GPT_SoVITS/text/G2PWModel/record.log

device: cuda
now: 2022-04-01 22:13:18.349604
[200] train_loss=0.289519 valid_loss=0.102661 valid_pos_acc=0.924619 valid_acc=0.97596 / 0.703958 / 0.586078 best_acc=0.97596
now: 2022-04-01 22:25:27.330080
[400] train_loss=0.089245 valid_loss=0.0703849 valid_pos_acc=0.942315 valid_acc=0.984227 / 0.747566 / 0.616754 best_acc=0.984227
now: 2022-04-01 22:37:16.857336
[600] train_loss=0.0663516 valid_loss=0.0597114 valid_pos_acc=0.946489 valid_acc=0.98734 / 0.77479 / 0.638442 best_acc=0.98734
now: 2022-04-01 22:49:06.182095
[800] train_loss=0.0559394 valid_loss=0.0535268 valid_pos_acc=0.948245 valid_acc=0.988928 / 0.774415 / 0.643435 best_acc=0.988928
now: 2022-04-01 23:00:55.371920
[1000] train_loss=0.0497098 valid_loss=0.0490104 valid_pos_acc=0.954161 valid_acc=0.989486 / 0.796356 / 0.664386 best_acc=0.989486
now: 2022-04-01 23:12:49.781716
[1200] train_loss=0.0462926 valid_loss=0.0466889 valid_pos_acc=0.954634 valid_acc=0.989913 / 0.802885 / 0.673908 best_acc=0.989913
now: 2022-04-01 23:24:43.685062
[1400] train_loss=0.0433836 valid_loss=0.0451725 valid_pos_acc=0.956761 valid_acc=0.99049 / 0.805024 / 0.674369 best_acc=0.99049
now: 2022-04-01 23:36:46.100963
[1600] train_loss=0.0404561 valid_loss=0.0436914 valid_pos_acc=0.957201 valid_acc=0.991022 / 0.811412 / 0.679481 best_acc=0.991022
now: 2022-04-01 23:48:48.583240
[1800] train_loss=0.040905 valid_loss=0.0412648 valid_pos_acc=0.958418 valid_acc=0.991332 / 0.815194 / 0.681627 best_acc=0.991332
now: 2022-04-02 00:00:42.282365
[2000] train_loss=0.0384612 valid_loss=0.0402427 valid_pos_acc=0.959796 valid_acc=0.991534 / 0.819666 / 0.689516 best_acc=0.991534
now: 2022-04-02 00:12:52.902834
[2200] train_loss=0.0373539 valid_loss=0.0410455 valid_pos_acc=0.961692 valid_acc=0.991425 / 0.828402 / 0.696595 best_acc=0.991534
now: 2022-04-02 00:25:06.851427
[2400] train_loss=0.0367612 valid_loss=0.039694 valid_pos_acc=0.960926 valid_acc=0.991823 / 0.830391 / 0.700222 best_acc=0.991823
now: 2022-04-02 00:37:24.156808
[2600] train_loss=0.0386493 valid_loss=0.0377683 valid_pos_acc=0.962183 valid_acc=0.992202 / 0.832219 / 0.707156 best_acc=0.992202
now: 2022-04-02 00:49:37.943513
[2800] train_loss=0.0356553 valid_loss=0.0381159 valid_pos_acc=0.962729 valid_acc=0.992061 / 0.835112 / 0.707941 best_acc=0.992202
now: 2022-04-02 01:01:43.672504
[3000] train_loss=0.0338178 valid_loss=0.0386144 valid_pos_acc=0.962419 valid_acc=0.992322 / 0.835546 / 0.710556 best_acc=0.992322
now: 2022-04-02 01:13:56.991606
[3200] train_loss=0.0335683 valid_loss=0.0381786 valid_pos_acc=0.962755 valid_acc=0.992233 / 0.838008 / 0.713975 best_acc=0.992322
now: 2022-04-02 01:26:13.830261
[3400] train_loss=0.0316981 valid_loss=0.0373759 valid_pos_acc=0.963524 valid_acc=0.992309 / 0.843253 / 0.718974 best_acc=0.992322
now: 2022-04-02 01:38:08.308362
[3600] train_loss=0.0350782 valid_loss=0.0376615 valid_pos_acc=0.96404 valid_acc=0.992259 / 0.84979 / 0.725183 best_acc=0.992322
now: 2022-04-02 01:49:59.416353
[3800] train_loss=0.0321498 valid_loss=0.0367548 valid_pos_acc=0.964441 valid_acc=0.992801 / 0.850152 / 0.722988 best_acc=0.992801
now: 2022-04-02 02:02:09.238893
[4000] train_loss=0.0331685 valid_loss=0.0369892 valid_pos_acc=0.963339 valid_acc=0.992777 / 0.859395 / 0.730708 best_acc=0.992801
now: 2022-04-02 02:14:27.957159
[4200] train_loss=0.0317164 valid_loss=0.0350153 valid_pos_acc=0.965784 valid_acc=0.992656 / 0.853549 / 0.727562 best_acc=0.992801
now: 2022-04-02 02:26:43.092476
[4400] train_loss=0.0324034 valid_loss=0.0346509 valid_pos_acc=0.965843 valid_acc=0.992981 / 0.853694 / 0.73043 best_acc=0.992981
now: 2022-04-02 02:39:22.465030
[4600] train_loss=0.0298959 valid_loss=0.0356152 valid_pos_acc=0.965606 valid_acc=0.993022 / 0.855494 / 0.728954 best_acc=0.993022
now: 2022-04-02 02:51:53.210107
[4800] train_loss=0.0310447 valid_loss=0.0355586 valid_pos_acc=0.965446 valid_acc=0.992597 / 0.851145 / 0.728595 best_acc=0.993022
now: 2022-04-02 03:04:21.463931
[5000] train_loss=0.031017 valid_loss=0.034331 valid_pos_acc=0.965695 valid_acc=0.992866 / 0.852123 / 0.728928 best_acc=0.993022
now: 2022-04-02 03:16:32.777183
[5200] train_loss=0.0312034 valid_loss=0.0349778 valid_pos_acc=0.966472 valid_acc=0.993105 / 0.855114 / 0.733248 best_acc=0.993105
now: 2022-04-02 03:28:51.440974
[5400] train_loss=0.0294329 valid_loss=0.0339991 valid_pos_acc=0.966307 valid_acc=0.993109 / 0.852872 / 0.727198 best_acc=0.993109
now: 2022-04-02 03:41:07.884688
[5600] train_loss=0.0285982 valid_loss=0.0341394 valid_pos_acc=0.966307 valid_acc=0.993183 / 0.858873 / 0.736458 best_acc=0.993183
now: 2022-04-02 03:53:43.422479
[5800] train_loss=0.0283985 valid_loss=0.0325766 valid_pos_acc=0.96683 valid_acc=0.993376 / 0.856761 / 0.738166 best_acc=0.993376
now: 2022-04-02 04:06:06.964628
[6000] train_loss=0.0302441 valid_loss=0.0344224 valid_pos_acc=0.966774 valid_acc=0.992838 / 0.85689 / 0.733677 best_acc=0.993376
now: 2022-04-02 04:18:20.312766
[6200] train_loss=0.0289215 valid_loss=0.0348225 valid_pos_acc=0.966589 valid_acc=0.993367 / 0.858202 / 0.736723 best_acc=0.993376
now: 2022-04-02 04:30:36.722397
[6400] train_loss=0.0294263 valid_loss=0.0329629 valid_pos_acc=0.966854 valid_acc=0.993081 / 0.856632 / 0.7381 best_acc=0.993376
now: 2022-04-02 04:42:53.493232
[6600] train_loss=0.0285769 valid_loss=0.0333396 valid_pos_acc=0.967153 valid_acc=0.993547 / 0.865742 / 0.743425 best_acc=0.993547
now: 2022-04-02 04:55:17.818463
[6800] train_loss=0.0265485 valid_loss=0.0330653 valid_pos_acc=0.967776 valid_acc=0.993222 / 0.865918 / 0.743298 best_acc=0.993547
now: 2022-04-02 05:07:36.630349
[7000] train_loss=0.0284473 valid_loss=0.0320964 valid_pos_acc=0.968023 valid_acc=0.99355 / 0.868261 / 0.748849 best_acc=0.99355
now: 2022-04-02 05:20:01.434422
[7200] train_loss=0.0274993 valid_loss=0.0326511 valid_pos_acc=0.9669 valid_acc=0.993816 / 0.868294 / 0.746817 best_acc=0.993816
now: 2022-04-02 05:32:29.662142
[7400] train_loss=0.02851 valid_loss=0.0308467 valid_pos_acc=0.968453 valid_acc=0.993858 / 0.863909 / 0.746068 best_acc=0.993858
now: 2022-04-02 05:44:43.967440
[7600] train_loss=0.0282732 valid_loss=0.03368 valid_pos_acc=0.967292 valid_acc=0.993014 / 0.86581 / 0.745753 best_acc=0.993858
now: 2022-04-02 05:56:45.436298
[7800] train_loss=0.0252737 valid_loss=0.0315786 valid_pos_acc=0.967611 valid_acc=0.993799 / 0.869773 / 0.749114 best_acc=0.993858
now: 2022-04-02 06:08:51.140922
[8000] train_loss=0.0280509 valid_loss=0.0328118 valid_pos_acc=0.96732 valid_acc=0.99363 / 0.86537 / 0.74611 best_acc=0.993858
now: 2022-04-02 06:20:43.247091
[8200] train_loss=0.028321 valid_loss=0.0308812 valid_pos_acc=0.968106 valid_acc=0.993758 / 0.869684 / 0.751653 best_acc=0.993858
now: 2022-04-02 06:32:38.603877
[8400] train_loss=0.0271253 valid_loss=0.0326289 valid_pos_acc=0.968232 valid_acc=0.993426 / 0.869263 / 0.748637 best_acc=0.993858
now: 2022-04-02 06:44:45.010090
[8600] train_loss=0.02778 valid_loss=0.0308819 valid_pos_acc=0.968731 valid_acc=0.993693 / 0.87573 / 0.75794 best_acc=0.993858
now: 2022-04-02 06:56:45.886905
[8800] train_loss=0.0287492 valid_loss=0.0310371 valid_pos_acc=0.968256 valid_acc=0.993563 / 0.877011 / 0.759391 best_acc=0.993858
now: 2022-04-02 07:08:52.584840
[9000] train_loss=0.0281025 valid_loss=0.0297675 valid_pos_acc=0.968566 valid_acc=0.993979 / 0.866884 / 0.750877 best_acc=0.993979
now: 2022-04-02 07:21:04.827592
[9200] train_loss=0.026893 valid_loss=0.0310813 valid_pos_acc=0.968965 valid_acc=0.993758 / 0.869433 / 0.752492 best_acc=0.993979
now: 2022-04-02 07:33:11.165254
[9400] train_loss=0.0253738 valid_loss=0.0307835 valid_pos_acc=0.969295 valid_acc=0.994046 / 0.878856 / 0.754636 best_acc=0.994046
now: 2022-04-02 07:45:16.521889
[9600] train_loss=0.0263703 valid_loss=0.0308493 valid_pos_acc=0.969039 valid_acc=0.993986 / 0.873759 / 0.753114 best_acc=0.994046
now: 2022-04-02 07:57:19.055032
[9800] train_loss=0.0258709 valid_loss=0.0304116 valid_pos_acc=0.967514 valid_acc=0.993751 / 0.87442 / 0.760402 best_acc=0.994046
now: 2022-04-02 08:09:21.455984
[10000] train_loss=0.0261966 valid_loss=0.0310479 valid_pos_acc=0.968954 valid_acc=0.993786 / 0.879653 / 0.76128 best_acc=0.994046
now: 2022-04-02 08:21:30.441155
[10200] train_loss=0.0272568 valid_loss=0.0306756 valid_pos_acc=0.969087 valid_acc=0.993777 / 0.879809 / 0.760943 best_acc=0.994046
now: 2022-04-02 08:33:36.839764
[10400] train_loss=0.027559 valid_loss=0.0308756 valid_pos_acc=0.969366 valid_acc=0.993636 / 0.874443 / 0.755992 best_acc=0.994046
now: 2022-04-02 08:45:39.747008
[10600] train_loss=0.027269 valid_loss=0.0329513 valid_pos_acc=0.96888 valid_acc=0.992499 / 0.833803 / 0.727518 best_acc=0.994046
now: 2022-04-02 08:57:40.273311
[10800] train_loss=0.0255775 valid_loss=0.0318773 valid_pos_acc=0.969314 valid_acc=0.993576 / 0.865286 / 0.745435 best_acc=0.994046
now: 2022-04-02 09:09:28.232166
[11000] train_loss=0.027821 valid_loss=0.0324836 valid_pos_acc=0.969581 valid_acc=0.993517 / 0.858519 / 0.741976 best_acc=0.994046
now: 2022-04-02 09:21:18.956995
[11200] train_loss=0.0268467 valid_loss=0.0320919 valid_pos_acc=0.968768 valid_acc=0.993515 / 0.859293 / 0.743348 best_acc=0.994046
now: 2022-04-02 09:33:14.899728
[11400] train_loss=0.0277983 valid_loss=0.0304641 valid_pos_acc=0.969013 valid_acc=0.993803 / 0.857242 / 0.744822 best_acc=0.994046
now: 2022-04-02 09:45:20.431378
[11600] train_loss=0.0278141 valid_loss=0.0303669 valid_pos_acc=0.969312 valid_acc=0.993491 / 0.861739 / 0.751563 best_acc=0.994046
now: 2022-04-02 09:57:29.453034
[11800] train_loss=0.0272102 valid_loss=0.030325 valid_pos_acc=0.969045 valid_acc=0.993871 / 0.865131 / 0.753686 best_acc=0.994046
now: 2022-04-02 10:09:41.097392
[12000] train_loss=0.0271826 valid_loss=0.0302743 valid_pos_acc=0.969701 valid_acc=0.993645 / 0.865918 / 0.753973 best_acc=0.994046
now: 2022-04-02 10:21:38.263361
[12200] train_loss=0.0266099 valid_loss=0.0288773 valid_pos_acc=0.969902 valid_acc=0.994183 / 0.874035 / 0.76018 best_acc=0.994183
now: 2022-04-02 10:33:44.432773
[12400] train_loss=0.0252403 valid_loss=0.029718 valid_pos_acc=0.969434 valid_acc=0.994127 / 0.87762 / 0.756971 best_acc=0.994183
now: 2022-04-02 10:45:51.265489
[12600] train_loss=0.0247018 valid_loss=0.0312226 valid_pos_acc=0.969588 valid_acc=0.993641 / 0.881627 / 0.759701 best_acc=0.994183
now: 2022-04-02 10:57:42.967866
[12800] train_loss=0.0269899 valid_loss=0.0291686 valid_pos_acc=0.969384 valid_acc=0.994157 / 0.883137 / 0.766173 best_acc=0.994183
now: 2022-04-02 11:09:44.697867
[13000] train_loss=0.026225 valid_loss=0.0300868 valid_pos_acc=0.969607 valid_acc=0.993756 / 0.881478 / 0.764432 best_acc=0.994183
now: 2022-04-02 11:21:47.303966
[13200] train_loss=0.0251707 valid_loss=0.0292528 valid_pos_acc=0.969937 valid_acc=0.994205 / 0.882159 / 0.764326 best_acc=0.994205
now: 2022-04-02 11:34:07.084506
[13400] train_loss=0.0256715 valid_loss=0.0294879 valid_pos_acc=0.969972 valid_acc=0.994331 / 0.879444 / 0.763116 best_acc=0.994331
now: 2022-04-02 11:46:17.499315
[13600] train_loss=0.0266713 valid_loss=0.0307474 valid_pos_acc=0.968488 valid_acc=0.994092 / 0.88213 / 0.764678 best_acc=0.994331
now: 2022-04-02 11:58:29.053919
[13800] train_loss=0.0263307 valid_loss=0.0299171 valid_pos_acc=0.969182 valid_acc=0.994146 / 0.886646 / 0.766393 best_acc=0.994331
now: 2022-04-02 12:10:42.628035
[14000] train_loss=0.0254249 valid_loss=0.0291546 valid_pos_acc=0.970087 valid_acc=0.994083 / 0.884958 / 0.766853 best_acc=0.994331
now: 2022-04-02 12:22:47.459592
[14200] train_loss=0.0271003 valid_loss=0.0289376 valid_pos_acc=0.969803 valid_acc=0.994263 / 0.882713 / 0.765841 best_acc=0.994331
now: 2022-04-02 12:34:51.459159
[14400] train_loss=0.0253207 valid_loss=0.0284943 valid_pos_acc=0.97041 valid_acc=0.994483 / 0.883065 / 0.768558 best_acc=0.994483
now: 2022-04-02 12:47:03.082143
[14600] train_loss=0.0256933 valid_loss=0.0275894 valid_pos_acc=0.970781 valid_acc=0.994426 / 0.882073 / 0.768093 best_acc=0.994483
now: 2022-04-02 12:59:01.736374
[14800] train_loss=0.025288 valid_loss=0.0290729 valid_pos_acc=0.969898 valid_acc=0.994029 / 0.884465 / 0.764771 best_acc=0.994483
now: 2022-04-02 13:11:07.383148
[15000] train_loss=0.0254068 valid_loss=0.0292592 valid_pos_acc=0.970833 valid_acc=0.994096 / 0.888942 / 0.769842 best_acc=0.994483
now: 2022-04-02 13:23:22.842378
[15200] train_loss=0.0236412 valid_loss=0.0282784 valid_pos_acc=0.970644 valid_acc=0.994229 / 0.889311 / 0.768718 best_acc=0.994483
now: 2022-04-02 13:35:29.034906
[15400] train_loss=0.0243784 valid_loss=0.0292398 valid_pos_acc=0.970883 valid_acc=0.994187 / 0.889313 / 0.771062 best_acc=0.994483
now: 2022-04-02 13:47:31.205294
[15600] train_loss=0.0240879 valid_loss=0.0298062 valid_pos_acc=0.97036 valid_acc=0.994057 / 0.885163 / 0.767167 best_acc=0.994483
now: 2022-04-02 13:59:37.091807
[15800] train_loss=0.0241428 valid_loss=0.0298697 valid_pos_acc=0.97079 valid_acc=0.994118 / 0.886573 / 0.768139 best_acc=0.994483
now: 2022-04-02 14:11:45.813137
[16000] train_loss=0.0245795 valid_loss=0.028206 valid_pos_acc=0.970714 valid_acc=0.994365 / 0.895285 / 0.778247 best_acc=0.994483
now: 2022-04-02 14:23:31.259816
[16200] train_loss=0.0259529 valid_loss=0.0295037 valid_pos_acc=0.971532 valid_acc=0.994166 / 0.892761 / 0.773792 best_acc=0.994483
now: 2022-04-02 14:35:29.710419
[16400] train_loss=0.0245774 valid_loss=0.0282059 valid_pos_acc=0.970677 valid_acc=0.994159 / 0.892281 / 0.77366 best_acc=0.994483
now: 2022-04-02 14:47:28.883504
[16600] train_loss=0.0249353 valid_loss=0.0287864 valid_pos_acc=0.970805 valid_acc=0.994255 / 0.891979 / 0.776495 best_acc=0.994483
now: 2022-04-02 14:59:36.374751
[16800] train_loss=0.0266362 valid_loss=0.0283276 valid_pos_acc=0.970768 valid_acc=0.994281 / 0.898043 / 0.780269 best_acc=0.994483
now: 2022-04-02 15:11:40.341586
[17000] train_loss=0.0248526 valid_loss=0.0279962 valid_pos_acc=0.970482 valid_acc=0.994411 / 0.897109 / 0.780885 best_acc=0.994483
now: 2022-04-02 15:23:39.987145
[17200] train_loss=0.0237728 valid_loss=0.028023 valid_pos_acc=0.971417 valid_acc=0.994322 / 0.888697 / 0.776213 best_acc=0.994483
now: 2022-04-02 15:35:38.801398
[17400] train_loss=0.0249057 valid_loss=0.027339 valid_pos_acc=0.971389 valid_acc=0.994159 / 0.881219 / 0.768915 best_acc=0.994483
now: 2022-04-02 15:47:39.875724
[17600] train_loss=0.0246854 valid_loss=0.028386 valid_pos_acc=0.970968 valid_acc=0.994448 / 0.891969 / 0.775594 best_acc=0.994483
now: 2022-04-02 15:59:43.932068
[17800] train_loss=0.0264608 valid_loss=0.0281136 valid_pos_acc=0.971109 valid_acc=0.994465 / 0.896316 / 0.78033 best_acc=0.994483
now: 2022-04-02 16:11:42.780407
[18000] train_loss=0.0226492 valid_loss=0.0282867 valid_pos_acc=0.970959 valid_acc=0.994574 / 0.898661 / 0.782303 best_acc=0.994574
now: 2022-04-02 16:23:45.328393
[18200] train_loss=0.0253564 valid_loss=0.0272226 valid_pos_acc=0.971202 valid_acc=0.994485 / 0.894385 / 0.781905 best_acc=0.994574
now: 2022-04-02 16:35:43.743594
[18400] train_loss=0.0237427 valid_loss=0.0273525 valid_pos_acc=0.971284 valid_acc=0.994598 / 0.893183 / 0.778385 best_acc=0.994598
now: 2022-04-02 16:47:51.962569
[18600] train_loss=0.0226361 valid_loss=0.0275174 valid_pos_acc=0.971801 valid_acc=0.994608 / 0.897236 / 0.783469 best_acc=0.994608
now: 2022-04-02 17:00:05.072496
[18800] train_loss=0.0247811 valid_loss=0.0276029 valid_pos_acc=0.971766 valid_acc=0.994591 / 0.898223 / 0.780288 best_acc=0.994608
now: 2022-04-02 17:12:14.066971
[19000] train_loss=0.0249346 valid_loss=0.0269959 valid_pos_acc=0.9713 valid_acc=0.994433 / 0.889386 / 0.778011 best_acc=0.994608
now: 2022-04-02 17:24:25.443387
[19200] train_loss=0.024029 valid_loss=0.0273701 valid_pos_acc=0.971777 valid_acc=0.994565 / 0.89385 / 0.781098 best_acc=0.994608
now: 2022-04-02 17:36:21.119407
[19400] train_loss=0.0221598 valid_loss=0.028189 valid_pos_acc=0.971337 valid_acc=0.99447 / 0.892931 / 0.778729 best_acc=0.994608
now: 2022-04-02 17:48:26.051306
[19600] train_loss=0.0232854 valid_loss=0.027458 valid_pos_acc=0.97138 valid_acc=0.994535 / 0.892143 / 0.778963 best_acc=0.994608
now: 2022-04-02 18:00:41.153532
[19800] train_loss=0.0246367 valid_loss=0.0277884 valid_pos_acc=0.971415 valid_acc=0.994454 / 0.892544 / 0.777699 best_acc=0.994608
now: 2022-04-02 18:12:44.656831
[20000] train_loss=0.0193271 valid_loss=0.0288193 valid_pos_acc=0.97153 valid_acc=0.9945 / 0.89201 / 0.778198 best_acc=0.994608
now: 2022-04-02 18:24:47.237186
[20200] train_loss=0.0195292 valid_loss=0.0281468 valid_pos_acc=0.972115 valid_acc=0.99463 / 0.894395 / 0.782171 best_acc=0.99463
now: 2022-04-02 18:37:12.174319
[20400] train_loss=0.0194709 valid_loss=0.0272298 valid_pos_acc=0.971836 valid_acc=0.994686 / 0.901333 / 0.789041 best_acc=0.994686
now: 2022-04-02 18:49:37.572502
[20600] train_loss=0.0191372 valid_loss=0.0279598 valid_pos_acc=0.971139 valid_acc=0.994476 / 0.898648 / 0.786924 best_acc=0.994686
now: 2022-04-02 19:01:57.223764
[20800] train_loss=0.0191731 valid_loss=0.0283044 valid_pos_acc=0.971853 valid_acc=0.994665 / 0.906199 / 0.791619 best_acc=0.994686
now: 2022-04-02 19:14:03.413253
[21000] train_loss=0.0206041 valid_loss=0.0264156 valid_pos_acc=0.972094 valid_acc=0.994773 / 0.903901 / 0.792328 best_acc=0.994773
now: 2022-04-02 19:26:27.975422
[21200] train_loss=0.016823 valid_loss=0.0271615 valid_pos_acc=0.97184 valid_acc=0.99471 / 0.904068 / 0.790123 best_acc=0.994773
now: 2022-04-02 19:38:24.145598
[21400] train_loss=0.0205676 valid_loss=0.0285307 valid_pos_acc=0.971365 valid_acc=0.994502 / 0.899852 / 0.786174 best_acc=0.994773
now: 2022-04-02 19:50:32.570024
[21600] train_loss=0.0193456 valid_loss=0.0265744 valid_pos_acc=0.971851 valid_acc=0.994726 / 0.902354 / 0.791664 best_acc=0.994773
now: 2022-04-02 20:02:43.793933
[21800] train_loss=0.0202321 valid_loss=0.0266519 valid_pos_acc=0.971712 valid_acc=0.994788 / 0.900679 / 0.791454 best_acc=0.994788
now: 2022-04-02 20:14:55.874949
[22000] train_loss=0.0209497 valid_loss=0.0274821 valid_pos_acc=0.970824 valid_acc=0.99463 / 0.890966 / 0.780236 best_acc=0.994788
now: 2022-04-02 20:26:46.865536
[22200] train_loss=0.0212923 valid_loss=0.0270931 valid_pos_acc=0.971727 valid_acc=0.994695 / 0.893237 / 0.779557 best_acc=0.994788
now: 2022-04-02 20:38:52.796788
[22400] train_loss=0.021577 valid_loss=0.027899 valid_pos_acc=0.971914 valid_acc=0.994771 / 0.90721 / 0.790755 best_acc=0.994788
now: 2022-04-02 20:50:45.585864
[22600] train_loss=0.020184 valid_loss=0.0270084 valid_pos_acc=0.971606 valid_acc=0.994723 / 0.901765 / 0.793151 best_acc=0.994788
now: 2022-04-02 21:02:35.179860
[22800] train_loss=0.0210601 valid_loss=0.0255871 valid_pos_acc=0.972658 valid_acc=0.994784 / 0.89429 / 0.783486 best_acc=0.994788
now: 2022-04-02 21:14:32.385194
[23000] train_loss=0.0184889 valid_loss=0.0267728 valid_pos_acc=0.971968 valid_acc=0.994912 / 0.898744 / 0.787857 best_acc=0.994912
now: 2022-04-02 21:26:30.460311
[23200] train_loss=0.0196876 valid_loss=0.027992 valid_pos_acc=0.971883 valid_acc=0.99448 / 0.902701 / 0.789254 best_acc=0.994912
now: 2022-04-02 21:38:18.919183
[23400] train_loss=0.0192092 valid_loss=0.027083 valid_pos_acc=0.972339 valid_acc=0.994817 / 0.898885 / 0.789367 best_acc=0.994912
now: 2022-04-02 21:50:24.318095
[23600] train_loss=0.0205622 valid_loss=0.0268123 valid_pos_acc=0.972528 valid_acc=0.994867 / 0.898603 / 0.786304 best_acc=0.994912
now: 2022-04-02 22:02:15.239367
[23800] train_loss=0.0199384 valid_loss=0.0272734 valid_pos_acc=0.972411 valid_acc=0.99471 / 0.901925 / 0.78745 best_acc=0.994912
now: 2022-04-02 22:14:18.216068
[24000] train_loss=0.0178143 valid_loss=0.0279724 valid_pos_acc=0.971799 valid_acc=0.994817 / 0.902843 / 0.788122 best_acc=0.994912
now: 2022-04-02 22:26:08.869937
[24200] train_loss=0.0204505 valid_loss=0.0271799 valid_pos_acc=0.971603 valid_acc=0.994628 / 0.901783 / 0.790354 best_acc=0.994912
now: 2022-04-02 22:38:05.762235
[24400] train_loss=0.0196403 valid_loss=0.0279875 valid_pos_acc=0.971712 valid_acc=0.994673 / 0.90053 / 0.786413 best_acc=0.994912
now: 2022-04-02 22:49:58.498158
[24600] train_loss=0.0196382 valid_loss=0.0282003 valid_pos_acc=0.971235 valid_acc=0.994626 / 0.902809 / 0.787394 best_acc=0.994912
now: 2022-04-02 23:02:07.775949
[24800] train_loss=0.0193936 valid_loss=0.0267504 valid_pos_acc=0.972562 valid_acc=0.994665 / 0.902442 / 0.787082 best_acc=0.994912
now: 2022-04-02 23:14:14.202685
[25000] train_loss=0.0193612 valid_loss=0.0258062 valid_pos_acc=0.972654 valid_acc=0.994873 / 0.905545 / 0.794271 best_acc=0.994912
now: 2022-04-02 23:26:09.859008
[25200] train_loss=0.0190576 valid_loss=0.0271653 valid_pos_acc=0.972484 valid_acc=0.994906 / 0.909854 / 0.793673 best_acc=0.994912
now: 2022-04-02 23:38:05.448510
[25400] train_loss=0.0206686 valid_loss=0.0264603 valid_pos_acc=0.972343 valid_acc=0.994934 / 0.908615 / 0.793492 best_acc=0.994934
now: 2022-04-02 23:50:23.423237
[25600] train_loss=0.019207 valid_loss=0.0264518 valid_pos_acc=0.972285 valid_acc=0.994947 / 0.909035 / 0.793275 best_acc=0.994947
now: 2022-04-03 00:02:25.949756
[25800] train_loss=0.0204011 valid_loss=0.027376 valid_pos_acc=0.972029 valid_acc=0.994463 / 0.903614 / 0.787668 best_acc=0.994947
now: 2022-04-03 00:14:32.470694
[26000] train_loss=0.0198477 valid_loss=0.0271728 valid_pos_acc=0.972293 valid_acc=0.994845 / 0.909642 / 0.792003 best_acc=0.994947
now: 2022-04-03 00:26:30.440395
[26200] train_loss=0.0182446 valid_loss=0.0269998 valid_pos_acc=0.972797 valid_acc=0.994936 / 0.90766 / 0.791791 best_acc=0.994947
now: 2022-04-03 00:38:11.226201
[26400] train_loss=0.0188574 valid_loss=0.0277104 valid_pos_acc=0.971779 valid_acc=0.994897 / 0.91142 / 0.795515 best_acc=0.994947
now: 2022-04-03 00:50:19.930552
[26600] train_loss=0.0195086 valid_loss=0.0266913 valid_pos_acc=0.972246 valid_acc=0.994884 / 0.904172 / 0.791556 best_acc=0.994947
now: 2022-04-03 01:02:40.190107
[26800] train_loss=0.0204701 valid_loss=0.0262269 valid_pos_acc=0.972677 valid_acc=0.994895 / 0.901927 / 0.792913 best_acc=0.994947
now: 2022-04-03 01:14:37.242724
[27000] train_loss=0.0227353 valid_loss=0.0265531 valid_pos_acc=0.972556 valid_acc=0.994843 / 0.907322 / 0.797663 best_acc=0.994947
now: 2022-04-03 01:26:32.001134
[27200] train_loss=0.0199549 valid_loss=0.0256493 valid_pos_acc=0.972434 valid_acc=0.994821 / 0.907325 / 0.799249 best_acc=0.994947
now: 2022-04-03 01:38:35.194802
[27400] train_loss=0.0178435 valid_loss=0.0273656 valid_pos_acc=0.972109 valid_acc=0.994851 / 0.911329 / 0.795818 best_acc=0.994947
now: 2022-04-03 01:50:47.426096
[27600] train_loss=0.0196421 valid_loss=0.0268288 valid_pos_acc=0.972094 valid_acc=0.994532 / 0.90122 / 0.788515 best_acc=0.994947
now: 2022-04-03 02:02:43.219077
[27800] train_loss=0.0218845 valid_loss=0.0267693 valid_pos_acc=0.972343 valid_acc=0.994884 / 0.904811 / 0.790976 best_acc=0.994947
now: 2022-04-03 02:14:42.299297
[28000] train_loss=0.0201817 valid_loss=0.0273861 valid_pos_acc=0.972345 valid_acc=0.994552 / 0.904774 / 0.792625 best_acc=0.994947
now: 2022-04-03 02:26:51.221363
[28200] train_loss=0.0200979 valid_loss=0.026012 valid_pos_acc=0.972452 valid_acc=0.994995 / 0.908827 / 0.797558 best_acc=0.994995
now: 2022-04-03 02:39:03.091258
[28400] train_loss=0.0201783 valid_loss=0.0256883 valid_pos_acc=0.97261 valid_acc=0.994864 / 0.907562 / 0.798298 best_acc=0.994995
now: 2022-04-03 02:51:04.300548
[28600] train_loss=0.0194111 valid_loss=0.0273932 valid_pos_acc=0.971562 valid_acc=0.994906 / 0.911251 / 0.795228 best_acc=0.994995
now: 2022-04-03 03:03:10.729523
[28800] train_loss=0.0223215 valid_loss=0.0264798 valid_pos_acc=0.972521 valid_acc=0.994823 / 0.91054 / 0.798156 best_acc=0.994995
now: 2022-04-03 03:15:16.733585
[29000] train_loss=0.0203798 valid_loss=0.026267 valid_pos_acc=0.972539 valid_acc=0.994979 / 0.910358 / 0.797495 best_acc=0.994995
now: 2022-04-03 03:27:15.662423
[29200] train_loss=0.0198116 valid_loss=0.0271517 valid_pos_acc=0.972395 valid_acc=0.994804 / 0.90796 / 0.792402 best_acc=0.994995
now: 2022-04-03 03:39:25.302705
[29400] train_loss=0.0214404 valid_loss=0.0256727 valid_pos_acc=0.973261 valid_acc=0.994984 / 0.910775 / 0.799215 best_acc=0.994995
now: 2022-04-03 03:51:35.147315
[29600] train_loss=0.0187954 valid_loss=0.0264936 valid_pos_acc=0.97286 valid_acc=0.99499 / 0.91241 / 0.795951 best_acc=0.994995
now: 2022-04-03 04:03:37.804465
[29800] train_loss=0.0205343 valid_loss=0.0262582 valid_pos_acc=0.972979 valid_acc=0.994997 / 0.910193 / 0.797294 best_acc=0.994997
now: 2022-04-03 04:15:40.869840
[30000] train_loss=0.0212577 valid_loss=0.0263549 valid_pos_acc=0.972243 valid_acc=0.994684 / 0.909313 / 0.798057 best_acc=0.994997
now: 2022-04-03 04:27:42.822407
[30200] train_loss=0.0183862 valid_loss=0.0254776 valid_pos_acc=0.972784 valid_acc=0.994877 / 0.903545 / 0.791495 best_acc=0.994997
now: 2022-04-03 04:40:02.431413
[30400] train_loss=0.0197688 valid_loss=0.0264948 valid_pos_acc=0.973224 valid_acc=0.994997 / 0.911333 / 0.793087 best_acc=0.994997
now: 2022-04-03 04:52:02.140132
[30600] train_loss=0.0203299 valid_loss=0.0260468 valid_pos_acc=0.972966 valid_acc=0.994799 / 0.902308 / 0.791264 best_acc=0.994997
now: 2022-04-03 05:04:02.910278
[30800] train_loss=0.0216859 valid_loss=0.0270245 valid_pos_acc=0.972929 valid_acc=0.994676 / 0.910333 / 0.796835 best_acc=0.994997
now: 2022-04-03 05:16:05.153874
[31000] train_loss=0.0211773 valid_loss=0.0258814 valid_pos_acc=0.972768 valid_acc=0.994916 / 0.907256 / 0.793468 best_acc=0.994997
now: 2022-04-03 05:28:07.493337
[31200] train_loss=0.0202802 valid_loss=0.0254245 valid_pos_acc=0.972955 valid_acc=0.995092 / 0.914897 / 0.805234 best_acc=0.995092
now: 2022-04-03 05:40:12.780431
[31400] train_loss=0.0194152 valid_loss=0.0259566 valid_pos_acc=0.972664 valid_acc=0.99496 / 0.919699 / 0.808312 best_acc=0.995092
now: 2022-04-03 05:52:16.611374
[31600] train_loss=0.019009 valid_loss=0.0260382 valid_pos_acc=0.97263 valid_acc=0.995129 / 0.917311 / 0.804833 best_acc=0.995129
now: 2022-04-03 06:04:15.437060
[31800] train_loss=0.0205566 valid_loss=0.0260822 valid_pos_acc=0.973148 valid_acc=0.994979 / 0.919627 / 0.808927 best_acc=0.995129
now: 2022-04-03 06:16:10.198962
[32000] train_loss=0.0192955 valid_loss=0.0259151 valid_pos_acc=0.973142 valid_acc=0.995034 / 0.9158 / 0.804333 best_acc=0.995129
now: 2022-04-03 06:28:05.111366
[32200] train_loss=0.0204335 valid_loss=0.0255095 valid_pos_acc=0.972736 valid_acc=0.995073 / 0.916156 / 0.810316 best_acc=0.995129
now: 2022-04-03 06:40:09.460506
[32400] train_loss=0.0201043 valid_loss=0.0261998 valid_pos_acc=0.972545 valid_acc=0.994929 / 0.91379 / 0.802841 best_acc=0.995129
now: 2022-04-03 06:52:23.127760
[32600] train_loss=0.0180875 valid_loss=0.0249739 valid_pos_acc=0.973335 valid_acc=0.994997 / 0.912169 / 0.802927 best_acc=0.995129
now: 2022-04-03 07:04:31.009479
[32800] train_loss=0.0198901 valid_loss=0.0254487 valid_pos_acc=0.972621 valid_acc=0.995029 / 0.920603 / 0.80979 best_acc=0.995129
now: 2022-04-03 07:16:32.128110
[33000] train_loss=0.0208962 valid_loss=0.0254032 valid_pos_acc=0.972883 valid_acc=0.994979 / 0.909972 / 0.799621 best_acc=0.995129
now: 2022-04-03 07:28:44.400824
[33200] train_loss=0.0201999 valid_loss=0.0258948 valid_pos_acc=0.972847 valid_acc=0.994801 / 0.911759 / 0.799804 best_acc=0.995129
now: 2022-04-03 07:40:49.361680
[33400] train_loss=0.0217783 valid_loss=0.0256737 valid_pos_acc=0.973255 valid_acc=0.994951 / 0.914217 / 0.800689 best_acc=0.995129
now: 2022-04-03 07:52:50.822397
[33600] train_loss=0.0198491 valid_loss=0.0264241 valid_pos_acc=0.972823 valid_acc=0.994986 / 0.912473 / 0.801322 best_acc=0.995129
now: 2022-04-03 08:04:54.092732
[33800] train_loss=0.0221377 valid_loss=0.02493 valid_pos_acc=0.972877 valid_acc=0.994938 / 0.915101 / 0.804716 best_acc=0.995129
now: 2022-04-03 08:16:54.243602
[34000] train_loss=0.0213205 valid_loss=0.025545 valid_pos_acc=0.972677 valid_acc=0.994979 / 0.915158 / 0.805311 best_acc=0.995129
now: 2022-04-03 08:29:03.784710
[34200] train_loss=0.0192532 valid_loss=0.0251619 valid_pos_acc=0.97335 valid_acc=0.995099 / 0.916618 / 0.804815 best_acc=0.995129
now: 2022-04-03 08:41:15.345717
[34400] train_loss=0.0219833 valid_loss=0.0255126 valid_pos_acc=0.97335 valid_acc=0.995068 / 0.91454 / 0.801902 best_acc=0.995129
now: 2022-04-03 08:53:18.026172
[34600] train_loss=0.02057 valid_loss=0.0257689 valid_pos_acc=0.973476 valid_acc=0.995138 / 0.923171 / 0.810884 best_acc=0.995138
now: 2022-04-03 09:05:29.405654
[34800] train_loss=0.0212472 valid_loss=0.0260386 valid_pos_acc=0.973087 valid_acc=0.995238 / 0.919353 / 0.805834 best_acc=0.995238
now: 2022-04-03 09:17:41.688908
[35000] train_loss=0.0193925 valid_loss=0.02788 valid_pos_acc=0.972441 valid_acc=0.994587 / 0.915334 / 0.800469 best_acc=0.995238
now: 2022-04-03 09:29:44.816243
[35200] train_loss=0.0190577 valid_loss=0.0251073 valid_pos_acc=0.972968 valid_acc=0.995166 / 0.916023 / 0.808521 best_acc=0.995238
now: 2022-04-03 09:41:43.856892
[35400] train_loss=0.0225248 valid_loss=0.0244108 valid_pos_acc=0.973092 valid_acc=0.994988 / 0.911331 / 0.806775 best_acc=0.995238
now: 2022-04-03 09:53:53.841427
[35600] train_loss=0.0204164 valid_loss=0.0257028 valid_pos_acc=0.972951 valid_acc=0.994999 / 0.913099 / 0.803078 best_acc=0.995238
now: 2022-04-03 10:05:54.756481
[35800] train_loss=0.0207206 valid_loss=0.0250318 valid_pos_acc=0.973441 valid_acc=0.995112 / 0.915014 / 0.809688 best_acc=0.995238
now: 2022-04-03 10:17:52.373071
[36000] train_loss=0.0210285 valid_loss=0.0264345 valid_pos_acc=0.972836 valid_acc=0.994726 / 0.912637 / 0.802366 best_acc=0.995238
now: 2022-04-03 10:29:48.836136
[36200] train_loss=0.0210124 valid_loss=0.0253509 valid_pos_acc=0.972771 valid_acc=0.994962 / 0.908097 / 0.799097 best_acc=0.995238
now: 2022-04-03 10:41:53.650854
[36400] train_loss=0.0206329 valid_loss=0.0255921 valid_pos_acc=0.973576 valid_acc=0.995097 / 0.915445 / 0.807018 best_acc=0.995238
now: 2022-04-03 10:54:04.782468
[36600] train_loss=0.0190987 valid_loss=0.025047 valid_pos_acc=0.973278 valid_acc=0.99504 / 0.911809 / 0.804772 best_acc=0.995238
now: 2022-04-03 11:06:14.982105
[36800] train_loss=0.0193329 valid_loss=0.0255344 valid_pos_acc=0.973205 valid_acc=0.994995 / 0.914842 / 0.810892 best_acc=0.995238
now: 2022-04-03 11:18:21.542298
[37000] train_loss=0.019776 valid_loss=0.0257551 valid_pos_acc=0.973228 valid_acc=0.995025 / 0.911626 / 0.801857 best_acc=0.995238
now: 2022-04-03 11:30:14.909051
[37200] train_loss=0.0203762 valid_loss=0.0253398 valid_pos_acc=0.973005 valid_acc=0.995255 / 0.91017 / 0.804603 best_acc=0.995255
now: 2022-04-03 11:42:31.753627
[37400] train_loss=0.0188329 valid_loss=0.0251868 valid_pos_acc=0.973304 valid_acc=0.995248 / 0.915374 / 0.809239 best_acc=0.995255
now: 2022-04-03 11:54:33.700994
[37600] train_loss=0.0183661 valid_loss=0.0254057 valid_pos_acc=0.973443 valid_acc=0.995225 / 0.914564 / 0.805779 best_acc=0.995255
now: 2022-04-03 12:06:21.313158
[37800] train_loss=0.0211401 valid_loss=0.0246414 valid_pos_acc=0.973185 valid_acc=0.995164 / 0.914028 / 0.805807 best_acc=0.995255
now: 2022-04-03 12:18:25.200242
[38000] train_loss=0.021069 valid_loss=0.0244758 valid_pos_acc=0.973411 valid_acc=0.995285 / 0.914013 / 0.806843 best_acc=0.995285
now: 2022-04-03 12:30:27.765559
[38200] train_loss=0.0213957 valid_loss=0.0233822 valid_pos_acc=0.973997 valid_acc=0.995231 / 0.918159 / 0.809317 best_acc=0.995285
now: 2022-04-03 12:42:34.527640
[38400] train_loss=0.01998 valid_loss=0.0246681 valid_pos_acc=0.973157 valid_acc=0.995144 / 0.911465 / 0.802431 best_acc=0.995285
now: 2022-04-03 12:54:35.718367
[38600] train_loss=0.0219669 valid_loss=0.0265307 valid_pos_acc=0.973142 valid_acc=0.994856 / 0.913512 / 0.802637 best_acc=0.995285
now: 2022-04-03 13:06:31.081322
[38800] train_loss=0.0200181 valid_loss=0.0254716 valid_pos_acc=0.972988 valid_acc=0.995194 / 0.918644 / 0.809186 best_acc=0.995285
now: 2022-04-03 13:18:35.624914
[39000] train_loss=0.0210553 valid_loss=0.0242162 valid_pos_acc=0.973558 valid_acc=0.995114 / 0.914893 / 0.807304 best_acc=0.995285
now: 2022-04-03 13:30:40.043785
[39200] train_loss=0.0183049 valid_loss=0.0254598 valid_pos_acc=0.973745 valid_acc=0.995105 / 0.921543 / 0.812539 best_acc=0.995285
now: 2022-04-03 13:42:42.189633
[39400] train_loss=0.0204597 valid_loss=0.0242165 valid_pos_acc=0.973517 valid_acc=0.995151 / 0.916498 / 0.808433 best_acc=0.995285
now: 2022-04-03 13:54:41.379549
[39600] train_loss=0.0182456 valid_loss=0.0259895 valid_pos_acc=0.97315 valid_acc=0.995231 / 0.922271 / 0.812708 best_acc=0.995285
now: 2022-04-03 14:06:51.554192
[39800] train_loss=0.0163934 valid_loss=0.0258782 valid_pos_acc=0.973615 valid_acc=0.995144 / 0.916559 / 0.809627 best_acc=0.995285
now: 2022-04-03 14:18:44.881390
[40000] train_loss=0.015392 valid_loss=0.0261389 valid_pos_acc=0.974283 valid_acc=0.995225 / 0.920042 / 0.812848 best_acc=0.995285
now: 2022-04-03 14:30:42.900837
[40200] train_loss=0.0151938 valid_loss=0.0266225 valid_pos_acc=0.973879 valid_acc=0.995105 / 0.921502 / 0.815619 best_acc=0.995285
now: 2022-04-03 14:42:37.709297
[40400] train_loss=0.0156664 valid_loss=0.0252791 valid_pos_acc=0.973784 valid_acc=0.99524 / 0.920868 / 0.819319 best_acc=0.995285
now: 2022-04-03 14:54:43.815772
[40600] train_loss=0.0156026 valid_loss=0.0251239 valid_pos_acc=0.973782 valid_acc=0.995305 / 0.916191 / 0.813418 best_acc=0.995305
now: 2022-04-03 15:06:48.756040
[40800] train_loss=0.015617 valid_loss=0.0250889 valid_pos_acc=0.973797 valid_acc=0.995248 / 0.913875 / 0.809349 best_acc=0.995305
now: 2022-04-03 15:18:48.093498
[41000] train_loss=0.0160921 valid_loss=0.0254156 valid_pos_acc=0.974016 valid_acc=0.995324 / 0.918261 / 0.811825 best_acc=0.995324
now: 2022-04-03 15:30:49.330639
[41200] train_loss=0.0153382 valid_loss=0.0253904 valid_pos_acc=0.973777 valid_acc=0.995157 / 0.915275 / 0.813835 best_acc=0.995324
now: 2022-04-03 15:42:50.366939
[41400] train_loss=0.0149767 valid_loss=0.0262346 valid_pos_acc=0.97348 valid_acc=0.995216 / 0.916934 / 0.809716 best_acc=0.995324
now: 2022-04-03 15:54:50.211349
[41600] train_loss=0.0163188 valid_loss=0.0256865 valid_pos_acc=0.974062 valid_acc=0.995279 / 0.917293 / 0.810614 best_acc=0.995324
now: 2022-04-03 16:06:51.678378
[41800] train_loss=0.0152591 valid_loss=0.0257784 valid_pos_acc=0.973934 valid_acc=0.995374 / 0.918737 / 0.814463 best_acc=0.995374
now: 2022-04-03 16:19:01.215393
[42000] train_loss=0.0153742 valid_loss=0.0256425 valid_pos_acc=0.973743 valid_acc=0.995279 / 0.921392 / 0.819395 best_acc=0.995374
now: 2022-04-03 16:31:02.965955
[42200] train_loss=0.0170421 valid_loss=0.0256818 valid_pos_acc=0.973704 valid_acc=0.995233 / 0.921882 / 0.816565 best_acc=0.995374
now: 2022-04-03 16:42:58.346109
[42400] train_loss=0.0173119 valid_loss=0.0262359 valid_pos_acc=0.973567 valid_acc=0.995142 / 0.927474 / 0.824186 best_acc=0.995374
now: 2022-04-03 16:54:51.654450
[42600] train_loss=0.0151309 valid_loss=0.0263674 valid_pos_acc=0.974088 valid_acc=0.995246 / 0.928593 / 0.819351 best_acc=0.995374
now: 2022-04-03 17:06:53.863013
[42800] train_loss=0.0146644 valid_loss=0.0256878 valid_pos_acc=0.973406 valid_acc=0.995248 / 0.926729 / 0.822369 best_acc=0.995374
now: 2022-04-03 17:18:52.584371
[43000] train_loss=0.0165593 valid_loss=0.0256607 valid_pos_acc=0.973534 valid_acc=0.995077 / 0.92122 / 0.820859 best_acc=0.995374
now: 2022-04-03 17:30:49.691185
[43200] train_loss=0.0159887 valid_loss=0.0257545 valid_pos_acc=0.973704 valid_acc=0.995084 / 0.91855 / 0.813994 best_acc=0.995374
now: 2022-04-03 17:42:50.184875
[43400] train_loss=0.0176695 valid_loss=0.0257385 valid_pos_acc=0.973474 valid_acc=0.995123 / 0.92218 / 0.818823 best_acc=0.995374
now: 2022-04-03 17:54:44.709886
[43600] train_loss=0.017015 valid_loss=0.0253947 valid_pos_acc=0.973645 valid_acc=0.995281 / 0.918643 / 0.814191 best_acc=0.995374
now: 2022-04-03 18:06:47.227964
[43800] train_loss=0.0166192 valid_loss=0.0250654 valid_pos_acc=0.973309 valid_acc=0.995097 / 0.917002 / 0.81292 best_acc=0.995374
now: 2022-04-03 18:18:48.239180
[44000] train_loss=0.0179612 valid_loss=0.0247244 valid_pos_acc=0.974474 valid_acc=0.995259 / 0.922084 / 0.818199 best_acc=0.995374
now: 2022-04-03 18:30:58.780112
[44200] train_loss=0.0170823 valid_loss=0.0253463 valid_pos_acc=0.973673 valid_acc=0.995277 / 0.920828 / 0.819238 best_acc=0.995374
now: 2022-04-03 18:43:02.816823
[44400] train_loss=0.0180965 valid_loss=0.0255119 valid_pos_acc=0.973356 valid_acc=0.994997 / 0.920482 / 0.821315 best_acc=0.995374
now: 2022-04-03 18:55:04.839467
[44600] train_loss=0.0169638 valid_loss=0.0253875 valid_pos_acc=0.973916 valid_acc=0.995218 / 0.923398 / 0.819969 best_acc=0.995374
now: 2022-04-03 19:07:07.807908
[44800] train_loss=0.0175315 valid_loss=0.0250045 valid_pos_acc=0.973931 valid_acc=0.995225 / 0.919188 / 0.816001 best_acc=0.995374
now: 2022-04-03 19:18:53.383956
[45000] train_loss=0.0159776 valid_loss=0.0247916 valid_pos_acc=0.973947 valid_acc=0.99527 / 0.922533 / 0.819024 best_acc=0.995374
now: 2022-04-03 19:30:53.526194
[45200] train_loss=0.0171182 valid_loss=0.0256464 valid_pos_acc=0.97397 valid_acc=0.995225 / 0.923638 / 0.816987 best_acc=0.995374
now: 2022-04-03 19:42:50.236892
[45400] train_loss=0.0156089 valid_loss=0.0251274 valid_pos_acc=0.97379 valid_acc=0.995353 / 0.920763 / 0.815259 best_acc=0.995374
now: 2022-04-03 19:54:46.588740
[45600] train_loss=0.0163814 valid_loss=0.0255403 valid_pos_acc=0.973895 valid_acc=0.995298 / 0.923606 / 0.816856 best_acc=0.995374
now: 2022-04-03 20:06:53.199451
[45800] train_loss=0.017835 valid_loss=0.0246602 valid_pos_acc=0.973981 valid_acc=0.995372 / 0.923306 / 0.821397 best_acc=0.995374
now: 2022-04-03 20:19:00.767866
[46000] train_loss=0.0178728 valid_loss=0.025165 valid_pos_acc=0.973771 valid_acc=0.995149 / 0.922218 / 0.817612 best_acc=0.995374
now: 2022-04-03 20:30:58.988089
[46200] train_loss=0.0168901 valid_loss=0.0256853 valid_pos_acc=0.974276 valid_acc=0.995216 / 0.923973 / 0.820527 best_acc=0.995374
now: 2022-04-03 20:42:51.449300
[46400] train_loss=0.0167886 valid_loss=0.0253529 valid_pos_acc=0.973704 valid_acc=0.995159 / 0.92335 / 0.820036 best_acc=0.995374
now: 2022-04-03 20:55:00.160971
[46600] train_loss=0.0176656 valid_loss=0.0256036 valid_pos_acc=0.973929 valid_acc=0.995366 / 0.922949 / 0.818223 best_acc=0.995374
now: 2022-04-03 21:07:02.579327
[46800] train_loss=0.0168645 valid_loss=0.0251908 valid_pos_acc=0.974203 valid_acc=0.995385 / 0.92207 / 0.81494 best_acc=0.995385
now: 2022-04-03 21:18:57.696871
[47000] train_loss=0.0172549 valid_loss=0.0256528 valid_pos_acc=0.974391 valid_acc=0.995118 / 0.918959 / 0.811756 best_acc=0.995385
now: 2022-04-03 21:30:53.620916
[47200] train_loss=0.0177735 valid_loss=0.0247787 valid_pos_acc=0.97404 valid_acc=0.995071 / 0.922916 / 0.818151 best_acc=0.995385
now: 2022-04-03 21:42:47.443922
[47400] train_loss=0.0168849 valid_loss=0.0250654 valid_pos_acc=0.973947 valid_acc=0.995368 / 0.919669 / 0.817169 best_acc=0.995385
now: 2022-04-03 21:54:53.531320
[47600] train_loss=0.0162995 valid_loss=0.0245945 valid_pos_acc=0.973951 valid_acc=0.995285 / 0.922128 / 0.819555 best_acc=0.995385
now: 2022-04-03 22:06:54.960049
[47800] train_loss=0.0166094 valid_loss=0.0254666 valid_pos_acc=0.974647 valid_acc=0.995314 / 0.925199 / 0.818337 best_acc=0.995385
now: 2022-04-03 22:18:44.813398
[48000] train_loss=0.018357 valid_loss=0.0258162 valid_pos_acc=0.974018 valid_acc=0.99527 / 0.924671 / 0.820527 best_acc=0.995385
now: 2022-04-03 22:30:33.755723
[48200] train_loss=0.0168674 valid_loss=0.025839 valid_pos_acc=0.973747 valid_acc=0.995309 / 0.921703 / 0.813788 best_acc=0.995385
now: 2022-04-03 22:42:23.398005
[48400] train_loss=0.016813 valid_loss=0.0248057 valid_pos_acc=0.973541 valid_acc=0.995385 / 0.92499 / 0.824521 best_acc=0.995385
now: 2022-04-03 22:54:25.099880
[48600] train_loss=0.016574 valid_loss=0.0255942 valid_pos_acc=0.973608 valid_acc=0.995177 / 0.925379 / 0.821092 best_acc=0.995385
now: 2022-04-03 23:06:29.088401
[48800] train_loss=0.0164469 valid_loss=0.025258 valid_pos_acc=0.973758 valid_acc=0.995409 / 0.924966 / 0.819685 best_acc=0.995409
now: 2022-04-03 23:18:37.642881
[49000] train_loss=0.0179612 valid_loss=0.0246981 valid_pos_acc=0.974266 valid_acc=0.995318 / 0.920644 / 0.816254 best_acc=0.995409
now: 2022-04-03 23:30:33.455618
[49200] train_loss=0.0163115 valid_loss=0.025103 valid_pos_acc=0.973717 valid_acc=0.995405 / 0.917957 / 0.814416 best_acc=0.995409
now: 2022-04-03 23:42:28.866307
[49400] train_loss=0.0171099 valid_loss=0.0263086 valid_pos_acc=0.973556 valid_acc=0.995151 / 0.91743 / 0.810825 best_acc=0.995409
now: 2022-04-03 23:54:18.959772
[49600] train_loss=0.0189349 valid_loss=0.0246903 valid_pos_acc=0.974151 valid_acc=0.995272 / 0.92322 / 0.818726 best_acc=0.995409
now: 2022-04-04 00:06:15.909786
[49800] train_loss=0.0167492 valid_loss=0.025506 valid_pos_acc=0.974257 valid_acc=0.995439 / 0.925636 / 0.815986 best_acc=0.995439
now: 2022-04-04 00:18:24.239516
[50000] train_loss=0.0176046 valid_loss=0.024858 valid_pos_acc=0.974309 valid_acc=0.995346 / 0.930482 / 0.820187 best_acc=0.995439
now: 2022-04-04 00:30:15.506831
[50200] train_loss=0.0163029 valid_loss=0.0252902 valid_pos_acc=0.974383 valid_acc=0.995381 / 0.923226 / 0.818356 best_acc=0.995439
now: 2022-04-04 00:42:18.897896
[50400] train_loss=0.0171214 valid_loss=0.0246193 valid_pos_acc=0.974333 valid_acc=0.995368 / 0.921255 / 0.81669 best_acc=0.995439
now: 2022-04-04 00:54:13.841028
[50600] train_loss=0.0161805 valid_loss=0.0250435 valid_pos_acc=0.974437 valid_acc=0.995186 / 0.918271 / 0.813367 best_acc=0.995439
now: 2022-04-04 01:06:16.083462
[50800] train_loss=0.0179548 valid_loss=0.0245154 valid_pos_acc=0.974691 valid_acc=0.995259 / 0.922457 / 0.81699 best_acc=0.995439
now: 2022-04-04 01:18:13.790064
[51000] train_loss=0.0164793 valid_loss=0.0248721 valid_pos_acc=0.974378 valid_acc=0.995322 / 0.924732 / 0.817262 best_acc=0.995439
now: 2022-04-04 01:30:17.861722
[51200] train_loss=0.016939 valid_loss=0.0265039 valid_pos_acc=0.974007 valid_acc=0.995044 / 0.922191 / 0.811527 best_acc=0.995439
now: 2022-04-04 01:42:23.079103
[51400] train_loss=0.015836 valid_loss=0.0262405 valid_pos_acc=0.973289 valid_acc=0.995235 / 0.922246 / 0.817143 best_acc=0.995439
now: 2022-04-04 01:54:20.740833
[51600] train_loss=0.0175937 valid_loss=0.0250272 valid_pos_acc=0.973819 valid_acc=0.995214 / 0.925015 / 0.824207 best_acc=0.995439
now: 2022-04-04 02:06:12.246740
[51800] train_loss=0.0194151 valid_loss=0.0250101 valid_pos_acc=0.973567 valid_acc=0.995253 / 0.921771 / 0.822537 best_acc=0.995439
now: 2022-04-04 02:18:00.425728
[52000] train_loss=0.0175319 valid_loss=0.0252638 valid_pos_acc=0.973914 valid_acc=0.995235 / 0.92165 / 0.81825 best_acc=0.995439
now: 2022-04-04 02:30:00.527309
[52200] train_loss=0.0177649 valid_loss=0.0251296 valid_pos_acc=0.974302 valid_acc=0.995218 / 0.916528 / 0.820442 best_acc=0.995439
now: 2022-04-04 02:42:15.444828
[52400] train_loss=0.0142718 valid_loss=0.0261507 valid_pos_acc=0.974112 valid_acc=0.995218 / 0.926747 / 0.823267 best_acc=0.995439
now: 2022-04-04 02:54:22.534812
[52600] train_loss=0.0181186 valid_loss=0.024454 valid_pos_acc=0.974678 valid_acc=0.995266 / 0.920649 / 0.821322 best_acc=0.995439
now: 2022-04-04 03:06:28.190695
[52800] train_loss=0.0186914 valid_loss=0.0248696 valid_pos_acc=0.97445 valid_acc=0.995272 / 0.925439 / 0.824017 best_acc=0.995439
now: 2022-04-04 03:18:37.506758
[53000] train_loss=0.0180586 valid_loss=0.0249947 valid_pos_acc=0.973493 valid_acc=0.995246 / 0.922071 / 0.820278 best_acc=0.995439
now: 2022-04-04 03:30:42.193804
[53200] train_loss=0.0174878 valid_loss=0.0238657 valid_pos_acc=0.974348 valid_acc=0.995357 / 0.928082 / 0.822476 best_acc=0.995439
now: 2022-04-04 03:42:35.505948
[53400] train_loss=0.0175929 valid_loss=0.0238299 valid_pos_acc=0.974042 valid_acc=0.995331 / 0.921639 / 0.819943 best_acc=0.995439
now: 2022-04-04 03:54:28.949782
[53600] train_loss=0.0177671 valid_loss=0.0252258 valid_pos_acc=0.974318 valid_acc=0.995259 / 0.923376 / 0.819476 best_acc=0.995439
now: 2022-04-04 04:06:31.080946
[53800] train_loss=0.0181123 valid_loss=0.0245157 valid_pos_acc=0.974474 valid_acc=0.995344 / 0.926992 / 0.822282 best_acc=0.995439
now: 2022-04-04 04:18:31.824945
[54000] train_loss=0.0163909 valid_loss=0.0247618 valid_pos_acc=0.973955 valid_acc=0.995322 / 0.926681 / 0.819102 best_acc=0.995439
now: 2022-04-04 04:30:40.751754
[54200] train_loss=0.0182664 valid_loss=0.0249099 valid_pos_acc=0.973999 valid_acc=0.995418 / 0.928271 / 0.824931 best_acc=0.995439
now: 2022-04-04 04:42:35.399533
[54400] train_loss=0.0186873 valid_loss=0.0251008 valid_pos_acc=0.974205 valid_acc=0.995405 / 0.932078 / 0.826293 best_acc=0.995439
now: 2022-04-04 04:54:44.051651
[54600] train_loss=0.0176127 valid_loss=0.0242345 valid_pos_acc=0.97437 valid_acc=0.995394 / 0.926177 / 0.823775 best_acc=0.995439
now: 2022-04-04 05:06:49.804392
[54800] train_loss=0.0163823 valid_loss=0.0258135 valid_pos_acc=0.974289 valid_acc=0.995075 / 0.92924 / 0.822328 best_acc=0.995439
now: 2022-04-04 05:18:59.599641
[55000] train_loss=0.0179242 valid_loss=0.024379 valid_pos_acc=0.973957 valid_acc=0.995426 / 0.928179 / 0.828975 best_acc=0.995439
now: 2022-04-04 05:31:03.121724
[55200] train_loss=0.0184118 valid_loss=0.0241673 valid_pos_acc=0.974077 valid_acc=0.995316 / 0.929769 / 0.826971 best_acc=0.995439
now: 2022-04-04 05:43:02.794339
[55400] train_loss=0.0165821 valid_loss=0.0247912 valid_pos_acc=0.974302 valid_acc=0.995285 / 0.925138 / 0.817615 best_acc=0.995439
now: 2022-04-04 05:55:02.273212
[55600] train_loss=0.0186432 valid_loss=0.0251953 valid_pos_acc=0.974374 valid_acc=0.995231 / 0.926073 / 0.822135 best_acc=0.995439
now: 2022-04-04 06:07:03.296464
[55800] train_loss=0.0171283 valid_loss=0.0251252 valid_pos_acc=0.974962 valid_acc=0.995283 / 0.92335 / 0.820246 best_acc=0.995439
now: 2022-04-04 06:19:11.613771
[56000] train_loss=0.0186047 valid_loss=0.0247604 valid_pos_acc=0.97448 valid_acc=0.995277 / 0.927931 / 0.823571 best_acc=0.995439
now: 2022-04-04 06:31:02.274835
[56200] train_loss=0.0167043 valid_loss=0.0252192 valid_pos_acc=0.974166 valid_acc=0.995279 / 0.92564 / 0.822268 best_acc=0.995439
now: 2022-04-04 06:43:00.961416
[56400] train_loss=0.0193165 valid_loss=0.0252836 valid_pos_acc=0.974016 valid_acc=0.995268 / 0.9252 / 0.817183 best_acc=0.995439
now: 2022-04-04 06:55:01.506312
[56600] train_loss=0.0185221 valid_loss=0.0242256 valid_pos_acc=0.974535 valid_acc=0.995424 / 0.925529 / 0.821226 best_acc=0.995439
now: 2022-04-04 07:06:52.135175
[56800] train_loss=0.0171885 valid_loss=0.0252071 valid_pos_acc=0.974706 valid_acc=0.995227 / 0.924077 / 0.817878 best_acc=0.995439
now: 2022-04-04 07:18:50.316902
[57000] train_loss=0.0175959 valid_loss=0.0248842 valid_pos_acc=0.974235 valid_acc=0.995218 / 0.92808 / 0.823735 best_acc=0.995439
now: 2022-04-04 07:30:56.648830
[57200] train_loss=0.0171702 valid_loss=0.0248792 valid_pos_acc=0.974953 valid_acc=0.995392 / 0.927917 / 0.824835 best_acc=0.995439
now: 2022-04-04 07:43:00.234541
[57400] train_loss=0.0164997 valid_loss=0.0247215 valid_pos_acc=0.97473 valid_acc=0.995363 / 0.927725 / 0.822496 best_acc=0.995439
now: 2022-04-04 07:55:01.561685
[57600] train_loss=0.0175738 valid_loss=0.0246078 valid_pos_acc=0.974686 valid_acc=0.995413 / 0.9303 / 0.822759 best_acc=0.995439
now: 2022-04-04 08:07:03.437555
[57800] train_loss=0.0182974 valid_loss=0.0242409 valid_pos_acc=0.974461 valid_acc=0.995472 / 0.929586 / 0.827576 best_acc=0.995472
now: 2022-04-04 08:19:09.447609
[58000] train_loss=0.0175345 valid_loss=0.0243995 valid_pos_acc=0.974287 valid_acc=0.995515 / 0.93219 / 0.826722 best_acc=0.995515
now: 2022-04-04 08:31:08.680812
[58200] train_loss=0.0183634 valid_loss=0.0238503 valid_pos_acc=0.974051 valid_acc=0.995335 / 0.922815 / 0.821793 best_acc=0.995515
now: 2022-04-04 08:43:10.046244
[58400] train_loss=0.0163139 valid_loss=0.024504 valid_pos_acc=0.975008 valid_acc=0.995541 / 0.930931 / 0.823118 best_acc=0.995541
now: 2022-04-04 08:55:18.433955
[58600] train_loss=0.017843 valid_loss=0.0241767 valid_pos_acc=0.9746 valid_acc=0.995476 / 0.930497 / 0.832621 best_acc=0.995541
now: 2022-04-04 09:07:27.795974
[58800] train_loss=0.0176362 valid_loss=0.0243888 valid_pos_acc=0.974819 valid_acc=0.995457 / 0.929875 / 0.82877 best_acc=0.995541
now: 2022-04-04 09:19:29.918584
[59000] train_loss=0.017933 valid_loss=0.0242775 valid_pos_acc=0.974493 valid_acc=0.995507 / 0.930605 / 0.8321 best_acc=0.995541
now: 2022-04-04 09:31:33.387747
[59200] train_loss=0.0166545 valid_loss=0.0248671 valid_pos_acc=0.974669 valid_acc=0.995372 / 0.934492 / 0.832004 best_acc=0.995541
now: 2022-04-04 09:43:38.498786
[59400] train_loss=0.0144546 valid_loss=0.0250983 valid_pos_acc=0.974652 valid_acc=0.995494 / 0.93082 / 0.829281 best_acc=0.995541
now: 2022-04-04 09:55:40.006405
[59600] train_loss=0.0139316 valid_loss=0.02474 valid_pos_acc=0.974144 valid_acc=0.99545 / 0.932469 / 0.831644 best_acc=0.995541
now: 2022-04-04 10:07:46.456322
[59800] train_loss=0.0134991 valid_loss=0.0268217 valid_pos_acc=0.974183 valid_acc=0.995357 / 0.927956 / 0.825977 best_acc=0.995541
now: 2022-04-04 10:19:47.170813
[60000] train_loss=0.0152101 valid_loss=0.0253673 valid_pos_acc=0.974528 valid_acc=0.995463 / 0.932345 / 0.830733 best_acc=0.995541
now: 2022-04-04 10:31:54.967223
[60200] train_loss=0.0138335 valid_loss=0.0252645 valid_pos_acc=0.974877 valid_acc=0.995359 / 0.928942 / 0.827531 best_acc=0.995541
now: 2022-04-04 10:43:57.300159
[60400] train_loss=0.0136089 valid_loss=0.0252041 valid_pos_acc=0.974778 valid_acc=0.995353 / 0.92988 / 0.824825 best_acc=0.995541
now: 2022-04-04 10:55:50.855788
[60600] train_loss=0.013999 valid_loss=0.0255136 valid_pos_acc=0.975068 valid_acc=0.995389 / 0.93112 / 0.827874 best_acc=0.995541
now: 2022-04-04 11:07:45.181290
[60800] train_loss=0.0147645 valid_loss=0.024898 valid_pos_acc=0.974433 valid_acc=0.9954 / 0.932707 / 0.830214 best_acc=0.995541
now: 2022-04-04 11:19:31.882106
[61000] train_loss=0.0144584 valid_loss=0.0256239 valid_pos_acc=0.974613 valid_acc=0.995318 / 0.931253 / 0.826158 best_acc=0.995541
now: 2022-04-04 11:31:20.954761
[61200] train_loss=0.0148378 valid_loss=0.025611 valid_pos_acc=0.974391 valid_acc=0.995316 / 0.933647 / 0.831387 best_acc=0.995541
now: 2022-04-04 11:43:16.513341
[61400] train_loss=0.0164332 valid_loss=0.0245625 valid_pos_acc=0.974274 valid_acc=0.995533 / 0.933621 / 0.832726 best_acc=0.995541
now: 2022-04-04 11:55:19.484783
[61600] train_loss=0.0128714 valid_loss=0.0261392 valid_pos_acc=0.974322 valid_acc=0.995478 / 0.929096 / 0.826284 best_acc=0.995541
now: 2022-04-04 12:07:11.369487
[61800] train_loss=0.0133303 valid_loss=0.0250031 valid_pos_acc=0.974207 valid_acc=0.995429 / 0.929365 / 0.828611 best_acc=0.995541
now: 2022-04-04 12:19:18.413032
[62000] train_loss=0.015107 valid_loss=0.0254061 valid_pos_acc=0.974804 valid_acc=0.995526 / 0.9288 / 0.82914 best_acc=0.995541
now: 2022-04-04 12:31:20.055266
[62200] train_loss=0.0138232 valid_loss=0.0257889 valid_pos_acc=0.974927 valid_acc=0.99542 / 0.931311 / 0.830115 best_acc=0.995541
now: 2022-04-04 12:43:13.349393
[62400] train_loss=0.0141178 valid_loss=0.0256085 valid_pos_acc=0.97463 valid_acc=0.995348 / 0.926439 / 0.829561 best_acc=0.995541
now: 2022-04-04 12:55:00.906269
[62600] train_loss=0.0142263 valid_loss=0.0262747 valid_pos_acc=0.974962 valid_acc=0.995402 / 0.925902 / 0.82448 best_acc=0.995541
now: 2022-04-04 13:06:57.609555
[62800] train_loss=0.0147258 valid_loss=0.0259502 valid_pos_acc=0.974404 valid_acc=0.995504 / 0.928971 / 0.826749 best_acc=0.995541
now: 2022-04-04 13:18:51.020957
[63000] train_loss=0.0158923 valid_loss=0.0249411 valid_pos_acc=0.974795 valid_acc=0.995535 / 0.924258 / 0.825275 best_acc=0.995541
now: 2022-04-04 13:30:41.825005
[63200] train_loss=0.0129023 valid_loss=0.0256269 valid_pos_acc=0.974296 valid_acc=0.99553 / 0.924678 / 0.824117 best_acc=0.995541
now: 2022-04-04 13:42:34.233889
[63400] train_loss=0.0155354 valid_loss=0.0239082 valid_pos_acc=0.974923 valid_acc=0.995526 / 0.923666 / 0.830834 best_acc=0.995541
now: 2022-04-04 13:54:30.059726
[63600] train_loss=0.0151712 valid_loss=0.0252058 valid_pos_acc=0.97448 valid_acc=0.995481 / 0.926182 / 0.827018 best_acc=0.995541
now: 2022-04-04 14:06:25.923276
[63800] train_loss=0.0154875 valid_loss=0.0249389 valid_pos_acc=0.974504 valid_acc=0.995502 / 0.92361 / 0.826288 best_acc=0.995541
now: 2022-04-04 14:18:29.316170
[64000] train_loss=0.0151137 valid_loss=0.0256968 valid_pos_acc=0.974333 valid_acc=0.995459 / 0.924967 / 0.829635 best_acc=0.995541
now: 2022-04-04 14:30:34.246579
[64200] train_loss=0.0152567 valid_loss=0.0251615 valid_pos_acc=0.974465 valid_acc=0.995544 / 0.930084 / 0.832375 best_acc=0.995544
now: 2022-04-04 14:42:51.084382
[64400] train_loss=0.0145794 valid_loss=0.0253407 valid_pos_acc=0.975203 valid_acc=0.995587 / 0.929932 / 0.82946 best_acc=0.995587
now: 2022-04-04 14:54:58.723482
[64600] train_loss=0.0145396 valid_loss=0.0245939 valid_pos_acc=0.974552 valid_acc=0.995468 / 0.926718 / 0.83152 best_acc=0.995587
now: 2022-04-04 15:06:51.962741
[64800] train_loss=0.0141351 valid_loss=0.0257409 valid_pos_acc=0.975149 valid_acc=0.995465 / 0.92718 / 0.826698 best_acc=0.995587
now: 2022-04-04 15:18:55.351985
[65000] train_loss=0.0150484 valid_loss=0.0243046 valid_pos_acc=0.974875 valid_acc=0.995609 / 0.928307 / 0.831687 best_acc=0.995609
now: 2022-04-04 15:31:02.499770
[65200] train_loss=0.0137273 valid_loss=0.0247366 valid_pos_acc=0.974598 valid_acc=0.995478 / 0.927726 / 0.828495 best_acc=0.995609
now: 2022-04-04 15:43:12.293967
[65400] train_loss=0.0146922 valid_loss=0.0248483 valid_pos_acc=0.97481 valid_acc=0.995433 / 0.926791 / 0.822958 best_acc=0.995609
now: 2022-04-04 15:55:16.151208
[65600] train_loss=0.0163436 valid_loss=0.0252635 valid_pos_acc=0.974797 valid_acc=0.995318 / 0.927537 / 0.824153 best_acc=0.995609
now: 2022-04-04 16:07:11.212065
[65800] train_loss=0.0148312 valid_loss=0.0246498 valid_pos_acc=0.975016 valid_acc=0.995429 / 0.927171 / 0.82399 best_acc=0.995609
now: 2022-04-04 16:19:08.685980
[66000] train_loss=0.015976 valid_loss=0.0249127 valid_pos_acc=0.974988 valid_acc=0.995481 / 0.928756 / 0.828428 best_acc=0.995609
now: 2022-04-04 16:31:02.374897
[66200] train_loss=0.014783 valid_loss=0.0250196 valid_pos_acc=0.974611 valid_acc=0.995452 / 0.925158 / 0.827485 best_acc=0.995609
now: 2022-04-04 16:42:47.960220
[66400] train_loss=0.0157549 valid_loss=0.0247606 valid_pos_acc=0.974945 valid_acc=0.995422 / 0.927323 / 0.829169 best_acc=0.995609
now: 2022-04-04 16:54:48.551560
[66600] train_loss=0.0150551 valid_loss=0.0252349 valid_pos_acc=0.975318 valid_acc=0.995544 / 0.929646 / 0.829167 best_acc=0.995609
now: 2022-04-04 17:06:51.181160
[66800] train_loss=0.014767 valid_loss=0.0253356 valid_pos_acc=0.9747 valid_acc=0.995528 / 0.930906 / 0.830688 best_acc=0.995609
now: 2022-04-04 17:18:56.196395
[67000] train_loss=0.0143435 valid_loss=0.0247641 valid_pos_acc=0.974734 valid_acc=0.99553 / 0.930212 / 0.832562 best_acc=0.995609
now: 2022-04-04 17:30:49.412781
[67200] train_loss=0.0143362 valid_loss=0.0262739 valid_pos_acc=0.974728 valid_acc=0.995355 / 0.92964 / 0.824912 best_acc=0.995609
now: 2022-04-04 17:42:55.107881
[67400] train_loss=0.0162339 valid_loss=0.0246594 valid_pos_acc=0.974643 valid_acc=0.995465 / 0.927617 / 0.827191 best_acc=0.995609
now: 2022-04-04 17:54:54.064581
[67600] train_loss=0.0160092 valid_loss=0.0252428 valid_pos_acc=0.974259 valid_acc=0.995446 / 0.930018 / 0.833761 best_acc=0.995609
now: 2022-04-04 18:06:53.764486
[67800] train_loss=0.0152992 valid_loss=0.0253698 valid_pos_acc=0.97448 valid_acc=0.995392 / 0.926869 / 0.829631 best_acc=0.995609
now: 2022-04-04 18:18:51.081973
[68000] train_loss=0.0147154 valid_loss=0.0257934 valid_pos_acc=0.974166 valid_acc=0.995533 / 0.932229 / 0.833046 best_acc=0.995609
now: 2022-04-04 18:30:58.562494
[68200] train_loss=0.0133411 valid_loss=0.0261108 valid_pos_acc=0.974467 valid_acc=0.995472 / 0.928011 / 0.826824 best_acc=0.995609
now: 2022-04-04 18:42:51.828880
[68400] train_loss=0.0153007 valid_loss=0.0262793 valid_pos_acc=0.974007 valid_acc=0.995255 / 0.92542 / 0.825899 best_acc=0.995609
now: 2022-04-04 18:54:48.421492
[68600] train_loss=0.0156991 valid_loss=0.0250134 valid_pos_acc=0.974808 valid_acc=0.99552 / 0.925519 / 0.827053 best_acc=0.995609
now: 2022-04-04 19:06:46.853231
[68800] train_loss=0.0148552 valid_loss=0.0246115 valid_pos_acc=0.974407 valid_acc=0.995626 / 0.92897 / 0.829723 best_acc=0.995626
now: 2022-04-04 19:18:49.907609
[69000] train_loss=0.0148742 valid_loss=0.0240215 valid_pos_acc=0.974463 valid_acc=0.995648 / 0.932707 / 0.837616 best_acc=0.995648
now: 2022-04-04 19:30:58.657495
[69200] train_loss=0.0154729 valid_loss=0.0243906 valid_pos_acc=0.974762 valid_acc=0.995609 / 0.932612 / 0.832795 best_acc=0.995648
now: 2022-04-04 19:43:05.888719
[69400] train_loss=0.016396 valid_loss=0.0258633 valid_pos_acc=0.974834 valid_acc=0.995557 / 0.930491 / 0.82893 best_acc=0.995648
now: 2022-04-04 19:55:14.202470
[69600] train_loss=0.0151303 valid_loss=0.0253337 valid_pos_acc=0.975164 valid_acc=0.995507 / 0.926279 / 0.828464 best_acc=0.995648
now: 2022-04-04 20:07:14.789065
[69800] train_loss=0.0160168 valid_loss=0.0261905 valid_pos_acc=0.974936 valid_acc=0.995244 / 0.919724 / 0.822949 best_acc=0.995648
now: 2022-04-04 20:19:07.585227
[70000] train_loss=0.0145597 valid_loss=0.0257852 valid_pos_acc=0.974459 valid_acc=0.995411 / 0.922878 / 0.822821 best_acc=0.995648
now: 2022-04-04 20:31:00.634042
[70200] train_loss=0.0158036 valid_loss=0.0254432 valid_pos_acc=0.974986 valid_acc=0.995442 / 0.927001 / 0.827555 best_acc=0.995648
now: 2022-04-04 20:42:51.615293
[70400] train_loss=0.0152405 valid_loss=0.0246695 valid_pos_acc=0.974684 valid_acc=0.995517 / 0.926662 / 0.828915 best_acc=0.995648
now: 2022-04-04 20:54:54.958272
[70600] train_loss=0.0142744 valid_loss=0.0256758 valid_pos_acc=0.974656 valid_acc=0.995446 / 0.924052 / 0.827786 best_acc=0.995648
now: 2022-04-04 21:06:51.313734
[70800] train_loss=0.0156632 valid_loss=0.0254473 valid_pos_acc=0.97496 valid_acc=0.995385 / 0.92814 / 0.832267 best_acc=0.995648
now: 2022-04-04 21:18:43.761819
[71000] train_loss=0.0164862 valid_loss=0.0255363 valid_pos_acc=0.974172 valid_acc=0.995342 / 0.92511 / 0.826733 best_acc=0.995648
now: 2022-04-04 21:30:44.417684
[71200] train_loss=0.0138593 valid_loss=0.0255767 valid_pos_acc=0.974632 valid_acc=0.995394 / 0.930841 / 0.830682 best_acc=0.995648
now: 2022-04-04 21:42:42.850833
[71400] train_loss=0.0157498 valid_loss=0.025416 valid_pos_acc=0.975127 valid_acc=0.995617 / 0.928939 / 0.826405 best_acc=0.995648
now: 2022-04-04 21:54:46.086563
[71600] train_loss=0.0152817 valid_loss=0.0257021 valid_pos_acc=0.974856 valid_acc=0.995578 / 0.927289 / 0.824619 best_acc=0.995648
now: 2022-04-04 22:06:47.189552
[71800] train_loss=0.0149438 valid_loss=0.0264182 valid_pos_acc=0.974916 valid_acc=0.995507 / 0.931164 / 0.830416 best_acc=0.995648
now: 2022-04-04 22:18:39.870279
[72000] train_loss=0.0163576 valid_loss=0.0259418 valid_pos_acc=0.974795 valid_acc=0.995374 / 0.924427 / 0.824195 best_acc=0.995648
now: 2022-04-04 22:30:33.184078
[72200] train_loss=0.016734 valid_loss=0.0250246 valid_pos_acc=0.974524 valid_acc=0.995552 / 0.927199 / 0.829767 best_acc=0.995648
now: 2022-04-04 22:42:36.180178
[72400] train_loss=0.0154278 valid_loss=0.025262 valid_pos_acc=0.974578 valid_acc=0.9955 / 0.930839 / 0.835087 best_acc=0.995648
now: 2022-04-04 22:54:42.093287
[72600] train_loss=0.0154066 valid_loss=0.0257742 valid_pos_acc=0.973793 valid_acc=0.995394 / 0.933008 / 0.828687 best_acc=0.995648
now: 2022-04-04 23:06:54.703488
[72800] train_loss=0.0164941 valid_loss=0.0249958 valid_pos_acc=0.974504 valid_acc=0.995418 / 0.931091 / 0.83236 best_acc=0.995648
now: 2022-04-04 23:19:01.661367
[73000] train_loss=0.016436 valid_loss=0.0265112 valid_pos_acc=0.974443 valid_acc=0.995385 / 0.927996 / 0.829395 best_acc=0.995648
now: 2022-04-04 23:31:00.152399
[73200] train_loss=0.0162149 valid_loss=0.0255855 valid_pos_acc=0.974825 valid_acc=0.995448 / 0.928238 / 0.829202 best_acc=0.995648
now: 2022-04-04 23:43:00.392230
[73400] train_loss=0.0144402 valid_loss=0.0252108 valid_pos_acc=0.9747 valid_acc=0.995587 / 0.929875 / 0.834653 best_acc=0.995648
now: 2022-04-04 23:55:08.297531
[73600] train_loss=0.0156009 valid_loss=0.0243919 valid_pos_acc=0.974626 valid_acc=0.995526 / 0.930281 / 0.835324 best_acc=0.995648
now: 2022-04-05 00:07:21.557640
[73800] train_loss=0.0162462 valid_loss=0.0250821 valid_pos_acc=0.975079 valid_acc=0.995567 / 0.927734 / 0.826903 best_acc=0.995648
now: 2022-04-05 00:19:20.964981
[74000] train_loss=0.0149793 valid_loss=0.0246167 valid_pos_acc=0.974808 valid_acc=0.995598 / 0.930624 / 0.833348 best_acc=0.995648
now: 2022-04-05 00:31:27.707459
[74200] train_loss=0.016266 valid_loss=0.0240239 valid_pos_acc=0.975188 valid_acc=0.995574 / 0.931921 / 0.831013 best_acc=0.995648
now: 2022-04-05 00:43:16.494193
[74400] train_loss=0.0133132 valid_loss=0.0248758 valid_pos_acc=0.97506 valid_acc=0.99553 / 0.935143 / 0.835638 best_acc=0.995648
now: 2022-04-05 00:55:14.868213
[74600] train_loss=0.0161027 valid_loss=0.0249716 valid_pos_acc=0.97488 valid_acc=0.9955 / 0.933607 / 0.832621 best_acc=0.995648
now: 2022-04-05 01:07:25.462651
[74800] train_loss=0.014376 valid_loss=0.0250494 valid_pos_acc=0.975396 valid_acc=0.995504 / 0.933943 / 0.833992 best_acc=0.995648
now: 2022-04-05 01:19:25.187529
[75000] train_loss=0.0161117 valid_loss=0.0241017 valid_pos_acc=0.974871 valid_acc=0.995626 / 0.930057 / 0.833235 best_acc=0.995648
now: 2022-04-05 01:31:27.005032
[75200] train_loss=0.0158166 valid_loss=0.0236026 valid_pos_acc=0.974979 valid_acc=0.995587 / 0.929956 / 0.831575 best_acc=0.995648
now: 2022-04-05 01:43:35.408468
[75400] train_loss=0.0149878 valid_loss=0.0256847 valid_pos_acc=0.974949 valid_acc=0.995667 / 0.932654 / 0.832065 best_acc=0.995667
now: 2022-04-05 01:55:54.653418
[75600] train_loss=0.0155141 valid_loss=0.024818 valid_pos_acc=0.974934 valid_acc=0.995609 / 0.933709 / 0.831186 best_acc=0.995667
now: 2022-04-05 02:07:43.823418
[75800] train_loss=0.0144699 valid_loss=0.0258603 valid_pos_acc=0.975235 valid_acc=0.995617 / 0.933296 / 0.832935 best_acc=0.995667
now: 2022-04-05 02:19:44.987772
[76000] train_loss=0.0152171 valid_loss=0.0252886 valid_pos_acc=0.97524 valid_acc=0.995693 / 0.932408 / 0.835173 best_acc=0.995693
now: 2022-04-05 02:31:42.885767
[76200] train_loss=0.0155771 valid_loss=0.0255284 valid_pos_acc=0.97537 valid_acc=0.995643 / 0.935199 / 0.834838 best_acc=0.995693
now: 2022-04-05 02:43:44.509209
[76400] train_loss=0.0153983 valid_loss=0.0248721 valid_pos_acc=0.975023 valid_acc=0.995574 / 0.93275 / 0.835416 best_acc=0.995693
now: 2022-04-05 02:55:49.966478
[76600] train_loss=0.0154212 valid_loss=0.0257234 valid_pos_acc=0.975149 valid_acc=0.995465 / 0.930268 / 0.829088 best_acc=0.995693
now: 2022-04-05 03:08:00.620954
[76800] train_loss=0.0151146 valid_loss=0.0246848 valid_pos_acc=0.975071 valid_acc=0.995398 / 0.930615 / 0.832294 best_acc=0.995693
now: 2022-04-05 03:20:08.341056
[77000] train_loss=0.0160863 valid_loss=0.0271371 valid_pos_acc=0.974689 valid_acc=0.995244 / 0.93075 / 0.823407 best_acc=0.995693
now: 2022-04-05 03:32:17.172790
[77200] train_loss=0.0157593 valid_loss=0.0253599 valid_pos_acc=0.974697 valid_acc=0.995528 / 0.929039 / 0.8295 best_acc=0.995693
now: 2022-04-05 03:44:21.046580
[77400] train_loss=0.0161056 valid_loss=0.0245615 valid_pos_acc=0.974919 valid_acc=0.995472 / 0.93189 / 0.832852 best_acc=0.995693
now: 2022-04-05 03:56:20.405982
[77600] train_loss=0.0149618 valid_loss=0.0246419 valid_pos_acc=0.975073 valid_acc=0.995513 / 0.932703 / 0.831197 best_acc=0.995693
now: 2022-04-05 04:08:28.594227
[77800] train_loss=0.016911 valid_loss=0.0236979 valid_pos_acc=0.974723 valid_acc=0.995596 / 0.931261 / 0.832728 best_acc=0.995693
now: 2022-04-05 04:20:31.662452
[78000] train_loss=0.0165653 valid_loss=0.0239289 valid_pos_acc=0.974678 valid_acc=0.995502 / 0.929082 / 0.827912 best_acc=0.995693
now: 2022-04-05 04:32:28.019168
[78200] train_loss=0.0167179 valid_loss=0.0249402 valid_pos_acc=0.9747 valid_acc=0.995502 / 0.923062 / 0.82385 best_acc=0.995693
now: 2022-04-05 04:44:26.471615
[78400] train_loss=0.0167333 valid_loss=0.0240457 valid_pos_acc=0.9746 valid_acc=0.995606 / 0.92763 / 0.83109 best_acc=0.995693
now: 2022-04-05 04:56:24.357334
[78600] train_loss=0.0145129 valid_loss=0.0249626 valid_pos_acc=0.974871 valid_acc=0.995366 / 0.927649 / 0.828631 best_acc=0.995693
now: 2022-04-05 05:08:26.198865
[78800] train_loss=0.0172761 valid_loss=0.0238513 valid_pos_acc=0.975407 valid_acc=0.995611 / 0.925864 / 0.831329 best_acc=0.995693
now: 2022-04-05 05:20:20.936271
[79000] train_loss=0.0153685 valid_loss=0.0233658 valid_pos_acc=0.97557 valid_acc=0.995645 / 0.931677 / 0.832522 best_acc=0.995693
now: 2022-04-05 05:32:17.131240
[79200] train_loss=0.0127379 valid_loss=0.0258231 valid_pos_acc=0.974604 valid_acc=0.995533 / 0.933338 / 0.832997 best_acc=0.995693
now: 2022-04-05 05:44:21.126943
[79400] train_loss=0.0127164 valid_loss=0.025304 valid_pos_acc=0.975057 valid_acc=0.995698 / 0.930098 / 0.832254 best_acc=0.995698
now: 2022-04-05 05:56:18.071160
[79600] train_loss=0.0110389 valid_loss=0.0258263 valid_pos_acc=0.975101 valid_acc=0.995643 / 0.930643 / 0.835766 best_acc=0.995698
now: 2022-04-05 06:08:12.503631
[79800] train_loss=0.0132959 valid_loss=0.0263015 valid_pos_acc=0.974487 valid_acc=0.995446 / 0.932765 / 0.83365 best_acc=0.995698
now: 2022-04-05 06:20:20.191496
[80000] train_loss=0.0138857 valid_loss=0.025657 valid_pos_acc=0.974903 valid_acc=0.995635 / 0.931425 / 0.834477 best_acc=0.995698
now: 2022-04-05 06:32:30.331123
[80200] train_loss=0.0129796 valid_loss=0.0252719 valid_pos_acc=0.974886 valid_acc=0.995539 / 0.930875 / 0.836388 best_acc=0.995698
now: 2022-04-05 06:44:36.817366
[80400] train_loss=0.0126967 valid_loss=0.0255622 valid_pos_acc=0.97511 valid_acc=0.995624 / 0.930096 / 0.832861 best_acc=0.995698
now: 2022-04-05 06:56:45.374554
[80600] train_loss=0.0142307 valid_loss=0.0258526 valid_pos_acc=0.97511 valid_acc=0.995489 / 0.932336 / 0.832256 best_acc=0.995698
now: 2022-04-05 07:08:47.240323
[80800] train_loss=0.0138569 valid_loss=0.0268916 valid_pos_acc=0.974849 valid_acc=0.995609 / 0.936109 / 0.834517 best_acc=0.995698
now: 2022-04-05 07:21:07.181733
[81000] train_loss=0.0126373 valid_loss=0.0253882 valid_pos_acc=0.975253 valid_acc=0.995587 / 0.932359 / 0.834985 best_acc=0.995698
now: 2022-04-05 07:33:38.912179
[81200] train_loss=0.0130838 valid_loss=0.0268405 valid_pos_acc=0.974689 valid_acc=0.995491 / 0.933348 / 0.837004 best_acc=0.995698
now: 2022-04-05 07:45:58.486868
[81400] train_loss=0.0134847 valid_loss=0.0259947 valid_pos_acc=0.974574 valid_acc=0.99542 / 0.934234 / 0.837761 best_acc=0.995698
now: 2022-04-05 07:58:01.699833
[81600] train_loss=0.0127687 valid_loss=0.0267179 valid_pos_acc=0.975088 valid_acc=0.995461 / 0.932898 / 0.833357 best_acc=0.995698
now: 2022-04-05 08:10:22.110075
[81800] train_loss=0.0125759 valid_loss=0.026263 valid_pos_acc=0.974645 valid_acc=0.995409 / 0.934211 / 0.83588 best_acc=0.995698
now: 2022-04-05 08:22:30.965145
[82000] train_loss=0.0138023 valid_loss=0.0262454 valid_pos_acc=0.97488 valid_acc=0.995481 / 0.933091 / 0.835412 best_acc=0.995698
now: 2022-04-05 08:34:55.047735
[82200] train_loss=0.0127197 valid_loss=0.0260373 valid_pos_acc=0.975346 valid_acc=0.995517 / 0.934354 / 0.834983 best_acc=0.995698
now: 2022-04-05 08:47:21.849999
[82400] train_loss=0.0133346 valid_loss=0.0259693 valid_pos_acc=0.975274 valid_acc=0.995563 / 0.932429 / 0.834782 best_acc=0.995698
now: 2022-04-05 08:59:46.077640
[82600] train_loss=0.0119814 valid_loss=0.0268453 valid_pos_acc=0.97447 valid_acc=0.995485 / 0.935298 / 0.838585 best_acc=0.995698
now: 2022-04-05 09:12:10.429291
[82800] train_loss=0.0138231 valid_loss=0.0256561 valid_pos_acc=0.975485 valid_acc=0.995604 / 0.932017 / 0.837154 best_acc=0.995698
now: 2022-04-05 09:24:25.503501
[83000] train_loss=0.0138415 valid_loss=0.0260283 valid_pos_acc=0.975131 valid_acc=0.99547 / 0.93434 / 0.835245 best_acc=0.995698
now: 2022-04-05 09:36:38.417154
[83200] train_loss=0.0124775 valid_loss=0.0260958 valid_pos_acc=0.975194 valid_acc=0.995672 / 0.935893 / 0.837375 best_acc=0.995698
now: 2022-04-05 09:48:54.047384
[83400] train_loss=0.0132698 valid_loss=0.0259098 valid_pos_acc=0.974975 valid_acc=0.995465 / 0.934838 / 0.8402 best_acc=0.995698
now: 2022-04-05 10:00:55.953481
[83600] train_loss=0.0134172 valid_loss=0.0258395 valid_pos_acc=0.975396 valid_acc=0.995544 / 0.934034 / 0.836583 best_acc=0.995698
now: 2022-04-05 10:12:56.731723
[83800] train_loss=0.0129522 valid_loss=0.0251187 valid_pos_acc=0.975463 valid_acc=0.995596 / 0.933734 / 0.833624 best_acc=0.995698
now: 2022-04-05 10:24:54.745844
[84000] train_loss=0.0141191 valid_loss=0.0254002 valid_pos_acc=0.975463 valid_acc=0.995585 / 0.935384 / 0.836613 best_acc=0.995698
now: 2022-04-05 10:37:00.190609
[84200] train_loss=0.013092 valid_loss=0.0266141 valid_pos_acc=0.97488 valid_acc=0.995517 / 0.934064 / 0.836598 best_acc=0.995698
now: 2022-04-05 10:49:11.600372
[84400] train_loss=0.0146677 valid_loss=0.025732 valid_pos_acc=0.975146 valid_acc=0.995476 / 0.934118 / 0.834405 best_acc=0.995698
now: 2022-04-05 11:01:26.620881
[84600] train_loss=0.0147797 valid_loss=0.0257641 valid_pos_acc=0.974908 valid_acc=0.9955 / 0.931502 / 0.830953 best_acc=0.995698
now: 2022-04-05 11:13:35.462462
[84800] train_loss=0.0130389 valid_loss=0.0259705 valid_pos_acc=0.97511 valid_acc=0.995654 / 0.933228 / 0.838112 best_acc=0.995698
now: 2022-04-05 11:25:41.335912
[85000] train_loss=0.0130362 valid_loss=0.0270572 valid_pos_acc=0.975012 valid_acc=0.995524 / 0.935052 / 0.83898 best_acc=0.995698
now: 2022-04-05 11:37:45.634992
[85200] train_loss=0.0136579 valid_loss=0.0259226 valid_pos_acc=0.975407 valid_acc=0.995561 / 0.932682 / 0.833727 best_acc=0.995698
now: 2022-04-05 11:49:49.322682
[85400] train_loss=0.0138471 valid_loss=0.0278054 valid_pos_acc=0.974313 valid_acc=0.995253 / 0.926638 / 0.826328 best_acc=0.995698
now: 2022-04-05 12:02:06.577902
[85600] train_loss=0.0141456 valid_loss=0.0270836 valid_pos_acc=0.97522 valid_acc=0.995439 / 0.931749 / 0.83259 best_acc=0.995698
now: 2022-04-05 12:14:09.865872
[85800] train_loss=0.0136233 valid_loss=0.0261673 valid_pos_acc=0.975724 valid_acc=0.995485 / 0.932979 / 0.832328 best_acc=0.995698
now: 2022-04-05 12:26:24.557886
[86000] train_loss=0.0129815 valid_loss=0.026333 valid_pos_acc=0.975672 valid_acc=0.995426 / 0.933565 / 0.836186 best_acc=0.995698
now: 2022-04-05 12:38:22.054353
[86200] train_loss=0.0138994 valid_loss=0.025931 valid_pos_acc=0.975602 valid_acc=0.995533 / 0.927751 / 0.828184 best_acc=0.995698
now: 2022-04-05 12:50:25.067251
[86400] train_loss=0.0136555 valid_loss=0.0258883 valid_pos_acc=0.975031 valid_acc=0.995409 / 0.927127 / 0.829497 best_acc=0.995698
now: 2022-04-05 13:02:21.412803
[86600] train_loss=0.0142481 valid_loss=0.0267677 valid_pos_acc=0.975535 valid_acc=0.995535 / 0.929604 / 0.830529 best_acc=0.995698
now: 2022-04-05 13:14:29.577497
[86800] train_loss=0.0142199 valid_loss=0.026345 valid_pos_acc=0.974986 valid_acc=0.995331 / 0.93041 / 0.828971 best_acc=0.995698
now: 2022-04-05 13:26:39.137708
[87000] train_loss=0.0132453 valid_loss=0.0277596 valid_pos_acc=0.975698 valid_acc=0.995459 / 0.929227 / 0.825919 best_acc=0.995698
now: 2022-04-05 13:38:41.105816
[87200] train_loss=0.0140319 valid_loss=0.0262992 valid_pos_acc=0.975387 valid_acc=0.995372 / 0.925482 / 0.828088 best_acc=0.995698
now: 2022-04-05 13:50:47.452684
[87400] train_loss=0.0143099 valid_loss=0.0264765 valid_pos_acc=0.974565 valid_acc=0.995402 / 0.930457 / 0.829678 best_acc=0.995698
now: 2022-04-05 14:02:54.386306
[87600] train_loss=0.0139416 valid_loss=0.0260449 valid_pos_acc=0.975598 valid_acc=0.99555 / 0.930947 / 0.830807 best_acc=0.995698
now: 2022-04-05 14:14:49.214068
[87800] train_loss=0.013045 valid_loss=0.0260407 valid_pos_acc=0.974786 valid_acc=0.995637 / 0.934269 / 0.839114 best_acc=0.995698
now: 2022-04-05 14:26:42.833491
[88000] train_loss=0.0141046 valid_loss=0.0263996 valid_pos_acc=0.975235 valid_acc=0.995537 / 0.933095 / 0.831651 best_acc=0.995698
now: 2022-04-05 14:38:40.768985
[88200] train_loss=0.0146935 valid_loss=0.0263447 valid_pos_acc=0.975728 valid_acc=0.995494 / 0.932254 / 0.829169 best_acc=0.995698
now: 2022-04-05 14:50:39.132010
[88400] train_loss=0.013988 valid_loss=0.0252771 valid_pos_acc=0.975452 valid_acc=0.995494 / 0.928645 / 0.829601 best_acc=0.995698
now: 2022-04-05 15:02:36.068409
[88600] train_loss=0.0131047 valid_loss=0.0262127 valid_pos_acc=0.975194 valid_acc=0.995539 / 0.933965 / 0.833988 best_acc=0.995698
now: 2022-04-05 15:14:39.273565
[88800] train_loss=0.0134752 valid_loss=0.0262747 valid_pos_acc=0.975752 valid_acc=0.995544 / 0.93222 / 0.832838 best_acc=0.995698
now: 2022-04-05 15:26:47.762768
[89000] train_loss=0.0140879 valid_loss=0.026511 valid_pos_acc=0.975494 valid_acc=0.995559 / 0.930583 / 0.832717 best_acc=0.995698
now: 2022-04-05 15:38:34.298601
[89200] train_loss=0.0145324 valid_loss=0.0263811 valid_pos_acc=0.975348 valid_acc=0.995639 / 0.933692 / 0.831782 best_acc=0.995698
now: 2022-04-05 15:50:34.391187
[89400] train_loss=0.0143614 valid_loss=0.0266067 valid_pos_acc=0.975589 valid_acc=0.99558 / 0.93295 / 0.832933 best_acc=0.995698
now: 2022-04-05 16:02:28.811246
[89600] train_loss=0.0139432 valid_loss=0.025967 valid_pos_acc=0.975483 valid_acc=0.995678 / 0.930272 / 0.833364 best_acc=0.995698
now: 2022-04-05 16:14:16.963671
[89800] train_loss=0.015888 valid_loss=0.025742 valid_pos_acc=0.975517 valid_acc=0.995591 / 0.930457 / 0.833334 best_acc=0.995698
now: 2022-04-05 16:26:24.078615
[90000] train_loss=0.0144244 valid_loss=0.0256335 valid_pos_acc=0.975693 valid_acc=0.995632 / 0.93239 / 0.830571 best_acc=0.995698
now: 2022-04-05 16:38:39.760929
[90200] train_loss=0.0143907 valid_loss=0.0264985 valid_pos_acc=0.975496 valid_acc=0.995324 / 0.930264 / 0.822809 best_acc=0.995698
now: 2022-04-05 16:50:47.722632
[90400] train_loss=0.0137474 valid_loss=0.0254164 valid_pos_acc=0.975394 valid_acc=0.995574 / 0.93623 / 0.834253 best_acc=0.995698
now: 2022-04-05 17:02:52.333896
[90600] train_loss=0.0142556 valid_loss=0.0260749 valid_pos_acc=0.975272 valid_acc=0.995496 / 0.932219 / 0.832236 best_acc=0.995698
now: 2022-04-05 17:14:37.154862
[90800] train_loss=0.0138562 valid_loss=0.0259641 valid_pos_acc=0.975235 valid_acc=0.99537 / 0.92701 / 0.827433 best_acc=0.995698
now: 2022-04-05 17:26:38.096136
[91000] train_loss=0.0128578 valid_loss=0.0257195 valid_pos_acc=0.975418 valid_acc=0.995511 / 0.927246 / 0.829352 best_acc=0.995698
now: 2022-04-05 17:38:33.834741
[91200] train_loss=0.0139655 valid_loss=0.0263024 valid_pos_acc=0.975672 valid_acc=0.995513 / 0.931341 / 0.827522 best_acc=0.995698
now: 2022-04-05 17:50:27.641391
[91400] train_loss=0.0143926 valid_loss=0.0255845 valid_pos_acc=0.975272 valid_acc=0.995307 / 0.931624 / 0.830926 best_acc=0.995698
now: 2022-04-05 18:02:38.786522
[91600] train_loss=0.0145323 valid_loss=0.0253511 valid_pos_acc=0.975374 valid_acc=0.995478 / 0.93136 / 0.832302 best_acc=0.995698
now: 2022-04-05 18:14:33.259268
[91800] train_loss=0.0145714 valid_loss=0.0256718 valid_pos_acc=0.975031 valid_acc=0.995468 / 0.929101 / 0.830769 best_acc=0.995698
now: 2022-04-05 18:26:31.723280
[92000] train_loss=0.0150823 valid_loss=0.025818 valid_pos_acc=0.975392 valid_acc=0.995515 / 0.933814 / 0.836218 best_acc=0.995698
now: 2022-04-05 18:38:37.282828
[92200] train_loss=0.0144193 valid_loss=0.0249235 valid_pos_acc=0.975411 valid_acc=0.995576 / 0.930254 / 0.831995 best_acc=0.995698
now: 2022-04-05 18:50:39.861549
[92400] train_loss=0.0145149 valid_loss=0.0255686 valid_pos_acc=0.97557 valid_acc=0.995656 / 0.93331 / 0.837843 best_acc=0.995698
now: 2022-04-05 19:02:40.114394
[92600] train_loss=0.0136907 valid_loss=0.0251938 valid_pos_acc=0.975494 valid_acc=0.995682 / 0.934727 / 0.838754 best_acc=0.995698
now: 2022-04-05 19:14:38.262458
[92800] train_loss=0.0145302 valid_loss=0.0252417 valid_pos_acc=0.97527 valid_acc=0.995661 / 0.932038 / 0.837297 best_acc=0.995698
now: 2022-04-05 19:26:38.439473
[93000] train_loss=0.0156955 valid_loss=0.0263089 valid_pos_acc=0.975235 valid_acc=0.995504 / 0.933166 / 0.828832 best_acc=0.995698
now: 2022-04-05 19:38:54.778835
[93200] train_loss=0.0159822 valid_loss=0.0254963 valid_pos_acc=0.975159 valid_acc=0.995413 / 0.93672 / 0.840871 best_acc=0.995698
now: 2022-04-05 19:50:52.991181
[93400] train_loss=0.0137888 valid_loss=0.0254194 valid_pos_acc=0.975212 valid_acc=0.995617 / 0.933914 / 0.832067 best_acc=0.995698
now: 2022-04-05 20:03:09.308012
[93600] train_loss=0.0159022 valid_loss=0.0244989 valid_pos_acc=0.97522 valid_acc=0.995565 / 0.933225 / 0.836939 best_acc=0.995698
now: 2022-04-05 20:15:19.273222
[93800] train_loss=0.0142521 valid_loss=0.0248734 valid_pos_acc=0.975294 valid_acc=0.995643 / 0.93422 / 0.840297 best_acc=0.995698
now: 2022-04-05 20:27:27.195510
[94000] train_loss=0.0150861 valid_loss=0.0239483 valid_pos_acc=0.975533 valid_acc=0.995619 / 0.936434 / 0.84042 best_acc=0.995698
now: 2022-04-05 20:39:32.119195
[94200] train_loss=0.0152762 valid_loss=0.0248546 valid_pos_acc=0.975739 valid_acc=0.99565 / 0.932887 / 0.835955 best_acc=0.995698
now: 2022-04-05 20:51:35.782856
[94400] train_loss=0.0141213 valid_loss=0.0250847 valid_pos_acc=0.974971 valid_acc=0.995682 / 0.935789 / 0.840368 best_acc=0.995698
now: 2022-04-05 21:03:36.489728
[94600] train_loss=0.0144385 valid_loss=0.0249789 valid_pos_acc=0.975439 valid_acc=0.995544 / 0.938386 / 0.840405 best_acc=0.995698
now: 2022-04-05 21:15:30.678169
[94800] train_loss=0.013553 valid_loss=0.0256229 valid_pos_acc=0.975455 valid_acc=0.995611 / 0.93238 / 0.837687 best_acc=0.995698
now: 2022-04-05 21:27:32.536531
[95000] train_loss=0.0158608 valid_loss=0.0256513 valid_pos_acc=0.97537 valid_acc=0.995528 / 0.935879 / 0.844516 best_acc=0.995698
now: 2022-04-05 21:39:32.357321
[95200] train_loss=0.0151035 valid_loss=0.0254666 valid_pos_acc=0.97575 valid_acc=0.995669 / 0.934501 / 0.837649 best_acc=0.995698
now: 2022-04-05 21:51:43.227092
[95400] train_loss=0.0151553 valid_loss=0.0249784 valid_pos_acc=0.975474 valid_acc=0.995526 / 0.934746 / 0.835569 best_acc=0.995698
now: 2022-04-05 22:03:48.247576
[95600] train_loss=0.0155748 valid_loss=0.0260542 valid_pos_acc=0.975218 valid_acc=0.995552 / 0.933312 / 0.835163 best_acc=0.995698
now: 2022-04-05 22:15:38.086255
[95800] train_loss=0.0146772 valid_loss=0.0247799 valid_pos_acc=0.975637 valid_acc=0.995626 / 0.930346 / 0.833518 best_acc=0.995698
now: 2022-04-05 22:27:43.689507
[96000] train_loss=0.01602 valid_loss=0.0267345 valid_pos_acc=0.975233 valid_acc=0.995433 / 0.931918 / 0.829208 best_acc=0.995698
now: 2022-04-05 22:39:43.113855
[96200] train_loss=0.0151231 valid_loss=0.0255382 valid_pos_acc=0.9755 valid_acc=0.995478 / 0.926487 / 0.826398 best_acc=0.995698
now: 2022-04-05 22:51:31.072458
[96400] train_loss=0.0149376 valid_loss=0.0258116 valid_pos_acc=0.97491 valid_acc=0.995498 / 0.928117 / 0.831135 best_acc=0.995698
now: 2022-04-05 23:03:31.843003
[96600] train_loss=0.0144005 valid_loss=0.0254002 valid_pos_acc=0.975784 valid_acc=0.99558 / 0.930447 / 0.829763 best_acc=0.995698
now: 2022-04-05 23:15:34.625356
[96800] train_loss=0.0146142 valid_loss=0.0268592 valid_pos_acc=0.974348 valid_acc=0.995389 / 0.930559 / 0.830846 best_acc=0.995698
now: 2022-04-05 23:27:30.008875
[97000] train_loss=0.0142077 valid_loss=0.025247 valid_pos_acc=0.975439 valid_acc=0.995654 / 0.92956 / 0.835155 best_acc=0.995698
now: 2022-04-05 23:39:35.358671
[97200] train_loss=0.0136525 valid_loss=0.025149 valid_pos_acc=0.975429 valid_acc=0.995604 / 0.932177 / 0.838884 best_acc=0.995698
now: 2022-04-05 23:51:42.518252
[97400] train_loss=0.0142976 valid_loss=0.0252632 valid_pos_acc=0.975637 valid_acc=0.99558 / 0.928696 / 0.831515 best_acc=0.995698
now: 2022-04-06 00:03:39.610613
[97600] train_loss=0.01445 valid_loss=0.0247523 valid_pos_acc=0.975652 valid_acc=0.995626 / 0.928967 / 0.837404 best_acc=0.995698
now: 2022-04-06 00:15:39.948279
[97800] train_loss=0.0138557 valid_loss=0.0250991 valid_pos_acc=0.975672 valid_acc=0.99553 / 0.928176 / 0.832755 best_acc=0.995698
now: 2022-04-06 00:27:35.432314
[98000] train_loss=0.015877 valid_loss=0.0247035 valid_pos_acc=0.975576 valid_acc=0.995548 / 0.928882 / 0.835904 best_acc=0.995698
now: 2022-04-06 00:39:42.196877
[98200] train_loss=0.0141082 valid_loss=0.0244627 valid_pos_acc=0.975843 valid_acc=0.995676 / 0.928219 / 0.833121 best_acc=0.995698
now: 2022-04-06 00:51:45.295429
[98400] train_loss=0.0146779 valid_loss=0.0248106 valid_pos_acc=0.975962 valid_acc=0.995632 / 0.927196 / 0.83131 best_acc=0.995698
now: 2022-04-06 01:03:48.072286
[98600] train_loss=0.0150793 valid_loss=0.024931 valid_pos_acc=0.975741 valid_acc=0.995587 / 0.927742 / 0.832345 best_acc=0.995698
now: 2022-04-06 01:15:49.874914
[98800] train_loss=0.0138506 valid_loss=0.0256198 valid_pos_acc=0.976136 valid_acc=0.995611 / 0.929698 / 0.830346 best_acc=0.995698
now: 2022-04-06 01:27:46.508890
[99000] train_loss=0.0118288 valid_loss=0.026124 valid_pos_acc=0.976116 valid_acc=0.995596 / 0.930481 / 0.833991 best_acc=0.995698
now: 2022-04-06 01:39:52.754135
[99200] train_loss=0.0115159 valid_loss=0.0254321 valid_pos_acc=0.975875 valid_acc=0.995689 / 0.93085 / 0.835924 best_acc=0.995698
now: 2022-04-06 01:51:59.498058
[99400] train_loss=0.0118415 valid_loss=0.0261764 valid_pos_acc=0.976184 valid_acc=0.995604 / 0.930402 / 0.832654 best_acc=0.995698
now: 2022-04-06 02:04:00.516174
[99600] train_loss=0.0111765 valid_loss=0.0253784 valid_pos_acc=0.976212 valid_acc=0.995789 / 0.930556 / 0.834549 best_acc=0.995789
now: 2022-04-06 02:16:10.608263
[99800] train_loss=0.0122449 valid_loss=0.0257746 valid_pos_acc=0.976166 valid_acc=0.995726 / 0.931839 / 0.838174 best_acc=0.995789
now: 2022-04-06 02:28:12.819393
[100000] train_loss=0.0122801 valid_loss=0.0260771 valid_pos_acc=0.975372 valid_acc=0.99555 / 0.929529 / 0.838038 best_acc=0.995789
now: 2022-04-06 02:40:11.627022
testing ...
reloading best accuracy model ...
valid_best_acc=0.995789 test_loss=0.0266495 test_pos_acc=0.975942 test_acc=0.995605 / 0.918997 / 0.806213