2022-09-11 10:37:01,233 epoch 388 lr 6.825459e-03
2022-09-11 10:37:01,724 train 000 [data/s: 0.15900][batch/s: 0.48640][loss: 1.766061e-01][top1: 96.875000][top5: 100.000000]
2022-09-11 10:37:17,849 train 050 [data/s: 0.00345][batch/s: 0.32572][loss: 1.425242e-01][top1: 97.120096][top5: 99.979575]
2022-09-11 10:37:33,974 train 100 [data/s: 0.00190][batch/s: 0.32413][loss: 1.480720e-01][top1: 96.874998][top5: 99.969059]
2022-09-11 10:37:50,186 train 150 [data/s: 0.00139][batch/s: 0.32416][loss: 1.435963e-01][top1: 96.964677][top5: 99.958609]
2022-09-11 10:38:06,336 train 200 [data/s: 0.00113][batch/s: 0.32387][loss: 1.440333e-01][top1: 96.942369][top5: 99.968905]
2022-09-11 10:38:22,686 train 250 [data/s: 0.00097][batch/s: 0.32450][loss: 1.449398e-01][top1: 96.829347][top5: 99.962649]
2022-09-11 10:38:39,451 train 300 [data/s: 0.00087][batch/s: 0.32629][loss: 1.464701e-01][top1: 96.774637][top5: 99.965393]
2022-09-11 10:38:55,662 train 350 [data/s: 0.00079][batch/s: 0.32599][loss: 1.474796e-01][top1: 96.732547][top5: 99.967355]
2022-09-11 10:39:11,825 train 400 [data/s: 0.00073][batch/s: 0.32565][loss: 1.500602e-01][top1: 96.680172][top5: 99.971425]
2022-09-11 10:39:28,060 train 450 [data/s: 0.00069][batch/s: 0.32555][loss: 1.522634e-01][top1: 96.618623][top5: 99.969974]
2022-09-11 10:39:44,182 train 500 [data/s: 0.00065][batch/s: 0.32524][loss: 1.514542e-01][top1: 96.648367][top5: 99.968812]
2022-09-11 10:39:50,679 train_acc 96.649998
2022-09-11 10:39:50,844 valid 000 [data/s: 0.10547][batch/s: 0.16034][loss: 1.870454e-01][top1: 94.791664][top5: 100.000000]
2022-09-11 10:39:53,581 valid 050 [data/s: 0.00236][batch/s: 0.05681][loss: 1.529043e-01][top1: 95.465683][top5: 99.877450]
2022-09-11 10:39:56,318 valid 100 [data/s: 0.00133][batch/s: 0.05578][loss: 1.458589e-01][top1: 95.977720][top5: 99.927805]
2022-09-11 10:39:56,572 valid_acc 96.009997	best_val_acc 96.059997
2022-09-11 10:39:56,918 epoch 389 lr 6.767220e-03
2022-09-11 10:39:57,407 train 000 [data/s: 0.15657][batch/s: 0.48527][loss: 1.149908e-01][top1: 96.875000][top5: 100.000000]
2022-09-11 10:40:13,601 train 050 [data/s: 0.00338][batch/s: 0.32703][loss: 1.566892e-01][top1: 96.548200][top5: 99.938725]
2022-09-11 10:40:29,757 train 100 [data/s: 0.00186][batch/s: 0.32510][loss: 1.521202e-01][top1: 96.637786][top5: 99.948432]
2022-09-11 10:40:45,899 train 150 [data/s: 0.00135][batch/s: 0.32435][loss: 1.484791e-01][top1: 96.792216][top5: 99.958609]
2022-09-11 10:41:02,068 train 200 [data/s: 0.00110][batch/s: 0.32411][loss: 1.465532e-01][top1: 96.843903][top5: 99.958540]
2022-09-11 10:41:18,240 train 250 [data/s: 0.00094][batch/s: 0.32398][loss: 1.465353e-01][top1: 96.821047][top5: 99.962649]
2022-09-11 10:41:34,383 train 300 [data/s: 0.00084][batch/s: 0.32379][loss: 1.476246e-01][top1: 96.764256][top5: 99.965393]
2022-09-11 10:41:50,527 train 350 [data/s: 0.00077][batch/s: 0.32366][loss: 1.490155e-01][top1: 96.726612][top5: 99.970323]
2022-09-11 10:42:06,654 train 400 [data/s: 0.00071][batch/s: 0.32352][loss: 1.496877e-01][top1: 96.713942][top5: 99.968828]
2022-09-11 10:42:22,784 train 450 [data/s: 0.00067][batch/s: 0.32342][loss: 1.481220e-01][top1: 96.764133][top5: 99.972284]
2022-09-11 10:42:38,943 train 500 [data/s: 0.00063][batch/s: 0.32339][loss: 1.469784e-01][top1: 96.791831][top5: 99.970891]
2022-09-11 10:42:45,409 train_acc 96.801998
2022-09-11 10:42:45,589 valid 000 [data/s: 0.12061][batch/s: 0.17538][loss: 1.158403e-01][top1: 95.833328][top5: 100.000000]
2022-09-11 10:42:48,341 valid 050 [data/s: 0.00266][batch/s: 0.05740][loss: 1.568213e-01][top1: 95.833330][top5: 99.816176]
2022-09-11 10:42:51,078 valid 100 [data/s: 0.00148][batch/s: 0.05608][loss: 1.456820e-01][top1: 95.998347][top5: 99.896864]
2022-09-11 10:42:51,329 valid_acc 96.019998	best_val_acc 96.059997
2022-09-11 10:42:51,661 epoch 390 lr 6.709139e-03
2022-09-11 10:42:52,145 train 000 [data/s: 0.15167][batch/s: 0.47932][loss: 9.433752e-02][top1: 97.916664][top5: 100.000000]
2022-09-11 10:43:08,261 train 050 [data/s: 0.00328][batch/s: 0.32541][loss: 1.378984e-01][top1: 97.181370][top5: 99.959150]
2022-09-11 10:43:24,417 train 100 [data/s: 0.00182][batch/s: 0.32427][loss: 1.426480e-01][top1: 96.782176][top5: 99.969059]
2022-09-11 10:43:40,518 train 150 [data/s: 0.00132][batch/s: 0.32353][loss: 1.447799e-01][top1: 96.764622][top5: 99.958609]
2022-09-11 10:43:56,715 train 200 [data/s: 0.00107][batch/s: 0.32363][loss: 1.453521e-01][top1: 96.709160][top5: 99.968905]
2022-09-11 10:44:12,853 train 250 [data/s: 0.00092][batch/s: 0.32346][loss: 1.450376e-01][top1: 96.754646][top5: 99.962649]
2022-09-11 10:44:28,977 train 300 [data/s: 0.00082][batch/s: 0.32329][loss: 1.451377e-01][top1: 96.764256][top5: 99.961932]
2022-09-11 10:44:45,118 train 350 [data/s: 0.00075][batch/s: 0.32323][loss: 1.443325e-01][top1: 96.812676][top5: 99.958452]
2022-09-11 10:45:01,255 train 400 [data/s: 0.00069][batch/s: 0.32317][loss: 1.443635e-01][top1: 96.810056][top5: 99.958437]
2022-09-11 10:45:17,423 train 450 [data/s: 0.00065][batch/s: 0.32319][loss: 1.444669e-01][top1: 96.824184][top5: 99.960735]
2022-09-11 10:45:33,571 train 500 [data/s: 0.00062][batch/s: 0.32316][loss: 1.454438e-01][top1: 96.789751][top5: 99.960495]
2022-09-11 10:45:40,073 train_acc 96.799997
2022-09-11 10:45:40,248 valid 000 [data/s: 0.11385][batch/s: 0.16864][loss: 1.891348e-01][top1: 94.791664][top5: 100.000000]
2022-09-11 10:45:42,985 valid 050 [data/s: 0.00251][batch/s: 0.05698][loss: 1.646985e-01][top1: 95.404409][top5: 99.857025]
2022-09-11 10:45:45,723 valid 100 [data/s: 0.00142][batch/s: 0.05588][loss: 1.546435e-01][top1: 95.503298][top5: 99.917491]
2022-09-11 10:45:45,971 valid_acc 95.549998	best_val_acc 96.059997
2022-09-11 10:45:46,317 epoch 391 lr 6.651217e-03
2022-09-11 10:45:46,838 train 000 [data/s: 0.16813][batch/s: 0.51658][loss: 2.613986e-01][top1: 91.666664][top5: 100.000000]
2022-09-11 10:46:03,059 train 050 [data/s: 0.00362][batch/s: 0.32819][loss: 1.530934e-01][top1: 96.670749][top5: 99.959150]
2022-09-11 10:46:19,178 train 100 [data/s: 0.00198][batch/s: 0.32531][loss: 1.422291e-01][top1: 96.885311][top5: 99.979373]
2022-09-11 10:46:35,457 train 150 [data/s: 0.00143][batch/s: 0.32540][loss: 1.422375e-01][top1: 96.819810][top5: 99.986203]
2022-09-11 10:46:51,581 train 200 [data/s: 0.00116][batch/s: 0.32467][loss: 1.435824e-01][top1: 96.766167][top5: 99.979270]
2022-09-11 10:47:07,754 train 250 [data/s: 0.00100][batch/s: 0.32443][loss: 1.431238e-01][top1: 96.812746][top5: 99.966799]
2022-09-11 10:47:23,953 train 300 [data/s: 0.00088][batch/s: 0.32436][loss: 1.429761e-01][top1: 96.809244][top5: 99.965393]
2022-09-11 10:47:40,100 train 350 [data/s: 0.00080][batch/s: 0.32415][loss: 1.429204e-01][top1: 96.815643][top5: 99.967355]
2022-09-11 10:47:56,285 train 400 [data/s: 0.00074][batch/s: 0.32410][loss: 1.450576e-01][top1: 96.747712][top5: 99.968828]
2022-09-11 10:48:12,452 train 450 [data/s: 0.00070][batch/s: 0.32401][loss: 1.453802e-01][top1: 96.745655][top5: 99.967664]
2022-09-11 10:48:28,622 train 500 [data/s: 0.00066][batch/s: 0.32395][loss: 1.470067e-01][top1: 96.721139][top5: 99.962575]
2022-09-11 10:48:35,074 train_acc 96.719997
2022-09-11 10:48:35,238 valid 000 [data/s: 0.10505][batch/s: 0.15998][loss: 2.253539e-01][top1: 93.750000][top5: 100.000000]
2022-09-11 10:48:37,988 valid 050 [data/s: 0.00234][batch/s: 0.05704][loss: 1.514651e-01][top1: 95.710782][top5: 99.877451]
2022-09-11 10:48:40,735 valid 100 [data/s: 0.00132][batch/s: 0.05600][loss: 1.455796e-01][top1: 95.915839][top5: 99.927805]
2022-09-11 10:48:41,002 valid_acc 95.919998	best_val_acc 96.059997
2022-09-11 10:48:41,317 epoch 392 lr 6.593455e-03
2022-09-11 10:48:41,808 train 000 [data/s: 0.16091][batch/s: 0.48679][loss: 9.519390e-02][top1: 97.916664][top5: 100.000000]
2022-09-11 10:48:57,952 train 050 [data/s: 0.00345][batch/s: 0.32608][loss: 1.338725e-01][top1: 96.813723][top5: 100.000000]
2022-09-11 10:49:14,077 train 100 [data/s: 0.00190][batch/s: 0.32431][loss: 1.348355e-01][top1: 96.730608][top5: 100.000000]
2022-09-11 10:49:30,200 train 150 [data/s: 0.00137][batch/s: 0.32370][loss: 1.383302e-01][top1: 96.695638][top5: 100.000000]
2022-09-11 10:49:46,468 train 200 [data/s: 0.00112][batch/s: 0.32411][loss: 1.383576e-01][top1: 96.735072][top5: 99.994818]
2022-09-11 10:50:02,950 train 250 [data/s: 0.00096][batch/s: 0.32521][loss: 1.394039e-01][top1: 96.746345][top5: 99.995850]
2022-09-11 10:50:19,121 train 300 [data/s: 0.00086][batch/s: 0.32491][loss: 1.429122e-01][top1: 96.653513][top5: 99.986157]
2022-09-11 10:50:35,285 train 350 [data/s: 0.00078][batch/s: 0.32468][loss: 1.402855e-01][top1: 96.753321][top5: 99.988129]
2022-09-11 10:50:51,524 train 400 [data/s: 0.00073][batch/s: 0.32469][loss: 1.413541e-01][top1: 96.760700][top5: 99.984414]
2022-09-11 10:51:07,662 train 450 [data/s: 0.00068][batch/s: 0.32448][loss: 1.426407e-01][top1: 96.734107][top5: 99.979213]
2022-09-11 10:51:23,811 train 500 [data/s: 0.00064][batch/s: 0.32433][loss: 1.437496e-01][top1: 96.714901][top5: 99.981287]
2022-09-11 10:51:30,289 train_acc 96.701997
2022-09-11 10:51:30,479 valid 000 [data/s: 0.13007][batch/s: 0.18490][loss: 9.899774e-02][top1: 97.916664][top5: 100.000000]
2022-09-11 10:51:33,215 valid 050 [data/s: 0.00283][batch/s: 0.05728][loss: 1.691371e-01][top1: 95.098036][top5: 99.918300]
2022-09-11 10:51:35,952 valid 100 [data/s: 0.00156][batch/s: 0.05602][loss: 1.623285e-01][top1: 95.400162][top5: 99.938119]
2022-09-11 10:51:36,201 valid_acc 95.349997	best_val_acc 96.059997
2022-09-11 10:51:36,542 epoch 393 lr 6.535855e-03
2022-09-11 10:51:37,043 train 000 [data/s: 0.16510][batch/s: 0.49660][loss: 1.419221e-01][top1: 95.833328][top5: 100.000000]
2022-09-11 10:51:53,167 train 050 [data/s: 0.00356][batch/s: 0.32588][loss: 1.383101e-01][top1: 97.140520][top5: 100.000000]
2022-09-11 10:52:09,303 train 100 [data/s: 0.00196][batch/s: 0.32432][loss: 1.376334e-01][top1: 97.019387][top5: 99.969059]
2022-09-11 10:52:25,427 train 150 [data/s: 0.00143][batch/s: 0.32371][loss: 1.409227e-01][top1: 96.916388][top5: 99.965508]
2022-09-11 10:52:41,533 train 200 [data/s: 0.00116][batch/s: 0.32332][loss: 1.446807e-01][top1: 96.833538][top5: 99.953358]
2022-09-11 10:52:57,766 train 250 [data/s: 0.00099][batch/s: 0.32358][loss: 1.414215e-01][top1: 96.899898][top5: 99.954349]
2022-09-11 10:53:14,096 train 300 [data/s: 0.00088][batch/s: 0.32409][loss: 1.433899e-01][top1: 96.885379][top5: 99.944629]
2022-09-11 10:53:30,377 train 350 [data/s: 0.00081][batch/s: 0.32430][loss: 1.433166e-01][top1: 96.866094][top5: 99.952516]
2022-09-11 10:53:46,532 train 400 [data/s: 0.00074][batch/s: 0.32415][loss: 1.453809e-01][top1: 96.802262][top5: 99.950644]
2022-09-11 10:54:02,741 train 450 [data/s: 0.00070][batch/s: 0.32416][loss: 1.477823e-01][top1: 96.722558][top5: 99.953806]
2022-09-11 10:54:18,899 train 500 [data/s: 0.00066][batch/s: 0.32406][loss: 1.479760e-01][top1: 96.706584][top5: 99.958416]
2022-09-11 10:54:25,380 train_acc 96.715997
2022-09-11 10:54:25,571 valid 000 [data/s: 0.13126][batch/s: 0.18601][loss: 2.165279e-01][top1: 94.791664][top5: 100.000000]
2022-09-11 10:54:28,308 valid 050 [data/s: 0.00287][batch/s: 0.05733][loss: 1.622117e-01][top1: 95.241010][top5: 99.857026]
2022-09-11 10:54:31,056 valid 100 [data/s: 0.00160][batch/s: 0.05615][loss: 1.453321e-01][top1: 95.719882][top5: 99.917492]
2022-09-11 10:54:31,301 valid_acc 95.709997	best_val_acc 96.059997
2022-09-11 10:54:31,616 epoch 394 lr 6.478419e-03
2022-09-11 10:54:32,118 train 000 [data/s: 0.16999][batch/s: 0.49776][loss: 9.431145e-02][top1: 97.916664][top5: 100.000000]
2022-09-11 10:54:48,283 train 050 [data/s: 0.00364][batch/s: 0.32672][loss: 1.363990e-01][top1: 96.629900][top5: 99.979575]
2022-09-11 10:55:04,419 train 100 [data/s: 0.00200][batch/s: 0.32475][loss: 1.347394e-01][top1: 96.699667][top5: 99.979373]
2022-09-11 10:55:20,537 train 150 [data/s: 0.00145][batch/s: 0.32395][loss: 1.380375e-01][top1: 96.695638][top5: 99.972406]
2022-09-11 10:55:36,671 train 200 [data/s: 0.00117][batch/s: 0.32363][loss: 1.406412e-01][top1: 96.714342][top5: 99.968905]
2022-09-11 10:55:52,797 train 250 [data/s: 0.00100][batch/s: 0.32341][loss: 1.433173e-01][top1: 96.704845][top5: 99.962649]
2022-09-11 10:56:08,937 train 300 [data/s: 0.00088][batch/s: 0.32331][loss: 1.485567e-01][top1: 96.601603][top5: 99.965393]
2022-09-11 10:56:25,091 train 350 [data/s: 0.00080][batch/s: 0.32328][loss: 1.491176e-01][top1: 96.572291][top5: 99.955484]
2022-09-11 10:56:41,202 train 400 [data/s: 0.00074][batch/s: 0.32315][loss: 1.508203e-01][top1: 96.506128][top5: 99.955839]
2022-09-11 10:56:57,344 train 450 [data/s: 0.00069][batch/s: 0.32311][loss: 1.499712e-01][top1: 96.567810][top5: 99.956116]
2022-09-11 10:57:13,509 train 500 [data/s: 0.00065][batch/s: 0.32313][loss: 1.505035e-01][top1: 96.573517][top5: 99.960495]
2022-09-11 10:57:19,999 train_acc 96.563997
2022-09-11 10:57:20,169 valid 000 [data/s: 0.10996][batch/s: 0.16490][loss: 2.065625e-01][top1: 90.625000][top5: 100.000000]
2022-09-11 10:57:22,916 valid 050 [data/s: 0.00244][batch/s: 0.05710][loss: 1.571730e-01][top1: 95.669932][top5: 99.857026]
2022-09-11 10:57:25,653 valid 100 [data/s: 0.00137][batch/s: 0.05592][loss: 1.468915e-01][top1: 95.967407][top5: 99.896864]
2022-09-11 10:57:25,908 valid_acc 95.989998	best_val_acc 96.059997
2022-09-11 10:57:26,253 epoch 395 lr 6.421147e-03
2022-09-11 10:57:26,773 train 000 [data/s: 0.16792][batch/s: 0.51604][loss: 1.681805e-01][top1: 95.833328][top5: 100.000000]
2022-09-11 10:57:42,896 train 050 [data/s: 0.00362][batch/s: 0.32625][loss: 1.362436e-01][top1: 97.038396][top5: 99.938725]
2022-09-11 10:57:59,019 train 100 [data/s: 0.00199][batch/s: 0.32437][loss: 1.321181e-01][top1: 97.215344][top5: 99.969059]
2022-09-11 10:58:15,150 train 150 [data/s: 0.00144][batch/s: 0.32379][loss: 1.322010e-01][top1: 97.199225][top5: 99.979305]
2022-09-11 10:58:31,286 train 200 [data/s: 0.00119][batch/s: 0.32352][loss: 1.334944e-01][top1: 97.201490][top5: 99.968905]
2022-09-11 10:58:47,442 train 250 [data/s: 0.00101][batch/s: 0.32344][loss: 1.353664e-01][top1: 97.186252][top5: 99.970949]
2022-09-11 10:59:03,601 train 300 [data/s: 0.00090][batch/s: 0.32340][loss: 1.363344e-01][top1: 97.072256][top5: 99.968854]
2022-09-11 10:59:19,799 train 350 [data/s: 0.00082][batch/s: 0.32348][loss: 1.400379e-01][top1: 96.981835][top5: 99.970323]
2022-09-11 10:59:35,934 train 400 [data/s: 0.00076][batch/s: 0.32338][loss: 1.412661e-01][top1: 96.908767][top5: 99.968828]
2022-09-11 10:59:52,083 train 450 [data/s: 0.00071][batch/s: 0.32334][loss: 1.427108e-01][top1: 96.854210][top5: 99.967664]
2022-09-11 11:00:08,249 train 500 [data/s: 0.00067][batch/s: 0.32334][loss: 1.440059e-01][top1: 96.814701][top5: 99.966733]
2022-09-11 11:00:14,705 train_acc 96.817997
2022-09-11 11:00:14,898 valid 000 [data/s: 0.13347][batch/s: 0.18829][loss: 2.171306e-01][top1: 93.750000][top5: 100.000000]
2022-09-11 11:00:17,648 valid 050 [data/s: 0.00292][batch/s: 0.05761][loss: 1.511718e-01][top1: 95.812906][top5: 99.918300]
2022-09-11 11:00:20,385 valid 100 [data/s: 0.00162][batch/s: 0.05619][loss: 1.461981e-01][top1: 95.792077][top5: 99.917491]
2022-09-11 11:00:20,636 valid_acc 95.759998	best_val_acc 96.059997
2022-09-11 11:00:20,958 epoch 396 lr 6.364043e-03
2022-09-11 11:00:21,463 train 000 [data/s: 0.16526][batch/s: 0.50044][loss: 9.897171e-02][top1: 97.916664][top5: 100.000000]
2022-09-11 11:00:37,598 train 050 [data/s: 0.00354][batch/s: 0.32619][loss: 1.249215e-01][top1: 97.385618][top5: 99.938725]
2022-09-11 11:00:53,703 train 100 [data/s: 0.00195][batch/s: 0.32417][loss: 1.277925e-01][top1: 97.318479][top5: 99.958746]
2022-09-11 11:01:09,947 train 150 [data/s: 0.00141][batch/s: 0.32440][loss: 1.398009e-01][top1: 96.971576][top5: 99.965508]
2022-09-11 11:01:26,128 train 200 [data/s: 0.00114][batch/s: 0.32421][loss: 1.401750e-01][top1: 96.906092][top5: 99.968905]
2022-09-11 11:01:42,283 train 250 [data/s: 0.00097][batch/s: 0.32399][loss: 1.415602e-01][top1: 96.912348][top5: 99.966799]
2022-09-11 11:01:58,431 train 300 [data/s: 0.00087][batch/s: 0.32382][loss: 1.432560e-01][top1: 96.906144][top5: 99.961932]
2022-09-11 11:02:14,551 train 350 [data/s: 0.00079][batch/s: 0.32361][loss: 1.441247e-01][top1: 96.883901][top5: 99.964387]
2022-09-11 11:02:30,675 train 400 [data/s: 0.00073][batch/s: 0.32347][loss: 1.436498e-01][top1: 96.874997][top5: 99.966230]
2022-09-11 11:02:46,808 train 450 [data/s: 0.00068][batch/s: 0.32338][loss: 1.424396e-01][top1: 96.900404][top5: 99.965355]
2022-09-11 11:03:02,931 train 500 [data/s: 0.00064][batch/s: 0.32329][loss: 1.419756e-01][top1: 96.895789][top5: 99.960495]
2022-09-11 11:03:09,422 train_acc 96.881997
2022-09-11 11:03:09,607 valid 000 [data/s: 0.12401][batch/s: 0.17880][loss: 2.548401e-01][top1: 93.750000][top5: 100.000000]
2022-09-11 11:03:12,343 valid 050 [data/s: 0.00270][batch/s: 0.05716][loss: 1.749559e-01][top1: 95.506533][top5: 99.857026]
2022-09-11 11:03:15,080 valid 100 [data/s: 0.00150][batch/s: 0.05596][loss: 1.657456e-01][top1: 95.492985][top5: 99.917491]
2022-09-11 11:03:15,325 valid_acc 95.489998	best_val_acc 96.059997
2022-09-11 11:03:15,678 epoch 397 lr 6.307106e-03
2022-09-11 11:03:16,172 train 000 [data/s: 0.15935][batch/s: 0.49002][loss: 8.387840e-02][top1: 96.875000][top5: 100.000000]
2022-09-11 11:03:32,305 train 050 [data/s: 0.00343][batch/s: 0.32593][loss: 1.387564e-01][top1: 97.079246][top5: 100.000000]
2022-09-11 11:03:48,415 train 100 [data/s: 0.00188][batch/s: 0.32409][loss: 1.355444e-01][top1: 97.070955][top5: 100.000000]
2022-09-11 11:04:04,556 train 150 [data/s: 0.00135][batch/s: 0.32367][loss: 1.388930e-01][top1: 96.930185][top5: 99.986203]
2022-09-11 11:04:20,678 train 200 [data/s: 0.00109][batch/s: 0.32336][loss: 1.392466e-01][top1: 96.983828][top5: 99.974088]
2022-09-11 11:04:36,887 train 250 [data/s: 0.00094][batch/s: 0.32352][loss: 1.401933e-01][top1: 96.982899][top5: 99.970949]
2022-09-11 11:04:53,009 train 300 [data/s: 0.00083][batch/s: 0.32335][loss: 1.412157e-01][top1: 96.999582][top5: 99.972314]
2022-09-11 11:05:09,151 train 350 [data/s: 0.00075][batch/s: 0.32327][loss: 1.430378e-01][top1: 96.904674][top5: 99.967355]
2022-09-11 11:05:25,305 train 400 [data/s: 0.00069][batch/s: 0.32325][loss: 1.429631e-01][top1: 96.890583][top5: 99.971425]
2022-09-11 11:05:41,544 train 450 [data/s: 0.00065][batch/s: 0.32342][loss: 1.441828e-01][top1: 96.870378][top5: 99.965355]
2022-09-11 11:05:57,679 train 500 [data/s: 0.00061][batch/s: 0.32335][loss: 1.453167e-01][top1: 96.820939][top5: 99.964654]
2022-09-11 11:06:04,154 train_acc 96.801997
2022-09-11 11:06:04,364 valid 000 [data/s: 0.15041][batch/s: 0.20520][loss: 6.573340e-02][top1: 97.916664][top5: 100.000000]
2022-09-11 11:06:07,108 valid 050 [data/s: 0.00324][batch/s: 0.05783][loss: 1.667507e-01][top1: 95.629082][top5: 99.857026]
2022-09-11 11:06:09,852 valid 100 [data/s: 0.00178][batch/s: 0.05637][loss: 1.518407e-01][top1: 95.874585][top5: 99.886551]
2022-09-11 11:06:10,094 valid_acc 95.879997	best_val_acc 96.059997
2022-09-11 11:06:10,409 epoch 398 lr 6.250340e-03
2022-09-11 11:06:10,892 train 000 [data/s: 0.15191][batch/s: 0.47950][loss: 1.542914e-01][top1: 95.833328][top5: 100.000000]
2022-09-11 11:06:27,041 train 050 [data/s: 0.00327][batch/s: 0.32604][loss: 1.339297e-01][top1: 97.058821][top5: 99.938725]
2022-09-11 11:06:43,166 train 100 [data/s: 0.00181][batch/s: 0.32428][loss: 1.362799e-01][top1: 96.978133][top5: 99.958746]
2022-09-11 11:06:59,293 train 150 [data/s: 0.00131][batch/s: 0.32371][loss: 1.364407e-01][top1: 96.950881][top5: 99.965508]
2022-09-11 11:07:15,414 train 200 [data/s: 0.00106][batch/s: 0.32339][loss: 1.374724e-01][top1: 96.978646][top5: 99.963723]
2022-09-11 11:07:31,559 train 250 [data/s: 0.00091][batch/s: 0.32329][loss: 1.372481e-01][top1: 96.999499][top5: 99.954349]
2022-09-11 11:07:47,735 train 300 [data/s: 0.00081][batch/s: 0.32333][loss: 1.368789e-01][top1: 97.034189][top5: 99.958472]
2022-09-11 11:08:03,871 train 350 [data/s: 0.00074][batch/s: 0.32324][loss: 1.360045e-01][top1: 97.047125][top5: 99.961420]
2022-09-11 11:08:20,047 train 400 [data/s: 0.00068][batch/s: 0.32328][loss: 1.368267e-01][top1: 96.976307][top5: 99.958437]
2022-09-11 11:08:36,198 train 450 [data/s: 0.00064][batch/s: 0.32325][loss: 1.391793e-01][top1: 96.944288][top5: 99.956116]
2022-09-11 11:08:52,302 train 500 [data/s: 0.00061][batch/s: 0.32313][loss: 1.387455e-01][top1: 96.958165][top5: 99.958416]
2022-09-11 11:08:58,771 train_acc 96.943998
2022-09-11 11:08:58,965 valid 000 [data/s: 0.13269][batch/s: 0.18753][loss: 2.037494e-01][top1: 94.791664][top5: 100.000000]
2022-09-11 11:09:01,702 valid 050 [data/s: 0.00289][batch/s: 0.05735][loss: 1.518853e-01][top1: 95.915030][top5: 99.897875]
2022-09-11 11:09:04,439 valid 100 [data/s: 0.00160][batch/s: 0.05606][loss: 1.449476e-01][top1: 96.049915][top5: 99.907178]
2022-09-11 11:09:04,817 valid_acc 96.059998	best_val_acc 96.059998
2022-09-11 11:09:05,161 epoch 399 lr 6.193744e-03
2022-09-11 11:09:05,679 train 000 [data/s: 0.18839][batch/s: 0.51306][loss: 1.995773e-01][top1: 96.875000][top5: 100.000000]
2022-09-11 11:09:21,814 train 050 [data/s: 0.00400][batch/s: 0.32643][loss: 1.322914e-01][top1: 97.099671][top5: 99.979575]
2022-09-11 11:09:37,946 train 100 [data/s: 0.00218][batch/s: 0.32456][loss: 1.365630e-01][top1: 97.009073][top5: 99.969059]
2022-09-11 11:09:54,092 train 150 [data/s: 0.00156][batch/s: 0.32402][loss: 1.334341e-01][top1: 97.150936][top5: 99.958609]
2022-09-11 11:10:10,266 train 200 [data/s: 0.00125][batch/s: 0.32388][loss: 1.370834e-01][top1: 97.030470][top5: 99.968905]
2022-09-11 11:10:26,373 train 250 [data/s: 0.00106][batch/s: 0.32353][loss: 1.375444e-01][top1: 96.995349][top5: 99.966799]
2022-09-11 11:10:42,544 train 300 [data/s: 0.00094][batch/s: 0.32352][loss: 1.379173e-01][top1: 96.985739][top5: 99.968854]
2022-09-11 11:10:58,671 train 350 [data/s: 0.00085][batch/s: 0.32338][loss: 1.391171e-01][top1: 96.934352][top5: 99.967355]
2022-09-11 11:11:15,057 train 400 [data/s: 0.00079][batch/s: 0.32392][loss: 1.412058e-01][top1: 96.862009][top5: 99.963632]
2022-09-11 11:11:31,302 train 450 [data/s: 0.00074][batch/s: 0.32403][loss: 1.419158e-01][top1: 96.838042][top5: 99.960735]
2022-09-11 11:11:47,442 train 500 [data/s: 0.00070][batch/s: 0.32390][loss: 1.426121e-01][top1: 96.827176][top5: 99.964654]
2022-09-11 11:11:53,911 train_acc 96.833997
2022-09-11 11:11:54,083 valid 000 [data/s: 0.11157][batch/s: 0.16640][loss: 1.982965e-01][top1: 94.791664][top5: 100.000000]
2022-09-11 11:11:56,821 valid 050 [data/s: 0.00249][batch/s: 0.05696][loss: 1.635896e-01][top1: 95.649507][top5: 99.877451]
2022-09-11 11:11:59,559 valid 100 [data/s: 0.00140][batch/s: 0.05586][loss: 1.499269e-01][top1: 95.812704][top5: 99.896864]
2022-09-11 11:11:59,803 valid_acc 95.849997	best_val_acc 96.059998
2022-09-11 11:12:00,179 epoch 400 lr 6.137322e-03
2022-09-11 11:12:00,672 train 000 [data/s: 0.16122][batch/s: 0.48924][loss: 3.904140e-02][top1: 100.000000][top5: 100.000000]
2022-09-11 11:12:16,813 train 050 [data/s: 0.00346][batch/s: 0.32609][loss: 1.313649e-01][top1: 97.222220][top5: 99.959150]
2022-09-11 11:12:32,931 train 100 [data/s: 0.00190][batch/s: 0.32424][loss: 1.266258e-01][top1: 97.194717][top5: 99.979373]
2022-09-11 11:12:49,247 train 150 [data/s: 0.00138][batch/s: 0.32493][loss: 1.368411e-01][top1: 97.047459][top5: 99.965508]
2022-09-11 11:13:05,371 train 200 [data/s: 0.00112][batch/s: 0.32432][loss: 1.399229e-01][top1: 96.952734][top5: 99.958540]
2022-09-11 11:13:21,533 train 250 [data/s: 0.00096][batch/s: 0.32410][loss: 1.437843e-01][top1: 96.821047][top5: 99.958499]
2022-09-11 11:13:37,769 train 300 [data/s: 0.00085][batch/s: 0.32421][loss: 1.481501e-01][top1: 96.670817][top5: 99.955011]
2022-09-11 11:13:53,911 train 350 [data/s: 0.00077][batch/s: 0.32401][loss: 1.467676e-01][top1: 96.693967][top5: 99.949549]
2022-09-11 11:14:10,017 train 400 [data/s: 0.00072][batch/s: 0.32378][loss: 1.464688e-01][top1: 96.734723][top5: 99.950644]
2022-09-11 11:14:26,163 train 450 [data/s: 0.00067][batch/s: 0.32368][loss: 1.462289e-01][top1: 96.736416][top5: 99.953806]
2022-09-11 11:14:42,320 train 500 [data/s: 0.00064][batch/s: 0.32363][loss: 1.456728e-01][top1: 96.735693][top5: 99.954258]
2022-09-11 11:14:48,834 train_acc 96.727997
2022-09-11 11:14:49,009 valid 000 [data/s: 0.11409][batch/s: 0.16890][loss: 2.290885e-01][top1: 95.833328][top5: 100.000000]
2022-09-11 11:14:51,747 valid 050 [data/s: 0.00254][batch/s: 0.05699][loss: 1.627874e-01][top1: 95.935455][top5: 99.857026]
2022-09-11 11:14:54,484 valid 100 [data/s: 0.00142][batch/s: 0.05588][loss: 1.576235e-01][top1: 95.864272][top5: 99.886551]
2022-09-11 11:14:54,724 valid_acc 95.899998	best_val_acc 96.059998
2022-09-11 11:14:55,150 epoch 401 lr 6.081074e-03
2022-09-11 11:14:55,648 train 000 [data/s: 0.16472][batch/s: 0.49392][loss: 1.311519e-01][top1: 96.875000][top5: 100.000000]
2022-09-11 11:15:11,770 train 050 [data/s: 0.00354][batch/s: 0.32579][loss: 1.323974e-01][top1: 97.079246][top5: 99.979575]
2022-09-11 11:15:27,915 train 100 [data/s: 0.00196][batch/s: 0.32436][loss: 1.327922e-01][top1: 97.040014][top5: 99.989686]
2022-09-11 11:15:44,067 train 150 [data/s: 0.00142][batch/s: 0.32393][loss: 1.310814e-01][top1: 97.102646][top5: 99.965508]
2022-09-11 11:16:00,290 train 200 [data/s: 0.00115][batch/s: 0.32406][loss: 1.345341e-01][top1: 97.051200][top5: 99.958540]
2022-09-11 11:16:16,493 train 250 [data/s: 0.00099][batch/s: 0.32406][loss: 1.368941e-01][top1: 97.028550][top5: 99.954349]
2022-09-11 11:16:32,678 train 300 [data/s: 0.00088][batch/s: 0.32400][loss: 1.378088e-01][top1: 97.003043][top5: 99.955011]
2022-09-11 11:16:48,859 train 350 [data/s: 0.00080][batch/s: 0.32394][loss: 1.359155e-01][top1: 97.053060][top5: 99.955484]
2022-09-11 11:17:04,999 train 400 [data/s: 0.00074][batch/s: 0.32380][loss: 1.346126e-01][top1: 97.072421][top5: 99.958437]
2022-09-11 11:17:21,138 train 450 [data/s: 0.00069][batch/s: 0.32369][loss: 1.362510e-01][top1: 97.036675][top5: 99.956116]
2022-09-11 11:17:37,265 train 500 [data/s: 0.00066][batch/s: 0.32357][loss: 1.359218e-01][top1: 97.030936][top5: 99.956337]
2022-09-11 11:17:43,717 train_acc 97.025997
2022-09-11 11:17:43,893 valid 000 [data/s: 0.11571][batch/s: 0.17057][loss: 1.525083e-01][top1: 95.833328][top5: 100.000000]
2022-09-11 11:17:46,629 valid 050 [data/s: 0.00255][batch/s: 0.05701][loss: 1.646262e-01][top1: 95.547383][top5: 99.836601]
2022-09-11 11:17:49,366 valid 100 [data/s: 0.00143][batch/s: 0.05588][loss: 1.556523e-01][top1: 95.740509][top5: 99.886551]
2022-09-11 11:17:49,610 valid_acc 95.669998	best_val_acc 96.059998
2022-09-11 11:17:49,928 epoch 402 lr 6.025002e-03
2022-09-11 11:17:50,452 train 000 [data/s: 0.16051][batch/s: 0.52069][loss: 2.233776e-01][top1: 95.833328][top5: 100.000000]
2022-09-11 11:18:06,604 train 050 [data/s: 0.00345][batch/s: 0.32690][loss: 1.311405e-01][top1: 96.813723][top5: 99.938725]
2022-09-11 11:18:22,723 train 100 [data/s: 0.00190][batch/s: 0.32466][loss: 1.266887e-01][top1: 97.091582][top5: 99.958746]
2022-09-11 11:18:38,884 train 150 [data/s: 0.00137][batch/s: 0.32418][loss: 1.308410e-01][top1: 97.088850][top5: 99.965508]
2022-09-11 11:18:55,035 train 200 [data/s: 0.00110][batch/s: 0.32389][loss: 1.307645e-01][top1: 97.056382][top5: 99.963723]
2022-09-11 11:19:11,202 train 250 [data/s: 0.00094][batch/s: 0.32378][loss: 1.332616e-01][top1: 97.007800][top5: 99.954349]
2022-09-11 11:19:27,384 train 300 [data/s: 0.00084][batch/s: 0.32376][loss: 1.363511e-01][top1: 96.958054][top5: 99.955011]
2022-09-11 11:19:43,530 train 350 [data/s: 0.00076][batch/s: 0.32364][loss: 1.372317e-01][top1: 96.972932][top5: 99.958452]
2022-09-11 11:19:59,698 train 400 [data/s: 0.00071][batch/s: 0.32360][loss: 1.374344e-01][top1: 96.978904][top5: 99.958437]
2022-09-11 11:20:15,844 train 450 [data/s: 0.00066][batch/s: 0.32353][loss: 1.376482e-01][top1: 96.990481][top5: 99.958426]
2022-09-11 11:20:31,999 train 500 [data/s: 0.00063][batch/s: 0.32349][loss: 1.386074e-01][top1: 96.943610][top5: 99.958416]
2022-09-11 11:20:38,496 train_acc 96.917997
2022-09-11 11:20:38,670 valid 000 [data/s: 0.11488][batch/s: 0.16977][loss: 1.457606e-01][top1: 97.916664][top5: 100.000000]
2022-09-11 11:20:41,408 valid 050 [data/s: 0.00255][batch/s: 0.05701][loss: 1.613496e-01][top1: 95.710782][top5: 99.816176]
2022-09-11 11:20:44,146 valid 100 [data/s: 0.00143][batch/s: 0.05589][loss: 1.489895e-01][top1: 95.926153][top5: 99.886551]
2022-09-11 11:20:44,414 valid_acc 95.949997	best_val_acc 96.059998
2022-09-11 11:20:44,754 epoch 403 lr 5.969107e-03
2022-09-11 11:20:45,244 train 000 [data/s: 0.15848][batch/s: 0.48513][loss: 1.998928e-01][top1: 96.875000][top5: 100.000000]
2022-09-11 11:21:01,436 train 050 [data/s: 0.00343][batch/s: 0.32701][loss: 1.287891e-01][top1: 97.406043][top5: 99.979575]
2022-09-11 11:21:17,596 train 100 [data/s: 0.00188][batch/s: 0.32512][loss: 1.353351e-01][top1: 97.184403][top5: 99.958746]
2022-09-11 11:21:33,726 train 150 [data/s: 0.00135][batch/s: 0.32428][loss: 1.373308e-01][top1: 97.150936][top5: 99.958609]
2022-09-11 11:21:49,862 train 200 [data/s: 0.00109][batch/s: 0.32389][loss: 1.374478e-01][top1: 97.113389][top5: 99.958540]
2022-09-11 11:22:06,006 train 250 [data/s: 0.00093][batch/s: 0.32369][loss: 1.381037e-01][top1: 97.061750][top5: 99.958499]
2022-09-11 11:22:22,176 train 300 [data/s: 0.00083][batch/s: 0.32364][loss: 1.417784e-01][top1: 96.947672][top5: 99.961932]
2022-09-11 11:22:38,300 train 350 [data/s: 0.00076][batch/s: 0.32348][loss: 1.424000e-01][top1: 96.919513][top5: 99.952516]
2022-09-11 11:22:54,423 train 400 [data/s: 0.00070][batch/s: 0.32335][loss: 1.431344e-01][top1: 96.926951][top5: 99.948046]
2022-09-11 11:23:10,533 train 450 [data/s: 0.00066][batch/s: 0.32322][loss: 1.416077e-01][top1: 96.958146][top5: 99.949187]
2022-09-11 11:23:26,757 train 500 [data/s: 0.00063][batch/s: 0.32335][loss: 1.433101e-01][top1: 96.904106][top5: 99.945941]
2022-09-11 11:23:33,228 train_acc 96.931998
2022-09-11 11:23:33,396 valid 000 [data/s: 0.10837][batch/s: 0.16332][loss: 1.504154e-01][top1: 94.791664][top5: 100.000000]
2022-09-11 11:23:36,132 valid 050 [data/s: 0.00239][batch/s: 0.05685][loss: 1.461008e-01][top1: 95.976305][top5: 99.897875]
2022-09-11 11:23:38,868 valid 100 [data/s: 0.00134][batch/s: 0.05579][loss: 1.393930e-01][top1: 96.049915][top5: 99.948432]
2022-09-11 11:23:39,112 valid_acc 95.999998	best_val_acc 96.059998
2022-09-11 11:23:39,433 epoch 404 lr 5.913392e-03
2022-09-11 11:23:39,977 train 000 [data/s: 0.20801][batch/s: 0.53984][loss: 1.523040e-01][top1: 95.833328][top5: 100.000000]
2022-09-11 11:23:56,145 train 050 [data/s: 0.00442][batch/s: 0.32760][loss: 1.292710e-01][top1: 97.140520][top5: 100.000000]
2022-09-11 11:24:12,249 train 100 [data/s: 0.00239][batch/s: 0.32487][loss: 1.244631e-01][top1: 97.143149][top5: 99.989686]
2022-09-11 11:24:28,385 train 150 [data/s: 0.00171][batch/s: 0.32415][loss: 1.283274e-01][top1: 97.061255][top5: 99.993102]
2022-09-11 11:24:44,517 train 200 [data/s: 0.00136][batch/s: 0.32378][loss: 1.274021e-01][top1: 97.144483][top5: 99.989635]
2022-09-11 11:25:00,670 train 250 [data/s: 0.00116][batch/s: 0.32364][loss: 1.305233e-01][top1: 97.070050][top5: 99.987550]
2022-09-11 11:25:16,833 train 300 [data/s: 0.00102][batch/s: 0.32357][loss: 1.305939e-01][top1: 97.075717][top5: 99.982696]
2022-09-11 11:25:33,214 train 350 [data/s: 0.00092][batch/s: 0.32415][loss: 1.326497e-01][top1: 97.047125][top5: 99.982194]
2022-09-11 11:25:49,353 train 400 [data/s: 0.00085][batch/s: 0.32398][loss: 1.326181e-01][top1: 97.054237][top5: 99.981816]
2022-09-11 11:26:05,510 train 450 [data/s: 0.00079][batch/s: 0.32388][loss: 1.322504e-01][top1: 97.062081][top5: 99.979213]
2022-09-11 11:26:21,628 train 500 [data/s: 0.00075][batch/s: 0.32373][loss: 1.322920e-01][top1: 97.082915][top5: 99.977129]
2022-09-11 11:26:28,104 train_acc 97.077997
2022-09-11 11:26:28,279 valid 000 [data/s: 0.11557][batch/s: 0.17046][loss: 1.083894e-01][top1: 95.833328][top5: 100.000000]
2022-09-11 11:26:31,015 valid 050 [data/s: 0.00254][batch/s: 0.05700][loss: 1.467785e-01][top1: 95.955879][top5: 99.897875]
2022-09-11 11:26:33,751 valid 100 [data/s: 0.00142][batch/s: 0.05587][loss: 1.430846e-01][top1: 96.214931][top5: 99.907178]
2022-09-11 11:26:34,122 valid_acc 96.199997	best_val_acc 96.199997
2022-09-11 11:26:34,466 epoch 405 lr 5.857857e-03
2022-09-11 11:26:34,991 train 000 [data/s: 0.19290][batch/s: 0.52025][loss: 5.477019e-02][top1: 98.958328][top5: 100.000000]
2022-09-11 11:26:51,151 train 050 [data/s: 0.00409][batch/s: 0.32707][loss: 1.175201e-01][top1: 97.385618][top5: 99.979575]
2022-09-11 11:27:07,289 train 100 [data/s: 0.00222][batch/s: 0.32493][loss: 1.223694e-01][top1: 97.308166][top5: 99.979373]
2022-09-11 11:27:23,446 train 150 [data/s: 0.00159][batch/s: 0.32434][loss: 1.261860e-01][top1: 97.171631][top5: 99.979305]
2022-09-11 11:27:39,583 train 200 [data/s: 0.00127][batch/s: 0.32394][loss: 1.286405e-01][top1: 97.097842][top5: 99.979270]
2022-09-11 11:27:55,749 train 250 [data/s: 0.00107][batch/s: 0.32382][loss: 1.313987e-01][top1: 97.061751][top5: 99.979250]
2022-09-11 11:28:12,131 train 300 [data/s: 0.00095][batch/s: 0.32445][loss: 1.320760e-01][top1: 97.034189][top5: 99.975775]
2022-09-11 11:28:28,268 train 350 [data/s: 0.00086][batch/s: 0.32421][loss: 1.317891e-01][top1: 97.056028][top5: 99.976258]
2022-09-11 11:28:44,419 train 400 [data/s: 0.00079][batch/s: 0.32406][loss: 1.322807e-01][top1: 97.025663][top5: 99.971425]
2022-09-11 11:29:00,625 train 450 [data/s: 0.00075][batch/s: 0.32407][loss: 1.340154e-01][top1: 96.974314][top5: 99.972284]
2022-09-11 11:29:16,820 train 500 [data/s: 0.00070][batch/s: 0.32405][loss: 1.341827e-01][top1: 96.958165][top5: 99.972971]
2022-09-11 11:29:23,303 train_acc 96.967998
2022-09-11 11:29:23,481 valid 000 [data/s: 0.11818][batch/s: 0.17295][loss: 1.088560e-01][top1: 94.791664][top5: 100.000000]
2022-09-11 11:29:26,217 valid 050 [data/s: 0.00259][batch/s: 0.05705][loss: 1.426076e-01][top1: 96.078429][top5: 99.836601]
2022-09-11 11:29:28,953 valid 100 [data/s: 0.00144][batch/s: 0.05589][loss: 1.397874e-01][top1: 96.029288][top5: 99.865924]
2022-09-11 11:29:29,218 valid_acc 96.049997	best_val_acc 96.199997
2022-09-11 11:29:29,571 epoch 406 lr 5.802505e-03
2022-09-11 11:29:30,141 train 000 [data/s: 0.23248][batch/s: 0.56545][loss: 2.748459e-02][top1: 100.000000][top5: 100.000000]
2022-09-11 11:29:46,264 train 050 [data/s: 0.00486][batch/s: 0.32722][loss: 1.208242e-01][top1: 97.365193][top5: 99.959150]
2022-09-11 11:30:02,587 train 100 [data/s: 0.00262][batch/s: 0.32684][loss: 1.203768e-01][top1: 97.359733][top5: 99.958746]
2022-09-11 11:30:18,772 train 150 [data/s: 0.00185][batch/s: 0.32580][loss: 1.192914e-01][top1: 97.337194][top5: 99.972406]
2022-09-11 11:30:34,896 train 200 [data/s: 0.00147][batch/s: 0.32498][loss: 1.220815e-01][top1: 97.305138][top5: 99.968905]
2022-09-11 11:30:51,036 train 250 [data/s: 0.00124][batch/s: 0.32454][loss: 1.264340e-01][top1: 97.285854][top5: 99.962649]
2022-09-11 11:31:07,154 train 300 [data/s: 0.00109][batch/s: 0.32418][loss: 1.284174e-01][top1: 97.189920][top5: 99.958472]
2022-09-11 11:31:23,351 train 350 [data/s: 0.00098][batch/s: 0.32414][loss: 1.323146e-01][top1: 97.079770][top5: 99.955484]
2022-09-11 11:31:39,508 train 400 [data/s: 0.00090][batch/s: 0.32402][loss: 1.328275e-01][top1: 97.051639][top5: 99.961035]
2022-09-11 11:31:55,715 train 450 [data/s: 0.00083][batch/s: 0.32403][loss: 1.356162e-01][top1: 96.983553][top5: 99.949187]
2022-09-11 11:32:11,861 train 500 [data/s: 0.00078][batch/s: 0.32392][loss: 1.362769e-01][top1: 97.005986][top5: 99.950100]
2022-09-11 11:32:18,340 train_acc 97.019998
2022-09-11 11:32:18,516 valid 000 [data/s: 0.11604][batch/s: 0.17086][loss: 1.751093e-01][top1: 95.833328][top5: 100.000000]
2022-09-11 11:32:21,253 valid 050 [data/s: 0.00256][batch/s: 0.05702][loss: 1.464877e-01][top1: 95.935455][top5: 99.795751]
2022-09-11 11:32:23,991 valid 100 [data/s: 0.00144][batch/s: 0.05590][loss: 1.440777e-01][top1: 95.988034][top5: 99.855610]
2022-09-11 11:32:24,256 valid_acc 95.939997	best_val_acc 96.199997
2022-09-11 11:32:24,605 epoch 407 lr 5.747335e-03
2022-09-11 11:32:25,110 train 000 [data/s: 0.16902][batch/s: 0.50155][loss: 3.291169e-02][top1: 100.000000][top5: 100.000000]
2022-09-11 11:32:41,235 train 050 [data/s: 0.00364][batch/s: 0.32601][loss: 1.142652e-01][top1: 97.671566][top5: 99.938725]
2022-09-11 11:32:57,422 train 100 [data/s: 0.00200][batch/s: 0.32488][loss: 1.236113e-01][top1: 97.473182][top5: 99.958746]
2022-09-11 11:33:13,610 train 150 [data/s: 0.00145][batch/s: 0.32451][loss: 1.236553e-01][top1: 97.440671][top5: 99.965508]
2022-09-11 11:33:29,970 train 200 [data/s: 0.00118][batch/s: 0.32518][loss: 1.225786e-01][top1: 97.486523][top5: 99.968905]
2022-09-11 11:33:46,165 train 250 [data/s: 0.00100][batch/s: 0.32492][loss: 1.270637e-01][top1: 97.385456][top5: 99.966799]
2022-09-11 11:34:02,278 train 300 [data/s: 0.00089][batch/s: 0.32448][loss: 1.278853e-01][top1: 97.345651][top5: 99.961932]
2022-09-11 11:34:18,421 train 350 [data/s: 0.00081][batch/s: 0.32425][loss: 1.280348e-01][top1: 97.317186][top5: 99.961420]
2022-09-11 11:34:34,712 train 400 [data/s: 0.00075][batch/s: 0.32445][loss: 1.287627e-01][top1: 97.298418][top5: 99.958437]
2022-09-11 11:34:50,910 train 450 [data/s: 0.00071][batch/s: 0.32439][loss: 1.301563e-01][top1: 97.256095][top5: 99.951496]
2022-09-11 11:35:07,059 train 500 [data/s: 0.00067][batch/s: 0.32425][loss: 1.316874e-01][top1: 97.201428][top5: 99.950100]
2022-09-11 11:35:13,540 train_acc 97.213997
2022-09-11 11:35:13,707 valid 000 [data/s: 0.10715][batch/s: 0.16205][loss: 2.841671e-01][top1: 93.750000][top5: 100.000000]
2022-09-11 11:35:16,445 valid 050 [data/s: 0.00239][batch/s: 0.05687][loss: 1.643949e-01][top1: 95.669932][top5: 99.816176]
2022-09-11 11:35:19,184 valid 100 [data/s: 0.00135][batch/s: 0.05583][loss: 1.538170e-01][top1: 95.905525][top5: 99.876237]
2022-09-11 11:35:19,441 valid_acc 95.909997	best_val_acc 96.199997
2022-09-11 11:35:19,763 epoch 408 lr 5.692351e-03
2022-09-11 11:35:20,261 train 000 [data/s: 0.16664][batch/s: 0.49332][loss: 1.343136e-01][top1: 97.916664][top5: 100.000000]
2022-09-11 11:35:36,465 train 050 [data/s: 0.00360][batch/s: 0.32740][loss: 1.087617e-01][top1: 97.365193][top5: 100.000000]
2022-09-11 11:35:52,843 train 100 [data/s: 0.00201][batch/s: 0.32748][loss: 1.179354e-01][top1: 97.297852][top5: 100.000000]
2022-09-11 11:36:09,023 train 150 [data/s: 0.00146][batch/s: 0.32619][loss: 1.232928e-01][top1: 97.288905][top5: 99.972406]
2022-09-11 11:36:25,208 train 200 [data/s: 0.00120][batch/s: 0.32557][loss: 1.267519e-01][top1: 97.222220][top5: 99.974088]
2022-09-11 11:36:41,300 train 250 [data/s: 0.00103][batch/s: 0.32483][loss: 1.276077e-01][top1: 97.207003][top5: 99.975099]
2022-09-11 11:36:57,484 train 300 [data/s: 0.00092][batch/s: 0.32464][loss: 1.295028e-01][top1: 97.179538][top5: 99.979236]
2022-09-11 11:37:13,722 train 350 [data/s: 0.00084][batch/s: 0.32466][loss: 1.313855e-01][top1: 97.121318][top5: 99.976258]
2022-09-11 11:37:29,905 train 400 [data/s: 0.00078][batch/s: 0.32453][loss: 1.316878e-01][top1: 97.126972][top5: 99.979219]
2022-09-11 11:37:47,361 train 450 [data/s: 0.00074][batch/s: 0.32726][loss: 1.314870e-01][top1: 97.124443][top5: 99.979213]
2022-09-11 11:38:04,740 train 500 [data/s: 0.00070][batch/s: 0.32929][loss: 1.315258e-01][top1: 97.116182][top5: 99.979208]
2022-09-11 11:38:11,715 train_acc 97.129998
2022-09-11 11:38:11,927 valid 000 [data/s: 0.15062][batch/s: 0.20633][loss: 1.516408e-01][top1: 93.750000][top5: 100.000000]
2022-09-11 11:38:14,669 valid 050 [data/s: 0.00329][batch/s: 0.05780][loss: 1.422925e-01][top1: 96.078429][top5: 99.918300]
2022-09-11 11:38:17,409 valid 100 [data/s: 0.00182][batch/s: 0.05632][loss: 1.382639e-01][top1: 96.173677][top5: 99.938119]
2022-09-11 11:38:17,688 valid_acc 96.149997	best_val_acc 96.199997
2022-09-11 11:38:18,097 epoch 409 lr 5.637554e-03
2022-09-11 11:38:18,599 train 000 [data/s: 0.16583][batch/s: 0.49299][loss: 6.410512e-02][top1: 100.000000][top5: 100.000000]
2022-09-11 11:38:34,752 train 050 [data/s: 0.00359][batch/s: 0.32639][loss: 1.110864e-01][top1: 97.467318][top5: 99.918300]
2022-09-11 11:38:50,987 train 100 [data/s: 0.00198][batch/s: 0.32555][loss: 1.129975e-01][top1: 97.462869][top5: 99.938119]
2022-09-11 11:39:07,108 train 150 [data/s: 0.00144][batch/s: 0.32451][loss: 1.191196e-01][top1: 97.337194][top5: 99.951711]
2022-09-11 11:39:23,201 train 200 [data/s: 0.00116][batch/s: 0.32385][loss: 1.211965e-01][top1: 97.305138][top5: 99.953358]
2022-09-11 11:39:39,301 train 250 [data/s: 0.00099][batch/s: 0.32349][loss: 1.279189e-01][top1: 97.177952][top5: 99.954349]
2022-09-11 11:39:55,390 train 300 [data/s: 0.00088][batch/s: 0.32320][loss: 1.300039e-01][top1: 97.169156][top5: 99.958472]
2022-09-11 11:40:11,486 train 350 [data/s: 0.00079][batch/s: 0.32302][loss: 1.316469e-01][top1: 97.159898][top5: 99.958452]
2022-09-11 11:40:27,622 train 400 [data/s: 0.00073][batch/s: 0.32298][loss: 1.329703e-01][top1: 97.106190][top5: 99.958437]
2022-09-11 11:40:43,696 train 450 [data/s: 0.00068][batch/s: 0.32281][loss: 1.323554e-01][top1: 97.129062][top5: 99.960735]
2022-09-11 11:40:59,920 train 500 [data/s: 0.00065][batch/s: 0.32298][loss: 1.318931e-01][top1: 97.143211][top5: 99.960495]
2022-09-11 11:41:06,449 train_acc 97.125997
2022-09-11 11:41:06,635 valid 000 [data/s: 0.12559][batch/s: 0.18116][loss: 1.387962e-01][top1: 95.833328][top5: 100.000000]
2022-09-11 11:41:09,383 valid 050 [data/s: 0.00275][batch/s: 0.05745][loss: 1.451941e-01][top1: 96.180553][top5: 99.836601]
2022-09-11 11:41:12,120 valid 100 [data/s: 0.00153][batch/s: 0.05611][loss: 1.407334e-01][top1: 96.225245][top5: 99.896864]
2022-09-11 11:41:12,526 valid_acc 96.229997	best_val_acc 96.229997
2022-09-11 11:41:12,854 epoch 410 lr 5.582945e-03
2022-09-11 11:41:13,368 train 000 [data/s: 0.18162][batch/s: 0.50956][loss: 1.135508e-01][top1: 97.916664][top5: 100.000000]
2022-09-11 11:41:29,478 train 050 [data/s: 0.00391][batch/s: 0.32588][loss: 1.362565e-01][top1: 96.895422][top5: 99.979575]
2022-09-11 11:41:45,538 train 100 [data/s: 0.00214][batch/s: 0.32356][loss: 1.294744e-01][top1: 97.081268][top5: 99.979373]
2022-09-11 11:42:01,604 train 150 [data/s: 0.00153][batch/s: 0.32282][loss: 1.285004e-01][top1: 97.109545][top5: 99.979305]
2022-09-11 11:42:17,739 train 200 [data/s: 0.00123][batch/s: 0.32279][loss: 1.314376e-01][top1: 97.061565][top5: 99.974088]
2022-09-11 11:42:33,917 train 250 [data/s: 0.00105][batch/s: 0.32294][loss: 1.318160e-01][top1: 97.082501][top5: 99.962649]
2022-09-11 11:42:50,040 train 300 [data/s: 0.00093][batch/s: 0.32286][loss: 1.314004e-01][top1: 97.110324][top5: 99.968854]
2022-09-11 11:43:06,161 train 350 [data/s: 0.00084][batch/s: 0.32280][loss: 1.323860e-01][top1: 97.073834][top5: 99.970323]
2022-09-11 11:43:22,318 train 400 [data/s: 0.00078][batch/s: 0.32284][loss: 1.334634e-01][top1: 97.054237][top5: 99.971425]
2022-09-11 11:43:38,457 train 450 [data/s: 0.00073][batch/s: 0.32283][loss: 1.345238e-01][top1: 97.027436][top5: 99.974593]
2022-09-11 11:43:54,590 train 500 [data/s: 0.00069][batch/s: 0.32282][loss: 1.352124e-01][top1: 96.995590][top5: 99.975050]
2022-09-11 11:44:01,153 train_acc 97.019997
2022-09-11 11:44:01,346 valid 000 [data/s: 0.13132][batch/s: 0.18749][loss: 1.898447e-01][top1: 92.708328][top5: 100.000000]
2022-09-11 11:44:04,084 valid 050 [data/s: 0.00287][batch/s: 0.05738][loss: 1.748880e-01][top1: 95.526958][top5: 99.795751]
2022-09-11 11:44:06,832 valid 100 [data/s: 0.00160][batch/s: 0.05618][loss: 1.628529e-01][top1: 95.668314][top5: 99.896864]
2022-09-11 11:44:07,075 valid_acc 95.699997	best_val_acc 96.229997
2022-09-11 11:44:07,430 epoch 411 lr 5.528526e-03
2022-09-11 11:44:07,928 train 000 [data/s: 0.16683][batch/s: 0.49384][loss: 1.654673e-01][top1: 96.875000][top5: 100.000000]
2022-09-11 11:44:24,104 train 050 [data/s: 0.00358][batch/s: 0.32686][loss: 1.256970e-01][top1: 97.263069][top5: 100.000000]
2022-09-11 11:44:40,216 train 100 [data/s: 0.00197][batch/s: 0.32457][loss: 1.286446e-01][top1: 97.101895][top5: 100.000000]
2022-09-11 11:44:56,345 train 150 [data/s: 0.00143][batch/s: 0.32391][loss: 1.309373e-01][top1: 97.019865][top5: 99.972406]
2022-09-11 11:45:12,415 train 200 [data/s: 0.00115][batch/s: 0.32329][loss: 1.324826e-01][top1: 97.014923][top5: 99.974088]
2022-09-11 11:45:28,585 train 250 [data/s: 0.00099][batch/s: 0.32331][loss: 1.310654e-01][top1: 97.078351][top5: 99.975099]
2022-09-11 11:45:44,772 train 300 [data/s: 0.00088][batch/s: 0.32338][loss: 1.299977e-01][top1: 97.113785][top5: 99.972314]
2022-09-11 11:46:00,899 train 350 [data/s: 0.00080][batch/s: 0.32326][loss: 1.291481e-01][top1: 97.150994][top5: 99.967355]
2022-09-11 11:46:17,093 train 400 [data/s: 0.00074][batch/s: 0.32334][loss: 1.302283e-01][top1: 97.150351][top5: 99.966230]
2022-09-11 11:46:33,200 train 450 [data/s: 0.00069][batch/s: 0.32320][loss: 1.286523e-01][top1: 97.191424][top5: 99.969974]
2022-09-11 11:46:49,386 train 500 [data/s: 0.00066][batch/s: 0.32326][loss: 1.295894e-01][top1: 97.143211][top5: 99.970891]
2022-09-11 11:46:55,839 train_acc 97.141997
2022-09-11 11:46:56,024 valid 000 [data/s: 0.12453][batch/s: 0.17945][loss: 1.015942e-01][top1: 96.875000][top5: 100.000000]
2022-09-11 11:46:58,761 valid 050 [data/s: 0.00272][batch/s: 0.05719][loss: 1.518400e-01][top1: 95.812906][top5: 99.775326]
2022-09-11 11:47:01,497 valid 100 [data/s: 0.00151][batch/s: 0.05597][loss: 1.399760e-01][top1: 95.998347][top5: 99.865924]
2022-09-11 11:47:01,765 valid_acc 95.959997	best_val_acc 96.229997
2022-09-11 11:47:02,097 epoch 412 lr 5.474297e-03
2022-09-11 11:47:02,629 train 000 [data/s: 0.19238][batch/s: 0.52717][loss: 1.380862e-01][top1: 95.833328][top5: 100.000000]
2022-09-11 11:47:18,742 train 050 [data/s: 0.00410][batch/s: 0.32627][loss: 1.207198e-01][top1: 97.365193][top5: 99.979575]
2022-09-11 11:47:34,850 train 100 [data/s: 0.00222][batch/s: 0.32424][loss: 1.224378e-01][top1: 97.287539][top5: 99.979373]
2022-09-11 11:47:51,034 train 150 [data/s: 0.00160][batch/s: 0.32405][loss: 1.210110e-01][top1: 97.309600][top5: 99.972406]
2022-09-11 11:48:07,173 train 200 [data/s: 0.00129][batch/s: 0.32374][loss: 1.198077e-01][top1: 97.320686][top5: 99.974088]
2022-09-11 11:48:23,340 train 250 [data/s: 0.00110][batch/s: 0.32366][loss: 1.259919e-01][top1: 97.094951][top5: 99.979250]
2022-09-11 11:48:39,497 train 300 [data/s: 0.00097][batch/s: 0.32357][loss: 1.283970e-01][top1: 97.096481][top5: 99.979236]
2022-09-11 11:48:55,721 train 350 [data/s: 0.00089][batch/s: 0.32370][loss: 1.298853e-01][top1: 97.038222][top5: 99.979226]
2022-09-11 11:49:11,797 train 400 [data/s: 0.00082][batch/s: 0.32343][loss: 1.304503e-01][top1: 97.020467][top5: 99.979219]
2022-09-11 11:49:28,102 train 450 [data/s: 0.00082][batch/s: 0.32373][loss: 1.293074e-01][top1: 97.041295][top5: 99.979213]
2022-09-11 11:49:44,426 train 500 [data/s: 0.00077][batch/s: 0.32400][loss: 1.283438e-01][top1: 97.087073][top5: 99.979208]
2022-09-11 11:49:50,887 train_acc 97.093998
2022-09-11 11:49:51,065 valid 000 [data/s: 0.11814][batch/s: 0.17301][loss: 1.185466e-01][top1: 96.875000][top5: 100.000000]
2022-09-11 11:49:53,844 valid 050 [data/s: 0.00264][batch/s: 0.05788][loss: 1.658103e-01][top1: 95.833332][top5: 99.754901]
2022-09-11 11:49:56,595 valid 100 [data/s: 0.00149][batch/s: 0.05646][loss: 1.536542e-01][top1: 95.998348][top5: 99.876237]
2022-09-11 11:49:56,841 valid_acc 95.999998	best_val_acc 96.229997
2022-09-11 11:49:57,217 epoch 413 lr 5.420261e-03
2022-09-11 11:49:57,733 train 000 [data/s: 0.17341][batch/s: 0.51199][loss: 1.154167e-01][top1: 97.916664][top5: 100.000000]
2022-09-11 11:50:13,812 train 050 [data/s: 0.00376][batch/s: 0.32531][loss: 1.146373e-01][top1: 97.794115][top5: 99.979575]
2022-09-11 11:50:30,104 train 100 [data/s: 0.00207][batch/s: 0.32557][loss: 1.171004e-01][top1: 97.627885][top5: 99.948432]
2022-09-11 11:50:46,287 train 150 [data/s: 0.00150][batch/s: 0.32494][loss: 1.189938e-01][top1: 97.516554][top5: 99.951711]
2022-09-11 11:51:02,544 train 200 [data/s: 0.00121][batch/s: 0.32499][loss: 1.182672e-01][top1: 97.465793][top5: 99.953358]
2022-09-11 11:51:18,926 train 250 [data/s: 0.00104][batch/s: 0.32551][loss: 1.183724e-01][top1: 97.418656][top5: 99.954349]
2022-09-11 11:51:35,017 train 300 [data/s: 0.00092][batch/s: 0.32490][loss: 1.194659e-01][top1: 97.387179][top5: 99.958472]
2022-09-11 11:51:51,359 train 350 [data/s: 0.00084][batch/s: 0.32518][loss: 1.211869e-01][top1: 97.358734][top5: 99.961420]
2022-09-11 11:52:07,750 train 400 [data/s: 0.00078][batch/s: 0.32551][loss: 1.231808e-01][top1: 97.324395][top5: 99.966230]
2022-09-11 11:52:24,125 train 450 [data/s: 0.00073][batch/s: 0.32573][loss: 1.255466e-01][top1: 97.281501][top5: 99.965355]
2022-09-11 11:52:40,311 train 500 [data/s: 0.00070][batch/s: 0.32553][loss: 1.272720e-01][top1: 97.236774][top5: 99.968812]
2022-09-11 11:52:46,786 train_acc 97.253997
2022-09-11 11:52:46,989 valid 000 [data/s: 0.14297][batch/s: 0.19791][loss: 1.533234e-01][top1: 95.833328][top5: 100.000000]
2022-09-11 11:52:49,738 valid 050 [data/s: 0.00332][batch/s: 0.05780][loss: 1.566101e-01][top1: 95.996729][top5: 99.816176]
2022-09-11 11:52:52,476 valid 100 [data/s: 0.00182][batch/s: 0.05629][loss: 1.409932e-01][top1: 96.163363][top5: 99.876237]
2022-09-11 11:52:52,720 valid_acc 96.169997	best_val_acc 96.229997
2022-09-11 11:52:53,089 epoch 414 lr 5.366420e-03
2022-09-11 11:52:53,766 train 000 [data/s: 0.24233][batch/s: 0.66671][loss: 1.787458e-01][top1: 96.875000][top5: 98.958328]
2022-09-11 11:53:10,251 train 050 [data/s: 0.00514][batch/s: 0.33630][loss: 1.304701e-01][top1: 97.058821][top5: 99.979575]
2022-09-11 11:53:26,894 train 100 [data/s: 0.00277][batch/s: 0.33460][loss: 1.243969e-01][top1: 97.266912][top5: 99.989686]
2022-09-11 11:53:43,072 train 150 [data/s: 0.00197][batch/s: 0.33095][loss: 1.198881e-01][top1: 97.337194][top5: 99.986203]
2022-09-11 11:53:59,227 train 200 [data/s: 0.00155][batch/s: 0.32899][loss: 1.226501e-01][top1: 97.320686][top5: 99.979270]
2022-09-11 11:54:15,372 train 250 [data/s: 0.00131][batch/s: 0.32778][loss: 1.239309e-01][top1: 97.256804][top5: 99.975099]
2022-09-11 11:54:31,682 train 300 [data/s: 0.00116][batch/s: 0.32752][loss: 1.273174e-01][top1: 97.189920][top5: 99.979236]
2022-09-11 11:54:47,924 train 350 [data/s: 0.00104][batch/s: 0.32713][loss: 1.268052e-01][top1: 97.183639][top5: 99.973290]
2022-09-11 11:55:04,044 train 400 [data/s: 0.00095][batch/s: 0.32654][loss: 1.275975e-01][top1: 97.197109][top5: 99.971425]
2022-09-11 11:55:20,434 train 450 [data/s: 0.00088][batch/s: 0.32668][loss: 1.289832e-01][top1: 97.172946][top5: 99.972284]
2022-09-11 11:55:37,384 train 500 [data/s: 0.00083][batch/s: 0.32791][loss: 1.318960e-01][top1: 97.093311][top5: 99.975050]
2022-09-11 11:55:44,165 train_acc 97.083997
2022-09-11 11:55:44,352 valid 000 [data/s: 0.12475][batch/s: 0.18241][loss: 1.209628e-01][top1: 95.833328][top5: 100.000000]
2022-09-11 11:55:47,090 valid 050 [data/s: 0.00274][batch/s: 0.05727][loss: 1.582526e-01][top1: 95.935455][top5: 99.795751]
2022-09-11 11:55:49,828 valid 100 [data/s: 0.00152][batch/s: 0.05602][loss: 1.436776e-01][top1: 96.307753][top5: 99.886551]
2022-09-11 11:55:50,227 valid_acc 96.279997	best_val_acc 96.279997
2022-09-11 11:55:50,551 epoch 415 lr 5.312774e-03
2022-09-11 11:55:51,077 train 000 [data/s: 0.19688][batch/s: 0.52144][loss: 1.332365e-01][top1: 96.875000][top5: 100.000000]
2022-09-11 11:56:07,272 train 050 [data/s: 0.00420][batch/s: 0.32777][loss: 1.430250e-01][top1: 96.772873][top5: 99.897875]
2022-09-11 11:56:23,379 train 100 [data/s: 0.00229][batch/s: 0.32499][loss: 1.399193e-01][top1: 96.905938][top5: 99.917491]
2022-09-11 11:56:39,594 train 150 [data/s: 0.00165][batch/s: 0.32476][loss: 1.319365e-01][top1: 97.061256][top5: 99.944812]
2022-09-11 11:56:56,240 train 200 [data/s: 0.00133][batch/s: 0.32679][loss: 1.259168e-01][top1: 97.222220][top5: 99.953358]
2022-09-11 11:57:12,621 train 250 [data/s: 0.00113][batch/s: 0.32695][loss: 1.254514e-01][top1: 97.248504][top5: 99.954349]
2022-09-11 11:57:28,754 train 300 [data/s: 0.00100][batch/s: 0.32624][loss: 1.237969e-01][top1: 97.269516][top5: 99.955011]
2022-09-11 11:57:44,871 train 350 [data/s: 0.00091][batch/s: 0.32568][loss: 1.242356e-01][top1: 97.275639][top5: 99.961420]
2022-09-11 11:58:01,006 train 400 [data/s: 0.00084][batch/s: 0.32531][loss: 1.234173e-01][top1: 97.290625][top5: 99.966230]
2022-09-11 11:58:17,577 train 450 [data/s: 0.00079][batch/s: 0.32599][loss: 1.239354e-01][top1: 97.288431][top5: 99.969974]
2022-09-11 11:58:33,697 train 500 [data/s: 0.00075][batch/s: 0.32563][loss: 1.235953e-01][top1: 97.276278][top5: 99.972971]
2022-09-11 11:58:40,176 train_acc 97.271997
2022-09-11 11:58:40,367 valid 000 [data/s: 0.13213][batch/s: 0.18701][loss: 1.842691e-01][top1: 92.708328][top5: 100.000000]
2022-09-11 11:58:43,106 valid 050 [data/s: 0.00289][batch/s: 0.05736][loss: 1.587749e-01][top1: 95.792481][top5: 99.897875]
2022-09-11 11:58:45,843 valid 100 [data/s: 0.00159][batch/s: 0.05606][loss: 1.504724e-01][top1: 95.957093][top5: 99.917491]
2022-09-11 11:58:46,107 valid_acc 95.949997	best_val_acc 96.279997
2022-09-11 11:58:46,482 epoch 416 lr 5.259325e-03
2022-09-11 11:58:47,001 train 000 [data/s: 0.17066][batch/s: 0.51437][loss: 2.172282e-01][top1: 93.750000][top5: 100.000000]
2022-09-11 11:59:03,057 train 050 [data/s: 0.00368][batch/s: 0.32492][loss: 1.073911e-01][top1: 97.549017][top5: 99.959150]
2022-09-11 11:59:19,153 train 100 [data/s: 0.00203][batch/s: 0.32344][loss: 1.126951e-01][top1: 97.524750][top5: 99.948432]
2022-09-11 11:59:35,260 train 150 [data/s: 0.00147][batch/s: 0.32300][loss: 1.162905e-01][top1: 97.523452][top5: 99.951711]
2022-09-11 11:59:52,306 train 200 [data/s: 0.00119][batch/s: 0.32746][loss: 1.171741e-01][top1: 97.491705][top5: 99.953358]
2022-09-11 12:00:08,523 train 250 [data/s: 0.00103][batch/s: 0.32684][loss: 1.155025e-01][top1: 97.514108][top5: 99.958499]
2022-09-11 12:00:25,524 train 300 [data/s: 0.00092][batch/s: 0.32903][loss: 1.154708e-01][top1: 97.532528][top5: 99.965393]
2022-09-11 12:00:42,450 train 350 [data/s: 0.00084][batch/s: 0.33038][loss: 1.166690e-01][top1: 97.521958][top5: 99.967355]
2022-09-11 12:00:58,559 train 400 [data/s: 0.00078][batch/s: 0.32936][loss: 1.173450e-01][top1: 97.501036][top5: 99.971425]
2022-09-11 12:01:14,713 train 450 [data/s: 0.00073][batch/s: 0.32866][loss: 1.188947e-01][top1: 97.447799][top5: 99.972284]
2022-09-11 12:01:31,014 train 500 [data/s: 0.00069][batch/s: 0.32840][loss: 1.207692e-01][top1: 97.386474][top5: 99.970891]
2022-09-11 12:01:37,533 train_acc 97.371997
2022-09-11 12:01:37,705 valid 000 [data/s: 0.11074][batch/s: 0.16575][loss: 1.736566e-01][top1: 93.750000][top5: 100.000000]
2022-09-11 12:01:40,444 valid 050 [data/s: 0.00248][batch/s: 0.05696][loss: 1.561459e-01][top1: 95.915031][top5: 99.877451]
2022-09-11 12:01:43,184 valid 100 [data/s: 0.00141][batch/s: 0.05589][loss: 1.486949e-01][top1: 96.008661][top5: 99.876237]
2022-09-11 12:01:43,429 valid_acc 96.019998	best_val_acc 96.279997
2022-09-11 12:01:43,796 epoch 417 lr 5.206074e-03
2022-09-11 12:01:44,296 train 000 [data/s: 0.16448][batch/s: 0.49614][loss: 1.674143e-01][top1: 96.875000][top5: 100.000000]
2022-09-11 12:02:00,516 train 050 [data/s: 0.00359][batch/s: 0.32776][loss: 1.271217e-01][top1: 97.263069][top5: 99.979575]
2022-09-11 12:02:16,821 train 100 [data/s: 0.00199][batch/s: 0.32694][loss: 1.328298e-01][top1: 97.194717][top5: 99.969059]
2022-09-11 12:02:33,104 train 150 [data/s: 0.00145][batch/s: 0.32651][loss: 1.323004e-01][top1: 97.178530][top5: 99.972406]
2022-09-11 12:02:49,449 train 200 [data/s: 0.00118][batch/s: 0.32661][loss: 1.322614e-01][top1: 97.165213][top5: 99.953358]
2022-09-11 12:03:06,005 train 250 [data/s: 0.00102][batch/s: 0.32751][loss: 1.304960e-01][top1: 97.240203][top5: 99.954349]
2022-09-11 12:03:22,971 train 300 [data/s: 0.00091][batch/s: 0.32947][loss: 1.276667e-01][top1: 97.269516][top5: 99.958472]
2022-09-11 12:03:39,529 train 350 [data/s: 0.00084][batch/s: 0.32971][loss: 1.254695e-01][top1: 97.317187][top5: 99.964387]
2022-09-11 12:03:56,733 train 400 [data/s: 0.00078][batch/s: 0.33150][loss: 1.250760e-01][top1: 97.311407][top5: 99.966230]
2022-09-11 12:04:14,054 train 450 [data/s: 0.00074][batch/s: 0.33316][loss: 1.258708e-01][top1: 97.295360][top5: 99.967664]
2022-09-11 12:04:30,296 train 500 [data/s: 0.00070][batch/s: 0.33233][loss: 1.260352e-01][top1: 97.282516][top5: 99.968812]
2022-09-11 12:04:36,910 train_acc 97.283997
2022-09-11 12:04:37,096 valid 000 [data/s: 0.12216][batch/s: 0.18190][loss: 1.743955e-01][top1: 94.791664][top5: 100.000000]
2022-09-11 12:04:39,835 valid 050 [data/s: 0.00270][batch/s: 0.05728][loss: 1.720350e-01][top1: 95.547383][top5: 99.877450]
2022-09-11 12:04:42,591 valid 100 [data/s: 0.00152][batch/s: 0.05620][loss: 1.600289e-01][top1: 95.771449][top5: 99.917491]
2022-09-11 12:04:42,835 valid_acc 95.739997	best_val_acc 96.279997
2022-09-11 12:04:43,173 epoch 418 lr 5.153024e-03
2022-09-11 12:04:43,685 train 000 [data/s: 0.15755][batch/s: 0.50682][loss: 1.113961e-01][top1: 96.875000][top5: 100.000000]
2022-09-11 12:04:59,956 train 050 [data/s: 0.00347][batch/s: 0.32899][loss: 1.203055e-01][top1: 97.263069][top5: 99.959150]
2022-09-11 12:05:16,223 train 100 [data/s: 0.00194][batch/s: 0.32718][loss: 1.072149e-01][top1: 97.658826][top5: 99.969059]
2022-09-11 12:05:32,328 train 150 [data/s: 0.00141][batch/s: 0.32550][loss: 1.110099e-01][top1: 97.599335][top5: 99.965508]
2022-09-11 12:05:48,563 train 200 [data/s: 0.00114][batch/s: 0.32530][loss: 1.118754e-01][top1: 97.595354][top5: 99.974088]
2022-09-11 12:06:04,859 train 250 [data/s: 0.00099][batch/s: 0.32542][loss: 1.127496e-01][top1: 97.551459][top5: 99.979250]
2022-09-11 12:06:21,093 train 300 [data/s: 0.00088][batch/s: 0.32530][loss: 1.145760e-01][top1: 97.508303][top5: 99.982696]
2022-09-11 12:06:37,175 train 350 [data/s: 0.00080][batch/s: 0.32478][loss: 1.170431e-01][top1: 97.394347][top5: 99.985161]
2022-09-11 12:06:53,251 train 400 [data/s: 0.00074][batch/s: 0.32437][loss: 1.167230e-01][top1: 97.417911][top5: 99.987012]
2022-09-11 12:07:09,814 train 450 [data/s: 0.00070][batch/s: 0.32513][loss: 1.175306e-01][top1: 97.413153][top5: 99.986142]
2022-09-11 12:07:25,937 train 500 [data/s: 0.00067][batch/s: 0.32487][loss: 1.192212e-01][top1: 97.384395][top5: 99.987525]
2022-09-11 12:07:32,517 train_acc 97.339998
2022-09-11 12:07:32,742 valid 000 [data/s: 0.16316][batch/s: 0.21831][loss: 2.949035e-01][top1: 91.666664][top5: 100.000000]
2022-09-11 12:07:35,481 valid 050 [data/s: 0.00350][batch/s: 0.05798][loss: 1.620985e-01][top1: 95.976305][top5: 99.775326]
2022-09-11 12:07:38,218 valid 100 [data/s: 0.00191][batch/s: 0.05638][loss: 1.509467e-01][top1: 96.039601][top5: 99.855610]
2022-09-11 12:07:38,486 valid_acc 96.029997	best_val_acc 96.279997
2022-09-11 12:07:38,848 epoch 419 lr 5.100174e-03
2022-09-11 12:07:39,356 train 000 [data/s: 0.17924][batch/s: 0.50365][loss: 1.729717e-01][top1: 97.916664][top5: 100.000000]
2022-09-11 12:07:55,663 train 050 [data/s: 0.00388][batch/s: 0.32961][loss: 1.078410e-01][top1: 97.977938][top5: 99.979575]
2022-09-11 12:08:11,968 train 100 [data/s: 0.00216][batch/s: 0.32787][loss: 1.075646e-01][top1: 97.834156][top5: 99.969059]
2022-09-11 12:08:28,119 train 150 [data/s: 0.00156][batch/s: 0.32627][loss: 1.070149e-01][top1: 97.854578][top5: 99.972406]
2022-09-11 12:08:44,980 train 200 [data/s: 0.00125][batch/s: 0.32899][loss: 1.144158e-01][top1: 97.631631][top5: 99.979270]
2022-09-11 12:09:01,128 train 250 [data/s: 0.00106][batch/s: 0.32779][loss: 1.192562e-01][top1: 97.485057][top5: 99.979250]
2022-09-11 12:09:17,276 train 300 [data/s: 0.00094][batch/s: 0.32699][loss: 1.207091e-01][top1: 97.442550][top5: 99.968854]
2022-09-11 12:09:33,396 train 350 [data/s: 0.00085][batch/s: 0.32633][loss: 1.227252e-01][top1: 97.388411][top5: 99.967355]
2022-09-11 12:09:49,533 train 400 [data/s: 0.00078][batch/s: 0.32589][loss: 1.214514e-01][top1: 97.417911][top5: 99.966230]
2022-09-11 12:10:05,657 train 450 [data/s: 0.00073][batch/s: 0.32551][loss: 1.229593e-01][top1: 97.373889][top5: 99.969974]
2022-09-11 12:10:21,940 train 500 [data/s: 0.00069][batch/s: 0.32552][loss: 1.244298e-01][top1: 97.361524][top5: 99.972971]
2022-09-11 12:10:28,548 train_acc 97.355997
2022-09-11 12:10:28,739 valid 000 [data/s: 0.13134][batch/s: 0.18624][loss: 1.792128e-01][top1: 92.708328][top5: 100.000000]
2022-09-11 12:10:31,482 valid 050 [data/s: 0.00294][batch/s: 0.05743][loss: 1.545035e-01][top1: 95.996729][top5: 99.836601]
2022-09-11 12:10:34,248 valid 100 [data/s: 0.00167][batch/s: 0.05638][loss: 1.457432e-01][top1: 96.111796][top5: 99.865924]
2022-09-11 12:10:34,505 valid_acc 96.079997	best_val_acc 96.279997
2022-09-11 12:10:34,851 epoch 420 lr 5.047528e-03
2022-09-11 12:10:35,424 train 000 [data/s: 0.17559][batch/s: 0.56857][loss: 7.880312e-02][top1: 98.958328][top5: 100.000000]
2022-09-11 12:10:51,562 train 050 [data/s: 0.00381][batch/s: 0.32758][loss: 1.079489e-01][top1: 97.528592][top5: 100.000000]
2022-09-11 12:11:07,638 train 100 [data/s: 0.00209][batch/s: 0.32458][loss: 1.099203e-01][top1: 97.462869][top5: 99.979373]
2022-09-11 12:11:23,735 train 150 [data/s: 0.00150][batch/s: 0.32370][loss: 1.124783e-01][top1: 97.433772][top5: 99.979305]
2022-09-11 12:11:39,866 train 200 [data/s: 0.00121][batch/s: 0.32343][loss: 1.153811e-01][top1: 97.372510][top5: 99.979270]
2022-09-11 12:11:56,134 train 250 [data/s: 0.00103][batch/s: 0.32382][loss: 1.153413e-01][top1: 97.377156][top5: 99.979250]
2022-09-11 12:12:12,248 train 300 [data/s: 0.00091][batch/s: 0.32355][loss: 1.180678e-01][top1: 97.307583][top5: 99.975775]
2022-09-11 12:12:28,567 train 350 [data/s: 0.00084][batch/s: 0.32396][loss: 1.200002e-01][top1: 97.260800][top5: 99.976258]
2022-09-11 12:12:45,070 train 400 [data/s: 0.00079][batch/s: 0.32472][loss: 1.210409e-01][top1: 97.264648][top5: 99.971425]
2022-09-11 12:13:01,776 train 450 [data/s: 0.00074][batch/s: 0.32577][loss: 1.222957e-01][top1: 97.267643][top5: 99.974593]
2022-09-11 12:13:18,331 train 500 [data/s: 0.00071][batch/s: 0.32630][loss: 1.243335e-01][top1: 97.245091][top5: 99.966733]
2022-09-11 12:13:24,838 train_acc 97.237997
2022-09-11 12:13:25,016 valid 000 [data/s: 0.11838][batch/s: 0.17328][loss: 1.257121e-01][top1: 95.833328][top5: 100.000000]
2022-09-11 12:13:27,753 valid 050 [data/s: 0.00261][batch/s: 0.05707][loss: 1.617058e-01][top1: 95.669932][top5: 99.775326]
2022-09-11 12:13:30,506 valid 100 [data/s: 0.00148][batch/s: 0.05608][loss: 1.498701e-01][top1: 95.761136][top5: 99.886551]
2022-09-11 12:13:30,751 valid_acc 95.769997	best_val_acc 96.279997
2022-09-11 12:13:31,109 epoch 421 lr 4.995086e-03
2022-09-11 12:13:31,618 train 000 [data/s: 0.16860][batch/s: 0.50427][loss: 1.552788e-01][top1: 95.833328][top5: 100.000000]
2022-09-11 12:13:47,953 train 050 [data/s: 0.00368][batch/s: 0.33017][loss: 1.199475e-01][top1: 97.263070][top5: 100.000000]
2022-09-11 12:14:04,270 train 100 [data/s: 0.00206][batch/s: 0.32828][loss: 1.166244e-01][top1: 97.400988][top5: 100.000000]
2022-09-11 12:14:20,518 train 150 [data/s: 0.00149][batch/s: 0.32718][loss: 1.196277e-01][top1: 97.323397][top5: 99.986203]
2022-09-11 12:14:37,482 train 200 [data/s: 0.00122][batch/s: 0.33019][loss: 1.218396e-01][top1: 97.263679][top5: 99.989635]
2022-09-11 12:14:54,555 train 250 [data/s: 0.00105][batch/s: 0.33243][loss: 1.234795e-01][top1: 97.314905][top5: 99.991700]
2022-09-11 12:15:10,915 train 300 [data/s: 0.00095][batch/s: 0.33156][loss: 1.241228e-01][top1: 97.317965][top5: 99.989618]
2022-09-11 12:15:27,678 train 350 [data/s: 0.00087][batch/s: 0.33209][loss: 1.232713e-01][top1: 97.376541][top5: 99.985161]
2022-09-11 12:15:44,440 train 400 [data/s: 0.00081][batch/s: 0.33248][loss: 1.245605e-01][top1: 97.345176][top5: 99.987012]
2022-09-11 12:16:01,383 train 450 [data/s: 0.00076][batch/s: 0.33319][loss: 1.256935e-01][top1: 97.295360][top5: 99.983832]
2022-09-11 12:16:17,624 train 500 [data/s: 0.00073][batch/s: 0.33235][loss: 1.242715e-01][top1: 97.334495][top5: 99.979208]
2022-09-11 12:16:24,168 train_acc 97.329997
2022-09-11 12:16:24,356 valid 000 [data/s: 0.12394][batch/s: 0.17906][loss: 1.102776e-01][top1: 95.833328][top5: 100.000000]
2022-09-11 12:16:27,094 valid 050 [data/s: 0.00274][batch/s: 0.05721][loss: 1.377220e-01][top1: 96.241827][top5: 99.938725]
2022-09-11 12:16:29,851 valid 100 [data/s: 0.00154][batch/s: 0.05618][loss: 1.361995e-01][top1: 96.183990][top5: 99.958746]
2022-09-11 12:16:30,104 valid_acc 96.179997	best_val_acc 96.279997
2022-09-11 12:16:30,436 epoch 422 lr 4.942850e-03
2022-09-11 12:16:30,935 train 000 [data/s: 0.16655][batch/s: 0.49484][loss: 1.113675e-01][top1: 96.875000][top5: 100.000000]
2022-09-11 12:16:47,120 train 050 [data/s: 0.00361][batch/s: 0.32705][loss: 1.092230e-01][top1: 97.589866][top5: 99.979575]
2022-09-11 12:17:03,376 train 100 [data/s: 0.00201][batch/s: 0.32610][loss: 1.180978e-01][top1: 97.462868][top5: 99.989686]
2022-09-11 12:17:19,536 train 150 [data/s: 0.00146][batch/s: 0.32514][loss: 1.213592e-01][top1: 97.378584][top5: 99.986203]
2022-09-11 12:17:36,063 train 200 [data/s: 0.00119][batch/s: 0.32648][loss: 1.222648e-01][top1: 97.310321][top5: 99.958540]
2022-09-11 12:17:52,534 train 250 [data/s: 0.00104][batch/s: 0.32707][loss: 1.204682e-01][top1: 97.352255][top5: 99.966799]
2022-09-11 12:18:08,956 train 300 [data/s: 0.00093][batch/s: 0.32729][loss: 1.194811e-01][top1: 97.362954][top5: 99.968854]
2022-09-11 12:18:25,078 train 350 [data/s: 0.00085][batch/s: 0.32660][loss: 1.212665e-01][top1: 97.346863][top5: 99.970323]
2022-09-11 12:18:41,284 train 400 [data/s: 0.00079][batch/s: 0.32629][loss: 1.213014e-01][top1: 97.355567][top5: 99.974023]
2022-09-11 12:18:57,476 train 450 [data/s: 0.00074][batch/s: 0.32602][loss: 1.202618e-01][top1: 97.369269][top5: 99.976903]
2022-09-11 12:19:13,577 train 500 [data/s: 0.00070][batch/s: 0.32562][loss: 1.206292e-01][top1: 97.369841][top5: 99.975050]
2022-09-11 12:19:20,076 train_acc 97.381997
2022-09-11 12:19:20,260 valid 000 [data/s: 0.12516][batch/s: 0.17999][loss: 1.550523e-01][top1: 94.791664][top5: 100.000000]
2022-09-11 12:19:23,016 valid 050 [data/s: 0.00276][batch/s: 0.05756][loss: 1.522229e-01][top1: 96.160128][top5: 99.897875]
2022-09-11 12:19:25,771 valid 100 [data/s: 0.00155][batch/s: 0.05635][loss: 1.428413e-01][top1: 96.194304][top5: 99.927805]
2022-09-11 12:19:26,013 valid_acc 96.169997	best_val_acc 96.279997
2022-09-11 12:19:26,376 epoch 423 lr 4.890821e-03
2022-09-11 12:19:26,902 train 000 [data/s: 0.18853][batch/s: 0.52136][loss: 1.355278e-01][top1: 96.875000][top5: 100.000000]
2022-09-11 12:19:43,015 train 050 [data/s: 0.00404][batch/s: 0.32618][loss: 1.149972e-01][top1: 97.508168][top5: 100.000000]
2022-09-11 12:19:59,113 train 100 [data/s: 0.00221][batch/s: 0.32409][loss: 1.046758e-01][top1: 97.658826][top5: 99.989686]
2022-09-11 12:20:15,209 train 150 [data/s: 0.00159][batch/s: 0.32337][loss: 1.072614e-01][top1: 97.606234][top5: 99.986203]
2022-09-11 12:20:31,450 train 200 [data/s: 0.00128][batch/s: 0.32373][loss: 1.105377e-01][top1: 97.569442][top5: 99.984453]
2022-09-11 12:20:47,591 train 250 [data/s: 0.00108][batch/s: 0.32355][loss: 1.125455e-01][top1: 97.539008][top5: 99.987550]
2022-09-11 12:21:03,735 train 300 [data/s: 0.00096][batch/s: 0.32344][loss: 1.154133e-01][top1: 97.459853][top5: 99.979236]
2022-09-11 12:21:19,929 train 350 [data/s: 0.00087][batch/s: 0.32350][loss: 1.163959e-01][top1: 97.456669][top5: 99.979226]
2022-09-11 12:21:36,100 train 400 [data/s: 0.00080][batch/s: 0.32349][loss: 1.169768e-01][top1: 97.454278][top5: 99.979219]
2022-09-11 12:21:52,206 train 450 [data/s: 0.00075][batch/s: 0.32334][loss: 1.175493e-01][top1: 97.443179][top5: 99.981522]
2022-09-11 12:22:08,321 train 500 [data/s: 0.00071][batch/s: 0.32323][loss: 1.177343e-01][top1: 97.453008][top5: 99.983367]
2022-09-11 12:22:14,793 train_acc 97.439997
2022-09-11 12:22:14,986 valid 000 [data/s: 0.13329][batch/s: 0.18816][loss: 1.478639e-01][top1: 95.833328][top5: 100.000000]
2022-09-11 12:22:17,734 valid 050 [data/s: 0.00293][batch/s: 0.05757][loss: 1.623086e-01][top1: 95.833330][top5: 99.795751]
2022-09-11 12:22:20,471 valid 100 [data/s: 0.00162][batch/s: 0.05617][loss: 1.487913e-01][top1: 96.060228][top5: 99.896864]
2022-09-11 12:22:20,714 valid_acc 96.029997	best_val_acc 96.279997
2022-09-11 12:22:21,044 epoch 424 lr 4.839001e-03
2022-09-11 12:22:21,547 train 000 [data/s: 0.17586][batch/s: 0.49900][loss: 1.093435e-01][top1: 98.958328][top5: 100.000000]
2022-09-11 12:22:37,761 train 050 [data/s: 0.00376][batch/s: 0.32771][loss: 1.021294e-01][top1: 97.834965][top5: 100.000000]
2022-09-11 12:22:53,926 train 100 [data/s: 0.00208][batch/s: 0.32553][loss: 1.014984e-01][top1: 97.823842][top5: 99.989686]
2022-09-11 12:23:10,194 train 150 [data/s: 0.00152][batch/s: 0.32547][loss: 1.082843e-01][top1: 97.578640][top5: 99.986203]
2022-09-11 12:23:27,371 train 200 [data/s: 0.00124][batch/s: 0.32996][loss: 1.077780e-01][top1: 97.626448][top5: 99.989635]
2022-09-11 12:23:44,824 train 250 [data/s: 0.00107][batch/s: 0.33377][loss: 1.094468e-01][top1: 97.630309][top5: 99.991700]
2022-09-11 12:24:02,058 train 300 [data/s: 0.00096][batch/s: 0.33558][loss: 1.120817e-01][top1: 97.598281][top5: 99.993079]
2022-09-11 12:24:18,174 train 350 [data/s: 0.00087][batch/s: 0.33369][loss: 1.140479e-01][top1: 97.533829][top5: 99.994065]
2022-09-11 12:24:34,280 train 400 [data/s: 0.00080][batch/s: 0.33225][loss: 1.149497e-01][top1: 97.514025][top5: 99.992207]
2022-09-11 12:24:50,393 train 450 [data/s: 0.00075][batch/s: 0.33114][loss: 1.150605e-01][top1: 97.521708][top5: 99.990761]
2022-09-11 12:25:06,601 train 500 [data/s: 0.00070][batch/s: 0.33045][loss: 1.153990e-01][top1: 97.519542][top5: 99.989604]
2022-09-11 12:25:13,080 train_acc 97.531997
2022-09-11 12:25:13,272 valid 000 [data/s: 0.13188][batch/s: 0.18668][loss: 1.024258e-01][top1: 95.833328][top5: 100.000000]
2022-09-11 12:25:16,009 valid 050 [data/s: 0.00288][batch/s: 0.05735][loss: 1.454776e-01][top1: 95.996730][top5: 99.938725]
2022-09-11 12:25:18,769 valid 100 [data/s: 0.00163][batch/s: 0.05628][loss: 1.391992e-01][top1: 96.080856][top5: 99.938119]
2022-09-11 12:25:19,036 valid_acc 96.089998	best_val_acc 96.279997
2022-09-11 12:25:19,413 epoch 425 lr 4.787391e-03
2022-09-11 12:25:19,900 train 000 [data/s: 0.15227][batch/s: 0.48226][loss: 1.016690e-01][top1: 97.916664][top5: 100.000000]
2022-09-11 12:25:36,026 train 050 [data/s: 0.00330][batch/s: 0.32564][loss: 1.143120e-01][top1: 97.549016][top5: 99.938725]
2022-09-11 12:25:52,147 train 100 [data/s: 0.00182][batch/s: 0.32405][loss: 1.166670e-01][top1: 97.473182][top5: 99.958746]
2022-09-11 12:26:08,338 train 150 [data/s: 0.00134][batch/s: 0.32397][loss: 1.198809e-01][top1: 97.399280][top5: 99.965508]
2022-09-11 12:26:24,562 train 200 [data/s: 0.00110][batch/s: 0.32410][loss: 1.206265e-01][top1: 97.388057][top5: 99.968905]
2022-09-11 12:26:40,764 train 250 [data/s: 0.00095][batch/s: 0.32409][loss: 1.195441e-01][top1: 97.418656][top5: 99.975100]
2022-09-11 12:26:56,932 train 300 [data/s: 0.00084][batch/s: 0.32397][loss: 1.206790e-01][top1: 97.414865][top5: 99.968854]
2022-09-11 12:27:13,116 train 350 [data/s: 0.00077][batch/s: 0.32393][loss: 1.189055e-01][top1: 97.471507][top5: 99.967355]
2022-09-11 12:27:29,303 train 400 [data/s: 0.00072][batch/s: 0.32390][loss: 1.197517e-01][top1: 97.433497][top5: 99.971425]
2022-09-11 12:27:45,559 train 450 [data/s: 0.00068][batch/s: 0.32404][loss: 1.189997e-01][top1: 97.443179][top5: 99.969974]
2022-09-11 12:28:01,946 train 500 [data/s: 0.00064][batch/s: 0.32441][loss: 1.195848e-01][top1: 97.438454][top5: 99.972971]
2022-09-11 12:28:08,418 train_acc 97.469997
2022-09-11 12:28:08,604 valid 000 [data/s: 0.12683][batch/s: 0.18167][loss: 1.150999e-01][top1: 97.916664][top5: 100.000000]
2022-09-11 12:28:11,341 valid 050 [data/s: 0.00276][batch/s: 0.05723][loss: 1.547119e-01][top1: 96.058004][top5: 99.938725]
2022-09-11 12:28:14,078 valid 100 [data/s: 0.00153][batch/s: 0.05599][loss: 1.447876e-01][top1: 96.245872][top5: 99.948432]
2022-09-11 12:28:14,336 valid_acc 96.269997	best_val_acc 96.279997
2022-09-11 12:28:14,672 epoch 426 lr 4.735992e-03
2022-09-11 12:28:15,162 train 000 [data/s: 0.15605][batch/s: 0.48548][loss: 1.147896e-01][top1: 97.916664][top5: 100.000000]
2022-09-11 12:28:31,243 train 050 [data/s: 0.00338][batch/s: 0.32483][loss: 1.051640e-01][top1: 97.651141][top5: 99.918300]
2022-09-11 12:28:47,422 train 100 [data/s: 0.00186][batch/s: 0.32420][loss: 1.083661e-01][top1: 97.720707][top5: 99.927805]
2022-09-11 12:29:03,584 train 150 [data/s: 0.00135][batch/s: 0.32388][loss: 1.136269e-01][top1: 97.689015][top5: 99.937914]
2022-09-11 12:29:20,072 train 200 [data/s: 0.00110][batch/s: 0.32535][loss: 1.123905e-01][top1: 97.647178][top5: 99.953358]
2022-09-11 12:29:37,890 train 250 [data/s: 0.00096][batch/s: 0.33152][loss: 1.151903e-01][top1: 97.568059][top5: 99.958499]
2022-09-11 12:29:56,355 train 300 [data/s: 0.00087][batch/s: 0.33780][loss: 1.171138e-01][top1: 97.515224][top5: 99.965393]
2022-09-11 12:30:14,847 train 350 [data/s: 0.00080][batch/s: 0.34236][loss: 1.181541e-01][top1: 97.504152][top5: 99.964387]
2022-09-11 12:30:33,444 train 400 [data/s: 0.00075][batch/s: 0.34605][loss: 1.177712e-01][top1: 97.485451][top5: 99.963632]
2022-09-11 12:30:51,945 train 450 [data/s: 0.00071][batch/s: 0.34871][loss: 1.191813e-01][top1: 97.447799][top5: 99.960735]
2022-09-11 12:31:10,742 train 500 [data/s: 0.00068][batch/s: 0.35143][loss: 1.190203e-01][top1: 97.455087][top5: 99.962575]
2022-09-11 12:31:18,412 train_acc 97.441998
2022-09-11 12:31:18,610 valid 000 [data/s: 0.12821][batch/s: 0.19380][loss: 1.963233e-01][top1: 94.791664][top5: 100.000000]
2022-09-11 12:31:21,893 valid 050 [data/s: 0.00288][batch/s: 0.06817][loss: 1.746048e-01][top1: 95.383984][top5: 99.816176]
2022-09-11 12:31:25,181 valid 100 [data/s: 0.00164][batch/s: 0.06697][loss: 1.564010e-01][top1: 95.812704][top5: 99.886551]
2022-09-11 12:31:25,537 valid_acc 95.869998	best_val_acc 96.279997
2022-09-11 12:31:25,896 epoch 427 lr 4.684806e-03
2022-09-11 12:31:26,514 train 000 [data/s: 0.16934][batch/s: 0.61344][loss: 2.239039e-01][top1: 93.750000][top5: 98.958328]
2022-09-11 12:31:45,543 train 050 [data/s: 0.00373][batch/s: 0.38515][loss: 1.044151e-01][top1: 97.998364][top5: 99.938725]
2022-09-11 12:32:04,623 train 100 [data/s: 0.00209][batch/s: 0.38339][loss: 1.030120e-01][top1: 97.957918][top5: 99.958746]
2022-09-11 12:32:23,936 train 150 [data/s: 0.00154][batch/s: 0.38434][loss: 1.077961e-01][top1: 97.744203][top5: 99.972406]
2022-09-11 12:32:42,984 train 200 [data/s: 0.00127][batch/s: 0.38350][loss: 1.091923e-01][top1: 97.719732][top5: 99.974088]
2022-09-11 12:33:02,027 train 250 [data/s: 0.00111][batch/s: 0.38297][loss: 1.111424e-01][top1: 97.638610][top5: 99.970949]
2022-09-11 12:33:21,489 train 300 [data/s: 0.00099][batch/s: 0.38401][loss: 1.099235e-01][top1: 97.664034][top5: 99.975775]
2022-09-11 12:33:40,593 train 350 [data/s: 0.00092][batch/s: 0.38374][loss: 1.112370e-01][top1: 97.646602][top5: 99.973290]
2022-09-11 12:33:59,729 train 400 [data/s: 0.00085][batch/s: 0.38361][loss: 1.127975e-01][top1: 97.602346][top5: 99.971425]
2022-09-11 12:34:18,779 train 450 [data/s: 0.00080][batch/s: 0.38332][loss: 1.128076e-01][top1: 97.607167][top5: 99.974593]
2022-09-11 12:34:37,908 train 500 [data/s: 0.00077][batch/s: 0.38325][loss: 1.125096e-01][top1: 97.615184][top5: 99.977129]
2022-09-11 12:34:45,593 train_acc 97.583997
2022-09-11 12:34:45,844 valid 000 [data/s: 0.12636][batch/s: 0.24630][loss: 1.112100e-01][top1: 96.875000][top5: 100.000000]
2022-09-11 12:34:49,131 valid 050 [data/s: 0.00285][batch/s: 0.06928][loss: 1.732919e-01][top1: 95.669932][top5: 99.918300]
2022-09-11 12:34:52,415 valid 100 [data/s: 0.00161][batch/s: 0.06750][loss: 1.636346e-01][top1: 95.699255][top5: 99.958746]
2022-09-11 12:34:52,692 valid_acc 95.689998	best_val_acc 96.279997
2022-09-11 12:34:53,026 epoch 428 lr 4.633834e-03
2022-09-11 12:34:53,655 train 000 [data/s: 0.16481][batch/s: 0.62421][loss: 1.887872e-01][top1: 93.750000][top5: 100.000000]
2022-09-11 12:35:12,688 train 050 [data/s: 0.00364][batch/s: 0.38543][loss: 1.115007e-01][top1: 97.610292][top5: 100.000000]
2022-09-11 12:35:31,739 train 100 [data/s: 0.00204][batch/s: 0.38325][loss: 1.121621e-01][top1: 97.545377][top5: 100.000000]
2022-09-11 12:35:50,964 train 150 [data/s: 0.00153][batch/s: 0.38366][loss: 1.143045e-01][top1: 97.537249][top5: 99.979305]
2022-09-11 12:36:10,172 train 200 [data/s: 0.00125][batch/s: 0.38378][loss: 1.146583e-01][top1: 97.522800][top5: 99.974088]
2022-09-11 12:36:29,252 train 250 [data/s: 0.00108][batch/s: 0.38335][loss: 1.142015e-01][top1: 97.497507][top5: 99.975099]
2022-09-11 12:36:48,421 train 300 [data/s: 0.00097][batch/s: 0.38336][loss: 1.157897e-01][top1: 97.466775][top5: 99.972314]
2022-09-11 12:37:07,723 train 350 [data/s: 0.00091][batch/s: 0.38374][loss: 1.137144e-01][top1: 97.507120][top5: 99.973290]
2022-09-11 12:37:27,317 train 400 [data/s: 0.00085][batch/s: 0.38475][loss: 1.160906e-01][top1: 97.462071][top5: 99.974023]
2022-09-11 12:37:46,667 train 450 [data/s: 0.00081][batch/s: 0.38500][loss: 1.163267e-01][top1: 97.461657][top5: 99.974593]
2022-09-11 12:38:06,073 train 500 [data/s: 0.00078][batch/s: 0.38531][loss: 1.174186e-01][top1: 97.430137][top5: 99.975050]
2022-09-11 12:38:13,787 train_acc 97.417997
2022-09-11 12:38:13,965 valid 000 [data/s: 0.10726][batch/s: 0.17321][loss: 1.500952e-01][top1: 94.791664][top5: 100.000000]
2022-09-11 12:38:17,263 valid 050 [data/s: 0.00250][batch/s: 0.06805][loss: 1.494177e-01][top1: 96.058004][top5: 99.918300]
2022-09-11 12:38:20,634 valid 100 [data/s: 0.00147][batch/s: 0.06774][loss: 1.362910e-01][top1: 96.297440][top5: 99.948432]
2022-09-11 12:38:21,059 valid_acc 96.319997	best_val_acc 96.319997
2022-09-11 12:38:21,422 epoch 429 lr 4.583078e-03
2022-09-11 12:38:22,091 train 000 [data/s: 0.16151][batch/s: 0.66415][loss: 1.575544e-01][top1: 96.875000][top5: 100.000000]
2022-09-11 12:38:41,613 train 050 [data/s: 0.00369][batch/s: 0.39582][loss: 1.068692e-01][top1: 97.896239][top5: 99.979575]
2022-09-11 12:39:00,805 train 100 [data/s: 0.00211][batch/s: 0.38988][loss: 1.099347e-01][top1: 97.761961][top5: 99.969059]
2022-09-11 12:39:19,925 train 150 [data/s: 0.00159][batch/s: 0.38741][loss: 1.047577e-01][top1: 97.909766][top5: 99.965508]
2022-09-11 12:39:39,392 train 200 [data/s: 0.00131][batch/s: 0.38789][loss: 1.084041e-01][top1: 97.787104][top5: 99.963723]
2022-09-11 12:39:55,874 train 250 [data/s: 0.00112][batch/s: 0.37628][loss: 1.102358e-01][top1: 97.713311][top5: 99.970949]
2022-09-11 12:40:12,057 train 300 [data/s: 0.00099][batch/s: 0.36754][loss: 1.114822e-01][top1: 97.695180][top5: 99.972314]
2022-09-11 12:40:29,090 train 350 [data/s: 0.00091][batch/s: 0.36371][loss: 1.118978e-01][top1: 97.667376][top5: 99.970323]
2022-09-11 12:40:46,532 train 400 [data/s: 0.00084][batch/s: 0.36186][loss: 1.120518e-01][top1: 97.649104][top5: 99.974023]
2022-09-11 12:41:04,042 train 450 [data/s: 0.00079][batch/s: 0.36056][loss: 1.135841e-01][top1: 97.621025][top5: 99.972284]
2022-09-11 12:41:21,507 train 500 [data/s: 0.00075][batch/s: 0.35944][loss: 1.134102e-01][top1: 97.629738][top5: 99.972971]
2022-09-11 12:41:28,496 train_acc 97.619997
2022-09-11 12:41:28,684 valid 000 [data/s: 0.12258][batch/s: 0.18274][loss: 2.112188e-01][top1: 93.750000][top5: 100.000000]
2022-09-11 12:41:31,441 valid 050 [data/s: 0.00272][batch/s: 0.05764][loss: 1.569253e-01][top1: 95.915030][top5: 99.714051]
2022-09-11 12:41:34,183 valid 100 [data/s: 0.00154][batch/s: 0.05625][loss: 1.460711e-01][top1: 96.142737][top5: 99.814356]
2022-09-11 12:41:34,455 valid_acc 96.149998	best_val_acc 96.319997
2022-09-11 12:41:34,877 epoch 430 lr 4.532539e-03
2022-09-11 12:41:35,384 train 000 [data/s: 0.17656][batch/s: 0.50202][loss: 1.110048e-01][top1: 97.916664][top5: 100.000000]
2022-09-11 12:41:51,500 train 050 [data/s: 0.00377][batch/s: 0.32585][loss: 1.142730e-01][top1: 97.467318][top5: 99.979575]
2022-09-11 12:42:07,576 train 100 [data/s: 0.00205][batch/s: 0.32371][loss: 1.082101e-01][top1: 97.720707][top5: 99.969059]
2022-09-11 12:42:23,698 train 150 [data/s: 0.00147][batch/s: 0.32329][loss: 1.063195e-01][top1: 97.778695][top5: 99.979305]
2022-09-11 12:42:39,862 train 200 [data/s: 0.00118][batch/s: 0.32328][loss: 1.119593e-01][top1: 97.631631][top5: 99.984453]
2022-09-11 12:42:55,964 train 250 [data/s: 0.00102][batch/s: 0.32303][loss: 1.110160e-01][top1: 97.655210][top5: 99.979250]
2022-09-11 12:43:12,076 train 300 [data/s: 0.00090][batch/s: 0.32290][loss: 1.106351e-01][top1: 97.688259][top5: 99.982696]
2022-09-11 12:43:28,200 train 350 [data/s: 0.00082][batch/s: 0.32284][loss: 1.127281e-01][top1: 97.619893][top5: 99.979226]
2022-09-11 12:43:44,311 train 400 [data/s: 0.00076][batch/s: 0.32277][loss: 1.132789e-01][top1: 97.615334][top5: 99.974023]
2022-09-11 12:44:00,482 train 450 [data/s: 0.00071][batch/s: 0.32284][loss: 1.132558e-01][top1: 97.593308][top5: 99.967664]
2022-09-11 12:44:16,838 train 500 [data/s: 0.00067][batch/s: 0.32326][loss: 1.135963e-01][top1: 97.592313][top5: 99.968812]
2022-09-11 12:44:23,433 train_acc 97.587997
2022-09-11 12:44:23,668 valid 000 [data/s: 0.16537][batch/s: 0.22387][loss: 2.530997e-01][top1: 93.750000][top5: 100.000000]
2022-09-11 12:44:26,409 valid 050 [data/s: 0.00356][batch/s: 0.05814][loss: 1.709156e-01][top1: 95.506534][top5: 99.877450]
2022-09-11 12:44:29,150 valid 100 [data/s: 0.00196][batch/s: 0.05649][loss: 1.613027e-01][top1: 95.565179][top5: 99.927805]
2022-09-11 12:44:29,399 valid_acc 95.559997	best_val_acc 96.319997
2022-09-11 12:44:29,855 epoch 431 lr 4.482219e-03
2022-09-11 12:44:30,378 train 000 [data/s: 0.17806][batch/s: 0.51860][loss: 1.470548e-01][top1: 96.875000][top5: 100.000000]
2022-09-11 12:44:46,572 train 050 [data/s: 0.00384][batch/s: 0.32770][loss: 1.095494e-01][top1: 97.773690][top5: 99.959150]
2022-09-11 12:45:02,683 train 100 [data/s: 0.00211][batch/s: 0.32499][loss: 1.101616e-01][top1: 97.741334][top5: 99.979373]
2022-09-11 12:45:18,860 train 150 [data/s: 0.00151][batch/s: 0.32451][loss: 1.091019e-01][top1: 97.751101][top5: 99.986203]
2022-09-11 12:45:35,114 train 200 [data/s: 0.00122][batch/s: 0.32465][loss: 1.094657e-01][top1: 97.730097][top5: 99.979270]
2022-09-11 12:45:51,280 train 250 [data/s: 0.00104][batch/s: 0.32439][loss: 1.117759e-01][top1: 97.671810][top5: 99.983400]
2022-09-11 12:46:07,410 train 300 [data/s: 0.00092][batch/s: 0.32409][loss: 1.130155e-01][top1: 97.660573][top5: 99.982696]
2022-09-11 12:46:23,594 train 350 [data/s: 0.00084][batch/s: 0.32403][loss: 1.142338e-01][top1: 97.613957][top5: 99.982194]
2022-09-11 12:46:39,791 train 400 [data/s: 0.00078][batch/s: 0.32402][loss: 1.140811e-01][top1: 97.620529][top5: 99.981816]
2022-09-11 12:46:55,934 train 450 [data/s: 0.00073][batch/s: 0.32389][loss: 1.146008e-01][top1: 97.600238][top5: 99.976903]
2022-09-11 12:47:12,067 train 500 [data/s: 0.00069][batch/s: 0.32377][loss: 1.146760e-01][top1: 97.577758][top5: 99.972971]
2022-09-11 12:47:18,536 train_acc 97.575997
2022-09-11 12:47:18,747 valid 000 [data/s: 0.15182][batch/s: 0.20667][loss: 1.388616e-01][top1: 95.833328][top5: 100.000000]
2022-09-11 12:47:21,486 valid 050 [data/s: 0.00327][batch/s: 0.05776][loss: 1.474198e-01][top1: 96.098854][top5: 99.877451]
2022-09-11 12:47:24,237 valid 100 [data/s: 0.00180][batch/s: 0.05640][loss: 1.372066e-01][top1: 96.359321][top5: 99.927805]
2022-09-11 12:47:24,611 valid_acc 96.379998	best_val_acc 96.379998
2022-09-11 12:47:24,940 epoch 432 lr 4.432118e-03
2022-09-11 12:47:25,478 train 000 [data/s: 0.16885][batch/s: 0.53276][loss: 2.562153e-01][top1: 92.708328][top5: 100.000000]
2022-09-11 12:47:41,798 train 050 [data/s: 0.00370][batch/s: 0.33044][loss: 1.246395e-01][top1: 97.303919][top5: 100.000000]
2022-09-11 12:47:58,048 train 100 [data/s: 0.00203][batch/s: 0.32775][loss: 1.196401e-01][top1: 97.359734][top5: 100.000000]
2022-09-11 12:48:14,145 train 150 [data/s: 0.00147][batch/s: 0.32582][loss: 1.157119e-01][top1: 97.419976][top5: 99.986203]
2022-09-11 12:48:30,265 train 200 [data/s: 0.00118][batch/s: 0.32497][loss: 1.156722e-01][top1: 97.419152][top5: 99.989635]
2022-09-11 12:48:46,358 train 250 [data/s: 0.00101][batch/s: 0.32435][loss: 1.119799e-01][top1: 97.555608][top5: 99.991700]
2022-09-11 12:49:02,662 train 300 [data/s: 0.00090][batch/s: 0.32464][loss: 1.143107e-01][top1: 97.501382][top5: 99.989618]
2022-09-11 12:49:18,936 train 350 [data/s: 0.00082][batch/s: 0.32476][loss: 1.143983e-01][top1: 97.533829][top5: 99.988129]
2022-09-11 12:49:35,048 train 400 [data/s: 0.00075][batch/s: 0.32444][loss: 1.148964e-01][top1: 97.540002][top5: 99.984414]
2022-09-11 12:49:51,132 train 450 [data/s: 0.00071][batch/s: 0.32414][loss: 1.150319e-01][top1: 97.537876][top5: 99.986142]
2022-09-11 12:50:07,205 train 500 [data/s: 0.00067][batch/s: 0.32387][loss: 1.146617e-01][top1: 97.565283][top5: 99.985446]
2022-09-11 12:50:13,683 train_acc 97.565997
2022-09-11 12:50:13,859 valid 000 [data/s: 0.11712][batch/s: 0.17207][loss: 1.645818e-01][top1: 94.791664][top5: 100.000000]
2022-09-11 12:50:16,598 valid 050 [data/s: 0.00258][batch/s: 0.05707][loss: 1.541881e-01][top1: 96.017155][top5: 99.816176]
2022-09-11 12:50:19,335 valid 100 [data/s: 0.00144][batch/s: 0.05592][loss: 1.476076e-01][top1: 96.225245][top5: 99.896864]
2022-09-11 12:50:19,577 valid_acc 96.209998	best_val_acc 96.379998
2022-09-11 12:50:19,931 epoch 433 lr 4.382238e-03
2022-09-11 12:50:20,439 train 000 [data/s: 0.17332][batch/s: 0.50428][loss: 2.327895e-01][top1: 95.833328][top5: 100.000000]
2022-09-11 12:50:36,504 train 050 [data/s: 0.00371][batch/s: 0.32489][loss: 1.142384e-01][top1: 97.794115][top5: 99.979575]
2022-09-11 12:50:52,604 train 100 [data/s: 0.00203][batch/s: 0.32346][loss: 1.098717e-01][top1: 97.772275][top5: 99.989686]
2022-09-11 12:51:08,752 train 150 [data/s: 0.00146][batch/s: 0.32329][loss: 1.098298e-01][top1: 97.806289][top5: 99.979305]
2022-09-11 12:51:24,838 train 200 [data/s: 0.00118][batch/s: 0.32290][loss: 1.107535e-01][top1: 97.709367][top5: 99.979270]
2022-09-11 12:51:40,932 train 250 [data/s: 0.00101][batch/s: 0.32270][loss: 1.097006e-01][top1: 97.709161][top5: 99.975099]
2022-09-11 12:51:57,091 train 300 [data/s: 0.00089][batch/s: 0.32278][loss: 1.101533e-01][top1: 97.698641][top5: 99.968854]
2022-09-11 12:52:13,295 train 350 [data/s: 0.00081][batch/s: 0.32296][loss: 1.103676e-01][top1: 97.661441][top5: 99.973290]
2022-09-11 12:52:29,500 train 400 [data/s: 0.00075][batch/s: 0.32310][loss: 1.108004e-01][top1: 97.659494][top5: 99.971425]
2022-09-11 12:52:45,612 train 450 [data/s: 0.00070][batch/s: 0.32301][loss: 1.117061e-01][top1: 97.644122][top5: 99.969974]
2022-09-11 12:53:01,706 train 500 [data/s: 0.00067][batch/s: 0.32290][loss: 1.117039e-01][top1: 97.667163][top5: 99.970891]
2022-09-11 12:53:08,271 train_acc 97.651997
2022-09-11 12:53:08,469 valid 000 [data/s: 0.13879][batch/s: 0.19359][loss: 1.747697e-01][top1: 92.708328][top5: 100.000000]
2022-09-11 12:53:11,223 valid 050 [data/s: 0.00304][batch/s: 0.05780][loss: 1.462506e-01][top1: 96.058004][top5: 99.897875]
2022-09-11 12:53:13,962 valid 100 [data/s: 0.00169][batch/s: 0.05631][loss: 1.376961e-01][top1: 96.245872][top5: 99.917491]
2022-09-11 12:53:14,204 valid_acc 96.269997	best_val_acc 96.379998
2022-09-11 12:53:14,534 epoch 434 lr 4.332581e-03
2022-09-11 12:53:15,078 train 000 [data/s: 0.18277][batch/s: 0.53974][loss: 1.130591e-01][top1: 97.916664][top5: 100.000000]
2022-09-11 12:53:31,320 train 050 [data/s: 0.00390][batch/s: 0.32905][loss: 1.032924e-01][top1: 97.753265][top5: 100.000000]
2022-09-11 12:53:47,384 train 100 [data/s: 0.00213][batch/s: 0.32521][loss: 1.033395e-01][top1: 97.823842][top5: 99.979373]
2022-09-11 12:54:03,493 train 150 [data/s: 0.00153][batch/s: 0.32420][loss: 1.021167e-01][top1: 97.820086][top5: 99.979305]
2022-09-11 12:54:19,559 train 200 [data/s: 0.00123][batch/s: 0.32348][loss: 1.012466e-01][top1: 97.823381][top5: 99.984453]
2022-09-11 12:54:35,659 train 250 [data/s: 0.00105][batch/s: 0.32319][loss: 1.026500e-01][top1: 97.837813][top5: 99.979250]
2022-09-11 12:54:51,827 train 300 [data/s: 0.00093][batch/s: 0.32322][loss: 1.061818e-01][top1: 97.799001][top5: 99.982696]
2022-09-11 12:55:07,936 train 350 [data/s: 0.00084][batch/s: 0.32307][loss: 1.064607e-01][top1: 97.797956][top5: 99.985161]
2022-09-11 12:55:24,066 train 400 [data/s: 0.00078][batch/s: 0.32301][loss: 1.071646e-01][top1: 97.789378][top5: 99.981816]
2022-09-11 12:55:40,236 train 450 [data/s: 0.00073][batch/s: 0.32305][loss: 1.078518e-01][top1: 97.764225][top5: 99.979213]
2022-09-11 12:55:56,412 train 500 [data/s: 0.00069][batch/s: 0.32310][loss: 1.093918e-01][top1: 97.706667][top5: 99.979208]
2022-09-11 12:56:02,953 train_acc 97.709997
2022-09-11 12:56:03,141 valid 000 [data/s: 0.12750][batch/s: 0.18231][loss: 1.620760e-01][top1: 94.791664][top5: 100.000000]
2022-09-11 12:56:05,878 valid 050 [data/s: 0.00278][batch/s: 0.05724][loss: 1.376138e-01][top1: 96.343952][top5: 99.877450]
2022-09-11 12:56:08,631 valid 100 [data/s: 0.00156][batch/s: 0.05616][loss: 1.327621e-01][top1: 96.338694][top5: 99.917491]
2022-09-11 12:56:08,886 valid_acc 96.299998	best_val_acc 96.379998
2022-09-11 12:56:09,241 epoch 435 lr 4.283148e-03
2022-09-11 12:56:09,829 train 000 [data/s: 0.26114][batch/s: 0.58439][loss: 4.313170e-02][top1: 100.000000][top5: 100.000000]
2022-09-11 12:56:25,930 train 050 [data/s: 0.00545][batch/s: 0.32716][loss: 1.010030e-01][top1: 97.977939][top5: 99.979575]
2022-09-11 12:56:42,157 train 100 [data/s: 0.00292][batch/s: 0.32586][loss: 1.036855e-01][top1: 97.885724][top5: 99.989686]
2022-09-11 12:56:58,390 train 150 [data/s: 0.00208][batch/s: 0.32546][loss: 1.052083e-01][top1: 97.751101][top5: 99.993102]
2022-09-11 12:57:14,698 train 200 [data/s: 0.00165][batch/s: 0.32564][loss: 1.060818e-01][top1: 97.750827][top5: 99.994818]
2022-09-11 12:57:30,942 train 250 [data/s: 0.00140][batch/s: 0.32548][loss: 1.056820e-01][top1: 97.725761][top5: 99.995850]
2022-09-11 12:57:47,089 train 300 [data/s: 0.00123][batch/s: 0.32506][loss: 1.060248e-01][top1: 97.733248][top5: 99.996539]
2022-09-11 12:58:03,289 train 350 [data/s: 0.00110][batch/s: 0.32491][loss: 1.067702e-01][top1: 97.720795][top5: 99.997032]
2022-09-11 12:58:19,655 train 400 [data/s: 0.00102][batch/s: 0.32521][loss: 1.089275e-01][top1: 97.656897][top5: 99.994805]
2022-09-11 12:58:39,373 train 450 [data/s: 0.00096][batch/s: 0.33288][loss: 1.097481e-01][top1: 97.625644][top5: 99.990761]
2022-09-11 12:58:59,026 train 500 [data/s: 0.00092][batch/s: 0.33888][loss: 1.100548e-01][top1: 97.606867][top5: 99.991683]
2022-09-11 12:59:06,804 train_acc 97.599997
2022-09-11 12:59:06,996 valid 000 [data/s: 0.11981][batch/s: 0.18546][loss: 2.514131e-01][top1: 93.750000][top5: 100.000000]
2022-09-11 12:59:10,243 valid 050 [data/s: 0.00278][batch/s: 0.06729][loss: 1.470272e-01][top1: 95.935455][top5: 99.836601]
2022-09-11 12:59:13,749 valid 100 [data/s: 0.00168][batch/s: 0.06870][loss: 1.381689e-01][top1: 96.256185][top5: 99.876237]
2022-09-11 12:59:14,039 valid_acc 96.179997	best_val_acc 96.379998
2022-09-11 12:59:14,404 epoch 436 lr 4.233940e-03
2022-09-11 12:59:15,001 train 000 [data/s: 0.16992][batch/s: 0.59090][loss: 8.554140e-02][top1: 98.958328][top5: 100.000000]
2022-09-11 12:59:34,366 train 050 [data/s: 0.00385][batch/s: 0.39129][loss: 9.392376e-02][top1: 97.998363][top5: 99.979575]
2022-09-11 12:59:54,081 train 100 [data/s: 0.00220][batch/s: 0.39278][loss: 1.029709e-01][top1: 97.906351][top5: 99.979373]
2022-09-11 13:00:13,443 train 150 [data/s: 0.00164][batch/s: 0.39095][loss: 1.058569e-01][top1: 97.764898][top5: 99.979305]
2022-09-11 13:00:33,562 train 200 [data/s: 0.00136][batch/s: 0.39379][loss: 1.054648e-01][top1: 97.766374][top5: 99.979270]
2022-09-11 13:00:53,606 train 250 [data/s: 0.00119][batch/s: 0.39520][loss: 1.061612e-01][top1: 97.771412][top5: 99.983400]
2022-09-11 13:01:12,991 train 300 [data/s: 0.00107][batch/s: 0.39396][loss: 1.072932e-01][top1: 97.740169][top5: 99.986157]
2022-09-11 13:01:32,385 train 350 [data/s: 0.00099][batch/s: 0.39309][loss: 1.060141e-01][top1: 97.803891][top5: 99.985161]
2022-09-11 13:01:52,147 train 400 [data/s: 0.00093][batch/s: 0.39336][loss: 1.068898e-01][top1: 97.794574][top5: 99.984414]
2022-09-11 13:02:11,376 train 450 [data/s: 0.00087][batch/s: 0.39239][loss: 1.064598e-01][top1: 97.775774][top5: 99.986142]
2022-09-11 13:02:30,622 train 500 [data/s: 0.00083][batch/s: 0.39164][loss: 1.057158e-01][top1: 97.800230][top5: 99.987525]
2022-09-11 13:02:38,365 train_acc 97.783997
2022-09-11 13:02:38,559 valid 000 [data/s: 0.12181][batch/s: 0.18788][loss: 1.787249e-01][top1: 93.750000][top5: 100.000000]
2022-09-11 13:02:41,850 valid 050 [data/s: 0.00276][batch/s: 0.06823][loss: 1.468829e-01][top1: 96.160128][top5: 99.857025]
2022-09-11 13:02:45,134 valid 100 [data/s: 0.00158][batch/s: 0.06697][loss: 1.387965e-01][top1: 96.256186][top5: 99.917491]
2022-09-11 13:02:45,417 valid_acc 96.259997	best_val_acc 96.379998
2022-09-11 13:02:45,780 epoch 437 lr 4.184959e-03
2022-09-11 13:02:46,460 train 000 [data/s: 0.20117][batch/s: 0.67482][loss: 1.556969e-01][top1: 96.875000][top5: 100.000000]
2022-09-11 13:03:05,729 train 050 [data/s: 0.00439][batch/s: 0.39106][loss: 1.214228e-01][top1: 97.426468][top5: 99.959150]
2022-09-11 13:03:25,880 train 100 [data/s: 0.00250][batch/s: 0.39698][loss: 1.149292e-01][top1: 97.545377][top5: 99.958746]
2022-09-11 13:03:45,061 train 150 [data/s: 0.00182][batch/s: 0.39256][loss: 1.115336e-01][top1: 97.654523][top5: 99.972406]
2022-09-11 13:04:04,398 train 200 [data/s: 0.00150][batch/s: 0.39111][loss: 1.089064e-01][top1: 97.704185][top5: 99.974088]
2022-09-11 13:04:23,360 train 250 [data/s: 0.00127][batch/s: 0.38875][loss: 1.085967e-01][top1: 97.729911][top5: 99.975099]
2022-09-11 13:04:42,749 train 300 [data/s: 0.00116][batch/s: 0.38859][loss: 1.090877e-01][top1: 97.719405][top5: 99.972314]
2022-09-11 13:05:02,017 train 350 [data/s: 0.00107][batch/s: 0.38812][loss: 1.083494e-01][top1: 97.694086][top5: 99.976258]
2022-09-11 13:05:21,589 train 400 [data/s: 0.00100][batch/s: 0.38854][loss: 1.071678e-01][top1: 97.711448][top5: 99.976621]
2022-09-11 13:05:41,077 train 450 [data/s: 0.00095][batch/s: 0.38867][loss: 1.088459e-01][top1: 97.667218][top5: 99.979213]
2022-09-11 13:06:00,353 train 500 [data/s: 0.00090][batch/s: 0.38836][loss: 1.096245e-01][top1: 97.646371][top5: 99.977129]
2022-09-11 13:06:07,916 train_acc 97.643997
2022-09-11 13:06:08,110 valid 000 [data/s: 0.12421][batch/s: 0.18976][loss: 8.874887e-02][top1: 94.791664][top5: 100.000000]
2022-09-11 13:06:11,315 valid 050 [data/s: 0.00282][batch/s: 0.06656][loss: 1.433513e-01][top1: 96.282677][top5: 99.918300]
2022-09-11 13:06:14,871 valid 100 [data/s: 0.00171][batch/s: 0.06882][loss: 1.324418e-01][top1: 96.359321][top5: 99.938119]
2022-09-11 13:06:15,184 valid_acc 96.329997	best_val_acc 96.379998
2022-09-11 13:06:15,563 epoch 438 lr 4.136206e-03
2022-09-11 13:06:16,103 train 000 [data/s: 0.17088][batch/s: 0.53573][loss: 6.388749e-02][top1: 97.916664][top5: 100.000000]
2022-09-11 13:06:35,660 train 050 [data/s: 0.00384][batch/s: 0.39396][loss: 1.103644e-01][top1: 97.549017][top5: 100.000000]
2022-09-11 13:06:55,014 train 100 [data/s: 0.00219][batch/s: 0.39056][loss: 1.028704e-01][top1: 97.885724][top5: 99.989686]
2022-09-11 13:07:14,626 train 150 [data/s: 0.00165][batch/s: 0.39111][loss: 9.890855e-02][top1: 97.978750][top5: 99.993102]
2022-09-11 13:07:33,856 train 200 [data/s: 0.00136][batch/s: 0.38949][loss: 1.004179e-01][top1: 97.968488][top5: 99.994818]
2022-09-11 13:07:53,065 train 250 [data/s: 0.00118][batch/s: 0.38844][loss: 1.017440e-01][top1: 97.887614][top5: 99.991700]
2022-09-11 13:08:12,317 train 300 [data/s: 0.00105][batch/s: 0.38787][loss: 1.030840e-01][top1: 97.854372][top5: 99.986157]
2022-09-11 13:08:31,534 train 350 [data/s: 0.00097][batch/s: 0.38737][loss: 1.035927e-01][top1: 97.851374][top5: 99.976258]
2022-09-11 13:08:50,893 train 400 [data/s: 0.00091][batch/s: 0.38734][loss: 1.024204e-01][top1: 97.880297][top5: 99.976621]
2022-09-11 13:09:10,413 train 450 [data/s: 0.00087][batch/s: 0.38768][loss: 1.024917e-01][top1: 97.849683][top5: 99.979213]
2022-09-11 13:09:29,736 train 500 [data/s: 0.00083][batch/s: 0.38756][loss: 1.031539e-01][top1: 97.823101][top5: 99.977129]
2022-09-11 13:09:37,687 train_acc 97.801997
2022-09-11 13:09:37,860 valid 000 [data/s: 0.11270][batch/s: 0.16764][loss: 1.098230e-01][top1: 95.833328][top5: 100.000000]
2022-09-11 13:09:41,354 valid 050 [data/s: 0.00277][batch/s: 0.07179][loss: 1.355060e-01][top1: 96.507350][top5: 99.816176]
2022-09-11 13:09:44,643 valid 100 [data/s: 0.00160][batch/s: 0.06882][loss: 1.358785e-01][top1: 96.575905][top5: 99.896864]
2022-09-11 13:09:45,118 valid_acc 96.589997	best_val_acc 96.589997
2022-09-11 13:09:45,485 epoch 439 lr 4.087682e-03
2022-09-11 13:09:46,012 train 000 [data/s: 0.15575][batch/s: 0.52256][loss: 1.519384e-01][top1: 97.916664][top5: 100.000000]
2022-09-11 13:10:05,527 train 050 [data/s: 0.00355][batch/s: 0.39289][loss: 1.034155e-01][top1: 97.937089][top5: 100.000000]
2022-09-11 13:10:24,947 train 100 [data/s: 0.00204][batch/s: 0.39066][loss: 1.014831e-01][top1: 97.916664][top5: 99.969059]
2022-09-11 13:10:44,491 train 150 [data/s: 0.00152][batch/s: 0.39073][loss: 1.008660e-01][top1: 97.909765][top5: 99.979305]
2022-09-11 13:11:04,360 train 200 [data/s: 0.00126][batch/s: 0.39239][loss: 1.017488e-01][top1: 97.849292][top5: 99.984453]
2022-09-11 13:11:23,699 train 250 [data/s: 0.00111][batch/s: 0.39127][loss: 1.040855e-01][top1: 97.837813][top5: 99.987550]
2022-09-11 13:11:42,980 train 300 [data/s: 0.00101][batch/s: 0.39033][loss: 1.069738e-01][top1: 97.771315][top5: 99.975775]
2022-09-11 13:12:02,400 train 350 [data/s: 0.00094][batch/s: 0.39006][loss: 1.071888e-01][top1: 97.765311][top5: 99.976258]
2022-09-11 13:12:21,782 train 400 [data/s: 0.00088][batch/s: 0.38975][loss: 1.071479e-01][top1: 97.758206][top5: 99.971425]
2022-09-11 13:12:41,178 train 450 [data/s: 0.00084][batch/s: 0.38955][loss: 1.085222e-01][top1: 97.734199][top5: 99.967664]
2022-09-11 13:13:00,394 train 500 [data/s: 0.00080][batch/s: 0.38903][loss: 1.084255e-01][top1: 97.752409][top5: 99.968812]
2022-09-11 13:13:08,136 train_acc 97.753997
2022-09-11 13:13:08,331 valid 000 [data/s: 0.12353][batch/s: 0.18958][loss: 8.480382e-02][top1: 94.791664][top5: 100.000000]
2022-09-11 13:13:11,554 valid 050 [data/s: 0.00280][batch/s: 0.06691][loss: 1.369903e-01][top1: 96.446076][top5: 99.795751]
2022-09-11 13:13:15,031 valid 100 [data/s: 0.00166][batch/s: 0.06821][loss: 1.309700e-01][top1: 96.441829][top5: 99.876237]
2022-09-11 13:13:15,330 valid_acc 96.389997	best_val_acc 96.589997
2022-09-11 13:13:15,701 epoch 440 lr 4.039389e-03
2022-09-11 13:13:16,214 train 000 [data/s: 0.14598][batch/s: 0.50860][loss: 6.846066e-02][top1: 97.916664][top5: 100.000000]
2022-09-11 13:13:35,684 train 050 [data/s: 0.00338][batch/s: 0.39173][loss: 1.114695e-01][top1: 97.691991][top5: 99.918300]
2022-09-11 13:13:53,029 train 100 [data/s: 0.00192][batch/s: 0.36954][loss: 1.091116e-01][top1: 97.679452][top5: 99.958746]
2022-09-11 13:14:09,338 train 150 [data/s: 0.00140][batch/s: 0.35518][loss: 1.122188e-01][top1: 97.551046][top5: 99.972406]
2022-09-11 13:14:25,575 train 200 [data/s: 0.00113][batch/s: 0.34761][loss: 1.110269e-01][top1: 97.584989][top5: 99.968905]
2022-09-11 13:14:41,701 train 250 [data/s: 0.00097][batch/s: 0.34261][loss: 1.082595e-01][top1: 97.626159][top5: 99.966799]
2022-09-11 13:14:57,877 train 300 [data/s: 0.00086][batch/s: 0.33944][loss: 1.086200e-01][top1: 97.639809][top5: 99.968854]
2022-09-11 13:15:14,049 train 350 [data/s: 0.00079][batch/s: 0.33716][loss: 1.067106e-01][top1: 97.714860][top5: 99.970323]
2022-09-11 13:15:30,371 train 400 [data/s: 0.00073][batch/s: 0.33582][loss: 1.070286e-01][top1: 97.688069][top5: 99.971425]
2022-09-11 13:15:46,558 train 450 [data/s: 0.00068][batch/s: 0.33448][loss: 1.061471e-01][top1: 97.701864][top5: 99.972284]
2022-09-11 13:16:02,701 train 500 [data/s: 0.00065][batch/s: 0.33332][loss: 1.051232e-01][top1: 97.735776][top5: 99.975050]
2022-09-11 13:16:09,186 train_acc 97.741997
2022-09-11 13:16:09,358 valid 000 [data/s: 0.11322][batch/s: 0.16807][loss: 1.511279e-01][top1: 95.833328][top5: 100.000000]
2022-09-11 13:16:12,097 valid 050 [data/s: 0.00251][batch/s: 0.05700][loss: 1.372253e-01][top1: 96.098853][top5: 99.877450]
2022-09-11 13:16:14,835 valid 100 [data/s: 0.00141][batch/s: 0.05589][loss: 1.311872e-01][top1: 96.483083][top5: 99.886551]
2022-09-11 13:16:15,098 valid_acc 96.439997	best_val_acc 96.589997
2022-09-11 13:16:15,456 epoch 441 lr 3.991328e-03
2022-09-11 13:16:15,952 train 000 [data/s: 0.15628][batch/s: 0.49229][loss: 9.134553e-02][top1: 98.958328][top5: 100.000000]
2022-09-11 13:16:32,151 train 050 [data/s: 0.00336][batch/s: 0.32727][loss: 8.500712e-02][top1: 98.039213][top5: 99.979575]
2022-09-11 13:16:48,310 train 100 [data/s: 0.00187][batch/s: 0.32525][loss: 8.667938e-02][top1: 98.122934][top5: 99.989686]
2022-09-11 13:17:04,647 train 150 [data/s: 0.00136][batch/s: 0.32574][loss: 9.462877e-02][top1: 97.971852][top5: 99.972406]
2022-09-11 13:17:20,860 train 200 [data/s: 0.00110][batch/s: 0.32537][loss: 9.409896e-02][top1: 97.973671][top5: 99.979270]
2022-09-11 13:17:37,276 train 250 [data/s: 0.00095][batch/s: 0.32596][loss: 9.581556e-02][top1: 97.937414][top5: 99.975099]
2022-09-11 13:17:53,473 train 300 [data/s: 0.00085][batch/s: 0.32562][loss: 9.790097e-02][top1: 97.923585][top5: 99.972314]
2022-09-11 13:18:09,623 train 350 [data/s: 0.00077][batch/s: 0.32525][loss: 1.001453e-01][top1: 97.854342][top5: 99.967355]
2022-09-11 13:18:25,851 train 400 [data/s: 0.00072][batch/s: 0.32516][loss: 1.004263e-01][top1: 97.854320][top5: 99.968828]
2022-09-11 13:18:42,050 train 450 [data/s: 0.00067][batch/s: 0.32503][loss: 1.016421e-01][top1: 97.817348][top5: 99.972284]
2022-09-11 13:18:58,308 train 500 [data/s: 0.00064][batch/s: 0.32504][loss: 1.025580e-01][top1: 97.793993][top5: 99.972971]
2022-09-11 13:19:04,801 train_acc 97.793997
2022-09-11 13:19:05,028 valid 000 [data/s: 0.16741][batch/s: 0.22226][loss: 1.878414e-01][top1: 94.791664][top5: 100.000000]
2022-09-11 13:19:07,765 valid 050 [data/s: 0.00355][batch/s: 0.05802][loss: 1.426554e-01][top1: 96.282677][top5: 99.918300]
2022-09-11 13:19:10,504 valid 100 [data/s: 0.00193][batch/s: 0.05642][loss: 1.392350e-01][top1: 96.441829][top5: 99.948432]
2022-09-11 13:19:10,771 valid_acc 96.389997	best_val_acc 96.589997
2022-09-11 13:19:11,094 epoch 442 lr 3.943500e-03
2022-09-11 13:19:11,597 train 000 [data/s: 0.16227][batch/s: 0.49891][loss: 1.284055e-01][top1: 95.833328][top5: 100.000000]
2022-09-11 13:19:27,794 train 050 [data/s: 0.00352][batch/s: 0.32738][loss: 1.142317e-01][top1: 97.569442][top5: 99.938725]
2022-09-11 13:19:43,934 train 100 [data/s: 0.00193][batch/s: 0.32511][loss: 1.090137e-01][top1: 97.792901][top5: 99.958746]
2022-09-11 13:20:00,083 train 150 [data/s: 0.00140][batch/s: 0.32441][loss: 1.053503e-01][top1: 97.778695][top5: 99.972406]
2022-09-11 13:20:16,330 train 200 [data/s: 0.00113][batch/s: 0.32454][loss: 1.052894e-01][top1: 97.745644][top5: 99.968905]
2022-09-11 13:20:32,530 train 250 [data/s: 0.00097][batch/s: 0.32443][loss: 1.052273e-01][top1: 97.729911][top5: 99.970949]
2022-09-11 13:20:48,722 train 300 [data/s: 0.00087][batch/s: 0.32433][loss: 1.058143e-01][top1: 97.702101][top5: 99.975775]
2022-09-11 13:21:04,881 train 350 [data/s: 0.00079][batch/s: 0.32417][loss: 1.049589e-01][top1: 97.729698][top5: 99.976258]
2022-09-11 13:21:21,038 train 400 [data/s: 0.00074][batch/s: 0.32404][loss: 1.048378e-01][top1: 97.747815][top5: 99.979219]
2022-09-11 13:21:37,574 train 450 [data/s: 0.00069][batch/s: 0.32478][loss: 1.043017e-01][top1: 97.764225][top5: 99.976903]
2022-09-11 13:21:53,838 train 500 [data/s: 0.00065][batch/s: 0.32483][loss: 1.035469e-01][top1: 97.781518][top5: 99.977129]
2022-09-11 13:22:00,323 train_acc 97.775997
2022-09-11 13:22:00,499 valid 000 [data/s: 0.11644][batch/s: 0.17128][loss: 1.541269e-01][top1: 96.875000][top5: 100.000000]
2022-09-11 13:22:03,238 valid 050 [data/s: 0.00257][batch/s: 0.05705][loss: 1.533224e-01][top1: 96.466501][top5: 99.714051]
2022-09-11 13:22:05,976 valid 100 [data/s: 0.00145][batch/s: 0.05592][loss: 1.400743e-01][top1: 96.544964][top5: 99.834983]
2022-09-11 13:22:06,240 valid_acc 96.519998	best_val_acc 96.589997
2022-09-11 13:22:06,592 epoch 443 lr 3.895906e-03
2022-09-11 13:22:07,085 train 000 [data/s: 0.15835][batch/s: 0.48847][loss: 1.029473e-01][top1: 97.916664][top5: 100.000000]
2022-09-11 13:22:23,273 train 050 [data/s: 0.00344][batch/s: 0.32698][loss: 1.000214e-01][top1: 97.916664][top5: 99.979575]
2022-09-11 13:22:39,445 train 100 [data/s: 0.00191][batch/s: 0.32524][loss: 1.024833e-01][top1: 97.988859][top5: 99.979373]
2022-09-11 13:22:55,585 train 150 [data/s: 0.00138][batch/s: 0.32443][loss: 9.829831e-02][top1: 98.116719][top5: 99.979305]
2022-09-11 13:23:11,723 train 200 [data/s: 0.00112][batch/s: 0.32401][loss: 9.804645e-02][top1: 98.056589][top5: 99.974088]
2022-09-11 13:23:27,916 train 250 [data/s: 0.00096][batch/s: 0.32398][loss: 9.993804e-02][top1: 97.970615][top5: 99.979250]
2022-09-11 13:23:44,025 train 300 [data/s: 0.00085][batch/s: 0.32368][loss: 9.854290e-02][top1: 97.992799][top5: 99.982696]
2022-09-11 13:24:00,253 train 350 [data/s: 0.00078][batch/s: 0.32381][loss: 1.013931e-01][top1: 97.898858][top5: 99.985161]
2022-09-11 13:24:16,414 train 400 [data/s: 0.00072][batch/s: 0.32373][loss: 1.013938e-01][top1: 97.888090][top5: 99.987012]
2022-09-11 13:24:32,755 train 450 [data/s: 0.00068][batch/s: 0.32407][loss: 1.021071e-01][top1: 97.842754][top5: 99.988452]
2022-09-11 13:24:49,009 train 500 [data/s: 0.00065][batch/s: 0.32418][loss: 1.028329e-01][top1: 97.802309][top5: 99.989604]
2022-09-11 13:24:55,481 train_acc 97.815997
2022-09-11 13:24:55,677 valid 000 [data/s: 0.13486][batch/s: 0.18967][loss: 1.205796e-01][top1: 96.875000][top5: 100.000000]
2022-09-11 13:24:58,415 valid 050 [data/s: 0.00292][batch/s: 0.05739][loss: 1.491377e-01][top1: 96.058004][top5: 99.816176]
2022-09-11 13:25:01,152 valid 100 [data/s: 0.00161][batch/s: 0.05608][loss: 1.389375e-01][top1: 96.276813][top5: 99.886551]
2022-09-11 13:25:01,404 valid_acc 96.279997	best_val_acc 96.589997
2022-09-11 13:25:01,728 epoch 444 lr 3.848549e-03
2022-09-11 13:25:02,232 train 000 [data/s: 0.15580][batch/s: 0.49882][loss: 2.473021e-02][top1: 100.000000][top5: 100.000000]
2022-09-11 13:25:18,454 train 050 [data/s: 0.00344][batch/s: 0.32787][loss: 8.538445e-02][top1: 98.427285][top5: 100.000000]
2022-09-11 13:25:34,609 train 100 [data/s: 0.00189][batch/s: 0.32550][loss: 8.848538e-02][top1: 98.308579][top5: 100.000000]
2022-09-11 13:25:50,825 train 150 [data/s: 0.00138][batch/s: 0.32511][loss: 9.122798e-02][top1: 98.151212][top5: 100.000000]
2022-09-11 13:26:07,048 train 200 [data/s: 0.00112][batch/s: 0.32495][loss: 9.525583e-02][top1: 98.087684][top5: 99.994818]
2022-09-11 13:26:23,211 train 250 [data/s: 0.00097][batch/s: 0.32461][loss: 9.494833e-02][top1: 98.045316][top5: 99.995850]
2022-09-11 13:26:39,394 train 300 [data/s: 0.00086][batch/s: 0.32445][loss: 9.728152e-02][top1: 97.996260][top5: 99.996539]
2022-09-11 13:26:55,618 train 350 [data/s: 0.00078][batch/s: 0.32446][loss: 9.911962e-02][top1: 97.967115][top5: 99.991097]
2022-09-11 13:27:11,768 train 400 [data/s: 0.00072][batch/s: 0.32428][loss: 9.955110e-02][top1: 97.950434][top5: 99.989609]
2022-09-11 13:27:28,004 train 450 [data/s: 0.00068][batch/s: 0.32433][loss: 9.973475e-02][top1: 97.953619][top5: 99.988452]
2022-09-11 13:27:44,173 train 500 [data/s: 0.00064][batch/s: 0.32423][loss: 1.007604e-01][top1: 97.941614][top5: 99.985446]
2022-09-11 13:27:50,626 train_acc 97.949998
2022-09-11 13:27:50,810 valid 000 [data/s: 0.12430][batch/s: 0.17911][loss: 1.321004e-01][top1: 94.791664][top5: 100.000000]
2022-09-11 13:27:53,548 valid 050 [data/s: 0.00272][batch/s: 0.05719][loss: 1.474782e-01][top1: 96.221403][top5: 99.877451]
2022-09-11 13:27:56,284 valid 100 [data/s: 0.00151][batch/s: 0.05597][loss: 1.375485e-01][top1: 96.534651][top5: 99.927805]
2022-09-11 13:27:56,530 valid_acc 96.509998	best_val_acc 96.589997
2022-09-11 13:27:56,877 epoch 445 lr 3.801429e-03
2022-09-11 13:27:57,393 train 000 [data/s: 0.16601][batch/s: 0.51196][loss: 2.331154e-01][top1: 92.708328][top5: 100.000000]
2022-09-11 13:28:13,502 train 050 [data/s: 0.00356][batch/s: 0.32590][loss: 1.029535e-01][top1: 97.834965][top5: 99.938725]
2022-09-11 13:28:29,675 train 100 [data/s: 0.00196][batch/s: 0.32468][loss: 1.035156e-01][top1: 97.782588][top5: 99.958746]
2022-09-11 13:28:45,817 train 150 [data/s: 0.00142][batch/s: 0.32407][loss: 9.797321e-02][top1: 97.923562][top5: 99.972406]
2022-09-11 13:29:01,951 train 200 [data/s: 0.00114][batch/s: 0.32373][loss: 9.712141e-02][top1: 97.968488][top5: 99.974088]
2022-09-11 13:29:18,168 train 250 [data/s: 0.00098][batch/s: 0.32385][loss: 1.001136e-01][top1: 97.850263][top5: 99.979250]
2022-09-11 13:29:34,336 train 300 [data/s: 0.00087][batch/s: 0.32377][loss: 9.963551e-02][top1: 97.854372][top5: 99.979236]
2022-09-11 13:29:50,561 train 350 [data/s: 0.00079][batch/s: 0.32387][loss: 1.008460e-01][top1: 97.812794][top5: 99.979226]
2022-09-11 13:30:06,758 train 400 [data/s: 0.00073][batch/s: 0.32388][loss: 1.012185e-01][top1: 97.799769][top5: 99.979219]
2022-09-11 13:30:22,947 train 450 [data/s: 0.00069][batch/s: 0.32387][loss: 1.018872e-01][top1: 97.764225][top5: 99.979213]
2022-09-11 13:30:39,185 train 500 [data/s: 0.00065][batch/s: 0.32396][loss: 1.040389e-01][top1: 97.725380][top5: 99.981287]
2022-09-11 13:30:45,680 train_acc 97.723997
2022-09-11 13:30:45,857 valid 000 [data/s: 0.11761][batch/s: 0.17243][loss: 5.828998e-02][top1: 97.916664][top5: 100.000000]
2022-09-11 13:30:48,594 valid 050 [data/s: 0.00260][batch/s: 0.05706][loss: 1.493008e-01][top1: 95.792481][top5: 99.897875]
2022-09-11 13:30:51,332 valid 100 [data/s: 0.00145][batch/s: 0.05591][loss: 1.453241e-01][top1: 95.946779][top5: 99.896864]
2022-09-11 13:30:51,580 valid_acc 95.959997	best_val_acc 96.589997
2022-09-11 13:30:51,901 epoch 446 lr 3.754547e-03
2022-09-11 13:30:52,422 train 000 [data/s: 0.17988][batch/s: 0.51674][loss: 9.128954e-02][top1: 95.833328][top5: 100.000000]
2022-09-11 13:31:08,568 train 050 [data/s: 0.00384][batch/s: 0.32671][loss: 9.158377e-02][top1: 98.182186][top5: 99.979575]
2022-09-11 13:31:24,770 train 100 [data/s: 0.00210][batch/s: 0.32539][loss: 8.589325e-02][top1: 98.287951][top5: 99.989686]
2022-09-11 13:31:40,925 train 150 [data/s: 0.00151][batch/s: 0.32463][loss: 8.835700e-02][top1: 98.220196][top5: 99.986203]
2022-09-11 13:31:57,129 train 200 [data/s: 0.00121][batch/s: 0.32449][loss: 9.251916e-02][top1: 98.072136][top5: 99.989635]
2022-09-11 13:32:13,277 train 250 [data/s: 0.00104][batch/s: 0.32419][loss: 9.181405e-02][top1: 98.107567][top5: 99.991700]
2022-09-11 13:32:29,448 train 300 [data/s: 0.00092][batch/s: 0.32406][loss: 9.442421e-02][top1: 98.017024][top5: 99.989618]
2022-09-11 13:32:45,744 train 350 [data/s: 0.00083][batch/s: 0.32432][loss: 9.559105e-02][top1: 97.943373][top5: 99.985161]
2022-09-11 13:33:01,891 train 400 [data/s: 0.00077][batch/s: 0.32415][loss: 9.559234e-02][top1: 97.958227][top5: 99.984414]
2022-09-11 13:33:18,035 train 450 [data/s: 0.00072][batch/s: 0.32401][loss: 9.493995e-02][top1: 97.972096][top5: 99.986142]
2022-09-11 13:33:34,270 train 500 [data/s: 0.00068][batch/s: 0.32408][loss: 9.564186e-02][top1: 97.956168][top5: 99.985446]
2022-09-11 13:33:40,768 train_acc 97.957997
2022-09-11 13:33:40,947 valid 000 [data/s: 0.11828][batch/s: 0.17304][loss: 1.313570e-01][top1: 96.875000][top5: 100.000000]
2022-09-11 13:33:43,684 valid 050 [data/s: 0.00262][batch/s: 0.05708][loss: 1.463039e-01][top1: 96.548200][top5: 99.836601]
2022-09-11 13:33:46,422 valid 100 [data/s: 0.00147][batch/s: 0.05593][loss: 1.371077e-01][top1: 96.575905][top5: 99.907178]
2022-09-11 13:33:46,698 valid_acc 96.569997	best_val_acc 96.589997
2022-09-11 13:33:47,048 epoch 447 lr 3.707905e-03
2022-09-11 13:33:47,540 train 000 [data/s: 0.15483][batch/s: 0.48764][loss: 2.018388e-02][top1: 100.000000][top5: 100.000000]
2022-09-11 13:34:03,720 train 050 [data/s: 0.00335][batch/s: 0.32681][loss: 1.014944e-01][top1: 97.814540][top5: 99.979575]
2022-09-11 13:34:19,868 train 100 [data/s: 0.00186][batch/s: 0.32491][loss: 9.725633e-02][top1: 97.926978][top5: 99.969059]
2022-09-11 13:34:36,169 train 150 [data/s: 0.00135][batch/s: 0.32528][loss: 9.443897e-02][top1: 98.027040][top5: 99.979305]
2022-09-11 13:34:52,354 train 200 [data/s: 0.00109][batch/s: 0.32488][loss: 9.349585e-02][top1: 98.046225][top5: 99.984453]
2022-09-11 13:35:08,533 train 250 [data/s: 0.00094][batch/s: 0.32462][loss: 9.484860e-02][top1: 98.041166][top5: 99.983400]
2022-09-11 13:35:24,740 train 300 [data/s: 0.00083][batch/s: 0.32454][loss: 9.861369e-02][top1: 97.937428][top5: 99.982696]
2022-09-11 13:35:40,894 train 350 [data/s: 0.00076][batch/s: 0.32433][loss: 9.908550e-02][top1: 97.904793][top5: 99.982194]
2022-09-11 13:35:57,027 train 400 [data/s: 0.00070][batch/s: 0.32413][loss: 9.755462e-02][top1: 97.953032][top5: 99.984414]
2022-09-11 13:36:13,174 train 450 [data/s: 0.00066][batch/s: 0.32399][loss: 9.731140e-02][top1: 97.951309][top5: 99.981522]
2022-09-11 13:36:29,364 train 500 [data/s: 0.00063][batch/s: 0.32397][loss: 9.836258e-02][top1: 97.910427][top5: 99.983367]
2022-09-11 13:36:35,894 train_acc 97.935998
2022-09-11 13:36:36,057 valid 000 [data/s: 0.10317][batch/s: 0.15795][loss: 1.541258e-01][top1: 96.875000][top5: 100.000000]
2022-09-11 13:36:38,794 valid 050 [data/s: 0.00231][batch/s: 0.05677][loss: 1.395359e-01][top1: 96.446076][top5: 99.816176]
2022-09-11 13:36:41,532 valid 100 [data/s: 0.00131][batch/s: 0.05577][loss: 1.311086e-01][top1: 96.627473][top5: 99.865924]
2022-09-11 13:36:41,917 valid_acc 96.599997	best_val_acc 96.599997
2022-09-11 13:36:42,235 epoch 448 lr 3.661504e-03
2022-09-11 13:36:42,774 train 000 [data/s: 0.19304][batch/s: 0.53492][loss: 2.177130e-01][top1: 94.791664][top5: 100.000000]
2022-09-11 13:36:58,957 train 050 [data/s: 0.00409][batch/s: 0.32779][loss: 9.016117e-02][top1: 98.223037][top5: 100.000000]
2022-09-11 13:37:15,098 train 100 [data/s: 0.00222][batch/s: 0.32534][loss: 9.275354e-02][top1: 98.102308][top5: 99.989686]
2022-09-11 13:37:31,248 train 150 [data/s: 0.00159][batch/s: 0.32456][loss: 9.232802e-02][top1: 98.082227][top5: 99.986203]
2022-09-11 13:37:47,718 train 200 [data/s: 0.00127][batch/s: 0.32577][loss: 9.303869e-02][top1: 98.087684][top5: 99.989635]
2022-09-11 13:38:04,258 train 250 [data/s: 0.00108][batch/s: 0.32677][loss: 9.132408e-02][top1: 98.124167][top5: 99.983400]
2022-09-11 13:38:20,451 train 300 [data/s: 0.00096][batch/s: 0.32628][loss: 9.339108e-02][top1: 98.051631][top5: 99.986157]
2022-09-11 13:38:36,841 train 350 [data/s: 0.00087][batch/s: 0.32650][loss: 9.367600e-02][top1: 98.023502][top5: 99.985161]
2022-09-11 13:38:53,159 train 400 [data/s: 0.00080][batch/s: 0.32648][loss: 9.524203e-02][top1: 97.994594][top5: 99.981816]
2022-09-11 13:39:09,324 train 450 [data/s: 0.00075][batch/s: 0.32613][loss: 9.495026e-02][top1: 97.997503][top5: 99.981522]
2022-09-11 13:39:25,470 train 500 [data/s: 0.00070][batch/s: 0.32581][loss: 9.562106e-02][top1: 97.995673][top5: 99.979208]
2022-09-11 13:39:31,935 train_acc 97.991997
2022-09-11 13:39:32,100 valid 000 [data/s: 0.10608][batch/s: 0.16096][loss: 7.048071e-02][top1: 97.916664][top5: 100.000000]
2022-09-11 13:39:34,838 valid 050 [data/s: 0.00235][batch/s: 0.05683][loss: 1.290791e-01][top1: 96.629899][top5: 99.897875]
2022-09-11 13:39:37,574 valid 100 [data/s: 0.00132][batch/s: 0.05579][loss: 1.282828e-01][top1: 96.503710][top5: 99.948432]
2022-09-11 13:39:37,823 valid_acc 96.509997	best_val_acc 96.599997
2022-09-11 13:39:38,276 epoch 449 lr 3.615345e-03
2022-09-11 13:39:38,789 train 000 [data/s: 0.18082][batch/s: 0.50881][loss: 9.475728e-02][top1: 98.958328][top5: 100.000000]
2022-09-11 13:39:54,973 train 050 [data/s: 0.00385][batch/s: 0.32731][loss: 9.210970e-02][top1: 98.059638][top5: 100.000000]
2022-09-11 13:40:11,140 train 100 [data/s: 0.00211][batch/s: 0.32534][loss: 9.353825e-02][top1: 98.102307][top5: 99.989686]
2022-09-11 13:40:27,322 train 150 [data/s: 0.00151][batch/s: 0.32478][loss: 9.227311e-02][top1: 98.171907][top5: 99.993102]
2022-09-11 13:40:43,464 train 200 [data/s: 0.00121][batch/s: 0.32430][loss: 9.046420e-02][top1: 98.191332][top5: 99.994818]
2022-09-11 13:40:59,665 train 250 [data/s: 0.00103][batch/s: 0.32424][loss: 9.425612e-02][top1: 98.095117][top5: 99.987550]
2022-09-11 13:41:15,929 train 300 [data/s: 0.00092][batch/s: 0.32441][loss: 9.622957e-02][top1: 98.013563][top5: 99.986157]
2022-09-11 13:41:32,723 train 350 [data/s: 0.00083][batch/s: 0.32605][loss: 9.715423e-02][top1: 97.999760][top5: 99.982194]
2022-09-11 13:41:49,432 train 400 [data/s: 0.00077][batch/s: 0.32706][loss: 9.672395e-02][top1: 97.997192][top5: 99.981816]
2022-09-11 13:42:05,634 train 450 [data/s: 0.00072][batch/s: 0.32673][loss: 9.919635e-02][top1: 97.932832][top5: 99.979213]
2022-09-11 13:42:21,827 train 500 [data/s: 0.00068][batch/s: 0.32644][loss: 9.954101e-02][top1: 97.916664][top5: 99.981287]
2022-09-11 13:42:28,282 train_acc 97.921997
2022-09-11 13:42:28,467 valid 000 [data/s: 0.12565][batch/s: 0.18077][loss: 1.910347e-01][top1: 95.833328][top5: 100.000000]
2022-09-11 13:42:31,210 valid 050 [data/s: 0.00276][batch/s: 0.05733][loss: 1.392046e-01][top1: 96.323526][top5: 99.918300]
2022-09-11 13:42:33,947 valid 100 [data/s: 0.00153][batch/s: 0.05604][loss: 1.350409e-01][top1: 96.338694][top5: 99.948432]
2022-09-11 13:42:34,217 valid_acc 96.329998	best_val_acc 96.599997
2022-09-11 13:42:34,541 epoch 450 lr 3.569430e-03
2022-09-11 13:42:35,132 train 000 [data/s: 0.22740][batch/s: 0.58727][loss: 8.866449e-02][top1: 96.875000][top5: 100.000000]
2022-09-11 13:42:51,361 train 050 [data/s: 0.00478][batch/s: 0.32972][loss: 9.920055e-02][top1: 97.977938][top5: 99.918300]
2022-09-11 13:43:07,540 train 100 [data/s: 0.00258][batch/s: 0.32668][loss: 9.712659e-02][top1: 98.061053][top5: 99.958746]
2022-09-11 13:43:23,834 train 150 [data/s: 0.00183][batch/s: 0.32642][loss: 9.705716e-02][top1: 98.102922][top5: 99.965508]
2022-09-11 13:43:40,028 train 200 [data/s: 0.00146][batch/s: 0.32578][loss: 9.498601e-02][top1: 98.123961][top5: 99.974088]
2022-09-11 13:43:56,333 train 250 [data/s: 0.00123][batch/s: 0.32585][loss: 9.480157e-02][top1: 98.107567][top5: 99.975099]
2022-09-11 13:44:12,605 train 300 [data/s: 0.00108][batch/s: 0.32578][loss: 9.575707e-02][top1: 98.041249][top5: 99.979236]
2022-09-11 13:44:28,787 train 350 [data/s: 0.00097][batch/s: 0.32547][loss: 9.370360e-02][top1: 98.059114][top5: 99.982194]
2022-09-11 13:44:44,957 train 400 [data/s: 0.00089][batch/s: 0.32521][loss: 9.374305e-02][top1: 98.043950][top5: 99.984414]
2022-09-11 13:45:01,148 train 450 [data/s: 0.00083][batch/s: 0.32506][loss: 9.411588e-02][top1: 98.032148][top5: 99.983832]
2022-09-11 13:45:17,313 train 500 [data/s: 0.00078][batch/s: 0.32488][loss: 9.502212e-02][top1: 98.022702][top5: 99.979208]
2022-09-11 13:45:23,807 train_acc 98.007997
2022-09-11 13:45:23,984 valid 000 [data/s: 0.11785][batch/s: 0.17273][loss: 2.273334e-01][top1: 93.750000][top5: 100.000000]
2022-09-11 13:45:26,721 valid 050 [data/s: 0.00259][batch/s: 0.05706][loss: 1.465370e-01][top1: 96.017154][top5: 99.836601]
2022-09-11 13:45:29,458 valid 100 [data/s: 0.00144][batch/s: 0.05591][loss: 1.407286e-01][top1: 96.328380][top5: 99.896864]
2022-09-11 13:45:29,705 valid_acc 96.289997	best_val_acc 96.599997
2022-09-11 13:45:30,057 epoch 451 lr 3.523760e-03
2022-09-11 13:45:30,585 train 000 [data/s: 0.16925][batch/s: 0.52370][loss: 4.211568e-02][top1: 100.000000][top5: 100.000000]
2022-09-11 13:45:46,961 train 050 [data/s: 0.00366][batch/s: 0.33137][loss: 9.205714e-02][top1: 98.182188][top5: 99.938725]
2022-09-11 13:46:03,146 train 100 [data/s: 0.00201][batch/s: 0.32757][loss: 9.462524e-02][top1: 98.009486][top5: 99.969059]
2022-09-11 13:46:19,376 train 150 [data/s: 0.00146][batch/s: 0.32659][loss: 9.490035e-02][top1: 97.971852][top5: 99.979305]
2022-09-11 13:46:37,441 train 200 [data/s: 0.00119][batch/s: 0.33522][loss: 9.331888e-02][top1: 97.978853][top5: 99.984453]
2022-09-11 13:46:55,447 train 250 [data/s: 0.00104][batch/s: 0.34018][loss: 9.347487e-02][top1: 97.970615][top5: 99.987550]
2022-09-11 13:47:13,640 train 300 [data/s: 0.00093][batch/s: 0.34411][loss: 9.427637e-02][top1: 97.944350][top5: 99.989618]
2022-09-11 13:47:31,667 train 350 [data/s: 0.00086][batch/s: 0.34645][loss: 9.550353e-02][top1: 97.946341][top5: 99.988129]
2022-09-11 13:47:49,752 train 400 [data/s: 0.00080][batch/s: 0.34836][loss: 9.584475e-02][top1: 97.929653][top5: 99.987012]
2022-09-11 13:48:07,836 train 450 [data/s: 0.00076][batch/s: 0.34983][loss: 9.495240e-02][top1: 97.974406][top5: 99.988452]
2022-09-11 13:48:25,739 train 500 [data/s: 0.00072][batch/s: 0.35065][loss: 9.508100e-02][top1: 97.972802][top5: 99.989604]
2022-09-11 13:48:33,329 train_acc 97.977997
2022-09-11 13:48:33,514 valid 000 [data/s: 0.11231][batch/s: 0.17853][loss: 1.138291e-01][top1: 95.833328][top5: 100.000000]
2022-09-11 13:48:36,664 valid 050 [data/s: 0.00255][batch/s: 0.06528][loss: 1.403928e-01][top1: 96.384801][top5: 99.877451]
2022-09-11 13:48:39,402 valid 100 [data/s: 0.00143][batch/s: 0.06007][loss: 1.393632e-01][top1: 96.431515][top5: 99.938119]
2022-09-11 13:48:39,647 valid_acc 96.459997	best_val_acc 96.599997
2022-09-11 13:48:39,986 epoch 452 lr 3.478335e-03
2022-09-11 13:48:40,554 train 000 [data/s: 0.14997][batch/s: 0.56363][loss: 1.499952e-01][top1: 95.833328][top5: 100.000000]
2022-09-11 13:48:58,849 train 050 [data/s: 0.00335][batch/s: 0.36979][loss: 9.083390e-02][top1: 98.100488][top5: 99.979575]
2022-09-11 13:49:16,859 train 100 [data/s: 0.00190][batch/s: 0.36504][loss: 8.451804e-02][top1: 98.236383][top5: 99.989686]
2022-09-11 13:49:34,801 train 150 [data/s: 0.00141][batch/s: 0.36299][loss: 9.016946e-02][top1: 98.096024][top5: 99.986203]
2022-09-11 13:49:52,867 train 200 [data/s: 0.00115][batch/s: 0.36257][loss: 8.952956e-02][top1: 98.160238][top5: 99.989635]
2022-09-11 13:50:11,558 train 250 [data/s: 0.00101][batch/s: 0.36481][loss: 9.048384e-02][top1: 98.144918][top5: 99.987550]
2022-09-11 13:50:29,692 train 300 [data/s: 0.00091][batch/s: 0.36446][loss: 9.244296e-02][top1: 98.072395][top5: 99.986157]
2022-09-11 13:50:47,738 train 350 [data/s: 0.00083][batch/s: 0.36395][loss: 9.299813e-02][top1: 98.065050][top5: 99.985161]
2022-09-11 13:51:05,708 train 400 [data/s: 0.00078][batch/s: 0.36338][loss: 9.377068e-02][top1: 98.062134][top5: 99.979219]
2022-09-11 13:51:24,048 train 450 [data/s: 0.00075][batch/s: 0.36376][loss: 9.309866e-02][top1: 98.082961][top5: 99.979213]
2022-09-11 13:51:41,873 train 500 [data/s: 0.00071][batch/s: 0.36304][loss: 9.269607e-02][top1: 98.089236][top5: 99.981287]
2022-09-11 13:51:49,080 train_acc 98.079997
2022-09-11 13:51:49,257 valid 000 [data/s: 0.11748][batch/s: 0.17233][loss: 2.246444e-01][top1: 94.791664][top5: 100.000000]
2022-09-11 13:51:52,125 valid 050 [data/s: 0.00263][batch/s: 0.05962][loss: 1.520033e-01][top1: 96.343952][top5: 99.877450]
2022-09-11 13:51:55,642 valid 100 [data/s: 0.00158][batch/s: 0.06492][loss: 1.420469e-01][top1: 96.410888][top5: 99.927805]
2022-09-11 13:51:55,929 valid_acc 96.409997	best_val_acc 96.599997
2022-09-11 13:51:56,362 epoch 453 lr 3.433159e-03
2022-09-11 13:51:56,884 train 000 [data/s: 0.17747][batch/s: 0.51812][loss: 1.496384e-01][top1: 95.833328][top5: 100.000000]
2022-09-11 13:52:14,784 train 050 [data/s: 0.00392][batch/s: 0.36114][loss: 1.009188e-01][top1: 97.896239][top5: 99.979575]
2022-09-11 13:52:33,238 train 100 [data/s: 0.00219][batch/s: 0.36507][loss: 9.908299e-02][top1: 97.875410][top5: 99.969059]
2022-09-11 13:52:51,378 train 150 [data/s: 0.00159][batch/s: 0.36432][loss: 1.050624e-01][top1: 97.840781][top5: 99.951711]
2022-09-11 13:53:09,804 train 200 [data/s: 0.00130][batch/s: 0.36536][loss: 1.013666e-01][top1: 97.952941][top5: 99.958540]
2022-09-11 13:53:27,975 train 250 [data/s: 0.00112][batch/s: 0.36497][loss: 9.792716e-02][top1: 98.024566][top5: 99.966799]
2022-09-11 13:53:46,253 train 300 [data/s: 0.00101][batch/s: 0.36507][loss: 9.780989e-02][top1: 97.978956][top5: 99.965393]
2022-09-11 13:54:04,668 train 350 [data/s: 0.00093][batch/s: 0.36553][loss: 9.680785e-02][top1: 98.005695][top5: 99.970323]
2022-09-11 13:54:22,766 train 400 [data/s: 0.00088][batch/s: 0.36508][loss: 9.804148e-02][top1: 97.955629][top5: 99.974023]
2022-09-11 13:54:40,800 train 450 [data/s: 0.00083][batch/s: 0.36460][loss: 9.775017e-02][top1: 97.967477][top5: 99.972284]
2022-09-11 13:54:59,436 train 500 [data/s: 0.00079][batch/s: 0.36541][loss: 9.791279e-02][top1: 97.960327][top5: 99.972971]
2022-09-11 13:55:06,235 train_acc 97.963997
2022-09-11 13:55:06,424 valid 000 [data/s: 0.11506][batch/s: 0.18483][loss: 1.658519e-01][top1: 94.791664][top5: 100.000000]
2022-09-11 13:55:09,718 valid 050 [data/s: 0.00264][batch/s: 0.06821][loss: 1.315932e-01][top1: 96.466501][top5: 99.857026]
2022-09-11 13:55:13,019 valid 100 [data/s: 0.00153][batch/s: 0.06712][loss: 1.325747e-01][top1: 96.369634][top5: 99.907178]
2022-09-11 13:55:13,302 valid_acc 96.369998	best_val_acc 96.599997
2022-09-11 13:55:13,626 epoch 454 lr 3.388230e-03
2022-09-11 13:55:14,130 train 000 [data/s: 0.16807][batch/s: 0.50006][loss: 6.895138e-02][top1: 97.916664][top5: 100.000000]
2022-09-11 13:55:32,181 train 050 [data/s: 0.00373][batch/s: 0.36374][loss: 8.274819e-02][top1: 98.325160][top5: 100.000000]
2022-09-11 13:55:49,980 train 100 [data/s: 0.00209][batch/s: 0.35990][loss: 9.313350e-02][top1: 98.143561][top5: 99.979373]
2022-09-11 13:56:08,209 train 150 [data/s: 0.00155][batch/s: 0.36145][loss: 8.836010e-02][top1: 98.240891][top5: 99.979305]
2022-09-11 13:56:26,627 train 200 [data/s: 0.00127][batch/s: 0.36317][loss: 8.972028e-02][top1: 98.134325][top5: 99.984453]
2022-09-11 13:56:44,643 train 250 [data/s: 0.00110][batch/s: 0.36260][loss: 8.950698e-02][top1: 98.103417][top5: 99.987550]
2022-09-11 13:57:02,973 train 300 [data/s: 0.00099][batch/s: 0.36326][loss: 9.069782e-02][top1: 98.082777][top5: 99.989618]
2022-09-11 13:57:21,060 train 350 [data/s: 0.00090][batch/s: 0.36305][loss: 9.065266e-02][top1: 98.097694][top5: 99.988129]
2022-09-11 13:57:39,479 train 400 [data/s: 0.00084][batch/s: 0.36371][loss: 9.234858e-02][top1: 98.062134][top5: 99.989609]
2022-09-11 13:57:57,288 train 450 [data/s: 0.00079][batch/s: 0.36288][loss: 9.208643e-02][top1: 98.064484][top5: 99.990761]
2022-09-11 13:58:15,632 train 500 [data/s: 0.00075][batch/s: 0.36328][loss: 9.251915e-02][top1: 98.060127][top5: 99.991683]
2022-09-11 13:58:22,783 train_acc 98.057997
2022-09-11 13:58:22,957 valid 000 [data/s: 0.11443][batch/s: 0.16943][loss: 8.684459e-02][top1: 96.875000][top5: 100.000000]
2022-09-11 13:58:25,696 valid 050 [data/s: 0.00253][batch/s: 0.05702][loss: 1.326879e-01][top1: 96.405226][top5: 99.897875]
2022-09-11 13:58:29,146 valid 100 [data/s: 0.00154][batch/s: 0.06295][loss: 1.295818e-01][top1: 96.565591][top5: 99.917491]
2022-09-11 13:58:29,428 valid_acc 96.579997	best_val_acc 96.599997
2022-09-11 13:58:29,782 epoch 455 lr 3.343552e-03
2022-09-11 13:58:30,328 train 000 [data/s: 0.17970][batch/s: 0.54156][loss: 6.930307e-02][top1: 97.916664][top5: 100.000000]
2022-09-11 13:58:48,404 train 050 [data/s: 0.00394][batch/s: 0.36505][loss: 8.683474e-02][top1: 98.202612][top5: 99.938725]
2022-09-11 13:59:06,490 train 100 [data/s: 0.00220][batch/s: 0.36340][loss: 8.013931e-02][top1: 98.411713][top5: 99.969059]
2022-09-11 13:59:24,314 train 150 [data/s: 0.00160][batch/s: 0.36110][loss: 8.463640e-02][top1: 98.296079][top5: 99.965508]
2022-09-11 13:59:42,619 train 200 [data/s: 0.00130][batch/s: 0.36235][loss: 8.763481e-02][top1: 98.232792][top5: 99.974088]
2022-09-11 14:00:00,366 train 250 [data/s: 0.00125][batch/s: 0.36087][loss: 8.735684e-02][top1: 98.227919][top5: 99.975100]
2022-09-11 14:00:19,014 train 300 [data/s: 0.00111][batch/s: 0.36288][loss: 8.781442e-02][top1: 98.193519][top5: 99.975775]
2022-09-11 14:00:36,643 train 350 [data/s: 0.00105][batch/s: 0.36141][loss: 8.728966e-02][top1: 98.192661][top5: 99.979226]
2022-09-11 14:00:55,458 train 400 [data/s: 0.00097][batch/s: 0.36327][loss: 8.747234e-02][top1: 98.168638][top5: 99.979219]
2022-09-11 14:01:13,325 train 450 [data/s: 0.00091][batch/s: 0.36261][loss: 8.916700e-02][top1: 98.110677][top5: 99.981522]
2022-09-11 14:01:31,639 train 500 [data/s: 0.00086][batch/s: 0.36298][loss: 8.991018e-02][top1: 98.101711][top5: 99.983367]
2022-09-11 14:01:38,835 train_acc 98.099997
2022-09-11 14:01:39,016 valid 000 [data/s: 0.11104][batch/s: 0.17681][loss: 1.565764e-01][top1: 94.791664][top5: 100.000000]
2022-09-11 14:01:42,162 valid 050 [data/s: 0.00254][batch/s: 0.06515][loss: 1.313070e-01][top1: 96.670749][top5: 99.897875]
2022-09-11 14:01:44,903 valid 100 [data/s: 0.00144][batch/s: 0.06003][loss: 1.316827e-01][top1: 96.606845][top5: 99.948432]
2022-09-11 14:01:45,163 valid_acc 96.599997	best_val_acc 96.599997
2022-09-11 14:01:45,491 epoch 456 lr 3.299125e-03
2022-09-11 14:01:45,991 train 000 [data/s: 0.16559][batch/s: 0.49563][loss: 3.545756e-02][top1: 98.958328][top5: 100.000000]
2022-09-11 14:02:04,504 train 050 [data/s: 0.00361][batch/s: 0.37271][loss: 7.342715e-02][top1: 98.590684][top5: 100.000000]
2022-09-11 14:02:22,201 train 100 [data/s: 0.00201][batch/s: 0.36342][loss: 8.280582e-02][top1: 98.308578][top5: 99.979373]
2022-09-11 14:02:40,679 train 150 [data/s: 0.00147][batch/s: 0.36545][loss: 8.326455e-02][top1: 98.296079][top5: 99.986203]
2022-09-11 14:02:58,742 train 200 [data/s: 0.00120][batch/s: 0.36441][loss: 8.536132e-02][top1: 98.191333][top5: 99.989635]
2022-09-11 14:03:16,466 train 250 [data/s: 0.00104][batch/s: 0.36243][loss: 8.719093e-02][top1: 98.136618][top5: 99.987550]
2022-09-11 14:03:35,187 train 300 [data/s: 0.00093][batch/s: 0.36442][loss: 8.935039e-02][top1: 98.079316][top5: 99.989618]
2022-09-11 14:03:52,931 train 350 [data/s: 0.00085][batch/s: 0.36306][loss: 8.915270e-02][top1: 98.079888][top5: 99.991097]
2022-09-11 14:04:11,663 train 400 [data/s: 0.00080][batch/s: 0.36451][loss: 8.848966e-02][top1: 98.129673][top5: 99.989609]
2022-09-11 14:04:29,578 train 450 [data/s: 0.00075][batch/s: 0.36382][loss: 8.909690e-02][top1: 98.133774][top5: 99.986142]
2022-09-11 14:04:47,838 train 500 [data/s: 0.00072][batch/s: 0.36396][loss: 8.940997e-02][top1: 98.118344][top5: 99.987525]
2022-09-11 14:04:55,404 train_acc 98.107997
2022-09-11 14:04:55,588 valid 000 [data/s: 0.12477][batch/s: 0.17957][loss: 2.142894e-01][top1: 92.708328][top5: 100.000000]
2022-09-11 14:04:58,329 valid 050 [data/s: 0.00277][batch/s: 0.05727][loss: 1.449944e-01][top1: 96.303103][top5: 99.877450]
2022-09-11 14:05:01,458 valid 100 [data/s: 0.00159][batch/s: 0.05990][loss: 1.328318e-01][top1: 96.514024][top5: 99.927805]
2022-09-11 14:05:01,839 valid_acc 96.489998	best_val_acc 96.599997
2022-09-11 14:05:02,185 epoch 457 lr 3.254949e-03
2022-09-11 14:05:02,721 train 000 [data/s: 0.18496][batch/s: 0.53160][loss: 2.245307e-01][top1: 96.875000][top5: 100.000000]
2022-09-11 14:05:21,134 train 050 [data/s: 0.00404][batch/s: 0.37147][loss: 1.047054e-01][top1: 97.794115][top5: 100.000000]
2022-09-11 14:05:39,138 train 100 [data/s: 0.00225][batch/s: 0.36583][loss: 9.398125e-02][top1: 97.999172][top5: 99.989686]
2022-09-11 14:05:57,000 train 150 [data/s: 0.00162][batch/s: 0.36298][loss: 8.945179e-02][top1: 98.123617][top5: 99.986203]
2022-09-11 14:06:15,222 train 200 [data/s: 0.00131][batch/s: 0.36335][loss: 8.939540e-02][top1: 98.103231][top5: 99.979270]
2022-09-11 14:06:31,414 train 250 [data/s: 0.00112][batch/s: 0.35548][loss: 8.947901e-02][top1: 98.107567][top5: 99.983400]
2022-09-11 14:06:47,644 train 300 [data/s: 0.00098][batch/s: 0.35035][loss: 8.983837e-02][top1: 98.110462][top5: 99.979236]
2022-09-11 14:07:03,869 train 350 [data/s: 0.00089][batch/s: 0.34666][loss: 9.073158e-02][top1: 98.115501][top5: 99.973290]
2022-09-11 14:07:20,223 train 400 [data/s: 0.00082][batch/s: 0.34422][loss: 9.034209e-02][top1: 98.142661][top5: 99.974023]
2022-09-11 14:07:36,534 train 450 [data/s: 0.00076][batch/s: 0.34223][loss: 9.048714e-02][top1: 98.108368][top5: 99.974593]
2022-09-11 14:07:52,765 train 500 [data/s: 0.00072][batch/s: 0.34047][loss: 9.226625e-02][top1: 98.064285][top5: 99.972971]
2022-09-11 14:07:59,223 train_acc 98.049997
2022-09-11 14:07:59,395 valid 000 [data/s: 0.11287][batch/s: 0.16762][loss: 1.908024e-01][top1: 95.833328][top5: 100.000000]
2022-09-11 14:08:02,132 valid 050 [data/s: 0.00249][batch/s: 0.05696][loss: 1.465832e-01][top1: 96.221403][top5: 99.918300]
2022-09-11 14:08:04,870 valid 100 [data/s: 0.00140][batch/s: 0.05586][loss: 1.398944e-01][top1: 96.369634][top5: 99.927805]
2022-09-11 14:08:05,117 valid_acc 96.349997	best_val_acc 96.599997
2022-09-11 14:08:05,442 epoch 458 lr 3.211028e-03
2022-09-11 14:08:05,926 train 000 [data/s: 0.14573][batch/s: 0.47994][loss: 4.392309e-02][top1: 100.000000][top5: 100.000000]
2022-09-11 14:08:22,099 train 050 [data/s: 0.00316][batch/s: 0.32652][loss: 8.165072e-02][top1: 98.447710][top5: 99.979575]
2022-09-11 14:08:38,247 train 100 [data/s: 0.00174][batch/s: 0.32476][loss: 8.176996e-02][top1: 98.349832][top5: 99.979373]
2022-09-11 14:08:54,478 train 150 [data/s: 0.00132][batch/s: 0.32471][loss: 8.246650e-02][top1: 98.358165][top5: 99.986203]
2022-09-11 14:09:10,649 train 200 [data/s: 0.00107][batch/s: 0.32439][loss: 8.358030e-02][top1: 98.341623][top5: 99.984453]
2022-09-11 14:09:26,814 train 250 [data/s: 0.00092][batch/s: 0.32417][loss: 8.460714e-02][top1: 98.273570][top5: 99.987550]
2022-09-11 14:09:43,009 train 300 [data/s: 0.00082][batch/s: 0.32413][loss: 8.579526e-02][top1: 98.269654][top5: 99.989618]
2022-09-11 14:09:59,201 train 350 [data/s: 0.00075][batch/s: 0.32409][loss: 8.658274e-02][top1: 98.228274][top5: 99.985161]
2022-09-11 14:10:15,380 train 400 [data/s: 0.00069][batch/s: 0.32402][loss: 8.697055e-02][top1: 98.184224][top5: 99.987012]
2022-09-11 14:10:31,631 train 450 [data/s: 0.00065][batch/s: 0.32413][loss: 8.905062e-02][top1: 98.117606][top5: 99.983832]
2022-09-11 14:10:47,821 train 500 [data/s: 0.00062][batch/s: 0.32410][loss: 8.920837e-02][top1: 98.110027][top5: 99.983367]
2022-09-11 14:10:54,328 train_acc 98.117997
2022-09-11 14:10:54,500 valid 000 [data/s: 0.11190][batch/s: 0.16671][loss: 1.320714e-01][top1: 94.791664][top5: 100.000000]
2022-09-11 14:10:57,239 valid 050 [data/s: 0.00249][batch/s: 0.05696][loss: 1.291563e-01][top1: 96.486925][top5: 99.918300]
2022-09-11 14:10:59,985 valid 100 [data/s: 0.00141][batch/s: 0.05595][loss: 1.270963e-01][top1: 96.441829][top5: 99.958746]
2022-09-11 14:11:00,246 valid_acc 96.469997	best_val_acc 96.599997
2022-09-11 14:11:00,601 epoch 459 lr 3.167361e-03
2022-09-11 14:11:01,116 train 000 [data/s: 0.18130][batch/s: 0.51082][loss: 9.039837e-02][top1: 97.916664][top5: 100.000000]
2022-09-11 14:11:17,278 train 050 [data/s: 0.00387][batch/s: 0.32692][loss: 8.955363e-02][top1: 97.875814][top5: 100.000000]
2022-09-11 14:11:33,465 train 100 [data/s: 0.00211][batch/s: 0.32535][loss: 8.858292e-02][top1: 98.081680][top5: 100.000000]
2022-09-11 14:11:49,628 train 150 [data/s: 0.00152][batch/s: 0.32466][loss: 8.359244e-02][top1: 98.247790][top5: 100.000000]
2022-09-11 14:12:05,800 train 200 [data/s: 0.00122][batch/s: 0.32435][loss: 8.553241e-02][top1: 98.144690][top5: 100.000000]
2022-09-11 14:12:21,975 train 250 [data/s: 0.00104][batch/s: 0.32418][loss: 8.648489e-02][top1: 98.169818][top5: 99.991700]
2022-09-11 14:12:38,147 train 300 [data/s: 0.00092][batch/s: 0.32406][loss: 8.914678e-02][top1: 98.107001][top5: 99.993079]
2022-09-11 14:12:54,316 train 350 [data/s: 0.00084][batch/s: 0.32396][loss: 8.778533e-02][top1: 98.097694][top5: 99.994065]
2022-09-11 14:13:10,560 train 400 [data/s: 0.00078][batch/s: 0.32408][loss: 8.729504e-02][top1: 98.145259][top5: 99.992207]
2022-09-11 14:13:26,721 train 450 [data/s: 0.00073][batch/s: 0.32398][loss: 8.767756e-02][top1: 98.149942][top5: 99.993071]
2022-09-11 14:13:43,029 train 500 [data/s: 0.00069][batch/s: 0.32420][loss: 8.741834e-02][top1: 98.151610][top5: 99.993762]
2022-09-11 14:13:49,528 train_acc 98.141997
2022-09-11 14:13:49,699 valid 000 [data/s: 0.11120][batch/s: 0.16597][loss: 1.748645e-01][top1: 95.833328][top5: 100.000000]
2022-09-11 14:13:52,436 valid 050 [data/s: 0.00246][batch/s: 0.05692][loss: 1.535044e-01][top1: 96.241828][top5: 99.877450]
2022-09-11 14:13:55,172 valid 100 [data/s: 0.00138][batch/s: 0.05583][loss: 1.462936e-01][top1: 96.359321][top5: 99.927805]
2022-09-11 14:13:55,443 valid_acc 96.359997	best_val_acc 96.599997
2022-09-11 14:13:55,774 epoch 460 lr 3.123950e-03
2022-09-11 14:13:56,282 train 000 [data/s: 0.16722][batch/s: 0.50283][loss: 8.286091e-02][top1: 97.916664][top5: 100.000000]
2022-09-11 14:14:12,515 train 050 [data/s: 0.00361][batch/s: 0.32815][loss: 8.947792e-02][top1: 98.263887][top5: 100.000000]
2022-09-11 14:14:28,837 train 100 [data/s: 0.00199][batch/s: 0.32731][loss: 8.893778e-02][top1: 98.102308][top5: 100.000000]
2022-09-11 14:14:44,985 train 150 [data/s: 0.00143][batch/s: 0.32587][loss: 8.472078e-02][top1: 98.275384][top5: 99.993102]
2022-09-11 14:15:01,143 train 200 [data/s: 0.00115][batch/s: 0.32520][loss: 8.440244e-02][top1: 98.248339][top5: 99.994818]
2022-09-11 14:15:17,356 train 250 [data/s: 0.00099][batch/s: 0.32501][loss: 8.603352e-02][top1: 98.182268][top5: 99.995850]
2022-09-11 14:15:33,541 train 300 [data/s: 0.00088][batch/s: 0.32479][loss: 8.684056e-02][top1: 98.162373][top5: 99.993079]
2022-09-11 14:15:49,726 train 350 [data/s: 0.00080][batch/s: 0.32463][loss: 8.613634e-02][top1: 98.183758][top5: 99.994065]
2022-09-11 14:16:05,933 train 400 [data/s: 0.00074][batch/s: 0.32457][loss: 8.851995e-02][top1: 98.114087][top5: 99.992207]
2022-09-11 14:16:22,134 train 450 [data/s: 0.00069][batch/s: 0.32451][loss: 8.890795e-02][top1: 98.119916][top5: 99.993071]
2022-09-11 14:16:38,342 train 500 [data/s: 0.00065][batch/s: 0.32448][loss: 8.880500e-02][top1: 98.126661][top5: 99.987525]
2022-09-11 14:16:44,833 train_acc 98.131997
2022-09-11 14:16:45,002 valid 000 [data/s: 0.10981][batch/s: 0.16472][loss: 1.823605e-01][top1: 94.791664][top5: 100.000000]
2022-09-11 14:16:47,739 valid 050 [data/s: 0.00244][batch/s: 0.05690][loss: 1.433221e-01][top1: 96.364377][top5: 99.857025]
2022-09-11 14:16:50,475 valid 100 [data/s: 0.00137][batch/s: 0.05582][loss: 1.367830e-01][top1: 96.359321][top5: 99.907178]
2022-09-11 14:16:50,725 valid_acc 96.379998	best_val_acc 96.599997
2022-09-11 14:16:51,074 epoch 461 lr 3.080796e-03
2022-09-11 14:16:51,600 train 000 [data/s: 0.16327][batch/s: 0.52171][loss: 9.603482e-02][top1: 97.916664][top5: 100.000000]
2022-09-11 14:17:07,733 train 050 [data/s: 0.00350][batch/s: 0.32656][loss: 8.060812e-02][top1: 98.406861][top5: 99.979575]
2022-09-11 14:17:23,897 train 100 [data/s: 0.00192][batch/s: 0.32494][loss: 7.614292e-02][top1: 98.442655][top5: 99.979373]
2022-09-11 14:17:40,083 train 150 [data/s: 0.00139][batch/s: 0.32453][loss: 8.070936e-02][top1: 98.351267][top5: 99.979305]
2022-09-11 14:17:56,286 train 200 [data/s: 0.00112][batch/s: 0.32442][loss: 8.305651e-02][top1: 98.294981][top5: 99.979270]
2022-09-11 14:18:12,500 train 250 [data/s: 0.00096][batch/s: 0.32439][loss: 8.591725e-02][top1: 98.203019][top5: 99.983400]
2022-09-11 14:18:28,688 train 300 [data/s: 0.00085][batch/s: 0.32428][loss: 8.666069e-02][top1: 98.193519][top5: 99.979236]
2022-09-11 14:18:44,889 train 350 [data/s: 0.00077][batch/s: 0.32424][loss: 8.757733e-02][top1: 98.186726][top5: 99.979226]
2022-09-11 14:19:01,122 train 400 [data/s: 0.00072][batch/s: 0.32430][loss: 8.815011e-02][top1: 98.166041][top5: 99.979219]
2022-09-11 14:19:17,296 train 450 [data/s: 0.00067][batch/s: 0.32421][loss: 8.740476e-02][top1: 98.168419][top5: 99.981522]
2022-09-11 14:19:33,516 train 500 [data/s: 0.00063][batch/s: 0.32422][loss: 8.773347e-02][top1: 98.164086][top5: 99.983367]
2022-09-11 14:19:40,180 train_acc 98.177997
2022-09-11 14:19:40,362 valid 000 [data/s: 0.12219][batch/s: 0.17712][loss: 1.852734e-01][top1: 92.708328][top5: 100.000000]
2022-09-11 14:19:43,108 valid 050 [data/s: 0.00269][batch/s: 0.05732][loss: 1.381437e-01][top1: 96.262252][top5: 99.857025]
2022-09-11 14:19:45,844 valid 100 [data/s: 0.00149][batch/s: 0.05603][loss: 1.338227e-01][top1: 96.493397][top5: 99.917491]
2022-09-11 14:19:46,092 valid_acc 96.529997	best_val_acc 96.599997
2022-09-11 14:19:46,413 epoch 462 lr 3.037900e-03
2022-09-11 14:19:46,932 train 000 [data/s: 0.16725][batch/s: 0.51420][loss: 1.277745e-01][top1: 97.916664][top5: 100.000000]
2022-09-11 14:20:03,166 train 050 [data/s: 0.00361][batch/s: 0.32840][loss: 7.594584e-02][top1: 98.427285][top5: 100.000000]
2022-09-11 14:20:19,392 train 100 [data/s: 0.00199][batch/s: 0.32647][loss: 7.653897e-02][top1: 98.483908][top5: 99.989686]
2022-09-11 14:20:35,548 train 150 [data/s: 0.00144][batch/s: 0.32536][loss: 7.986464e-02][top1: 98.337470][top5: 99.986203]
2022-09-11 14:20:51,726 train 200 [data/s: 0.00116][batch/s: 0.32492][loss: 8.248272e-02][top1: 98.243157][top5: 99.989635]
2022-09-11 14:21:07,886 train 250 [data/s: 0.00100][batch/s: 0.32457][loss: 7.970613e-02][top1: 98.327521][top5: 99.991700]
2022-09-11 14:21:24,050 train 300 [data/s: 0.00088][batch/s: 0.32436][loss: 8.117105e-02][top1: 98.280036][top5: 99.993079]
2022-09-11 14:21:40,255 train 350 [data/s: 0.00080][batch/s: 0.32432][loss: 8.289674e-02][top1: 98.231241][top5: 99.994065]
2022-09-11 14:21:56,419 train 400 [data/s: 0.00075][batch/s: 0.32419][loss: 8.321323e-02][top1: 98.233580][top5: 99.992207]
2022-09-11 14:22:12,587 train 450 [data/s: 0.00070][batch/s: 0.32410][loss: 8.198372e-02][top1: 98.272355][top5: 99.990761]
2022-09-11 14:22:28,726 train 500 [data/s: 0.00066][batch/s: 0.32397][loss: 8.211988e-02][top1: 98.284678][top5: 99.991683]
2022-09-11 14:22:35,223 train_acc 98.277997
2022-09-11 14:22:35,401 valid 000 [data/s: 0.11844][batch/s: 0.17331][loss: 2.313512e-01][top1: 93.750000][top5: 100.000000]
2022-09-11 14:22:38,136 valid 050 [data/s: 0.00259][batch/s: 0.05703][loss: 1.439593e-01][top1: 96.323527][top5: 99.918300]
2022-09-11 14:22:40,872 valid 100 [data/s: 0.00145][batch/s: 0.05588][loss: 1.390061e-01][top1: 96.452143][top5: 99.938119]
2022-09-11 14:22:41,121 valid_acc 96.459998	best_val_acc 96.599997
2022-09-11 14:22:41,469 epoch 463 lr 2.995263e-03
2022-09-11 14:22:41,978 train 000 [data/s: 0.15942][batch/s: 0.50474][loss: 1.248024e-01][top1: 96.875000][top5: 100.000000]
2022-09-11 14:22:58,119 train 050 [data/s: 0.00343][batch/s: 0.32638][loss: 7.981346e-02][top1: 98.447710][top5: 99.979575]
2022-09-11 14:23:14,311 train 100 [data/s: 0.00188][batch/s: 0.32512][loss: 8.084828e-02][top1: 98.380773][top5: 99.979373]
2022-09-11 14:23:30,452 train 150 [data/s: 0.00135][batch/s: 0.32436][loss: 8.086658e-02][top1: 98.385759][top5: 99.986203]
2022-09-11 14:23:46,687 train 200 [data/s: 0.00109][batch/s: 0.32444][loss: 8.156012e-02][top1: 98.331258][top5: 99.989635]
2022-09-11 14:24:02,895 train 250 [data/s: 0.00093][batch/s: 0.32439][loss: 8.214683e-02][top1: 98.352421][top5: 99.987550]
2022-09-11 14:24:19,054 train 300 [data/s: 0.00082][batch/s: 0.32419][loss: 8.403144e-02][top1: 98.314643][top5: 99.986157]
2022-09-11 14:24:35,239 train 350 [data/s: 0.00075][batch/s: 0.32412][loss: 8.347430e-02][top1: 98.329176][top5: 99.985161]
2022-09-11 14:24:51,393 train 400 [data/s: 0.00069][batch/s: 0.32399][loss: 8.402664e-02][top1: 98.303717][top5: 99.987012]
2022-09-11 14:25:07,542 train 450 [data/s: 0.00065][batch/s: 0.32388][loss: 8.443613e-02][top1: 98.283903][top5: 99.986142]
2022-09-11 14:25:23,701 train 500 [data/s: 0.00061][batch/s: 0.32381][loss: 8.405930e-02][top1: 98.299232][top5: 99.985446]
2022-09-11 14:25:30,193 train_acc 98.295997
2022-09-11 14:25:30,366 valid 000 [data/s: 0.11293][batch/s: 0.16764][loss: 1.810955e-01][top1: 95.833328][top5: 100.000000]
2022-09-11 14:25:33,103 valid 050 [data/s: 0.00251][batch/s: 0.05695][loss: 1.511367e-01][top1: 96.446076][top5: 99.795751]
2022-09-11 14:25:35,839 valid 100 [data/s: 0.00141][batch/s: 0.05584][loss: 1.390615e-01][top1: 96.689354][top5: 99.876237]
2022-09-11 14:25:36,230 valid_acc 96.679997	best_val_acc 96.679997
2022-09-11 14:25:36,547 epoch 464 lr 2.952888e-03
2022-09-11 14:25:37,070 train 000 [data/s: 0.19188][batch/s: 0.51820][loss: 5.822446e-02][top1: 98.958328][top5: 100.000000]
2022-09-11 14:25:53,227 train 050 [data/s: 0.00411][batch/s: 0.32697][loss: 8.157732e-02][top1: 98.386436][top5: 100.000000]
2022-09-11 14:26:09,393 train 100 [data/s: 0.00223][batch/s: 0.32516][loss: 7.816525e-02][top1: 98.380773][top5: 100.000000]
2022-09-11 14:26:25,561 train 150 [data/s: 0.00160][batch/s: 0.32456][loss: 7.612802e-02][top1: 98.413353][top5: 100.000000]
2022-09-11 14:26:41,720 train 200 [data/s: 0.00128][batch/s: 0.32422][loss: 7.847387e-02][top1: 98.377899][top5: 99.994818]
2022-09-11 14:26:57,899 train 250 [data/s: 0.00109][batch/s: 0.32409][loss: 8.121182e-02][top1: 98.302620][top5: 99.995850]
2022-09-11 14:27:14,093 train 300 [data/s: 0.00096][batch/s: 0.32405][loss: 8.162411e-02][top1: 98.293879][top5: 99.993079]
2022-09-11 14:27:30,281 train 350 [data/s: 0.00087][batch/s: 0.32401][loss: 8.097916e-02][top1: 98.302466][top5: 99.994065]
2022-09-11 14:27:46,452 train 400 [data/s: 0.00080][batch/s: 0.32394][loss: 8.106303e-02][top1: 98.295924][top5: 99.992207]
2022-09-11 14:28:02,647 train 450 [data/s: 0.00075][batch/s: 0.32394][loss: 8.126921e-02][top1: 98.290832][top5: 99.993071]
2022-09-11 14:28:18,929 train 500 [data/s: 0.00071][batch/s: 0.32410][loss: 8.242154e-02][top1: 98.228540][top5: 99.991683]
2022-09-11 14:28:25,515 train_acc 98.227997
2022-09-11 14:28:25,686 valid 000 [data/s: 0.11088][batch/s: 0.16582][loss: 1.131167e-01][top1: 95.833328][top5: 100.000000]
2022-09-11 14:28:28,422 valid 050 [data/s: 0.00247][batch/s: 0.05692][loss: 1.381881e-01][top1: 96.466501][top5: 99.857026]
2022-09-11 14:28:31,187 valid 100 [data/s: 0.00140][batch/s: 0.05611][loss: 1.334855e-01][top1: 96.637786][top5: 99.917491]
2022-09-11 14:28:31,517 valid_acc 96.649997	best_val_acc 96.679997
2022-09-11 14:28:31,871 epoch 465 lr 2.910773e-03
2022-09-11 14:28:32,407 train 000 [data/s: 0.19773][batch/s: 0.53255][loss: 9.602359e-02][top1: 98.958328][top5: 100.000000]
2022-09-11 14:28:48,671 train 050 [data/s: 0.00423][batch/s: 0.32933][loss: 7.952697e-02][top1: 98.263886][top5: 100.000000]
2022-09-11 14:29:04,899 train 100 [data/s: 0.00230][batch/s: 0.32697][loss: 7.931846e-02][top1: 98.246697][top5: 100.000000]
2022-09-11 14:29:21,129 train 150 [data/s: 0.00165][batch/s: 0.32619][loss: 7.894930e-02][top1: 98.240892][top5: 100.000000]
2022-09-11 14:29:37,267 train 200 [data/s: 0.00132][batch/s: 0.32533][loss: 7.764501e-02][top1: 98.320893][top5: 99.994818]
2022-09-11 14:29:53,537 train 250 [data/s: 0.00112][batch/s: 0.32534][loss: 8.147505e-02][top1: 98.232069][top5: 99.991700]
2022-09-11 14:30:09,690 train 300 [data/s: 0.00099][batch/s: 0.32497][loss: 8.198958e-02][top1: 98.255811][top5: 99.986157]
2022-09-11 14:30:25,871 train 350 [data/s: 0.00089][batch/s: 0.32477][loss: 8.252160e-02][top1: 98.260919][top5: 99.985161]
2022-09-11 14:30:42,044 train 400 [data/s: 0.00082][batch/s: 0.32461][loss: 8.189794e-02][top1: 98.285534][top5: 99.987012]
2022-09-11 14:30:58,223 train 450 [data/s: 0.00077][batch/s: 0.32450][loss: 8.187705e-02][top1: 98.265426][top5: 99.988452]
2022-09-11 14:31:14,396 train 500 [data/s: 0.00072][batch/s: 0.32439][loss: 8.107490e-02][top1: 98.278441][top5: 99.989604]
2022-09-11 14:31:20,995 train_acc 98.247998
2022-09-11 14:31:21,167 valid 000 [data/s: 0.11109][batch/s: 0.16610][loss: 1.502012e-01][top1: 95.833328][top5: 100.000000]
2022-09-11 14:31:23,908 valid 050 [data/s: 0.00253][batch/s: 0.05701][loss: 1.413084e-01][top1: 96.282677][top5: 99.857026]
2022-09-11 14:31:26,645 valid 100 [data/s: 0.00142][batch/s: 0.05588][loss: 1.391106e-01][top1: 96.503711][top5: 99.886551]
2022-09-11 14:31:26,899 valid_acc 96.459998	best_val_acc 96.679997
2022-09-11 14:31:27,233 epoch 466 lr 2.868922e-03
2022-09-11 14:31:27,772 train 000 [data/s: 0.19117][batch/s: 0.53482][loss: 1.878999e-01][top1: 95.833328][top5: 100.000000]
2022-09-11 14:31:43,994 train 050 [data/s: 0.00407][batch/s: 0.32856][loss: 8.996519e-02][top1: 98.284311][top5: 100.000000]
2022-09-11 14:32:00,168 train 100 [data/s: 0.00222][batch/s: 0.32605][loss: 8.566606e-02][top1: 98.287951][top5: 99.989686]
2022-09-11 14:32:16,355 train 150 [data/s: 0.00159][batch/s: 0.32528][loss: 8.697523e-02][top1: 98.213298][top5: 99.986203]
2022-09-11 14:32:32,533 train 200 [data/s: 0.00127][batch/s: 0.32485][loss: 8.553917e-02][top1: 98.263886][top5: 99.984453]
2022-09-11 14:32:48,660 train 250 [data/s: 0.00108][batch/s: 0.32439][loss: 8.409969e-02][top1: 98.298470][top5: 99.987550]
2022-09-11 14:33:04,842 train 300 [data/s: 0.00096][batch/s: 0.32427][loss: 8.230493e-02][top1: 98.314643][top5: 99.989618]
2022-09-11 14:33:20,978 train 350 [data/s: 0.00087][batch/s: 0.32405][loss: 8.107291e-02][top1: 98.373691][top5: 99.979226]
2022-09-11 14:33:37,159 train 400 [data/s: 0.00080][batch/s: 0.32399][loss: 8.073405e-02][top1: 98.381647][top5: 99.981816]
2022-09-11 14:33:53,346 train 450 [data/s: 0.00075][batch/s: 0.32397][loss: 8.155376e-02][top1: 98.360123][top5: 99.983832]
2022-09-11 14:34:09,569 train 500 [data/s: 0.00071][batch/s: 0.32402][loss: 8.254678e-02][top1: 98.322103][top5: 99.983367]
2022-09-11 14:34:16,075 train_acc 98.315997
2022-09-11 14:34:16,261 valid 000 [data/s: 0.12671][batch/s: 0.18146][loss: 1.595454e-01][top1: 95.833328][top5: 100.000000]
2022-09-11 14:34:18,997 valid 050 [data/s: 0.00277][batch/s: 0.05721][loss: 1.358322e-01][top1: 96.670749][top5: 99.897875]
2022-09-11 14:34:21,733 valid 100 [data/s: 0.00154][batch/s: 0.05598][loss: 1.359294e-01][top1: 96.658413][top5: 99.927805]
2022-09-11 14:34:21,984 valid_acc 96.639997	best_val_acc 96.679997
2022-09-11 14:34:22,334 epoch 467 lr 2.827335e-03
2022-09-11 14:34:22,877 train 000 [data/s: 0.19203][batch/s: 0.53819][loss: 1.620866e-01][top1: 95.833328][top5: 100.000000]
2022-09-11 14:34:39,024 train 050 [data/s: 0.00409][batch/s: 0.32717][loss: 7.357062e-02][top1: 98.529409][top5: 100.000000]
2022-09-11 14:34:55,212 train 100 [data/s: 0.00222][batch/s: 0.32548][loss: 7.535497e-02][top1: 98.401400][top5: 99.989686]
2022-09-11 14:35:11,388 train 150 [data/s: 0.00160][batch/s: 0.32483][loss: 7.576802e-02][top1: 98.475439][top5: 99.993102]
2022-09-11 14:35:27,593 train 200 [data/s: 0.00127][batch/s: 0.32465][loss: 7.685522e-02][top1: 98.450453][top5: 99.989635]
2022-09-11 14:35:43,777 train 250 [data/s: 0.00108][batch/s: 0.32445][loss: 7.810109e-02][top1: 98.439572][top5: 99.987550]
2022-09-11 14:35:59,976 train 300 [data/s: 0.00095][batch/s: 0.32438][loss: 7.957194e-02][top1: 98.404621][top5: 99.986157]
2022-09-11 14:36:16,475 train 350 [data/s: 0.00086][batch/s: 0.32517][loss: 8.065649e-02][top1: 98.358853][top5: 99.988129]
2022-09-11 14:36:32,677 train 400 [data/s: 0.00079][batch/s: 0.32503][loss: 8.152006e-02][top1: 98.366061][top5: 99.989609]
2022-09-11 14:36:48,888 train 450 [data/s: 0.00074][batch/s: 0.32494][loss: 8.271425e-02][top1: 98.325478][top5: 99.990761]
2022-09-11 14:37:05,090 train 500 [data/s: 0.00069][batch/s: 0.32485][loss: 8.320441e-02][top1: 98.303391][top5: 99.991683]
2022-09-11 14:37:11,590 train_acc 98.289997
2022-09-11 14:37:11,764 valid 000 [data/s: 0.11346][batch/s: 0.16826][loss: 2.058887e-01][top1: 94.791664][top5: 100.000000]
2022-09-11 14:37:14,499 valid 050 [data/s: 0.00249][batch/s: 0.05693][loss: 1.474948e-01][top1: 96.241828][top5: 99.897875]
2022-09-11 14:37:17,235 valid 100 [data/s: 0.00140][batch/s: 0.05583][loss: 1.405946e-01][top1: 96.328380][top5: 99.927805]
2022-09-11 14:37:17,480 valid_acc 96.339998	best_val_acc 96.679997
2022-09-11 14:37:17,803 epoch 468 lr 2.786013e-03
2022-09-11 14:37:18,300 train 000 [data/s: 0.16361][batch/s: 0.49231][loss: 5.370798e-02][top1: 98.958328][top5: 100.000000]
2022-09-11 14:37:34,502 train 050 [data/s: 0.00353][batch/s: 0.32734][loss: 8.410370e-02][top1: 98.141338][top5: 100.000000]
2022-09-11 14:37:50,681 train 100 [data/s: 0.00194][batch/s: 0.32549][loss: 8.131173e-02][top1: 98.318892][top5: 100.000000]
2022-09-11 14:38:06,862 train 150 [data/s: 0.00140][batch/s: 0.32487][loss: 8.243038e-02][top1: 98.309876][top5: 99.993102]
2022-09-11 14:38:23,069 train 200 [data/s: 0.00114][batch/s: 0.32469][loss: 8.276385e-02][top1: 98.279434][top5: 99.994818]
2022-09-11 14:38:39,215 train 250 [data/s: 0.00098][batch/s: 0.32433][loss: 8.182308e-02][top1: 98.319221][top5: 99.995850]
2022-09-11 14:38:55,397 train 300 [data/s: 0.00087][batch/s: 0.32422][loss: 8.204180e-02][top1: 98.331947][top5: 99.996539]
2022-09-11 14:39:11,567 train 350 [data/s: 0.00079][batch/s: 0.32410][loss: 8.004007e-02][top1: 98.385563][top5: 99.997032]
2022-09-11 14:39:27,742 train 400 [data/s: 0.00074][batch/s: 0.32402][loss: 8.107609e-02][top1: 98.342682][top5: 99.994805]
2022-09-11 14:39:43,913 train 450 [data/s: 0.00069][batch/s: 0.32396][loss: 8.044243e-02][top1: 98.357813][top5: 99.993071]
2022-09-11 14:40:00,117 train 500 [data/s: 0.00065][batch/s: 0.32397][loss: 8.135361e-02][top1: 98.326262][top5: 99.993762]
2022-09-11 14:40:06,591 train_acc 98.319997
2022-09-11 14:40:06,784 valid 000 [data/s: 0.13354][batch/s: 0.18833][loss: 1.488659e-01][top1: 95.833328][top5: 100.000000]
2022-09-11 14:40:09,520 valid 050 [data/s: 0.00290][batch/s: 0.05735][loss: 1.374881e-01][top1: 96.446076][top5: 99.877450]
2022-09-11 14:40:12,256 valid 100 [data/s: 0.00161][batch/s: 0.05605][loss: 1.340883e-01][top1: 96.596532][top5: 99.907178]
2022-09-11 14:40:12,511 valid_acc 96.609998	best_val_acc 96.679997
2022-09-11 14:40:12,862 epoch 469 lr 2.744958e-03
2022-09-11 14:40:13,384 train 000 [data/s: 0.19176][batch/s: 0.51776][loss: 1.328915e-01][top1: 98.958328][top5: 100.000000]
2022-09-11 14:40:29,588 train 050 [data/s: 0.00411][batch/s: 0.32788][loss: 8.476099e-02][top1: 98.304736][top5: 100.000000]
2022-09-11 14:40:45,785 train 100 [data/s: 0.00223][batch/s: 0.32593][loss: 7.849553e-02][top1: 98.432341][top5: 100.000000]
2022-09-11 14:41:01,975 train 150 [data/s: 0.00160][batch/s: 0.32522][loss: 7.996232e-02][top1: 98.302978][top5: 100.000000]
2022-09-11 14:41:18,123 train 200 [data/s: 0.00128][batch/s: 0.32466][loss: 7.912749e-02][top1: 98.300163][top5: 100.000000]
2022-09-11 14:41:34,572 train 250 [data/s: 0.00109][batch/s: 0.32552][loss: 8.007957e-02][top1: 98.277720][top5: 100.000000]
2022-09-11 14:41:50,697 train 300 [data/s: 0.00096][batch/s: 0.32502][loss: 7.975179e-02][top1: 98.318104][top5: 100.000000]
2022-09-11 14:42:06,859 train 350 [data/s: 0.00087][batch/s: 0.32477][loss: 7.887260e-02][top1: 98.355885][top5: 100.000000]
2022-09-11 14:42:23,073 train 400 [data/s: 0.00081][batch/s: 0.32470][loss: 8.010909e-02][top1: 98.319303][top5: 100.000000]
2022-09-11 14:42:39,273 train 450 [data/s: 0.00075][batch/s: 0.32462][loss: 7.963997e-02][top1: 98.323168][top5: 100.000000]
2022-09-11 14:42:55,466 train 500 [data/s: 0.00071][batch/s: 0.32455][loss: 7.989947e-02][top1: 98.324182][top5: 100.000000]
2022-09-11 14:43:02,050 train_acc 98.319997
2022-09-11 14:43:02,235 valid 000 [data/s: 0.12353][batch/s: 0.17859][loss: 1.544461e-01][top1: 94.791664][top5: 100.000000]
2022-09-11 14:43:04,971 valid 050 [data/s: 0.00270][batch/s: 0.05715][loss: 1.464095e-01][top1: 96.425651][top5: 99.836601]
2022-09-11 14:43:07,710 valid 100 [data/s: 0.00151][batch/s: 0.05598][loss: 1.401274e-01][top1: 96.472770][top5: 99.907178]
2022-09-11 14:43:07,962 valid_acc 96.479998	best_val_acc 96.679997
2022-09-11 14:43:08,286 epoch 470 lr 2.704169e-03
2022-09-11 14:43:08,786 train 000 [data/s: 0.16606][batch/s: 0.49550][loss: 2.968124e-02][top1: 100.000000][top5: 100.000000]
2022-09-11 14:43:25,046 train 050 [data/s: 0.00360][batch/s: 0.32854][loss: 7.503755e-02][top1: 98.549834][top5: 100.000000]
2022-09-11 14:43:41,173 train 100 [data/s: 0.00198][batch/s: 0.32557][loss: 6.931261e-02][top1: 98.545790][top5: 100.000000]
2022-09-11 14:43:57,367 train 150 [data/s: 0.00143][batch/s: 0.32501][loss: 6.902117e-02][top1: 98.572017][top5: 99.986203]
2022-09-11 14:44:13,680 train 200 [data/s: 0.00116][batch/s: 0.32532][loss: 7.006812e-02][top1: 98.564467][top5: 99.984453]
2022-09-11 14:44:29,871 train 250 [data/s: 0.00099][batch/s: 0.32502][loss: 7.257527e-02][top1: 98.530874][top5: 99.987550]
2022-09-11 14:44:46,260 train 300 [data/s: 0.00088][batch/s: 0.32548][loss: 7.350568e-02][top1: 98.484216][top5: 99.986157]
2022-09-11 14:45:02,549 train 350 [data/s: 0.00081][batch/s: 0.32552][loss: 7.442004e-02][top1: 98.456787][top5: 99.988129]
2022-09-11 14:45:18,753 train 400 [data/s: 0.00075][batch/s: 0.32534][loss: 7.629287e-02][top1: 98.386843][top5: 99.987012]
2022-09-11 14:45:34,902 train 450 [data/s: 0.00070][batch/s: 0.32508][loss: 7.569389e-02][top1: 98.401697][top5: 99.988452]
2022-09-11 14:45:51,051 train 500 [data/s: 0.00066][batch/s: 0.32487][loss: 7.483338e-02][top1: 98.440616][top5: 99.989604]
2022-09-11 14:45:57,543 train_acc 98.439997
2022-09-11 14:45:57,713 valid 000 [data/s: 0.11023][batch/s: 0.16501][loss: 1.838472e-01][top1: 95.833328][top5: 100.000000]
2022-09-11 14:46:00,450 valid 050 [data/s: 0.00246][batch/s: 0.05691][loss: 1.476050e-01][top1: 96.589049][top5: 99.897875]
2022-09-11 14:46:03,187 valid 100 [data/s: 0.00138][batch/s: 0.05583][loss: 1.399449e-01][top1: 96.627472][top5: 99.938119]
2022-09-11 14:46:03,453 valid_acc 96.609997	best_val_acc 96.679997
2022-09-11 14:46:03,805 epoch 471 lr 2.663650e-03
2022-09-11 14:46:04,286 train 000 [data/s: 0.14260][batch/s: 0.47630][loss: 2.987316e-02][top1: 100.000000][top5: 100.000000]
2022-09-11 14:46:20,442 train 050 [data/s: 0.00310][batch/s: 0.32614][loss: 7.820815e-02][top1: 98.447710][top5: 100.000000]
2022-09-11 14:46:36,705 train 100 [data/s: 0.00173][batch/s: 0.32570][loss: 7.752827e-02][top1: 98.391087][top5: 100.000000]
2022-09-11 14:46:53,068 train 150 [data/s: 0.00129][batch/s: 0.32622][loss: 7.726174e-02][top1: 98.413353][top5: 99.986203]
2022-09-11 14:47:09,216 train 200 [data/s: 0.00105][batch/s: 0.32540][loss: 7.477879e-02][top1: 98.429724][top5: 99.989635]
2022-09-11 14:47:25,453 train 250 [data/s: 0.00090][batch/s: 0.32527][loss: 7.599349e-02][top1: 98.410522][top5: 99.991700]
2022-09-11 14:47:41,796 train 300 [data/s: 0.00081][batch/s: 0.32554][loss: 7.804324e-02][top1: 98.352711][top5: 99.989618]
2022-09-11 14:47:57,994 train 350 [data/s: 0.00074][batch/s: 0.32531][loss: 7.932772e-02][top1: 98.332144][top5: 99.991097]
2022-09-11 14:48:14,244 train 400 [data/s: 0.00068][batch/s: 0.32527][loss: 8.041052e-02][top1: 98.303717][top5: 99.987012]
2022-09-11 14:48:30,453 train 450 [data/s: 0.00064][batch/s: 0.32515][loss: 8.031137e-02][top1: 98.304691][top5: 99.988452]
2022-09-11 14:48:46,618 train 500 [data/s: 0.00061][batch/s: 0.32497][loss: 8.070754e-02][top1: 98.274282][top5: 99.989604]
2022-09-11 14:48:53,130 train_acc 98.263997
2022-09-11 14:48:53,333 valid 000 [data/s: 0.14151][batch/s: 0.19719][loss: 1.011481e-01][top1: 96.875000][top5: 100.000000]
2022-09-11 14:48:56,069 valid 050 [data/s: 0.00306][batch/s: 0.05752][loss: 1.460697e-01][top1: 96.609475][top5: 99.897875]
2022-09-11 14:48:58,813 valid 100 [data/s: 0.00169][batch/s: 0.05621][loss: 1.406069e-01][top1: 96.689354][top5: 99.907178]
2022-09-11 14:48:59,064 valid_acc 96.649998	best_val_acc 96.679997
2022-09-11 14:48:59,386 epoch 472 lr 2.623400e-03
2022-09-11 14:48:59,867 train 000 [data/s: 0.14756][batch/s: 0.47684][loss: 1.209800e-01][top1: 98.958328][top5: 100.000000]
2022-09-11 14:49:16,222 train 050 [data/s: 0.00322][batch/s: 0.33003][loss: 7.512200e-02][top1: 98.488559][top5: 99.979575]
2022-09-11 14:49:32,569 train 100 [data/s: 0.00181][batch/s: 0.32850][loss: 7.369216e-02][top1: 98.566416][top5: 99.989686]
2022-09-11 14:49:48,748 train 150 [data/s: 0.00132][batch/s: 0.32687][loss: 7.163033e-02][top1: 98.558220][top5: 99.993102]
2022-09-11 14:50:04,929 train 200 [data/s: 0.00107][batch/s: 0.32606][loss: 7.128238e-02][top1: 98.569649][top5: 99.994818]
2022-09-11 14:50:21,110 train 250 [data/s: 0.00092][batch/s: 0.32558][loss: 7.270680e-02][top1: 98.530874][top5: 99.991700]
2022-09-11 14:50:37,280 train 300 [data/s: 0.00082][batch/s: 0.32521][loss: 7.284587e-02][top1: 98.553430][top5: 99.993079]
2022-09-11 14:50:53,481 train 350 [data/s: 0.00074][batch/s: 0.32504][loss: 7.399119e-02][top1: 98.513174][top5: 99.994065]
2022-09-11 14:51:09,678 train 400 [data/s: 0.00069][batch/s: 0.32491][loss: 7.439456e-02][top1: 98.501140][top5: 99.994805]
2022-09-11 14:51:25,820 train 450 [data/s: 0.00065][batch/s: 0.32468][loss: 7.447421e-02][top1: 98.507943][top5: 99.993071]
2022-09-11 14:51:41,974 train 500 [data/s: 0.00062][batch/s: 0.32452][loss: 7.441822e-02][top1: 98.511308][top5: 99.993762]
2022-09-11 14:51:48,473 train_acc 98.523997
2022-09-11 14:51:48,647 valid 000 [data/s: 0.11298][batch/s: 0.16792][loss: 1.539054e-01][top1: 94.791664][top5: 100.000000]
2022-09-11 14:51:51,385 valid 050 [data/s: 0.00252][batch/s: 0.05697][loss: 1.286216e-01][top1: 96.609475][top5: 99.857025]
2022-09-11 14:51:54,122 valid 100 [data/s: 0.00142][batch/s: 0.05587][loss: 1.268825e-01][top1: 96.823430][top5: 99.907178]
2022-09-11 14:51:54,514 valid_acc 96.789998	best_val_acc 96.789998
2022-09-11 14:51:54,860 epoch 473 lr 2.583421e-03
2022-09-11 14:51:55,393 train 000 [data/s: 0.19165][batch/s: 0.52860][loss: 5.975433e-02][top1: 98.958328][top5: 100.000000]
2022-09-11 14:52:11,549 train 050 [data/s: 0.00405][batch/s: 0.32716][loss: 7.450719e-02][top1: 98.651958][top5: 100.000000]
2022-09-11 14:52:27,708 train 100 [data/s: 0.00219][batch/s: 0.32519][loss: 7.624725e-02][top1: 98.597357][top5: 100.000000]
2022-09-11 14:52:43,858 train 150 [data/s: 0.00156][batch/s: 0.32446][loss: 7.471358e-02][top1: 98.516829][top5: 100.000000]
2022-09-11 14:53:00,054 train 200 [data/s: 0.00125][batch/s: 0.32433][loss: 7.421698e-02][top1: 98.523007][top5: 100.000000]
2022-09-11 14:53:16,225 train 250 [data/s: 0.00106][batch/s: 0.32415][loss: 7.713222e-02][top1: 98.447872][top5: 100.000000]
2022-09-11 14:53:32,399 train 300 [data/s: 0.00094][batch/s: 0.32404][loss: 7.741997e-02][top1: 98.425385][top5: 100.000000]
2022-09-11 14:53:48,563 train 350 [data/s: 0.00085][batch/s: 0.32393][loss: 7.679498e-02][top1: 98.433046][top5: 99.997032]
2022-09-11 14:54:04,727 train 400 [data/s: 0.00078][batch/s: 0.32385][loss: 7.731366e-02][top1: 98.438796][top5: 99.994805]
2022-09-11 14:54:20,903 train 450 [data/s: 0.00073][batch/s: 0.32381][loss: 7.735136e-02][top1: 98.443272][top5: 99.995381]
2022-09-11 14:54:37,066 train 500 [data/s: 0.00068][batch/s: 0.32375][loss: 7.720190e-02][top1: 98.448933][top5: 99.993762]
2022-09-11 14:54:43,551 train_acc 98.449997
2022-09-11 14:54:43,720 valid 000 [data/s: 0.10760][batch/s: 0.16251][loss: 1.730172e-01][top1: 96.875000][top5: 100.000000]
2022-09-11 14:54:46,456 valid 050 [data/s: 0.00240][batch/s: 0.05684][loss: 1.418436e-01][top1: 96.486926][top5: 99.877451]
2022-09-11 14:54:49,192 valid 100 [data/s: 0.00135][batch/s: 0.05579][loss: 1.338034e-01][top1: 96.709981][top5: 99.917491]
2022-09-11 14:54:49,448 valid_acc 96.699997	best_val_acc 96.789998
2022-09-11 14:54:49,802 epoch 474 lr 2.543713e-03
2022-09-11 14:54:50,288 train 000 [data/s: 0.15100][batch/s: 0.48170][loss: 5.605844e-02][top1: 98.958328][top5: 100.000000]
2022-09-11 14:55:06,459 train 050 [data/s: 0.00325][batch/s: 0.32654][loss: 8.010838e-02][top1: 98.406860][top5: 99.979575]
2022-09-11 14:55:22,610 train 100 [data/s: 0.00179][batch/s: 0.32479][loss: 7.561657e-02][top1: 98.514849][top5: 99.989686]
2022-09-11 14:55:38,865 train 150 [data/s: 0.00129][batch/s: 0.32489][loss: 7.681701e-02][top1: 98.509931][top5: 99.986203]
2022-09-11 14:55:55,039 train 200 [data/s: 0.00104][batch/s: 0.32454][loss: 7.751127e-02][top1: 98.434906][top5: 99.984453]
2022-09-11 14:56:11,196 train 250 [data/s: 0.00090][batch/s: 0.32426][loss: 7.569429e-02][top1: 98.447873][top5: 99.983400]
2022-09-11 14:56:27,371 train 300 [data/s: 0.00080][batch/s: 0.32414][loss: 7.702195e-02][top1: 98.418464][top5: 99.982696]
2022-09-11 14:56:43,556 train 350 [data/s: 0.00073][batch/s: 0.32407][loss: 7.618269e-02][top1: 98.421175][top5: 99.985161]
2022-09-11 14:56:59,716 train 400 [data/s: 0.00068][batch/s: 0.32396][loss: 7.462429e-02][top1: 98.475164][top5: 99.987012]
2022-09-11 14:57:15,923 train 450 [data/s: 0.00064][batch/s: 0.32398][loss: 7.383141e-02][top1: 98.464059][top5: 99.988452]
2022-09-11 14:57:32,081 train 500 [data/s: 0.00060][batch/s: 0.32390][loss: 7.371335e-02][top1: 98.475962][top5: 99.985446]
2022-09-11 14:57:38,593 train_acc 98.491997
2022-09-11 14:57:38,761 valid 000 [data/s: 0.10831][batch/s: 0.16322][loss: 9.155818e-02][top1: 96.875000][top5: 100.000000]
2022-09-11 14:57:41,497 valid 050 [data/s: 0.00241][batch/s: 0.05685][loss: 1.299131e-01][top1: 96.446076][top5: 99.877451]
2022-09-11 14:57:44,234 valid 100 [data/s: 0.00136][batch/s: 0.05580][loss: 1.293123e-01][top1: 96.606846][top5: 99.917491]
2022-09-11 14:57:44,479 valid_acc 96.619998	best_val_acc 96.789998
2022-09-11 14:57:44,831 epoch 475 lr 2.504279e-03
2022-09-11 14:57:45,305 train 000 [data/s: 0.14486][batch/s: 0.47060][loss: 8.015560e-02][top1: 97.916664][top5: 100.000000]
2022-09-11 14:58:01,741 train 050 [data/s: 0.00315][batch/s: 0.33150][loss: 6.274457e-02][top1: 98.815357][top5: 100.000000]
2022-09-11 14:58:17,872 train 100 [data/s: 0.00175][batch/s: 0.32710][loss: 6.355990e-02][top1: 98.607671][top5: 100.000000]
2022-09-11 14:58:34,073 train 150 [data/s: 0.00128][batch/s: 0.32608][loss: 6.894419e-02][top1: 98.592713][top5: 99.986203]
2022-09-11 14:58:50,220 train 200 [data/s: 0.00105][batch/s: 0.32530][loss: 6.901716e-02][top1: 98.569649][top5: 99.984453]
2022-09-11 14:59:06,375 train 250 [data/s: 0.00090][batch/s: 0.32486][loss: 6.856640e-02][top1: 98.580675][top5: 99.987550]
2022-09-11 14:59:22,551 train 300 [data/s: 0.00080][batch/s: 0.32464][loss: 6.978335e-02][top1: 98.543048][top5: 99.986157]
2022-09-11 14:59:38,773 train 350 [data/s: 0.00073][batch/s: 0.32461][loss: 7.245741e-02][top1: 98.480529][top5: 99.988129]
2022-09-11 14:59:54,974 train 400 [data/s: 0.00068][batch/s: 0.32453][loss: 7.300336e-02][top1: 98.464773][top5: 99.981816]
2022-09-11 15:00:11,129 train 450 [data/s: 0.00064][batch/s: 0.32438][loss: 7.315888e-02][top1: 98.466369][top5: 99.983832]
2022-09-11 15:00:27,304 train 500 [data/s: 0.00061][batch/s: 0.32429][loss: 7.301943e-02][top1: 98.478041][top5: 99.983367]
2022-09-11 15:00:33,765 train_acc 98.489997
2022-09-11 15:00:33,941 valid 000 [data/s: 0.11644][batch/s: 0.17129][loss: 1.543143e-01][top1: 94.791664][top5: 100.000000]
2022-09-11 15:00:36,677 valid 050 [data/s: 0.00256][batch/s: 0.05700][loss: 1.360862e-01][top1: 96.670749][top5: 99.897875]
2022-09-11 15:00:39,413 valid 100 [data/s: 0.00144][batch/s: 0.05587][loss: 1.293375e-01][top1: 96.658413][top5: 99.927805]
2022-09-11 15:00:39,655 valid_acc 96.699997	best_val_acc 96.789998
2022-09-11 15:00:39,982 epoch 476 lr 2.465119e-03
2022-09-11 15:00:40,483 train 000 [data/s: 0.16902][batch/s: 0.49663][loss: 9.304583e-02][top1: 97.916664][top5: 100.000000]
2022-09-11 15:00:56,687 train 050 [data/s: 0.00366][batch/s: 0.32746][loss: 7.577350e-02][top1: 98.386435][top5: 100.000000]
2022-09-11 15:01:12,849 train 100 [data/s: 0.00201][batch/s: 0.32538][loss: 7.519661e-02][top1: 98.473594][top5: 99.989686]
2022-09-11 15:01:29,041 train 150 [data/s: 0.00145][batch/s: 0.32487][loss: 7.593510e-02][top1: 98.503033][top5: 99.979305]
2022-09-11 15:01:45,232 train 200 [data/s: 0.00116][batch/s: 0.32461][loss: 7.877821e-02][top1: 98.445271][top5: 99.984453]
2022-09-11 15:02:01,383 train 250 [data/s: 0.00099][batch/s: 0.32429][loss: 7.673001e-02][top1: 98.481073][top5: 99.987550]
2022-09-11 15:02:17,580 train 300 [data/s: 0.00088][batch/s: 0.32423][loss: 7.514038e-02][top1: 98.539588][top5: 99.989618]
2022-09-11 15:02:33,752 train 350 [data/s: 0.00079][batch/s: 0.32412][loss: 7.373577e-02][top1: 98.551754][top5: 99.991097]
2022-09-11 15:02:49,926 train 400 [data/s: 0.00074][batch/s: 0.32404][loss: 7.367493e-02][top1: 98.534910][top5: 99.992207]
2022-09-11 15:03:06,079 train 450 [data/s: 0.00069][batch/s: 0.32393][loss: 7.313567e-02][top1: 98.554136][top5: 99.993071]
2022-09-11 15:03:22,277 train 500 [data/s: 0.00065][batch/s: 0.32393][loss: 7.343834e-02][top1: 98.550812][top5: 99.993762]
2022-09-11 15:03:28,810 train_acc 98.543997
2022-09-11 15:03:28,998 valid 000 [data/s: 0.12689][batch/s: 0.18169][loss: 1.958094e-01][top1: 96.875000][top5: 100.000000]
2022-09-11 15:03:31,734 valid 050 [data/s: 0.00277][batch/s: 0.05721][loss: 1.371323e-01][top1: 96.711599][top5: 99.877450]
2022-09-11 15:03:34,469 valid 100 [data/s: 0.00153][batch/s: 0.05597][loss: 1.325737e-01][top1: 96.854370][top5: 99.907178]
2022-09-11 15:03:34,848 valid_acc 96.829997	best_val_acc 96.829997
2022-09-11 15:03:35,194 epoch 477 lr 2.426234e-03
2022-09-11 15:03:35,691 train 000 [data/s: 0.16669][batch/s: 0.49297][loss: 2.995748e-02][top1: 100.000000][top5: 100.000000]
2022-09-11 15:03:51,865 train 050 [data/s: 0.00357][batch/s: 0.32679][loss: 7.191736e-02][top1: 98.631534][top5: 99.979575]
2022-09-11 15:04:08,091 train 100 [data/s: 0.00196][batch/s: 0.32567][loss: 7.478552e-02][top1: 98.576730][top5: 99.989686]
2022-09-11 15:04:24,290 train 150 [data/s: 0.00141][batch/s: 0.32511][loss: 7.341185e-02][top1: 98.530627][top5: 99.993102]
2022-09-11 15:04:40,532 train 200 [data/s: 0.00115][batch/s: 0.32504][loss: 7.456158e-02][top1: 98.471183][top5: 99.994818]
2022-09-11 15:04:56,711 train 250 [data/s: 0.00098][batch/s: 0.32475][loss: 7.248144e-02][top1: 98.526724][top5: 99.995850]
2022-09-11 15:05:12,935 train 300 [data/s: 0.00087][batch/s: 0.32471][loss: 7.538238e-02][top1: 98.470374][top5: 99.993079]
2022-09-11 15:05:29,325 train 350 [data/s: 0.00079][batch/s: 0.32514][loss: 7.596377e-02][top1: 98.436014][top5: 99.994065]
2022-09-11 15:05:45,676 train 400 [data/s: 0.00074][batch/s: 0.32538][loss: 7.479733e-02][top1: 98.454382][top5: 99.994805]
2022-09-11 15:06:01,950 train 450 [data/s: 0.00069][batch/s: 0.32539][loss: 7.374250e-02][top1: 98.480227][top5: 99.995381]
2022-09-11 15:06:18,271 train 500 [data/s: 0.00066][batch/s: 0.32549][loss: 7.382104e-02][top1: 98.459329][top5: 99.995842]
2022-09-11 15:06:24,868 train_acc 98.455998
2022-09-11 15:06:25,066 valid 000 [data/s: 0.13648][batch/s: 0.19156][loss: 1.349811e-01][top1: 94.791664][top5: 100.000000]
2022-09-11 15:06:27,803 valid 050 [data/s: 0.00299][batch/s: 0.05744][loss: 1.410038e-01][top1: 96.650324][top5: 99.877450]
2022-09-11 15:06:30,553 valid 100 [data/s: 0.00166][batch/s: 0.05623][loss: 1.320862e-01][top1: 96.813116][top5: 99.917491]
2022-09-11 15:06:30,791 valid_acc 96.789997	best_val_acc 96.829997
2022-09-11 15:06:31,160 epoch 478 lr 2.387625e-03
2022-09-11 15:06:31,782 train 000 [data/s: 0.20438][batch/s: 0.61687][loss: 8.972602e-02][top1: 96.875000][top5: 100.000000]
2022-09-11 15:06:48,051 train 050 [data/s: 0.00433][batch/s: 0.33108][loss: 8.567224e-02][top1: 97.998364][top5: 100.000000]
2022-09-11 15:07:04,308 train 100 [data/s: 0.00235][batch/s: 0.32815][loss: 7.890222e-02][top1: 98.257011][top5: 100.000000]
2022-09-11 15:07:20,494 train 150 [data/s: 0.00167][batch/s: 0.32668][loss: 7.754022e-02][top1: 98.365064][top5: 100.000000]
2022-09-11 15:07:36,683 train 200 [data/s: 0.00133][batch/s: 0.32596][loss: 7.688187e-02][top1: 98.383082][top5: 100.000000]
2022-09-11 15:07:52,870 train 250 [data/s: 0.00113][batch/s: 0.32551][loss: 7.533821e-02][top1: 98.439573][top5: 100.000000]
2022-09-11 15:08:09,085 train 300 [data/s: 0.00099][batch/s: 0.32531][loss: 7.644431e-02][top1: 98.401160][top5: 99.996539]
2022-09-11 15:08:25,287 train 350 [data/s: 0.00089][batch/s: 0.32513][loss: 7.738982e-02][top1: 98.376659][top5: 99.997032]
2022-09-11 15:08:41,485 train 400 [data/s: 0.00082][batch/s: 0.32499][loss: 7.772562e-02][top1: 98.394636][top5: 99.997402]
2022-09-11 15:08:57,719 train 450 [data/s: 0.00077][batch/s: 0.32495][loss: 7.796148e-02][top1: 98.383220][top5: 99.997690]
2022-09-11 15:09:13,893 train 500 [data/s: 0.00072][batch/s: 0.32480][loss: 7.766253e-02][top1: 98.382399][top5: 99.997921]
2022-09-11 15:09:20,368 train_acc 98.397997
2022-09-11 15:09:20,548 valid 000 [data/s: 0.12040][batch/s: 0.17521][loss: 1.577333e-01][top1: 95.833328][top5: 100.000000]
2022-09-11 15:09:23,285 valid 050 [data/s: 0.00265][batch/s: 0.05710][loss: 1.382452e-01][top1: 96.548201][top5: 99.897875]
2022-09-11 15:09:26,021 valid 100 [data/s: 0.00148][batch/s: 0.05593][loss: 1.307422e-01][top1: 96.709981][top5: 99.907178]
2022-09-11 15:09:26,267 valid_acc 96.689998	best_val_acc 96.829997
2022-09-11 15:09:26,631 epoch 479 lr 2.349293e-03
2022-09-11 15:09:27,254 train 000 [data/s: 0.21947][batch/s: 0.61883][loss: 1.350420e-01][top1: 96.875000][top5: 100.000000]
2022-09-11 15:09:43,420 train 050 [data/s: 0.00461][batch/s: 0.32911][loss: 7.714579e-02][top1: 98.447709][top5: 100.000000]
2022-09-11 15:09:59,548 train 100 [data/s: 0.00247][batch/s: 0.32587][loss: 7.289545e-02][top1: 98.556103][top5: 100.000000]
2022-09-11 15:10:15,797 train 150 [data/s: 0.00175][batch/s: 0.32557][loss: 7.523452e-02][top1: 98.503033][top5: 99.993102]
2022-09-11 15:10:31,931 train 200 [data/s: 0.00139][batch/s: 0.32485][loss: 7.188434e-02][top1: 98.548919][top5: 99.994818]
2022-09-11 15:10:48,099 train 250 [data/s: 0.00118][batch/s: 0.32456][loss: 7.214622e-02][top1: 98.551624][top5: 99.991700]
2022-09-11 15:11:04,285 train 300 [data/s: 0.00104][batch/s: 0.32442][loss: 7.053747e-02][top1: 98.594959][top5: 99.993079]
2022-09-11 15:11:20,447 train 350 [data/s: 0.00094][batch/s: 0.32425][loss: 6.951338e-02][top1: 98.614076][top5: 99.994065]
2022-09-11 15:11:36,688 train 400 [data/s: 0.00086][batch/s: 0.32432][loss: 7.079441e-02][top1: 98.566082][top5: 99.994805]
2022-09-11 15:11:52,889 train 450 [data/s: 0.00080][batch/s: 0.32429][loss: 7.247914e-02][top1: 98.514872][top5: 99.995381]
2022-09-11 15:12:09,151 train 500 [data/s: 0.00075][batch/s: 0.32438][loss: 7.187960e-02][top1: 98.515467][top5: 99.995842]
2022-09-11 15:12:15,624 train_acc 98.527997
2022-09-11 15:12:15,798 valid 000 [data/s: 0.11482][batch/s: 0.16965][loss: 1.525085e-01][top1: 96.875000][top5: 100.000000]
2022-09-11 15:12:18,533 valid 050 [data/s: 0.00251][batch/s: 0.05696][loss: 1.456632e-01][top1: 96.446076][top5: 99.897875]
2022-09-11 15:12:21,268 valid 100 [data/s: 0.00140][batch/s: 0.05584][loss: 1.376049e-01][top1: 96.524338][top5: 99.927805]
2022-09-11 15:12:21,533 valid_acc 96.519998	best_val_acc 96.829997
2022-09-11 15:12:21,859 epoch 480 lr 2.311240e-03
2022-09-11 15:12:22,401 train 000 [data/s: 0.17801][batch/s: 0.53781][loss: 4.850770e-02][top1: 100.000000][top5: 100.000000]
2022-09-11 15:12:38,607 train 050 [data/s: 0.00379][batch/s: 0.32831][loss: 6.748433e-02][top1: 98.794932][top5: 100.000000]
2022-09-11 15:12:54,774 train 100 [data/s: 0.00206][batch/s: 0.32586][loss: 6.648772e-02][top1: 98.772687][top5: 100.000000]
2022-09-11 15:13:10,936 train 150 [data/s: 0.00148][batch/s: 0.32499][loss: 6.677919e-02][top1: 98.723783][top5: 100.000000]
2022-09-11 15:13:27,104 train 200 [data/s: 0.00119][batch/s: 0.32458][loss: 6.787031e-02][top1: 98.662933][top5: 100.000000]
2022-09-11 15:13:43,265 train 250 [data/s: 0.00101][batch/s: 0.32431][loss: 6.826775e-02][top1: 98.638776][top5: 100.000000]
2022-09-11 15:13:59,440 train 300 [data/s: 0.00090][batch/s: 0.32417][loss: 6.889246e-02][top1: 98.615723][top5: 100.000000]
2022-09-11 15:14:15,607 train 350 [data/s: 0.00082][batch/s: 0.32405][loss: 6.910273e-02][top1: 98.602205][top5: 100.000000]
2022-09-11 15:14:31,787 train 400 [data/s: 0.00075][batch/s: 0.32400][loss: 6.957681e-02][top1: 98.597254][top5: 99.997402]
2022-09-11 15:14:47,983 train 450 [data/s: 0.00070][batch/s: 0.32399][loss: 7.007395e-02][top1: 98.593401][top5: 99.997690]
2022-09-11 15:15:04,176 train 500 [data/s: 0.00067][batch/s: 0.32398][loss: 7.033891e-02][top1: 98.575763][top5: 99.997921]
2022-09-11 15:15:10,642 train_acc 98.561997
2022-09-11 15:15:10,837 valid 000 [data/s: 0.13508][batch/s: 0.18989][loss: 1.655091e-01][top1: 96.875000][top5: 100.000000]
2022-09-11 15:15:13,572 valid 050 [data/s: 0.00292][batch/s: 0.05736][loss: 1.552774e-01][top1: 96.139704][top5: 99.897875]
2022-09-11 15:15:16,319 valid 100 [data/s: 0.00162][batch/s: 0.05616][loss: 1.461036e-01][top1: 96.493397][top5: 99.927805]
2022-09-11 15:15:16,562 valid_acc 96.459997	best_val_acc 96.829997
2022-09-11 15:15:16,916 epoch 481 lr 2.273466e-03
2022-09-11 15:15:17,398 train 000 [data/s: 0.14862][batch/s: 0.47762][loss: 1.201575e-01][top1: 97.916664][top5: 100.000000]
2022-09-11 15:15:33,586 train 050 [data/s: 0.00322][batch/s: 0.32678][loss: 7.747524e-02][top1: 98.447710][top5: 100.000000]
2022-09-11 15:15:49,744 train 100 [data/s: 0.00179][batch/s: 0.32498][loss: 6.701358e-02][top1: 98.648925][top5: 100.000000]
2022-09-11 15:16:05,923 train 150 [data/s: 0.00131][batch/s: 0.32452][loss: 6.903789e-02][top1: 98.565119][top5: 100.000000]
2022-09-11 15:16:22,105 train 200 [data/s: 0.00107][batch/s: 0.32430][loss: 6.846775e-02][top1: 98.569650][top5: 99.994818]
2022-09-11 15:16:38,388 train 250 [data/s: 0.00092][batch/s: 0.32457][loss: 7.065487e-02][top1: 98.543324][top5: 99.991700]
2022-09-11 15:16:54,565 train 300 [data/s: 0.00081][batch/s: 0.32440][loss: 7.099669e-02][top1: 98.574195][top5: 99.989618]
2022-09-11 15:17:10,716 train 350 [data/s: 0.00074][batch/s: 0.32420][loss: 7.028866e-02][top1: 98.587367][top5: 99.991097]
2022-09-11 15:17:26,878 train 400 [data/s: 0.00069][batch/s: 0.32408][loss: 7.075525e-02][top1: 98.573875][top5: 99.992207]
2022-09-11 15:17:43,080 train 450 [data/s: 0.00064][batch/s: 0.32408][loss: 7.157388e-02][top1: 98.547208][top5: 99.990761]
2022-09-11 15:17:59,255 train 500 [data/s: 0.00061][batch/s: 0.32402][loss: 7.123192e-02][top1: 98.557050][top5: 99.987525]
2022-09-11 15:18:05,756 train_acc 98.565998
2022-09-11 15:18:05,929 valid 000 [data/s: 0.11284][batch/s: 0.16763][loss: 1.702729e-01][top1: 96.875000][top5: 100.000000]
2022-09-11 15:18:08,665 valid 050 [data/s: 0.00249][batch/s: 0.05692][loss: 1.314251e-01][top1: 96.834148][top5: 99.877450]
2022-09-11 15:18:11,400 valid 100 [data/s: 0.00140][batch/s: 0.05583][loss: 1.264378e-01][top1: 96.885311][top5: 99.896864]
2022-09-11 15:18:11,786 valid_acc 96.879997	best_val_acc 96.879997
2022-09-11 15:18:12,103 epoch 482 lr 2.235972e-03
2022-09-11 15:18:12,604 train 000 [data/s: 0.16874][batch/s: 0.49666][loss: 2.308455e-02][top1: 100.000000][top5: 100.000000]
2022-09-11 15:18:28,791 train 050 [data/s: 0.00360][batch/s: 0.32713][loss: 6.993966e-02][top1: 98.529410][top5: 99.959150]
2022-09-11 15:18:44,972 train 100 [data/s: 0.00196][batch/s: 0.32539][loss: 6.949961e-02][top1: 98.587044][top5: 99.969059]
2022-09-11 15:19:01,134 train 150 [data/s: 0.00142][batch/s: 0.32468][loss: 6.969909e-02][top1: 98.592713][top5: 99.979305]
2022-09-11 15:19:17,325 train 200 [data/s: 0.00114][batch/s: 0.32447][loss: 7.111801e-02][top1: 98.528190][top5: 99.974088]
2022-09-11 15:19:33,477 train 250 [data/s: 0.00097][batch/s: 0.32418][loss: 7.037408e-02][top1: 98.559924][top5: 99.975099]
2022-09-11 15:19:49,664 train 300 [data/s: 0.00086][batch/s: 0.32411][loss: 7.015999e-02][top1: 98.536127][top5: 99.979236]
2022-09-11 15:20:05,819 train 350 [data/s: 0.00078][batch/s: 0.32396][loss: 6.993905e-02][top1: 98.560657][top5: 99.982194]
2022-09-11 15:20:22,040 train 400 [data/s: 0.00072][batch/s: 0.32402][loss: 7.000521e-02][top1: 98.558289][top5: 99.984414]
2022-09-11 15:20:38,213 train 450 [data/s: 0.00068][batch/s: 0.32396][loss: 6.967894e-02][top1: 98.556446][top5: 99.986142]
2022-09-11 15:20:54,465 train 500 [data/s: 0.00064][batch/s: 0.32407][loss: 6.955354e-02][top1: 98.577842][top5: 99.987525]
2022-09-11 15:21:00,959 train_acc 98.571997
2022-09-11 15:21:01,130 valid 000 [data/s: 0.11036][batch/s: 0.16526][loss: 1.605165e-01][top1: 94.791664][top5: 100.000000]
2022-09-11 15:21:03,865 valid 050 [data/s: 0.00243][batch/s: 0.05687][loss: 1.398551e-01][top1: 96.691174][top5: 99.857025]
2022-09-11 15:21:06,600 valid 100 [data/s: 0.00137][batch/s: 0.05580][loss: 1.282084e-01][top1: 96.751235][top5: 99.896864]
2022-09-11 15:21:06,847 valid_acc 96.769998	best_val_acc 96.879997
2022-09-11 15:21:07,201 epoch 483 lr 2.198760e-03
2022-09-11 15:21:07,671 train 000 [data/s: 0.14004][batch/s: 0.46640][loss: 4.889062e-02][top1: 98.958328][top5: 100.000000]
2022-09-11 15:21:23,922 train 050 [data/s: 0.00308][batch/s: 0.32778][loss: 7.216669e-02][top1: 98.549833][top5: 100.000000]
2022-09-11 15:21:40,169 train 100 [data/s: 0.00173][batch/s: 0.32638][loss: 6.571078e-02][top1: 98.648924][top5: 100.000000]
2022-09-11 15:21:56,403 train 150 [data/s: 0.00126][batch/s: 0.32581][loss: 6.809035e-02][top1: 98.641002][top5: 99.993102]
2022-09-11 15:22:12,727 train 200 [data/s: 0.00102][batch/s: 0.32598][loss: 6.901364e-02][top1: 98.626656][top5: 99.994818]
2022-09-11 15:22:29,210 train 250 [data/s: 0.00089][batch/s: 0.32671][loss: 7.038413e-02][top1: 98.568224][top5: 99.991700]
2022-09-11 15:22:45,502 train 300 [data/s: 0.00080][batch/s: 0.32657][loss: 7.140874e-02][top1: 98.525745][top5: 99.993079]
2022-09-11 15:23:01,650 train 350 [data/s: 0.00074][batch/s: 0.32605][loss: 7.093270e-02][top1: 98.551754][top5: 99.994065]
2022-09-11 15:23:17,852 train 400 [data/s: 0.00069][batch/s: 0.32580][loss: 6.980840e-02][top1: 98.573875][top5: 99.994805]
2022-09-11 15:23:34,052 train 450 [data/s: 0.00065][batch/s: 0.32560][loss: 6.965716e-02][top1: 98.572614][top5: 99.993071]
2022-09-11 15:23:50,194 train 500 [data/s: 0.00062][batch/s: 0.32533][loss: 6.901150e-02][top1: 98.590317][top5: 99.993762]
2022-09-11 15:23:56,690 train_acc 98.587998
2022-09-11 15:23:56,872 valid 000 [data/s: 0.12187][batch/s: 0.17662][loss: 1.627687e-01][top1: 95.833328][top5: 100.000000]
2022-09-11 15:23:59,621 valid 050 [data/s: 0.00268][batch/s: 0.05737][loss: 1.387217e-01][top1: 96.568625][top5: 99.857026]
2022-09-11 15:24:02,357 valid 100 [data/s: 0.00150][batch/s: 0.05606][loss: 1.283787e-01][top1: 96.885311][top5: 99.907178]
2022-09-11 15:24:02,603 valid_acc 96.879997	best_val_acc 96.879997
2022-09-11 15:24:02,928 epoch 484 lr 2.161830e-03
2022-09-11 15:24:03,423 train 000 [data/s: 0.15616][batch/s: 0.49113][loss: 3.911585e-02][top1: 100.000000][top5: 100.000000]
2022-09-11 15:24:19,643 train 050 [data/s: 0.00338][batch/s: 0.32766][loss: 6.444096e-02][top1: 98.876631][top5: 99.979575]
2022-09-11 15:24:35,790 train 100 [data/s: 0.00186][batch/s: 0.32533][loss: 6.767065e-02][top1: 98.669552][top5: 99.989686]
2022-09-11 15:24:52,032 train 150 [data/s: 0.00135][batch/s: 0.32516][loss: 6.188465e-02][top1: 98.799666][top5: 99.993102]
2022-09-11 15:25:08,235 train 200 [data/s: 0.00110][batch/s: 0.32489][loss: 6.451943e-02][top1: 98.776946][top5: 99.994818]
2022-09-11 15:25:24,407 train 250 [data/s: 0.00095][batch/s: 0.32460][loss: 6.305438e-02][top1: 98.804778][top5: 99.995850]
2022-09-11 15:25:40,698 train 300 [data/s: 0.00084][batch/s: 0.32480][loss: 6.559450e-02][top1: 98.726465][top5: 99.993079]
2022-09-11 15:25:56,850 train 350 [data/s: 0.00076][batch/s: 0.32455][loss: 6.558403e-02][top1: 98.709043][top5: 99.991097]
2022-09-11 15:26:13,054 train 400 [data/s: 0.00071][batch/s: 0.32449][loss: 6.705227e-02][top1: 98.651805][top5: 99.989609]
2022-09-11 15:26:29,241 train 450 [data/s: 0.00066][batch/s: 0.32441][loss: 6.745219e-02][top1: 98.651143][top5: 99.990761]
2022-09-11 15:26:45,445 train 500 [data/s: 0.00063][batch/s: 0.32438][loss: 6.742494e-02][top1: 98.654771][top5: 99.989604]
2022-09-11 15:26:52,022 train_acc 98.651997
2022-09-11 15:26:52,208 valid 000 [data/s: 0.12543][batch/s: 0.18038][loss: 1.684800e-01][top1: 95.833328][top5: 100.000000]
2022-09-11 15:26:54,946 valid 050 [data/s: 0.00276][batch/s: 0.05722][loss: 1.370614e-01][top1: 96.446076][top5: 99.877450]
2022-09-11 15:26:57,683 valid 100 [data/s: 0.00154][batch/s: 0.05600][loss: 1.320945e-01][top1: 96.689354][top5: 99.896864]
2022-09-11 15:26:57,951 valid_acc 96.709997	best_val_acc 96.879997
2022-09-11 15:26:58,397 epoch 485 lr 2.125183e-03
2022-09-11 15:26:58,896 train 000 [data/s: 0.16481][batch/s: 0.49416][loss: 6.292032e-02][top1: 97.916664][top5: 100.000000]
2022-09-11 15:27:15,163 train 050 [data/s: 0.00357][batch/s: 0.32866][loss: 7.043774e-02][top1: 98.590683][top5: 99.959150]
2022-09-11 15:27:31,448 train 100 [data/s: 0.00197][batch/s: 0.32719][loss: 6.878981e-02][top1: 98.597357][top5: 99.969059]
2022-09-11 15:27:47,759 train 150 [data/s: 0.00143][batch/s: 0.32687][loss: 7.158756e-02][top1: 98.544423][top5: 99.972406]
2022-09-11 15:28:03,975 train 200 [data/s: 0.00116][batch/s: 0.32624][loss: 7.214694e-02][top1: 98.538555][top5: 99.974088]
2022-09-11 15:28:20,273 train 250 [data/s: 0.00099][batch/s: 0.32618][loss: 7.241183e-02][top1: 98.522574][top5: 99.970949]
2022-09-11 15:28:36,536 train 300 [data/s: 0.00088][batch/s: 0.32603][loss: 7.423111e-02][top1: 98.487677][top5: 99.965393]
2022-09-11 15:28:52,727 train 350 [data/s: 0.00080][batch/s: 0.32571][loss: 7.314061e-02][top1: 98.507239][top5: 99.970323]
2022-09-11 15:29:08,869 train 400 [data/s: 0.00074][batch/s: 0.32535][loss: 7.184548e-02][top1: 98.545301][top5: 99.974023]
2022-09-11 15:29:25,018 train 450 [data/s: 0.00070][batch/s: 0.32509][loss: 7.066430e-02][top1: 98.558756][top5: 99.976903]
2022-09-11 15:29:41,322 train 500 [data/s: 0.00066][batch/s: 0.32519][loss: 7.031947e-02][top1: 98.561208][top5: 99.979208]
2022-09-11 15:29:47,822 train_acc 98.559997
2022-09-11 15:29:48,020 valid 000 [data/s: 0.13906][batch/s: 0.19382][loss: 1.307658e-01][top1: 96.875000][top5: 100.000000]
2022-09-11 15:29:50,757 valid 050 [data/s: 0.00302][batch/s: 0.05746][loss: 1.430186e-01][top1: 96.568625][top5: 99.877451]
2022-09-11 15:29:53,494 valid 100 [data/s: 0.00167][batch/s: 0.05611][loss: 1.355885e-01][top1: 96.720295][top5: 99.917491]
2022-09-11 15:29:53,764 valid_acc 96.749998	best_val_acc 96.879997
2022-09-11 15:29:54,089 epoch 486 lr 2.088821e-03
2022-09-11 15:29:54,592 train 000 [data/s: 0.16238][batch/s: 0.49929][loss: 2.348911e-02][top1: 100.000000][top5: 100.000000]
2022-09-11 15:30:10,787 train 050 [data/s: 0.00351][batch/s: 0.32734][loss: 6.483701e-02][top1: 98.794932][top5: 100.000000]
2022-09-11 15:30:26,914 train 100 [data/s: 0.00193][batch/s: 0.32496][loss: 6.073105e-02][top1: 98.886136][top5: 99.989686]
2022-09-11 15:30:43,385 train 150 [data/s: 0.00141][batch/s: 0.32643][loss: 6.347035e-02][top1: 98.820362][top5: 99.979305]
2022-09-11 15:30:59,744 train 200 [data/s: 0.00114][batch/s: 0.32662][loss: 6.460206e-02][top1: 98.808041][top5: 99.979270]
2022-09-11 15:31:15,940 train 250 [data/s: 0.00098][batch/s: 0.32608][loss: 6.443262e-02][top1: 98.771578][top5: 99.983400]
2022-09-11 15:31:32,115 train 300 [data/s: 0.00087][batch/s: 0.32565][loss: 6.465204e-02][top1: 98.733386][top5: 99.982696]
2022-09-11 15:31:48,307 train 350 [data/s: 0.00084][batch/s: 0.32539][loss: 6.546186e-02][top1: 98.729817][top5: 99.982194]
2022-09-11 15:32:04,481 train 400 [data/s: 0.00078][batch/s: 0.32516][loss: 6.571738e-02][top1: 98.716747][top5: 99.984414]
2022-09-11 15:32:20,710 train 450 [data/s: 0.00073][batch/s: 0.32509][loss: 6.569620e-02][top1: 98.713505][top5: 99.983832]
2022-09-11 15:32:36,875 train 500 [data/s: 0.00069][batch/s: 0.32491][loss: 6.609344e-02][top1: 98.700513][top5: 99.983367]
2022-09-11 15:32:43,368 train_acc 98.699998
2022-09-11 15:32:43,542 valid 000 [data/s: 0.11296][batch/s: 0.16797][loss: 1.413985e-01][top1: 95.833328][top5: 100.000000]
2022-09-11 15:32:46,280 valid 050 [data/s: 0.00253][batch/s: 0.05697][loss: 1.260604e-01][top1: 96.732024][top5: 99.938725]
2022-09-11 15:32:49,016 valid 100 [data/s: 0.00142][batch/s: 0.05586][loss: 1.295644e-01][top1: 96.833744][top5: 99.948432]
2022-09-11 15:32:49,271 valid_acc 96.819998	best_val_acc 96.879997
2022-09-11 15:32:49,623 epoch 487 lr 2.052745e-03
2022-09-11 15:32:50,203 train 000 [data/s: 0.15472][batch/s: 0.57601][loss: 1.549836e-01][top1: 96.875000][top5: 100.000000]
2022-09-11 15:33:06,423 train 050 [data/s: 0.00334][batch/s: 0.32932][loss: 7.219385e-02][top1: 98.529410][top5: 100.000000]
2022-09-11 15:33:22,662 train 100 [data/s: 0.00184][batch/s: 0.32707][loss: 6.762180e-02][top1: 98.587044][top5: 100.000000]
2022-09-11 15:33:38,836 train 150 [data/s: 0.00133][batch/s: 0.32589][loss: 6.590175e-02][top1: 98.620307][top5: 99.993102]
2022-09-11 15:33:54,982 train 200 [data/s: 0.00108][batch/s: 0.32515][loss: 6.562347e-02][top1: 98.652568][top5: 99.994818]
2022-09-11 15:34:11,153 train 250 [data/s: 0.00093][batch/s: 0.32480][loss: 6.417498e-02][top1: 98.684427][top5: 99.995850]
2022-09-11 15:34:27,330 train 300 [data/s: 0.00083][batch/s: 0.32459][loss: 6.649218e-02][top1: 98.633027][top5: 99.993079]
2022-09-11 15:34:43,496 train 350 [data/s: 0.00076][batch/s: 0.32441][loss: 6.585745e-02][top1: 98.649689][top5: 99.994065]
2022-09-11 15:34:59,727 train 400 [data/s: 0.00070][batch/s: 0.32444][loss: 6.559418e-02][top1: 98.657001][top5: 99.994805]
2022-09-11 15:35:15,950 train 450 [data/s: 0.00066][batch/s: 0.32444][loss: 6.578465e-02][top1: 98.653453][top5: 99.993071]
2022-09-11 15:35:32,141 train 500 [data/s: 0.00063][batch/s: 0.32438][loss: 6.654269e-02][top1: 98.644376][top5: 99.989604]
2022-09-11 15:35:38,639 train_acc 98.645998
2022-09-11 15:35:38,823 valid 000 [data/s: 0.12386][batch/s: 0.17865][loss: 1.890987e-01][top1: 94.791664][top5: 100.000000]
2022-09-11 15:35:41,560 valid 050 [data/s: 0.00273][batch/s: 0.05718][loss: 1.426467e-01][top1: 96.405226][top5: 99.897875]
2022-09-11 15:35:44,314 valid 100 [data/s: 0.00152][batch/s: 0.05614][loss: 1.353507e-01][top1: 96.709981][top5: 99.917491]
2022-09-11 15:35:44,554 valid_acc 96.699997	best_val_acc 96.879997
2022-09-11 15:35:44,905 epoch 488 lr 2.016955e-03
2022-09-11 15:35:45,429 train 000 [data/s: 0.18320][batch/s: 0.52023][loss: 3.941280e-02][top1: 98.958328][top5: 100.000000]
2022-09-11 15:36:01,570 train 050 [data/s: 0.00390][batch/s: 0.32668][loss: 6.111739e-02][top1: 98.815357][top5: 100.000000]
2022-09-11 15:36:17,744 train 100 [data/s: 0.00214][batch/s: 0.32510][loss: 6.060894e-02][top1: 98.772687][top5: 100.000000]
2022-09-11 15:36:33,917 train 150 [data/s: 0.00154][batch/s: 0.32456][loss: 6.292894e-02][top1: 98.703088][top5: 99.993102]
2022-09-11 15:36:50,112 train 200 [data/s: 0.00123][batch/s: 0.32439][loss: 6.369636e-02][top1: 98.735487][top5: 99.994818]
2022-09-11 15:37:06,299 train 250 [data/s: 0.00105][batch/s: 0.32426][loss: 6.357244e-02][top1: 98.717627][top5: 99.991700]
2022-09-11 15:37:22,530 train 300 [data/s: 0.00093][batch/s: 0.32432][loss: 6.383775e-02][top1: 98.729925][top5: 99.993079]
2022-09-11 15:37:38,709 train 350 [data/s: 0.00084][batch/s: 0.32421][loss: 6.386474e-02][top1: 98.726849][top5: 99.991097]
2022-09-11 15:37:54,907 train 400 [data/s: 0.00078][batch/s: 0.32418][loss: 6.420332e-02][top1: 98.708954][top5: 99.987012]
2022-09-11 15:38:11,103 train 450 [data/s: 0.00073][batch/s: 0.32415][loss: 6.415615e-02][top1: 98.715814][top5: 99.988452]
2022-09-11 15:38:27,285 train 500 [data/s: 0.00069][batch/s: 0.32410][loss: 6.456051e-02][top1: 98.706751][top5: 99.985446]
2022-09-11 15:38:33,777 train_acc 98.693997
2022-09-11 15:38:33,966 valid 000 [data/s: 0.12888][batch/s: 0.18364][loss: 1.530779e-01][top1: 96.875000][top5: 100.000000]
2022-09-11 15:38:36,703 valid 050 [data/s: 0.00283][batch/s: 0.05727][loss: 1.381765e-01][top1: 96.609475][top5: 99.897875]
2022-09-11 15:38:39,439 valid 100 [data/s: 0.00157][batch/s: 0.05601][loss: 1.369917e-01][top1: 96.689354][top5: 99.927805]
2022-09-11 15:38:39,704 valid_acc 96.699998	best_val_acc 96.879997
2022-09-11 15:38:40,142 epoch 489 lr 1.981452e-03
2022-09-11 15:38:40,739 train 000 [data/s: 0.19790][batch/s: 0.58623][loss: 2.394414e-02][top1: 100.000000][top5: 100.000000]
2022-09-11 15:38:56,871 train 050 [data/s: 0.00422][batch/s: 0.32779][loss: 5.928626e-02][top1: 98.794932][top5: 100.000000]
2022-09-11 15:39:13,521 train 100 [data/s: 0.00230][batch/s: 0.33037][loss: 6.827651e-02][top1: 98.566417][top5: 100.000000]
2022-09-11 15:39:29,800 train 150 [data/s: 0.00165][batch/s: 0.32879][loss: 6.933917e-02][top1: 98.523728][top5: 100.000000]
2022-09-11 15:39:45,974 train 200 [data/s: 0.00132][batch/s: 0.32747][loss: 6.997102e-02][top1: 98.528190][top5: 100.000000]
2022-09-11 15:40:02,163 train 250 [data/s: 0.00113][batch/s: 0.32673][loss: 7.015421e-02][top1: 98.584825][top5: 99.995850]
2022-09-11 15:40:18,311 train 300 [data/s: 0.00099][batch/s: 0.32611][loss: 6.712470e-02][top1: 98.633026][top5: 99.996539]
2022-09-11 15:40:34,543 train 350 [data/s: 0.00089][batch/s: 0.32590][loss: 6.763686e-02][top1: 98.631883][top5: 99.997032]
2022-09-11 15:40:50,756 train 400 [data/s: 0.00082][batch/s: 0.32569][loss: 6.792120e-02][top1: 98.625829][top5: 99.994805]
2022-09-11 15:41:06,925 train 450 [data/s: 0.00077][batch/s: 0.32543][loss: 6.748329e-02][top1: 98.628046][top5: 99.993071]
2022-09-11 15:41:23,260 train 500 [data/s: 0.00073][batch/s: 0.32556][loss: 6.695377e-02][top1: 98.638138][top5: 99.993762]
2022-09-11 15:41:29,734 train_acc 98.655997
2022-09-11 15:41:29,948 valid 000 [data/s: 0.14561][batch/s: 0.20254][loss: 1.370407e-01][top1: 93.750000][top5: 100.000000]
2022-09-11 15:41:32,686 valid 050 [data/s: 0.00317][batch/s: 0.05766][loss: 1.323697e-01][top1: 96.732024][top5: 99.897875]
2022-09-11 15:41:35,422 valid 100 [data/s: 0.00174][batch/s: 0.05620][loss: 1.309746e-01][top1: 96.792490][top5: 99.917491]
2022-09-11 15:41:35,660 valid_acc 96.779998	best_val_acc 96.879997
2022-09-11 15:41:35,982 epoch 490 lr 1.946238e-03
2022-09-11 15:41:36,501 train 000 [data/s: 0.18564][batch/s: 0.51512][loss: 8.080418e-02][top1: 97.916664][top5: 100.000000]
2022-09-11 15:41:52,900 train 050 [data/s: 0.00396][batch/s: 0.33164][loss: 5.857749e-02][top1: 98.651958][top5: 99.979575]
2022-09-11 15:42:09,258 train 100 [data/s: 0.00217][batch/s: 0.32942][loss: 6.091208e-02][top1: 98.648925][top5: 99.989686]
2022-09-11 15:42:25,439 train 150 [data/s: 0.00156][batch/s: 0.32750][loss: 6.245217e-02][top1: 98.709986][top5: 99.986203]
2022-09-11 15:42:41,600 train 200 [data/s: 0.00125][batch/s: 0.32644][loss: 6.262793e-02][top1: 98.719939][top5: 99.989635]
2022-09-11 15:42:57,759 train 250 [data/s: 0.00107][batch/s: 0.32579][loss: 6.238564e-02][top1: 98.701026][top5: 99.991700]
2022-09-11 15:43:13,983 train 300 [data/s: 0.00095][batch/s: 0.32557][loss: 6.367522e-02][top1: 98.691858][top5: 99.993079]
2022-09-11 15:43:30,200 train 350 [data/s: 0.00086][batch/s: 0.32540][loss: 6.358888e-02][top1: 98.700140][top5: 99.994065]
2022-09-11 15:43:46,445 train 400 [data/s: 0.00079][batch/s: 0.32533][loss: 6.485497e-02][top1: 98.677782][top5: 99.994805]
2022-09-11 15:44:02,619 train 450 [data/s: 0.00074][batch/s: 0.32513][loss: 6.539237e-02][top1: 98.676549][top5: 99.993071]
2022-09-11 15:44:18,770 train 500 [data/s: 0.00070][batch/s: 0.32492][loss: 6.444855e-02][top1: 98.700513][top5: 99.993762]
2022-09-11 15:44:25,240 train_acc 98.707997
2022-09-11 15:44:25,417 valid 000 [data/s: 0.11786][batch/s: 0.17269][loss: 1.314621e-01][top1: 95.833328][top5: 100.000000]
2022-09-11 15:44:28,153 valid 050 [data/s: 0.00258][batch/s: 0.05702][loss: 1.321835e-01][top1: 96.691174][top5: 99.877451]
2022-09-11 15:44:30,888 valid 100 [data/s: 0.00143][batch/s: 0.05587][loss: 1.315264e-01][top1: 96.709981][top5: 99.917491]
2022-09-11 15:44:31,138 valid_acc 96.729998	best_val_acc 96.879997
2022-09-11 15:44:31,488 epoch 491 lr 1.911313e-03
2022-09-11 15:44:31,982 train 000 [data/s: 0.15956][batch/s: 0.48906][loss: 2.200009e-02][top1: 100.000000][top5: 100.000000]
2022-09-11 15:44:48,120 train 050 [data/s: 0.00342][batch/s: 0.32603][loss: 5.681924e-02][top1: 98.876631][top5: 100.000000]
2022-09-11 15:45:04,312 train 100 [data/s: 0.00187][batch/s: 0.32495][loss: 5.812455e-02][top1: 98.783001][top5: 99.989686]
2022-09-11 15:45:20,466 train 150 [data/s: 0.00135][batch/s: 0.32433][loss: 5.814065e-02][top1: 98.758275][top5: 99.993102]
2022-09-11 15:45:36,606 train 200 [data/s: 0.00110][batch/s: 0.32395][loss: 5.768671e-02][top1: 98.813223][top5: 99.994818]
2022-09-11 15:45:52,801 train 250 [data/s: 0.00094][batch/s: 0.32394][loss: 5.734211e-02][top1: 98.846279][top5: 99.995850]
2022-09-11 15:46:08,967 train 300 [data/s: 0.00084][batch/s: 0.32384][loss: 5.837023e-02][top1: 98.799139][top5: 99.996539]
2022-09-11 15:46:25,187 train 350 [data/s: 0.00077][batch/s: 0.32392][loss: 5.972341e-02][top1: 98.783236][top5: 99.997032]
2022-09-11 15:46:41,362 train 400 [data/s: 0.00074][batch/s: 0.32386][loss: 5.991557e-02][top1: 98.784287][top5: 99.997402]
2022-09-11 15:46:57,522 train 450 [data/s: 0.00069][batch/s: 0.32379][loss: 6.029041e-02][top1: 98.789724][top5: 99.997690]
2022-09-11 15:47:13,782 train 500 [data/s: 0.00066][batch/s: 0.32393][loss: 6.107258e-02][top1: 98.777442][top5: 99.997921]
2022-09-11 15:47:20,305 train_acc 98.785997
2022-09-11 15:47:20,480 valid 000 [data/s: 0.11380][batch/s: 0.17048][loss: 9.869418e-02][top1: 94.791664][top5: 100.000000]
2022-09-11 15:47:23,224 valid 050 [data/s: 0.00252][batch/s: 0.05714][loss: 1.366060e-01][top1: 96.793298][top5: 99.877450]
2022-09-11 15:47:25,961 valid 100 [data/s: 0.00142][batch/s: 0.05595][loss: 1.297373e-01][top1: 96.895625][top5: 99.896864]
2022-09-11 15:47:26,339 valid_acc 96.889998	best_val_acc 96.889998
2022-09-11 15:47:26,656 epoch 492 lr 1.876678e-03
2022-09-11 15:47:27,165 train 000 [data/s: 0.17742][batch/s: 0.50493][loss: 3.545800e-02][top1: 100.000000][top5: 100.000000]
2022-09-11 15:47:43,387 train 050 [data/s: 0.00381][batch/s: 0.32798][loss: 6.396027e-02][top1: 98.549834][top5: 100.000000]
2022-09-11 15:47:59,725 train 100 [data/s: 0.00208][batch/s: 0.32737][loss: 6.269540e-02][top1: 98.710806][top5: 99.989686]
2022-09-11 15:48:15,897 train 150 [data/s: 0.00150][batch/s: 0.32607][loss: 6.359600e-02][top1: 98.709987][top5: 99.986203]
2022-09-11 15:48:32,139 train 200 [data/s: 0.00121][batch/s: 0.32576][loss: 6.551311e-02][top1: 98.714757][top5: 99.984453]
2022-09-11 15:48:48,449 train 250 [data/s: 0.00104][batch/s: 0.32585][loss: 6.570205e-02][top1: 98.717627][top5: 99.983400]
2022-09-11 15:49:04,601 train 300 [data/s: 0.00093][batch/s: 0.32539][loss: 6.579040e-02][top1: 98.712622][top5: 99.979236]
2022-09-11 15:49:20,761 train 350 [data/s: 0.00084][batch/s: 0.32507][loss: 6.560628e-02][top1: 98.720914][top5: 99.982194]
2022-09-11 15:49:36,920 train 400 [data/s: 0.00078][batch/s: 0.32484][loss: 6.509268e-02][top1: 98.732333][top5: 99.984414]
2022-09-11 15:49:53,132 train 450 [data/s: 0.00072][batch/s: 0.32477][loss: 6.537682e-02][top1: 98.722743][top5: 99.986142]
2022-09-11 15:50:09,466 train 500 [data/s: 0.00069][batch/s: 0.32496][loss: 6.514097e-02][top1: 98.715067][top5: 99.987525]
2022-09-11 15:50:15,953 train_acc 98.729997
2022-09-11 15:50:16,147 valid 000 [data/s: 0.13399][batch/s: 0.18882][loss: 1.041170e-01][top1: 94.791664][top5: 100.000000]
2022-09-11 15:50:18,885 valid 050 [data/s: 0.00292][batch/s: 0.05738][loss: 1.267995e-01][top1: 96.956697][top5: 99.918300]
2022-09-11 15:50:21,625 valid 100 [data/s: 0.00163][batch/s: 0.05610][loss: 1.296617e-01][top1: 96.978133][top5: 99.938119]
2022-09-11 15:50:22,027 valid_acc 96.959997	best_val_acc 96.959997
2022-09-11 15:50:22,343 epoch 493 lr 1.842334e-03
2022-09-11 15:50:22,852 train 000 [data/s: 0.16890][batch/s: 0.50451][loss: 2.000687e-02][top1: 100.000000][top5: 100.000000]
2022-09-11 15:50:39,087 train 050 [data/s: 0.00364][batch/s: 0.32824][loss: 6.972906e-02][top1: 98.406861][top5: 99.979575]
2022-09-11 15:50:55,276 train 100 [data/s: 0.00201][batch/s: 0.32603][loss: 6.521821e-02][top1: 98.576730][top5: 99.989686]
2022-09-11 15:51:11,621 train 150 [data/s: 0.00146][batch/s: 0.32631][loss: 6.236960e-02][top1: 98.668596][top5: 99.993102]
2022-09-11 15:51:27,813 train 200 [data/s: 0.00118][batch/s: 0.32570][loss: 6.407332e-02][top1: 98.668115][top5: 99.989635]
2022-09-11 15:51:44,029 train 250 [data/s: 0.00100][batch/s: 0.32543][loss: 6.581561e-02][top1: 98.613875][top5: 99.991700]
2022-09-11 15:52:00,204 train 300 [data/s: 0.00089][batch/s: 0.32510][loss: 6.543121e-02][top1: 98.605341][top5: 99.993079]
2022-09-11 15:52:16,366 train 350 [data/s: 0.00081][batch/s: 0.32484][loss: 6.405539e-02][top1: 98.637818][top5: 99.991097]
2022-09-11 15:52:32,574 train 400 [data/s: 0.00075][batch/s: 0.32475][loss: 6.358965e-02][top1: 98.649208][top5: 99.992207]
2022-09-11 15:52:48,754 train 450 [data/s: 0.00070][batch/s: 0.32463][loss: 6.357537e-02][top1: 98.660382][top5: 99.988452]
2022-09-11 15:53:04,959 train 500 [data/s: 0.00066][batch/s: 0.32457][loss: 6.304081e-02][top1: 98.671405][top5: 99.989604]
2022-09-11 15:53:11,438 train_acc 98.679997
2022-09-11 15:53:11,615 valid 000 [data/s: 0.11629][batch/s: 0.17196][loss: 9.842791e-02][top1: 95.833328][top5: 100.000000]
2022-09-11 15:53:14,352 valid 050 [data/s: 0.00258][batch/s: 0.05704][loss: 1.316524e-01][top1: 96.650325][top5: 99.857025]
2022-09-11 15:53:17,089 valid 100 [data/s: 0.00144][batch/s: 0.05590][loss: 1.278639e-01][top1: 96.885311][top5: 99.896864]
2022-09-11 15:53:17,355 valid_acc 96.899998	best_val_acc 96.959997
2022-09-11 15:53:17,698 epoch 494 lr 1.808283e-03
2022-09-11 15:53:18,176 train 000 [data/s: 0.14633][batch/s: 0.47327][loss: 7.099032e-02][top1: 98.958328][top5: 100.000000]
2022-09-11 15:53:34,541 train 050 [data/s: 0.00323][batch/s: 0.33017][loss: 5.647161e-02][top1: 98.774507][top5: 100.000000]
2022-09-11 15:53:50,729 train 100 [data/s: 0.00179][batch/s: 0.32700][loss: 5.473952e-02][top1: 98.886136][top5: 100.000000]
2022-09-11 15:54:06,925 train 150 [data/s: 0.00130][batch/s: 0.32598][loss: 5.828818e-02][top1: 98.806565][top5: 100.000000]
2022-09-11 15:54:23,142 train 200 [data/s: 0.00106][batch/s: 0.32557][loss: 6.078165e-02][top1: 98.761399][top5: 99.994818]
2022-09-11 15:54:39,336 train 250 [data/s: 0.00092][batch/s: 0.32523][loss: 6.163818e-02][top1: 98.754977][top5: 99.995850]
2022-09-11 15:54:55,519 train 300 [data/s: 0.00081][batch/s: 0.32497][loss: 6.104387e-02][top1: 98.778375][top5: 99.996539]
2022-09-11 15:55:11,687 train 350 [data/s: 0.00074][batch/s: 0.32474][loss: 6.070973e-02][top1: 98.792139][top5: 99.991097]
2022-09-11 15:55:27,874 train 400 [data/s: 0.00069][batch/s: 0.32462][loss: 6.096152e-02][top1: 98.784287][top5: 99.992207]
2022-09-11 15:55:44,061 train 450 [data/s: 0.00065][batch/s: 0.32452][loss: 6.133461e-02][top1: 98.785105][top5: 99.990761]
2022-09-11 15:56:00,202 train 500 [data/s: 0.00062][batch/s: 0.32435][loss: 6.070411e-02][top1: 98.787838][top5: 99.991683]
2022-09-11 15:56:06,787 train_acc 98.791997
2022-09-11 15:56:06,958 valid 000 [data/s: 0.11013][batch/s: 0.16486][loss: 9.610678e-02][top1: 95.833328][top5: 100.000000]
2022-09-11 15:56:09,693 valid 050 [data/s: 0.00242][batch/s: 0.05687][loss: 1.253156e-01][top1: 96.997546][top5: 99.877450]
2022-09-11 15:56:12,428 valid 100 [data/s: 0.00136][batch/s: 0.05580][loss: 1.219179e-01][top1: 97.009073][top5: 99.907178]
2022-09-11 15:56:12,836 valid_acc 96.999997	best_val_acc 96.999997
2022-09-11 15:56:13,153 epoch 495 lr 1.774525e-03
2022-09-11 15:56:13,630 train 000 [data/s: 0.14604][batch/s: 0.47310][loss: 5.003801e-02][top1: 100.000000][top5: 100.000000]
2022-09-11 15:56:29,811 train 050 [data/s: 0.00316][batch/s: 0.32654][loss: 6.054609e-02][top1: 98.876631][top5: 99.979575]
2022-09-11 15:56:45,961 train 100 [data/s: 0.00175][batch/s: 0.32479][loss: 5.546945e-02][top1: 98.989271][top5: 99.989686]
2022-09-11 15:57:02,138 train 150 [data/s: 0.00127][batch/s: 0.32437][loss: 5.791507e-02][top1: 98.916940][top5: 99.993102]
2022-09-11 15:57:18,377 train 200 [data/s: 0.00103][batch/s: 0.32448][loss: 5.785636e-02][top1: 98.901324][top5: 99.994818]
2022-09-11 15:57:34,539 train 250 [data/s: 0.00089][batch/s: 0.32423][loss: 5.776240e-02][top1: 98.879480][top5: 99.995850]
2022-09-11 15:57:50,738 train 300 [data/s: 0.00079][batch/s: 0.32419][loss: 5.811068e-02][top1: 98.844128][top5: 99.996539]
2022-09-11 15:58:06,860 train 350 [data/s: 0.00072][batch/s: 0.32394][loss: 5.793850e-02][top1: 98.854461][top5: 99.997032]
2022-09-11 15:58:23,166 train 400 [data/s: 0.00068][batch/s: 0.32421][loss: 5.815725e-02][top1: 98.846631][top5: 99.997402]
2022-09-11 15:58:39,450 train 450 [data/s: 0.00064][batch/s: 0.32437][loss: 5.746747e-02][top1: 98.870563][top5: 99.997690]
2022-09-11 15:58:55,711 train 500 [data/s: 0.00061][batch/s: 0.32446][loss: 5.801002e-02][top1: 98.846055][top5: 99.997921]
2022-09-11 15:59:02,290 train_acc 98.829998
2022-09-11 15:59:02,474 valid 000 [data/s: 0.12268][batch/s: 0.17754][loss: 7.050934e-02][top1: 96.875000][top5: 100.000000]
2022-09-11 15:59:05,211 valid 050 [data/s: 0.00270][batch/s: 0.05715][loss: 1.314118e-01][top1: 96.834148][top5: 99.897875]
2022-09-11 15:59:07,948 valid 100 [data/s: 0.00151][batch/s: 0.05596][loss: 1.281635e-01][top1: 96.885311][top5: 99.907178]
2022-09-11 15:59:08,202 valid_acc 96.869997	best_val_acc 96.999997
2022-09-11 15:59:08,527 epoch 496 lr 1.741061e-03
2022-09-11 15:59:09,056 train 000 [data/s: 0.18419][batch/s: 0.52488][loss: 1.622149e-01][top1: 95.833328][top5: 100.000000]
2022-09-11 15:59:25,490 train 050 [data/s: 0.00397][batch/s: 0.33252][loss: 5.247752e-02][top1: 98.897056][top5: 100.000000]
2022-09-11 15:59:42,352 train 100 [data/s: 0.00221][batch/s: 0.33485][loss: 5.767419e-02][top1: 98.834568][top5: 100.000000]
2022-09-11 15:59:58,674 train 150 [data/s: 0.00160][batch/s: 0.33207][loss: 5.791384e-02][top1: 98.889346][top5: 99.993102]
2022-09-11 16:00:15,521 train 200 [data/s: 0.00129][batch/s: 0.33328][loss: 5.852783e-02][top1: 98.906507][top5: 99.994818]
2022-09-11 16:00:31,834 train 250 [data/s: 0.00111][batch/s: 0.33188][loss: 6.029693e-02][top1: 98.842129][top5: 99.995850]
2022-09-11 16:00:48,160 train 300 [data/s: 0.00099][batch/s: 0.33099][loss: 5.997503e-02][top1: 98.833746][top5: 99.993079]
2022-09-11 16:01:04,490 train 350 [data/s: 0.00090][batch/s: 0.33036][loss: 6.068717e-02][top1: 98.830719][top5: 99.991097]
2022-09-11 16:01:20,796 train 400 [data/s: 0.00083][batch/s: 0.32983][loss: 6.138482e-02][top1: 98.802471][top5: 99.989609]
2022-09-11 16:01:36,969 train 450 [data/s: 0.00078][batch/s: 0.32913][loss: 6.149478e-02][top1: 98.801272][top5: 99.990761]
2022-09-11 16:01:54,137 train 500 [data/s: 0.00074][batch/s: 0.33055][loss: 6.067222e-02][top1: 98.821105][top5: 99.991683]
2022-09-11 16:02:01,209 train_acc 98.809997
2022-09-11 16:02:01,387 valid 000 [data/s: 0.11919][batch/s: 0.17403][loss: 8.971763e-02][top1: 96.875000][top5: 100.000000]
2022-09-11 16:02:04,125 valid 050 [data/s: 0.00264][batch/s: 0.05710][loss: 1.272084e-01][top1: 96.793298][top5: 99.897875]
2022-09-11 16:02:06,892 valid 100 [data/s: 0.00149][batch/s: 0.05622][loss: 1.228832e-01][top1: 96.926565][top5: 99.917491]
2022-09-11 16:02:07,136 valid_acc 96.939998	best_val_acc 96.999997
2022-09-11 16:02:07,496 epoch 497 lr 1.707892e-03
2022-09-11 16:02:08,036 train 000 [data/s: 0.17074][batch/s: 0.53574][loss: 3.812142e-02][top1: 97.916664][top5: 100.000000]
2022-09-11 16:02:24,231 train 050 [data/s: 0.00367][batch/s: 0.32806][loss: 6.802250e-02][top1: 98.447710][top5: 100.000000]
2022-09-11 16:02:40,548 train 100 [data/s: 0.00203][batch/s: 0.32721][loss: 6.326845e-02][top1: 98.648925][top5: 99.989686]
2022-09-11 16:02:56,769 train 150 [data/s: 0.00147][batch/s: 0.32628][loss: 6.236926e-02][top1: 98.730682][top5: 99.993102]
2022-09-11 16:03:12,868 train 200 [data/s: 0.00119][batch/s: 0.32521][loss: 6.029747e-02][top1: 98.808041][top5: 99.994818]
2022-09-11 16:03:29,129 train 250 [data/s: 0.00102][batch/s: 0.32521][loss: 5.961701e-02][top1: 98.800628][top5: 99.995850]
2022-09-11 16:03:45,283 train 300 [data/s: 0.00091][batch/s: 0.32486][loss: 6.118917e-02][top1: 98.785296][top5: 99.989618]
2022-09-11 16:04:01,594 train 350 [data/s: 0.00083][batch/s: 0.32505][loss: 6.084128e-02][top1: 98.783236][top5: 99.991097]
2022-09-11 16:04:17,865 train 400 [data/s: 0.00077][batch/s: 0.32510][loss: 6.012699e-02][top1: 98.823252][top5: 99.992207]
2022-09-11 16:04:34,070 train 450 [data/s: 0.00072][batch/s: 0.32499][loss: 6.047975e-02][top1: 98.805892][top5: 99.993071]
2022-09-11 16:04:50,175 train 500 [data/s: 0.00068][batch/s: 0.32470][loss: 6.016288e-02][top1: 98.814868][top5: 99.993762]
2022-09-11 16:04:56,630 train_acc 98.815998
2022-09-11 16:04:56,819 valid 000 [data/s: 0.12751][batch/s: 0.18226][loss: 1.255141e-01][top1: 94.791664][top5: 100.000000]
2022-09-11 16:04:59,577 valid 050 [data/s: 0.00280][batch/s: 0.05767][loss: 1.274003e-01][top1: 96.752449][top5: 99.877450]
2022-09-11 16:05:02,323 valid 100 [data/s: 0.00156][batch/s: 0.05630][loss: 1.290070e-01][top1: 96.823430][top5: 99.907178]
2022-09-11 16:05:02,565 valid_acc 96.829998	best_val_acc 96.999997
2022-09-11 16:05:02,922 epoch 498 lr 1.675019e-03
2022-09-11 16:05:03,431 train 000 [data/s: 0.17142][batch/s: 0.50437][loss: 1.117686e-01][top1: 97.916664][top5: 100.000000]
2022-09-11 16:05:19,591 train 050 [data/s: 0.00369][batch/s: 0.32675][loss: 6.652902e-02][top1: 98.713233][top5: 100.000000]
2022-09-11 16:05:35,699 train 100 [data/s: 0.00202][batch/s: 0.32448][loss: 6.063881e-02][top1: 98.762374][top5: 99.979373]
2022-09-11 16:05:51,866 train 150 [data/s: 0.00145][batch/s: 0.32410][loss: 6.238490e-02][top1: 98.716885][top5: 99.986203]
2022-09-11 16:06:08,100 train 200 [data/s: 0.00117][batch/s: 0.32424][loss: 5.882723e-02][top1: 98.823588][top5: 99.989635]
2022-09-11 16:06:25,344 train 250 [data/s: 0.00101][batch/s: 0.32836][loss: 6.196187e-02][top1: 98.775728][top5: 99.991700]
2022-09-11 16:06:42,830 train 300 [data/s: 0.00090][batch/s: 0.33190][loss: 6.153249e-02][top1: 98.764533][top5: 99.989618]
2022-09-11 16:07:00,332 train 350 [data/s: 0.00082][batch/s: 0.33449][loss: 6.160080e-02][top1: 98.759494][top5: 99.991097]
2022-09-11 16:07:17,115 train 400 [data/s: 0.00076][batch/s: 0.33463][loss: 6.136874e-02][top1: 98.768701][top5: 99.992207]
2022-09-11 16:07:33,367 train 450 [data/s: 0.00071][batch/s: 0.33357][loss: 6.060453e-02][top1: 98.782795][top5: 99.990761]
2022-09-11 16:07:49,746 train 500 [data/s: 0.00068][batch/s: 0.33297][loss: 6.051627e-02][top1: 98.773284][top5: 99.991683]
2022-09-11 16:07:56,226 train_acc 98.765998
2022-09-11 16:07:56,405 valid 000 [data/s: 0.11949][batch/s: 0.17428][loss: 8.124508e-02][top1: 97.916664][top5: 100.000000]
2022-09-11 16:07:59,150 valid 050 [data/s: 0.00264][batch/s: 0.05723][loss: 1.271694e-01][top1: 97.017971][top5: 99.918300]
2022-09-11 16:08:01,885 valid 100 [data/s: 0.00146][batch/s: 0.05597][loss: 1.295387e-01][top1: 96.905939][top5: 99.938119]
2022-09-11 16:08:02,131 valid_acc 96.879998	best_val_acc 96.999997
2022-09-11 16:08:02,500 epoch 499 lr 1.642442e-03
2022-09-11 16:08:03,022 train 000 [data/s: 0.17545][batch/s: 0.51708][loss: 4.820823e-02][top1: 97.916664][top5: 100.000000]
2022-09-11 16:08:19,169 train 050 [data/s: 0.00376][batch/s: 0.32676][loss: 6.229843e-02][top1: 98.651958][top5: 99.979575]
2022-09-11 16:08:35,265 train 100 [data/s: 0.00205][batch/s: 0.32436][loss: 5.773695e-02][top1: 98.865509][top5: 99.989686]
2022-09-11 16:08:51,434 train 150 [data/s: 0.00148][batch/s: 0.32404][loss: 5.711666e-02][top1: 98.910042][top5: 99.993102]
2022-09-11 16:09:07,703 train 200 [data/s: 0.00120][batch/s: 0.32437][loss: 5.845632e-02][top1: 98.839135][top5: 99.989635]
2022-09-11 16:09:24,086 train 250 [data/s: 0.00102][batch/s: 0.32503][loss: 6.020222e-02][top1: 98.825529][top5: 99.991700]
2022-09-11 16:09:40,267 train 300 [data/s: 0.00092][batch/s: 0.32479][loss: 6.091389e-02][top1: 98.795678][top5: 99.989618]
2022-09-11 16:09:56,396 train 350 [data/s: 0.00083][batch/s: 0.32448][loss: 6.061548e-02][top1: 98.804010][top5: 99.991097]
2022-09-11 16:10:12,615 train 400 [data/s: 0.00077][batch/s: 0.32446][loss: 6.105569e-02][top1: 98.792080][top5: 99.992207]
2022-09-11 16:10:28,746 train 450 [data/s: 0.00073][batch/s: 0.32426][loss: 6.074628e-02][top1: 98.805892][top5: 99.993071]
2022-09-11 16:10:44,941 train 500 [data/s: 0.00069][batch/s: 0.32422][loss: 6.079599e-02][top1: 98.800313][top5: 99.991683]
2022-09-11 16:10:51,431 train_acc 98.801997
2022-09-11 16:10:51,622 valid 000 [data/s: 0.13084][batch/s: 0.18566][loss: 1.340398e-01][top1: 94.791664][top5: 100.000000]
2022-09-11 16:10:54,359 valid 050 [data/s: 0.00286][batch/s: 0.05729][loss: 1.379540e-01][top1: 96.772873][top5: 99.877451]
2022-09-11 16:10:57,095 valid 100 [data/s: 0.00159][batch/s: 0.05602][loss: 1.325362e-01][top1: 96.947192][top5: 99.907178]
2022-09-11 16:10:57,363 valid_acc 96.929997	best_val_acc 96.999997
2022-09-11 16:10:57,727 epoch 500 lr 1.610163e-03
2022-09-11 16:10:58,239 train 000 [data/s: 0.17299][batch/s: 0.50674][loss: 7.752628e-02][top1: 98.958328][top5: 100.000000]
2022-09-11 16:11:15,190 train 050 [data/s: 0.00373][batch/s: 0.34231][loss: 5.217704e-02][top1: 99.121729][top5: 100.000000]
2022-09-11 16:11:31,559 train 100 [data/s: 0.00206][batch/s: 0.33492][loss: 5.199348e-02][top1: 99.092407][top5: 99.989686]
2022-09-11 16:11:48,027 train 150 [data/s: 0.00150][batch/s: 0.33308][loss: 5.158741e-02][top1: 99.082503][top5: 99.993102]
2022-09-11 16:12:04,588 train 200 [data/s: 0.00121][batch/s: 0.33261][loss: 5.296726e-02][top1: 99.046432][top5: 99.994818]
2022-09-11 16:12:20,949 train 250 [data/s: 0.00105][batch/s: 0.33154][loss: 5.400894e-02][top1: 99.024732][top5: 99.991700]
2022-09-11 16:12:37,233 train 300 [data/s: 0.00094][batch/s: 0.33057][loss: 5.701075e-02][top1: 98.961792][top5: 99.993079]
2022-09-11 16:12:53,519 train 350 [data/s: 0.00086][batch/s: 0.32988][loss: 5.592233e-02][top1: 98.946460][top5: 99.994065]
2022-09-11 16:13:09,905 train 400 [data/s: 0.00080][batch/s: 0.32961][loss: 5.620779e-02][top1: 98.927159][top5: 99.992207]
2022-09-11 16:13:26,365 train 450 [data/s: 0.00075][batch/s: 0.32956][loss: 5.594759e-02][top1: 98.939853][top5: 99.993071]
2022-09-11 16:13:42,757 train 500 [data/s: 0.00071][batch/s: 0.32939][loss: 5.663859e-02][top1: 98.918827][top5: 99.993762]
2022-09-11 16:13:49,255 train_acc 98.907998
2022-09-11 16:13:49,440 valid 000 [data/s: 0.12567][batch/s: 0.18054][loss: 1.072579e-01][top1: 96.875000][top5: 100.000000]
2022-09-11 16:13:52,177 valid 050 [data/s: 0.00276][batch/s: 0.05720][loss: 1.405091e-01][top1: 96.650324][top5: 99.897875]
2022-09-11 16:13:54,914 valid 100 [data/s: 0.00154][batch/s: 0.05598][loss: 1.318538e-01][top1: 96.885311][top5: 99.917491]
2022-09-11 16:13:55,162 valid_acc 96.889998	best_val_acc 96.999997
2022-09-11 16:13:55,529 epoch 501 lr 1.578183e-03
2022-09-11 16:13:56,039 train 000 [data/s: 0.15655][batch/s: 0.50601][loss: 1.351030e-02][top1: 100.000000][top5: 100.000000]
2022-09-11 16:14:12,610 train 050 [data/s: 0.00343][batch/s: 0.33484][loss: 5.876037e-02][top1: 98.815357][top5: 99.979575]
2022-09-11 16:14:28,944 train 100 [data/s: 0.00192][batch/s: 0.33079][loss: 6.067980e-02][top1: 98.741747][top5: 99.979373]
2022-09-11 16:14:45,519 train 150 [data/s: 0.00143][batch/s: 0.33103][loss: 6.110554e-02][top1: 98.716885][top5: 99.972406]
2022-09-11 16:15:02,005 train 200 [data/s: 0.00117][batch/s: 0.33070][loss: 5.868876e-02][top1: 98.813223][top5: 99.974088]
2022-09-11 16:15:18,430 train 250 [data/s: 0.00101][batch/s: 0.33026][loss: 5.968004e-02][top1: 98.800628][top5: 99.975099]
2022-09-11 16:15:34,676 train 300 [data/s: 0.00090][batch/s: 0.32938][loss: 5.898838e-02][top1: 98.806061][top5: 99.979236]
2022-09-11 16:15:51,058 train 350 [data/s: 0.00082][batch/s: 0.32913][loss: 5.939113e-02][top1: 98.809945][top5: 99.982194]
2022-09-11 16:16:07,728 train 400 [data/s: 0.00077][batch/s: 0.32966][loss: 5.924677e-02][top1: 98.833643][top5: 99.984414]
2022-09-11 16:16:24,419 train 450 [data/s: 0.00075][batch/s: 0.33012][loss: 5.800622e-02][top1: 98.861324][top5: 99.986142]
2022-09-11 16:16:40,980 train 500 [data/s: 0.00071][batch/s: 0.33023][loss: 5.864840e-02][top1: 98.852293][top5: 99.983367]
2022-09-11 16:16:47,482 train_acc 98.839998
2022-09-11 16:16:47,665 valid 000 [data/s: 0.12195][batch/s: 0.17687][loss: 8.427704e-02][top1: 97.916664][top5: 100.000000]
2022-09-11 16:16:50,422 valid 050 [data/s: 0.00272][batch/s: 0.05753][loss: 1.310464e-01][top1: 96.732023][top5: 99.877450]
2022-09-11 16:16:53,165 valid 100 [data/s: 0.00154][batch/s: 0.05620][loss: 1.299270e-01][top1: 96.895624][top5: 99.896864]
2022-09-11 16:16:53,439 valid_acc 96.859997	best_val_acc 96.999997
2022-09-11 16:16:53,817 epoch 502 lr 1.546502e-03
2022-09-11 16:16:54,387 train 000 [data/s: 0.19929][batch/s: 0.56429][loss: 9.100062e-02][top1: 98.958328][top5: 98.958328]
2022-09-11 16:17:10,527 train 050 [data/s: 0.00427][batch/s: 0.32754][loss: 5.508165e-02][top1: 98.958331][top5: 99.979575]
2022-09-11 16:17:26,727 train 100 [data/s: 0.00234][batch/s: 0.32579][loss: 5.254633e-02][top1: 99.040839][top5: 99.989686]
2022-09-11 16:17:43,041 train 150 [data/s: 0.00168][batch/s: 0.32595][loss: 5.503173e-02][top1: 99.006620][top5: 99.993102]
2022-09-11 16:17:59,244 train 200 [data/s: 0.00135][batch/s: 0.32548][loss: 5.595018e-02][top1: 98.942784][top5: 99.994818]
2022-09-11 16:18:15,536 train 250 [data/s: 0.00115][batch/s: 0.32555][loss: 5.446833e-02][top1: 98.974931][top5: 99.995850]
2022-09-11 16:18:31,898 train 300 [data/s: 0.00102][batch/s: 0.32583][loss: 5.431380e-02][top1: 98.979095][top5: 99.996539]
2022-09-11 16:18:48,079 train 350 [data/s: 0.00092][batch/s: 0.32552][loss: 5.378951e-02][top1: 98.988008][top5: 99.997032]
2022-09-11 16:19:04,267 train 400 [data/s: 0.00085][batch/s: 0.32530][loss: 5.404402e-02][top1: 98.986906][top5: 99.997402]
2022-09-11 16:19:20,406 train 450 [data/s: 0.00079][batch/s: 0.32502][loss: 5.409102e-02][top1: 98.988357][top5: 99.997690]
2022-09-11 16:19:36,555 train 500 [data/s: 0.00074][batch/s: 0.32481][loss: 5.449968e-02][top1: 98.958331][top5: 99.997921]
2022-09-11 16:19:43,029 train_acc 98.961998
2022-09-11 16:19:43,216 valid 000 [data/s: 0.12680][batch/s: 0.18158][loss: 1.285733e-01][top1: 95.833328][top5: 100.000000]
2022-09-11 16:19:45,983 valid 050 [data/s: 0.00280][batch/s: 0.05782][loss: 1.305983e-01][top1: 96.752448][top5: 99.877451]
2022-09-11 16:19:48,719 valid 100 [data/s: 0.00156][batch/s: 0.05629][loss: 1.296272e-01][top1: 96.792489][top5: 99.907178]
2022-09-11 16:19:48,979 valid_acc 96.799997	best_val_acc 96.999997
2022-09-11 16:19:49,346 epoch 503 lr 1.515122e-03
2022-09-11 16:19:49,933 train 000 [data/s: 0.17701][batch/s: 0.58266][loss: 1.458259e-01][top1: 97.916664][top5: 100.000000]
2022-09-11 16:20:06,240 train 050 [data/s: 0.00383][batch/s: 0.33116][loss: 5.926265e-02][top1: 99.019605][top5: 100.000000]
2022-09-11 16:20:22,421 train 100 [data/s: 0.00208][batch/s: 0.32743][loss: 5.983448e-02][top1: 98.948017][top5: 100.000000]
2022-09-11 16:20:38,811 train 150 [data/s: 0.00150][batch/s: 0.32755][loss: 5.754212e-02][top1: 98.916940][top5: 100.000000]
2022-09-11 16:20:55,292 train 200 [data/s: 0.00121][batch/s: 0.32807][loss: 5.637857e-02][top1: 98.916871][top5: 100.000000]
2022-09-11 16:21:11,672 train 250 [data/s: 0.00104][batch/s: 0.32797][loss: 5.597611e-02][top1: 98.900230][top5: 100.000000]
2022-09-11 16:21:27,881 train 300 [data/s: 0.00092][batch/s: 0.32734][loss: 5.585814e-02][top1: 98.902960][top5: 100.000000]
2022-09-11 16:21:44,241 train 350 [data/s: 0.00085][batch/s: 0.32732][loss: 5.582672e-02][top1: 98.884138][top5: 100.000000]
2022-09-11 16:22:00,815 train 400 [data/s: 0.00079][batch/s: 0.32784][loss: 5.645653e-02][top1: 98.882998][top5: 99.997402]
2022-09-11 16:22:17,121 train 450 [data/s: 0.00074][batch/s: 0.32765][loss: 5.657189e-02][top1: 98.877492][top5: 99.997690]
2022-09-11 16:22:33,456 train 500 [data/s: 0.00070][batch/s: 0.32755][loss: 5.611815e-02][top1: 98.889718][top5: 99.997921]
2022-09-11 16:22:40,459 train_acc 98.899998
2022-09-11 16:22:40,644 valid 000 [data/s: 0.12512][batch/s: 0.18024][loss: 1.109370e-01][top1: 97.916664][top5: 100.000000]
2022-09-11 16:22:43,384 valid 050 [data/s: 0.00278][batch/s: 0.05727][loss: 1.335502e-01][top1: 96.691173][top5: 99.877451]
2022-09-11 16:22:46,123 valid 100 [data/s: 0.00157][batch/s: 0.05604][loss: 1.332794e-01][top1: 96.833743][top5: 99.907178]
2022-09-11 16:22:46,375 valid_acc 96.839997	best_val_acc 96.999997
2022-09-11 16:22:46,764 epoch 504 lr 1.484043e-03
2022-09-11 16:22:47,331 train 000 [data/s: 0.17599][batch/s: 0.56301][loss: 8.487613e-02][top1: 97.916664][top5: 100.000000]
2022-09-11 16:23:03,601 train 050 [data/s: 0.00379][batch/s: 0.33006][loss: 5.544840e-02][top1: 98.999181][top5: 100.000000]
2022-09-11 16:23:19,781 train 100 [data/s: 0.00207][batch/s: 0.32686][loss: 5.629938e-02][top1: 98.937704][top5: 100.000000]
2022-09-11 16:23:36,324 train 150 [data/s: 0.00153][batch/s: 0.32818][loss: 5.920742e-02][top1: 98.799666][top5: 100.000000]
2022-09-11 16:23:52,546 train 200 [data/s: 0.00123][batch/s: 0.32725][loss: 5.897734e-02][top1: 98.818405][top5: 99.994818]
2022-09-11 16:24:08,961 train 250 [data/s: 0.00106][batch/s: 0.32746][loss: 5.658695e-02][top1: 98.871179][top5: 99.991700]
2022-09-11 16:24:25,606 train 300 [data/s: 0.00095][batch/s: 0.32836][loss: 5.712632e-02][top1: 98.871814][top5: 99.993079]
2022-09-11 16:24:42,009 train 350 [data/s: 0.00087][batch/s: 0.32832][loss: 5.622373e-02][top1: 98.898977][top5: 99.994065]
2022-09-11 16:24:58,208 train 400 [data/s: 0.00080][batch/s: 0.32778][loss: 5.661040e-02][top1: 98.895987][top5: 99.994805]
2022-09-11 16:25:14,485 train 450 [data/s: 0.00076][batch/s: 0.32753][loss: 5.576862e-02][top1: 98.916757][top5: 99.995381]
2022-09-11 16:25:30,924 train 500 [data/s: 0.00072][batch/s: 0.32765][loss: 5.581837e-02][top1: 98.918827][top5: 99.995842]
2022-09-11 16:25:37,496 train_acc 98.915998
2022-09-11 16:25:37,692 valid 000 [data/s: 0.13647][batch/s: 0.19156][loss: 1.600883e-01][top1: 94.791664][top5: 100.000000]
2022-09-11 16:25:40,434 valid 050 [data/s: 0.00300][batch/s: 0.05752][loss: 1.325272e-01][top1: 96.752448][top5: 99.857026]
2022-09-11 16:25:43,176 valid 100 [data/s: 0.00168][batch/s: 0.05618][loss: 1.282394e-01][top1: 96.813116][top5: 99.896864]
2022-09-11 16:25:43,453 valid_acc 96.789997	best_val_acc 96.999997
2022-09-11 16:25:43,892 epoch 505 lr 1.453265e-03
2022-09-11 16:25:44,413 train 000 [data/s: 0.16290][batch/s: 0.51710][loss: 1.186439e-02][top1: 100.000000][top5: 100.000000]
2022-09-11 16:26:01,153 train 050 [data/s: 0.00358][batch/s: 0.33837][loss: 5.487023e-02][top1: 98.978755][top5: 99.979575]
2022-09-11 16:26:17,530 train 100 [data/s: 0.00199][batch/s: 0.33301][loss: 5.460261e-02][top1: 98.937704][top5: 99.989686]
2022-09-11 16:26:33,976 train 150 [data/s: 0.00145][batch/s: 0.33166][loss: 5.775916e-02][top1: 98.841057][top5: 99.986203]
2022-09-11 16:26:50,277 train 200 [data/s: 0.00118][batch/s: 0.33025][loss: 5.778330e-02][top1: 98.833953][top5: 99.989635]
2022-09-11 16:27:06,791 train 250 [data/s: 0.00105][batch/s: 0.33026][loss: 5.694776e-02][top1: 98.858729][top5: 99.991700]
2022-09-11 16:27:23,144 train 300 [data/s: 0.00094][batch/s: 0.32973][loss: 5.647763e-02][top1: 98.840667][top5: 99.993079]
2022-09-11 16:27:39,336 train 350 [data/s: 0.00085][batch/s: 0.32889][loss: 5.543724e-02][top1: 98.875235][top5: 99.994065]
2022-09-11 16:27:55,619 train 400 [data/s: 0.00079][batch/s: 0.32849][loss: 5.506499e-02][top1: 98.890791][top5: 99.994805]
2022-09-11 16:28:11,941 train 450 [data/s: 0.00074][batch/s: 0.32826][loss: 5.477106e-02][top1: 98.900589][top5: 99.993071]
2022-09-11 16:28:28,215 train 500 [data/s: 0.00070][batch/s: 0.32798][loss: 5.451614e-02][top1: 98.898035][top5: 99.993762]
2022-09-11 16:28:34,798 train_acc 98.897997
2022-09-11 16:28:34,981 valid 000 [data/s: 0.11854][batch/s: 0.17334][loss: 1.321342e-01][top1: 95.833328][top5: 100.000000]
2022-09-11 16:28:37,730 valid 050 [data/s: 0.00265][batch/s: 0.05730][loss: 1.285982e-01][top1: 96.752449][top5: 99.918300]
2022-09-11 16:28:40,466 valid 100 [data/s: 0.00148][batch/s: 0.05603][loss: 1.267509e-01][top1: 96.813116][top5: 99.927805]
2022-09-11 16:28:40,733 valid_acc 96.809998	best_val_acc 96.999997
2022-09-11 16:28:41,063 epoch 506 lr 1.422791e-03
2022-09-11 16:28:41,596 train 000 [data/s: 0.19526][batch/s: 0.52879][loss: 2.740194e-02][top1: 100.000000][top5: 100.000000]
2022-09-11 16:28:57,759 train 050 [data/s: 0.00414][batch/s: 0.32730][loss: 4.772830e-02][top1: 99.162580][top5: 99.979575]
2022-09-11 16:29:13,915 train 100 [data/s: 0.00225][batch/s: 0.32523][loss: 4.905496e-02][top1: 99.143974][top5: 99.989686]
2022-09-11 16:29:30,118 train 150 [data/s: 0.00161][batch/s: 0.32484][loss: 4.834120e-02][top1: 99.110097][top5: 99.993102]
2022-09-11 16:29:46,388 train 200 [data/s: 0.00129][batch/s: 0.32498][loss: 4.963954e-02][top1: 99.072344][top5: 99.989635]
2022-09-11 16:30:02,586 train 250 [data/s: 0.00110][batch/s: 0.32478][loss: 5.004606e-02][top1: 99.074533][top5: 99.987550]
2022-09-11 16:30:18,768 train 300 [data/s: 0.00097][batch/s: 0.32459][loss: 5.187689e-02][top1: 99.003320][top5: 99.989618]
2022-09-11 16:30:34,974 train 350 [data/s: 0.00088][batch/s: 0.32452][loss: 5.349424e-02][top1: 98.952395][top5: 99.991097]
2022-09-11 16:30:51,131 train 400 [data/s: 0.00081][batch/s: 0.32435][loss: 5.331350e-02][top1: 98.950538][top5: 99.989609]
2022-09-11 16:31:07,347 train 450 [data/s: 0.00075][batch/s: 0.32434][loss: 5.370045e-02][top1: 98.928305][top5: 99.988452]
2022-09-11 16:31:23,574 train 500 [data/s: 0.00071][batch/s: 0.32436][loss: 5.488929e-02][top1: 98.895956][top5: 99.989604]
2022-09-11 16:31:30,096 train_acc 98.899998
2022-09-11 16:31:30,266 valid 000 [data/s: 0.11115][batch/s: 0.16593][loss: 1.518158e-01][top1: 95.833328][top5: 100.000000]
2022-09-11 16:31:33,003 valid 050 [data/s: 0.00246][batch/s: 0.05691][loss: 1.312834e-01][top1: 96.895422][top5: 99.918300]
2022-09-11 16:31:35,739 valid 100 [data/s: 0.00139][batch/s: 0.05583][loss: 1.270996e-01][top1: 96.905937][top5: 99.938119]
2022-09-11 16:31:35,987 valid_acc 96.899997	best_val_acc 96.999997
2022-09-11 16:31:36,349 epoch 507 lr 1.392620e-03
2022-09-11 16:31:36,850 train 000 [data/s: 0.16300][batch/s: 0.49631][loss: 1.414681e-02][top1: 100.000000][top5: 100.000000]
2022-09-11 16:31:53,057 train 050 [data/s: 0.00351][batch/s: 0.32753][loss: 4.895634e-02][top1: 99.060455][top5: 100.000000]
2022-09-11 16:32:09,207 train 100 [data/s: 0.00194][batch/s: 0.32528][loss: 4.791072e-02][top1: 99.061466][top5: 99.989686]
2022-09-11 16:32:25,410 train 150 [data/s: 0.00140][batch/s: 0.32488][loss: 4.903991e-02][top1: 99.054909][top5: 99.993102]
2022-09-11 16:32:41,584 train 200 [data/s: 0.00113][batch/s: 0.32453][loss: 4.962374e-02][top1: 99.046432][top5: 99.994818]
2022-09-11 16:32:57,782 train 250 [data/s: 0.00097][batch/s: 0.32442][loss: 5.147494e-02][top1: 99.003981][top5: 99.995850]
2022-09-11 16:33:13,927 train 300 [data/s: 0.00086][batch/s: 0.32416][loss: 5.040365e-02][top1: 99.034466][top5: 99.996539]
2022-09-11 16:33:30,081 train 350 [data/s: 0.00078][batch/s: 0.32401][loss: 5.130357e-02][top1: 99.023621][top5: 99.997032]
2022-09-11 16:33:46,285 train 400 [data/s: 0.00072][batch/s: 0.32402][loss: 5.178185e-02][top1: 99.025870][top5: 99.994805]
2022-09-11 16:34:02,482 train 450 [data/s: 0.00068][batch/s: 0.32401][loss: 5.282307e-02][top1: 98.992976][top5: 99.995381]
2022-09-11 16:34:18,663 train 500 [data/s: 0.00064][batch/s: 0.32397][loss: 5.280045e-02][top1: 98.993677][top5: 99.995842]
2022-09-11 16:34:25,146 train_acc 98.993998
2022-09-11 16:34:25,331 valid 000 [data/s: 0.12582][batch/s: 0.18066][loss: 1.481913e-01][top1: 94.791664][top5: 100.000000]
2022-09-11 16:34:28,067 valid 050 [data/s: 0.00275][batch/s: 0.05719][loss: 1.358608e-01][top1: 96.874997][top5: 99.897875]
2022-09-11 16:34:30,803 valid 100 [data/s: 0.00153][batch/s: 0.05597][loss: 1.291563e-01][top1: 96.957506][top5: 99.917491]
2022-09-11 16:34:31,050 valid_acc 96.959997	best_val_acc 96.999997
2022-09-11 16:34:31,377 epoch 508 lr 1.362754e-03
2022-09-11 16:34:31,871 train 000 [data/s: 0.16029][batch/s: 0.48991][loss: 1.392778e-02][top1: 100.000000][top5: 100.000000]
2022-09-11 16:34:48,144 train 050 [data/s: 0.00344][batch/s: 0.32868][loss: 5.514847e-02][top1: 98.876632][top5: 100.000000]
2022-09-11 16:35:04,297 train 100 [data/s: 0.00188][batch/s: 0.32589][loss: 5.809253e-02][top1: 98.772688][top5: 100.000000]
2022-09-11 16:35:20,499 train 150 [data/s: 0.00136][batch/s: 0.32528][loss: 5.593881e-02][top1: 98.806565][top5: 99.993102]
2022-09-11 16:35:36,735 train 200 [data/s: 0.00109][batch/s: 0.32514][loss: 5.449861e-02][top1: 98.844318][top5: 99.989635]
2022-09-11 16:35:52,877 train 250 [data/s: 0.00094][batch/s: 0.32468][loss: 5.399520e-02][top1: 98.858729][top5: 99.991700]
2022-09-11 16:36:09,108 train 300 [data/s: 0.00084][batch/s: 0.32467][loss: 5.464656e-02][top1: 98.851050][top5: 99.993079]
2022-09-11 16:36:25,289 train 350 [data/s: 0.00076][batch/s: 0.32452][loss: 5.331727e-02][top1: 98.919751][top5: 99.994065]
2022-09-11 16:36:41,546 train 400 [data/s: 0.00071][batch/s: 0.32460][loss: 5.261856e-02][top1: 98.919366][top5: 99.994805]
2022-09-11 16:36:57,721 train 450 [data/s: 0.00067][batch/s: 0.32448][loss: 5.237842e-02][top1: 98.946783][top5: 99.995381]
2022-09-11 16:37:13,907 train 500 [data/s: 0.00063][batch/s: 0.32440][loss: 5.238076e-02][top1: 98.947935][top5: 99.995842]
2022-09-11 16:37:20,408 train_acc 98.937998
2022-09-11 16:37:20,579 valid 000 [data/s: 0.11056][batch/s: 0.16545][loss: 9.450885e-02][top1: 96.875000][top5: 100.000000]
2022-09-11 16:37:23,315 valid 050 [data/s: 0.00243][batch/s: 0.05689][loss: 1.281288e-01][top1: 96.895422][top5: 99.938725]
2022-09-11 16:37:26,051 valid 100 [data/s: 0.00137][batch/s: 0.05582][loss: 1.216362e-01][top1: 96.947192][top5: 99.948432]
2022-09-11 16:37:26,304 valid_acc 96.949997	best_val_acc 96.999997
2022-09-11 16:37:26,653 epoch 509 lr 1.333193e-03
2022-09-11 16:37:27,150 train 000 [data/s: 0.16318][batch/s: 0.49234][loss: 7.886139e-02][top1: 96.875000][top5: 100.000000]
2022-09-11 16:37:43,280 train 050 [data/s: 0.00351][batch/s: 0.32594][loss: 4.851201e-02][top1: 99.101305][top5: 100.000000]
2022-09-11 16:37:59,438 train 100 [data/s: 0.00193][batch/s: 0.32456][loss: 4.670078e-02][top1: 99.113034][top5: 100.000000]
2022-09-11 16:38:15,682 train 150 [data/s: 0.00141][batch/s: 0.32467][loss: 4.767695e-02][top1: 99.082503][top5: 100.000000]
2022-09-11 16:38:31,899 train 200 [data/s: 0.00114][batch/s: 0.32458][loss: 4.900654e-02][top1: 99.077527][top5: 99.994818]
2022-09-11 16:38:48,125 train 250 [data/s: 0.00098][batch/s: 0.32457][loss: 4.832172e-02][top1: 99.074533][top5: 99.995850]
2022-09-11 16:39:04,360 train 300 [data/s: 0.00087][batch/s: 0.32459][loss: 4.933343e-02][top1: 99.069073][top5: 99.996539]
2022-09-11 16:39:20,726 train 350 [data/s: 0.00080][batch/s: 0.32498][loss: 4.953446e-02][top1: 99.056265][top5: 99.997032]
2022-09-11 16:39:37,065 train 400 [data/s: 0.00075][batch/s: 0.32521][loss: 4.942177e-02][top1: 99.046652][top5: 99.997402]
2022-09-11 16:39:53,467 train 450 [data/s: 0.00070][batch/s: 0.32552][loss: 5.043463e-02][top1: 99.036860][top5: 99.997690]
2022-09-11 16:40:09,990 train 500 [data/s: 0.00067][batch/s: 0.32601][loss: 5.042403e-02][top1: 99.037340][top5: 99.997921]
2022-09-11 16:40:16,591 train_acc 99.029998
2022-09-11 16:40:16,772 valid 000 [data/s: 0.11807][batch/s: 0.17312][loss: 1.450032e-01][top1: 95.833328][top5: 100.000000]
2022-09-11 16:40:19,550 valid 050 [data/s: 0.00264][batch/s: 0.05786][loss: 1.376988e-01][top1: 96.977122][top5: 99.857026]
2022-09-11 16:40:22,324 valid 100 [data/s: 0.00151][batch/s: 0.05669][loss: 1.310796e-01][top1: 96.936879][top5: 99.896864]
2022-09-11 16:40:22,579 valid_acc 96.919998	best_val_acc 96.999997
2022-09-11 16:40:22,938 epoch 510 lr 1.303938e-03
2022-09-11 16:40:23,432 train 000 [data/s: 0.16139][batch/s: 0.48976][loss: 1.795304e-02][top1: 100.000000][top5: 100.000000]
2022-09-11 16:40:40,171 train 050 [data/s: 0.00355][batch/s: 0.33781][loss: 5.340398e-02][top1: 98.978756][top5: 100.000000]
2022-09-11 16:40:56,375 train 100 [data/s: 0.00197][batch/s: 0.33101][loss: 4.988461e-02][top1: 99.051153][top5: 100.000000]
2022-09-11 16:41:12,729 train 150 [data/s: 0.00144][batch/s: 0.32971][loss: 5.187719e-02][top1: 98.944534][top5: 100.000000]
2022-09-11 16:41:29,053 train 200 [data/s: 0.00118][batch/s: 0.32891][loss: 5.403966e-02][top1: 98.922054][top5: 100.000000]
2022-09-11 16:41:45,309 train 250 [data/s: 0.00101][batch/s: 0.32815][loss: 5.450580e-02][top1: 98.891930][top5: 100.000000]
2022-09-11 16:42:01,617 train 300 [data/s: 0.00090][batch/s: 0.32782][loss: 5.472785e-02][top1: 98.902960][top5: 100.000000]
2022-09-11 16:42:17,872 train 350 [data/s: 0.00082][batch/s: 0.32743][loss: 5.487483e-02][top1: 98.910848][top5: 99.997032]
2022-09-11 16:42:34,017 train 400 [data/s: 0.00076][batch/s: 0.32687][loss: 5.482053e-02][top1: 98.919366][top5: 99.997402]
2022-09-11 16:42:50,270 train 450 [data/s: 0.00071][batch/s: 0.32667][loss: 5.402508e-02][top1: 98.935234][top5: 99.997690]
2022-09-11 16:43:06,588 train 500 [data/s: 0.00068][batch/s: 0.32664][loss: 5.365610e-02][top1: 98.931302][top5: 99.997921]
2022-09-11 16:43:13,073 train_acc 98.923998
2022-09-11 16:43:13,261 valid 000 [data/s: 0.12756][batch/s: 0.18235][loss: 1.491737e-01][top1: 94.791664][top5: 100.000000]
2022-09-11 16:43:15,997 valid 050 [data/s: 0.00279][batch/s: 0.05723][loss: 1.331783e-01][top1: 96.670749][top5: 99.857025]
2022-09-11 16:43:18,733 valid 100 [data/s: 0.00154][batch/s: 0.05599][loss: 1.264790e-01][top1: 96.916251][top5: 99.907178]
2022-09-11 16:43:19,000 valid_acc 96.909997	best_val_acc 96.999997
2022-09-11 16:43:19,360 epoch 511 lr 1.274990e-03
2022-09-11 16:43:19,855 train 000 [data/s: 0.15179][batch/s: 0.49088][loss: 2.303646e-02][top1: 100.000000][top5: 100.000000]
2022-09-11 16:43:36,166 train 050 [data/s: 0.00332][batch/s: 0.32943][loss: 5.258362e-02][top1: 98.917482][top5: 100.000000]
2022-09-11 16:43:52,353 train 100 [data/s: 0.00184][batch/s: 0.32662][loss: 5.141348e-02][top1: 98.989272][top5: 100.000000]
2022-09-11 16:44:08,643 train 150 [data/s: 0.00134][batch/s: 0.32635][loss: 4.809936e-02][top1: 99.082503][top5: 100.000000]
2022-09-11 16:44:24,893 train 200 [data/s: 0.00109][batch/s: 0.32601][loss: 4.712767e-02][top1: 99.103439][top5: 100.000000]
2022-09-11 16:44:41,099 train 250 [data/s: 0.00094][batch/s: 0.32563][loss: 4.761607e-02][top1: 99.078683][top5: 100.000000]
2022-09-11 16:44:57,302 train 300 [data/s: 0.00083][batch/s: 0.32537][loss: 4.906766e-02][top1: 99.058691][top5: 99.996539]
2022-09-11 16:45:13,577 train 350 [data/s: 0.00076][batch/s: 0.32539][loss: 5.067586e-02][top1: 99.017685][top5: 99.997032]
2022-09-11 16:45:29,738 train 400 [data/s: 0.00070][batch/s: 0.32512][loss: 5.044381e-02][top1: 99.025871][top5: 99.994805]
2022-09-11 16:45:45,899 train 450 [data/s: 0.00066][batch/s: 0.32491][loss: 5.079717e-02][top1: 99.011454][top5: 99.995381]
2022-09-11 16:46:02,117 train 500 [data/s: 0.00063][batch/s: 0.32485][loss: 5.113679e-02][top1: 98.993677][top5: 99.995842]
2022-09-11 16:46:08,622 train_acc 98.997998
2022-09-11 16:46:08,810 valid 000 [data/s: 0.12921][batch/s: 0.18403][loss: 1.059355e-01][top1: 94.791664][top5: 100.000000]
2022-09-11 16:46:11,546 valid 050 [data/s: 0.00281][batch/s: 0.05725][loss: 1.253035e-01][top1: 97.120095][top5: 99.857026]
2022-09-11 16:46:14,282 valid 100 [data/s: 0.00156][batch/s: 0.05600][loss: 1.232346e-01][top1: 97.081268][top5: 99.896864]
2022-09-11 16:46:14,670 valid_acc 97.049998	best_val_acc 97.049998
2022-09-11 16:46:14,988 epoch 512 lr 1.246350e-03
2022-09-11 16:46:15,501 train 000 [data/s: 0.17765][batch/s: 0.50921][loss: 4.324864e-02][top1: 98.958328][top5: 100.000000]
2022-09-11 16:46:31,773 train 050 [data/s: 0.00381][batch/s: 0.32903][loss: 5.353146e-02][top1: 98.917481][top5: 100.000000]
2022-09-11 16:46:48,090 train 100 [data/s: 0.00210][batch/s: 0.32770][loss: 5.054337e-02][top1: 99.040839][top5: 99.989686]
2022-09-11 16:47:04,254 train 150 [data/s: 0.00151][batch/s: 0.32623][loss: 4.959457e-02][top1: 99.048011][top5: 99.993102]
2022-09-11 16:47:20,458 train 200 [data/s: 0.00122][batch/s: 0.32570][loss: 5.138245e-02][top1: 98.989425][top5: 99.994818]
2022-09-11 16:47:36,634 train 250 [data/s: 0.00104][batch/s: 0.32526][loss: 5.099385e-02][top1: 99.020582][top5: 99.995850]
2022-09-11 16:47:52,830 train 300 [data/s: 0.00092][batch/s: 0.32504][loss: 5.146493e-02][top1: 98.992938][top5: 99.996539]
2022-09-11 16:48:09,036 train 350 [data/s: 0.00083][batch/s: 0.32491][loss: 5.147529e-02][top1: 98.985040][top5: 99.997032]
2022-09-11 16:48:25,231 train 400 [data/s: 0.00077][batch/s: 0.32478][loss: 5.137310e-02][top1: 98.992101][top5: 99.994805]
2022-09-11 16:48:41,464 train 450 [data/s: 0.00072][batch/s: 0.32477][loss: 5.170354e-02][top1: 98.999905][top5: 99.995381]
2022-09-11 16:48:57,667 train 500 [data/s: 0.00068][batch/s: 0.32470][loss: 5.163762e-02][top1: 99.006152][top5: 99.995842]
2022-09-11 16:49:04,162 train_acc 99.001998
2022-09-11 16:49:04,348 valid 000 [data/s: 0.12688][batch/s: 0.18165][loss: 8.111997e-02][top1: 97.916664][top5: 100.000000]
2022-09-11 16:49:07,085 valid 050 [data/s: 0.00278][batch/s: 0.05722][loss: 1.251770e-01][top1: 96.977122][top5: 99.897875]
2022-09-11 16:49:09,821 valid 100 [data/s: 0.00155][batch/s: 0.05599][loss: 1.231325e-01][top1: 96.978133][top5: 99.917491]
2022-09-11 16:49:10,072 valid_acc 96.949998	best_val_acc 97.049998
2022-09-11 16:49:10,427 epoch 513 lr 1.218019e-03
2022-09-11 16:49:10,930 train 000 [data/s: 0.16606][batch/s: 0.49893][loss: 6.143436e-02][top1: 98.958328][top5: 100.000000]
2022-09-11 16:49:27,170 train 050 [data/s: 0.00357][batch/s: 0.32821][loss: 5.744255e-02][top1: 98.835782][top5: 100.000000]
2022-09-11 16:49:43,349 train 100 [data/s: 0.00196][batch/s: 0.32592][loss: 5.250295e-02][top1: 98.948018][top5: 99.989686]
2022-09-11 16:49:59,534 train 150 [data/s: 0.00142][batch/s: 0.32518][loss: 5.274191e-02][top1: 98.958331][top5: 99.986203]
2022-09-11 16:50:15,756 train 200 [data/s: 0.00115][batch/s: 0.32500][loss: 5.219073e-02][top1: 98.953149][top5: 99.989635]
2022-09-11 16:50:32,003 train 250 [data/s: 0.00098][batch/s: 0.32499][loss: 5.199706e-02][top1: 98.962481][top5: 99.991700]
2022-09-11 16:50:48,537 train 300 [data/s: 0.00088][batch/s: 0.32593][loss: 5.156143e-02][top1: 98.975635][top5: 99.993079]
2022-09-11 16:51:05,191 train 350 [data/s: 0.00081][batch/s: 0.32695][loss: 5.096696e-02][top1: 98.982073][top5: 99.991097]
2022-09-11 16:51:22,741 train 400 [data/s: 0.00076][batch/s: 0.32995][loss: 5.112890e-02][top1: 98.997296][top5: 99.989609]
2022-09-11 16:51:39,211 train 450 [data/s: 0.00071][batch/s: 0.32989][loss: 5.127680e-02][top1: 98.997596][top5: 99.990761]
2022-09-11 16:51:55,496 train 500 [data/s: 0.00068][batch/s: 0.32947][loss: 5.082851e-02][top1: 99.008231][top5: 99.991683]
2022-09-11 16:52:02,078 train_acc 99.011998
2022-09-11 16:52:02,251 valid 000 [data/s: 0.11124][batch/s: 0.16613][loss: 5.617647e-02][top1: 96.875000][top5: 100.000000]
2022-09-11 16:52:04,987 valid 050 [data/s: 0.00247][batch/s: 0.05692][loss: 1.198036e-01][top1: 97.038396][top5: 99.897875]
2022-09-11 16:52:07,748 valid 100 [data/s: 0.00141][batch/s: 0.05607][loss: 1.229501e-01][top1: 96.998760][top5: 99.907178]
2022-09-11 16:52:07,993 valid_acc 96.999998	best_val_acc 97.049998
2022-09-11 16:52:08,333 epoch 514 lr 1.189997e-03
2022-09-11 16:52:08,848 train 000 [data/s: 0.17117][batch/s: 0.51070][loss: 3.502126e-02][top1: 100.000000][top5: 100.000000]
2022-09-11 16:52:25,061 train 050 [data/s: 0.00370][batch/s: 0.32791][loss: 5.108885e-02][top1: 98.937906][top5: 100.000000]
2022-09-11 16:52:41,214 train 100 [data/s: 0.00203][batch/s: 0.32551][loss: 5.200423e-02][top1: 98.948017][top5: 100.000000]
2022-09-11 16:52:57,544 train 150 [data/s: 0.00148][batch/s: 0.32587][loss: 5.279750e-02][top1: 98.916940][top5: 100.000000]
2022-09-11 16:53:14,010 train 200 [data/s: 0.00120][batch/s: 0.32673][loss: 5.087253e-02][top1: 98.932419][top5: 100.000000]
2022-09-11 16:53:30,464 train 250 [data/s: 0.00104][batch/s: 0.32720][loss: 4.942911e-02][top1: 99.003982][top5: 99.995850]
2022-09-11 16:53:47,915 train 300 [data/s: 0.00093][batch/s: 0.33082][loss: 4.964970e-02][top1: 99.010241][top5: 99.996539]
2022-09-11 16:54:04,422 train 350 [data/s: 0.00085][batch/s: 0.33072][loss: 4.937290e-02][top1: 99.011750][top5: 99.997032]
2022-09-11 16:54:20,651 train 400 [data/s: 0.00079][batch/s: 0.32996][loss: 4.951596e-02][top1: 99.015480][top5: 99.997402]
2022-09-11 16:54:37,290 train 450 [data/s: 0.00074][batch/s: 0.33027][loss: 4.894160e-02][top1: 99.039170][top5: 99.997690]
2022-09-11 16:54:53,573 train 500 [data/s: 0.00070][batch/s: 0.32981][loss: 4.854812e-02][top1: 99.051894][top5: 99.997921]
2022-09-11 16:55:00,233 train_acc 99.047998
2022-09-11 16:55:00,436 valid 000 [data/s: 0.13930][batch/s: 0.19684][loss: 6.604927e-02][top1: 97.916664][top5: 100.000000]
2022-09-11 16:55:03,217 valid 050 [data/s: 0.00306][batch/s: 0.05839][loss: 1.288578e-01][top1: 96.691174][top5: 99.877450]
2022-09-11 16:55:06,015 valid 100 [data/s: 0.00170][batch/s: 0.05719][loss: 1.272738e-01][top1: 96.833744][top5: 99.907178]
2022-09-11 16:55:06,270 valid_acc 96.799998	best_val_acc 97.049998
2022-09-11 16:55:06,652 epoch 515 lr 1.162285e-03
2022-09-11 16:55:07,157 train 000 [data/s: 0.14957][batch/s: 0.49997][loss: 3.942722e-02][top1: 98.958328][top5: 100.000000]
2022-09-11 16:55:23,809 train 050 [data/s: 0.00328][batch/s: 0.33633][loss: 5.394742e-02][top1: 98.937906][top5: 100.000000]
2022-09-11 16:55:40,216 train 100 [data/s: 0.00184][batch/s: 0.33227][loss: 4.835428e-02][top1: 99.102720][top5: 99.989686]
2022-09-11 16:55:56,730 train 150 [data/s: 0.00135][batch/s: 0.33161][loss: 4.958058e-02][top1: 99.068706][top5: 99.979305]
2022-09-11 16:56:13,017 train 200 [data/s: 0.00112][batch/s: 0.33015][loss: 4.789887e-02][top1: 99.077527][top5: 99.984453]
2022-09-11 16:56:29,551 train 250 [data/s: 0.00097][batch/s: 0.33026][loss: 4.732889e-02][top1: 99.124334][top5: 99.987550]
2022-09-11 16:56:46,195 train 300 [data/s: 0.00087][batch/s: 0.33069][loss: 4.704291e-02][top1: 99.141748][top5: 99.986157]
2022-09-11 16:57:02,570 train 350 [data/s: 0.00080][batch/s: 0.33024][loss: 4.685935e-02][top1: 99.142329][top5: 99.988129]
2022-09-11 16:57:18,748 train 400 [data/s: 0.00074][batch/s: 0.32940][loss: 4.709396e-02][top1: 99.140168][top5: 99.989609]
2022-09-11 16:57:35,041 train 450 [data/s: 0.00070][batch/s: 0.32901][loss: 4.719825e-02][top1: 99.120009][top5: 99.990761]
2022-09-11 16:57:51,248 train 500 [data/s: 0.00066][batch/s: 0.32853][loss: 4.709322e-02][top1: 99.130903][top5: 99.991683]
2022-09-11 16:57:57,748 train_acc 99.131998
2022-09-11 16:57:57,938 valid 000 [data/s: 0.12957][batch/s: 0.18453][loss: 9.540086e-02][top1: 97.916664][top5: 100.000000]
2022-09-11 16:58:00,682 valid 050 [data/s: 0.00291][batch/s: 0.05741][loss: 1.283578e-01][top1: 96.936273][top5: 99.897875]
2022-09-11 16:58:03,455 valid 100 [data/s: 0.00165][batch/s: 0.05645][loss: 1.233118e-01][top1: 97.040014][top5: 99.907178]
2022-09-11 16:58:03,701 valid_acc 97.039998	best_val_acc 97.049998
2022-09-11 16:58:04,033 epoch 516 lr 1.134883e-03
2022-09-11 16:58:04,751 train 000 [data/s: 0.38129][batch/s: 0.71354][loss: 3.517733e-02][top1: 98.958328][top5: 100.000000]
2022-09-11 16:58:21,027 train 050 [data/s: 0.00783][batch/s: 0.33313][loss: 5.697500e-02][top1: 98.672383][top5: 100.000000]
2022-09-11 16:58:37,263 train 100 [data/s: 0.00413][batch/s: 0.32897][loss: 5.173517e-02][top1: 98.937704][top5: 100.000000]
2022-09-11 16:58:54,223 train 150 [data/s: 0.00289][batch/s: 0.33236][loss: 5.055797e-02][top1: 99.006620][top5: 100.000000]
2022-09-11 16:59:10,706 train 200 [data/s: 0.00227][batch/s: 0.33169][loss: 4.837211e-02][top1: 99.072345][top5: 100.000000]
2022-09-11 16:59:27,077 train 250 [data/s: 0.00189][batch/s: 0.33084][loss: 4.926810e-02][top1: 99.078683][top5: 100.000000]
2022-09-11 16:59:43,580 train 300 [data/s: 0.00164][batch/s: 0.33070][loss: 5.016418e-02][top1: 99.058691][top5: 100.000000]
2022-09-11 16:59:59,913 train 350 [data/s: 0.00145][batch/s: 0.33013][loss: 4.999110e-02][top1: 99.056265][top5: 99.997032]
2022-09-11 17:00:16,275 train 400 [data/s: 0.00132][batch/s: 0.32977][loss: 4.916710e-02][top1: 99.072629][top5: 99.997402]
2022-09-11 17:00:32,576 train 450 [data/s: 0.00121][batch/s: 0.32935][loss: 4.995303e-02][top1: 99.055338][top5: 99.997690]
2022-09-11 17:00:48,952 train 500 [data/s: 0.00113][batch/s: 0.32917][loss: 4.963582e-02][top1: 99.062290][top5: 99.997921]
2022-09-11 17:00:55,468 train_acc 99.059998
2022-09-11 17:00:55,652 valid 000 [data/s: 0.12329][batch/s: 0.17828][loss: 1.041709e-01][top1: 95.833328][top5: 100.000000]
2022-09-11 17:00:58,389 valid 050 [data/s: 0.00272][batch/s: 0.05717][loss: 1.286748e-01][top1: 96.915847][top5: 99.857026]
2022-09-11 17:01:01,170 valid 100 [data/s: 0.00153][batch/s: 0.05640][loss: 1.229750e-01][top1: 97.009074][top5: 99.896864]
2022-09-11 17:01:01,427 valid_acc 96.989998	best_val_acc 97.049998
2022-09-11 17:01:01,797 epoch 517 lr 1.107794e-03
2022-09-11 17:01:02,358 train 000 [data/s: 0.21254][batch/s: 0.55654][loss: 3.189180e-02][top1: 98.958328][top5: 100.000000]
2022-09-11 17:01:18,653 train 050 [data/s: 0.00456][batch/s: 0.33044][loss: 5.517649e-02][top1: 98.999180][top5: 100.000000]
2022-09-11 17:01:34,994 train 100 [data/s: 0.00248][batch/s: 0.32864][loss: 5.361464e-02][top1: 98.989271][top5: 99.989686]
2022-09-11 17:01:51,339 train 150 [data/s: 0.00178][batch/s: 0.32807][loss: 5.083831e-02][top1: 99.013518][top5: 99.993102]
2022-09-11 17:02:07,541 train 200 [data/s: 0.00142][batch/s: 0.32706][loss: 4.878900e-02][top1: 99.067162][top5: 99.989635]
2022-09-11 17:02:23,725 train 250 [data/s: 0.00120][batch/s: 0.32639][loss: 4.782062e-02][top1: 99.095283][top5: 99.991700]
2022-09-11 17:02:39,977 train 300 [data/s: 0.00106][batch/s: 0.32617][loss: 4.975650e-02][top1: 99.027544][top5: 99.993079]
2022-09-11 17:02:56,207 train 350 [data/s: 0.00096][batch/s: 0.32594][loss: 5.094176e-02][top1: 99.005814][top5: 99.994065]
2022-09-11 17:03:12,473 train 400 [data/s: 0.00088][batch/s: 0.32586][loss: 5.150915e-02][top1: 98.997296][top5: 99.994805]
2022-09-11 17:03:28,621 train 450 [data/s: 0.00081][batch/s: 0.32554][loss: 5.082254e-02][top1: 99.013763][top5: 99.995381]
2022-09-11 17:03:45,035 train 500 [data/s: 0.00077][batch/s: 0.32582][loss: 5.134056e-02][top1: 98.995756][top5: 99.995842]
2022-09-11 17:03:51,548 train_acc 99.007998
2022-09-11 17:03:51,719 valid 000 [data/s: 0.11111][batch/s: 0.16631][loss: 1.073631e-01][top1: 94.791664][top5: 100.000000]
2022-09-11 17:03:54,456 valid 050 [data/s: 0.00247][batch/s: 0.05693][loss: 1.282819e-01][top1: 97.017971][top5: 99.918300]
2022-09-11 17:03:57,193 valid 100 [data/s: 0.00139][batch/s: 0.05584][loss: 1.236713e-01][top1: 97.174090][top5: 99.907178]
2022-09-11 17:03:57,586 valid_acc 97.149997	best_val_acc 97.149997
2022-09-11 17:03:57,901 epoch 518 lr 1.081016e-03
2022-09-11 17:03:58,395 train 000 [data/s: 0.16198][batch/s: 0.48939][loss: 2.117080e-02][top1: 100.000000][top5: 100.000000]
2022-09-11 17:04:14,624 train 050 [data/s: 0.00351][batch/s: 0.32783][loss: 4.433491e-02][top1: 99.244279][top5: 100.000000]
2022-09-11 17:04:30,804 train 100 [data/s: 0.00194][batch/s: 0.32573][loss: 4.200213e-02][top1: 99.350246][top5: 100.000000]
2022-09-11 17:04:47,021 train 150 [data/s: 0.00140][batch/s: 0.32527][loss: 4.643429e-02][top1: 99.213574][top5: 100.000000]
2022-09-11 17:05:03,183 train 200 [data/s: 0.00113][batch/s: 0.32476][loss: 4.670227e-02][top1: 99.165628][top5: 100.000000]
2022-09-11 17:05:19,368 train 250 [data/s: 0.00097][batch/s: 0.32455][loss: 4.675285e-02][top1: 99.140934][top5: 99.995850]
2022-09-11 17:05:35,566 train 300 [data/s: 0.00086][batch/s: 0.32445][loss: 4.704859e-02][top1: 99.141748][top5: 99.996539]
2022-09-11 17:05:51,899 train 350 [data/s: 0.00079][batch/s: 0.32477][loss: 4.776077e-02][top1: 99.115620][top5: 99.994065]
2022-09-11 17:06:08,090 train 400 [data/s: 0.00073][batch/s: 0.32465][loss: 4.708316e-02][top1: 99.111594][top5: 99.994805]
2022-09-11 17:06:24,341 train 450 [data/s: 0.00069][batch/s: 0.32469][loss: 4.728820e-02][top1: 99.108460][top5: 99.995381]
2022-09-11 17:06:40,714 train 500 [data/s: 0.00066][batch/s: 0.32497][loss: 4.700238e-02][top1: 99.097636][top5: 99.995842]
2022-09-11 17:06:47,215 train_acc 99.095998
2022-09-11 17:06:47,391 valid 000 [data/s: 0.11626][batch/s: 0.17114][loss: 7.554203e-02][top1: 96.875000][top5: 100.000000]
2022-09-11 17:06:50,127 valid 050 [data/s: 0.00255][batch/s: 0.05702][loss: 1.229018e-01][top1: 96.936272][top5: 99.918300]
2022-09-11 17:06:52,865 valid 100 [data/s: 0.00143][batch/s: 0.05590][loss: 1.197138e-01][top1: 96.905938][top5: 99.938119]
2022-09-11 17:06:53,114 valid_acc 96.919997	best_val_acc 97.149997
2022-09-11 17:06:53,465 epoch 519 lr 1.054552e-03
2022-09-11 17:06:53,949 train 000 [data/s: 0.15073][batch/s: 0.47904][loss: 4.474395e-02][top1: 98.958328][top5: 100.000000]
2022-09-11 17:07:10,175 train 050 [data/s: 0.00329][batch/s: 0.32756][loss: 5.518894e-02][top1: 98.876632][top5: 100.000000]
2022-09-11 17:07:26,366 train 100 [data/s: 0.00181][batch/s: 0.32570][loss: 5.072896e-02][top1: 98.989272][top5: 100.000000]
2022-09-11 17:07:42,542 train 150 [data/s: 0.00132][batch/s: 0.32498][loss: 4.970996e-02][top1: 99.006620][top5: 100.000000]
2022-09-11 17:07:58,724 train 200 [data/s: 0.00117][batch/s: 0.32465][loss: 4.864778e-02][top1: 99.046432][top5: 100.000000]
2022-09-11 17:08:15,150 train 250 [data/s: 0.00101][batch/s: 0.32542][loss: 4.987063e-02][top1: 99.020582][top5: 100.000000]
2022-09-11 17:08:31,322 train 300 [data/s: 0.00090][batch/s: 0.32509][loss: 4.963151e-02][top1: 99.003320][top5: 99.996539]
2022-09-11 17:08:47,520 train 350 [data/s: 0.00081][batch/s: 0.32493][loss: 4.896355e-02][top1: 99.041427][top5: 99.997032]
2022-09-11 17:09:03,670 train 400 [data/s: 0.00075][batch/s: 0.32469][loss: 4.802137e-02][top1: 99.062238][top5: 99.997402]
2022-09-11 17:09:19,813 train 450 [data/s: 0.00070][batch/s: 0.32448][loss: 4.739135e-02][top1: 99.089983][top5: 99.995381]
2022-09-11 17:09:36,069 train 500 [data/s: 0.00066][batch/s: 0.32455][loss: 4.800385e-02][top1: 99.078923][top5: 99.995842]
2022-09-11 17:09:42,577 train_acc 99.085998
2022-09-11 17:09:42,756 valid 000 [data/s: 0.11821][batch/s: 0.17304][loss: 7.101547e-02][top1: 95.833328][top5: 100.000000]
2022-09-11 17:09:45,493 valid 050 [data/s: 0.00261][batch/s: 0.05706][loss: 1.152354e-01][top1: 97.058821][top5: 99.918300]
2022-09-11 17:09:48,257 valid 100 [data/s: 0.00147][batch/s: 0.05618][loss: 1.121254e-01][top1: 97.143149][top5: 99.938119]
2022-09-11 17:09:48,501 valid_acc 97.139997	best_val_acc 97.149997
2022-09-11 17:09:48,837 epoch 520 lr 1.028401e-03
2022-09-11 17:09:49,360 train 000 [data/s: 0.18550][batch/s: 0.51893][loss: 9.428077e-03][top1: 100.000000][top5: 100.000000]
2022-09-11 17:10:05,569 train 050 [data/s: 0.00396][batch/s: 0.32799][loss: 4.969266e-02][top1: 99.183005][top5: 100.000000]
2022-09-11 17:10:21,832 train 100 [data/s: 0.00217][batch/s: 0.32664][loss: 4.574399e-02][top1: 99.278051][top5: 99.989686]
2022-09-11 17:10:38,042 train 150 [data/s: 0.00155][batch/s: 0.32583][loss: 4.531467e-02][top1: 99.282559][top5: 99.986203]
2022-09-11 17:10:54,261 train 200 [data/s: 0.00125][batch/s: 0.32547][loss: 4.509937e-02][top1: 99.233000][top5: 99.989635]
2022-09-11 17:11:10,461 train 250 [data/s: 0.00106][batch/s: 0.32518][loss: 4.516254e-02][top1: 99.190735][top5: 99.991700]
2022-09-11 17:11:26,789 train 300 [data/s: 0.00094][batch/s: 0.32541][loss: 4.768471e-02][top1: 99.103680][top5: 99.993079]
2022-09-11 17:11:43,010 train 350 [data/s: 0.00085][batch/s: 0.32527][loss: 4.847876e-02][top1: 99.077040][top5: 99.994065]
2022-09-11 17:11:59,247 train 400 [data/s: 0.00079][batch/s: 0.32520][loss: 4.814249e-02][top1: 99.080422][top5: 99.994805]
2022-09-11 17:12:15,462 train 450 [data/s: 0.00074][batch/s: 0.32510][loss: 4.833667e-02][top1: 99.062267][top5: 99.995381]
2022-09-11 17:12:31,665 train 500 [data/s: 0.00070][batch/s: 0.32500][loss: 4.835346e-02][top1: 99.066448][top5: 99.995842]
2022-09-11 17:12:38,143 train_acc 99.061998
2022-09-11 17:12:38,313 valid 000 [data/s: 0.11022][batch/s: 0.16499][loss: 1.005487e-01][top1: 95.833328][top5: 100.000000]
2022-09-11 17:12:41,065 valid 050 [data/s: 0.00246][batch/s: 0.05720][loss: 1.213070e-01][top1: 97.038396][top5: 99.877450]
2022-09-11 17:12:43,802 valid 100 [data/s: 0.00140][batch/s: 0.05598][loss: 1.172215e-01][top1: 97.029701][top5: 99.886551]
2022-09-11 17:12:44,052 valid_acc 97.029998	best_val_acc 97.149997
2022-09-11 17:12:44,407 epoch 521 lr 1.002565e-03
2022-09-11 17:12:44,902 train 000 [data/s: 0.16202][batch/s: 0.49041][loss: 2.270775e-02][top1: 100.000000][top5: 100.000000]
2022-09-11 17:13:01,077 train 050 [data/s: 0.00348][batch/s: 0.32678][loss: 5.083183e-02][top1: 99.080880][top5: 100.000000]
2022-09-11 17:13:17,213 train 100 [data/s: 0.00192][batch/s: 0.32477][loss: 4.583495e-02][top1: 99.133661][top5: 99.989686]
2022-09-11 17:13:33,413 train 150 [data/s: 0.00139][batch/s: 0.32452][loss: 4.850700e-02][top1: 99.103198][top5: 99.993102]
2022-09-11 17:13:49,795 train 200 [data/s: 0.00113][batch/s: 0.32529][loss: 4.931767e-02][top1: 99.061979][top5: 99.994818]
2022-09-11 17:14:05,981 train 250 [data/s: 0.00098][batch/s: 0.32498][loss: 4.793234e-02][top1: 99.095283][top5: 99.991700]
2022-09-11 17:14:22,148 train 300 [data/s: 0.00087][batch/s: 0.32471][loss: 4.760763e-02][top1: 99.082916][top5: 99.993079]
2022-09-11 17:14:38,367 train 350 [data/s: 0.00079][batch/s: 0.32466][loss: 4.763643e-02][top1: 99.082975][top5: 99.994065]
2022-09-11 17:14:54,580 train 400 [data/s: 0.00073][batch/s: 0.32461][loss: 4.817424e-02][top1: 99.101203][top5: 99.994805]
2022-09-11 17:15:10,887 train 450 [data/s: 0.00069][batch/s: 0.32478][loss: 4.814485e-02][top1: 99.085364][top5: 99.993071]
2022-09-11 17:15:27,070 train 500 [data/s: 0.00065][batch/s: 0.32467][loss: 4.784720e-02][top1: 99.095557][top5: 99.993762]
2022-09-11 17:15:33,581 train_acc 99.097998
2022-09-11 17:15:33,761 valid 000 [data/s: 0.12022][batch/s: 0.17501][loss: 5.394556e-02][top1: 98.958328][top5: 100.000000]
2022-09-11 17:15:36,500 valid 050 [data/s: 0.00267][batch/s: 0.05713][loss: 1.143063e-01][top1: 97.181370][top5: 99.897875]
2022-09-11 17:15:39,236 valid 100 [data/s: 0.00148][batch/s: 0.05594][loss: 1.139392e-01][top1: 97.143149][top5: 99.917491]
2022-09-11 17:15:39,628 valid_acc 97.159997	best_val_acc 97.159997
2022-09-11 17:15:39,945 epoch 522 lr 9.770447e-04
2022-09-11 17:15:40,595 train 000 [data/s: 0.31312][batch/s: 0.64534][loss: 5.292802e-02][top1: 98.958328][top5: 100.000000]
2022-09-11 17:15:56,800 train 050 [data/s: 0.00644][batch/s: 0.33041][loss: 4.572357e-02][top1: 99.142155][top5: 100.000000]
2022-09-11 17:16:12,926 train 100 [data/s: 0.00341][batch/s: 0.32650][loss: 4.210058e-02][top1: 99.257424][top5: 100.000000]
2022-09-11 17:16:29,099 train 150 [data/s: 0.00238][batch/s: 0.32549][loss: 4.367806e-02][top1: 99.213574][top5: 100.000000]
2022-09-11 17:16:45,301 train 200 [data/s: 0.00187][batch/s: 0.32513][loss: 4.367610e-02][top1: 99.217452][top5: 100.000000]
2022-09-11 17:17:01,485 train 250 [data/s: 0.00157][batch/s: 0.32484][loss: 4.404812e-02][top1: 99.186585][top5: 99.995850]
2022-09-11 17:17:17,688 train 300 [data/s: 0.00136][batch/s: 0.32471][loss: 4.426498e-02][top1: 99.193658][top5: 99.996539]
2022-09-11 17:17:33,984 train 350 [data/s: 0.00121][batch/s: 0.32488][loss: 4.488549e-02][top1: 99.157168][top5: 99.997032]
2022-09-11 17:17:50,181 train 400 [data/s: 0.00110][batch/s: 0.32476][loss: 4.437390e-02][top1: 99.168743][top5: 99.997402]
2022-09-11 17:18:06,365 train 450 [data/s: 0.00101][batch/s: 0.32464][loss: 4.476227e-02][top1: 99.163893][top5: 99.997690]
2022-09-11 17:18:22,534 train 500 [data/s: 0.00094][batch/s: 0.32452][loss: 4.467358e-02][top1: 99.176645][top5: 99.997921]
2022-09-11 17:18:29,007 train_acc 99.167998
2022-09-11 17:18:29,183 valid 000 [data/s: 0.11620][batch/s: 0.17099][loss: 7.547577e-02][top1: 96.875000][top5: 100.000000]
2022-09-11 17:18:31,921 valid 050 [data/s: 0.00257][batch/s: 0.05704][loss: 1.180014e-01][top1: 96.997547][top5: 99.897875]
2022-09-11 17:18:34,658 valid 100 [data/s: 0.00144][batch/s: 0.05590][loss: 1.147097e-01][top1: 97.060641][top5: 99.907178]
2022-09-11 17:18:34,923 valid_acc 97.069998	best_val_acc 97.159997
2022-09-11 17:18:35,278 epoch 523 lr 9.518398e-04
2022-09-11 17:18:35,869 train 000 [data/s: 0.25846][batch/s: 0.58700][loss: 5.396396e-02][top1: 100.000000][top5: 100.000000]
2022-09-11 17:18:51,990 train 050 [data/s: 0.00539][batch/s: 0.32761][loss: 3.704218e-02][top1: 99.448528][top5: 100.000000]
2022-09-11 17:19:08,184 train 100 [data/s: 0.00287][batch/s: 0.32576][loss: 4.160223e-02][top1: 99.278051][top5: 100.000000]
2022-09-11 17:19:24,366 train 150 [data/s: 0.00203][batch/s: 0.32506][loss: 4.305412e-02][top1: 99.248066][top5: 99.993102]
2022-09-11 17:19:40,529 train 200 [data/s: 0.00160][batch/s: 0.32461][loss: 4.440331e-02][top1: 99.201905][top5: 99.989635]
2022-09-11 17:19:56,697 train 250 [data/s: 0.00134][batch/s: 0.32436][loss: 4.537621e-02][top1: 99.207335][top5: 99.991700]
2022-09-11 17:20:12,839 train 300 [data/s: 0.00117][batch/s: 0.32411][loss: 4.588780e-02][top1: 99.186736][top5: 99.989618]
2022-09-11 17:20:29,145 train 350 [data/s: 0.00106][batch/s: 0.32439][loss: 4.556601e-02][top1: 99.183877][top5: 99.991097]
2022-09-11 17:20:45,348 train 400 [data/s: 0.00097][batch/s: 0.32435][loss: 4.572235e-02][top1: 99.163547][top5: 99.992207]
2022-09-11 17:21:01,538 train 450 [data/s: 0.00090][batch/s: 0.32429][loss: 4.601936e-02][top1: 99.145415][top5: 99.993071]
2022-09-11 17:21:17,793 train 500 [data/s: 0.00084][batch/s: 0.32437][loss: 4.577263e-02][top1: 99.141298][top5: 99.993762]
2022-09-11 17:21:24,303 train_acc 99.149998
2022-09-11 17:21:24,498 valid 000 [data/s: 0.13360][batch/s: 0.18853][loss: 1.684759e-01][top1: 95.833328][top5: 100.000000]
2022-09-11 17:21:27,233 valid 050 [data/s: 0.00288][batch/s: 0.05733][loss: 1.227427e-01][top1: 97.058821][top5: 99.897875]
2022-09-11 17:21:29,968 valid 100 [data/s: 0.00158][batch/s: 0.05603][loss: 1.184325e-01][top1: 97.194717][top5: 99.927805]
2022-09-11 17:21:30,212 valid_acc 97.149998	best_val_acc 97.159997
2022-09-11 17:21:30,536 epoch 524 lr 9.269515e-04
2022-09-11 17:21:31,041 train 000 [data/s: 0.16752][batch/s: 0.50021][loss: 2.386003e-02][top1: 98.958328][top5: 100.000000]
2022-09-11 17:21:47,417 train 050 [data/s: 0.00359][batch/s: 0.33091][loss: 4.815083e-02][top1: 99.040031][top5: 100.000000]
2022-09-11 17:22:03,580 train 100 [data/s: 0.00198][batch/s: 0.32713][loss: 4.568605e-02][top1: 99.123348][top5: 99.989686]
2022-09-11 17:22:19,758 train 150 [data/s: 0.00142][batch/s: 0.32595][loss: 4.463227e-02][top1: 99.158386][top5: 99.993102]
2022-09-11 17:22:35,922 train 200 [data/s: 0.00115][batch/s: 0.32528][loss: 4.552626e-02][top1: 99.175993][top5: 99.984453]
2022-09-11 17:22:52,160 train 250 [data/s: 0.00098][batch/s: 0.32518][loss: 4.486736e-02][top1: 99.182435][top5: 99.987550]
2022-09-11 17:23:08,362 train 300 [data/s: 0.00087][batch/s: 0.32499][loss: 4.530016e-02][top1: 99.165972][top5: 99.986157]
2022-09-11 17:23:24,529 train 350 [data/s: 0.00079][batch/s: 0.32475][loss: 4.490782e-02][top1: 99.172006][top5: 99.985161]
2022-09-11 17:23:40,684 train 400 [data/s: 0.00073][batch/s: 0.32455][loss: 4.422356e-02][top1: 99.189524][top5: 99.987012]
2022-09-11 17:23:56,839 train 450 [data/s: 0.00069][batch/s: 0.32439][loss: 4.392829e-02][top1: 99.212396][top5: 99.988452]
2022-09-11 17:24:13,124 train 500 [data/s: 0.00065][batch/s: 0.32452][loss: 4.420583e-02][top1: 99.199515][top5: 99.989604]
2022-09-11 17:24:19,649 train_acc 99.189998
2022-09-11 17:24:19,832 valid 000 [data/s: 0.12248][batch/s: 0.17727][loss: 1.566629e-01][top1: 95.833328][top5: 100.000000]
2022-09-11 17:24:22,568 valid 050 [data/s: 0.00268][batch/s: 0.05714][loss: 1.234418e-01][top1: 97.222220][top5: 99.877450]
2022-09-11 17:24:25,306 valid 100 [data/s: 0.00151][batch/s: 0.05596][loss: 1.174727e-01][top1: 97.246285][top5: 99.896864]
2022-09-11 17:24:25,736 valid_acc 97.219998	best_val_acc 97.219998
2022-09-11 17:24:26,098 epoch 525 lr 9.023805e-04
2022-09-11 17:24:26,756 train 000 [data/s: 0.30470][batch/s: 0.65296][loss: 4.245354e-02][top1: 98.958328][top5: 100.000000]
2022-09-11 17:24:42,913 train 050 [data/s: 0.00629][batch/s: 0.32962][loss: 4.781187e-02][top1: 99.121730][top5: 100.000000]
2022-09-11 17:24:59,128 train 100 [data/s: 0.00334][batch/s: 0.32698][loss: 4.968076e-02][top1: 99.040839][top5: 100.000000]
2022-09-11 17:25:15,328 train 150 [data/s: 0.00234][batch/s: 0.32599][loss: 4.999678e-02][top1: 99.027316][top5: 100.000000]
2022-09-11 17:25:31,539 train 200 [data/s: 0.00184][batch/s: 0.32555][loss: 4.989290e-02][top1: 99.015338][top5: 100.000000]
2022-09-11 17:25:47,696 train 250 [data/s: 0.00153][batch/s: 0.32507][loss: 4.792437e-02][top1: 99.086983][top5: 99.995850]
2022-09-11 17:26:03,918 train 300 [data/s: 0.00133][batch/s: 0.32497][loss: 4.865938e-02][top1: 99.044848][top5: 99.996539]
2022-09-11 17:26:20,151 train 350 [data/s: 0.00118][batch/s: 0.32492][loss: 4.982232e-02][top1: 99.014718][top5: 99.997032]
2022-09-11 17:26:36,355 train 400 [data/s: 0.00108][batch/s: 0.32482][loss: 4.982162e-02][top1: 99.018078][top5: 99.992207]
2022-09-11 17:26:52,472 train 450 [data/s: 0.00099][batch/s: 0.32454][loss: 4.837838e-02][top1: 99.053028][top5: 99.990761]
2022-09-11 17:27:08,835 train 500 [data/s: 0.00093][batch/s: 0.32481][loss: 4.836278e-02][top1: 99.053973][top5: 99.991683]
2022-09-11 17:27:15,645 train_acc 99.053998
2022-09-11 17:27:15,810 valid 000 [data/s: 0.10492][batch/s: 0.15994][loss: 6.666308e-02][top1: 97.916664][top5: 100.000000]
2022-09-11 17:27:18,547 valid 050 [data/s: 0.00232][batch/s: 0.05680][loss: 1.202121e-01][top1: 97.160945][top5: 99.918300]
2022-09-11 17:27:21,284 valid 100 [data/s: 0.00131][batch/s: 0.05578][loss: 1.153107e-01][top1: 97.215344][top5: 99.948432]
2022-09-11 17:27:21,538 valid_acc 97.199997	best_val_acc 97.219998
2022-09-11 17:27:21,877 epoch 526 lr 8.781275e-04
2022-09-11 17:27:22,394 train 000 [data/s: 0.16925][batch/s: 0.51196][loss: 7.488895e-02][top1: 98.958328][top5: 100.000000]
2022-09-11 17:27:38,560 train 050 [data/s: 0.00365][batch/s: 0.32703][loss: 4.271793e-02][top1: 99.162579][top5: 100.000000]
2022-09-11 17:27:54,704 train 100 [data/s: 0.00200][batch/s: 0.32497][loss: 4.135965e-02][top1: 99.185229][top5: 100.000000]
2022-09-11 17:28:10,892 train 150 [data/s: 0.00144][batch/s: 0.32457][loss: 4.265394e-02][top1: 99.199777][top5: 100.000000]
2022-09-11 17:28:27,017 train 200 [data/s: 0.00116][batch/s: 0.32406][loss: 4.204779e-02][top1: 99.207087][top5: 100.000000]
2022-09-11 17:28:43,200 train 250 [data/s: 0.00099][batch/s: 0.32398][loss: 4.309722e-02][top1: 99.182435][top5: 100.000000]
2022-09-11 17:28:59,295 train 300 [data/s: 0.00088][batch/s: 0.32363][loss: 4.326393e-02][top1: 99.183276][top5: 99.996539]
2022-09-11 17:29:15,458 train 350 [data/s: 0.00079][batch/s: 0.32358][loss: 4.390041e-02][top1: 99.163103][top5: 99.997032]
2022-09-11 17:29:31,673 train 400 [data/s: 0.00073][batch/s: 0.32367][loss: 4.489290e-02][top1: 99.137570][top5: 99.997402]
2022-09-11 17:29:48,059 train 450 [data/s: 0.00069][batch/s: 0.32412][loss: 4.595771e-02][top1: 99.110770][top5: 99.997690]
2022-09-11 17:30:04,208 train 500 [data/s: 0.00065][batch/s: 0.32400][loss: 4.542108e-02][top1: 99.130902][top5: 99.997921]
2022-09-11 17:30:10,692 train_acc 99.135998
2022-09-11 17:30:10,860 valid 000 [data/s: 0.10685][batch/s: 0.16183][loss: 5.110986e-02][top1: 97.916664][top5: 100.000000]
2022-09-11 17:30:13,596 valid 050 [data/s: 0.00235][batch/s: 0.05683][loss: 1.271282e-01][top1: 97.160945][top5: 99.897875]
2022-09-11 17:30:16,332 valid 100 [data/s: 0.00132][batch/s: 0.05579][loss: 1.214112e-01][top1: 97.060641][top5: 99.917491]
2022-09-11 17:30:16,581 valid_acc 97.049997	best_val_acc 97.219998
2022-09-11 17:30:16,929 epoch 527 lr 8.541931e-04
2022-09-11 17:30:17,499 train 000 [data/s: 0.19100][batch/s: 0.56629][loss: 1.717058e-02][top1: 100.000000][top5: 100.000000]
2022-09-11 17:30:33,687 train 050 [data/s: 0.00405][batch/s: 0.32850][loss: 4.361542e-02][top1: 99.183004][top5: 100.000000]
2022-09-11 17:30:49,932 train 100 [data/s: 0.00221][batch/s: 0.32672][loss: 4.259086e-02][top1: 99.185228][top5: 100.000000]
2022-09-11 17:31:06,129 train 150 [data/s: 0.00158][batch/s: 0.32580][loss: 4.625582e-02][top1: 99.103198][top5: 100.000000]
2022-09-11 17:31:22,258 train 200 [data/s: 0.00127][batch/s: 0.32500][loss: 4.404573e-02][top1: 99.170810][top5: 100.000000]
2022-09-11 17:31:38,402 train 250 [data/s: 0.00108][batch/s: 0.32458][loss: 4.304383e-02][top1: 99.211485][top5: 100.000000]
2022-09-11 17:31:54,630 train 300 [data/s: 0.00095][batch/s: 0.32457][loss: 4.314583e-02][top1: 99.221343][top5: 100.000000]
2022-09-11 17:32:10,801 train 350 [data/s: 0.00086][batch/s: 0.32441][loss: 4.265016e-02][top1: 99.237296][top5: 100.000000]
2022-09-11 17:32:26,990 train 400 [data/s: 0.00079][batch/s: 0.32433][loss: 4.235542e-02][top1: 99.233684][top5: 100.000000]
2022-09-11 17:32:43,132 train 450 [data/s: 0.00074][batch/s: 0.32417][loss: 4.294962e-02][top1: 99.221635][top5: 99.997690]
2022-09-11 17:32:59,264 train 500 [data/s: 0.00069][batch/s: 0.32401][loss: 4.266362e-02][top1: 99.232782][top5: 99.997921]
2022-09-11 17:33:05,767 train_acc 99.239998
2022-09-11 17:33:05,959 valid 000 [data/s: 0.13240][batch/s: 0.18741][loss: 1.214292e-01][top1: 96.875000][top5: 100.000000]
2022-09-11 17:33:08,695 valid 050 [data/s: 0.00287][batch/s: 0.05733][loss: 1.220833e-01][top1: 97.160945][top5: 99.918300]
2022-09-11 17:33:11,449 valid 100 [data/s: 0.00159][batch/s: 0.05622][loss: 1.201056e-01][top1: 97.091582][top5: 99.938119]
2022-09-11 17:33:11,715 valid_acc 97.089997	best_val_acc 97.219998
2022-09-11 17:33:12,092 epoch 528 lr 8.305780e-04
2022-09-11 17:33:12,687 train 000 [data/s: 0.20946][batch/s: 0.58944][loss: 2.141221e-02][top1: 98.958328][top5: 100.000000]
2022-09-11 17:33:28,910 train 050 [data/s: 0.00445][batch/s: 0.32966][loss: 4.762983e-02][top1: 99.101305][top5: 100.000000]
2022-09-11 17:33:45,107 train 100 [data/s: 0.00243][batch/s: 0.32683][loss: 4.099656e-02][top1: 99.288365][top5: 100.000000]
2022-09-11 17:34:01,294 train 150 [data/s: 0.00174][batch/s: 0.32580][loss: 4.494842e-02][top1: 99.192879][top5: 100.000000]
2022-09-11 17:34:17,435 train 200 [data/s: 0.00139][batch/s: 0.32506][loss: 4.368632e-02][top1: 99.175993][top5: 100.000000]
2022-09-11 17:34:33,602 train 250 [data/s: 0.00118][batch/s: 0.32472][loss: 4.319609e-02][top1: 99.190735][top5: 100.000000]
2022-09-11 17:34:49,764 train 300 [data/s: 0.00104][batch/s: 0.32447][loss: 4.185086e-02][top1: 99.221343][top5: 100.000000]
2022-09-11 17:35:05,917 train 350 [data/s: 0.00093][batch/s: 0.32427][loss: 4.061549e-02][top1: 99.246199][top5: 100.000000]
2022-09-11 17:35:22,041 train 400 [data/s: 0.00086][batch/s: 0.32405][loss: 4.056078e-02][top1: 99.259661][top5: 100.000000]
2022-09-11 17:35:38,165 train 450 [data/s: 0.00079][batch/s: 0.32387][loss: 4.030053e-02][top1: 99.270138][top5: 99.997690]
2022-09-11 17:35:54,317 train 500 [data/s: 0.00074][batch/s: 0.32379][loss: 4.050906e-02][top1: 99.255653][top5: 99.997921]
2022-09-11 17:36:00,808 train_acc 99.261998
2022-09-11 17:36:00,991 valid 000 [data/s: 0.12238][batch/s: 0.17717][loss: 1.492825e-01][top1: 96.875000][top5: 100.000000]
2022-09-11 17:36:03,726 valid 050 [data/s: 0.00266][batch/s: 0.05711][loss: 1.272413e-01][top1: 97.140520][top5: 99.836601]
2022-09-11 17:36:06,463 valid 100 [data/s: 0.00148][batch/s: 0.05593][loss: 1.185534e-01][top1: 97.297852][top5: 99.886551]
2022-09-11 17:36:06,857 valid_acc 97.299997	best_val_acc 97.299997
2022-09-11 17:36:07,173 epoch 529 lr 8.072828e-04
2022-09-11 17:36:07,685 train 000 [data/s: 0.16298][batch/s: 0.50733][loss: 4.094566e-02][top1: 97.916664][top5: 100.000000]
2022-09-11 17:36:23,836 train 050 [data/s: 0.00349][batch/s: 0.32663][loss: 4.590707e-02][top1: 99.162579][top5: 100.000000]
2022-09-11 17:36:39,990 train 100 [data/s: 0.00192][batch/s: 0.32488][loss: 4.250148e-02][top1: 99.267737][top5: 100.000000]
2022-09-11 17:36:56,173 train 150 [data/s: 0.00139][batch/s: 0.32447][loss: 4.385026e-02][top1: 99.206676][top5: 99.993102]
2022-09-11 17:37:12,329 train 200 [data/s: 0.00112][batch/s: 0.32414][loss: 4.254490e-02][top1: 99.207087][top5: 99.984453]
2022-09-11 17:37:28,504 train 250 [data/s: 0.00096][batch/s: 0.32401][loss: 4.243265e-02][top1: 99.194885][top5: 99.987550]
2022-09-11 17:37:44,643 train 300 [data/s: 0.00085][batch/s: 0.32381][loss: 4.319826e-02][top1: 99.172894][top5: 99.989618]
2022-09-11 17:38:00,813 train 350 [data/s: 0.00078][batch/s: 0.32375][loss: 4.264337e-02][top1: 99.174974][top5: 99.991097]
2022-09-11 17:38:16,969 train 400 [data/s: 0.00072][batch/s: 0.32367][loss: 4.294327e-02][top1: 99.166145][top5: 99.992207]
2022-09-11 17:38:33,148 train 450 [data/s: 0.00067][batch/s: 0.32366][loss: 4.222914e-02][top1: 99.189299][top5: 99.993071]
2022-09-11 17:38:49,287 train 500 [data/s: 0.00063][batch/s: 0.32357][loss: 4.205366e-02][top1: 99.193278][top5: 99.993762]
2022-09-11 17:38:55,765 train_acc 99.193998
2022-09-11 17:38:55,955 valid 000 [data/s: 0.12966][batch/s: 0.18460][loss: 1.323732e-01][top1: 96.875000][top5: 100.000000]
2022-09-11 17:38:58,691 valid 050 [data/s: 0.00280][batch/s: 0.05726][loss: 1.159977e-01][top1: 97.283494][top5: 99.897875]
2022-09-11 17:39:01,427 valid 100 [data/s: 0.00154][batch/s: 0.05600][loss: 1.119346e-01][top1: 97.339106][top5: 99.938119]
2022-09-11 17:39:01,816 valid_acc 97.309997	best_val_acc 97.309997
2022-09-11 17:39:02,161 epoch 530 lr 7.843082e-04
2022-09-11 17:39:02,663 train 000 [data/s: 0.16295][batch/s: 0.49762][loss: 2.255184e-02][top1: 100.000000][top5: 100.000000]
2022-09-11 17:39:18,820 train 050 [data/s: 0.00351][batch/s: 0.32655][loss: 4.253165e-02][top1: 99.305554][top5: 100.000000]
2022-09-11 17:39:34,979 train 100 [data/s: 0.00193][batch/s: 0.32489][loss: 4.211563e-02][top1: 99.288364][top5: 100.000000]
2022-09-11 17:39:51,173 train 150 [data/s: 0.00140][batch/s: 0.32455][loss: 4.375719e-02][top1: 99.220473][top5: 100.000000]
2022-09-11 17:40:07,376 train 200 [data/s: 0.00113][batch/s: 0.32443][loss: 4.229622e-02][top1: 99.264094][top5: 100.000000]
2022-09-11 17:40:23,570 train 250 [data/s: 0.00097][batch/s: 0.32432][loss: 4.222689e-02][top1: 99.240536][top5: 100.000000]
2022-09-11 17:40:39,702 train 300 [data/s: 0.00086][batch/s: 0.32404][loss: 4.173928e-02][top1: 99.259411][top5: 100.000000]
2022-09-11 17:40:55,886 train 350 [data/s: 0.00078][batch/s: 0.32399][loss: 4.242628e-02][top1: 99.216522][top5: 100.000000]
2022-09-11 17:41:12,286 train 400 [data/s: 0.00073][batch/s: 0.32449][loss: 4.246950e-02][top1: 99.215501][top5: 100.000000]
2022-09-11 17:41:28,482 train 450 [data/s: 0.00068][batch/s: 0.32442][loss: 4.310373e-02][top1: 99.210086][top5: 100.000000]
2022-09-11 17:41:44,674 train 500 [data/s: 0.00065][batch/s: 0.32437][loss: 4.347812e-02][top1: 99.216149][top5: 100.000000]
2022-09-11 17:41:51,186 train_acc 99.207998
2022-09-11 17:41:51,381 valid 000 [data/s: 0.13633][batch/s: 0.19117][loss: 1.351242e-01][top1: 97.916664][top5: 100.000000]
2022-09-11 17:41:54,120 valid 050 [data/s: 0.00296][batch/s: 0.05744][loss: 1.153245e-01][top1: 97.201794][top5: 99.877451]
2022-09-11 17:41:56,857 valid 100 [data/s: 0.00164][batch/s: 0.05611][loss: 1.123871e-01][top1: 97.194717][top5: 99.907178]
2022-09-11 17:41:57,103 valid_acc 97.149997	best_val_acc 97.309997
2022-09-11 17:41:57,455 epoch 531 lr 7.616547e-04
2022-09-11 17:41:57,961 train 000 [data/s: 0.16380][batch/s: 0.50138][loss: 6.817444e-02][top1: 97.916664][top5: 100.000000]
2022-09-11 17:42:14,141 train 050 [data/s: 0.00352][batch/s: 0.32709][loss: 4.733185e-02][top1: 99.162579][top5: 100.000000]
2022-09-11 17:42:30,451 train 100 [data/s: 0.00195][batch/s: 0.32665][loss: 4.446247e-02][top1: 99.205856][top5: 99.989686]
2022-09-11 17:42:46,697 train 150 [data/s: 0.00142][batch/s: 0.32607][loss: 4.409732e-02][top1: 99.206675][top5: 99.993102]
2022-09-11 17:43:02,959 train 200 [data/s: 0.00115][batch/s: 0.32587][loss: 4.404993e-02][top1: 99.196722][top5: 99.994818]
2022-09-11 17:43:19,156 train 250 [data/s: 0.00099][batch/s: 0.32548][loss: 4.397323e-02][top1: 99.199035][top5: 99.995850]
2022-09-11 17:43:35,320 train 300 [data/s: 0.00088][batch/s: 0.32511][loss: 4.418848e-02][top1: 99.210961][top5: 99.996539]
2022-09-11 17:43:51,474 train 350 [data/s: 0.00080][batch/s: 0.32483][loss: 4.348439e-02][top1: 99.222457][top5: 99.997032]
2022-09-11 17:44:07,776 train 400 [data/s: 0.00074][batch/s: 0.32498][loss: 4.262263e-02][top1: 99.238880][top5: 99.997402]
2022-09-11 17:44:23,977 train 450 [data/s: 0.00069][batch/s: 0.32487][loss: 4.316392e-02][top1: 99.221635][top5: 99.995381]
2022-09-11 17:44:40,121 train 500 [data/s: 0.00066][batch/s: 0.32467][loss: 4.304533e-02][top1: 99.232782][top5: 99.995842]
2022-09-11 17:44:46,610 train_acc 99.235998
2022-09-11 17:44:46,785 valid 000 [data/s: 0.11486][batch/s: 0.16972][loss: 1.388788e-01][top1: 96.875000][top5: 100.000000]
2022-09-11 17:44:49,523 valid 050 [data/s: 0.00254][batch/s: 0.05700][loss: 1.191347e-01][top1: 97.385618][top5: 99.897875]
2022-09-11 17:44:52,263 valid 100 [data/s: 0.00145][batch/s: 0.05591][loss: 1.133206e-01][top1: 97.359733][top5: 99.927805]
2022-09-11 17:44:52,648 valid_acc 97.349997	best_val_acc 97.349997
2022-09-11 17:44:52,967 epoch 532 lr 7.393231e-04
2022-09-11 17:44:53,486 train 000 [data/s: 0.17916][batch/s: 0.51504][loss: 9.617297e-02][top1: 98.958328][top5: 100.000000]
2022-09-11 17:45:09,705 train 050 [data/s: 0.00383][batch/s: 0.32811][loss: 4.884128e-02][top1: 99.121730][top5: 99.979575]
2022-09-11 17:45:26,175 train 100 [data/s: 0.00209][batch/s: 0.32875][loss: 4.473158e-02][top1: 99.164602][top5: 99.989686]
2022-09-11 17:45:42,465 train 150 [data/s: 0.00152][batch/s: 0.32777][loss: 4.308070e-02][top1: 99.179082][top5: 99.993102]
2022-09-11 17:45:58,817 train 200 [data/s: 0.00124][batch/s: 0.32759][loss: 4.218334e-02][top1: 99.196722][top5: 99.984453]
2022-09-11 17:46:15,006 train 250 [data/s: 0.00106][batch/s: 0.32683][loss: 4.215797e-02][top1: 99.211485][top5: 99.987550]
2022-09-11 17:46:31,161 train 300 [data/s: 0.00094][batch/s: 0.32621][loss: 4.226615e-02][top1: 99.200579][top5: 99.989618]
2022-09-11 17:46:47,294 train 350 [data/s: 0.00085][batch/s: 0.32570][loss: 4.235479e-02][top1: 99.207619][top5: 99.991097]
2022-09-11 17:47:03,401 train 400 [data/s: 0.00079][batch/s: 0.32526][loss: 4.263903e-02][top1: 99.207708][top5: 99.992207]
2022-09-11 17:47:20,469 train 450 [data/s: 0.00074][batch/s: 0.32704][loss: 4.235785e-02][top1: 99.221635][top5: 99.993071]
2022-09-11 17:47:36,569 train 500 [data/s: 0.00070][batch/s: 0.32654][loss: 4.177189e-02][top1: 99.239020][top5: 99.993762]
2022-09-11 17:47:43,041 train_acc 99.249998
2022-09-11 17:47:43,241 valid 000 [data/s: 0.13994][batch/s: 0.19482][loss: 8.675636e-02][top1: 96.875000][top5: 100.000000]
2022-09-11 17:47:45,987 valid 050 [data/s: 0.00304][batch/s: 0.05768][loss: 1.184492e-01][top1: 97.263069][top5: 99.897875]
2022-09-11 17:47:48,786 valid 100 [data/s: 0.00171][batch/s: 0.05684][loss: 1.165065e-01][top1: 97.235971][top5: 99.917491]
2022-09-11 17:47:49,055 valid_acc 97.219998	best_val_acc 97.349997
2022-09-11 17:47:49,467 epoch 533 lr 7.173140e-04
2022-09-11 17:47:50,057 train 000 [data/s: 0.18712][batch/s: 0.58440][loss: 2.613968e-02][top1: 98.958328][top5: 100.000000]
2022-09-11 17:48:06,149 train 050 [data/s: 0.00400][batch/s: 0.32698][loss: 3.905269e-02][top1: 99.244279][top5: 99.979575]
2022-09-11 17:48:22,309 train 100 [data/s: 0.00219][batch/s: 0.32511][loss: 4.180849e-02][top1: 99.195543][top5: 99.989686]
2022-09-11 17:48:38,465 train 150 [data/s: 0.00157][batch/s: 0.32445][loss: 4.305390e-02][top1: 99.185980][top5: 99.986203]
2022-09-11 17:48:54,623 train 200 [data/s: 0.00126][batch/s: 0.32413][loss: 4.275698e-02][top1: 99.207088][top5: 99.984453]
2022-09-11 17:49:11,342 train 250 [data/s: 0.00107][batch/s: 0.32617][loss: 4.240209e-02][top1: 99.215635][top5: 99.987550]
2022-09-11 17:49:27,502 train 300 [data/s: 0.00095][batch/s: 0.32568][loss: 4.393624e-02][top1: 99.152130][top5: 99.989618]
2022-09-11 17:49:44,242 train 350 [data/s: 0.00086][batch/s: 0.32698][loss: 4.301907e-02][top1: 99.183877][top5: 99.991097]
2022-09-11 17:50:01,183 train 400 [data/s: 0.00079][batch/s: 0.32845][loss: 4.272883e-02][top1: 99.189524][top5: 99.992207]
2022-09-11 17:50:18,560 train 450 [data/s: 0.00074][batch/s: 0.33057][loss: 4.196790e-02][top1: 99.210087][top5: 99.993071]
2022-09-11 17:50:35,297 train 500 [data/s: 0.00070][batch/s: 0.33099][loss: 4.162171e-02][top1: 99.201595][top5: 99.993762]
2022-09-11 17:50:41,845 train_acc 99.201998
2022-09-11 17:50:42,036 valid 000 [data/s: 0.12887][batch/s: 0.18373][loss: 1.009073e-01][top1: 96.875000][top5: 100.000000]
2022-09-11 17:50:44,774 valid 050 [data/s: 0.00283][batch/s: 0.05730][loss: 1.228195e-01][top1: 97.160945][top5: 99.897875]
2022-09-11 17:50:47,510 valid 100 [data/s: 0.00156][batch/s: 0.05602][loss: 1.180242e-01][top1: 97.277225][top5: 99.927805]
2022-09-11 17:50:47,768 valid_acc 97.289997	best_val_acc 97.349997
2022-09-11 17:50:48,096 epoch 534 lr 6.956278e-04
2022-09-11 17:50:48,637 train 000 [data/s: 0.20544][batch/s: 0.53655][loss: 4.414669e-02][top1: 98.958328][top5: 100.000000]
2022-09-11 17:51:04,749 train 050 [data/s: 0.00435][batch/s: 0.32644][loss: 3.906185e-02][top1: 99.162579][top5: 100.000000]
2022-09-11 17:51:20,832 train 100 [data/s: 0.00235][batch/s: 0.32407][loss: 3.899671e-02][top1: 99.195542][top5: 100.000000]
2022-09-11 17:51:36,908 train 150 [data/s: 0.00167][batch/s: 0.32323][loss: 3.822318e-02][top1: 99.241168][top5: 100.000000]
2022-09-11 17:51:53,028 train 200 [data/s: 0.00133][batch/s: 0.32302][loss: 3.753148e-02][top1: 99.264094][top5: 100.000000]
2022-09-11 17:52:09,225 train 250 [data/s: 0.00113][batch/s: 0.32320][loss: 3.852658e-02][top1: 99.277886][top5: 100.000000]
2022-09-11 17:52:25,326 train 300 [data/s: 0.00100][batch/s: 0.32301][loss: 3.874106e-02][top1: 99.269793][top5: 100.000000]
2022-09-11 17:52:41,423 train 350 [data/s: 0.00090][batch/s: 0.32285][loss: 3.884902e-02][top1: 99.281812][top5: 100.000000]
2022-09-11 17:52:57,588 train 400 [data/s: 0.00083][batch/s: 0.32291][loss: 3.891495e-02][top1: 99.277845][top5: 100.000000]
2022-09-11 17:53:13,789 train 450 [data/s: 0.00077][batch/s: 0.32303][loss: 3.985274e-02][top1: 99.249351][top5: 100.000000]
2022-09-11 17:53:29,858 train 500 [data/s: 0.00073][batch/s: 0.32287][loss: 3.939131e-02][top1: 99.259812][top5: 100.000000]
2022-09-11 17:53:36,310 train_acc 99.267998
2022-09-11 17:53:36,495 valid 000 [data/s: 0.12585][batch/s: 0.18077][loss: 1.070112e-01][top1: 94.791664][top5: 100.000000]
2022-09-11 17:53:39,233 valid 050 [data/s: 0.00277][batch/s: 0.05722][loss: 1.229461e-01][top1: 96.956697][top5: 99.897875]
2022-09-11 17:53:41,982 valid 100 [data/s: 0.00154][batch/s: 0.05612][loss: 1.187504e-01][top1: 97.174090][top5: 99.907178]
2022-09-11 17:53:42,227 valid_acc 97.179998	best_val_acc 97.349997
2022-09-11 17:53:42,602 epoch 535 lr 6.742653e-04
2022-09-11 17:53:43,133 train 000 [data/s: 0.16799][batch/s: 0.52586][loss: 6.069320e-02][top1: 97.916664][top5: 100.000000]
2022-09-11 17:53:59,371 train 050 [data/s: 0.00364][batch/s: 0.32869][loss: 4.844677e-02][top1: 99.142154][top5: 100.000000]
2022-09-11 17:54:15,507 train 100 [data/s: 0.00201][batch/s: 0.32574][loss: 4.451369e-02][top1: 99.236796][top5: 100.000000]
2022-09-11 17:54:31,583 train 150 [data/s: 0.00145][batch/s: 0.32434][loss: 4.297827e-02][top1: 99.261863][top5: 99.993102]
2022-09-11 17:54:47,697 train 200 [data/s: 0.00117][batch/s: 0.32383][loss: 4.228309e-02][top1: 99.269276][top5: 99.994818]
2022-09-11 17:55:03,871 train 250 [data/s: 0.00100][batch/s: 0.32376][loss: 4.310273e-02][top1: 99.232235][top5: 99.995850]
2022-09-11 17:55:20,093 train 300 [data/s: 0.00089][batch/s: 0.32387][loss: 4.317189e-02][top1: 99.224804][top5: 99.993079]
2022-09-11 17:55:36,316 train 350 [data/s: 0.00081][batch/s: 0.32396][loss: 4.281078e-02][top1: 99.240264][top5: 99.994065]
2022-09-11 17:55:52,447 train 400 [data/s: 0.00075][batch/s: 0.32379][loss: 4.262212e-02][top1: 99.233684][top5: 99.994805]
2022-09-11 17:56:08,552 train 450 [data/s: 0.00071][batch/s: 0.32360][loss: 4.218081e-02][top1: 99.247041][top5: 99.993071]
2022-09-11 17:56:24,696 train 500 [data/s: 0.00067][batch/s: 0.32353][loss: 4.182515e-02][top1: 99.253574][top5: 99.993762]
2022-09-11 17:56:31,180 train_acc 99.253998
2022-09-11 17:56:31,364 valid 000 [data/s: 0.12307][batch/s: 0.17805][loss: 1.126680e-01][top1: 96.875000][top5: 100.000000]
2022-09-11 17:56:34,101 valid 050 [data/s: 0.00271][batch/s: 0.05717][loss: 1.158282e-01][top1: 97.201794][top5: 99.938725]
2022-09-11 17:56:36,838 valid 100 [data/s: 0.00151][batch/s: 0.05597][loss: 1.144785e-01][top1: 97.256598][top5: 99.938119]
2022-09-11 17:56:37,083 valid_acc 97.239997	best_val_acc 97.349997
2022-09-11 17:56:37,414 epoch 536 lr 6.532270e-04
2022-09-11 17:56:37,922 train 000 [data/s: 0.17672][batch/s: 0.50423][loss: 4.193182e-02][top1: 97.916664][top5: 100.000000]
2022-09-11 17:56:54,030 train 050 [data/s: 0.00378][batch/s: 0.32573][loss: 3.658464e-02][top1: 99.366828][top5: 100.000000]
2022-09-11 17:57:10,202 train 100 [data/s: 0.00207][batch/s: 0.32459][loss: 3.771544e-02][top1: 99.329619][top5: 100.000000]
2022-09-11 17:57:26,301 train 150 [data/s: 0.00149][batch/s: 0.32373][loss: 3.723844e-02][top1: 99.372239][top5: 100.000000]
2022-09-11 17:57:42,415 train 200 [data/s: 0.00120][batch/s: 0.32337][loss: 3.705016e-02][top1: 99.372925][top5: 100.000000]
2022-09-11 17:57:58,508 train 250 [data/s: 0.00103][batch/s: 0.32307][loss: 3.756619e-02][top1: 99.373338][top5: 100.000000]
2022-09-11 17:58:14,584 train 300 [data/s: 0.00091][batch/s: 0.32281][loss: 3.674805e-02][top1: 99.408221][top5: 99.996539]
2022-09-11 17:58:30,666 train 350 [data/s: 0.00083][batch/s: 0.32264][loss: 3.639063e-02][top1: 99.409424][top5: 99.997032]
2022-09-11 17:58:46,808 train 400 [data/s: 0.00076][batch/s: 0.32267][loss: 3.670709e-02][top1: 99.412924][top5: 99.997402]
2022-09-11 17:59:02,920 train 450 [data/s: 0.00071][batch/s: 0.32262][loss: 3.670529e-02][top1: 99.404100][top5: 99.997690]
2022-09-11 17:59:19,079 train 500 [data/s: 0.00067][batch/s: 0.32268][loss: 3.663057e-02][top1: 99.401196][top5: 99.997921]
2022-09-11 17:59:25,596 train_acc 99.399998
2022-09-11 17:59:25,797 valid 000 [data/s: 0.14013][batch/s: 0.19509][loss: 1.151258e-01][top1: 97.916664][top5: 100.000000]
2022-09-11 17:59:28,532 valid 050 [data/s: 0.00301][batch/s: 0.05746][loss: 1.111294e-01][top1: 97.426467][top5: 99.897875]
2022-09-11 17:59:31,280 valid 100 [data/s: 0.00167][batch/s: 0.05622][loss: 1.133764e-01][top1: 97.297852][top5: 99.907178]
2022-09-11 17:59:31,534 valid_acc 97.279997	best_val_acc 97.349997
2022-09-11 17:59:31,889 epoch 537 lr 6.325135e-04
2022-09-11 17:59:32,413 train 000 [data/s: 0.19535][batch/s: 0.51924][loss: 1.000292e-02][top1: 100.000000][top5: 100.000000]
2022-09-11 17:59:48,555 train 050 [data/s: 0.00415][batch/s: 0.32669][loss: 3.642676e-02][top1: 99.387253][top5: 100.000000]
2022-09-11 18:00:04,657 train 100 [data/s: 0.00225][batch/s: 0.32439][loss: 3.774534e-02][top1: 99.360559][top5: 99.989686]
2022-09-11 18:00:20,862 train 150 [data/s: 0.00162][batch/s: 0.32429][loss: 3.650878e-02][top1: 99.372239][top5: 99.993102]
2022-09-11 18:00:37,218 train 200 [data/s: 0.00131][batch/s: 0.32499][loss: 3.798527e-02][top1: 99.341831][top5: 99.994818]
2022-09-11 18:00:53,471 train 250 [data/s: 0.00112][batch/s: 0.32501][loss: 3.806668e-02][top1: 99.348438][top5: 99.995850]
2022-09-11 18:01:10,080 train 300 [data/s: 0.00099][batch/s: 0.32620][loss: 3.841859e-02][top1: 99.332086][top5: 99.996539]
2022-09-11 18:01:26,894 train 350 [data/s: 0.00091][batch/s: 0.32764][loss: 3.825718e-02][top1: 99.344134][top5: 99.997032]
2022-09-11 18:01:43,011 train 400 [data/s: 0.00084][batch/s: 0.32698][loss: 3.809721e-02][top1: 99.355775][top5: 99.994805]
2022-09-11 18:01:59,141 train 450 [data/s: 0.00078][batch/s: 0.32649][loss: 3.825008e-02][top1: 99.360216][top5: 99.995381]
2022-09-11 18:02:15,323 train 500 [data/s: 0.00074][batch/s: 0.32621][loss: 3.866722e-02][top1: 99.347137][top5: 99.995842]
2022-09-11 18:02:21,803 train_acc 99.357998
2022-09-11 18:02:22,013 valid 000 [data/s: 0.14850][batch/s: 0.20328][loss: 1.104421e-01][top1: 96.875000][top5: 100.000000]
2022-09-11 18:02:24,761 valid 050 [data/s: 0.00322][batch/s: 0.05787][loss: 1.188809e-01][top1: 97.242645][top5: 99.897875]
2022-09-11 18:02:27,499 valid 100 [data/s: 0.00178][batch/s: 0.05633][loss: 1.169672e-01][top1: 97.287539][top5: 99.917491]
2022-09-11 18:02:27,757 valid_acc 97.259998	best_val_acc 97.349997
2022-09-11 18:02:28,089 epoch 538 lr 6.121253e-04
2022-09-11 18:02:28,591 train 000 [data/s: 0.15783][batch/s: 0.49604][loss: 5.377300e-02][top1: 97.916664][top5: 100.000000]
2022-09-11 18:02:44,696 train 050 [data/s: 0.00342][batch/s: 0.32552][loss: 4.458349e-02][top1: 99.162579][top5: 99.979575]
2022-09-11 18:03:00,873 train 100 [data/s: 0.00188][batch/s: 0.32454][loss: 3.904639e-02][top1: 99.319305][top5: 99.989686]
2022-09-11 18:03:16,955 train 150 [data/s: 0.00137][batch/s: 0.32358][loss: 3.844374e-02][top1: 99.310152][top5: 99.993102]
2022-09-11 18:03:33,042 train 200 [data/s: 0.00111][batch/s: 0.32312][loss: 3.856482e-02][top1: 99.284824][top5: 99.994818]
2022-09-11 18:03:49,186 train 250 [data/s: 0.00096][batch/s: 0.32307][loss: 3.871338e-02][top1: 99.282036][top5: 99.991700]
2022-09-11 18:04:05,323 train 300 [data/s: 0.00085][batch/s: 0.32302][loss: 3.917535e-02][top1: 99.269793][top5: 99.993079]
2022-09-11 18:04:21,556 train 350 [data/s: 0.00078][batch/s: 0.32325][loss: 3.874022e-02][top1: 99.287747][top5: 99.994065]
2022-09-11 18:04:38,850 train 400 [data/s: 0.00072][batch/s: 0.32607][loss: 3.784657e-02][top1: 99.322006][top5: 99.994805]
2022-09-11 18:04:56,187 train 450 [data/s: 0.00068][batch/s: 0.32836][loss: 3.747968e-02][top1: 99.318642][top5: 99.995381]
2022-09-11 18:05:13,521 train 500 [data/s: 0.00064][batch/s: 0.33019][loss: 3.790493e-02][top1: 99.311791][top5: 99.995842]
2022-09-11 18:05:20,540 train_acc 99.307998
2022-09-11 18:05:20,717 valid 000 [data/s: 0.11715][batch/s: 0.17212][loss: 9.019295e-02][top1: 96.875000][top5: 100.000000]
2022-09-11 18:05:23,483 valid 050 [data/s: 0.00261][batch/s: 0.05762][loss: 1.223641e-01][top1: 97.324344][top5: 99.877450]
2022-09-11 18:05:26,237 valid 100 [data/s: 0.00146][batch/s: 0.05636][loss: 1.194277e-01][top1: 97.256598][top5: 99.907178]
2022-09-11 18:05:26,488 valid_acc 97.249998	best_val_acc 97.349997
2022-09-11 18:05:26,842 epoch 539 lr 5.920631e-04
2022-09-11 18:05:27,348 train 000 [data/s: 0.17361][batch/s: 0.50089][loss: 1.516158e-02][top1: 100.000000][top5: 100.000000]
2022-09-11 18:05:43,643 train 050 [data/s: 0.00374][batch/s: 0.32935][loss: 3.810982e-02][top1: 99.325978][top5: 100.000000]
2022-09-11 18:05:59,797 train 100 [data/s: 0.00204][batch/s: 0.32624][loss: 3.694254e-02][top1: 99.360559][top5: 100.000000]
2022-09-11 18:06:15,945 train 150 [data/s: 0.00147][batch/s: 0.32515][loss: 3.761494e-02][top1: 99.365340][top5: 99.993102]
2022-09-11 18:06:32,146 train 200 [data/s: 0.00118][batch/s: 0.32487][loss: 3.984857e-02][top1: 99.300371][top5: 99.994818]
2022-09-11 18:06:48,275 train 250 [data/s: 0.00102][batch/s: 0.32441][loss: 3.853306e-02][top1: 99.302787][top5: 99.995850]
2022-09-11 18:07:04,370 train 300 [data/s: 0.00090][batch/s: 0.32400][loss: 3.839535e-02][top1: 99.300939][top5: 99.996539]
2022-09-11 18:07:20,484 train 350 [data/s: 0.00082][batch/s: 0.32375][loss: 3.951537e-02][top1: 99.269941][top5: 99.994065]
2022-09-11 18:07:36,563 train 400 [data/s: 0.00076][batch/s: 0.32348][loss: 3.923855e-02][top1: 99.280443][top5: 99.994805]
2022-09-11 18:07:52,678 train 450 [data/s: 0.00071][batch/s: 0.32335][loss: 3.923721e-02][top1: 99.270138][top5: 99.995381]
2022-09-11 18:08:08,840 train 500 [data/s: 0.00067][batch/s: 0.32334][loss: 3.934917e-02][top1: 99.274366][top5: 99.995842]
2022-09-11 18:08:15,329 train_acc 99.257998
2022-09-11 18:08:15,514 valid 000 [data/s: 0.12617][batch/s: 0.18095][loss: 6.700782e-02][top1: 96.875000][top5: 100.000000]
2022-09-11 18:08:18,264 valid 050 [data/s: 0.00278][batch/s: 0.05746][loss: 1.196460e-01][top1: 97.160945][top5: 99.877450]
2022-09-11 18:08:21,002 valid 100 [data/s: 0.00155][batch/s: 0.05612][loss: 1.159345e-01][top1: 97.215344][top5: 99.907178]
2022-09-11 18:08:21,252 valid_acc 97.209998	best_val_acc 97.349997
2022-09-11 18:08:21,578 epoch 540 lr 5.723273e-04
2022-09-11 18:08:22,065 train 000 [data/s: 0.15513][batch/s: 0.48234][loss: 1.112220e-02][top1: 100.000000][top5: 100.000000]
2022-09-11 18:08:38,195 train 050 [data/s: 0.00334][batch/s: 0.32573][loss: 4.150414e-02][top1: 99.305554][top5: 100.000000]
2022-09-11 18:08:54,316 train 100 [data/s: 0.00185][batch/s: 0.32410][loss: 3.971629e-02][top1: 99.278051][top5: 100.000000]
2022-09-11 18:09:10,447 train 150 [data/s: 0.00134][batch/s: 0.32360][loss: 3.987004e-02][top1: 99.303254][top5: 99.993102]
2022-09-11 18:09:26,666 train 200 [data/s: 0.00108][batch/s: 0.32380][loss: 4.003573e-02][top1: 99.290006][top5: 99.994818]
2022-09-11 18:09:42,817 train 250 [data/s: 0.00093][batch/s: 0.32364][loss: 4.038496e-02][top1: 99.277887][top5: 99.995850]
2022-09-11 18:09:59,136 train 300 [data/s: 0.00083][batch/s: 0.32410][loss: 4.065938e-02][top1: 99.273254][top5: 99.996539]
2022-09-11 18:10:15,301 train 350 [data/s: 0.00075][batch/s: 0.32398][loss: 4.008451e-02][top1: 99.275877][top5: 99.997032]
2022-09-11 18:10:31,448 train 400 [data/s: 0.00070][batch/s: 0.32385][loss: 3.956657e-02][top1: 99.277845][top5: 99.994805]
2022-09-11 18:10:47,554 train 450 [data/s: 0.00066][batch/s: 0.32366][loss: 3.938017e-02][top1: 99.283997][top5: 99.995381]
2022-09-11 18:11:03,722 train 500 [data/s: 0.00063][batch/s: 0.32363][loss: 3.895392e-02][top1: 99.286841][top5: 99.995842]
2022-09-11 18:11:10,224 train_acc 99.273998
2022-09-11 18:11:10,435 valid 000 [data/s: 0.11748][batch/s: 0.20476][loss: 1.354061e-01][top1: 96.875000][top5: 100.000000]
2022-09-11 18:11:13,189 valid 050 [data/s: 0.00261][batch/s: 0.05802][loss: 1.222335e-01][top1: 97.181370][top5: 99.877450]
2022-09-11 18:11:15,924 valid 100 [data/s: 0.00145][batch/s: 0.05638][loss: 1.163093e-01][top1: 97.256598][top5: 99.907178]
2022-09-11 18:11:16,167 valid_acc 97.219997	best_val_acc 97.349997
2022-09-11 18:11:16,532 epoch 541 lr 5.529185e-04
2022-09-11 18:11:17,125 train 000 [data/s: 0.16923][batch/s: 0.58749][loss: 1.178031e-02][top1: 100.000000][top5: 100.000000]
2022-09-11 18:11:33,542 train 050 [data/s: 0.00370][batch/s: 0.33343][loss: 4.086810e-02][top1: 99.346403][top5: 100.000000]
2022-09-11 18:11:49,931 train 100 [data/s: 0.00204][batch/s: 0.33063][loss: 4.051354e-02][top1: 99.288365][top5: 100.000000]
2022-09-11 18:12:06,137 train 150 [data/s: 0.00149][batch/s: 0.32847][loss: 3.803251e-02][top1: 99.310153][top5: 100.000000]
2022-09-11 18:12:22,310 train 200 [data/s: 0.00120][batch/s: 0.32723][loss: 3.849299e-02][top1: 99.295189][top5: 100.000000]
2022-09-11 18:12:38,699 train 250 [data/s: 0.00103][batch/s: 0.32734][loss: 3.872260e-02][top1: 99.327687][top5: 100.000000]
2022-09-11 18:12:55,453 train 300 [data/s: 0.00092][batch/s: 0.32862][loss: 3.932738e-02][top1: 99.304400][top5: 100.000000]
2022-09-11 18:13:11,833 train 350 [data/s: 0.00084][batch/s: 0.32848][loss: 3.923202e-02][top1: 99.293683][top5: 100.000000]
2022-09-11 18:13:28,175 train 400 [data/s: 0.00078][batch/s: 0.32827][loss: 3.939830e-02][top1: 99.298626][top5: 100.000000]
2022-09-11 18:13:44,665 train 450 [data/s: 0.00073][batch/s: 0.32844][loss: 3.987663e-02][top1: 99.290926][top5: 100.000000]
2022-09-11 18:14:00,885 train 500 [data/s: 0.00069][batch/s: 0.32804][loss: 4.008586e-02][top1: 99.282683][top5: 100.000000]
2022-09-11 18:14:07,576 train_acc 99.287998
2022-09-11 18:14:07,777 valid 000 [data/s: 0.14043][batch/s: 0.19526][loss: 1.154813e-01][top1: 96.875000][top5: 100.000000]
2022-09-11 18:14:10,518 valid 050 [data/s: 0.00308][batch/s: 0.05756][loss: 1.228039e-01][top1: 97.181370][top5: 99.836601]
2022-09-11 18:14:13,257 valid 100 [data/s: 0.00171][batch/s: 0.05618][loss: 1.182008e-01][top1: 97.225657][top5: 99.865924]
2022-09-11 18:14:13,515 valid_acc 97.219997	best_val_acc 97.349997
2022-09-11 18:14:14,067 epoch 542 lr 5.338373e-04
2022-09-11 18:14:14,669 train 000 [data/s: 0.19723][batch/s: 0.59109][loss: 6.801248e-02][top1: 100.000000][top5: 100.000000]
2022-09-11 18:14:31,072 train 050 [data/s: 0.00423][batch/s: 0.33322][loss: 3.958848e-02][top1: 99.305554][top5: 99.979575]
2022-09-11 18:14:47,163 train 100 [data/s: 0.00231][batch/s: 0.32758][loss: 4.015459e-02][top1: 99.319305][top5: 99.989686]
2022-09-11 18:15:03,293 train 150 [data/s: 0.00165][batch/s: 0.32593][loss: 3.869656e-02][top1: 99.337747][top5: 99.993102]
2022-09-11 18:15:19,381 train 200 [data/s: 0.00132][batch/s: 0.32489][loss: 3.650140e-02][top1: 99.372925][top5: 99.994818]
2022-09-11 18:15:35,702 train 250 [data/s: 0.00113][batch/s: 0.32520][loss: 3.655021e-02][top1: 99.356738][top5: 99.995850]
2022-09-11 18:15:51,918 train 300 [data/s: 0.00101][batch/s: 0.32505][loss: 3.624155e-02][top1: 99.363232][top5: 99.996539]
2022-09-11 18:16:08,356 train 350 [data/s: 0.00092][batch/s: 0.32558][loss: 3.642127e-02][top1: 99.353037][top5: 99.994065]
2022-09-11 18:16:24,503 train 400 [data/s: 0.00085][batch/s: 0.32525][loss: 3.711583e-02][top1: 99.342787][top5: 99.994805]
2022-09-11 18:16:40,779 train 450 [data/s: 0.00079][batch/s: 0.32528][loss: 3.674879e-02][top1: 99.353287][top5: 99.995381]
2022-09-11 18:16:57,359 train 500 [data/s: 0.00074][batch/s: 0.32591][loss: 3.684835e-02][top1: 99.353375][top5: 99.995842]
2022-09-11 18:17:04,383 train_acc 99.339998
2022-09-11 18:17:04,565 valid 000 [data/s: 0.12192][batch/s: 0.17671][loss: 4.518705e-02][top1: 97.916664][top5: 100.000000]
2022-09-11 18:17:07,305 valid 050 [data/s: 0.00270][batch/s: 0.05719][loss: 1.217347e-01][top1: 97.160945][top5: 99.877451]
2022-09-11 18:17:10,041 valid 100 [data/s: 0.00151][batch/s: 0.05597][loss: 1.170717e-01][top1: 97.246285][top5: 99.886551]
2022-09-11 18:17:10,290 valid_acc 97.239997	best_val_acc 97.349997
2022-09-11 18:17:10,655 epoch 543 lr 5.150841e-04
2022-09-11 18:17:11,171 train 000 [data/s: 0.16521][batch/s: 0.51083][loss: 1.946965e-02][top1: 100.000000][top5: 100.000000]
2022-09-11 18:17:27,687 train 050 [data/s: 0.00360][batch/s: 0.33386][loss: 3.013773e-02][top1: 99.550652][top5: 100.000000]
2022-09-11 18:17:43,788 train 100 [data/s: 0.00199][batch/s: 0.32800][loss: 3.213534e-02][top1: 99.463695][top5: 100.000000]
2022-09-11 18:17:59,924 train 150 [data/s: 0.00144][batch/s: 0.32625][loss: 3.364328e-02][top1: 99.448122][top5: 100.000000]
2022-09-11 18:18:16,119 train 200 [data/s: 0.00117][batch/s: 0.32567][loss: 3.469149e-02][top1: 99.435114][top5: 100.000000]
2022-09-11 18:18:32,270 train 250 [data/s: 0.00101][batch/s: 0.32514][loss: 3.569370e-02][top1: 99.394088][top5: 100.000000]
2022-09-11 18:18:49,494 train 300 [data/s: 0.00090][batch/s: 0.32835][loss: 3.695492e-02][top1: 99.366692][top5: 100.000000]
2022-09-11 18:19:05,852 train 350 [data/s: 0.00082][batch/s: 0.32818][loss: 3.675521e-02][top1: 99.356005][top5: 100.000000]
2022-09-11 18:19:22,090 train 400 [data/s: 0.00076][batch/s: 0.32775][loss: 3.855553e-02][top1: 99.303822][top5: 99.997402]
2022-09-11 18:19:38,327 train 450 [data/s: 0.00071][batch/s: 0.32742][loss: 3.924612e-02][top1: 99.281687][top5: 99.997690]
2022-09-11 18:19:54,497 train 500 [data/s: 0.00068][batch/s: 0.32702][loss: 3.862115e-02][top1: 99.305554][top5: 99.997921]
2022-09-11 18:20:01,096 train_acc 99.299998
2022-09-11 18:20:01,277 valid 000 [data/s: 0.12203][batch/s: 0.17678][loss: 8.815772e-02][top1: 96.875000][top5: 100.000000]
2022-09-11 18:20:04,015 valid 050 [data/s: 0.00270][batch/s: 0.05714][loss: 1.227646e-01][top1: 97.038396][top5: 99.918300]
2022-09-11 18:20:06,752 valid 100 [data/s: 0.00151][batch/s: 0.05595][loss: 1.180148e-01][top1: 97.153463][top5: 99.927805]
2022-09-11 18:20:07,052 valid_acc 97.149998	best_val_acc 97.349997
2022-09-11 18:20:07,381 epoch 544 lr 4.966595e-04
2022-09-11 18:20:07,932 train 000 [data/s: 0.21911][batch/s: 0.54728][loss: 8.358868e-03][top1: 100.000000][top5: 100.000000]
2022-09-11 18:20:24,074 train 050 [data/s: 0.00463][batch/s: 0.32723][loss: 4.373351e-02][top1: 99.080880][top5: 100.000000]
2022-09-11 18:20:40,319 train 100 [data/s: 0.00250][batch/s: 0.32608][loss: 4.148105e-02][top1: 99.195542][top5: 100.000000]
2022-09-11 18:20:56,408 train 150 [data/s: 0.00178][batch/s: 0.32465][loss: 4.049527e-02][top1: 99.220472][top5: 100.000000]
2022-09-11 18:21:13,114 train 200 [data/s: 0.00142][batch/s: 0.32701][loss: 3.806641e-02][top1: 99.295188][top5: 100.000000]
2022-09-11 18:21:29,861 train 250 [data/s: 0.00121][batch/s: 0.32859][loss: 3.894581e-02][top1: 99.306937][top5: 100.000000]
2022-09-11 18:21:46,102 train 300 [data/s: 0.00106][batch/s: 0.32796][loss: 3.833268e-02][top1: 99.318243][top5: 100.000000]
2022-09-11 18:22:02,309 train 350 [data/s: 0.00096][batch/s: 0.32742][loss: 3.854322e-02][top1: 99.314457][top5: 100.000000]
2022-09-11 18:22:18,563 train 400 [data/s: 0.00088][batch/s: 0.32713][loss: 3.832891e-02][top1: 99.303822][top5: 100.000000]
2022-09-11 18:22:34,652 train 450 [data/s: 0.00082][batch/s: 0.32653][loss: 3.778188e-02][top1: 99.318642][top5: 100.000000]
2022-09-11 18:22:50,690 train 500 [data/s: 0.00077][batch/s: 0.32596][loss: 3.737621e-02][top1: 99.322187][top5: 100.000000]
2022-09-11 18:22:57,296 train_acc 99.335998
2022-09-11 18:22:57,526 valid 000 [data/s: 0.12695][batch/s: 0.22384][loss: 9.219017e-02][top1: 96.875000][top5: 100.000000]
2022-09-11 18:23:00,305 valid 050 [data/s: 0.00284][batch/s: 0.05888][loss: 1.219328e-01][top1: 97.160945][top5: 99.877450]
2022-09-11 18:23:03,045 valid 100 [data/s: 0.00160][batch/s: 0.05686][loss: 1.196082e-01][top1: 97.266911][top5: 99.907178]
2022-09-11 18:23:03,296 valid_acc 97.259997	best_val_acc 97.349997
2022-09-11 18:23:03,660 epoch 545 lr 4.785640e-04
2022-09-11 18:23:04,213 train 000 [data/s: 0.20864][batch/s: 0.54789][loss: 4.208516e-02][top1: 97.916664][top5: 100.000000]
2022-09-11 18:23:20,492 train 050 [data/s: 0.00445][batch/s: 0.32994][loss: 3.404938e-02][top1: 99.305554][top5: 100.000000]
2022-09-11 18:23:37,349 train 100 [data/s: 0.00242][batch/s: 0.33351][loss: 3.422533e-02][top1: 99.329619][top5: 100.000000]
2022-09-11 18:23:54,202 train 150 [data/s: 0.00174][batch/s: 0.33468][loss: 3.278707e-02][top1: 99.427427][top5: 99.993102]
2022-09-11 18:24:10,299 train 200 [data/s: 0.00139][batch/s: 0.33151][loss: 3.312107e-02][top1: 99.404020][top5: 99.994818]
2022-09-11 18:24:26,457 train 250 [data/s: 0.00118][batch/s: 0.32985][loss: 3.477393e-02][top1: 99.356738][top5: 99.995850]
2022-09-11 18:24:42,706 train 300 [data/s: 0.00104][batch/s: 0.32904][loss: 3.396871e-02][top1: 99.373614][top5: 99.993079]
2022-09-11 18:24:58,980 train 350 [data/s: 0.00094][batch/s: 0.32853][loss: 3.418758e-02][top1: 99.379746][top5: 99.994065]
2022-09-11 18:25:15,233 train 400 [data/s: 0.00086][batch/s: 0.32810][loss: 3.478121e-02][top1: 99.371361][top5: 99.994805]
2022-09-11 18:25:31,329 train 450 [data/s: 0.00080][batch/s: 0.32742][loss: 3.432065e-02][top1: 99.385623][top5: 99.995381]
2022-09-11 18:25:47,469 train 500 [data/s: 0.00075][batch/s: 0.32695][loss: 3.452034e-02][top1: 99.376246][top5: 99.995842]
2022-09-11 18:25:54,018 train_acc 99.373998
2022-09-11 18:25:54,198 valid 000 [data/s: 0.12050][batch/s: 0.17537][loss: 7.396451e-02][top1: 95.833328][top5: 100.000000]
2022-09-11 18:25:56,996 valid 050 [data/s: 0.00266][batch/s: 0.05830][loss: 1.219384e-01][top1: 97.017971][top5: 99.897875]
2022-09-11 18:25:59,731 valid 100 [data/s: 0.00147][batch/s: 0.05651][loss: 1.183451e-01][top1: 97.132836][top5: 99.917491]
2022-09-11 18:25:59,992 valid_acc 97.139998	best_val_acc 97.349997
2022-09-11 18:26:00,329 epoch 546 lr 4.607981e-04
2022-09-11 18:26:00,833 train 000 [data/s: 0.16710][batch/s: 0.49961][loss: 9.990110e-03][top1: 100.000000][top5: 100.000000]
2022-09-11 18:26:16,961 train 050 [data/s: 0.00360][batch/s: 0.32603][loss: 3.572872e-02][top1: 99.346404][top5: 99.979575]
2022-09-11 18:26:33,159 train 100 [data/s: 0.00198][batch/s: 0.32501][loss: 3.617870e-02][top1: 99.308992][top5: 99.989686]
2022-09-11 18:26:49,535 train 150 [data/s: 0.00143][batch/s: 0.32584][loss: 3.538645e-02][top1: 99.296356][top5: 99.993102]
2022-09-11 18:27:06,766 train 200 [data/s: 0.00116][batch/s: 0.33051][loss: 3.573962e-02][top1: 99.290006][top5: 99.994818]
2022-09-11 18:27:22,866 train 250 [data/s: 0.00099][batch/s: 0.32882][loss: 3.515799e-02][top1: 99.302787][top5: 99.995850]
2022-09-11 18:27:38,964 train 300 [data/s: 0.00087][batch/s: 0.32768][loss: 3.541920e-02][top1: 99.307861][top5: 99.993079]
2022-09-11 18:27:55,051 train 350 [data/s: 0.00079][batch/s: 0.32683][loss: 3.547286e-02][top1: 99.305554][top5: 99.994065]
2022-09-11 18:28:11,160 train 400 [data/s: 0.00073][batch/s: 0.32625][loss: 3.578005e-02][top1: 99.309017][top5: 99.994805]
2022-09-11 18:28:27,272 train 450 [data/s: 0.00068][batch/s: 0.32581][loss: 3.571959e-02][top1: 99.325571][top5: 99.995381]
2022-09-11 18:28:43,541 train 500 [data/s: 0.00065][batch/s: 0.32576][loss: 3.552689e-02][top1: 99.332583][top5: 99.995842]
2022-09-11 18:28:50,029 train_acc 99.337998
2022-09-11 18:28:50,210 valid 000 [data/s: 0.11905][batch/s: 0.17522][loss: 8.470278e-02][top1: 95.833328][top5: 100.000000]
2022-09-11 18:28:52,946 valid 050 [data/s: 0.00262][batch/s: 0.05708][loss: 1.226050e-01][top1: 97.120096][top5: 99.877450]
2022-09-11 18:28:55,702 valid 100 [data/s: 0.00146][batch/s: 0.05612][loss: 1.177645e-01][top1: 97.225657][top5: 99.917491]
2022-09-11 18:28:55,949 valid_acc 97.229997	best_val_acc 97.349997
2022-09-11 18:28:56,307 epoch 547 lr 4.433622e-04
2022-09-11 18:28:56,945 train 000 [data/s: 0.29618][batch/s: 0.63372][loss: 8.427280e-02][top1: 97.916664][top5: 100.000000]
2022-09-11 18:29:13,187 train 050 [data/s: 0.00613][batch/s: 0.33089][loss: 3.769468e-02][top1: 99.203428][top5: 100.000000]
2022-09-11 18:29:29,453 train 100 [data/s: 0.00326][batch/s: 0.32814][loss: 3.424203e-02][top1: 99.329618][top5: 100.000000]
2022-09-11 18:29:45,571 train 150 [data/s: 0.00229][batch/s: 0.32622][loss: 3.591415e-02][top1: 99.296355][top5: 100.000000]
2022-09-11 18:30:01,711 train 200 [data/s: 0.00179][batch/s: 0.32537][loss: 3.439157e-02][top1: 99.383290][top5: 100.000000]
2022-09-11 18:30:17,892 train 250 [data/s: 0.00149][batch/s: 0.32502][loss: 3.520911e-02][top1: 99.348438][top5: 100.000000]
2022-09-11 18:30:34,020 train 300 [data/s: 0.00130][batch/s: 0.32461][loss: 3.563566e-02][top1: 99.356310][top5: 100.000000]
2022-09-11 18:30:50,230 train 350 [data/s: 0.00116][batch/s: 0.32455][loss: 3.649405e-02][top1: 99.335231][top5: 100.000000]
2022-09-11 18:31:06,488 train 400 [data/s: 0.00106][batch/s: 0.32463][loss: 3.695419e-02][top1: 99.332396][top5: 99.997402]
2022-09-11 18:31:22,580 train 450 [data/s: 0.00097][batch/s: 0.32432][loss: 3.666935e-02][top1: 99.323261][top5: 99.997690]
2022-09-11 18:31:38,700 train 500 [data/s: 0.00091][batch/s: 0.32413][loss: 3.673519e-02][top1: 99.332583][top5: 99.997921]
2022-09-11 18:31:45,268 train_acc 99.321998
2022-09-11 18:31:45,503 valid 000 [data/s: 0.17260][batch/s: 0.22758][loss: 9.617864e-02][top1: 96.875000][top5: 100.000000]
2022-09-11 18:31:48,250 valid 050 [data/s: 0.00368][batch/s: 0.05833][loss: 1.199865e-01][top1: 97.263069][top5: 99.877451]
2022-09-11 18:31:51,018 valid 100 [data/s: 0.00200][batch/s: 0.05686][loss: 1.163130e-01][top1: 97.225657][top5: 99.917491]
2022-09-11 18:31:51,286 valid_acc 97.229997	best_val_acc 97.349997
2022-09-11 18:31:51,620 epoch 548 lr 4.262568e-04
2022-09-11 18:31:52,117 train 000 [data/s: 0.14915][batch/s: 0.48958][loss: 4.026131e-02][top1: 98.958328][top5: 100.000000]
2022-09-11 18:32:08,217 train 050 [data/s: 0.00327][batch/s: 0.32528][loss: 3.062275e-02][top1: 99.530227][top5: 100.000000]
2022-09-11 18:32:24,370 train 100 [data/s: 0.00182][batch/s: 0.32418][loss: 3.583250e-02][top1: 99.381186][top5: 100.000000]
2022-09-11 18:32:40,473 train 150 [data/s: 0.00133][batch/s: 0.32348][loss: 3.588480e-02][top1: 99.351543][top5: 100.000000]
2022-09-11 18:32:56,707 train 200 [data/s: 0.00108][batch/s: 0.32378][loss: 3.468609e-02][top1: 99.404020][top5: 100.000000]
2022-09-11 18:33:12,883 train 250 [data/s: 0.00092][batch/s: 0.32373][loss: 3.481672e-02][top1: 99.406539][top5: 100.000000]
2022-09-11 18:33:29,037 train 300 [data/s: 0.00082][batch/s: 0.32362][loss: 3.607032e-02][top1: 99.363232][top5: 100.000000]
2022-09-11 18:33:45,192 train 350 [data/s: 0.00075][batch/s: 0.32354][loss: 3.695052e-02][top1: 99.335231][top5: 100.000000]
2022-09-11 18:34:01,286 train 400 [data/s: 0.00069][batch/s: 0.32334][loss: 3.726437e-02][top1: 99.319408][top5: 100.000000]
2022-09-11 18:34:17,448 train 450 [data/s: 0.00065][batch/s: 0.32332][loss: 3.755982e-02][top1: 99.318642][top5: 100.000000]
2022-09-11 18:34:33,568 train 500 [data/s: 0.00062][batch/s: 0.32323][loss: 3.735244e-02][top1: 99.326345][top5: 99.997921]
2022-09-11 18:34:40,033 train_acc 99.327998
2022-09-11 18:34:40,237 valid 000 [data/s: 0.14381][batch/s: 0.19855][loss: 6.787542e-02][top1: 96.875000][top5: 100.000000]
2022-09-11 18:34:42,973 valid 050 [data/s: 0.00312][batch/s: 0.05754][loss: 1.185997e-01][top1: 97.303919][top5: 99.897875]
2022-09-11 18:34:45,709 valid 100 [data/s: 0.00173][batch/s: 0.05615][loss: 1.156514e-01][top1: 97.308166][top5: 99.938119]
2022-09-11 18:34:45,954 valid_acc 97.309998	best_val_acc 97.349997
2022-09-11 18:34:46,312 epoch 549 lr 4.094825e-04
2022-09-11 18:34:46,821 train 000 [data/s: 0.17816][batch/s: 0.50442][loss: 2.311133e-02][top1: 100.000000][top5: 100.000000]
2022-09-11 18:35:02,928 train 050 [data/s: 0.00381][batch/s: 0.32571][loss: 4.195867e-02][top1: 99.264703][top5: 99.979575]
2022-09-11 18:35:19,010 train 100 [data/s: 0.00208][batch/s: 0.32370][loss: 3.602338e-02][top1: 99.381186][top5: 99.989686]
2022-09-11 18:35:35,229 train 150 [data/s: 0.00149][batch/s: 0.32392][loss: 3.681300e-02][top1: 99.317051][top5: 99.993102]
2022-09-11 18:35:51,443 train 200 [data/s: 0.00120][batch/s: 0.32401][loss: 3.507729e-02][top1: 99.341830][top5: 99.989635]
2022-09-11 18:36:07,694 train 250 [data/s: 0.00103][batch/s: 0.32421][loss: 3.487434e-02][top1: 99.352588][top5: 99.991700]
2022-09-11 18:36:23,848 train 300 [data/s: 0.00091][batch/s: 0.32402][loss: 3.440534e-02][top1: 99.377074][top5: 99.993079]
2022-09-11 18:36:39,994 train 350 [data/s: 0.00082][batch/s: 0.32387][loss: 3.564337e-02][top1: 99.353037][top5: 99.994065]
2022-09-11 18:36:56,120 train 400 [data/s: 0.00076][batch/s: 0.32370][loss: 3.537265e-02][top1: 99.358373][top5: 99.994805]
2022-09-11 18:37:12,208 train 450 [data/s: 0.00071][batch/s: 0.32348][loss: 3.460752e-02][top1: 99.367145][top5: 99.995381]
2022-09-11 18:37:28,284 train 500 [data/s: 0.00067][batch/s: 0.32329][loss: 3.449957e-02][top1: 99.367929][top5: 99.995842]
2022-09-11 18:37:35,250 train_acc 99.365998
2022-09-11 18:37:35,473 valid 000 [data/s: 0.14614][batch/s: 0.21058][loss: 9.393366e-02][top1: 96.875000][top5: 100.000000]
2022-09-11 18:37:38,208 valid 050 [data/s: 0.00313][batch/s: 0.05775][loss: 1.182499e-01][top1: 97.303919][top5: 99.857025]
2022-09-11 18:37:40,946 valid 100 [data/s: 0.00173][batch/s: 0.05628][loss: 1.150852e-01][top1: 97.318479][top5: 99.907178]
2022-09-11 18:37:41,189 valid_acc 97.309998	best_val_acc 97.349997
2022-09-11 18:37:41,519 epoch 550 lr 3.930396e-04
2022-09-11 18:37:42,022 train 000 [data/s: 0.15857][batch/s: 0.49765][loss: 8.330778e-02][top1: 98.958328][top5: 100.000000]
2022-09-11 18:37:58,150 train 050 [data/s: 0.00341][batch/s: 0.32599][loss: 3.623827e-02][top1: 99.448528][top5: 100.000000]
2022-09-11 18:38:15,276 train 100 [data/s: 0.00190][batch/s: 0.33417][loss: 3.655403e-02][top1: 99.350246][top5: 100.000000]
2022-09-11 18:38:31,428 train 150 [data/s: 0.00138][batch/s: 0.33049][loss: 3.630759e-02][top1: 99.337746][top5: 100.000000]
2022-09-11 18:38:47,578 train 200 [data/s: 0.00112][batch/s: 0.32863][loss: 3.645783e-02][top1: 99.336648][top5: 100.000000]
2022-09-11 18:39:03,690 train 250 [data/s: 0.00096][batch/s: 0.32736][loss: 3.713645e-02][top1: 99.327687][top5: 100.000000]
2022-09-11 18:39:19,810 train 300 [data/s: 0.00085][batch/s: 0.32653][loss: 3.695985e-02][top1: 99.332086][top5: 100.000000]
2022-09-11 18:39:35,901 train 350 [data/s: 0.00077][batch/s: 0.32586][loss: 3.673616e-02][top1: 99.344134][top5: 100.000000]
2022-09-11 18:39:51,983 train 400 [data/s: 0.00072][batch/s: 0.32533][loss: 3.594481e-02][top1: 99.363568][top5: 100.000000]
2022-09-11 18:40:08,065 train 450 [data/s: 0.00067][batch/s: 0.32492][loss: 3.648799e-02][top1: 99.357906][top5: 100.000000]
2022-09-11 18:40:24,148 train 500 [data/s: 0.00064][batch/s: 0.32460][loss: 3.660088e-02][top1: 99.353375][top5: 99.997921]
2022-09-11 18:40:30,687 train_acc 99.355998
2022-09-11 18:40:30,889 valid 000 [data/s: 0.14139][batch/s: 0.19631][loss: 9.160134e-02][top1: 96.875000][top5: 100.000000]
2022-09-11 18:40:33,671 valid 050 [data/s: 0.00307][batch/s: 0.05839][loss: 1.196853e-01][top1: 97.222220][top5: 99.918300]
2022-09-11 18:40:36,409 valid 100 [data/s: 0.00170][batch/s: 0.05659][loss: 1.143225e-01][top1: 97.328793][top5: 99.938119]
2022-09-11 18:40:36,680 valid_acc 97.319998	best_val_acc 97.349997
2022-09-11 18:40:37,084 epoch 551 lr 3.769287e-04
2022-09-11 18:40:37,634 train 000 [data/s: 0.17739][batch/s: 0.54511][loss: 2.823661e-02][top1: 98.958328][top5: 100.000000]
2022-09-11 18:40:53,743 train 050 [data/s: 0.00377][batch/s: 0.32655][loss: 3.323591e-02][top1: 99.448528][top5: 100.000000]
2022-09-11 18:41:09,834 train 100 [data/s: 0.00206][batch/s: 0.32421][loss: 3.209545e-02][top1: 99.401813][top5: 100.000000]
2022-09-11 18:41:25,911 train 150 [data/s: 0.00148][batch/s: 0.32333][loss: 3.186506e-02][top1: 99.420528][top5: 99.993102]
2022-09-11 18:41:41,964 train 200 [data/s: 0.00118][batch/s: 0.32276][loss: 3.194728e-02][top1: 99.429932][top5: 99.994818]
2022-09-11 18:41:58,154 train 250 [data/s: 0.00101][batch/s: 0.32297][loss: 3.219897e-02][top1: 99.418989][top5: 99.995850]
2022-09-11 18:42:14,253 train 300 [data/s: 0.00090][batch/s: 0.32280][loss: 3.241180e-02][top1: 99.397839][top5: 99.996539]
2022-09-11 18:42:30,355 train 350 [data/s: 0.00082][batch/s: 0.32270][loss: 3.245650e-02][top1: 99.406456][top5: 99.997032]
2022-09-11 18:42:46,573 train 400 [data/s: 0.00076][batch/s: 0.32290][loss: 3.297650e-02][top1: 99.394740][top5: 99.997402]
2022-09-11 18:43:02,797 train 450 [data/s: 0.00071][batch/s: 0.32308][loss: 3.441327e-02][top1: 99.348668][top5: 99.995381]
2022-09-11 18:43:19,605 train 500 [data/s: 0.00067][batch/s: 0.32438][loss: 3.464400e-02][top1: 99.345058][top5: 99.995842]
2022-09-11 18:43:26,542 train_acc 99.341998
2022-09-11 18:43:26,753 valid 000 [data/s: 0.15208][batch/s: 0.20691][loss: 8.393487e-02][top1: 96.875000][top5: 100.000000]
2022-09-11 18:43:29,489 valid 050 [data/s: 0.00325][batch/s: 0.05770][loss: 1.161102e-01][top1: 97.181370][top5: 99.897875]
2022-09-11 18:43:32,254 valid 100 [data/s: 0.00179][batch/s: 0.05651][loss: 1.147419e-01][top1: 97.205030][top5: 99.917491]
2022-09-11 18:43:32,503 valid_acc 97.209997	best_val_acc 97.349997
2022-09-11 18:43:32,847 epoch 552 lr 3.611501e-04
2022-09-11 18:43:33,358 train 000 [data/s: 0.16913][batch/s: 0.50615][loss: 2.990120e-02][top1: 100.000000][top5: 100.000000]
2022-09-11 18:43:49,662 train 050 [data/s: 0.00364][batch/s: 0.32962][loss: 3.439550e-02][top1: 99.428103][top5: 100.000000]
2022-09-11 18:44:05,863 train 100 [data/s: 0.00200][batch/s: 0.32685][loss: 3.468867e-02][top1: 99.401813][top5: 100.000000]
2022-09-11 18:44:21,936 train 150 [data/s: 0.00145][batch/s: 0.32506][loss: 3.465997e-02][top1: 99.406731][top5: 100.000000]
2022-09-11 18:44:38,062 train 200 [data/s: 0.00117][batch/s: 0.32443][loss: 3.502625e-02][top1: 99.383290][top5: 100.000000]
2022-09-11 18:44:54,145 train 250 [data/s: 0.00101][batch/s: 0.32387][loss: 3.576532e-02][top1: 99.360888][top5: 100.000000]
2022-09-11 18:45:10,307 train 300 [data/s: 0.00090][batch/s: 0.32377][loss: 3.693969e-02][top1: 99.345928][top5: 100.000000]
2022-09-11 18:45:26,435 train 350 [data/s: 0.00081][batch/s: 0.32360][loss: 3.669479e-02][top1: 99.344134][top5: 100.000000]
2022-09-11 18:45:42,522 train 400 [data/s: 0.00075][batch/s: 0.32337][loss: 3.651579e-02][top1: 99.358373][top5: 100.000000]
2022-09-11 18:45:58,646 train 450 [data/s: 0.00070][batch/s: 0.32327][loss: 3.607972e-02][top1: 99.367145][top5: 100.000000]
2022-09-11 18:46:14,799 train 500 [data/s: 0.00066][batch/s: 0.32325][loss: 3.639528e-02][top1: 99.355454][top5: 100.000000]
2022-09-11 18:46:21,277 train_acc 99.349998
2022-09-11 18:46:21,500 valid 000 [data/s: 0.16157][batch/s: 0.21645][loss: 7.555705e-02][top1: 96.875000][top5: 100.000000]
2022-09-11 18:46:24,260 valid 050 [data/s: 0.00346][batch/s: 0.05838][loss: 1.168446e-01][top1: 97.140521][top5: 99.897875]
2022-09-11 18:46:27,022 valid 100 [data/s: 0.00188][batch/s: 0.05682][loss: 1.124554e-01][top1: 97.256598][top5: 99.927805]
2022-09-11 18:46:27,269 valid_acc 97.269997	best_val_acc 97.349997
2022-09-11 18:46:27,633 epoch 553 lr 3.457043e-04
2022-09-11 18:46:28,159 train 000 [data/s: 0.17182][batch/s: 0.52077][loss: 1.777506e-02][top1: 100.000000][top5: 100.000000]
2022-09-11 18:46:44,274 train 050 [data/s: 0.00370][batch/s: 0.32619][loss: 3.344796e-02][top1: 99.387253][top5: 100.000000]
2022-09-11 18:47:00,434 train 100 [data/s: 0.00203][batch/s: 0.32472][loss: 3.210572e-02][top1: 99.422441][top5: 100.000000]
2022-09-11 18:47:16,555 train 150 [data/s: 0.00146][batch/s: 0.32395][loss: 3.356391e-02][top1: 99.406731][top5: 100.000000]
2022-09-11 18:47:32,642 train 200 [data/s: 0.00118][batch/s: 0.32340][loss: 3.434266e-02][top1: 99.404020][top5: 100.000000]
2022-09-11 18:47:48,777 train 250 [data/s: 0.00100][batch/s: 0.32326][loss: 3.449907e-02][top1: 99.406539][top5: 100.000000]
2022-09-11 18:48:04,883 train 300 [data/s: 0.00089][batch/s: 0.32307][loss: 3.593439e-02][top1: 99.373614][top5: 100.000000]
2022-09-11 18:48:20,978 train 350 [data/s: 0.00080][batch/s: 0.32290][loss: 3.603293e-02][top1: 99.361940][top5: 100.000000]
2022-09-11 18:48:37,107 train 400 [data/s: 0.00074][batch/s: 0.32286][loss: 3.584622e-02][top1: 99.373959][top5: 100.000000]
2022-09-11 18:48:53,392 train 450 [data/s: 0.00069][batch/s: 0.32318][loss: 3.567460e-02][top1: 99.376384][top5: 100.000000]
2022-09-11 18:49:09,599 train 500 [data/s: 0.00065][batch/s: 0.32327][loss: 3.617876e-02][top1: 99.357533][top5: 100.000000]
2022-09-11 18:49:16,258 train_acc 99.349998
2022-09-11 18:49:16,447 valid 000 [data/s: 0.12817][batch/s: 0.18399][loss: 8.395902e-02][top1: 95.833328][top5: 100.000000]
2022-09-11 18:49:19,195 valid 050 [data/s: 0.00279][batch/s: 0.05748][loss: 1.158451e-01][top1: 97.120096][top5: 99.897875]
2022-09-11 18:49:21,942 valid 100 [data/s: 0.00156][batch/s: 0.05622][loss: 1.127035e-01][top1: 97.215344][top5: 99.927805]
2022-09-11 18:49:22,199 valid_acc 97.189998	best_val_acc 97.349997
2022-09-11 18:49:22,531 epoch 554 lr 3.305917e-04
2022-09-11 18:49:23,071 train 000 [data/s: 0.20896][batch/s: 0.53521][loss: 2.416179e-02][top1: 100.000000][top5: 100.000000]
2022-09-11 18:49:39,266 train 050 [data/s: 0.00442][batch/s: 0.32804][loss: 3.992426e-02][top1: 99.285129][top5: 99.979575]
2022-09-11 18:49:55,379 train 100 [data/s: 0.00239][batch/s: 0.32518][loss: 3.682867e-02][top1: 99.350246][top5: 99.979373]
2022-09-11 18:50:11,526 train 150 [data/s: 0.00171][batch/s: 0.32444][loss: 3.658078e-02][top1: 99.323950][top5: 99.986203]
2022-09-11 18:50:29,085 train 200 [data/s: 0.00137][batch/s: 0.33109][loss: 3.669613e-02][top1: 99.310736][top5: 99.989635]
2022-09-11 18:50:46,551 train 250 [data/s: 0.00116][batch/s: 0.33472][loss: 3.618685e-02][top1: 99.335987][top5: 99.991700]
2022-09-11 18:51:03,195 train 300 [data/s: 0.00102][batch/s: 0.33442][loss: 3.723429e-02][top1: 99.304400][top5: 99.993079]
2022-09-11 18:51:19,419 train 350 [data/s: 0.00092][batch/s: 0.33300][loss: 3.621568e-02][top1: 99.326328][top5: 99.994065]
2022-09-11 18:51:35,560 train 400 [data/s: 0.00085][batch/s: 0.33173][loss: 3.690936e-02][top1: 99.309017][top5: 99.994805]
2022-09-11 18:51:51,672 train 450 [data/s: 0.00079][batch/s: 0.33068][loss: 3.623930e-02][top1: 99.327881][top5: 99.995381]
2022-09-11 18:52:07,766 train 500 [data/s: 0.00074][batch/s: 0.32980][loss: 3.626662e-02][top1: 99.320108][top5: 99.993762]
2022-09-11 18:52:14,267 train_acc 99.323998
2022-09-11 18:52:14,490 valid 000 [data/s: 0.12782][batch/s: 0.21704][loss: 9.989240e-02][top1: 95.833328][top5: 100.000000]
2022-09-11 18:52:17,239 valid 050 [data/s: 0.00281][batch/s: 0.05816][loss: 1.169593e-01][top1: 97.242645][top5: 99.897875]
2022-09-11 18:52:19,977 valid 100 [data/s: 0.00157][batch/s: 0.05647][loss: 1.131826e-01][top1: 97.339106][top5: 99.938119]
2022-09-11 18:52:20,389 valid_acc 97.349998	best_val_acc 97.349998
2022-09-11 18:52:20,761 epoch 555 lr 3.158127e-04
2022-09-11 18:52:21,368 train 000 [data/s: 0.21357][batch/s: 0.59799][loss: 1.378458e-02][top1: 100.000000][top5: 100.000000]
2022-09-11 18:52:37,502 train 050 [data/s: 0.00451][batch/s: 0.32809][loss: 3.950103e-02][top1: 99.244279][top5: 100.000000]
2022-09-11 18:52:53,997 train 100 [data/s: 0.00244][batch/s: 0.32898][loss: 3.575426e-02][top1: 99.381186][top5: 100.000000]
2022-09-11 18:53:10,118 train 150 [data/s: 0.00174][batch/s: 0.32681][loss: 3.390700e-02][top1: 99.427426][top5: 100.000000]
2022-09-11 18:53:26,282 train 200 [data/s: 0.00138][batch/s: 0.32593][loss: 3.563962e-02][top1: 99.383290][top5: 100.000000]
2022-09-11 18:53:42,420 train 250 [data/s: 0.00117][batch/s: 0.32530][loss: 3.544121e-02][top1: 99.356738][top5: 100.000000]
2022-09-11 18:53:58,528 train 300 [data/s: 0.00103][batch/s: 0.32478][loss: 3.589545e-02][top1: 99.328625][top5: 100.000000]
2022-09-11 18:54:14,612 train 350 [data/s: 0.00092][batch/s: 0.32433][loss: 3.539264e-02][top1: 99.347102][top5: 100.000000]
2022-09-11 18:54:30,679 train 400 [data/s: 0.00085][batch/s: 0.32396][loss: 3.478636e-02][top1: 99.366166][top5: 100.000000]
2022-09-11 18:54:46,751 train 450 [data/s: 0.00079][batch/s: 0.32368][loss: 3.494582e-02][top1: 99.348668][top5: 99.997690]
2022-09-11 18:55:02,826 train 500 [data/s: 0.00074][batch/s: 0.32346][loss: 3.455692e-02][top1: 99.351295][top5: 99.997921]
2022-09-11 18:55:09,286 train_acc 99.363998
2022-09-11 18:55:09,476 valid 000 [data/s: 0.13039][batch/s: 0.18515][loss: 7.897399e-02][top1: 95.833328][top5: 100.000000]
2022-09-11 18:55:12,212 valid 050 [data/s: 0.00284][batch/s: 0.05728][loss: 1.168818e-01][top1: 97.222220][top5: 99.897875]
2022-09-11 18:55:14,948 valid 100 [data/s: 0.00157][batch/s: 0.05601][loss: 1.144611e-01][top1: 97.339107][top5: 99.938119]
2022-09-11 18:55:15,204 valid_acc 97.329998	best_val_acc 97.349998
2022-09-11 18:55:15,563 epoch 556 lr 3.013677e-04
2022-09-11 18:55:16,080 train 000 [data/s: 0.17920][batch/s: 0.51215][loss: 1.592594e-02][top1: 100.000000][top5: 100.000000]
2022-09-11 18:55:32,172 train 050 [data/s: 0.00381][batch/s: 0.32558][loss: 3.447396e-02][top1: 99.407677][top5: 100.000000]
2022-09-11 18:55:48,242 train 100 [data/s: 0.00209][batch/s: 0.32351][loss: 3.308455e-02][top1: 99.484322][top5: 100.000000]
2022-09-11 18:56:04,309 train 150 [data/s: 0.00150][batch/s: 0.32279][loss: 3.310671e-02][top1: 99.468817][top5: 100.000000]
2022-09-11 18:56:20,424 train 200 [data/s: 0.00121][batch/s: 0.32267][loss: 3.367514e-02][top1: 99.435114][top5: 100.000000]
2022-09-11 18:56:36,556 train 250 [data/s: 0.00102][batch/s: 0.32266][loss: 3.405319e-02][top1: 99.427289][top5: 100.000000]
2022-09-11 18:56:52,850 train 300 [data/s: 0.00091][batch/s: 0.32320][loss: 3.527092e-02][top1: 99.404760][top5: 100.000000]
2022-09-11 18:57:09,104 train 350 [data/s: 0.00083][batch/s: 0.32347][loss: 3.431733e-02][top1: 99.409424][top5: 100.000000]
2022-09-11 18:57:25,759 train 400 [data/s: 0.00077][batch/s: 0.32467][loss: 3.448015e-02][top1: 99.399936][top5: 100.000000]
2022-09-11 18:57:42,553 train 450 [data/s: 0.00072][batch/s: 0.32591][loss: 3.446363e-02][top1: 99.392552][top5: 100.000000]
2022-09-11 18:57:59,243 train 500 [data/s: 0.00068][batch/s: 0.32670][loss: 3.371570e-02][top1: 99.417829][top5: 100.000000]
2022-09-11 18:58:05,909 train_acc 99.419998
2022-09-11 18:58:06,117 valid 000 [data/s: 0.14801][batch/s: 0.20281][loss: 8.264956e-02][top1: 95.833328][top5: 100.000000]
2022-09-11 18:58:08,853 valid 050 [data/s: 0.00317][batch/s: 0.05763][loss: 1.188592e-01][top1: 97.201795][top5: 99.877450]
2022-09-11 18:58:11,589 valid 100 [data/s: 0.00173][batch/s: 0.05618][loss: 1.142518e-01][top1: 97.349420][top5: 99.907178]
2022-09-11 18:58:11,840 valid_acc 97.319998	best_val_acc 97.349998
2022-09-11 18:58:12,196 epoch 557 lr 2.872572e-04
2022-09-11 18:58:12,801 train 000 [data/s: 0.27314][batch/s: 0.60128][loss: 2.527569e-02][top1: 100.000000][top5: 100.000000]
2022-09-11 18:58:30,163 train 050 [data/s: 0.00570][batch/s: 0.35221][loss: 2.896877e-02][top1: 99.550652][top5: 100.000000]
2022-09-11 18:58:47,641 train 100 [data/s: 0.00306][batch/s: 0.35090][loss: 3.058650e-02][top1: 99.463694][top5: 100.000000]
2022-09-11 18:59:05,072 train 150 [data/s: 0.00215][batch/s: 0.35014][loss: 3.142875e-02][top1: 99.427426][top5: 100.000000]
2022-09-11 18:59:22,481 train 200 [data/s: 0.00171][batch/s: 0.34966][loss: 3.263637e-02][top1: 99.398837][top5: 100.000000]
2022-09-11 18:59:39,950 train 250 [data/s: 0.00144][batch/s: 0.34960][loss: 3.378603e-02][top1: 99.377488][top5: 99.995850]
2022-09-11 18:59:57,397 train 300 [data/s: 0.00126][batch/s: 0.34949][loss: 3.503813e-02][top1: 99.366692][top5: 99.996539]
2022-09-11 19:00:13,681 train 350 [data/s: 0.00112][batch/s: 0.34610][loss: 3.504447e-02][top1: 99.364908][top5: 99.997032]
2022-09-11 19:00:29,816 train 400 [data/s: 0.00102][batch/s: 0.34318][loss: 3.559682e-02][top1: 99.363568][top5: 99.997402]
2022-09-11 19:00:45,958 train 450 [data/s: 0.00094][batch/s: 0.34092][loss: 3.528766e-02][top1: 99.378693][top5: 99.997690]
2022-09-11 19:01:02,151 train 500 [data/s: 0.00088][batch/s: 0.33922][loss: 3.550939e-02][top1: 99.376245][top5: 99.997921]
2022-09-11 19:01:08,658 train_acc 99.375998
2022-09-11 19:01:08,840 valid 000 [data/s: 0.12167][batch/s: 0.17659][loss: 7.010644e-02][top1: 96.875000][top5: 100.000000]
2022-09-11 19:01:11,579 valid 050 [data/s: 0.00268][batch/s: 0.05715][loss: 1.194691e-01][top1: 97.263070][top5: 99.877450]
2022-09-11 19:01:14,317 valid 100 [data/s: 0.00150][batch/s: 0.05597][loss: 1.147820e-01][top1: 97.339106][top5: 99.896864]
2022-09-11 19:01:14,586 valid_acc 97.309998	best_val_acc 97.349998
2022-09-11 19:01:14,963 epoch 558 lr 2.734815e-04
2022-09-11 19:01:15,483 train 000 [data/s: 0.18238][batch/s: 0.51502][loss: 1.576588e-02][top1: 100.000000][top5: 100.000000]
2022-09-11 19:01:31,669 train 050 [data/s: 0.00390][batch/s: 0.32747][loss: 3.260409e-02][top1: 99.550652][top5: 99.959150]
2022-09-11 19:01:47,941 train 100 [data/s: 0.00213][batch/s: 0.32647][loss: 2.968175e-02][top1: 99.556516][top5: 99.969059]
2022-09-11 19:02:04,086 train 150 [data/s: 0.00152][batch/s: 0.32528][loss: 3.131886e-02][top1: 99.517106][top5: 99.979305]
2022-09-11 19:02:20,211 train 200 [data/s: 0.00122][batch/s: 0.32459][loss: 3.097235e-02][top1: 99.512851][top5: 99.984453]
2022-09-11 19:02:36,348 train 250 [data/s: 0.00104][batch/s: 0.32422][loss: 3.275386e-02][top1: 99.464640][top5: 99.987550]
2022-09-11 19:02:52,444 train 300 [data/s: 0.00091][batch/s: 0.32384][loss: 3.232144e-02][top1: 99.487817][top5: 99.989618]
2022-09-11 19:03:08,558 train 350 [data/s: 0.00083][batch/s: 0.32362][loss: 3.211592e-02][top1: 99.492520][top5: 99.988129]
2022-09-11 19:03:24,832 train 400 [data/s: 0.00076][batch/s: 0.32385][loss: 3.243735e-02][top1: 99.472671][top5: 99.989609]
2022-09-11 19:03:41,061 train 450 [data/s: 0.00072][batch/s: 0.32393][loss: 3.241825e-02][top1: 99.478010][top5: 99.990761]
2022-09-11 19:03:57,225 train 500 [data/s: 0.00068][batch/s: 0.32387][loss: 3.264340e-02][top1: 99.480204][top5: 99.991683]
2022-09-11 19:04:03,797 train_acc 99.467998
2022-09-11 19:04:03,998 valid 000 [data/s: 0.14018][batch/s: 0.19504][loss: 6.458446e-02][top1: 96.875000][top5: 100.000000]
2022-09-11 19:04:06,735 valid 050 [data/s: 0.00303][batch/s: 0.05750][loss: 1.182703e-01][top1: 97.181370][top5: 99.857025]
2022-09-11 19:04:09,472 valid 100 [data/s: 0.00167][batch/s: 0.05614][loss: 1.138596e-01][top1: 97.328793][top5: 99.896864]
2022-09-11 19:04:09,718 valid_acc 97.339997	best_val_acc 97.349998
2022-09-11 19:04:10,101 epoch 559 lr 2.600410e-04
2022-09-11 19:04:10,617 train 000 [data/s: 0.15402][batch/s: 0.51167][loss: 2.367881e-02][top1: 100.000000][top5: 100.000000]
2022-09-11 19:04:26,775 train 050 [data/s: 0.00331][batch/s: 0.32686][loss: 3.378338e-02][top1: 99.325978][top5: 100.000000]
2022-09-11 19:04:42,940 train 100 [data/s: 0.00181][batch/s: 0.32510][loss: 3.186324e-02][top1: 99.422440][top5: 100.000000]
2022-09-11 19:04:59,130 train 150 [data/s: 0.00131][batch/s: 0.32467][loss: 3.335638e-02][top1: 99.386036][top5: 100.000000]
2022-09-11 19:05:15,252 train 200 [data/s: 0.00105][batch/s: 0.32411][loss: 3.289249e-02][top1: 99.388472][top5: 100.000000]
2022-09-11 19:05:31,416 train 250 [data/s: 0.00090][batch/s: 0.32395][loss: 3.345945e-02][top1: 99.385788][top5: 100.000000]
2022-09-11 19:05:47,586 train 300 [data/s: 0.00080][batch/s: 0.32386][loss: 3.442284e-02][top1: 99.366692][top5: 100.000000]
2022-09-11 19:06:03,733 train 350 [data/s: 0.00073][batch/s: 0.32372][loss: 3.415441e-02][top1: 99.376779][top5: 100.000000]
2022-09-11 19:06:19,894 train 400 [data/s: 0.00068][batch/s: 0.32366][loss: 3.456591e-02][top1: 99.376557][top5: 100.000000]
2022-09-11 19:06:36,040 train 450 [data/s: 0.00063][batch/s: 0.32358][loss: 3.427536e-02][top1: 99.390242][top5: 100.000000]
2022-09-11 19:06:52,193 train 500 [data/s: 0.00060][batch/s: 0.32353][loss: 3.441528e-02][top1: 99.388721][top5: 100.000000]
2022-09-11 19:06:58,656 train_acc 99.399998
2022-09-11 19:06:58,836 valid 000 [data/s: 0.12080][batch/s: 0.17559][loss: 7.637513e-02][top1: 96.875000][top5: 100.000000]
2022-09-11 19:07:01,572 valid 050 [data/s: 0.00263][batch/s: 0.05708][loss: 1.118456e-01][top1: 97.365194][top5: 99.877451]
2022-09-11 19:07:04,307 valid 100 [data/s: 0.00146][batch/s: 0.05590][loss: 1.101728e-01][top1: 97.431928][top5: 99.917491]
2022-09-11 19:07:04,673 valid_acc 97.429997	best_val_acc 97.429997
2022-09-11 19:07:05,014 epoch 560 lr 2.469360e-04
2022-09-11 19:07:05,528 train 000 [data/s: 0.17331][batch/s: 0.50989][loss: 1.487059e-02][top1: 100.000000][top5: 100.000000]
2022-09-11 19:07:22,186 train 050 [data/s: 0.00372][batch/s: 0.33662][loss: 3.298179e-02][top1: 99.448527][top5: 100.000000]
2022-09-11 19:07:38,304 train 100 [data/s: 0.00201][batch/s: 0.32957][loss: 3.036044e-02][top1: 99.535890][top5: 100.000000]
2022-09-11 19:07:54,442 train 150 [data/s: 0.00143][batch/s: 0.32731][loss: 2.990211e-02][top1: 99.503310][top5: 100.000000]
2022-09-11 19:08:10,562 train 200 [data/s: 0.00115][batch/s: 0.32609][loss: 2.989160e-02][top1: 99.502486][top5: 100.000000]
2022-09-11 19:08:26,751 train 250 [data/s: 0.00098][batch/s: 0.32563][loss: 2.994338e-02][top1: 99.489540][top5: 100.000000]
2022-09-11 19:08:42,984 train 300 [data/s: 0.00086][batch/s: 0.32547][loss: 3.166619e-02][top1: 99.435906][top5: 100.000000]
2022-09-11 19:08:59,129 train 350 [data/s: 0.00077][batch/s: 0.32510][loss: 3.211867e-02][top1: 99.430198][top5: 100.000000]
2022-09-11 19:09:15,275 train 400 [data/s: 0.00071][batch/s: 0.32483][loss: 3.231738e-02][top1: 99.431108][top5: 100.000000]
2022-09-11 19:09:31,421 train 450 [data/s: 0.00066][batch/s: 0.32462][loss: 3.227519e-02][top1: 99.424887][top5: 100.000000]
2022-09-11 19:09:47,540 train 500 [data/s: 0.00062][batch/s: 0.32439][loss: 3.203815e-02][top1: 99.432383][top5: 100.000000]
2022-09-11 19:09:54,051 train_acc 99.431998
2022-09-11 19:09:54,245 valid 000 [data/s: 0.13307][batch/s: 0.18799][loss: 7.542266e-02][top1: 95.833328][top5: 100.000000]
2022-09-11 19:09:56,980 valid 050 [data/s: 0.00286][batch/s: 0.05730][loss: 1.146458e-01][top1: 97.303919][top5: 99.897875]
2022-09-11 19:09:59,738 valid 100 [data/s: 0.00158][batch/s: 0.05624][loss: 1.126621e-01][top1: 97.339106][top5: 99.917491]
2022-09-11 19:09:59,987 valid_acc 97.349998	best_val_acc 97.429997
2022-09-11 19:10:00,333 epoch 561 lr 2.341670e-04
2022-09-11 19:10:00,859 train 000 [data/s: 0.19499][batch/s: 0.52229][loss: 1.717919e-02][top1: 100.000000][top5: 100.000000]
2022-09-11 19:10:16,977 train 050 [data/s: 0.00413][batch/s: 0.32628][loss: 3.317418e-02][top1: 99.305554][top5: 100.000000]
2022-09-11 19:10:33,116 train 100 [data/s: 0.00224][batch/s: 0.32455][loss: 3.110281e-02][top1: 99.432754][top5: 100.000000]
2022-09-11 19:10:49,249 train 150 [data/s: 0.00159][batch/s: 0.32392][loss: 3.184831e-02][top1: 99.434325][top5: 100.000000]
2022-09-11 19:11:05,419 train 200 [data/s: 0.00126][batch/s: 0.32379][loss: 3.328005e-02][top1: 99.424749][top5: 100.000000]
2022-09-11 19:11:21,564 train 250 [data/s: 0.00107][batch/s: 0.32361][loss: 3.367726e-02][top1: 99.427289][top5: 99.995850]
2022-09-11 19:11:37,685 train 300 [data/s: 0.00094][batch/s: 0.32341][loss: 3.344193e-02][top1: 99.432446][top5: 99.996539]
2022-09-11 19:11:53,845 train 350 [data/s: 0.00084][batch/s: 0.32338][loss: 3.372050e-02][top1: 99.433165][top5: 99.997032]
2022-09-11 19:12:10,038 train 400 [data/s: 0.00077][batch/s: 0.32344][loss: 3.391005e-02][top1: 99.420717][top5: 99.992207]
2022-09-11 19:12:26,177 train 450 [data/s: 0.00071][batch/s: 0.32337][loss: 3.455122e-02][top1: 99.401790][top5: 99.993071]
2022-09-11 19:12:42,389 train 500 [data/s: 0.00067][batch/s: 0.32346][loss: 3.501519e-02][top1: 99.397037][top5: 99.993762]
2022-09-11 19:12:48,846 train_acc 99.407998
2022-09-11 19:12:49,031 valid 000 [data/s: 0.12532][batch/s: 0.18023][loss: 8.282651e-02][top1: 95.833328][top5: 100.000000]
2022-09-11 19:12:51,765 valid 050 [data/s: 0.00273][batch/s: 0.05716][loss: 1.143017e-01][top1: 97.406043][top5: 99.897875]
2022-09-11 19:12:54,500 valid 100 [data/s: 0.00152][batch/s: 0.05594][loss: 1.120758e-01][top1: 97.411301][top5: 99.917491]
2022-09-11 19:12:54,745 valid_acc 97.399997	best_val_acc 97.429997
2022-09-11 19:12:55,066 epoch 562 lr 2.217342e-04
2022-09-11 19:12:55,603 train 000 [data/s: 0.20136][batch/s: 0.53279][loss: 3.255149e-02][top1: 100.000000][top5: 100.000000]
2022-09-11 19:13:11,738 train 050 [data/s: 0.00424][batch/s: 0.32681][loss: 3.803041e-02][top1: 99.264704][top5: 100.000000]
2022-09-11 19:13:27,869 train 100 [data/s: 0.00230][batch/s: 0.32473][loss: 3.205774e-02][top1: 99.443068][top5: 100.000000]
2022-09-11 19:13:44,160 train 150 [data/s: 0.00163][batch/s: 0.32509][loss: 3.559403e-02][top1: 99.337747][top5: 100.000000]
2022-09-11 19:14:00,328 train 200 [data/s: 0.00130][batch/s: 0.32466][loss: 3.638900e-02][top1: 99.315919][top5: 100.000000]
2022-09-11 19:14:16,438 train 250 [data/s: 0.00109][batch/s: 0.32417][loss: 3.583222e-02][top1: 99.306937][top5: 100.000000]
2022-09-11 19:14:32,566 train 300 [data/s: 0.00096][batch/s: 0.32391][loss: 3.534612e-02][top1: 99.328625][top5: 100.000000]
2022-09-11 19:14:48,663 train 350 [data/s: 0.00086][batch/s: 0.32362][loss: 3.491877e-02][top1: 99.356005][top5: 100.000000]
2022-09-11 19:15:04,810 train 400 [data/s: 0.00079][batch/s: 0.32354][loss: 3.540962e-02][top1: 99.347982][top5: 100.000000]
2022-09-11 19:15:20,928 train 450 [data/s: 0.00073][batch/s: 0.32341][loss: 3.497328e-02][top1: 99.360216][top5: 100.000000]
2022-09-11 19:15:37,037 train 500 [data/s: 0.00068][batch/s: 0.32329][loss: 3.493358e-02][top1: 99.374166][top5: 100.000000]
2022-09-11 19:15:43,519 train_acc 99.375998
2022-09-11 19:15:43,694 valid 000 [data/s: 0.11567][batch/s: 0.17054][loss: 1.056281e-01][top1: 95.833328][top5: 100.000000]
2022-09-11 19:15:46,429 valid 050 [data/s: 0.00253][batch/s: 0.05697][loss: 1.165944e-01][top1: 97.263069][top5: 99.897875]
2022-09-11 19:15:49,163 valid 100 [data/s: 0.00140][batch/s: 0.05584][loss: 1.130713e-01][top1: 97.370047][top5: 99.927805]
2022-09-11 19:15:49,426 valid_acc 97.359997	best_val_acc 97.429997
2022-09-11 19:15:49,775 epoch 563 lr 2.096380e-04
2022-09-11 19:15:50,255 train 000 [data/s: 0.15041][batch/s: 0.47565][loss: 2.438583e-02][top1: 100.000000][top5: 100.000000]
2022-09-11 19:16:06,486 train 050 [data/s: 0.00325][batch/s: 0.32759][loss: 3.885635e-02][top1: 99.264703][top5: 100.000000]
2022-09-11 19:16:23,286 train 100 [data/s: 0.00179][batch/s: 0.33175][loss: 3.648452e-02][top1: 99.350245][top5: 100.000000]
2022-09-11 19:16:40,021 train 150 [data/s: 0.00129][batch/s: 0.33272][loss: 3.505509e-02][top1: 99.379137][top5: 100.000000]
2022-09-11 19:16:56,774 train 200 [data/s: 0.00104][batch/s: 0.33331][loss: 3.380270e-02][top1: 99.429932][top5: 100.000000]
2022-09-11 19:17:13,520 train 250 [data/s: 0.00089][batch/s: 0.33363][loss: 3.365422e-02][top1: 99.431439][top5: 100.000000]
2022-09-11 19:17:30,280 train 300 [data/s: 0.00079][batch/s: 0.33389][loss: 3.494721e-02][top1: 99.383996][top5: 100.000000]
2022-09-11 19:17:46,456 train 350 [data/s: 0.00072][batch/s: 0.33241][loss: 3.516011e-02][top1: 99.367875][top5: 100.000000]
2022-09-11 19:18:02,583 train 400 [data/s: 0.00066][batch/s: 0.33118][loss: 3.523697e-02][top1: 99.363568][top5: 100.000000]
2022-09-11 19:18:18,739 train 450 [data/s: 0.00062][batch/s: 0.33029][loss: 3.518408e-02][top1: 99.357906][top5: 100.000000]
2022-09-11 19:18:34,838 train 500 [data/s: 0.00059][batch/s: 0.32946][loss: 3.444806e-02][top1: 99.382483][top5: 100.000000]
2022-09-11 19:18:41,337 train_acc 99.383998
2022-09-11 19:18:41,517 valid 000 [data/s: 0.12088][batch/s: 0.17569][loss: 8.543894e-02][top1: 95.833328][top5: 100.000000]
2022-09-11 19:18:44,261 valid 050 [data/s: 0.00267][batch/s: 0.05725][loss: 1.147298e-01][top1: 97.242645][top5: 99.897875]
2022-09-11 19:18:46,997 valid 100 [data/s: 0.00149][batch/s: 0.05599][loss: 1.115336e-01][top1: 97.349420][top5: 99.927805]
2022-09-11 19:18:47,240 valid_acc 97.349998	best_val_acc 97.429997
2022-09-11 19:18:47,675 epoch 564 lr 1.978787e-04
2022-09-11 19:18:48,226 train 000 [data/s: 0.19803][batch/s: 0.54759][loss: 1.120356e-01][top1: 97.916664][top5: 100.000000]
2022-09-11 19:19:04,347 train 050 [data/s: 0.00416][batch/s: 0.32682][loss: 3.058104e-02][top1: 99.366828][top5: 100.000000]
2022-09-11 19:19:20,459 train 100 [data/s: 0.00224][batch/s: 0.32455][loss: 3.004786e-02][top1: 99.412127][top5: 100.000000]
2022-09-11 19:19:36,603 train 150 [data/s: 0.00158][batch/s: 0.32400][loss: 3.146964e-02][top1: 99.372238][top5: 100.000000]
2022-09-11 19:19:52,710 train 200 [data/s: 0.00125][batch/s: 0.32354][loss: 3.031123e-02][top1: 99.404019][top5: 100.000000]
2022-09-11 19:20:08,857 train 250 [data/s: 0.00106][batch/s: 0.32342][loss: 3.116368e-02][top1: 99.394088][top5: 100.000000]
2022-09-11 19:20:25,011 train 300 [data/s: 0.00092][batch/s: 0.32336][loss: 3.135104e-02][top1: 99.411681][top5: 100.000000]
2022-09-11 19:20:41,117 train 350 [data/s: 0.00083][batch/s: 0.32319][loss: 3.101551e-02][top1: 99.427230][top5: 100.000000]
2022-09-11 19:20:57,228 train 400 [data/s: 0.00076][batch/s: 0.32306][loss: 3.110296e-02][top1: 99.433705][top5: 100.000000]
2022-09-11 19:21:13,535 train 450 [data/s: 0.00071][batch/s: 0.32341][loss: 3.169644e-02][top1: 99.417958][top5: 100.000000]
2022-09-11 19:21:29,754 train 500 [data/s: 0.00067][batch/s: 0.32350][loss: 3.121615e-02][top1: 99.440700][top5: 100.000000]
2022-09-11 19:21:36,211 train_acc 99.439998
2022-09-11 19:21:36,385 valid 000 [data/s: 0.11381][batch/s: 0.16869][loss: 1.032690e-01][top1: 96.875000][top5: 100.000000]
2022-09-11 19:21:39,119 valid 050 [data/s: 0.00249][batch/s: 0.05692][loss: 1.187383e-01][top1: 97.303919][top5: 99.897875]
2022-09-11 19:21:41,853 valid 100 [data/s: 0.00138][batch/s: 0.05581][loss: 1.137282e-01][top1: 97.411301][top5: 99.927805]
2022-09-11 19:21:42,104 valid_acc 97.409998	best_val_acc 97.429997
2022-09-11 19:21:42,453 epoch 565 lr 1.864567e-04
2022-09-11 19:21:42,959 train 000 [data/s: 0.16426][batch/s: 0.50178][loss: 1.659118e-02][top1: 100.000000][top5: 100.000000]
2022-09-11 19:21:59,146 train 050 [data/s: 0.00350][batch/s: 0.32724][loss: 3.452549e-02][top1: 99.366828][top5: 100.000000]
2022-09-11 19:22:15,395 train 100 [data/s: 0.00191][batch/s: 0.32611][loss: 3.525690e-02][top1: 99.422440][top5: 100.000000]
2022-09-11 19:22:31,526 train 150 [data/s: 0.00138][batch/s: 0.32496][loss: 3.412207e-02][top1: 99.406731][top5: 100.000000]
2022-09-11 19:22:47,718 train 200 [data/s: 0.00111][batch/s: 0.32468][loss: 3.600264e-02][top1: 99.388472][top5: 100.000000]
2022-09-11 19:23:03,889 train 250 [data/s: 0.00095][batch/s: 0.32443][loss: 3.603958e-02][top1: 99.365038][top5: 100.000000]
2022-09-11 19:23:20,019 train 300 [data/s: 0.00084][batch/s: 0.32412][loss: 3.565494e-02][top1: 99.373614][top5: 99.996539]
2022-09-11 19:23:36,171 train 350 [data/s: 0.00076][batch/s: 0.32397][loss: 3.516288e-02][top1: 99.385682][top5: 99.997032]
2022-09-11 19:23:52,312 train 400 [data/s: 0.00070][batch/s: 0.32383][loss: 3.533277e-02][top1: 99.366166][top5: 99.997402]
2022-09-11 19:24:08,470 train 450 [data/s: 0.00065][batch/s: 0.32375][loss: 3.542072e-02][top1: 99.350977][top5: 99.997690]
2022-09-11 19:24:24,646 train 500 [data/s: 0.00061][batch/s: 0.32373][loss: 3.517713e-02][top1: 99.357533][top5: 99.997921]
2022-09-11 19:24:31,119 train_acc 99.363998
2022-09-11 19:24:31,287 valid 000 [data/s: 0.10852][batch/s: 0.16333][loss: 8.231900e-02][top1: 96.875000][top5: 100.000000]
2022-09-11 19:24:34,022 valid 050 [data/s: 0.00239][batch/s: 0.05683][loss: 1.153347e-01][top1: 97.222220][top5: 99.877450]
2022-09-11 19:24:36,757 valid 100 [data/s: 0.00134][batch/s: 0.05577][loss: 1.122148e-01][top1: 97.349420][top5: 99.917491]
2022-09-11 19:24:37,000 valid_acc 97.339998	best_val_acc 97.429997
2022-09-11 19:24:37,336 epoch 566 lr 1.753723e-04
2022-09-11 19:24:37,826 train 000 [data/s: 0.14768][batch/s: 0.48512][loss: 4.769479e-02][top1: 98.958328][top5: 100.000000]
2022-09-11 19:24:53,991 train 050 [data/s: 0.00319][batch/s: 0.32648][loss: 3.675886e-02][top1: 99.285129][top5: 100.000000]
2022-09-11 19:25:10,168 train 100 [data/s: 0.00175][batch/s: 0.32502][loss: 3.474028e-02][top1: 99.339932][top5: 100.000000]
2022-09-11 19:25:26,289 train 150 [data/s: 0.00126][batch/s: 0.32416][loss: 3.587872e-02][top1: 99.303254][top5: 100.000000]
2022-09-11 19:25:42,418 train 200 [data/s: 0.00101][batch/s: 0.32377][loss: 3.425061e-02][top1: 99.393655][top5: 100.000000]
2022-09-11 19:25:58,567 train 250 [data/s: 0.00086][batch/s: 0.32361][loss: 3.457725e-02][top1: 99.406539][top5: 100.000000]
2022-09-11 19:26:14,741 train 300 [data/s: 0.00077][batch/s: 0.32359][loss: 3.448058e-02][top1: 99.401299][top5: 100.000000]
2022-09-11 19:26:30,886 train 350 [data/s: 0.00071][batch/s: 0.32349][loss: 3.528486e-02][top1: 99.376779][top5: 100.000000]
2022-09-11 19:26:46,957 train 400 [data/s: 0.00066][batch/s: 0.32323][loss: 3.460663e-02][top1: 99.376557][top5: 100.000000]
2022-09-11 19:27:03,160 train 450 [data/s: 0.00062][batch/s: 0.32332][loss: 3.381325e-02][top1: 99.383313][top5: 100.000000]
2022-09-11 19:27:19,320 train 500 [data/s: 0.00059][batch/s: 0.32331][loss: 3.403532e-02][top1: 99.376245][top5: 100.000000]
2022-09-11 19:27:25,855 train_acc 99.381998
2022-09-11 19:27:26,033 valid 000 [data/s: 0.11802][batch/s: 0.17283][loss: 9.558389e-02][top1: 95.833328][top5: 100.000000]
2022-09-11 19:27:28,767 valid 050 [data/s: 0.00257][batch/s: 0.05701][loss: 1.169650e-01][top1: 97.344769][top5: 99.897875]
2022-09-11 19:27:31,501 valid 100 [data/s: 0.00142][batch/s: 0.05586][loss: 1.145933e-01][top1: 97.380361][top5: 99.927805]
2022-09-11 19:27:31,747 valid_acc 97.379998	best_val_acc 97.429997
2022-09-11 19:27:32,325 epoch 567 lr 1.646257e-04
2022-09-11 19:27:32,818 train 000 [data/s: 0.14689][batch/s: 0.48737][loss: 3.050692e-02][top1: 98.958328][top5: 100.000000]
2022-09-11 19:27:48,972 train 050 [data/s: 0.00320][batch/s: 0.32631][loss: 3.325891e-02][top1: 99.305554][top5: 100.000000]
2022-09-11 19:28:05,498 train 100 [data/s: 0.00178][batch/s: 0.32839][loss: 3.320891e-02][top1: 99.308991][top5: 99.989686]
2022-09-11 19:28:21,742 train 150 [data/s: 0.00129][batch/s: 0.32723][loss: 3.199250e-02][top1: 99.372239][top5: 99.993102]
2022-09-11 19:28:38,216 train 200 [data/s: 0.00107][batch/s: 0.32779][loss: 3.147037e-02][top1: 99.398837][top5: 99.994818]
2022-09-11 19:28:54,398 train 250 [data/s: 0.00091][batch/s: 0.32696][loss: 3.157487e-02][top1: 99.394088][top5: 99.995850]
2022-09-11 19:29:10,556 train 300 [data/s: 0.00080][batch/s: 0.32633][loss: 3.108359e-02][top1: 99.425524][top5: 99.996539]
2022-09-11 19:29:26,723 train 350 [data/s: 0.00073][batch/s: 0.32590][loss: 3.068430e-02][top1: 99.445036][top5: 99.997032]
2022-09-11 19:29:42,854 train 400 [data/s: 0.00067][batch/s: 0.32550][loss: 3.109011e-02][top1: 99.446694][top5: 99.994805]
2022-09-11 19:29:58,993 train 450 [data/s: 0.00063][batch/s: 0.32519][loss: 3.171933e-02][top1: 99.436436][top5: 99.995381]
2022-09-11 19:30:15,122 train 500 [data/s: 0.00059][batch/s: 0.32493][loss: 3.141173e-02][top1: 99.446938][top5: 99.995842]
2022-09-11 19:30:21,613 train_acc 99.439998
2022-09-11 19:30:21,785 valid 000 [data/s: 0.11189][batch/s: 0.16674][loss: 9.400618e-02][top1: 95.833328][top5: 100.000000]
2022-09-11 19:30:24,521 valid 050 [data/s: 0.00247][batch/s: 0.05691][loss: 1.155548e-01][top1: 97.344769][top5: 99.897875]
2022-09-11 19:30:27,255 valid 100 [data/s: 0.00138][batch/s: 0.05581][loss: 1.130345e-01][top1: 97.390674][top5: 99.938119]
2022-09-11 19:30:27,498 valid_acc 97.389998	best_val_acc 97.429997
2022-09-11 19:30:27,927 epoch 568 lr 1.542172e-04
2022-09-11 19:30:28,418 train 000 [data/s: 0.15869][batch/s: 0.48609][loss: 1.100363e-01][top1: 98.958328][top5: 100.000000]
2022-09-11 19:30:44,547 train 050 [data/s: 0.00340][batch/s: 0.32578][loss: 3.371023e-02][top1: 99.489377][top5: 100.000000]
2022-09-11 19:31:00,652 train 100 [data/s: 0.00186][batch/s: 0.32397][loss: 3.148330e-02][top1: 99.484321][top5: 100.000000]
2022-09-11 19:31:16,833 train 150 [data/s: 0.00135][batch/s: 0.32385][loss: 3.289827e-02][top1: 99.441223][top5: 100.000000]
2022-09-11 19:31:32,983 train 200 [data/s: 0.00109][batch/s: 0.32364][loss: 3.305817e-02][top1: 99.424749][top5: 100.000000]
2022-09-11 19:31:49,080 train 250 [data/s: 0.00093][batch/s: 0.32330][loss: 3.271118e-02][top1: 99.435589][top5: 100.000000]
2022-09-11 19:32:05,189 train 300 [data/s: 0.00082][batch/s: 0.32311][loss: 3.217206e-02][top1: 99.453210][top5: 100.000000]
2022-09-11 19:32:21,387 train 350 [data/s: 0.00074][batch/s: 0.32323][loss: 3.310373e-02][top1: 99.424262][top5: 100.000000]
2022-09-11 19:32:37,514 train 400 [data/s: 0.00069][batch/s: 0.32315][loss: 3.283641e-02][top1: 99.431108][top5: 99.997402]
2022-09-11 19:32:53,672 train 450 [data/s: 0.00064][batch/s: 0.32315][loss: 3.267047e-02][top1: 99.434126][top5: 99.997690]
2022-09-11 19:33:09,830 train 500 [data/s: 0.00060][batch/s: 0.32315][loss: 3.280003e-02][top1: 99.428225][top5: 99.997921]
2022-09-11 19:33:16,288 train_acc 99.437998
2022-09-11 19:33:16,497 valid 000 [data/s: 0.14914][batch/s: 0.20397][loss: 8.697956e-02][top1: 96.875000][top5: 100.000000]
2022-09-11 19:33:19,232 valid 050 [data/s: 0.00319][batch/s: 0.05763][loss: 1.154967e-01][top1: 97.344769][top5: 99.897875]
2022-09-11 19:33:21,966 valid 100 [data/s: 0.00174][batch/s: 0.05618][loss: 1.130642e-01][top1: 97.370047][top5: 99.927805]
2022-09-11 19:33:22,224 valid_acc 97.359998	best_val_acc 97.429997
2022-09-11 19:33:22,572 epoch 569 lr 1.441472e-04
2022-09-11 19:33:23,102 train 000 [data/s: 0.19707][batch/s: 0.52533][loss: 9.393114e-03][top1: 100.000000][top5: 100.000000]
2022-09-11 19:33:40,491 train 050 [data/s: 0.00418][batch/s: 0.35127][loss: 2.917899e-02][top1: 99.550652][top5: 100.000000]
2022-09-11 19:33:57,955 train 100 [data/s: 0.00228][batch/s: 0.35028][loss: 2.988859e-02][top1: 99.535890][top5: 100.000000]
2022-09-11 19:34:15,481 train 150 [data/s: 0.00165][batch/s: 0.35036][loss: 2.952008e-02][top1: 99.530904][top5: 100.000000]
2022-09-11 19:34:32,931 train 200 [data/s: 0.00133][batch/s: 0.35002][loss: 2.981382e-02][top1: 99.486939][top5: 100.000000]
2022-09-11 19:34:50,219 train 250 [data/s: 0.00114][batch/s: 0.34917][loss: 3.170688e-02][top1: 99.439739][top5: 100.000000]
2022-09-11 19:35:06,340 train 300 [data/s: 0.00100][batch/s: 0.34473][loss: 3.262920e-02][top1: 99.446288][top5: 100.000000]
2022-09-11 19:35:22,449 train 350 [data/s: 0.00090][batch/s: 0.34152][loss: 3.307462e-02][top1: 99.436133][top5: 100.000000]
2022-09-11 19:35:38,590 train 400 [data/s: 0.00083][batch/s: 0.33918][loss: 3.330132e-02][top1: 99.423315][top5: 100.000000]
2022-09-11 19:35:54,677 train 450 [data/s: 0.00077][batch/s: 0.33725][loss: 3.303711e-02][top1: 99.434126][top5: 100.000000]
2022-09-11 19:36:10,790 train 500 [data/s: 0.00072][batch/s: 0.33575][loss: 3.339376e-02][top1: 99.430304][top5: 100.000000]
2022-09-11 19:36:17,366 train_acc 99.413998
2022-09-11 19:36:17,599 valid 000 [data/s: 0.16533][batch/s: 0.22126][loss: 8.625218e-02][top1: 95.833328][top5: 100.000000]
2022-09-11 19:36:20,335 valid 050 [data/s: 0.00351][batch/s: 0.05799][loss: 1.140501e-01][top1: 97.242645][top5: 99.897875]
2022-09-11 19:36:23,069 valid 100 [data/s: 0.00190][batch/s: 0.05634][loss: 1.121723e-01][top1: 97.328793][top5: 99.927805]
2022-09-11 19:36:23,335 valid_acc 97.319998	best_val_acc 97.429997
2022-09-11 19:36:23,660 epoch 570 lr 1.344159e-04
2022-09-11 19:36:24,176 train 000 [data/s: 0.17203][batch/s: 0.51084][loss: 5.369921e-02][top1: 98.958328][top5: 100.000000]
2022-09-11 19:36:40,409 train 050 [data/s: 0.00367][batch/s: 0.32831][loss: 2.845659e-02][top1: 99.673201][top5: 100.000000]
2022-09-11 19:36:56,649 train 100 [data/s: 0.00199][batch/s: 0.32657][loss: 3.335658e-02][top1: 99.443067][top5: 99.989686]
2022-09-11 19:37:12,903 train 150 [data/s: 0.00143][batch/s: 0.32608][loss: 3.317748e-02][top1: 99.434325][top5: 99.993102]
2022-09-11 19:37:29,016 train 200 [data/s: 0.00116][batch/s: 0.32513][loss: 3.345202e-02][top1: 99.440296][top5: 99.994818]
2022-09-11 19:37:45,202 train 250 [data/s: 0.00098][batch/s: 0.32485][loss: 3.379245e-02][top1: 99.423139][top5: 99.991700]
2022-09-11 19:38:01,385 train 300 [data/s: 0.00087][batch/s: 0.32465][loss: 3.470877e-02][top1: 99.377074][top5: 99.993079]
2022-09-11 19:38:17,514 train 350 [data/s: 0.00079][batch/s: 0.32436][loss: 3.472400e-02][top1: 99.391617][top5: 99.991097]
2022-09-11 19:38:33,593 train 400 [data/s: 0.00073][batch/s: 0.32401][loss: 3.343906e-02][top1: 99.420717][top5: 99.992207]
2022-09-11 19:38:49,666 train 450 [data/s: 0.00068][batch/s: 0.32373][loss: 3.294012e-02][top1: 99.438745][top5: 99.993071]
2022-09-11 19:39:05,726 train 500 [data/s: 0.00065][batch/s: 0.32347][loss: 3.211762e-02][top1: 99.453175][top5: 99.993762]
2022-09-11 19:39:12,202 train_acc 99.453998
2022-09-11 19:39:12,391 valid 000 [data/s: 0.13045][batch/s: 0.18532][loss: 9.239557e-02][top1: 96.875000][top5: 100.000000]
2022-09-11 19:39:15,128 valid 050 [data/s: 0.00285][batch/s: 0.05730][loss: 1.135792e-01][top1: 97.283495][top5: 99.897875]
2022-09-11 19:39:17,863 valid 100 [data/s: 0.00157][batch/s: 0.05600][loss: 1.118684e-01][top1: 97.339107][top5: 99.917491]
2022-09-11 19:39:18,119 valid_acc 97.339998	best_val_acc 97.429997
2022-09-11 19:39:18,478 epoch 571 lr 1.250236e-04
2022-09-11 19:39:19,098 train 000 [data/s: 0.27652][batch/s: 0.61520][loss: 8.918077e-02][top1: 97.916664][top5: 100.000000]
2022-09-11 19:39:35,224 train 050 [data/s: 0.00571][batch/s: 0.32827][loss: 3.032321e-02][top1: 99.571077][top5: 100.000000]
2022-09-11 19:39:51,336 train 100 [data/s: 0.00303][batch/s: 0.32528][loss: 2.939434e-02][top1: 99.535890][top5: 100.000000]
2022-09-11 19:40:07,548 train 150 [data/s: 0.00213][batch/s: 0.32493][loss: 3.126142e-02][top1: 99.489513][top5: 100.000000]
2022-09-11 19:40:23,799 train 200 [data/s: 0.00168][batch/s: 0.32495][loss: 3.091934e-02][top1: 99.497304][top5: 100.000000]
2022-09-11 19:40:40,032 train 250 [data/s: 0.00141][batch/s: 0.32489][loss: 3.267321e-02][top1: 99.464640][top5: 100.000000]
2022-09-11 19:40:56,243 train 300 [data/s: 0.00122][batch/s: 0.32478][loss: 3.208846e-02][top1: 99.467053][top5: 100.000000]
2022-09-11 19:41:12,408 train 350 [data/s: 0.00109][batch/s: 0.32457][loss: 3.165120e-02][top1: 99.459875][top5: 100.000000]
2022-09-11 19:41:28,525 train 400 [data/s: 0.00099][batch/s: 0.32429][loss: 3.044772e-02][top1: 99.475268][top5: 100.000000]
2022-09-11 19:41:44,684 train 450 [data/s: 0.00091][batch/s: 0.32417][loss: 3.107189e-02][top1: 99.457223][top5: 100.000000]
2022-09-11 19:42:00,868 train 500 [data/s: 0.00085][batch/s: 0.32412][loss: 3.112539e-02][top1: 99.461492][top5: 100.000000]
2022-09-11 19:42:07,340 train_acc 99.463998
2022-09-11 19:42:07,522 valid 000 [data/s: 0.12150][batch/s: 0.17652][loss: 8.444021e-02][top1: 96.875000][top5: 100.000000]
2022-09-11 19:42:10,257 valid 050 [data/s: 0.00266][batch/s: 0.05710][loss: 1.144634e-01][top1: 97.160945][top5: 99.918300]
2022-09-11 19:42:12,991 valid 100 [data/s: 0.00147][batch/s: 0.05590][loss: 1.136172e-01][top1: 97.287539][top5: 99.927805]
2022-09-11 19:42:13,247 valid_acc 97.289997	best_val_acc 97.429997
2022-09-11 19:42:13,570 epoch 572 lr 1.159705e-04
2022-09-11 19:42:14,177 train 000 [data/s: 0.25743][batch/s: 0.60256][loss: 6.009352e-02][top1: 97.916664][top5: 100.000000]
2022-09-11 19:42:30,598 train 050 [data/s: 0.00534][batch/s: 0.33381][loss: 4.052333e-02][top1: 99.142154][top5: 100.000000]
2022-09-11 19:42:46,896 train 100 [data/s: 0.00285][batch/s: 0.32991][loss: 3.408826e-02][top1: 99.339932][top5: 100.000000]
2022-09-11 19:43:03,074 train 150 [data/s: 0.00202][batch/s: 0.32781][loss: 3.440384e-02][top1: 99.358442][top5: 100.000000]
2022-09-11 19:43:19,244 train 200 [data/s: 0.00159][batch/s: 0.32671][loss: 3.352975e-02][top1: 99.383290][top5: 100.000000]
2022-09-11 19:43:35,432 train 250 [data/s: 0.00134][batch/s: 0.32612][loss: 3.374257e-02][top1: 99.406539][top5: 100.000000]
2022-09-11 19:43:52,026 train 300 [data/s: 0.00117][batch/s: 0.32708][loss: 3.354798e-02][top1: 99.411681][top5: 100.000000]
2022-09-11 19:44:08,770 train 350 [data/s: 0.00105][batch/s: 0.32819][loss: 3.294185e-02][top1: 99.406456][top5: 99.997032]
2022-09-11 19:44:25,507 train 400 [data/s: 0.00097][batch/s: 0.32901][loss: 3.241199e-02][top1: 99.412924][top5: 99.997402]
2022-09-11 19:44:41,814 train 450 [data/s: 0.00089][batch/s: 0.32869][loss: 3.230185e-02][top1: 99.424887][top5: 99.997690]
2022-09-11 19:44:57,959 train 500 [data/s: 0.00084][batch/s: 0.32811][loss: 3.188706e-02][top1: 99.434463][top5: 99.997921]
2022-09-11 19:45:04,441 train_acc 99.439998
2022-09-11 19:45:04,614 valid 000 [data/s: 0.11269][batch/s: 0.16751][loss: 8.714213e-02][top1: 96.875000][top5: 100.000000]
2022-09-11 19:45:07,351 valid 050 [data/s: 0.00250][batch/s: 0.05695][loss: 1.131591e-01][top1: 97.201795][top5: 99.897875]
2022-09-11 19:45:10,087 valid 100 [data/s: 0.00140][batch/s: 0.05585][loss: 1.112483e-01][top1: 97.328793][top5: 99.917491]
2022-09-11 19:45:10,353 valid_acc 97.329998	best_val_acc 97.429997
2022-09-11 19:45:10,834 epoch 573 lr 1.072568e-04
2022-09-11 19:45:11,365 train 000 [data/s: 0.18351][batch/s: 0.52547][loss: 2.621791e-02][top1: 100.000000][top5: 100.000000]
2022-09-11 19:45:27,564 train 050 [data/s: 0.00390][batch/s: 0.32793][loss: 3.390899e-02][top1: 99.468952][top5: 99.979575]
2022-09-11 19:45:43,813 train 100 [data/s: 0.00211][batch/s: 0.32647][loss: 3.255533e-02][top1: 99.443067][top5: 99.989686]
2022-09-11 19:45:59,965 train 150 [data/s: 0.00150][batch/s: 0.32533][loss: 3.288126e-02][top1: 99.455020][top5: 99.986203]
2022-09-11 19:46:16,129 train 200 [data/s: 0.00120][batch/s: 0.32482][loss: 3.163308e-02][top1: 99.486938][top5: 99.989635]
2022-09-11 19:46:32,292 train 250 [data/s: 0.00102][batch/s: 0.32451][loss: 3.188407e-02][top1: 99.468790][top5: 99.991700]
2022-09-11 19:46:48,444 train 300 [data/s: 0.00090][batch/s: 0.32427][loss: 3.213785e-02][top1: 99.460131][top5: 99.993079]
2022-09-11 19:47:04,555 train 350 [data/s: 0.00081][batch/s: 0.32398][loss: 3.143389e-02][top1: 99.471746][top5: 99.994065]
2022-09-11 19:47:20,732 train 400 [data/s: 0.00074][batch/s: 0.32392][loss: 3.145651e-02][top1: 99.457085][top5: 99.994805]
2022-09-11 19:47:36,847 train 450 [data/s: 0.00069][batch/s: 0.32374][loss: 3.097916e-02][top1: 99.468771][top5: 99.995381]
2022-09-11 19:47:53,015 train 500 [data/s: 0.00065][batch/s: 0.32370][loss: 3.081804e-02][top1: 99.476046][top5: 99.995842]
2022-09-11 19:47:59,501 train_acc 99.469998
2022-09-11 19:47:59,691 valid 000 [data/s: 0.12873][batch/s: 0.18352][loss: 1.016613e-01][top1: 96.875000][top5: 100.000000]
2022-09-11 19:48:02,426 valid 050 [data/s: 0.00278][batch/s: 0.05723][loss: 1.149923e-01][top1: 97.201795][top5: 99.897875]
2022-09-11 19:48:05,161 valid 100 [data/s: 0.00155][batch/s: 0.05598][loss: 1.140976e-01][top1: 97.266912][top5: 99.927805]
2022-09-11 19:48:05,428 valid_acc 97.269998	best_val_acc 97.429997
2022-09-11 19:48:05,751 epoch 574 lr 9.888286e-05
2022-09-11 19:48:06,273 train 000 [data/s: 0.18842][batch/s: 0.51831][loss: 1.214935e-02][top1: 100.000000][top5: 100.000000]
2022-09-11 19:48:22,389 train 050 [data/s: 0.00400][batch/s: 0.32616][loss: 2.878959e-02][top1: 99.489377][top5: 100.000000]
2022-09-11 19:48:38,494 train 100 [data/s: 0.00218][batch/s: 0.32415][loss: 3.002537e-02][top1: 99.484321][top5: 100.000000]
2022-09-11 19:48:54,704 train 150 [data/s: 0.00158][batch/s: 0.32416][loss: 2.814604e-02][top1: 99.503309][top5: 100.000000]
2022-09-11 19:49:10,838 train 200 [data/s: 0.00126][batch/s: 0.32379][loss: 2.867386e-02][top1: 99.502486][top5: 100.000000]
2022-09-11 19:49:27,034 train 250 [data/s: 0.00107][batch/s: 0.32382][loss: 2.987464e-02][top1: 99.460490][top5: 100.000000]
2022-09-11 19:49:43,272 train 300 [data/s: 0.00094][batch/s: 0.32398][loss: 2.990693e-02][top1: 99.473974][top5: 100.000000]
2022-09-11 19:49:59,410 train 350 [data/s: 0.00084][batch/s: 0.32380][loss: 2.989008e-02][top1: 99.474713][top5: 100.000000]
2022-09-11 19:50:15,552 train 400 [data/s: 0.00077][batch/s: 0.32368][loss: 2.961746e-02][top1: 99.480464][top5: 100.000000]
2022-09-11 19:50:31,693 train 450 [data/s: 0.00072][batch/s: 0.32359][loss: 2.974501e-02][top1: 99.482629][top5: 100.000000]
2022-09-11 19:50:47,804 train 500 [data/s: 0.00067][batch/s: 0.32345][loss: 2.949180e-02][top1: 99.478125][top5: 100.000000]
2022-09-11 19:50:54,314 train_acc 99.469998
2022-09-11 19:50:54,508 valid 000 [data/s: 0.13463][batch/s: 0.18947][loss: 9.549945e-02][top1: 96.875000][top5: 100.000000]
2022-09-11 19:50:57,243 valid 050 [data/s: 0.00290][batch/s: 0.05734][loss: 1.159541e-01][top1: 97.222219][top5: 99.897875]
2022-09-11 19:50:59,979 valid 100 [data/s: 0.00160][batch/s: 0.05604][loss: 1.144797e-01][top1: 97.308166][top5: 99.917491]
2022-09-11 19:51:00,223 valid_acc 97.309997	best_val_acc 97.429997
2022-09-11 19:51:00,573 epoch 575 lr 9.084881e-05
2022-09-11 19:51:01,113 train 000 [data/s: 0.20036][batch/s: 0.53504][loss: 2.886035e-02][top1: 100.000000][top5: 100.000000]
2022-09-11 19:51:17,228 train 050 [data/s: 0.00425][batch/s: 0.32647][loss: 3.237325e-02][top1: 99.448528][top5: 100.000000]
2022-09-11 19:51:33,380 train 100 [data/s: 0.00229][batch/s: 0.32477][loss: 3.056273e-02][top1: 99.463695][top5: 100.000000]
2022-09-11 19:51:49,593 train 150 [data/s: 0.00164][batch/s: 0.32460][loss: 3.153909e-02][top1: 99.468817][top5: 100.000000]
2022-09-11 19:52:05,732 train 200 [data/s: 0.00131][batch/s: 0.32415][loss: 3.196172e-02][top1: 99.466209][top5: 100.000000]
2022-09-11 19:52:21,966 train 250 [data/s: 0.00111][batch/s: 0.32426][loss: 3.303110e-02][top1: 99.435589][top5: 100.000000]
2022-09-11 19:52:38,110 train 300 [data/s: 0.00098][batch/s: 0.32403][loss: 3.322170e-02][top1: 99.435906][top5: 100.000000]
2022-09-11 19:52:54,287 train 350 [data/s: 0.00089][batch/s: 0.32396][loss: 3.422108e-02][top1: 99.403488][top5: 100.000000]
2022-09-11 19:53:10,494 train 400 [data/s: 0.00082][batch/s: 0.32398][loss: 3.418040e-02][top1: 99.397338][top5: 100.000000]
2022-09-11 19:53:26,578 train 450 [data/s: 0.00077][batch/s: 0.32373][loss: 3.372691e-02][top1: 99.408719][top5: 100.000000]
2022-09-11 19:53:42,705 train 500 [data/s: 0.00072][batch/s: 0.32361][loss: 3.387721e-02][top1: 99.397037][top5: 100.000000]
2022-09-11 19:53:49,171 train_acc 99.397998
2022-09-11 19:53:49,370 valid 000 [data/s: 0.13866][batch/s: 0.19352][loss: 9.910163e-02][top1: 96.875000][top5: 100.000000]
2022-09-11 19:53:52,125 valid 050 [data/s: 0.00299][batch/s: 0.05781][loss: 1.148726e-01][top1: 97.222220][top5: 99.897875]
2022-09-11 19:53:54,864 valid 100 [data/s: 0.00165][batch/s: 0.05630][loss: 1.120275e-01][top1: 97.370047][top5: 99.917491]
2022-09-11 19:53:55,132 valid_acc 97.359998	best_val_acc 97.429997
2022-09-11 19:53:55,480 epoch 576 lr 8.315490e-05
2022-09-11 19:53:55,983 train 000 [data/s: 0.16517][batch/s: 0.49829][loss: 2.740436e-02][top1: 98.958328][top5: 100.000000]
2022-09-11 19:54:12,274 train 050 [data/s: 0.00361][batch/s: 0.32921][loss: 3.252214e-02][top1: 99.428102][top5: 100.000000]
2022-09-11 19:54:28,489 train 100 [data/s: 0.00197][batch/s: 0.32677][loss: 3.241164e-02][top1: 99.422440][top5: 100.000000]
2022-09-11 19:54:44,625 train 150 [data/s: 0.00141][batch/s: 0.32543][loss: 3.084666e-02][top1: 99.482614][top5: 100.000000]
2022-09-11 19:55:00,760 train 200 [data/s: 0.00113][batch/s: 0.32475][loss: 3.048612e-02][top1: 99.486938][top5: 100.000000]
2022-09-11 19:55:16,927 train 250 [data/s: 0.00097][batch/s: 0.32447][loss: 3.113943e-02][top1: 99.468789][top5: 100.000000]
2022-09-11 19:55:33,083 train 300 [data/s: 0.00085][batch/s: 0.32425][loss: 3.169444e-02][top1: 99.442827][top5: 100.000000]
2022-09-11 19:55:49,198 train 350 [data/s: 0.00077][batch/s: 0.32397][loss: 3.036866e-02][top1: 99.459874][top5: 100.000000]
2022-09-11 19:56:05,319 train 400 [data/s: 0.00071][batch/s: 0.32378][loss: 3.001290e-02][top1: 99.470073][top5: 100.000000]
2022-09-11 19:56:21,482 train 450 [data/s: 0.00066][batch/s: 0.32372][loss: 3.006101e-02][top1: 99.464152][top5: 100.000000]
2022-09-11 19:56:37,650 train 500 [data/s: 0.00063][batch/s: 0.32368][loss: 3.027174e-02][top1: 99.463571][top5: 100.000000]
2022-09-11 19:56:44,123 train_acc 99.459998
2022-09-11 19:56:44,376 valid 000 [data/s: 0.18321][batch/s: 0.24132][loss: 1.044564e-01][top1: 96.875000][top5: 100.000000]
2022-09-11 19:56:47,112 valid 050 [data/s: 0.00386][batch/s: 0.05839][loss: 1.145265e-01][top1: 97.201795][top5: 99.897875]
2022-09-11 19:56:49,849 valid 100 [data/s: 0.00209][batch/s: 0.05658][loss: 1.124212e-01][top1: 97.380361][top5: 99.917491]
2022-09-11 19:56:50,115 valid_acc 97.379998	best_val_acc 97.429997
2022-09-11 19:56:50,495 epoch 577 lr 7.580131e-05
2022-09-11 19:56:51,100 train 000 [data/s: 0.20298][batch/s: 0.59921][loss: 1.563809e-02][top1: 100.000000][top5: 100.000000]
2022-09-11 19:57:07,339 train 050 [data/s: 0.00427][batch/s: 0.33015][loss: 2.394070e-02][top1: 99.714051][top5: 100.000000]
2022-09-11 19:57:23,496 train 100 [data/s: 0.00228][batch/s: 0.32669][loss: 2.929999e-02][top1: 99.566830][top5: 99.989686]
2022-09-11 19:57:39,612 train 150 [data/s: 0.00161][batch/s: 0.32524][loss: 2.929221e-02][top1: 99.565396][top5: 99.993102]
2022-09-11 19:57:55,766 train 200 [data/s: 0.00128][batch/s: 0.32470][loss: 2.972344e-02][top1: 99.543945][top5: 99.994818]
2022-09-11 19:58:11,916 train 250 [data/s: 0.00108][batch/s: 0.32436][loss: 3.049286e-02][top1: 99.514440][top5: 99.991700]
2022-09-11 19:58:28,114 train 300 [data/s: 0.00095][batch/s: 0.32430][loss: 3.098495e-02][top1: 99.505120][top5: 99.993079]
2022-09-11 19:58:44,280 train 350 [data/s: 0.00085][batch/s: 0.32416][loss: 3.199917e-02][top1: 99.492520][top5: 99.991097]
2022-09-11 19:59:00,409 train 400 [data/s: 0.00078][batch/s: 0.32396][loss: 3.158396e-02][top1: 99.493452][top5: 99.992207]
2022-09-11 19:59:16,540 train 450 [data/s: 0.00073][batch/s: 0.32381][loss: 3.202339e-02][top1: 99.473391][top5: 99.993071]
2022-09-11 19:59:32,749 train 500 [data/s: 0.00068][batch/s: 0.32385][loss: 3.258066e-02][top1: 99.457334][top5: 99.991683]
2022-09-11 19:59:39,198 train_acc 99.457998
2022-09-11 19:59:39,373 valid 000 [data/s: 0.11510][batch/s: 0.17009][loss: 9.471017e-02][top1: 96.875000][top5: 100.000000]
2022-09-11 19:59:42,108 valid 050 [data/s: 0.00252][batch/s: 0.05698][loss: 1.152092e-01][top1: 97.263070][top5: 99.877450]
2022-09-11 19:59:44,844 valid 100 [data/s: 0.00140][batch/s: 0.05585][loss: 1.125499e-01][top1: 97.452555][top5: 99.896864]
2022-09-11 19:59:45,260 valid_acc 97.429998	best_val_acc 97.429998
2022-09-11 19:59:45,610 epoch 578 lr 6.878823e-05
2022-09-11 19:59:46,132 train 000 [data/s: 0.18040][batch/s: 0.51723][loss: 2.146431e-02][top1: 98.958328][top5: 100.000000]
2022-09-11 20:00:02,234 train 050 [data/s: 0.00383][batch/s: 0.32587][loss: 2.652404e-02][top1: 99.611927][top5: 100.000000]
2022-09-11 20:00:18,367 train 100 [data/s: 0.00209][batch/s: 0.32428][loss: 2.868390e-02][top1: 99.525576][top5: 100.000000]
2022-09-11 20:00:34,493 train 150 [data/s: 0.00151][batch/s: 0.32369][loss: 2.911723e-02][top1: 99.510208][top5: 100.000000]
2022-09-11 20:00:50,661 train 200 [data/s: 0.00121][batch/s: 0.32361][loss: 2.964131e-02][top1: 99.497303][top5: 100.000000]
2022-09-11 20:01:06,819 train 250 [data/s: 0.00103][batch/s: 0.32352][loss: 3.067152e-02][top1: 99.472940][top5: 99.995850]
2022-09-11 20:01:22,940 train 300 [data/s: 0.00090][batch/s: 0.32334][loss: 3.073468e-02][top1: 99.470513][top5: 99.993079]
2022-09-11 20:01:39,123 train 350 [data/s: 0.00081][batch/s: 0.32338][loss: 3.233796e-02][top1: 99.430198][top5: 99.994065]
2022-09-11 20:01:55,323 train 400 [data/s: 0.00074][batch/s: 0.32346][loss: 3.220582e-02][top1: 99.431108][top5: 99.994805]
2022-09-11 20:02:11,493 train 450 [data/s: 0.00069][batch/s: 0.32345][loss: 3.183222e-02][top1: 99.441055][top5: 99.995381]
2022-09-11 20:02:27,691 train 500 [data/s: 0.00065][batch/s: 0.32350][loss: 3.268264e-02][top1: 99.424067][top5: 99.995842]
2022-09-11 20:02:34,176 train_acc 99.425998
2022-09-11 20:02:34,368 valid 000 [data/s: 0.13121][batch/s: 0.18612][loss: 9.202831e-02][top1: 96.875000][top5: 100.000000]
2022-09-11 20:02:37,104 valid 050 [data/s: 0.00283][batch/s: 0.05729][loss: 1.131476e-01][top1: 97.201795][top5: 99.897875]
2022-09-11 20:02:39,840 valid 100 [data/s: 0.00157][batch/s: 0.05602][loss: 1.110688e-01][top1: 97.390674][top5: 99.927805]
2022-09-11 20:02:40,086 valid_acc 97.379998	best_val_acc 97.429998
2022-09-11 20:02:40,437 epoch 579 lr 6.211585e-05
2022-09-11 20:02:40,947 train 000 [data/s: 0.17059][batch/s: 0.50601][loss: 3.628842e-02][top1: 98.958328][top5: 100.000000]
2022-09-11 20:02:57,051 train 050 [data/s: 0.00361][batch/s: 0.32568][loss: 3.035422e-02][top1: 99.509802][top5: 100.000000]
2022-09-11 20:03:13,135 train 100 [data/s: 0.00195][batch/s: 0.32370][loss: 2.969897e-02][top1: 99.566830][top5: 100.000000]
2022-09-11 20:03:29,270 train 150 [data/s: 0.00139][batch/s: 0.32337][loss: 2.929849e-02][top1: 99.524005][top5: 100.000000]
2022-09-11 20:03:45,418 train 200 [data/s: 0.00111][batch/s: 0.32327][loss: 3.126344e-02][top1: 99.486938][top5: 100.000000]
2022-09-11 20:04:01,525 train 250 [data/s: 0.00094][batch/s: 0.32304][loss: 3.173945e-02][top1: 99.497840][top5: 99.995850]
2022-09-11 20:04:17,633 train 300 [data/s: 0.00083][batch/s: 0.32290][loss: 3.181739e-02][top1: 99.505120][top5: 99.993079]
2022-09-11 20:04:33,788 train 350 [data/s: 0.00075][batch/s: 0.32293][loss: 3.189187e-02][top1: 99.486584][top5: 99.994065]
2022-09-11 20:04:49,985 train 400 [data/s: 0.00069][batch/s: 0.32305][loss: 3.259322e-02][top1: 99.457084][top5: 99.994805]
2022-09-11 20:05:06,180 train 450 [data/s: 0.00064][batch/s: 0.32315][loss: 3.343434e-02][top1: 99.429506][top5: 99.995381]
2022-09-11 20:05:22,289 train 500 [data/s: 0.00060][batch/s: 0.32305][loss: 3.355504e-02][top1: 99.426146][top5: 99.995842]
2022-09-11 20:05:28,788 train_acc 99.423998
2022-09-11 20:05:29,010 valid 000 [data/s: 0.13245][batch/s: 0.21667][loss: 9.655523e-02][top1: 96.875000][top5: 100.000000]
2022-09-11 20:05:31,746 valid 050 [data/s: 0.00287][batch/s: 0.05790][loss: 1.158367e-01][top1: 97.283495][top5: 99.897875]
2022-09-11 20:05:34,492 valid 100 [data/s: 0.00158][batch/s: 0.05642][loss: 1.123983e-01][top1: 97.431928][top5: 99.907178]
2022-09-11 20:05:34,870 valid_acc 97.429998	best_val_acc 97.429998
2022-09-11 20:05:35,186 epoch 580 lr 5.578432e-05
2022-09-11 20:05:35,847 train 000 [data/s: 0.21102][batch/s: 0.65626][loss: 7.150728e-02][top1: 98.958328][top5: 100.000000]
2022-09-11 20:05:52,009 train 050 [data/s: 0.00443][batch/s: 0.32978][loss: 3.055279e-02][top1: 99.591502][top5: 99.959150]
2022-09-11 20:06:08,140 train 100 [data/s: 0.00238][batch/s: 0.32624][loss: 2.848339e-02][top1: 99.587457][top5: 99.979373]
2022-09-11 20:06:24,283 train 150 [data/s: 0.00168][batch/s: 0.32511][loss: 3.069340e-02][top1: 99.503309][top5: 99.986203]
2022-09-11 20:06:40,437 train 200 [data/s: 0.00133][batch/s: 0.32461][loss: 3.135720e-02][top1: 99.476574][top5: 99.989635]
2022-09-11 20:06:56,569 train 250 [data/s: 0.00112][batch/s: 0.32422][loss: 3.174224e-02][top1: 99.452189][top5: 99.991700]
2022-09-11 20:07:12,734 train 300 [data/s: 0.00098][batch/s: 0.32406][loss: 3.292356e-02][top1: 99.422063][top5: 99.993079]
2022-09-11 20:07:28,884 train 350 [data/s: 0.00088][batch/s: 0.32391][loss: 3.311489e-02][top1: 99.424262][top5: 99.991097]
2022-09-11 20:07:45,047 train 400 [data/s: 0.00081][batch/s: 0.32383][loss: 3.401420e-02][top1: 99.410326][top5: 99.992207]
2022-09-11 20:08:01,168 train 450 [data/s: 0.00075][batch/s: 0.32367][loss: 3.381657e-02][top1: 99.415648][top5: 99.993071]
2022-09-11 20:08:17,278 train 500 [data/s: 0.00070][batch/s: 0.32353][loss: 3.302243e-02][top1: 99.432383][top5: 99.993762]
2022-09-11 20:08:23,785 train_acc 99.431998
2022-09-11 20:08:23,983 valid 000 [data/s: 0.13751][batch/s: 0.19235][loss: 9.431162e-02][top1: 96.875000][top5: 100.000000]
2022-09-11 20:08:26,719 valid 050 [data/s: 0.00296][batch/s: 0.05740][loss: 1.138271e-01][top1: 97.222220][top5: 99.897875]
2022-09-11 20:08:29,453 valid 100 [data/s: 0.00162][batch/s: 0.05606][loss: 1.106780e-01][top1: 97.370047][top5: 99.917491]
2022-09-11 20:08:29,699 valid_acc 97.369997	best_val_acc 97.429998
2022-09-11 20:08:30,049 epoch 581 lr 4.979380e-05
2022-09-11 20:08:30,574 train 000 [data/s: 0.17166][batch/s: 0.52017][loss: 1.360636e-02][top1: 100.000000][top5: 100.000000]
2022-09-11 20:08:46,781 train 050 [data/s: 0.00364][batch/s: 0.32798][loss: 3.595416e-02][top1: 99.366828][top5: 100.000000]
2022-09-11 20:09:02,902 train 100 [data/s: 0.00198][batch/s: 0.32523][loss: 3.344387e-02][top1: 99.422441][top5: 100.000000]
2022-09-11 20:09:19,036 train 150 [data/s: 0.00143][batch/s: 0.32438][loss: 3.175178e-02][top1: 99.475716][top5: 100.000000]
2022-09-11 20:09:35,146 train 200 [data/s: 0.00114][batch/s: 0.32384][loss: 3.118175e-02][top1: 99.492121][top5: 100.000000]
2022-09-11 20:09:51,269 train 250 [data/s: 0.00097][batch/s: 0.32357][loss: 3.224491e-02][top1: 99.485390][top5: 100.000000]
2022-09-11 20:10:07,409 train 300 [data/s: 0.00086][batch/s: 0.32344][loss: 3.157755e-02][top1: 99.491277][top5: 100.000000]
2022-09-11 20:10:23,520 train 350 [data/s: 0.00078][batch/s: 0.32327][loss: 3.134948e-02][top1: 99.492520][top5: 100.000000]
2022-09-11 20:10:39,671 train 400 [data/s: 0.00071][batch/s: 0.32323][loss: 3.112157e-02][top1: 99.496050][top5: 99.997402]
2022-09-11 20:10:55,773 train 450 [data/s: 0.00067][batch/s: 0.32310][loss: 3.093896e-02][top1: 99.494178][top5: 99.995381]
2022-09-11 20:11:11,913 train 500 [data/s: 0.00063][batch/s: 0.32307][loss: 3.127053e-02][top1: 99.486442][top5: 99.995842]
2022-09-11 20:11:18,373 train_acc 99.489998
2022-09-11 20:11:18,548 valid 000 [data/s: 0.11491][batch/s: 0.17000][loss: 7.327404e-02][top1: 96.875000][top5: 100.000000]
2022-09-11 20:11:21,283 valid 050 [data/s: 0.00251][batch/s: 0.05696][loss: 1.135186e-01][top1: 97.263070][top5: 99.897875]
2022-09-11 20:11:24,018 valid 100 [data/s: 0.00139][batch/s: 0.05584][loss: 1.107642e-01][top1: 97.421615][top5: 99.917491]
2022-09-11 20:11:24,276 valid_acc 97.419998	best_val_acc 97.429998
2022-09-11 20:11:24,598 epoch 582 lr 4.414443e-05
2022-09-11 20:11:25,106 train 000 [data/s: 0.17467][batch/s: 0.50365][loss: 1.280421e-02][top1: 100.000000][top5: 100.000000]
2022-09-11 20:11:41,506 train 050 [data/s: 0.00374][batch/s: 0.33145][loss: 2.650115e-02][top1: 99.591502][top5: 100.000000]
2022-09-11 20:11:57,619 train 100 [data/s: 0.00204][batch/s: 0.32690][loss: 2.867002e-02][top1: 99.535889][top5: 100.000000]
2022-09-11 20:12:13,795 train 150 [data/s: 0.00147][batch/s: 0.32578][loss: 3.018215e-02][top1: 99.489513][top5: 100.000000]
2022-09-11 20:12:30,025 train 200 [data/s: 0.00118][batch/s: 0.32549][loss: 2.950179e-02][top1: 99.518033][top5: 100.000000]
2022-09-11 20:12:46,222 train 250 [data/s: 0.00101][batch/s: 0.32518][loss: 2.963152e-02][top1: 99.501990][top5: 100.000000]
2022-09-11 20:13:02,389 train 300 [data/s: 0.00090][batch/s: 0.32487][loss: 2.968619e-02][top1: 99.505120][top5: 100.000000]
2022-09-11 20:13:18,663 train 350 [data/s: 0.00081][batch/s: 0.32496][loss: 3.044837e-02][top1: 99.486584][top5: 99.997032]
2022-09-11 20:13:34,829 train 400 [data/s: 0.00075][batch/s: 0.32475][loss: 3.065372e-02][top1: 99.485659][top5: 99.997402]
2022-09-11 20:13:51,077 train 450 [data/s: 0.00071][batch/s: 0.32478][loss: 3.030848e-02][top1: 99.489558][top5: 99.997690]
2022-09-11 20:14:07,136 train 500 [data/s: 0.00067][batch/s: 0.32442][loss: 3.024442e-02][top1: 99.498917][top5: 99.997921]
2022-09-11 20:14:13,609 train_acc 99.495998
2022-09-11 20:14:13,838 valid 000 [data/s: 0.16771][batch/s: 0.22252][loss: 8.995301e-02][top1: 95.833328][top5: 100.000000]
2022-09-11 20:14:16,577 valid 050 [data/s: 0.00361][batch/s: 0.05808][loss: 1.152098e-01][top1: 97.263070][top5: 99.897875]
2022-09-11 20:14:19,314 valid 100 [data/s: 0.00197][batch/s: 0.05642][loss: 1.118192e-01][top1: 97.390674][top5: 99.917491]
2022-09-11 20:14:19,567 valid_acc 97.389998	best_val_acc 97.429998
2022-09-11 20:14:19,926 epoch 583 lr 3.883632e-05
2022-09-11 20:14:20,409 train 000 [data/s: 0.14968][batch/s: 0.47906][loss: 1.901602e-02][top1: 100.000000][top5: 100.000000]
2022-09-11 20:14:36,673 train 050 [data/s: 0.00325][batch/s: 0.32828][loss: 2.840713e-02][top1: 99.571077][top5: 100.000000]
2022-09-11 20:14:52,828 train 100 [data/s: 0.00180][batch/s: 0.32572][loss: 2.796448e-02][top1: 99.525576][top5: 100.000000]
2022-09-11 20:15:09,028 train 150 [data/s: 0.00130][batch/s: 0.32515][loss: 2.926384e-02][top1: 99.503309][top5: 100.000000]
2022-09-11 20:15:25,145 train 200 [data/s: 0.00105][batch/s: 0.32445][loss: 2.975567e-02][top1: 99.481756][top5: 100.000000]
2022-09-11 20:15:42,109 train 250 [data/s: 0.00091][batch/s: 0.32741][loss: 3.012345e-02][top1: 99.448039][top5: 100.000000]
2022-09-11 20:15:58,258 train 300 [data/s: 0.00081][batch/s: 0.32667][loss: 3.102955e-02][top1: 99.446288][top5: 100.000000]
2022-09-11 20:16:14,390 train 350 [data/s: 0.00074][batch/s: 0.32609][loss: 3.083930e-02][top1: 99.450972][top5: 99.997032]
2022-09-11 20:16:30,533 train 400 [data/s: 0.00069][batch/s: 0.32569][loss: 3.060824e-02][top1: 99.470073][top5: 99.997402]
2022-09-11 20:16:46,670 train 450 [data/s: 0.00064][batch/s: 0.32536][loss: 3.044149e-02][top1: 99.464152][top5: 99.997690]
2022-09-11 20:17:02,893 train 500 [data/s: 0.00061][batch/s: 0.32527][loss: 3.095526e-02][top1: 99.451096][top5: 99.997921]
2022-09-11 20:17:09,374 train_acc 99.439998
2022-09-11 20:17:09,561 valid 000 [data/s: 0.12687][batch/s: 0.18166][loss: 1.072227e-01][top1: 96.875000][top5: 100.000000]
2022-09-11 20:17:12,295 valid 050 [data/s: 0.00274][batch/s: 0.05717][loss: 1.145312e-01][top1: 97.222220][top5: 99.897875]
2022-09-11 20:17:15,028 valid 100 [data/s: 0.00151][batch/s: 0.05593][loss: 1.115187e-01][top1: 97.390674][top5: 99.917491]
2022-09-11 20:17:15,272 valid_acc 97.389998	best_val_acc 97.429998
2022-09-11 20:17:15,591 epoch 584 lr 3.386958e-05
2022-09-11 20:17:16,107 train 000 [data/s: 0.17363][batch/s: 0.51174][loss: 7.277055e-02][top1: 97.916664][top5: 100.000000]
2022-09-11 20:17:32,366 train 050 [data/s: 0.00370][batch/s: 0.32884][loss: 3.437981e-02][top1: 99.428103][top5: 100.000000]
2022-09-11 20:17:48,504 train 100 [data/s: 0.00201][batch/s: 0.32583][loss: 3.203666e-02][top1: 99.484322][top5: 99.989686]
2022-09-11 20:18:04,645 train 150 [data/s: 0.00143][batch/s: 0.32484][loss: 3.076252e-02][top1: 99.544700][top5: 99.993102]
2022-09-11 20:18:20,791 train 200 [data/s: 0.00114][batch/s: 0.32436][loss: 3.267812e-02][top1: 99.461026][top5: 99.994818]
2022-09-11 20:18:36,886 train 250 [data/s: 0.00097][batch/s: 0.32387][loss: 3.277128e-02][top1: 99.448039][top5: 99.995850]
2022-09-11 20:18:53,013 train 300 [data/s: 0.00086][batch/s: 0.32365][loss: 3.229532e-02][top1: 99.453210][top5: 99.996539]
2022-09-11 20:19:09,119 train 350 [data/s: 0.00077][batch/s: 0.32343][loss: 3.149541e-02][top1: 99.471746][top5: 99.997032]
2022-09-11 20:19:25,244 train 400 [data/s: 0.00071][batch/s: 0.32331][loss: 3.136179e-02][top1: 99.483061][top5: 99.997402]
2022-09-11 20:19:41,369 train 450 [data/s: 0.00066][batch/s: 0.32322][loss: 3.075328e-02][top1: 99.491868][top5: 99.997690]
2022-09-11 20:19:57,547 train 500 [data/s: 0.00062][batch/s: 0.32326][loss: 3.131162e-02][top1: 99.484363][top5: 99.997921]
2022-09-11 20:20:03,986 train_acc 99.483998
2022-09-11 20:20:04,151 valid 000 [data/s: 0.10511][batch/s: 0.15996][loss: 9.023246e-02][top1: 96.875000][top5: 100.000000]
2022-09-11 20:20:06,885 valid 050 [data/s: 0.00231][batch/s: 0.05675][loss: 1.128102e-01][top1: 97.201795][top5: 99.897875]
2022-09-11 20:20:09,619 valid 100 [data/s: 0.00129][batch/s: 0.05573][loss: 1.103600e-01][top1: 97.328793][top5: 99.927805]
2022-09-11 20:20:09,864 valid_acc 97.329998	best_val_acc 97.429998
2022-09-11 20:20:10,214 epoch 585 lr 2.924430e-05
2022-09-11 20:20:10,722 train 000 [data/s: 0.17870][batch/s: 0.50395][loss: 6.647310e-02][top1: 98.958328][top5: 100.000000]
2022-09-11 20:20:26,872 train 050 [data/s: 0.00376][batch/s: 0.32654][loss: 3.628055e-02][top1: 99.346403][top5: 100.000000]
2022-09-11 20:20:43,019 train 100 [data/s: 0.00205][batch/s: 0.32476][loss: 3.186360e-02][top1: 99.422440][top5: 100.000000]
2022-09-11 20:20:59,245 train 150 [data/s: 0.00148][batch/s: 0.32468][loss: 3.544085e-02][top1: 99.351543][top5: 99.993102]
2022-09-11 20:21:15,389 train 200 [data/s: 0.00119][batch/s: 0.32423][loss: 3.452330e-02][top1: 99.378107][top5: 99.994818]
2022-09-11 20:21:31,543 train 250 [data/s: 0.00101][batch/s: 0.32400][loss: 3.521894e-02][top1: 99.360888][top5: 99.995850]
2022-09-11 20:21:47,702 train 300 [data/s: 0.00089][batch/s: 0.32387][loss: 3.472685e-02][top1: 99.373614][top5: 99.996539]
2022-09-11 20:22:03,876 train 350 [data/s: 0.00080][batch/s: 0.32381][loss: 3.515067e-02][top1: 99.344134][top5: 99.997032]
2022-09-11 20:22:20,007 train 400 [data/s: 0.00074][batch/s: 0.32366][loss: 3.414506e-02][top1: 99.368764][top5: 99.994805]
2022-09-11 20:22:36,159 train 450 [data/s: 0.00069][batch/s: 0.32359][loss: 3.392716e-02][top1: 99.371764][top5: 99.995381]
2022-09-11 20:22:52,268 train 500 [data/s: 0.00065][batch/s: 0.32345][loss: 3.346081e-02][top1: 99.388721][top5: 99.995842]
2022-09-11 20:22:58,731 train_acc 99.403998
2022-09-11 20:22:58,924 valid 000 [data/s: 0.13354][batch/s: 0.18834][loss: 9.227717e-02][top1: 96.875000][top5: 100.000000]
2022-09-11 20:23:01,660 valid 050 [data/s: 0.00287][batch/s: 0.05734][loss: 1.136184e-01][top1: 97.303920][top5: 99.897875]
2022-09-11 20:23:04,398 valid 100 [data/s: 0.00159][batch/s: 0.05606][loss: 1.106698e-01][top1: 97.442242][top5: 99.917491]
2022-09-11 20:23:04,768 valid_acc 97.439998	best_val_acc 97.439998
2022-09-11 20:23:05,086 epoch 586 lr 2.496052e-05
2022-09-11 20:23:05,581 train 000 [data/s: 0.15701][batch/s: 0.49172][loss: 8.430238e-02][top1: 96.875000][top5: 100.000000]
2022-09-11 20:23:21,787 train 050 [data/s: 0.00336][batch/s: 0.32739][loss: 3.824117e-02][top1: 99.183004][top5: 100.000000]
2022-09-11 20:23:37,989 train 100 [data/s: 0.00185][batch/s: 0.32574][loss: 3.449551e-02][top1: 99.350246][top5: 100.000000]
2022-09-11 20:23:54,160 train 150 [data/s: 0.00134][batch/s: 0.32497][loss: 3.276236e-02][top1: 99.434325][top5: 100.000000]
2022-09-11 20:24:10,463 train 200 [data/s: 0.00109][batch/s: 0.32524][loss: 2.985350e-02][top1: 99.523216][top5: 100.000000]
2022-09-11 20:24:26,618 train 250 [data/s: 0.00094][batch/s: 0.32481][loss: 3.077639e-02][top1: 99.501991][top5: 100.000000]
2022-09-11 20:24:43,199 train 300 [data/s: 0.00085][batch/s: 0.32594][loss: 3.164720e-02][top1: 99.501660][top5: 100.000000]
2022-09-11 20:24:59,358 train 350 [data/s: 0.00078][batch/s: 0.32555][loss: 3.123661e-02][top1: 99.510326][top5: 100.000000]
2022-09-11 20:25:15,511 train 400 [data/s: 0.00072][batch/s: 0.32524][loss: 3.181702e-02][top1: 99.477866][top5: 100.000000]
2022-09-11 20:25:31,751 train 450 [data/s: 0.00067][batch/s: 0.32519][loss: 3.163941e-02][top1: 99.478010][top5: 100.000000]
2022-09-11 20:25:47,924 train 500 [data/s: 0.00064][batch/s: 0.32502][loss: 3.198501e-02][top1: 99.459413][top5: 100.000000]
2022-09-11 20:25:54,390 train_acc 99.449998
2022-09-11 20:25:54,592 valid 000 [data/s: 0.14286][batch/s: 0.19779][loss: 9.500050e-02][top1: 96.875000][top5: 100.000000]
2022-09-11 20:25:57,336 valid 050 [data/s: 0.00308][batch/s: 0.05768][loss: 1.136451e-01][top1: 97.283495][top5: 99.897875]
2022-09-11 20:26:00,072 valid 100 [data/s: 0.00168][batch/s: 0.05621][loss: 1.103282e-01][top1: 97.421615][top5: 99.917491]
2022-09-11 20:26:00,320 valid_acc 97.419998	best_val_acc 97.439998
2022-09-11 20:26:00,670 epoch 587 lr 2.101829e-05
2022-09-11 20:26:01,177 train 000 [data/s: 0.16919][batch/s: 0.50225][loss: 4.343160e-02][top1: 98.958328][top5: 100.000000]
2022-09-11 20:26:17,402 train 050 [data/s: 0.00362][batch/s: 0.32799][loss: 2.987184e-02][top1: 99.407678][top5: 100.000000]
2022-09-11 20:26:33,728 train 100 [data/s: 0.00198][batch/s: 0.32726][loss: 2.716271e-02][top1: 99.525576][top5: 100.000000]
2022-09-11 20:26:49,931 train 150 [data/s: 0.00142][batch/s: 0.32620][loss: 2.993701e-02][top1: 99.475716][top5: 100.000000]
2022-09-11 20:27:06,084 train 200 [data/s: 0.00114][batch/s: 0.32542][loss: 2.962529e-02][top1: 99.502486][top5: 100.000000]
2022-09-11 20:27:22,308 train 250 [data/s: 0.00098][batch/s: 0.32523][loss: 2.985496e-02][top1: 99.477090][top5: 100.000000]
2022-09-11 20:27:38,517 train 300 [data/s: 0.00087][batch/s: 0.32506][loss: 3.044393e-02][top1: 99.453210][top5: 100.000000]
2022-09-11 20:27:54,710 train 350 [data/s: 0.00079][batch/s: 0.32489][loss: 3.145766e-02][top1: 99.430198][top5: 100.000000]
2022-09-11 20:28:10,967 train 400 [data/s: 0.00074][batch/s: 0.32492][loss: 3.143031e-02][top1: 99.441499][top5: 99.997402]
2022-09-11 20:28:27,125 train 450 [data/s: 0.00069][batch/s: 0.32472][loss: 3.131565e-02][top1: 99.452604][top5: 99.997690]
2022-09-11 20:28:43,278 train 500 [data/s: 0.00065][batch/s: 0.32456][loss: 3.066901e-02][top1: 99.471888][top5: 99.997921]
2022-09-11 20:28:50,027 train_acc 99.465998
2022-09-11 20:28:50,224 valid 000 [data/s: 0.13811][batch/s: 0.19303][loss: 8.967558e-02][top1: 96.875000][top5: 100.000000]
2022-09-11 20:28:52,983 valid 050 [data/s: 0.00300][batch/s: 0.05788][loss: 1.139534e-01][top1: 97.242645][top5: 99.897875]
2022-09-11 20:28:55,732 valid 100 [data/s: 0.00166][batch/s: 0.05645][loss: 1.110548e-01][top1: 97.370047][top5: 99.917491]
2022-09-11 20:28:55,989 valid_acc 97.369998	best_val_acc 97.439998
2022-09-11 20:28:56,318 epoch 588 lr 1.741760e-05
2022-09-11 20:28:56,804 train 000 [data/s: 0.15598][batch/s: 0.48110][loss: 4.201081e-02][top1: 98.958328][top5: 100.000000]
2022-09-11 20:29:13,113 train 050 [data/s: 0.00339][batch/s: 0.32921][loss: 3.168300e-02][top1: 99.387253][top5: 100.000000]
2022-09-11 20:29:29,566 train 100 [data/s: 0.00191][batch/s: 0.32914][loss: 3.251637e-02][top1: 99.422440][top5: 100.000000]
2022-09-11 20:29:45,831 train 150 [data/s: 0.00139][batch/s: 0.32787][loss: 3.235433e-02][top1: 99.455020][top5: 100.000000]
2022-09-11 20:30:02,061 train 200 [data/s: 0.00113][batch/s: 0.32705][loss: 3.083587e-02][top1: 99.476574][top5: 100.000000]
2022-09-11 20:30:18,221 train 250 [data/s: 0.00097][batch/s: 0.32629][loss: 3.082612e-02][top1: 99.468790][top5: 100.000000]
2022-09-11 20:30:34,409 train 300 [data/s: 0.00086][batch/s: 0.32587][loss: 3.065077e-02][top1: 99.487817][top5: 100.000000]
2022-09-11 20:30:50,821 train 350 [data/s: 0.00078][batch/s: 0.32620][loss: 3.046949e-02][top1: 99.489552][top5: 100.000000]
2022-09-11 20:31:06,974 train 400 [data/s: 0.00072][batch/s: 0.32581][loss: 3.088305e-02][top1: 99.467475][top5: 100.000000]
2022-09-11 20:31:23,179 train 450 [data/s: 0.00068][batch/s: 0.32562][loss: 3.102124e-02][top1: 99.464152][top5: 100.000000]
2022-09-11 20:31:39,359 train 500 [data/s: 0.00064][batch/s: 0.32542][loss: 3.088206e-02][top1: 99.471888][top5: 100.000000]
2022-09-11 20:31:45,844 train_acc 99.463998
2022-09-11 20:31:46,041 valid 000 [data/s: 0.13803][batch/s: 0.19280][loss: 9.403330e-02][top1: 95.833328][top5: 100.000000]
2022-09-11 20:31:48,776 valid 050 [data/s: 0.00296][batch/s: 0.05742][loss: 1.142531e-01][top1: 97.242645][top5: 99.897875]
2022-09-11 20:31:51,513 valid 100 [data/s: 0.00162][batch/s: 0.05608][loss: 1.113576e-01][top1: 97.400988][top5: 99.917491]
2022-09-11 20:31:51,778 valid_acc 97.399998	best_val_acc 97.439998
2022-09-11 20:31:52,119 epoch 589 lr 1.415838e-05
2022-09-11 20:31:52,631 train 000 [data/s: 0.18023][batch/s: 0.50826][loss: 4.776350e-02][top1: 98.958328][top5: 100.000000]
2022-09-11 20:32:09,059 train 050 [data/s: 0.00386][batch/s: 0.33207][loss: 3.138384e-02][top1: 99.448527][top5: 100.000000]
2022-09-11 20:32:25,284 train 100 [data/s: 0.00211][batch/s: 0.32833][loss: 3.002399e-02][top1: 99.556517][top5: 100.000000]
2022-09-11 20:32:41,523 train 150 [data/s: 0.00151][batch/s: 0.32715][loss: 3.082132e-02][top1: 99.544700][top5: 100.000000]
2022-09-11 20:32:57,747 train 200 [data/s: 0.00121][batch/s: 0.32648][loss: 3.228041e-02][top1: 99.507668][top5: 100.000000]
2022-09-11 20:33:13,953 train 250 [data/s: 0.00102][batch/s: 0.32601][loss: 3.217886e-02][top1: 99.485390][top5: 100.000000]
2022-09-11 20:33:30,096 train 300 [data/s: 0.00090][batch/s: 0.32549][loss: 3.207815e-02][top1: 99.501659][top5: 100.000000]
2022-09-11 20:33:46,328 train 350 [data/s: 0.00082][batch/s: 0.32537][loss: 3.256962e-02][top1: 99.504391][top5: 100.000000]
2022-09-11 20:34:02,476 train 400 [data/s: 0.00075][batch/s: 0.32507][loss: 3.162899e-02][top1: 99.524624][top5: 100.000000]
2022-09-11 20:34:18,676 train 450 [data/s: 0.00070][batch/s: 0.32495][loss: 3.174636e-02][top1: 99.505726][top5: 100.000000]
2022-09-11 20:34:34,825 train 500 [data/s: 0.00066][batch/s: 0.32475][loss: 3.152553e-02][top1: 99.505155][top5: 100.000000]
2022-09-11 20:34:41,279 train_acc 99.513998
2022-09-11 20:34:41,468 valid 000 [data/s: 0.12910][batch/s: 0.18402][loss: 9.317419e-02][top1: 96.875000][top5: 100.000000]
2022-09-11 20:34:44,204 valid 050 [data/s: 0.00280][batch/s: 0.05726][loss: 1.150124e-01][top1: 97.283494][top5: 99.897875]
2022-09-11 20:34:46,941 valid 100 [data/s: 0.00154][batch/s: 0.05601][loss: 1.127180e-01][top1: 97.390674][top5: 99.917491]
2022-09-11 20:34:47,185 valid_acc 97.389998	best_val_acc 97.439998
2022-09-11 20:34:47,504 epoch 590 lr 1.124050e-05
2022-09-11 20:34:47,992 train 000 [data/s: 0.15632][batch/s: 0.48399][loss: 6.845046e-03][top1: 100.000000][top5: 100.000000]
2022-09-11 20:35:04,153 train 050 [data/s: 0.00338][batch/s: 0.32637][loss: 3.340631e-02][top1: 99.264703][top5: 100.000000]
2022-09-11 20:35:20,327 train 100 [data/s: 0.00186][batch/s: 0.32494][loss: 3.416237e-02][top1: 99.288364][top5: 100.000000]
2022-09-11 20:35:36,596 train 150 [data/s: 0.00137][batch/s: 0.32509][loss: 3.274351e-02][top1: 99.365340][top5: 100.000000]
2022-09-11 20:35:52,934 train 200 [data/s: 0.00111][batch/s: 0.32550][loss: 3.203674e-02][top1: 99.378107][top5: 100.000000]
2022-09-11 20:36:09,157 train 250 [data/s: 0.00096][batch/s: 0.32529][loss: 3.201174e-02][top1: 99.373338][top5: 99.995850]
2022-09-11 20:36:25,378 train 300 [data/s: 0.00085][batch/s: 0.32515][loss: 3.313940e-02][top1: 99.342468][top5: 99.996539]
2022-09-11 20:36:41,557 train 350 [data/s: 0.00077][batch/s: 0.32492][loss: 3.224970e-02][top1: 99.367876][top5: 99.997032]
2022-09-11 20:36:57,944 train 400 [data/s: 0.00072][batch/s: 0.32527][loss: 3.216329e-02][top1: 99.376557][top5: 99.997402]
2022-09-11 20:37:14,178 train 450 [data/s: 0.00068][batch/s: 0.32521][loss: 3.307301e-02][top1: 99.364835][top5: 99.997690]
2022-09-11 20:37:30,347 train 500 [data/s: 0.00064][batch/s: 0.32503][loss: 3.304260e-02][top1: 99.365850][top5: 99.997921]
2022-09-11 20:37:36,813 train_acc 99.371998
2022-09-11 20:37:37,025 valid 000 [data/s: 0.14414][batch/s: 0.20120][loss: 8.542720e-02][top1: 95.833328][top5: 100.000000]
2022-09-11 20:37:39,764 valid 050 [data/s: 0.00312][batch/s: 0.05765][loss: 1.126101e-01][top1: 97.222220][top5: 99.897875]
2022-09-11 20:37:42,503 valid 100 [data/s: 0.00172][batch/s: 0.05622][loss: 1.100720e-01][top1: 97.349420][top5: 99.927805]
2022-09-11 20:37:42,756 valid_acc 97.349998	best_val_acc 97.439998
2022-09-11 20:37:43,107 epoch 591 lr 8.663743e-06
2022-09-11 20:37:43,608 train 000 [data/s: 0.16211][batch/s: 0.49724][loss: 1.830713e-02][top1: 100.000000][top5: 100.000000]
2022-09-11 20:37:59,791 train 050 [data/s: 0.00350][batch/s: 0.32706][loss: 3.350701e-02][top1: 99.325978][top5: 100.000000]
2022-09-11 20:38:15,957 train 100 [data/s: 0.00193][batch/s: 0.32521][loss: 3.195477e-02][top1: 99.422440][top5: 99.989686]
2022-09-11 20:38:32,248 train 150 [data/s: 0.00139][batch/s: 0.32541][loss: 3.231435e-02][top1: 99.434325][top5: 99.993102]
2022-09-11 20:38:48,570 train 200 [data/s: 0.00113][batch/s: 0.32567][loss: 3.177740e-02][top1: 99.476574][top5: 99.994818]
2022-09-11 20:39:04,741 train 250 [data/s: 0.00097][batch/s: 0.32522][loss: 3.166890e-02][top1: 99.481240][top5: 99.995850]
2022-09-11 20:39:20,890 train 300 [data/s: 0.00086][batch/s: 0.32484][loss: 3.130696e-02][top1: 99.480895][top5: 99.996539]
2022-09-11 20:39:37,058 train 350 [data/s: 0.00079][batch/s: 0.32463][loss: 3.113512e-02][top1: 99.477681][top5: 99.997032]
2022-09-11 20:39:53,240 train 400 [data/s: 0.00073][batch/s: 0.32451][loss: 3.063931e-02][top1: 99.498647][top5: 99.997402]
2022-09-11 20:40:09,673 train 450 [data/s: 0.00069][batch/s: 0.32497][loss: 3.047202e-02][top1: 99.503417][top5: 99.997690]
2022-09-11 20:40:25,857 train 500 [data/s: 0.00065][batch/s: 0.32484][loss: 3.061263e-02][top1: 99.503075][top5: 99.997921]
2022-09-11 20:40:32,332 train_acc 99.499998
2022-09-11 20:40:32,533 valid 000 [data/s: 0.13023][batch/s: 0.19623][loss: 8.569335e-02][top1: 96.875000][top5: 100.000000]
2022-09-11 20:40:35,271 valid 050 [data/s: 0.00285][batch/s: 0.05753][loss: 1.135729e-01][top1: 97.222220][top5: 99.897875]
2022-09-11 20:40:38,032 valid 100 [data/s: 0.00158][batch/s: 0.05639][loss: 1.106742e-01][top1: 97.370047][top5: 99.917491]
2022-09-11 20:40:38,276 valid_acc 97.369998	best_val_acc 97.439998
2022-09-11 20:40:38,594 epoch 592 lr 6.427702e-06
2022-09-11 20:40:39,202 train 000 [data/s: 0.27326][batch/s: 0.60375][loss: 9.746022e-03][top1: 100.000000][top5: 100.000000]
2022-09-11 20:40:55,386 train 050 [data/s: 0.00567][batch/s: 0.32916][loss: 3.616084e-02][top1: 99.244278][top5: 100.000000]
2022-09-11 20:41:11,543 train 100 [data/s: 0.00303][batch/s: 0.32618][loss: 3.451324e-02][top1: 99.298678][top5: 99.989686]
2022-09-11 20:41:27,708 train 150 [data/s: 0.00213][batch/s: 0.32523][loss: 3.347240e-02][top1: 99.365340][top5: 99.993102]
2022-09-11 20:41:43,859 train 200 [data/s: 0.00168][batch/s: 0.32468][loss: 3.304063e-02][top1: 99.414384][top5: 99.989635]
2022-09-11 20:42:00,002 train 250 [data/s: 0.00141][batch/s: 0.32432][loss: 3.197628e-02][top1: 99.443889][top5: 99.991700]
2022-09-11 20:42:16,233 train 300 [data/s: 0.00123][batch/s: 0.32437][loss: 3.269195e-02][top1: 99.435906][top5: 99.993079]
2022-09-11 20:42:32,374 train 350 [data/s: 0.00110][batch/s: 0.32415][loss: 3.216308e-02][top1: 99.450972][top5: 99.994065]
2022-09-11 20:42:48,529 train 400 [data/s: 0.00100][batch/s: 0.32402][loss: 3.234783e-02][top1: 99.446694][top5: 99.994805]
2022-09-11 20:43:04,720 train 450 [data/s: 0.00093][batch/s: 0.32399][loss: 3.230540e-02][top1: 99.434126][top5: 99.995381]
2022-09-11 20:43:20,981 train 500 [data/s: 0.00087][batch/s: 0.32412][loss: 3.197411e-02][top1: 99.442779][top5: 99.995842]
2022-09-11 20:43:27,585 train_acc 99.449998
2022-09-11 20:43:27,787 valid 000 [data/s: 0.14147][batch/s: 0.19637][loss: 8.234516e-02][top1: 96.875000][top5: 100.000000]
2022-09-11 20:43:30,523 valid 050 [data/s: 0.00304][batch/s: 0.05750][loss: 1.137419e-01][top1: 97.222220][top5: 99.897875]
2022-09-11 20:43:33,260 valid 100 [data/s: 0.00167][batch/s: 0.05613][loss: 1.107550e-01][top1: 97.370047][top5: 99.907178]
2022-09-11 20:43:33,503 valid_acc 97.369998	best_val_acc 97.439998
2022-09-11 20:43:33,852 epoch 593 lr 4.531723e-06
2022-09-11 20:43:34,341 train 000 [data/s: 0.15922][batch/s: 0.48461][loss: 3.952506e-02][top1: 98.958328][top5: 100.000000]
2022-09-11 20:43:50,584 train 050 [data/s: 0.00343][batch/s: 0.32800][loss: 3.603440e-02][top1: 99.428102][top5: 100.000000]
2022-09-11 20:44:06,753 train 100 [data/s: 0.00188][batch/s: 0.32572][loss: 3.452483e-02][top1: 99.443067][top5: 100.000000]
2022-09-11 20:44:22,908 train 150 [data/s: 0.00136][batch/s: 0.32485][loss: 3.459896e-02][top1: 99.441223][top5: 100.000000]
2022-09-11 20:44:39,067 train 200 [data/s: 0.00110][batch/s: 0.32443][loss: 3.465970e-02][top1: 99.414384][top5: 100.000000]
2022-09-11 20:44:55,288 train 250 [data/s: 0.00094][batch/s: 0.32443][loss: 3.381660e-02][top1: 99.443889][top5: 100.000000]
2022-09-11 20:45:11,460 train 300 [data/s: 0.00084][batch/s: 0.32427][loss: 3.373102e-02][top1: 99.460131][top5: 100.000000]
2022-09-11 20:45:27,676 train 350 [data/s: 0.00076][batch/s: 0.32427][loss: 3.395908e-02][top1: 99.459875][top5: 100.000000]
2022-09-11 20:45:43,847 train 400 [data/s: 0.00070][batch/s: 0.32417][loss: 3.377776e-02][top1: 99.451889][top5: 99.997402]
2022-09-11 20:46:00,284 train 450 [data/s: 0.00066][batch/s: 0.32467][loss: 3.384416e-02][top1: 99.431816][top5: 99.997690]
2022-09-11 20:46:16,547 train 500 [data/s: 0.00064][batch/s: 0.32473][loss: 3.387893e-02][top1: 99.428225][top5: 99.997921]
2022-09-11 20:46:23,021 train_acc 99.425998
2022-09-11 20:46:23,224 valid 000 [data/s: 0.14271][batch/s: 0.19772][loss: 9.945032e-02][top1: 96.875000][top5: 100.000000]
2022-09-11 20:46:25,973 valid 050 [data/s: 0.00309][batch/s: 0.05780][loss: 1.157788e-01][top1: 97.283494][top5: 99.897875]
2022-09-11 20:46:28,710 valid 100 [data/s: 0.00170][batch/s: 0.05628][loss: 1.121529e-01][top1: 97.411301][top5: 99.917491]
2022-09-11 20:46:28,954 valid_acc 97.409998	best_val_acc 97.439998
2022-09-11 20:46:29,279 epoch 594 lr 2.974684e-06
2022-09-11 20:46:29,884 train 000 [data/s: 0.26188][batch/s: 0.59973][loss: 7.308597e-03][top1: 100.000000][top5: 100.000000]
2022-09-11 20:46:46,738 train 050 [data/s: 0.00549][batch/s: 0.34224][loss: 3.115216e-02][top1: 99.489377][top5: 100.000000]
2022-09-11 20:47:02,986 train 100 [data/s: 0.00293][batch/s: 0.33368][loss: 3.217045e-02][top1: 99.474008][top5: 100.000000]
2022-09-11 20:47:19,409 train 150 [data/s: 0.00206][batch/s: 0.33195][loss: 3.169684e-02][top1: 99.475716][top5: 100.000000]
2022-09-11 20:47:35,772 train 200 [data/s: 0.00164][batch/s: 0.33079][loss: 3.096266e-02][top1: 99.486938][top5: 100.000000]
2022-09-11 20:47:52,204 train 250 [data/s: 0.00138][batch/s: 0.33036][loss: 3.171395e-02][top1: 99.464640][top5: 100.000000]
2022-09-11 20:48:08,425 train 300 [data/s: 0.00120][batch/s: 0.32937][loss: 3.255624e-02][top1: 99.442828][top5: 100.000000]
2022-09-11 20:48:24,856 train 350 [data/s: 0.00109][batch/s: 0.32926][loss: 3.200195e-02][top1: 99.453939][top5: 100.000000]
2022-09-11 20:48:41,523 train 400 [data/s: 0.00100][batch/s: 0.32977][loss: 3.227934e-02][top1: 99.438901][top5: 100.000000]
2022-09-11 20:48:57,995 train 450 [data/s: 0.00092][batch/s: 0.32973][loss: 3.161517e-02][top1: 99.454913][top5: 100.000000]
2022-09-11 20:49:14,195 train 500 [data/s: 0.00086][batch/s: 0.32916][loss: 3.180386e-02][top1: 99.451096][top5: 100.000000]
2022-09-11 20:49:20,708 train_acc 99.441998
2022-09-11 20:49:20,884 valid 000 [data/s: 0.11554][batch/s: 0.17062][loss: 8.779462e-02][top1: 96.875000][top5: 100.000000]
2022-09-11 20:49:23,636 valid 050 [data/s: 0.00255][batch/s: 0.05730][loss: 1.136996e-01][top1: 97.263070][top5: 99.897875]
2022-09-11 20:49:26,372 valid 100 [data/s: 0.00142][batch/s: 0.05603][loss: 1.106537e-01][top1: 97.411301][top5: 99.917491]
2022-09-11 20:49:26,624 valid_acc 97.409998	best_val_acc 97.439998
2022-09-11 20:49:26,980 epoch 595 lr 1.754568e-06
2022-09-11 20:49:27,482 train 000 [data/s: 0.16571][batch/s: 0.49769][loss: 4.385563e-02][top1: 98.958328][top5: 100.000000]
2022-09-11 20:49:43,694 train 050 [data/s: 0.00353][batch/s: 0.32765][loss: 3.216924e-02][top1: 99.509802][top5: 100.000000]
2022-09-11 20:49:59,888 train 100 [data/s: 0.00194][batch/s: 0.32578][loss: 3.082123e-02][top1: 99.494635][top5: 100.000000]
2022-09-11 20:50:16,087 train 150 [data/s: 0.00139][batch/s: 0.32518][loss: 3.167111e-02][top1: 99.461919][top5: 100.000000]
2022-09-11 20:50:32,255 train 200 [data/s: 0.00112][batch/s: 0.32473][loss: 3.109415e-02][top1: 99.440296][top5: 100.000000]
2022-09-11 20:50:48,434 train 250 [data/s: 0.00095][batch/s: 0.32450][loss: 3.218808e-02][top1: 99.418989][top5: 100.000000]
2022-09-11 20:51:04,567 train 300 [data/s: 0.00084][batch/s: 0.32420][loss: 3.183326e-02][top1: 99.435906][top5: 100.000000]
2022-09-11 20:51:20,790 train 350 [data/s: 0.00076][batch/s: 0.32423][loss: 3.218788e-02][top1: 99.421294][top5: 100.000000]
2022-09-11 20:51:37,058 train 400 [data/s: 0.00071][batch/s: 0.32437][loss: 3.214196e-02][top1: 99.412924][top5: 100.000000]
2022-09-11 20:51:53,425 train 450 [data/s: 0.00066][batch/s: 0.32470][loss: 3.167222e-02][top1: 99.436436][top5: 100.000000]
2022-09-11 20:52:09,659 train 500 [data/s: 0.00063][batch/s: 0.32470][loss: 3.193882e-02][top1: 99.430304][top5: 100.000000]
2022-09-11 20:52:16,178 train_acc 99.429998
2022-09-11 20:52:16,356 valid 000 [data/s: 0.11885][batch/s: 0.17369][loss: 8.542541e-02][top1: 97.916664][top5: 100.000000]
2022-09-11 20:52:19,093 valid 050 [data/s: 0.00260][batch/s: 0.05708][loss: 1.140973e-01][top1: 97.303919][top5: 99.897875]
2022-09-11 20:52:21,832 valid 100 [data/s: 0.00145][batch/s: 0.05594][loss: 1.114767e-01][top1: 97.442242][top5: 99.917491]
2022-09-11 20:52:22,105 valid_acc 97.439998	best_val_acc 97.439998
2022-09-11 20:52:22,437 epoch 596 lr 8.674417e-07
2022-09-11 20:52:22,957 train 000 [data/s: 0.18833][batch/s: 0.51631][loss: 9.810425e-03][top1: 100.000000][top5: 100.000000]
2022-09-11 20:52:39,423 train 050 [data/s: 0.00410][batch/s: 0.33298][loss: 3.703683e-02][top1: 99.285129][top5: 99.959150]
2022-09-11 20:52:56,079 train 100 [data/s: 0.00227][batch/s: 0.33305][loss: 3.283963e-02][top1: 99.401814][top5: 99.979373]
2022-09-11 20:53:12,193 train 150 [data/s: 0.00163][batch/s: 0.32948][loss: 3.225314e-02][top1: 99.399833][top5: 99.986203]
2022-09-11 20:53:28,348 train 200 [data/s: 0.00131][batch/s: 0.32790][loss: 3.063478e-02][top1: 99.440297][top5: 99.989635]
2022-09-11 20:53:44,488 train 250 [data/s: 0.00111][batch/s: 0.32688][loss: 3.020177e-02][top1: 99.456340][top5: 99.991700]
2022-09-11 20:54:01,007 train 300 [data/s: 0.00098][batch/s: 0.32746][loss: 3.038756e-02][top1: 99.456671][top5: 99.993079]
2022-09-11 20:54:18,383 train 350 [data/s: 0.00089][batch/s: 0.33032][loss: 3.116776e-02][top1: 99.442069][top5: 99.994065]
2022-09-11 20:54:34,625 train 400 [data/s: 0.00081][batch/s: 0.32963][loss: 3.148094e-02][top1: 99.428510][top5: 99.994805]
2022-09-11 20:54:50,791 train 450 [data/s: 0.00076][batch/s: 0.32893][loss: 3.211247e-02][top1: 99.427197][top5: 99.993071]
2022-09-11 20:55:06,973 train 500 [data/s: 0.00071][batch/s: 0.32841][loss: 3.276055e-02][top1: 99.411592][top5: 99.993762]
2022-09-11 20:55:13,455 train_acc 99.417998
2022-09-11 20:55:13,629 valid 000 [data/s: 0.11405][batch/s: 0.16891][loss: 8.736107e-02][top1: 97.916664][top5: 100.000000]
2022-09-11 20:55:16,366 valid 050 [data/s: 0.00250][batch/s: 0.05697][loss: 1.153551e-01][top1: 97.242645][top5: 99.897875]
2022-09-11 20:55:19,103 valid 100 [data/s: 0.00139][batch/s: 0.05587][loss: 1.122919e-01][top1: 97.421615][top5: 99.917491]
2022-09-11 20:55:19,372 valid_acc 97.419998	best_val_acc 97.439998
2022-09-11 20:55:19,732 epoch 597 lr 3.046181e-07
2022-09-11 20:55:20,240 train 000 [data/s: 0.17455][batch/s: 0.50367][loss: 9.221230e-03][top1: 100.000000][top5: 100.000000]
2022-09-11 20:55:36,485 train 050 [data/s: 0.00371][batch/s: 0.32840][loss: 2.752995e-02][top1: 99.571077][top5: 100.000000]
2022-09-11 20:55:52,614 train 100 [data/s: 0.00202][batch/s: 0.32552][loss: 2.932821e-02][top1: 99.546203][top5: 100.000000]
2022-09-11 20:56:08,787 train 150 [data/s: 0.00145][batch/s: 0.32483][loss: 3.040378e-02][top1: 99.510208][top5: 99.993102]
2022-09-11 20:56:24,913 train 200 [data/s: 0.00116][batch/s: 0.32426][loss: 3.085863e-02][top1: 99.502486][top5: 99.994818]
2022-09-11 20:56:41,049 train 250 [data/s: 0.00098][batch/s: 0.32395][loss: 3.100232e-02][top1: 99.493690][top5: 99.995850]
2022-09-11 20:56:57,226 train 300 [data/s: 0.00086][batch/s: 0.32389][loss: 3.219199e-02][top1: 99.456670][top5: 99.993079]
2022-09-11 20:57:13,362 train 350 [data/s: 0.00078][batch/s: 0.32372][loss: 3.217817e-02][top1: 99.453939][top5: 99.994065]
2022-09-11 20:57:29,532 train 400 [data/s: 0.00072][batch/s: 0.32368][loss: 3.296646e-02][top1: 99.441499][top5: 99.994805]
2022-09-11 20:57:45,690 train 450 [data/s: 0.00067][batch/s: 0.32362][loss: 3.384742e-02][top1: 99.429507][top5: 99.995381]
2022-09-11 20:58:01,867 train 500 [data/s: 0.00063][batch/s: 0.32361][loss: 3.421414e-02][top1: 99.403275][top5: 99.995842]
2022-09-11 20:58:08,325 train_acc 99.409998
2022-09-11 20:58:08,493 valid 000 [data/s: 0.10845][batch/s: 0.16322][loss: 9.646437e-02][top1: 96.875000][top5: 100.000000]
2022-09-11 20:58:11,228 valid 050 [data/s: 0.00238][batch/s: 0.05684][loss: 1.152157e-01][top1: 97.283494][top5: 99.897875]
2022-09-11 20:58:13,962 valid 100 [data/s: 0.00132][batch/s: 0.05577][loss: 1.118493e-01][top1: 97.421615][top5: 99.907178]
2022-09-11 20:58:14,222 valid_acc 97.419998	best_val_acc 97.439998
2022-09-11 20:58:14,544 epoch 598 lr 4.283702e-08
2022-09-11 20:58:15,040 train 000 [data/s: 0.14841][batch/s: 0.49153][loss: 3.097995e-02][top1: 98.958328][top5: 100.000000]
2022-09-11 20:58:31,218 train 050 [data/s: 0.00322][batch/s: 0.32684][loss: 3.911050e-02][top1: 99.183004][top5: 100.000000]
2022-09-11 20:58:47,788 train 100 [data/s: 0.00178][batch/s: 0.32910][loss: 3.726697e-02][top1: 99.247110][top5: 100.000000]
2022-09-11 20:59:03,943 train 150 [data/s: 0.00129][batch/s: 0.32712][loss: 3.729239e-02][top1: 99.241168][top5: 100.000000]
2022-09-11 20:59:20,151 train 200 [data/s: 0.00103][batch/s: 0.32638][loss: 3.860188e-02][top1: 99.196722][top5: 100.000000]
2022-09-11 20:59:36,274 train 250 [data/s: 0.00088][batch/s: 0.32560][loss: 3.671876e-02][top1: 99.252986][top5: 100.000000]
2022-09-11 20:59:52,476 train 300 [data/s: 0.00078][batch/s: 0.32534][loss: 3.710806e-02][top1: 99.252490][top5: 100.000000]
2022-09-11 21:00:08,601 train 350 [data/s: 0.00071][batch/s: 0.32493][loss: 3.604874e-02][top1: 99.287747][top5: 100.000000]
2022-09-11 21:00:24,744 train 400 [data/s: 0.00066][batch/s: 0.32468][loss: 3.533015e-02][top1: 99.306419][top5: 100.000000]
2022-09-11 21:00:40,948 train 450 [data/s: 0.00061][batch/s: 0.32461][loss: 3.588836e-02][top1: 99.295545][top5: 100.000000]
2022-09-11 21:00:57,073 train 500 [data/s: 0.00058][batch/s: 0.32440][loss: 3.533877e-02][top1: 99.324266][top5: 100.000000]
2022-09-11 21:01:03,530 train_acc 99.333998
2022-09-11 21:01:03,702 valid 000 [data/s: 0.11279][batch/s: 0.16789][loss: 9.544796e-02][top1: 96.875000][top5: 100.000000]
2022-09-11 21:01:06,438 valid 050 [data/s: 0.00247][batch/s: 0.05694][loss: 1.139744e-01][top1: 97.263070][top5: 99.897875]
2022-09-11 21:01:09,173 valid 100 [data/s: 0.00137][batch/s: 0.05583][loss: 1.110300e-01][top1: 97.400988][top5: 99.917491]
2022-09-11 21:01:09,416 valid_acc 97.399998	best_val_acc 97.439998
2022-09-11 21:01:09,775 epoch 599 lr 0.000000e+00
2022-09-11 21:01:10,288 train 000 [data/s: 0.17276][batch/s: 0.50928][loss: 5.125687e-02][top1: 98.958328][top5: 100.000000]
2022-09-11 21:01:26,543 train 050 [data/s: 0.00371][batch/s: 0.32870][loss: 3.243126e-02][top1: 99.346403][top5: 100.000000]
2022-09-11 21:01:42,698 train 100 [data/s: 0.00202][batch/s: 0.32593][loss: 3.122733e-02][top1: 99.412127][top5: 100.000000]
2022-09-11 21:01:58,809 train 150 [data/s: 0.00145][batch/s: 0.32470][loss: 3.128707e-02][top1: 99.448122][top5: 100.000000]
2022-09-11 21:02:14,955 train 200 [data/s: 0.00117][batch/s: 0.32426][loss: 3.127151e-02][top1: 99.450662][top5: 100.000000]
2022-09-11 21:02:31,111 train 250 [data/s: 0.00100][batch/s: 0.32403][loss: 3.055148e-02][top1: 99.452190][top5: 100.000000]
2022-09-11 21:02:47,236 train 300 [data/s: 0.00088][batch/s: 0.32378][loss: 3.111944e-02][top1: 99.449749][top5: 100.000000]
2022-09-11 21:03:03,401 train 350 [data/s: 0.00080][batch/s: 0.32371][loss: 3.113517e-02][top1: 99.450972][top5: 100.000000]
2022-09-11 21:03:19,576 train 400 [data/s: 0.00073][batch/s: 0.32368][loss: 3.123907e-02][top1: 99.451889][top5: 100.000000]
2022-09-11 21:03:35,691 train 450 [data/s: 0.00068][batch/s: 0.32353][loss: 3.126068e-02][top1: 99.461842][top5: 100.000000]
2022-09-11 21:03:51,899 train 500 [data/s: 0.00065][batch/s: 0.32359][loss: 3.231502e-02][top1: 99.436542][top5: 100.000000]
2022-09-11 21:03:58,400 train_acc 99.435998
2022-09-11 21:03:58,623 valid 000 [data/s: 0.16329][batch/s: 0.21832][loss: 8.491542e-02][top1: 96.875000][top5: 100.000000]
2022-09-11 21:04:01,358 valid 050 [data/s: 0.00346][batch/s: 0.05791][loss: 1.140696e-01][top1: 97.222220][top5: 99.897875]
2022-09-11 21:04:04,093 valid 100 [data/s: 0.00187][batch/s: 0.05632][loss: 1.110792e-01][top1: 97.400988][top5: 99.917491]
2022-09-11 21:04:04,349 valid_acc 97.399998	best_val_acc 97.439998
