Created
April 5, 2020 10:33
-
-
Save jeremypoulain/8ca932a0fc5701578fc4adb127da7adf to your computer and use it in GitHub Desktop.
RE2_pytorch_quora_logs
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
| 04/05/2020 10:10:00 TensorBoard activated. | |
| 04/05/2020 10:10:01 2 symbols found: 0 1 | |
| 04/05/2020 10:10:37 vocab coverage 84164/107155 | OOV occurrences 29441/10247150 (0.2873%) | |
| 04/05/2020 10:10:37 Covered by pretrained vectors 98.9283%. outside pretrained: -lsb- -rsb- -lcb- -rcb- c# redmi demonetisation brexit demonetize quorans ... | |
| 04/05/2020 10:10:37 top words: | |
| ? the what is i how a to in do | |
| 04/05/2020 10:10:37 filtered words: | |
| venturimeter meaww.com incident/event nus/ntu nc-obc theqot.com ezerzer labdoor.com habit/tactic italo-roman ... haskell/lisp comduction petrola hotjar robot-sounding massage/health existed/existing ideal/perfect moments/incidents hard-to-notice | |
| 04/05/2020 10:10:37 #classes: 2; #vocab: 84166 | |
| 04/05/2020 10:11:20 trainable params: 2,806,406 | |
| 04/05/2020 10:11:20 trainable params (exclude embeddings): 2,806,406 | |
| 04/05/2020 10:11:20 { '__index__': 0, | |
| '__parents__': ['default', 'data/quora'], | |
| '__repeat__': 1, | |
| 'alignment': 'linear', | |
| 'batch_size': 256, | |
| 'beta1': 0.9, | |
| 'beta2': 0.999, | |
| 'blocks': 2, | |
| 'connection': 'aug', | |
| 'cuda': True, | |
| 'data_dir': 'data/quora', | |
| 'deterministic': True, | |
| 'dropout': 0.2, | |
| 'early_stopping': 10000, | |
| 'embedding_dim': 300, | |
| 'embedding_mode': 'freq', | |
| 'enc_layers': 2, | |
| 'encoder': 'cnn', | |
| 'epochs': 30, | |
| 'eval_epoch': True, | |
| 'eval_file': 'test', | |
| 'eval_per_samples': 12800, | |
| 'eval_per_samples_warmup': 512000, | |
| 'eval_per_updates': 50, | |
| 'eval_per_updates_warmup': 2000, | |
| 'eval_subset': None, | |
| 'eval_warmup_samples': 3584000, | |
| 'eval_warmup_steps': 14000, | |
| 'fix_embeddings': True, | |
| 'fusion': 'full', | |
| 'grad_clipping': 5, | |
| 'hidden_size': 200, | |
| 'kernel_sizes': [3], | |
| 'log_file': 'log.txt', | |
| 'log_per_samples': 5120, | |
| 'log_per_updates': 20, | |
| 'lower_case': True, | |
| 'lr': 0.0012, | |
| 'lr_decay_rate': 0.95, | |
| 'lr_decay_samples': 256000, | |
| 'lr_decay_steps': 1000, | |
| 'lr_warmup_samples': 0, | |
| 'lr_warmup_steps': 0, | |
| 'max_len': 100, | |
| 'max_loss': 999.0, | |
| 'max_vocab': 999999, | |
| 'metric': 'acc', | |
| 'min_df': 5, | |
| 'min_len': 1, | |
| 'min_lr': 6e-05, | |
| 'min_samples': 5120000, | |
| 'min_steps': 20000, | |
| 'multi_gpu': False, | |
| 'name': 'benchmark', | |
| 'num_classes': 2, | |
| 'num_vocab': 84166, | |
| 'output_dir': 'models/quora', | |
| 'padding': 0, | |
| 'prediction': 'symmetric', | |
| 'pretrained_embeddings': 'resources/glove.840B.300d.txt', | |
| 'resume': None, | |
| 'save': True, | |
| 'save_all': False, | |
| 'seed': None, | |
| 'sort_by_len': False, | |
| 'summary_dir': 'models/quora/benchmark', | |
| 'summary_per_logs': 20, | |
| 'summary_per_updates': 400, | |
| 'tensorboard': True, | |
| 'tolerance_samples': 2560000, | |
| 'watch_metrics': ['auc', 'f1', 'acc'], | |
| 'weight_decay': 0} | |
| 04/05/2020 10:11:20 train (384348) | test (10000) | |
| 04/05/2020 10:11:31 setup complete: 0:01:30s. | |
| 04/05/2020 10:11:31 Epoch: 1 | |
| 04/05/2020 10:11:39 > epoch 1 updates 20 loss: 0.6129 lr: 0.0012 gnorm: 0.3204 | |
| 04/05/2020 10:11:42 > epoch 1 updates 40 loss: 0.5590 lr: 0.0012 gnorm: 0.5190 | |
| 04/05/2020 10:11:44 > epoch 1 updates 60 loss: 0.5125 lr: 0.0012 gnorm: 0.4509 | |
| 04/05/2020 10:11:47 > epoch 1 updates 80 loss: 0.5519 lr: 0.0012 gnorm: 0.5193 | |
| 04/05/2020 10:11:50 > epoch 1 updates 100 loss: 0.5170 lr: 0.0012 gnorm: 0.5010 | |
| 04/05/2020 10:11:53 > epoch 1 updates 120 loss: 0.4369 lr: 0.0012 gnorm: 0.5084 | |
| 04/05/2020 10:11:56 > epoch 1 updates 140 loss: 0.4143 lr: 0.0012 gnorm: 0.3607 | |
| 04/05/2020 10:11:59 > epoch 1 updates 160 loss: 0.4343 lr: 0.0012 gnorm: 0.4609 | |
| 04/05/2020 10:12:02 > epoch 1 updates 180 loss: 0.5052 lr: 0.0012 gnorm: 0.7038 | |
| 04/05/2020 10:12:05 > epoch 1 updates 200 loss: 0.4192 lr: 0.0012 gnorm: 0.5136 | |
| 04/05/2020 10:12:07 > epoch 1 updates 220 loss: 0.4465 lr: 0.0012 gnorm: 0.3839 | |
| 04/05/2020 10:12:10 > epoch 1 updates 240 loss: 0.4804 lr: 0.0012 gnorm: 0.4894 | |
| 04/05/2020 10:12:13 > epoch 1 updates 260 loss: 0.4286 lr: 0.0012 gnorm: 0.5273 | |
| 04/05/2020 10:12:16 > epoch 1 updates 280 loss: 0.3773 lr: 0.0012 gnorm: 0.5240 | |
| 04/05/2020 10:12:19 > epoch 1 updates 300 loss: 0.3934 lr: 0.0012 gnorm: 0.5372 | |
| 04/05/2020 10:12:22 > epoch 1 updates 320 loss: 0.4602 lr: 0.0012 gnorm: 0.4881 | |
| 04/05/2020 10:12:25 > epoch 1 updates 340 loss: 0.4397 lr: 0.0012 gnorm: 0.6432 | |
| 04/05/2020 10:12:28 > epoch 1 updates 360 loss: 0.4017 lr: 0.0012 gnorm: 0.4039 | |
| 04/05/2020 10:12:30 > epoch 1 updates 380 loss: 0.3990 lr: 0.0012 gnorm: 0.3750 | |
| 04/05/2020 10:12:33 > epoch 1 updates 400 loss: 0.4197 lr: 0.0012 gnorm: 0.4276 | |
| 04/05/2020 10:12:36 > epoch 1 updates 420 loss: 0.3813 lr: 0.0012 gnorm: 0.4041 | |
| 04/05/2020 10:12:39 > epoch 1 updates 440 loss: 0.4158 lr: 0.0012 gnorm: 0.3928 | |
| 04/05/2020 10:12:42 > epoch 1 updates 460 loss: 0.3659 lr: 0.0012 gnorm: 0.3847 | |
| 04/05/2020 10:12:45 > epoch 1 updates 480 loss: 0.3544 lr: 0.0012 gnorm: 0.5223 | |
| 04/05/2020 10:12:48 > epoch 1 updates 500 loss: 0.4272 lr: 0.0012 gnorm: 0.3978 | |
| 04/05/2020 10:12:51 > epoch 1 updates 520 loss: 0.4221 lr: 0.0012 gnorm: 0.3509 | |
| 04/05/2020 10:12:54 > epoch 1 updates 540 loss: 0.3502 lr: 0.0012 gnorm: 0.3582 | |
| 04/05/2020 10:12:57 > epoch 1 updates 560 loss: 0.3796 lr: 0.0012 gnorm: 0.3811 | |
| 04/05/2020 10:13:00 > epoch 1 updates 580 loss: 0.3099 lr: 0.0012 gnorm: 0.6178 | |
| 04/05/2020 10:13:03 > epoch 1 updates 600 loss: 0.3896 lr: 0.0012 gnorm: 0.5176 | |
| 04/05/2020 10:13:05 > epoch 1 updates 620 loss: 0.4224 lr: 0.0012 gnorm: 0.4361 | |
| 04/05/2020 10:13:08 > epoch 1 updates 640 loss: 0.4298 lr: 0.0012 gnorm: 0.6531 | |
| 04/05/2020 10:13:11 > epoch 1 updates 660 loss: 0.3843 lr: 0.0012 gnorm: 0.3145 | |
| 04/05/2020 10:13:14 > epoch 1 updates 680 loss: 0.3677 lr: 0.0012 gnorm: 0.3452 | |
| 04/05/2020 10:13:17 > epoch 1 updates 700 loss: 0.4335 lr: 0.0012 gnorm: 0.3583 | |
| 04/05/2020 10:13:20 > epoch 1 updates 720 loss: 0.4280 lr: 0.0012 gnorm: 0.3159 | |
| 04/05/2020 10:13:23 > epoch 1 updates 740 loss: 0.3619 lr: 0.0012 gnorm: 0.3547 | |
| 04/05/2020 10:13:26 > epoch 1 updates 760 loss: 0.3839 lr: 0.0012 gnorm: 0.3353 | |
| 04/05/2020 10:13:29 > epoch 1 updates 780 loss: 0.4456 lr: 0.0012 gnorm: 0.4153 | |
| 04/05/2020 10:13:32 > epoch 1 updates 800 loss: 0.4155 lr: 0.0012 gnorm: 0.5086 | |
| 04/05/2020 10:13:35 > epoch 1 updates 820 loss: 0.3987 lr: 0.0012 gnorm: 0.3636 | |
| 04/05/2020 10:13:37 > epoch 1 updates 840 loss: 0.3865 lr: 0.0012 gnorm: 0.3651 | |
| 04/05/2020 10:13:40 > epoch 1 updates 860 loss: 0.3380 lr: 0.0012 gnorm: 0.3954 | |
| 04/05/2020 10:13:43 > epoch 1 updates 880 loss: 0.3272 lr: 0.0012 gnorm: 0.3625 | |
| 04/05/2020 10:13:46 > epoch 1 updates 900 loss: 0.3442 lr: 0.0012 gnorm: 0.3687 | |
| 04/05/2020 10:13:49 > epoch 1 updates 920 loss: 0.3518 lr: 0.0012 gnorm: 0.3450 | |
| 04/05/2020 10:13:52 > epoch 1 updates 940 loss: 0.4200 lr: 0.0012 gnorm: 0.4724 | |
| 04/05/2020 10:13:55 > epoch 1 updates 960 loss: 0.3458 lr: 0.0012 gnorm: 0.3578 | |
| 04/05/2020 10:13:58 > epoch 1 updates 980 loss: 0.3367 lr: 0.0012 gnorm: 0.3640 | |
| 04/05/2020 10:14:01 > epoch 1 updates 1000 loss: 0.3454 lr: 0.0012 gnorm: 0.3773 | |
| 04/05/2020 10:14:03 > epoch 1 updates 1020 loss: 0.3307 lr: 0.0011 gnorm: 0.3280 | |
| 04/05/2020 10:14:06 > epoch 1 updates 1040 loss: 0.3567 lr: 0.0011 gnorm: 0.3404 | |
| 04/05/2020 10:14:09 > epoch 1 updates 1060 loss: 0.3687 lr: 0.0011 gnorm: 0.4031 | |
| 04/05/2020 10:14:12 > epoch 1 updates 1080 loss: 0.3416 lr: 0.0011 gnorm: 0.3361 | |
| 04/05/2020 10:14:15 > epoch 1 updates 1100 loss: 0.3159 lr: 0.0011 gnorm: 0.4082 | |
| 04/05/2020 10:14:18 > epoch 1 updates 1120 loss: 0.3103 lr: 0.0011 gnorm: 0.3897 | |
| 04/05/2020 10:14:21 > epoch 1 updates 1140 loss: 0.3953 lr: 0.0011 gnorm: 0.3875 | |
| 04/05/2020 10:14:24 > epoch 1 updates 1160 loss: 0.3112 lr: 0.0011 gnorm: 0.3260 | |
| 04/05/2020 10:14:27 > epoch 1 updates 1180 loss: 0.3593 lr: 0.0011 gnorm: 0.3574 | |
| 04/05/2020 10:14:30 > epoch 1 updates 1200 loss: 0.3547 lr: 0.0011 gnorm: 0.4892 | |
| 04/05/2020 10:14:33 > epoch 1 updates 1220 loss: 0.3523 lr: 0.0011 gnorm: 0.3727 | |
| 04/05/2020 10:14:36 > epoch 1 updates 1240 loss: 0.4285 lr: 0.0011 gnorm: 0.4364 | |
| 04/05/2020 10:14:39 > epoch 1 updates 1260 loss: 0.3815 lr: 0.0011 gnorm: 0.4695 | |
| 04/05/2020 10:14:41 > epoch 1 updates 1280 loss: 0.3788 lr: 0.0011 gnorm: 0.3777 | |
| 04/05/2020 10:14:44 > epoch 1 updates 1300 loss: 0.3183 lr: 0.0011 gnorm: 0.3155 | |
| 04/05/2020 10:14:47 > epoch 1 updates 1320 loss: 0.3583 lr: 0.0011 gnorm: 0.3519 | |
| 04/05/2020 10:14:50 > epoch 1 updates 1340 loss: 0.3304 lr: 0.0011 gnorm: 0.3554 | |
| 04/05/2020 10:14:53 > epoch 1 updates 1360 loss: 0.3911 lr: 0.0011 gnorm: 0.3441 | |
| 04/05/2020 10:14:56 > epoch 1 updates 1380 loss: 0.3309 lr: 0.0011 gnorm: 0.3393 | |
| 04/05/2020 10:14:59 > epoch 1 updates 1400 loss: 0.3470 lr: 0.0011 gnorm: 0.5097 | |
| 04/05/2020 10:15:02 > epoch 1 updates 1420 loss: 0.3391 lr: 0.0011 gnorm: 0.2989 | |
| 04/05/2020 10:15:05 > epoch 1 updates 1440 loss: 0.3072 lr: 0.0011 gnorm: 0.3148 | |
| 04/05/2020 10:15:08 > epoch 1 updates 1460 loss: 0.3139 lr: 0.0011 gnorm: 0.3166 | |
| 04/05/2020 10:15:11 > epoch 1 updates 1480 loss: 0.3873 lr: 0.0011 gnorm: 0.3435 | |
| 04/05/2020 10:15:14 > epoch 1 updates 1500 loss: 0.3339 lr: 0.0011 gnorm: 0.3091 | |
| 04/05/2020 10:15:16 train loss: 0.3831 lr: 0.0012 gnorm: 0.4041 clip: 0 | |
| 04/05/2020 10:15:16 valid loss: 0.3568 auc: 0.9177 f1: 0.8419 acc: 0.8370 [NEW BEST] | |
| 04/05/2020 10:15:16 Epoch: 2 | |
| 04/05/2020 10:15:22 > epoch 2 updates 1520 loss: 0.3565 lr: 0.0011 gnorm: 0.4098 | |
| 04/05/2020 10:15:25 > epoch 2 updates 1540 loss: 0.3317 lr: 0.0011 gnorm: 0.3548 | |
| 04/05/2020 10:15:28 > epoch 2 updates 1560 loss: 0.3196 lr: 0.0011 gnorm: 0.3239 | |
| 04/05/2020 10:15:31 > epoch 2 updates 1580 loss: 0.3172 lr: 0.0011 gnorm: 0.3339 | |
| 04/05/2020 10:15:34 > epoch 2 updates 1600 loss: 0.3860 lr: 0.0011 gnorm: 0.6256 | |
| 04/05/2020 10:15:37 > epoch 2 updates 1620 loss: 0.3270 lr: 0.0011 gnorm: 0.3011 | |
| 04/05/2020 10:15:40 > epoch 2 updates 1640 loss: 0.3353 lr: 0.0011 gnorm: 0.3542 | |
| 04/05/2020 10:15:43 > epoch 2 updates 1660 loss: 0.3274 lr: 0.0011 gnorm: 0.3826 | |
| 04/05/2020 10:15:46 > epoch 2 updates 1680 loss: 0.3453 lr: 0.0011 gnorm: 0.4571 | |
| 04/05/2020 10:15:49 > epoch 2 updates 1700 loss: 0.3461 lr: 0.0011 gnorm: 0.3377 | |
| 04/05/2020 10:15:51 > epoch 2 updates 1720 loss: 0.3431 lr: 0.0011 gnorm: 0.5422 | |
| 04/05/2020 10:15:54 > epoch 2 updates 1740 loss: 0.3321 lr: 0.0011 gnorm: 0.3397 | |
| 04/05/2020 10:15:57 > epoch 2 updates 1760 loss: 0.2713 lr: 0.0011 gnorm: 0.3510 | |
| 04/05/2020 10:16:00 > epoch 2 updates 1780 loss: 0.2922 lr: 0.0011 gnorm: 0.2921 | |
| 04/05/2020 10:16:03 > epoch 2 updates 1800 loss: 0.3454 lr: 0.0011 gnorm: 0.3339 | |
| 04/05/2020 10:16:06 > epoch 2 updates 1820 loss: 0.3372 lr: 0.0011 gnorm: 0.4105 | |
| 04/05/2020 10:16:09 > epoch 2 updates 1840 loss: 0.3810 lr: 0.0011 gnorm: 0.3997 | |
| 04/05/2020 10:16:12 > epoch 2 updates 1860 loss: 0.3540 lr: 0.0011 gnorm: 0.4351 | |
| 04/05/2020 10:16:14 > epoch 2 updates 1880 loss: 0.4149 lr: 0.0011 gnorm: 0.5673 | |
| 04/05/2020 10:16:17 > epoch 2 updates 1900 loss: 0.3658 lr: 0.0011 gnorm: 0.3478 | |
| 04/05/2020 10:16:20 > epoch 2 updates 1920 loss: 0.3776 lr: 0.0011 gnorm: 0.3776 | |
| 04/05/2020 10:16:23 > epoch 2 updates 1940 loss: 0.3359 lr: 0.0011 gnorm: 0.5745 | |
| 04/05/2020 10:16:26 > epoch 2 updates 1960 loss: 0.3178 lr: 0.0011 gnorm: 0.3531 | |
| 04/05/2020 10:16:29 > epoch 2 updates 1980 loss: 0.4005 lr: 0.0011 gnorm: 0.4948 | |
| 04/05/2020 10:16:32 > epoch 2 updates 2000 loss: 0.3879 lr: 0.0011 gnorm: 0.4162 | |
| 04/05/2020 10:16:35 train loss: 0.3468 lr: 0.0011 gnorm: 0.4060 clip: 0 | |
| 04/05/2020 10:16:35 valid loss: 0.3533 auc: 0.9216 f1: 0.8467 acc: 0.8376 [NEW BEST] | |
| 04/05/2020 10:16:38 > epoch 2 updates 2020 loss: 0.3565 lr: 0.0011 gnorm: 0.4169 | |
| 04/05/2020 10:16:41 > epoch 2 updates 2040 loss: 0.3478 lr: 0.0011 gnorm: 0.3054 | |
| 04/05/2020 10:16:44 > epoch 2 updates 2060 loss: 0.3518 lr: 0.0011 gnorm: 0.3242 | |
| 04/05/2020 10:16:47 > epoch 2 updates 2080 loss: 0.3020 lr: 0.0011 gnorm: 0.2808 | |
| 04/05/2020 10:16:50 > epoch 2 updates 2100 loss: 0.3448 lr: 0.0011 gnorm: 0.3642 | |
| 04/05/2020 10:16:52 > epoch 2 updates 2120 loss: 0.3033 lr: 0.0011 gnorm: 0.3101 | |
| 04/05/2020 10:16:55 > epoch 2 updates 2140 loss: 0.3223 lr: 0.0011 gnorm: 0.3514 | |
| 04/05/2020 10:16:58 > epoch 2 updates 2160 loss: 0.2710 lr: 0.0011 gnorm: 0.3044 | |
| 04/05/2020 10:17:01 > epoch 2 updates 2180 loss: 0.3270 lr: 0.0011 gnorm: 0.4496 | |
| 04/05/2020 10:17:04 > epoch 2 updates 2200 loss: 0.3162 lr: 0.0011 gnorm: 0.4129 | |
| 04/05/2020 10:17:07 > epoch 2 updates 2220 loss: 0.3297 lr: 0.0011 gnorm: 0.3971 | |
| 04/05/2020 10:17:10 > epoch 2 updates 2240 loss: 0.3003 lr: 0.0011 gnorm: 0.3359 | |
| 04/05/2020 10:17:13 > epoch 2 updates 2260 loss: 0.3407 lr: 0.0011 gnorm: 0.3140 | |
| 04/05/2020 10:17:16 > epoch 2 updates 2280 loss: 0.3322 lr: 0.0011 gnorm: 0.3039 | |
| 04/05/2020 10:17:19 > epoch 2 updates 2300 loss: 0.3001 lr: 0.0011 gnorm: 0.3481 | |
| 04/05/2020 10:17:22 > epoch 2 updates 2320 loss: 0.3820 lr: 0.0011 gnorm: 0.4099 | |
| 04/05/2020 10:17:25 > epoch 2 updates 2340 loss: 0.3013 lr: 0.0011 gnorm: 0.3175 | |
| 04/05/2020 10:17:28 > epoch 2 updates 2360 loss: 0.3086 lr: 0.0011 gnorm: 0.4090 | |
| 04/05/2020 10:17:30 > epoch 2 updates 2380 loss: 0.3121 lr: 0.0011 gnorm: 0.3328 | |
| 04/05/2020 10:17:33 > epoch 2 updates 2400 loss: 0.3311 lr: 0.0011 gnorm: 0.3839 | |
| 04/05/2020 10:17:37 > epoch 2 updates 2420 loss: 0.3306 lr: 0.0011 gnorm: 0.3150 | |
| 04/05/2020 10:17:39 > epoch 2 updates 2440 loss: 0.3359 lr: 0.0011 gnorm: 0.3372 | |
| 04/05/2020 10:17:42 > epoch 2 updates 2460 loss: 0.3091 lr: 0.0011 gnorm: 0.3476 | |
| 04/05/2020 10:17:45 > epoch 2 updates 2480 loss: 0.3602 lr: 0.0011 gnorm: 0.4395 | |
| 04/05/2020 10:17:48 > epoch 2 updates 2500 loss: 0.3043 lr: 0.0011 gnorm: 0.3549 | |
| 04/05/2020 10:17:51 > epoch 2 updates 2520 loss: 0.3556 lr: 0.0011 gnorm: 0.3975 | |
| 04/05/2020 10:17:54 > epoch 2 updates 2540 loss: 0.3363 lr: 0.0011 gnorm: 0.4940 | |
| 04/05/2020 10:17:57 > epoch 2 updates 2560 loss: 0.3195 lr: 0.0011 gnorm: 0.3205 | |
| 04/05/2020 10:18:00 > epoch 2 updates 2580 loss: 0.2826 lr: 0.0011 gnorm: 0.3890 | |
| 04/05/2020 10:18:03 > epoch 2 updates 2600 loss: 0.3467 lr: 0.0011 gnorm: 0.3428 | |
| 04/05/2020 10:18:06 > epoch 2 updates 2620 loss: 0.3117 lr: 0.0011 gnorm: 0.3934 | |
| 04/05/2020 10:18:09 > epoch 2 updates 2640 loss: 0.3207 lr: 0.0011 gnorm: 0.3903 | |
| 04/05/2020 10:18:12 > epoch 2 updates 2660 loss: 0.2773 lr: 0.0011 gnorm: 0.2737 | |
| 04/05/2020 10:18:15 > epoch 2 updates 2680 loss: 0.3750 lr: 0.0011 gnorm: 0.4213 | |
| 04/05/2020 10:18:18 > epoch 2 updates 2700 loss: 0.2329 lr: 0.0011 gnorm: 0.3046 | |
| 04/05/2020 10:18:21 > epoch 2 updates 2720 loss: 0.2906 lr: 0.0011 gnorm: 0.2538 | |
| 04/05/2020 10:18:24 > epoch 2 updates 2740 loss: 0.3535 lr: 0.0011 gnorm: 0.3760 | |
| 04/05/2020 10:18:27 > epoch 2 updates 2760 loss: 0.3255 lr: 0.0011 gnorm: 0.3911 | |
| 04/05/2020 10:18:30 > epoch 2 updates 2780 loss: 0.3516 lr: 0.0011 gnorm: 0.3640 | |
| 04/05/2020 10:18:33 > epoch 2 updates 2800 loss: 0.2423 lr: 0.0011 gnorm: 0.2867 | |
| 04/05/2020 10:18:36 > epoch 2 updates 2820 loss: 0.3131 lr: 0.0011 gnorm: 0.2851 | |
| 04/05/2020 10:18:38 > epoch 2 updates 2840 loss: 0.3408 lr: 0.0011 gnorm: 0.3383 | |
| 04/05/2020 10:18:41 > epoch 2 updates 2860 loss: 0.3377 lr: 0.0011 gnorm: 0.3046 | |
| 04/05/2020 10:18:44 > epoch 2 updates 2880 loss: 0.3341 lr: 0.0011 gnorm: 0.3856 | |
| 04/05/2020 10:18:47 > epoch 2 updates 2900 loss: 0.2968 lr: 0.0011 gnorm: 0.3059 | |
| 04/05/2020 10:18:50 > epoch 2 updates 2920 loss: 0.3024 lr: 0.0011 gnorm: 0.3104 | |
| 04/05/2020 10:18:53 > epoch 2 updates 2940 loss: 0.3183 lr: 0.0011 gnorm: 0.4059 | |
| 04/05/2020 10:18:56 > epoch 2 updates 2960 loss: 0.2756 lr: 0.0011 gnorm: 0.2997 | |
| 04/05/2020 10:18:59 > epoch 2 updates 2980 loss: 0.2776 lr: 0.0011 gnorm: 0.3009 | |
| 04/05/2020 10:19:02 > epoch 2 updates 3000 loss: 0.3005 lr: 0.0011 gnorm: 0.3018 | |
| 04/05/2020 10:19:05 train loss: 0.3177 lr: 0.0011 gnorm: 0.3487 clip: 0 | |
| 04/05/2020 10:19:05 valid loss: 0.3262 auc: 0.9321 f1: 0.8571 acc: 0.8526 [NEW BEST] | |
| 04/05/2020 10:19:05 Epoch: 3 | |
| 04/05/2020 10:19:10 > epoch 3 updates 3020 loss: 0.3336 lr: 0.0010 gnorm: 0.3511 | |
| 04/05/2020 10:19:13 > epoch 3 updates 3040 loss: 0.2615 lr: 0.0010 gnorm: 0.3624 | |
| 04/05/2020 10:19:16 > epoch 3 updates 3060 loss: 0.3207 lr: 0.0010 gnorm: 0.4396 | |
| 04/05/2020 10:19:19 > epoch 3 updates 3080 loss: 0.3249 lr: 0.0010 gnorm: 0.3321 | |
| 04/05/2020 10:19:22 > epoch 3 updates 3100 loss: 0.2784 lr: 0.0010 gnorm: 0.3716 | |
| 04/05/2020 10:19:25 > epoch 3 updates 3120 loss: 0.2639 lr: 0.0010 gnorm: 0.2996 | |
| 04/05/2020 10:19:28 > epoch 3 updates 3140 loss: 0.2976 lr: 0.0010 gnorm: 0.2792 | |
| 04/05/2020 10:19:31 > epoch 3 updates 3160 loss: 0.2773 lr: 0.0010 gnorm: 0.3399 | |
| 04/05/2020 10:19:34 > epoch 3 updates 3180 loss: 0.2969 lr: 0.0010 gnorm: 0.3255 | |
| 04/05/2020 10:19:37 > epoch 3 updates 3200 loss: 0.2437 lr: 0.0010 gnorm: 0.3178 | |
| 04/05/2020 10:19:40 > epoch 3 updates 3220 loss: 0.2515 lr: 0.0010 gnorm: 0.2854 | |
| 04/05/2020 10:19:43 > epoch 3 updates 3240 loss: 0.3277 lr: 0.0010 gnorm: 0.4221 | |
| 04/05/2020 10:19:46 > epoch 3 updates 3260 loss: 0.3063 lr: 0.0010 gnorm: 0.4111 | |
| 04/05/2020 10:19:49 > epoch 3 updates 3280 loss: 0.3151 lr: 0.0010 gnorm: 0.3111 | |
| 04/05/2020 10:19:52 > epoch 3 updates 3300 loss: 0.3010 lr: 0.0010 gnorm: 0.3751 | |
| 04/05/2020 10:19:55 > epoch 3 updates 3320 loss: 0.2827 lr: 0.0010 gnorm: 0.2746 | |
| 04/05/2020 10:19:57 > epoch 3 updates 3340 loss: 0.2874 lr: 0.0010 gnorm: 0.3962 | |
| 04/05/2020 10:20:00 > epoch 3 updates 3360 loss: 0.2524 lr: 0.0010 gnorm: 0.2946 | |
| 04/05/2020 10:20:03 > epoch 3 updates 3380 loss: 0.2628 lr: 0.0010 gnorm: 0.3585 | |
| 04/05/2020 10:20:06 > epoch 3 updates 3400 loss: 0.2824 lr: 0.0010 gnorm: 0.2968 | |
| 04/05/2020 10:20:09 > epoch 3 updates 3420 loss: 0.2922 lr: 0.0010 gnorm: 0.3339 | |
| 04/05/2020 10:20:12 > epoch 3 updates 3440 loss: 0.3057 lr: 0.0010 gnorm: 0.3711 | |
| 04/05/2020 10:20:15 > epoch 3 updates 3460 loss: 0.2716 lr: 0.0010 gnorm: 0.2888 | |
| 04/05/2020 10:20:18 > epoch 3 updates 3480 loss: 0.3069 lr: 0.0010 gnorm: 0.3012 | |
| 04/05/2020 10:20:21 > epoch 3 updates 3500 loss: 0.2872 lr: 0.0010 gnorm: 0.3040 | |
| 04/05/2020 10:20:24 > epoch 3 updates 3520 loss: 0.2867 lr: 0.0010 gnorm: 0.2611 | |
| 04/05/2020 10:20:27 > epoch 3 updates 3540 loss: 0.2987 lr: 0.0010 gnorm: 0.2718 | |
| 04/05/2020 10:20:30 > epoch 3 updates 3560 loss: 0.3396 lr: 0.0010 gnorm: 0.3296 | |
| 04/05/2020 10:20:33 > epoch 3 updates 3580 loss: 0.2432 lr: 0.0010 gnorm: 0.3736 | |
| 04/05/2020 10:20:36 > epoch 3 updates 3600 loss: 0.3099 lr: 0.0010 gnorm: 0.4108 | |
| 04/05/2020 10:20:39 > epoch 3 updates 3620 loss: 0.2974 lr: 0.0010 gnorm: 0.2772 | |
| 04/05/2020 10:20:42 > epoch 3 updates 3640 loss: 0.3162 lr: 0.0010 gnorm: 0.3191 | |
| 04/05/2020 10:20:45 > epoch 3 updates 3660 loss: 0.2538 lr: 0.0010 gnorm: 0.2914 | |
| 04/05/2020 10:20:48 > epoch 3 updates 3680 loss: 0.3062 lr: 0.0010 gnorm: 0.3132 | |
| 04/05/2020 10:20:51 > epoch 3 updates 3700 loss: 0.3162 lr: 0.0010 gnorm: 0.4749 | |
| 04/05/2020 10:20:54 > epoch 3 updates 3720 loss: 0.2750 lr: 0.0010 gnorm: 0.2844 | |
| 04/05/2020 10:20:57 > epoch 3 updates 3740 loss: 0.2774 lr: 0.0010 gnorm: 0.2887 | |
| 04/05/2020 10:21:00 > epoch 3 updates 3760 loss: 0.3103 lr: 0.0010 gnorm: 0.3087 | |
| 04/05/2020 10:21:03 > epoch 3 updates 3780 loss: 0.2601 lr: 0.0010 gnorm: 0.3170 | |
| 04/05/2020 10:21:05 > epoch 3 updates 3800 loss: 0.3044 lr: 0.0010 gnorm: 0.4074 | |
| 04/05/2020 10:21:08 > epoch 3 updates 3820 loss: 0.3271 lr: 0.0010 gnorm: 0.3077 | |
| 04/05/2020 10:21:11 > epoch 3 updates 3840 loss: 0.2693 lr: 0.0010 gnorm: 0.2840 | |
| 04/05/2020 10:21:14 > epoch 3 updates 3860 loss: 0.2652 lr: 0.0010 gnorm: 0.2788 | |
| 04/05/2020 10:21:17 > epoch 3 updates 3880 loss: 0.2768 lr: 0.0010 gnorm: 0.2639 | |
| 04/05/2020 10:21:21 > epoch 3 updates 3900 loss: 0.3183 lr: 0.0010 gnorm: 0.2660 | |
| 04/05/2020 10:21:23 > epoch 3 updates 3920 loss: 0.3068 lr: 0.0010 gnorm: 0.3898 | |
| 04/05/2020 10:21:27 > epoch 3 updates 3940 loss: 0.2939 lr: 0.0010 gnorm: 0.3578 | |
| 04/05/2020 10:21:30 > epoch 3 updates 3960 loss: 0.2650 lr: 0.0010 gnorm: 0.2807 | |
| 04/05/2020 10:21:32 > epoch 3 updates 3980 loss: 0.2137 lr: 0.0010 gnorm: 0.3006 | |
| 04/05/2020 10:21:35 > epoch 3 updates 4000 loss: 0.2825 lr: 0.0010 gnorm: 0.3646 | |
| 04/05/2020 10:21:38 train loss: 0.2884 lr: 0.0010 gnorm: 0.3279 clip: 0 | |
| 04/05/2020 10:21:38 valid loss: 0.3198 auc: 0.9364 f1: 0.8615 acc: 0.8608 [NEW BEST] | |
| 04/05/2020 10:21:41 > epoch 3 updates 4020 loss: 0.2700 lr: 9.7741e-04 gnorm: 0.3085 | |
| 04/05/2020 10:21:44 > epoch 3 updates 4040 loss: 0.3259 lr: 9.7741e-04 gnorm: 0.3152 | |
| 04/05/2020 10:21:47 > epoch 3 updates 4060 loss: 0.3027 lr: 9.7741e-04 gnorm: 0.3141 | |
| 04/05/2020 10:21:49 > epoch 3 updates 4080 loss: 0.2958 lr: 9.7741e-04 gnorm: 0.3241 | |
| 04/05/2020 10:21:52 > epoch 3 updates 4100 loss: 0.2425 lr: 9.7741e-04 gnorm: 0.2956 | |
| 04/05/2020 10:21:55 > epoch 3 updates 4120 loss: 0.3249 lr: 9.7741e-04 gnorm: 0.3316 | |
| 04/05/2020 10:21:58 > epoch 3 updates 4140 loss: 0.2764 lr: 9.7741e-04 gnorm: 0.2843 | |
| 04/05/2020 10:22:01 > epoch 3 updates 4160 loss: 0.2890 lr: 9.7741e-04 gnorm: 0.3659 | |
| 04/05/2020 10:22:04 > epoch 3 updates 4180 loss: 0.2328 lr: 9.7741e-04 gnorm: 0.2772 | |
| 04/05/2020 10:22:07 > epoch 3 updates 4200 loss: 0.2997 lr: 9.7741e-04 gnorm: 0.3345 | |
| 04/05/2020 10:22:10 > epoch 3 updates 4220 loss: 0.2704 lr: 9.7741e-04 gnorm: 0.3092 | |
| 04/05/2020 10:22:13 > epoch 3 updates 4240 loss: 0.2777 lr: 9.7741e-04 gnorm: 0.2837 | |
| 04/05/2020 10:22:15 > epoch 3 updates 4260 loss: 0.2340 lr: 9.7741e-04 gnorm: 0.2435 | |
| 04/05/2020 10:22:18 > epoch 3 updates 4280 loss: 0.2772 lr: 9.7741e-04 gnorm: 0.3279 | |
| 04/05/2020 10:22:21 > epoch 3 updates 4300 loss: 0.2788 lr: 9.7741e-04 gnorm: 0.2747 | |
| 04/05/2020 10:22:24 > epoch 3 updates 4320 loss: 0.3112 lr: 9.7741e-04 gnorm: 0.3175 | |
| 04/05/2020 10:22:27 > epoch 3 updates 4340 loss: 0.2566 lr: 9.7741e-04 gnorm: 0.2676 | |
| 04/05/2020 10:22:30 > epoch 3 updates 4360 loss: 0.3481 lr: 9.7741e-04 gnorm: 0.4247 | |
| 04/05/2020 10:22:33 > epoch 3 updates 4380 loss: 0.2676 lr: 9.7741e-04 gnorm: 0.3319 | |
| 04/05/2020 10:22:36 > epoch 3 updates 4400 loss: 0.3470 lr: 9.7741e-04 gnorm: 0.4325 | |
| 04/05/2020 10:22:39 > epoch 3 updates 4420 loss: 0.3125 lr: 9.7741e-04 gnorm: 0.3345 | |
| 04/05/2020 10:22:42 > epoch 3 updates 4440 loss: 0.2996 lr: 9.7741e-04 gnorm: 0.3194 | |
| 04/05/2020 10:22:45 > epoch 3 updates 4460 loss: 0.2640 lr: 9.7741e-04 gnorm: 0.2529 | |
| 04/05/2020 10:22:48 > epoch 3 updates 4480 loss: 0.2904 lr: 9.7741e-04 gnorm: 0.3511 | |
| 04/05/2020 10:22:51 > epoch 3 updates 4500 loss: 0.3889 lr: 9.7741e-04 gnorm: 0.3972 | |
| 04/05/2020 10:22:54 train loss: 0.2921 lr: 9.7741e-04 gnorm: 0.3217 clip: 0 | |
| 04/05/2020 10:22:54 valid loss: 0.3261 auc: 0.9359 f1: 0.8527 acc: 0.8557 [BEST: 0.8608] | |
| 04/05/2020 10:22:54 Epoch: 4 | |
| 04/05/2020 10:23:00 > epoch 4 updates 4520 loss: 0.3190 lr: 9.7741e-04 gnorm: 0.5541 | |
| 04/05/2020 10:23:03 > epoch 4 updates 4540 loss: 0.2720 lr: 9.7741e-04 gnorm: 0.3509 | |
| 04/05/2020 10:23:06 > epoch 4 updates 4560 loss: 0.2503 lr: 9.7741e-04 gnorm: 0.3804 | |
| 04/05/2020 10:23:08 > epoch 4 updates 4580 loss: 0.2584 lr: 9.7741e-04 gnorm: 0.2488 | |
| 04/05/2020 10:23:11 > epoch 4 updates 4600 loss: 0.2797 lr: 9.7741e-04 gnorm: 0.2863 | |
| 04/05/2020 10:23:14 > epoch 4 updates 4620 loss: 0.3185 lr: 9.7741e-04 gnorm: 0.4305 | |
| 04/05/2020 10:23:17 > epoch 4 updates 4640 loss: 0.2780 lr: 9.7741e-04 gnorm: 0.3394 | |
| 04/05/2020 10:23:20 > epoch 4 updates 4660 loss: 0.2730 lr: 9.7741e-04 gnorm: 0.3002 | |
| 04/05/2020 10:23:23 > epoch 4 updates 4680 loss: 0.2388 lr: 9.7741e-04 gnorm: 0.2679 | |
| 04/05/2020 10:23:26 > epoch 4 updates 4700 loss: 0.3028 lr: 9.7741e-04 gnorm: 0.3076 | |
| 04/05/2020 10:23:29 > epoch 4 updates 4720 loss: 0.2498 lr: 9.7741e-04 gnorm: 0.2633 | |
| 04/05/2020 10:23:32 > epoch 4 updates 4740 loss: 0.2697 lr: 9.7741e-04 gnorm: 0.3344 | |
| 04/05/2020 10:23:35 > epoch 4 updates 4760 loss: 0.2506 lr: 9.7741e-04 gnorm: 0.2575 | |
| 04/05/2020 10:23:38 > epoch 4 updates 4780 loss: 0.3211 lr: 9.7741e-04 gnorm: 0.3705 | |
| 04/05/2020 10:23:41 > epoch 4 updates 4800 loss: 0.3477 lr: 9.7741e-04 gnorm: 0.4191 | |
| 04/05/2020 10:23:44 > epoch 4 updates 4820 loss: 0.2525 lr: 9.7741e-04 gnorm: 0.3207 | |
| 04/05/2020 10:23:47 > epoch 4 updates 4840 loss: 0.2954 lr: 9.7741e-04 gnorm: 0.3201 | |
| 04/05/2020 10:23:50 > epoch 4 updates 4860 loss: 0.2496 lr: 9.7741e-04 gnorm: 0.2712 | |
| 04/05/2020 10:23:53 > epoch 4 updates 4880 loss: 0.2763 lr: 9.7741e-04 gnorm: 0.3382 | |
| 04/05/2020 10:23:56 > epoch 4 updates 4900 loss: 0.2920 lr: 9.7741e-04 gnorm: 0.2870 | |
| 04/05/2020 10:23:58 > epoch 4 updates 4920 loss: 0.2160 lr: 9.7741e-04 gnorm: 0.2528 | |
| 04/05/2020 10:24:01 > epoch 4 updates 4940 loss: 0.2429 lr: 9.7741e-04 gnorm: 0.2610 | |
| 04/05/2020 10:24:04 > epoch 4 updates 4960 loss: 0.3160 lr: 9.7741e-04 gnorm: 0.3582 | |
| 04/05/2020 10:24:07 > epoch 4 updates 4980 loss: 0.2619 lr: 9.7741e-04 gnorm: 0.3336 | |
| 04/05/2020 10:24:10 > epoch 4 updates 5000 loss: 0.1828 lr: 9.7741e-04 gnorm: 0.2560 | |
| 04/05/2020 10:24:13 > epoch 4 updates 5020 loss: 0.3312 lr: 9.2854e-04 gnorm: 0.3808 | |
| 04/05/2020 10:24:16 > epoch 4 updates 5040 loss: 0.2516 lr: 9.2854e-04 gnorm: 0.2992 | |
| 04/05/2020 10:24:19 > epoch 4 updates 5060 loss: 0.2483 lr: 9.2854e-04 gnorm: 0.3027 | |
| 04/05/2020 10:24:22 > epoch 4 updates 5080 loss: 0.3289 lr: 9.2854e-04 gnorm: 0.4235 | |
| 04/05/2020 10:24:25 > epoch 4 updates 5100 loss: 0.2643 lr: 9.2854e-04 gnorm: 0.2823 | |
| 04/05/2020 10:24:28 > epoch 4 updates 5120 loss: 0.2581 lr: 9.2854e-04 gnorm: 0.3363 | |
| 04/05/2020 10:24:31 > epoch 4 updates 5140 loss: 0.2711 lr: 9.2854e-04 gnorm: 0.3040 | |
| 04/05/2020 10:24:34 > epoch 4 updates 5160 loss: 0.2430 lr: 9.2854e-04 gnorm: 0.2722 | |
| 04/05/2020 10:24:37 > epoch 4 updates 5180 loss: 0.2737 lr: 9.2854e-04 gnorm: 0.2921 | |
| 04/05/2020 10:24:40 > epoch 4 updates 5200 loss: 0.2521 lr: 9.2854e-04 gnorm: 0.2968 | |
| 04/05/2020 10:24:43 > epoch 4 updates 5220 loss: 0.2565 lr: 9.2854e-04 gnorm: 0.3056 | |
| 04/05/2020 10:24:46 > epoch 4 updates 5240 loss: 0.2169 lr: 9.2854e-04 gnorm: 0.2718 | |
| 04/05/2020 10:24:49 > epoch 4 updates 5260 loss: 0.2128 lr: 9.2854e-04 gnorm: 0.2669 | |
| 04/05/2020 10:24:52 > epoch 4 updates 5280 loss: 0.2170 lr: 9.2854e-04 gnorm: 0.3024 | |
| 04/05/2020 10:24:55 > epoch 4 updates 5300 loss: 0.2878 lr: 9.2854e-04 gnorm: 0.3395 | |
| 04/05/2020 10:24:58 > epoch 4 updates 5320 loss: 0.2178 lr: 9.2854e-04 gnorm: 0.2291 | |
| 04/05/2020 10:25:01 > epoch 4 updates 5340 loss: 0.2555 lr: 9.2854e-04 gnorm: 0.2610 | |
| 04/05/2020 10:25:04 > epoch 4 updates 5360 loss: 0.2406 lr: 9.2854e-04 gnorm: 0.3332 | |
| 04/05/2020 10:25:07 > epoch 4 updates 5380 loss: 0.2565 lr: 9.2854e-04 gnorm: 0.3422 | |
| 04/05/2020 10:25:10 > epoch 4 updates 5400 loss: 0.2845 lr: 9.2854e-04 gnorm: 0.3016 | |
| 04/05/2020 10:25:13 > epoch 4 updates 5420 loss: 0.2402 lr: 9.2854e-04 gnorm: 0.2489 | |
| 04/05/2020 10:25:16 > epoch 4 updates 5440 loss: 0.2816 lr: 9.2854e-04 gnorm: 0.3346 | |
| 04/05/2020 10:25:19 > epoch 4 updates 5460 loss: 0.2504 lr: 9.2854e-04 gnorm: 0.3245 | |
| 04/05/2020 10:25:22 > epoch 4 updates 5480 loss: 0.2917 lr: 9.2854e-04 gnorm: 0.2887 | |
| 04/05/2020 10:25:25 > epoch 4 updates 5500 loss: 0.2743 lr: 9.2854e-04 gnorm: 0.3519 | |
| 04/05/2020 10:25:28 > epoch 4 updates 5520 loss: 0.2435 lr: 9.2854e-04 gnorm: 0.2797 | |
| 04/05/2020 10:25:31 > epoch 4 updates 5540 loss: 0.2815 lr: 9.2854e-04 gnorm: 0.3065 | |
| 04/05/2020 10:25:33 > epoch 4 updates 5560 loss: 0.3032 lr: 9.2854e-04 gnorm: 0.2965 | |
| 04/05/2020 10:25:37 > epoch 4 updates 5580 loss: 0.3092 lr: 9.2854e-04 gnorm: 0.3167 | |
| 04/05/2020 10:25:39 > epoch 4 updates 5600 loss: 0.2454 lr: 9.2854e-04 gnorm: 0.2358 | |
| 04/05/2020 10:25:42 > epoch 4 updates 5620 loss: 0.2738 lr: 9.2854e-04 gnorm: 0.3195 | |
| 04/05/2020 10:25:45 > epoch 4 updates 5640 loss: 0.3458 lr: 9.2854e-04 gnorm: 0.4261 | |
| 04/05/2020 10:25:48 > epoch 4 updates 5660 loss: 0.2812 lr: 9.2854e-04 gnorm: 0.3037 | |
| 04/05/2020 10:25:51 > epoch 4 updates 5680 loss: 0.2167 lr: 9.2854e-04 gnorm: 0.2624 | |
| 04/05/2020 10:25:54 > epoch 4 updates 5700 loss: 0.2724 lr: 9.2854e-04 gnorm: 0.3436 | |
| 04/05/2020 10:25:57 > epoch 4 updates 5720 loss: 0.2575 lr: 9.2854e-04 gnorm: 0.3106 | |
| 04/05/2020 10:26:00 > epoch 4 updates 5740 loss: 0.3171 lr: 9.2854e-04 gnorm: 0.3474 | |
| 04/05/2020 10:26:02 > epoch 4 updates 5760 loss: 0.2542 lr: 9.2854e-04 gnorm: 0.3015 | |
| 04/05/2020 10:26:05 > epoch 4 updates 5780 loss: 0.2704 lr: 9.2854e-04 gnorm: 0.3114 | |
| 04/05/2020 10:26:08 > epoch 4 updates 5800 loss: 0.3250 lr: 9.2854e-04 gnorm: 0.3715 | |
| 04/05/2020 10:26:11 > epoch 4 updates 5820 loss: 0.2827 lr: 9.2854e-04 gnorm: 0.3066 | |
| 04/05/2020 10:26:14 > epoch 4 updates 5840 loss: 0.2874 lr: 9.2854e-04 gnorm: 0.3126 | |
| 04/05/2020 10:26:17 > epoch 4 updates 5860 loss: 0.2076 lr: 9.2854e-04 gnorm: 0.2321 | |
| 04/05/2020 10:26:20 > epoch 4 updates 5880 loss: 0.2617 lr: 9.2854e-04 gnorm: 0.3035 | |
| 04/05/2020 10:26:23 > epoch 4 updates 5900 loss: 0.2846 lr: 9.2854e-04 gnorm: 0.3618 | |
| 04/05/2020 10:26:26 > epoch 4 updates 5920 loss: 0.2546 lr: 9.2854e-04 gnorm: 0.3136 | |
| 04/05/2020 10:26:29 > epoch 4 updates 5940 loss: 0.2935 lr: 9.2854e-04 gnorm: 0.2630 | |
| 04/05/2020 10:26:32 > epoch 4 updates 5960 loss: 0.2588 lr: 9.2854e-04 gnorm: 0.2638 | |
| 04/05/2020 10:26:34 > epoch 4 updates 5980 loss: 0.2446 lr: 9.2854e-04 gnorm: 0.2825 | |
| 04/05/2020 10:26:37 > epoch 4 updates 6000 loss: 0.2758 lr: 9.2854e-04 gnorm: 0.2924 | |
| 04/05/2020 10:26:40 train loss: 0.2687 lr: 9.4095e-04 gnorm: 0.3107 clip: 0 | |
| 04/05/2020 10:26:40 valid loss: 0.2983 auc: 0.9436 f1: 0.8750 acc: 0.8695 [NEW BEST] | |
| 04/05/2020 10:26:43 valid loss: 0.2967 auc: 0.9437 f1: 0.8750 acc: 0.8712 [NEW BEST] | |
| 04/05/2020 10:26:43 Epoch: 5 | |
| 04/05/2020 10:26:48 > epoch 5 updates 6020 loss: 0.1724 lr: 8.8211e-04 gnorm: 0.2864 | |
| 04/05/2020 10:26:51 > epoch 5 updates 6040 loss: 0.2167 lr: 8.8211e-04 gnorm: 0.2647 | |
| 04/05/2020 10:26:54 > epoch 5 updates 6060 loss: 0.2564 lr: 8.8211e-04 gnorm: 0.3292 | |
| 04/05/2020 10:26:57 > epoch 5 updates 6080 loss: 0.2520 lr: 8.8211e-04 gnorm: 0.3006 | |
| 04/05/2020 10:27:00 > epoch 5 updates 6100 loss: 0.2551 lr: 8.8211e-04 gnorm: 0.3039 | |
| 04/05/2020 10:27:03 > epoch 5 updates 6120 loss: 0.2181 lr: 8.8211e-04 gnorm: 0.2969 | |
| 04/05/2020 10:27:06 > epoch 5 updates 6140 loss: 0.2421 lr: 8.8211e-04 gnorm: 0.3359 | |
| 04/05/2020 10:27:09 > epoch 5 updates 6160 loss: 0.2477 lr: 8.8211e-04 gnorm: 0.2934 | |
| 04/05/2020 10:27:12 > epoch 5 updates 6180 loss: 0.2453 lr: 8.8211e-04 gnorm: 0.3601 | |
| 04/05/2020 10:27:15 > epoch 5 updates 6200 loss: 0.2893 lr: 8.8211e-04 gnorm: 0.3731 | |
| 04/05/2020 10:27:18 > epoch 5 updates 6220 loss: 0.2093 lr: 8.8211e-04 gnorm: 0.2749 | |
| 04/05/2020 10:27:21 > epoch 5 updates 6240 loss: 0.1646 lr: 8.8211e-04 gnorm: 0.2773 | |
| 04/05/2020 10:27:24 > epoch 5 updates 6260 loss: 0.2123 lr: 8.8211e-04 gnorm: 0.3537 | |
| 04/05/2020 10:27:27 > epoch 5 updates 6280 loss: 0.2041 lr: 8.8211e-04 gnorm: 0.2652 | |
| 04/05/2020 10:27:29 > epoch 5 updates 6300 loss: 0.2185 lr: 8.8211e-04 gnorm: 0.3041 | |
| 04/05/2020 10:27:32 > epoch 5 updates 6320 loss: 0.2529 lr: 8.8211e-04 gnorm: 0.4192 | |
| 04/05/2020 10:27:35 > epoch 5 updates 6340 loss: 0.2457 lr: 8.8211e-04 gnorm: 0.2993 | |
| 04/05/2020 10:27:38 > epoch 5 updates 6360 loss: 0.2873 lr: 8.8211e-04 gnorm: 0.3315 | |
| 04/05/2020 10:27:41 > epoch 5 updates 6380 loss: 0.2326 lr: 8.8211e-04 gnorm: 0.3118 | |
| 04/05/2020 10:27:44 > epoch 5 updates 6400 loss: 0.2882 lr: 8.8211e-04 gnorm: 0.3592 | |
| 04/05/2020 10:27:47 > epoch 5 updates 6420 loss: 0.2613 lr: 8.8211e-04 gnorm: 0.2731 | |
| 04/05/2020 10:27:50 > epoch 5 updates 6440 loss: 0.1986 lr: 8.8211e-04 gnorm: 0.2527 | |
| 04/05/2020 10:27:53 > epoch 5 updates 6460 loss: 0.2087 lr: 8.8211e-04 gnorm: 0.2886 | |
| 04/05/2020 10:27:56 > epoch 5 updates 6480 loss: 0.2440 lr: 8.8211e-04 gnorm: 0.2528 | |
| 04/05/2020 10:27:59 > epoch 5 updates 6500 loss: 0.2589 lr: 8.8211e-04 gnorm: 0.2810 | |
| 04/05/2020 10:28:02 > epoch 5 updates 6520 loss: 0.2101 lr: 8.8211e-04 gnorm: 0.2682 | |
| 04/05/2020 10:28:05 > epoch 5 updates 6540 loss: 0.2694 lr: 8.8211e-04 gnorm: 0.3242 | |
| 04/05/2020 10:28:08 > epoch 5 updates 6560 loss: 0.3020 lr: 8.8211e-04 gnorm: 0.3477 | |
| 04/05/2020 10:28:11 > epoch 5 updates 6580 loss: 0.2354 lr: 8.8211e-04 gnorm: 0.2813 | |
| 04/05/2020 10:28:14 > epoch 5 updates 6600 loss: 0.2982 lr: 8.8211e-04 gnorm: 0.3124 | |
| 04/05/2020 10:28:17 > epoch 5 updates 6620 loss: 0.2159 lr: 8.8211e-04 gnorm: 0.3464 | |
| 04/05/2020 10:28:20 > epoch 5 updates 6640 loss: 0.2450 lr: 8.8211e-04 gnorm: 0.2583 | |
| 04/05/2020 10:28:22 > epoch 5 updates 6660 loss: 0.2411 lr: 8.8211e-04 gnorm: 0.3014 | |
| 04/05/2020 10:28:25 > epoch 5 updates 6680 loss: 0.2833 lr: 8.8211e-04 gnorm: 0.3152 | |
| 04/05/2020 10:28:28 > epoch 5 updates 6700 loss: 0.2652 lr: 8.8211e-04 gnorm: 0.3174 | |
| 04/05/2020 10:28:31 > epoch 5 updates 6720 loss: 0.1821 lr: 8.8211e-04 gnorm: 0.2193 | |
| 04/05/2020 10:28:34 > epoch 5 updates 6740 loss: 0.2659 lr: 8.8211e-04 gnorm: 0.3063 | |
| 04/05/2020 10:28:37 > epoch 5 updates 6760 loss: 0.2555 lr: 8.8211e-04 gnorm: 0.3173 | |
| 04/05/2020 10:28:40 > epoch 5 updates 6780 loss: 0.2237 lr: 8.8211e-04 gnorm: 0.2959 | |
| 04/05/2020 10:28:43 > epoch 5 updates 6800 loss: 0.2381 lr: 8.8211e-04 gnorm: 0.2586 | |
| 04/05/2020 10:28:46 > epoch 5 updates 6820 loss: 0.2498 lr: 8.8211e-04 gnorm: 0.2631 | |
| 04/05/2020 10:28:49 > epoch 5 updates 6840 loss: 0.2902 lr: 8.8211e-04 gnorm: 0.3218 | |
| 04/05/2020 10:28:51 > epoch 5 updates 6860 loss: 0.2302 lr: 8.8211e-04 gnorm: 0.2512 | |
| 04/05/2020 10:28:54 > epoch 5 updates 6880 loss: 0.2437 lr: 8.8211e-04 gnorm: 0.2855 | |
| 04/05/2020 10:28:57 > epoch 5 updates 6900 loss: 0.2603 lr: 8.8211e-04 gnorm: 0.2811 | |
| 04/05/2020 10:29:00 > epoch 5 updates 6920 loss: 0.2345 lr: 8.8211e-04 gnorm: 0.3192 | |
| 04/05/2020 10:29:03 > epoch 5 updates 6940 loss: 0.2337 lr: 8.8211e-04 gnorm: 0.2758 | |
| 04/05/2020 10:29:06 > epoch 5 updates 6960 loss: 0.2060 lr: 8.8211e-04 gnorm: 0.3292 | |
| 04/05/2020 10:29:09 > epoch 5 updates 6980 loss: 0.2648 lr: 8.8211e-04 gnorm: 0.3032 | |
| 04/05/2020 10:29:12 > epoch 5 updates 7000 loss: 0.2793 lr: 8.8211e-04 gnorm: 0.3297 | |
| 04/05/2020 10:29:15 > epoch 5 updates 7020 loss: 0.3143 lr: 8.3800e-04 gnorm: 0.3315 | |
| 04/05/2020 10:29:18 > epoch 5 updates 7040 loss: 0.1896 lr: 8.3800e-04 gnorm: 0.2432 | |
| 04/05/2020 10:29:21 > epoch 5 updates 7060 loss: 0.2682 lr: 8.3800e-04 gnorm: 0.3642 | |
| 04/05/2020 10:29:24 > epoch 5 updates 7080 loss: 0.2791 lr: 8.3800e-04 gnorm: 0.2624 | |
| 04/05/2020 10:29:27 > epoch 5 updates 7100 loss: 0.2223 lr: 8.3800e-04 gnorm: 0.2478 | |
| 04/05/2020 10:29:30 > epoch 5 updates 7120 loss: 0.2081 lr: 8.3800e-04 gnorm: 0.2408 | |
| 04/05/2020 10:29:33 > epoch 5 updates 7140 loss: 0.2522 lr: 8.3800e-04 gnorm: 0.2804 | |
| 04/05/2020 10:29:36 > epoch 5 updates 7160 loss: 0.2529 lr: 8.3800e-04 gnorm: 0.4084 | |
| 04/05/2020 10:29:39 > epoch 5 updates 7180 loss: 0.2110 lr: 8.3800e-04 gnorm: 0.2299 | |
| 04/05/2020 10:29:42 > epoch 5 updates 7200 loss: 0.2338 lr: 8.3800e-04 gnorm: 0.2655 | |
| 04/05/2020 10:29:45 > epoch 5 updates 7220 loss: 0.2384 lr: 8.3800e-04 gnorm: 0.3024 | |
| 04/05/2020 10:29:48 > epoch 5 updates 7240 loss: 0.2604 lr: 8.3800e-04 gnorm: 0.2767 | |
| 04/05/2020 10:29:50 > epoch 5 updates 7260 loss: 0.2177 lr: 8.3800e-04 gnorm: 0.2633 | |
| 04/05/2020 10:29:53 > epoch 5 updates 7280 loss: 0.2324 lr: 8.3800e-04 gnorm: 0.2683 | |
| 04/05/2020 10:29:56 > epoch 5 updates 7300 loss: 0.2346 lr: 8.3800e-04 gnorm: 0.3401 | |
| 04/05/2020 10:29:59 > epoch 5 updates 7320 loss: 0.2376 lr: 8.3800e-04 gnorm: 0.2702 | |
| 04/05/2020 10:30:02 > epoch 5 updates 7340 loss: 0.2191 lr: 8.3800e-04 gnorm: 0.2838 | |
| 04/05/2020 10:30:05 > epoch 5 updates 7360 loss: 0.2201 lr: 8.3800e-04 gnorm: 0.2576 | |
| 04/05/2020 10:30:08 > epoch 5 updates 7380 loss: 0.1910 lr: 8.3800e-04 gnorm: 0.2525 | |
| 04/05/2020 10:30:11 > epoch 5 updates 7400 loss: 0.2168 lr: 8.3800e-04 gnorm: 0.2670 | |
| 04/05/2020 10:30:14 > epoch 5 updates 7420 loss: 0.2597 lr: 8.3800e-04 gnorm: 0.3181 | |
| 04/05/2020 10:30:17 > epoch 5 updates 7440 loss: 0.3110 lr: 8.3800e-04 gnorm: 0.3175 | |
| 04/05/2020 10:30:20 > epoch 5 updates 7460 loss: 0.2419 lr: 8.3800e-04 gnorm: 0.2485 | |
| 04/05/2020 10:30:23 > epoch 5 updates 7480 loss: 0.2375 lr: 8.3800e-04 gnorm: 0.3159 | |
| 04/05/2020 10:30:26 > epoch 5 updates 7500 loss: 0.2622 lr: 8.3800e-04 gnorm: 0.2902 | |
| 04/05/2020 10:30:30 train loss: 0.2419 lr: 8.6360e-04 gnorm: 0.2949 clip: 0 | |
| 04/05/2020 10:30:30 valid loss: 0.2925 auc: 0.9455 f1: 0.8761 acc: 0.8731 [NEW BEST] | |
| 04/05/2020 10:30:30 Epoch: 6 | |
| 04/05/2020 10:30:34 > epoch 6 updates 7520 loss: 0.2483 lr: 8.3800e-04 gnorm: 0.3056 | |
| 04/05/2020 10:30:37 > epoch 6 updates 7540 loss: 0.2260 lr: 8.3800e-04 gnorm: 0.3100 | |
| 04/05/2020 10:30:40 > epoch 6 updates 7560 loss: 0.2053 lr: 8.3800e-04 gnorm: 0.2845 | |
| 04/05/2020 10:30:43 > epoch 6 updates 7580 loss: 0.2407 lr: 8.3800e-04 gnorm: 0.3121 | |
| 04/05/2020 10:30:46 > epoch 6 updates 7600 loss: 0.2141 lr: 8.3800e-04 gnorm: 0.2810 | |
| 04/05/2020 10:30:49 > epoch 6 updates 7620 loss: 0.2392 lr: 8.3800e-04 gnorm: 0.2803 | |
| 04/05/2020 10:30:52 > epoch 6 updates 7640 loss: 0.1827 lr: 8.3800e-04 gnorm: 0.2647 | |
| 04/05/2020 10:30:55 > epoch 6 updates 7660 loss: 0.2437 lr: 8.3800e-04 gnorm: 0.2889 | |
| 04/05/2020 10:30:58 > epoch 6 updates 7680 loss: 0.2646 lr: 8.3800e-04 gnorm: 0.3070 | |
| 04/05/2020 10:31:01 > epoch 6 updates 7700 loss: 0.2212 lr: 8.3800e-04 gnorm: 0.2821 | |
| 04/05/2020 10:31:04 > epoch 6 updates 7720 loss: 0.2050 lr: 8.3800e-04 gnorm: 0.2818 | |
| 04/05/2020 10:31:07 > epoch 6 updates 7740 loss: 0.2055 lr: 8.3800e-04 gnorm: 0.3912 | |
| 04/05/2020 10:31:10 > epoch 6 updates 7760 loss: 0.2160 lr: 8.3800e-04 gnorm: 0.2900 | |
| 04/05/2020 10:31:13 > epoch 6 updates 7780 loss: 0.1545 lr: 8.3800e-04 gnorm: 0.2603 | |
| 04/05/2020 10:31:15 > epoch 6 updates 7800 loss: 0.2335 lr: 8.3800e-04 gnorm: 0.2842 | |
| 04/05/2020 10:31:18 > epoch 6 updates 7820 loss: 0.3122 lr: 8.3800e-04 gnorm: 0.3908 | |
| 04/05/2020 10:31:21 > epoch 6 updates 7840 loss: 0.2333 lr: 8.3800e-04 gnorm: 0.2849 | |
| 04/05/2020 10:31:24 > epoch 6 updates 7860 loss: 0.2357 lr: 8.3800e-04 gnorm: 0.2877 | |
| 04/05/2020 10:31:27 > epoch 6 updates 7880 loss: 0.2247 lr: 8.3800e-04 gnorm: 0.3379 | |
| 04/05/2020 10:31:30 > epoch 6 updates 7900 loss: 0.2070 lr: 8.3800e-04 gnorm: 0.2803 | |
| 04/05/2020 10:31:33 > epoch 6 updates 7920 loss: 0.2381 lr: 8.3800e-04 gnorm: 0.2914 | |
| 04/05/2020 10:31:36 > epoch 6 updates 7940 loss: 0.2892 lr: 8.3800e-04 gnorm: 0.3856 | |
| 04/05/2020 10:31:39 > epoch 6 updates 7960 loss: 0.2193 lr: 8.3800e-04 gnorm: 0.2746 | |
| 04/05/2020 10:31:42 > epoch 6 updates 7980 loss: 0.2537 lr: 8.3800e-04 gnorm: 0.3434 | |
| 04/05/2020 10:31:45 > epoch 6 updates 8000 loss: 0.3235 lr: 8.3800e-04 gnorm: 0.3837 | |
| 04/05/2020 10:31:47 train loss: 0.2344 lr: 8.3800e-04 gnorm: 0.3084 clip: 0 | |
| 04/05/2020 10:31:47 valid loss: 0.3014 auc: 0.9444 f1: 0.8761 acc: 0.8706 [BEST: 0.8731] | |
| 04/05/2020 10:31:50 > epoch 6 updates 8020 loss: 0.2329 lr: 7.9610e-04 gnorm: 0.3041 | |
| 04/05/2020 10:31:53 > epoch 6 updates 8040 loss: 0.2072 lr: 7.9610e-04 gnorm: 0.3180 | |
| 04/05/2020 10:31:56 > epoch 6 updates 8060 loss: 0.1475 lr: 7.9610e-04 gnorm: 0.2465 | |
| 04/05/2020 10:31:59 > epoch 6 updates 8080 loss: 0.2772 lr: 7.9610e-04 gnorm: 0.3267 | |
| 04/05/2020 10:32:02 > epoch 6 updates 8100 loss: 0.2951 lr: 7.9610e-04 gnorm: 0.3493 | |
| 04/05/2020 10:32:04 > epoch 6 updates 8120 loss: 0.2314 lr: 7.9610e-04 gnorm: 0.2436 | |
| 04/05/2020 10:32:07 > epoch 6 updates 8140 loss: 0.2222 lr: 7.9610e-04 gnorm: 0.2760 | |
| 04/05/2020 10:32:10 > epoch 6 updates 8160 loss: 0.2423 lr: 7.9610e-04 gnorm: 0.3286 | |
| 04/05/2020 10:32:13 > epoch 6 updates 8180 loss: 0.2431 lr: 7.9610e-04 gnorm: 0.3219 | |
| 04/05/2020 10:32:16 > epoch 6 updates 8200 loss: 0.2535 lr: 7.9610e-04 gnorm: 0.3033 | |
| 04/05/2020 10:32:19 > epoch 6 updates 8220 loss: 0.2132 lr: 7.9610e-04 gnorm: 0.2682 | |
| 04/05/2020 10:32:22 > epoch 6 updates 8240 loss: 0.2224 lr: 7.9610e-04 gnorm: 0.2976 | |
| 04/05/2020 10:32:25 > epoch 6 updates 8260 loss: 0.2257 lr: 7.9610e-04 gnorm: 0.3354 | |
| 04/05/2020 10:32:28 > epoch 6 updates 8280 loss: 0.2410 lr: 7.9610e-04 gnorm: 0.2872 | |
| 04/05/2020 10:32:31 > epoch 6 updates 8300 loss: 0.2502 lr: 7.9610e-04 gnorm: 0.3228 | |
| 04/05/2020 10:32:34 > epoch 6 updates 8320 loss: 0.2676 lr: 7.9610e-04 gnorm: 0.2852 | |
| 04/05/2020 10:32:36 > epoch 6 updates 8340 loss: 0.2013 lr: 7.9610e-04 gnorm: 0.4286 | |
| 04/05/2020 10:32:39 > epoch 6 updates 8360 loss: 0.2355 lr: 7.9610e-04 gnorm: 0.3012 | |
| 04/05/2020 10:32:42 > epoch 6 updates 8380 loss: 0.2696 lr: 7.9610e-04 gnorm: 0.3210 | |
| 04/05/2020 10:32:45 > epoch 6 updates 8400 loss: 0.2326 lr: 7.9610e-04 gnorm: 0.4008 | |
| 04/05/2020 10:32:48 > epoch 6 updates 8420 loss: 0.2213 lr: 7.9610e-04 gnorm: 0.2829 | |
| 04/05/2020 10:32:51 > epoch 6 updates 8440 loss: 0.2472 lr: 7.9610e-04 gnorm: 0.3142 | |
| 04/05/2020 10:32:54 > epoch 6 updates 8460 loss: 0.2640 lr: 7.9610e-04 gnorm: 0.3023 | |
| 04/05/2020 10:32:57 > epoch 6 updates 8480 loss: 0.2152 lr: 7.9610e-04 gnorm: 0.3197 | |
| 04/05/2020 10:33:00 > epoch 6 updates 8500 loss: 0.2810 lr: 7.9610e-04 gnorm: 0.3135 | |
| 04/05/2020 10:33:03 > epoch 6 updates 8520 loss: 0.2793 lr: 7.9610e-04 gnorm: 0.3311 | |
| 04/05/2020 10:33:06 > epoch 6 updates 8540 loss: 0.2093 lr: 7.9610e-04 gnorm: 0.2492 | |
| 04/05/2020 10:33:09 > epoch 6 updates 8560 loss: 0.2310 lr: 7.9610e-04 gnorm: 0.3101 | |
| 04/05/2020 10:33:12 > epoch 6 updates 8580 loss: 0.2164 lr: 7.9610e-04 gnorm: 0.2840 | |
| 04/05/2020 10:33:14 > epoch 6 updates 8600 loss: 0.2638 lr: 7.9610e-04 gnorm: 0.3766 | |
| 04/05/2020 10:33:17 > epoch 6 updates 8620 loss: 0.2455 lr: 7.9610e-04 gnorm: 0.3258 | |
| 04/05/2020 10:33:20 > epoch 6 updates 8640 loss: 0.2166 lr: 7.9610e-04 gnorm: 0.2485 | |
| 04/05/2020 10:33:23 > epoch 6 updates 8660 loss: 0.1953 lr: 7.9610e-04 gnorm: 0.2752 | |
| 04/05/2020 10:33:26 > epoch 6 updates 8680 loss: 0.3124 lr: 7.9610e-04 gnorm: 0.3623 | |
| 04/05/2020 10:33:29 > epoch 6 updates 8700 loss: 0.2483 lr: 7.9610e-04 gnorm: 0.2837 | |
| 04/05/2020 10:33:32 > epoch 6 updates 8720 loss: 0.2144 lr: 7.9610e-04 gnorm: 0.2841 | |
| 04/05/2020 10:33:35 > epoch 6 updates 8740 loss: 0.2336 lr: 7.9610e-04 gnorm: 0.2835 | |
| 04/05/2020 10:33:38 > epoch 6 updates 8760 loss: 0.2847 lr: 7.9610e-04 gnorm: 0.3162 | |
| 04/05/2020 10:33:41 > epoch 6 updates 8780 loss: 0.2366 lr: 7.9610e-04 gnorm: 0.2800 | |
| 04/05/2020 10:33:44 > epoch 6 updates 8800 loss: 0.2503 lr: 7.9610e-04 gnorm: 0.2588 | |
| 04/05/2020 10:33:47 > epoch 6 updates 8820 loss: 0.2070 lr: 7.9610e-04 gnorm: 0.2507 | |
| 04/05/2020 10:33:50 > epoch 6 updates 8840 loss: 0.1848 lr: 7.9610e-04 gnorm: 0.2781 | |
| 04/05/2020 10:33:53 > epoch 6 updates 8860 loss: 0.2313 lr: 7.9610e-04 gnorm: 0.2638 | |
| 04/05/2020 10:33:55 > epoch 6 updates 8880 loss: 0.2803 lr: 7.9610e-04 gnorm: 0.3291 | |
| 04/05/2020 10:33:58 > epoch 6 updates 8900 loss: 0.2518 lr: 7.9610e-04 gnorm: 0.2992 | |
| 04/05/2020 10:34:01 > epoch 6 updates 8920 loss: 0.2273 lr: 7.9610e-04 gnorm: 0.2296 | |
| 04/05/2020 10:34:05 > epoch 6 updates 8940 loss: 0.2855 lr: 7.9610e-04 gnorm: 0.3888 | |
| 04/05/2020 10:34:08 > epoch 6 updates 8960 loss: 0.2375 lr: 7.9610e-04 gnorm: 0.3266 | |
| 04/05/2020 10:34:11 > epoch 6 updates 8980 loss: 0.2751 lr: 7.9610e-04 gnorm: 0.3369 | |
| 04/05/2020 10:34:13 > epoch 6 updates 9000 loss: 0.2057 lr: 7.9610e-04 gnorm: 0.2337 | |
| 04/05/2020 10:34:17 train loss: 0.2398 lr: 7.9610e-04 gnorm: 0.3033 clip: 0 | |
| 04/05/2020 10:34:17 valid loss: 0.2946 auc: 0.9462 f1: 0.8759 acc: 0.8717 [BEST: 0.8731] | |
| 04/05/2020 10:34:17 Epoch: 7 | |
| 04/05/2020 10:34:21 > epoch 7 updates 9020 loss: 0.2025 lr: 7.5630e-04 gnorm: 0.2474 | |
| 04/05/2020 10:34:24 > epoch 7 updates 9040 loss: 0.2879 lr: 7.5630e-04 gnorm: 0.4639 | |
| 04/05/2020 10:34:27 > epoch 7 updates 9060 loss: 0.2147 lr: 7.5630e-04 gnorm: 0.3111 | |
| 04/05/2020 10:34:30 > epoch 7 updates 9080 loss: 0.1820 lr: 7.5630e-04 gnorm: 0.3254 | |
| 04/05/2020 10:34:33 > epoch 7 updates 9100 loss: 0.2807 lr: 7.5630e-04 gnorm: 0.3769 | |
| 04/05/2020 10:34:36 > epoch 7 updates 9120 loss: 0.2267 lr: 7.5630e-04 gnorm: 0.3317 | |
| 04/05/2020 10:34:39 > epoch 7 updates 9140 loss: 0.2542 lr: 7.5630e-04 gnorm: 0.3070 | |
| 04/05/2020 10:34:42 > epoch 7 updates 9160 loss: 0.2281 lr: 7.5630e-04 gnorm: 0.3040 | |
| 04/05/2020 10:34:45 > epoch 7 updates 9180 loss: 0.2446 lr: 7.5630e-04 gnorm: 0.3153 | |
| 04/05/2020 10:34:48 > epoch 7 updates 9200 loss: 0.1853 lr: 7.5630e-04 gnorm: 0.2817 | |
| 04/05/2020 10:34:51 > epoch 7 updates 9220 loss: 0.2543 lr: 7.5630e-04 gnorm: 0.3453 | |
| 04/05/2020 10:34:54 > epoch 7 updates 9240 loss: 0.1661 lr: 7.5630e-04 gnorm: 0.3405 | |
| 04/05/2020 10:34:57 > epoch 7 updates 9260 loss: 0.1980 lr: 7.5630e-04 gnorm: 0.3472 | |
| 04/05/2020 10:35:00 > epoch 7 updates 9280 loss: 0.2196 lr: 7.5630e-04 gnorm: 0.2693 | |
| 04/05/2020 10:35:03 > epoch 7 updates 9300 loss: 0.2177 lr: 7.5630e-04 gnorm: 0.3010 | |
| 04/05/2020 10:35:06 > epoch 7 updates 9320 loss: 0.2252 lr: 7.5630e-04 gnorm: 0.3031 | |
| 04/05/2020 10:35:09 > epoch 7 updates 9340 loss: 0.1346 lr: 7.5630e-04 gnorm: 0.2289 | |
| 04/05/2020 10:35:12 > epoch 7 updates 9360 loss: 0.2192 lr: 7.5630e-04 gnorm: 0.2773 | |
| 04/05/2020 10:35:15 > epoch 7 updates 9380 loss: 0.1561 lr: 7.5630e-04 gnorm: 0.2289 | |
| 04/05/2020 10:35:18 > epoch 7 updates 9400 loss: 0.2057 lr: 7.5630e-04 gnorm: 0.2850 | |
| 04/05/2020 10:35:21 > epoch 7 updates 9420 loss: 0.2313 lr: 7.5630e-04 gnorm: 0.2667 | |
| 04/05/2020 10:35:24 > epoch 7 updates 9440 loss: 0.2245 lr: 7.5630e-04 gnorm: 0.3852 | |
| 04/05/2020 10:35:27 > epoch 7 updates 9460 loss: 0.2277 lr: 7.5630e-04 gnorm: 0.2925 | |
| 04/05/2020 10:35:30 > epoch 7 updates 9480 loss: 0.2101 lr: 7.5630e-04 gnorm: 0.3165 | |
| 04/05/2020 10:35:33 > epoch 7 updates 9500 loss: 0.2387 lr: 7.5630e-04 gnorm: 0.3417 | |
| 04/05/2020 10:35:36 > epoch 7 updates 9520 loss: 0.2105 lr: 7.5630e-04 gnorm: 0.3060 | |
| 04/05/2020 10:35:39 > epoch 7 updates 9540 loss: 0.1946 lr: 7.5630e-04 gnorm: 0.3013 | |
| 04/05/2020 10:35:42 > epoch 7 updates 9560 loss: 0.1678 lr: 7.5630e-04 gnorm: 0.2727 | |
| 04/05/2020 10:35:45 > epoch 7 updates 9580 loss: 0.1922 lr: 7.5630e-04 gnorm: 0.3206 | |
| 04/05/2020 10:35:48 > epoch 7 updates 9600 loss: 0.1639 lr: 7.5630e-04 gnorm: 0.2748 | |
| 04/05/2020 10:35:50 > epoch 7 updates 9620 loss: 0.2477 lr: 7.5630e-04 gnorm: 0.3351 | |
| 04/05/2020 10:35:53 > epoch 7 updates 9640 loss: 0.2522 lr: 7.5630e-04 gnorm: 0.3611 | |
| 04/05/2020 10:35:56 > epoch 7 updates 9660 loss: 0.2117 lr: 7.5630e-04 gnorm: 0.3852 | |
| 04/05/2020 10:35:59 > epoch 7 updates 9680 loss: 0.2151 lr: 7.5630e-04 gnorm: 0.3101 | |
| 04/05/2020 10:36:02 > epoch 7 updates 9700 loss: 0.2032 lr: 7.5630e-04 gnorm: 0.2617 | |
| 04/05/2020 10:36:05 > epoch 7 updates 9720 loss: 0.2686 lr: 7.5630e-04 gnorm: 0.3647 | |
| 04/05/2020 10:36:08 > epoch 7 updates 9740 loss: 0.2817 lr: 7.5630e-04 gnorm: 0.3764 | |
| 04/05/2020 10:36:11 > epoch 7 updates 9760 loss: 0.2942 lr: 7.5630e-04 gnorm: 0.3397 | |
| 04/05/2020 10:36:14 > epoch 7 updates 9780 loss: 0.2551 lr: 7.5630e-04 gnorm: 0.3492 | |
| 04/05/2020 10:36:17 > epoch 7 updates 9800 loss: 0.2192 lr: 7.5630e-04 gnorm: 0.3205 | |
| 04/05/2020 10:36:20 > epoch 7 updates 9820 loss: 0.2288 lr: 7.5630e-04 gnorm: 0.3464 | |
| 04/05/2020 10:36:23 > epoch 7 updates 9840 loss: 0.2224 lr: 7.5630e-04 gnorm: 0.2896 | |
| 04/05/2020 10:36:26 > epoch 7 updates 9860 loss: 0.1807 lr: 7.5630e-04 gnorm: 0.2476 | |
| 04/05/2020 10:36:28 > epoch 7 updates 9880 loss: 0.2154 lr: 7.5630e-04 gnorm: 0.2930 | |
| 04/05/2020 10:36:31 > epoch 7 updates 9900 loss: 0.2695 lr: 7.5630e-04 gnorm: 0.3402 | |
| 04/05/2020 10:36:34 > epoch 7 updates 9920 loss: 0.2348 lr: 7.5630e-04 gnorm: 0.3710 | |
| 04/05/2020 10:36:37 > epoch 7 updates 9940 loss: 0.2726 lr: 7.5630e-04 gnorm: 0.3701 | |
| 04/05/2020 10:36:40 > epoch 7 updates 9960 loss: 0.1850 lr: 7.5630e-04 gnorm: 0.2218 | |
| 04/05/2020 10:36:43 > epoch 7 updates 9980 loss: 0.2146 lr: 7.5630e-04 gnorm: 0.3439 | |
| 04/05/2020 10:36:46 > epoch 7 updates 10000 loss: 0.1983 lr: 7.5630e-04 gnorm: 0.3988 | |
| 04/05/2020 10:36:48 train loss: 0.2211 lr: 7.5630e-04 gnorm: 0.3186 clip: 0 | |
| 04/05/2020 10:36:48 valid loss: 0.2768 auc: 0.9516 f1: 0.8822 acc: 0.8797 [NEW BEST] | |
| 04/05/2020 10:36:51 > epoch 7 updates 10020 loss: 0.2338 lr: 7.1848e-04 gnorm: 0.2924 | |
| 04/05/2020 10:36:54 > epoch 7 updates 10040 loss: 0.1848 lr: 7.1848e-04 gnorm: 0.2984 | |
| 04/05/2020 10:36:57 > epoch 7 updates 10060 loss: 0.2033 lr: 7.1848e-04 gnorm: 0.2609 | |
| 04/05/2020 10:37:00 > epoch 7 updates 10080 loss: 0.2650 lr: 7.1848e-04 gnorm: 0.3020 | |
| 04/05/2020 10:37:03 > epoch 7 updates 10100 loss: 0.2196 lr: 7.1848e-04 gnorm: 0.2901 | |
| 04/05/2020 10:37:06 > epoch 7 updates 10120 loss: 0.2231 lr: 7.1848e-04 gnorm: 0.2928 | |
| 04/05/2020 10:37:09 > epoch 7 updates 10140 loss: 0.2266 lr: 7.1848e-04 gnorm: 0.3436 | |
| 04/05/2020 10:37:12 > epoch 7 updates 10160 loss: 0.2301 lr: 7.1848e-04 gnorm: 0.3211 | |
| 04/05/2020 10:37:14 > epoch 7 updates 10180 loss: 0.1943 lr: 7.1848e-04 gnorm: 0.2853 | |
| 04/05/2020 10:37:17 > epoch 7 updates 10200 loss: 0.2009 lr: 7.1848e-04 gnorm: 0.3029 | |
| 04/05/2020 10:37:20 > epoch 7 updates 10220 loss: 0.2180 lr: 7.1848e-04 gnorm: 0.3342 | |
| 04/05/2020 10:37:23 > epoch 7 updates 10240 loss: 0.1932 lr: 7.1848e-04 gnorm: 0.2829 | |
| 04/05/2020 10:37:26 > epoch 7 updates 10260 loss: 0.2386 lr: 7.1848e-04 gnorm: 0.3561 | |
| 04/05/2020 10:37:29 > epoch 7 updates 10280 loss: 0.1970 lr: 7.1848e-04 gnorm: 0.3333 | |
| 04/05/2020 10:37:32 > epoch 7 updates 10300 loss: 0.2730 lr: 7.1848e-04 gnorm: 0.3365 | |
| 04/05/2020 10:37:35 > epoch 7 updates 10320 loss: 0.2048 lr: 7.1848e-04 gnorm: 0.2707 | |
| 04/05/2020 10:37:37 > epoch 7 updates 10340 loss: 0.2254 lr: 7.1848e-04 gnorm: 0.2590 | |
| 04/05/2020 10:37:40 > epoch 7 updates 10360 loss: 0.2127 lr: 7.1848e-04 gnorm: 0.2942 | |
| 04/05/2020 10:37:43 > epoch 7 updates 10380 loss: 0.1967 lr: 7.1848e-04 gnorm: 0.3186 | |
| 04/05/2020 10:37:46 > epoch 7 updates 10400 loss: 0.1813 lr: 7.1848e-04 gnorm: 0.2505 | |
| 04/05/2020 10:37:49 > epoch 7 updates 10420 loss: 0.2131 lr: 7.1848e-04 gnorm: 0.3690 | |
| 04/05/2020 10:37:52 > epoch 7 updates 10440 loss: 0.2543 lr: 7.1848e-04 gnorm: 0.3480 | |
| 04/05/2020 10:37:55 > epoch 7 updates 10460 loss: 0.2255 lr: 7.1848e-04 gnorm: 0.3301 | |
| 04/05/2020 10:37:58 > epoch 7 updates 10480 loss: 0.2443 lr: 7.1848e-04 gnorm: 0.3031 | |
| 04/05/2020 10:38:01 > epoch 7 updates 10500 loss: 0.1864 lr: 7.1848e-04 gnorm: 0.2524 | |
| 04/05/2020 10:38:04 train loss: 0.2178 lr: 7.1848e-04 gnorm: 0.3053 clip: 0 | |
| 04/05/2020 10:38:04 valid loss: 0.2804 auc: 0.9508 f1: 0.8814 acc: 0.8769 [BEST: 0.8797] | |
| 04/05/2020 10:38:04 Epoch: 8 | |
| 04/05/2020 10:38:09 > epoch 8 updates 10520 loss: 0.1549 lr: 7.1848e-04 gnorm: 0.2393 | |
| 04/05/2020 10:38:12 > epoch 8 updates 10540 loss: 0.2027 lr: 7.1848e-04 gnorm: 0.3706 | |
| 04/05/2020 10:38:15 > epoch 8 updates 10560 loss: 0.2000 lr: 7.1848e-04 gnorm: 0.2948 | |
| 04/05/2020 10:38:18 > epoch 8 updates 10580 loss: 0.2128 lr: 7.1848e-04 gnorm: 0.3658 | |
| 04/05/2020 10:38:21 > epoch 8 updates 10600 loss: 0.2179 lr: 7.1848e-04 gnorm: 0.3506 | |
| 04/05/2020 10:38:24 > epoch 8 updates 10620 loss: 0.1524 lr: 7.1848e-04 gnorm: 0.2406 | |
| 04/05/2020 10:38:27 > epoch 8 updates 10640 loss: 0.1736 lr: 7.1848e-04 gnorm: 0.3041 | |
| 04/05/2020 10:38:30 > epoch 8 updates 10660 loss: 0.1950 lr: 7.1848e-04 gnorm: 0.3274 | |
| 04/05/2020 10:38:33 > epoch 8 updates 10680 loss: 0.1930 lr: 7.1848e-04 gnorm: 0.2740 | |
| 04/05/2020 10:38:36 > epoch 8 updates 10700 loss: 0.1885 lr: 7.1848e-04 gnorm: 0.3446 | |
| 04/05/2020 10:38:39 > epoch 8 updates 10720 loss: 0.2299 lr: 7.1848e-04 gnorm: 0.4243 | |
| 04/05/2020 10:38:42 > epoch 8 updates 10740 loss: 0.1921 lr: 7.1848e-04 gnorm: 0.3160 | |
| 04/05/2020 10:38:45 > epoch 8 updates 10760 loss: 0.1815 lr: 7.1848e-04 gnorm: 0.2862 | |
| 04/05/2020 10:38:48 > epoch 8 updates 10780 loss: 0.1654 lr: 7.1848e-04 gnorm: 0.3130 | |
| 04/05/2020 10:38:50 > epoch 8 updates 10800 loss: 0.2233 lr: 7.1848e-04 gnorm: 0.2809 | |
| 04/05/2020 10:38:53 > epoch 8 updates 10820 loss: 0.2142 lr: 7.1848e-04 gnorm: 0.3780 | |
| 04/05/2020 10:38:56 > epoch 8 updates 10840 loss: 0.2066 lr: 7.1848e-04 gnorm: 0.3321 | |
| 04/05/2020 10:38:59 > epoch 8 updates 10860 loss: 0.2147 lr: 7.1848e-04 gnorm: 0.2786 | |
| 04/05/2020 10:39:02 > epoch 8 updates 10880 loss: 0.2000 lr: 7.1848e-04 gnorm: 0.2561 | |
| 04/05/2020 10:39:05 > epoch 8 updates 10900 loss: 0.1727 lr: 7.1848e-04 gnorm: 0.2708 | |
| 04/05/2020 10:39:08 > epoch 8 updates 10920 loss: 0.2701 lr: 7.1848e-04 gnorm: 0.3958 | |
| 04/05/2020 10:39:11 > epoch 8 updates 10940 loss: 0.2424 lr: 7.1848e-04 gnorm: 0.3480 | |
| 04/05/2020 10:39:14 > epoch 8 updates 10960 loss: 0.2348 lr: 7.1848e-04 gnorm: 0.3483 | |
| 04/05/2020 10:39:17 > epoch 8 updates 10980 loss: 0.2523 lr: 7.1848e-04 gnorm: 0.3725 | |
| 04/05/2020 10:39:20 > epoch 8 updates 11000 loss: 0.1939 lr: 7.1848e-04 gnorm: 0.3058 | |
| 04/05/2020 10:39:23 > epoch 8 updates 11020 loss: 0.1225 lr: 6.8256e-04 gnorm: 0.2385 | |
| 04/05/2020 10:39:26 > epoch 8 updates 11040 loss: 0.1668 lr: 6.8256e-04 gnorm: 0.2714 | |
| 04/05/2020 10:39:29 > epoch 8 updates 11060 loss: 0.2131 lr: 6.8256e-04 gnorm: 0.2906 | |
| 04/05/2020 10:39:32 > epoch 8 updates 11080 loss: 0.1920 lr: 6.8256e-04 gnorm: 0.3341 | |
| 04/05/2020 10:39:35 > epoch 8 updates 11100 loss: 0.1821 lr: 6.8256e-04 gnorm: 0.2842 | |
| 04/05/2020 10:39:38 > epoch 8 updates 11120 loss: 0.2478 lr: 6.8256e-04 gnorm: 0.3154 | |
| 04/05/2020 10:39:40 > epoch 8 updates 11140 loss: 0.1854 lr: 6.8256e-04 gnorm: 0.2987 | |
| 04/05/2020 10:39:43 > epoch 8 updates 11160 loss: 0.2260 lr: 6.8256e-04 gnorm: 0.3020 | |
| 04/05/2020 10:39:46 > epoch 8 updates 11180 loss: 0.1798 lr: 6.8256e-04 gnorm: 0.2717 | |
| 04/05/2020 10:39:49 > epoch 8 updates 11200 loss: 0.2340 lr: 6.8256e-04 gnorm: 0.3354 | |
| 04/05/2020 10:39:52 > epoch 8 updates 11220 loss: 0.1802 lr: 6.8256e-04 gnorm: 0.3205 | |
| 04/05/2020 10:39:55 > epoch 8 updates 11240 loss: 0.2372 lr: 6.8256e-04 gnorm: 0.4055 | |
| 04/05/2020 10:39:58 > epoch 8 updates 11260 loss: 0.2002 lr: 6.8256e-04 gnorm: 0.3595 | |
| 04/05/2020 10:40:01 > epoch 8 updates 11280 loss: 0.2249 lr: 6.8256e-04 gnorm: 0.2797 | |
| 04/05/2020 10:40:04 > epoch 8 updates 11300 loss: 0.1635 lr: 6.8256e-04 gnorm: 0.2482 | |
| 04/05/2020 10:40:07 > epoch 8 updates 11320 loss: 0.2081 lr: 6.8256e-04 gnorm: 0.3440 | |
| 04/05/2020 10:40:09 > epoch 8 updates 11340 loss: 0.2160 lr: 6.8256e-04 gnorm: 0.3118 | |
| 04/05/2020 10:40:13 > epoch 8 updates 11360 loss: 0.2441 lr: 6.8256e-04 gnorm: 0.3369 | |
| 04/05/2020 10:40:15 > epoch 8 updates 11380 loss: 0.2188 lr: 6.8256e-04 gnorm: 0.3069 | |
| 04/05/2020 10:40:18 > epoch 8 updates 11400 loss: 0.2389 lr: 6.8256e-04 gnorm: 0.3864 | |
| 04/05/2020 10:40:21 > epoch 8 updates 11420 loss: 0.2291 lr: 6.8256e-04 gnorm: 0.3227 | |
| 04/05/2020 10:40:24 > epoch 8 updates 11440 loss: 0.1952 lr: 6.8256e-04 gnorm: 0.3408 | |
| 04/05/2020 10:40:27 > epoch 8 updates 11460 loss: 0.2104 lr: 6.8256e-04 gnorm: 0.3029 | |
| 04/05/2020 10:40:30 > epoch 8 updates 11480 loss: 0.1767 lr: 6.8256e-04 gnorm: 0.2930 | |
| 04/05/2020 10:40:33 > epoch 8 updates 11500 loss: 0.2105 lr: 6.8256e-04 gnorm: 0.3199 | |
| 04/05/2020 10:40:36 > epoch 8 updates 11520 loss: 0.2233 lr: 6.8256e-04 gnorm: 0.3447 | |
| 04/05/2020 10:40:39 > epoch 8 updates 11540 loss: 0.2902 lr: 6.8256e-04 gnorm: 0.3819 | |
| 04/05/2020 10:40:42 > epoch 8 updates 11560 loss: 0.1677 lr: 6.8256e-04 gnorm: 0.2892 | |
| 04/05/2020 10:40:45 > epoch 8 updates 11580 loss: 0.1937 lr: 6.8256e-04 gnorm: 0.3055 | |
| 04/05/2020 10:40:47 > epoch 8 updates 11600 loss: 0.2181 lr: 6.8256e-04 gnorm: 0.2921 | |
| 04/05/2020 10:40:50 > epoch 8 updates 11620 loss: 0.1832 lr: 6.8256e-04 gnorm: 0.2725 | |
| 04/05/2020 10:40:53 > epoch 8 updates 11640 loss: 0.2392 lr: 6.8256e-04 gnorm: 0.3012 | |
| 04/05/2020 10:40:56 > epoch 8 updates 11660 loss: 0.1661 lr: 6.8256e-04 gnorm: 0.2465 | |
| 04/05/2020 10:40:59 > epoch 8 updates 11680 loss: 0.2426 lr: 6.8256e-04 gnorm: 0.3524 | |
| 04/05/2020 10:41:02 > epoch 8 updates 11700 loss: 0.1912 lr: 6.8256e-04 gnorm: 0.2715 | |
| 04/05/2020 10:41:05 > epoch 8 updates 11720 loss: 0.1739 lr: 6.8256e-04 gnorm: 0.2928 | |
| 04/05/2020 10:41:08 > epoch 8 updates 11740 loss: 0.2048 lr: 6.8256e-04 gnorm: 0.2999 | |
| 04/05/2020 10:41:11 > epoch 8 updates 11760 loss: 0.2072 lr: 6.8256e-04 gnorm: 0.3155 | |
| 04/05/2020 10:41:14 > epoch 8 updates 11780 loss: 0.2287 lr: 6.8256e-04 gnorm: 0.3267 | |
| 04/05/2020 10:41:17 > epoch 8 updates 11800 loss: 0.2398 lr: 6.8256e-04 gnorm: 0.3174 | |
| 04/05/2020 10:41:20 > epoch 8 updates 11820 loss: 0.1441 lr: 6.8256e-04 gnorm: 0.2732 | |
| 04/05/2020 10:41:23 > epoch 8 updates 11840 loss: 0.1992 lr: 6.8256e-04 gnorm: 0.2906 | |
| 04/05/2020 10:41:26 > epoch 8 updates 11860 loss: 0.2210 lr: 6.8256e-04 gnorm: 0.3863 | |
| 04/05/2020 10:41:29 > epoch 8 updates 11880 loss: 0.2149 lr: 6.8256e-04 gnorm: 0.3614 | |
| 04/05/2020 10:41:32 > epoch 8 updates 11900 loss: 0.1807 lr: 6.8256e-04 gnorm: 0.2842 | |
| 04/05/2020 10:41:35 > epoch 8 updates 11920 loss: 0.2064 lr: 6.8256e-04 gnorm: 0.3270 | |
| 04/05/2020 10:41:38 > epoch 8 updates 11940 loss: 0.1949 lr: 6.8256e-04 gnorm: 0.3070 | |
| 04/05/2020 10:41:41 > epoch 8 updates 11960 loss: 0.1673 lr: 6.8256e-04 gnorm: 0.2770 | |
| 04/05/2020 10:41:44 > epoch 8 updates 11980 loss: 0.2186 lr: 6.8256e-04 gnorm: 0.3147 | |
| 04/05/2020 10:41:47 > epoch 8 updates 12000 loss: 0.1994 lr: 6.8256e-04 gnorm: 0.2894 | |
| 04/05/2020 10:41:49 train loss: 0.2044 lr: 6.9168e-04 gnorm: 0.3135 clip: 0 | |
| 04/05/2020 10:41:49 valid loss: 0.2842 auc: 0.9511 f1: 0.8834 acc: 0.8808 [NEW BEST] | |
| 04/05/2020 10:41:53 valid loss: 0.2856 auc: 0.9518 f1: 0.8795 acc: 0.8802 [BEST: 0.8808] | |
| 04/05/2020 10:41:53 Epoch: 9 | |
| 04/05/2020 10:41:57 > epoch 9 updates 12020 loss: 0.1558 lr: 6.4843e-04 gnorm: 0.2288 | |
| 04/05/2020 10:42:00 > epoch 9 updates 12040 loss: 0.1521 lr: 6.4843e-04 gnorm: 0.2867 | |
| 04/05/2020 10:42:03 > epoch 9 updates 12060 loss: 0.2413 lr: 6.4843e-04 gnorm: 0.3853 | |
| 04/05/2020 10:42:06 > epoch 9 updates 12080 loss: 0.2446 lr: 6.4843e-04 gnorm: 0.4045 | |
| 04/05/2020 10:42:09 > epoch 9 updates 12100 loss: 0.1610 lr: 6.4843e-04 gnorm: 0.3079 | |
| 04/05/2020 10:42:12 > epoch 9 updates 12120 loss: 0.1693 lr: 6.4843e-04 gnorm: 0.2937 | |
| 04/05/2020 10:42:15 > epoch 9 updates 12140 loss: 0.2051 lr: 6.4843e-04 gnorm: 0.2769 | |
| 04/05/2020 10:42:18 > epoch 9 updates 12160 loss: 0.1874 lr: 6.4843e-04 gnorm: 0.2799 | |
| 04/05/2020 10:42:21 > epoch 9 updates 12180 loss: 0.1738 lr: 6.4843e-04 gnorm: 0.3163 | |
| 04/05/2020 10:42:24 > epoch 9 updates 12200 loss: 0.1975 lr: 6.4843e-04 gnorm: 0.3007 | |
| 04/05/2020 10:42:27 > epoch 9 updates 12220 loss: 0.1641 lr: 6.4843e-04 gnorm: 0.3416 | |
| 04/05/2020 10:42:29 > epoch 9 updates 12240 loss: 0.1777 lr: 6.4843e-04 gnorm: 0.3136 | |
| 04/05/2020 10:42:32 > epoch 9 updates 12260 loss: 0.2277 lr: 6.4843e-04 gnorm: 0.3632 | |
| 04/05/2020 10:42:35 > epoch 9 updates 12280 loss: 0.2048 lr: 6.4843e-04 gnorm: 0.3160 | |
| 04/05/2020 10:42:38 > epoch 9 updates 12300 loss: 0.1802 lr: 6.4843e-04 gnorm: 0.3157 | |
| 04/05/2020 10:42:41 > epoch 9 updates 12320 loss: 0.1524 lr: 6.4843e-04 gnorm: 0.3314 | |
| 04/05/2020 10:42:44 > epoch 9 updates 12340 loss: 0.1493 lr: 6.4843e-04 gnorm: 0.3292 | |
| 04/05/2020 10:42:47 > epoch 9 updates 12360 loss: 0.1531 lr: 6.4843e-04 gnorm: 0.2798 | |
| 04/05/2020 10:42:50 > epoch 9 updates 12380 loss: 0.1935 lr: 6.4843e-04 gnorm: 0.4169 | |
| 04/05/2020 10:42:53 > epoch 9 updates 12400 loss: 0.1680 lr: 6.4843e-04 gnorm: 0.2830 | |
| 04/05/2020 10:42:56 > epoch 9 updates 12420 loss: 0.1954 lr: 6.4843e-04 gnorm: 0.3841 | |
| 04/05/2020 10:42:59 > epoch 9 updates 12440 loss: 0.2634 lr: 6.4843e-04 gnorm: 0.4117 | |
| 04/05/2020 10:43:02 > epoch 9 updates 12460 loss: 0.1691 lr: 6.4843e-04 gnorm: 0.3381 | |
| 04/05/2020 10:43:05 > epoch 9 updates 12480 loss: 0.2168 lr: 6.4843e-04 gnorm: 0.3545 | |
| 04/05/2020 10:43:08 > epoch 9 updates 12500 loss: 0.1855 lr: 6.4843e-04 gnorm: 0.2712 | |
| 04/05/2020 10:43:11 > epoch 9 updates 12520 loss: 0.1509 lr: 6.4843e-04 gnorm: 0.3150 | |
| 04/05/2020 10:43:14 > epoch 9 updates 12540 loss: 0.1723 lr: 6.4843e-04 gnorm: 0.3053 | |
| 04/05/2020 10:43:16 > epoch 9 updates 12560 loss: 0.2208 lr: 6.4843e-04 gnorm: 0.3586 | |
| 04/05/2020 10:43:19 > epoch 9 updates 12580 loss: 0.2379 lr: 6.4843e-04 gnorm: 0.3260 | |
| 04/05/2020 10:43:22 > epoch 9 updates 12600 loss: 0.2432 lr: 6.4843e-04 gnorm: 0.4092 | |
| 04/05/2020 10:43:25 > epoch 9 updates 12620 loss: 0.2539 lr: 6.4843e-04 gnorm: 0.3811 | |
| 04/05/2020 10:43:28 > epoch 9 updates 12640 loss: 0.1638 lr: 6.4843e-04 gnorm: 0.2784 | |
| 04/05/2020 10:43:31 > epoch 9 updates 12660 loss: 0.2239 lr: 6.4843e-04 gnorm: 0.3808 | |
| 04/05/2020 10:43:34 > epoch 9 updates 12680 loss: 0.2091 lr: 6.4843e-04 gnorm: 0.3220 | |
| 04/05/2020 10:43:37 > epoch 9 updates 12700 loss: 0.2100 lr: 6.4843e-04 gnorm: 0.3134 | |
| 04/05/2020 10:43:40 > epoch 9 updates 12720 loss: 0.2006 lr: 6.4843e-04 gnorm: 0.3151 | |
| 04/05/2020 10:43:43 > epoch 9 updates 12740 loss: 0.1481 lr: 6.4843e-04 gnorm: 0.2835 | |
| 04/05/2020 10:43:46 > epoch 9 updates 12760 loss: 0.1975 lr: 6.4843e-04 gnorm: 0.2934 | |
| 04/05/2020 10:43:49 > epoch 9 updates 12780 loss: 0.2318 lr: 6.4843e-04 gnorm: 0.3799 | |
| 04/05/2020 10:43:52 > epoch 9 updates 12800 loss: 0.2053 lr: 6.4843e-04 gnorm: 0.3733 | |
| 04/05/2020 10:43:55 > epoch 9 updates 12820 loss: 0.1808 lr: 6.4843e-04 gnorm: 0.3343 | |
| 04/05/2020 10:43:58 > epoch 9 updates 12840 loss: 0.2050 lr: 6.4843e-04 gnorm: 0.3927 | |
| 04/05/2020 10:44:01 > epoch 9 updates 12860 loss: 0.1493 lr: 6.4843e-04 gnorm: 0.2493 | |
| 04/05/2020 10:44:04 > epoch 9 updates 12880 loss: 0.1852 lr: 6.4843e-04 gnorm: 0.3468 | |
| 04/05/2020 10:44:07 > epoch 9 updates 12900 loss: 0.2096 lr: 6.4843e-04 gnorm: 0.3314 | |
| 04/05/2020 10:44:10 > epoch 9 updates 12920 loss: 0.1808 lr: 6.4843e-04 gnorm: 0.3212 | |
| 04/05/2020 10:44:13 > epoch 9 updates 12940 loss: 0.2472 lr: 6.4843e-04 gnorm: 0.3411 | |
| 04/05/2020 10:44:16 > epoch 9 updates 12960 loss: 0.1769 lr: 6.4843e-04 gnorm: 0.3164 | |
| 04/05/2020 10:44:19 > epoch 9 updates 12980 loss: 0.2997 lr: 6.4843e-04 gnorm: 0.4907 | |
| 04/05/2020 10:44:22 > epoch 9 updates 13000 loss: 0.2860 lr: 6.4843e-04 gnorm: 0.3607 | |
| 04/05/2020 10:44:24 > epoch 9 updates 13020 loss: 0.2223 lr: 6.1601e-04 gnorm: 0.3012 | |
| 04/05/2020 10:44:27 > epoch 9 updates 13040 loss: 0.1941 lr: 6.1601e-04 gnorm: 0.4181 | |
| 04/05/2020 10:44:30 > epoch 9 updates 13060 loss: 0.1780 lr: 6.1601e-04 gnorm: 0.2746 | |
| 04/05/2020 10:44:33 > epoch 9 updates 13080 loss: 0.1702 lr: 6.1601e-04 gnorm: 0.2998 | |
| 04/05/2020 10:44:36 > epoch 9 updates 13100 loss: 0.2250 lr: 6.1601e-04 gnorm: 0.3615 | |
| 04/05/2020 10:44:39 > epoch 9 updates 13120 loss: 0.2050 lr: 6.1601e-04 gnorm: 0.3505 | |
| 04/05/2020 10:44:42 > epoch 9 updates 13140 loss: 0.1765 lr: 6.1601e-04 gnorm: 0.3211 | |
| 04/05/2020 10:44:45 > epoch 9 updates 13160 loss: 0.2107 lr: 6.1601e-04 gnorm: 0.3682 | |
| 04/05/2020 10:44:48 > epoch 9 updates 13180 loss: 0.1954 lr: 6.1601e-04 gnorm: 0.4444 | |
| 04/05/2020 10:44:51 > epoch 9 updates 13200 loss: 0.2560 lr: 6.1601e-04 gnorm: 0.3913 | |
| 04/05/2020 10:44:54 > epoch 9 updates 13220 loss: 0.1691 lr: 6.1601e-04 gnorm: 0.2895 | |
| 04/05/2020 10:44:57 > epoch 9 updates 13240 loss: 0.1989 lr: 6.1601e-04 gnorm: 0.3128 | |
| 04/05/2020 10:45:00 > epoch 9 updates 13260 loss: 0.1931 lr: 6.1601e-04 gnorm: 0.2970 | |
| 04/05/2020 10:45:03 > epoch 9 updates 13280 loss: 0.2076 lr: 6.1601e-04 gnorm: 0.3065 | |
| 04/05/2020 10:45:06 > epoch 9 updates 13300 loss: 0.1973 lr: 6.1601e-04 gnorm: 0.3240 | |
| 04/05/2020 10:45:08 > epoch 9 updates 13320 loss: 0.2235 lr: 6.1601e-04 gnorm: 0.3557 | |
| 04/05/2020 10:45:11 > epoch 9 updates 13340 loss: 0.1767 lr: 6.1601e-04 gnorm: 0.3161 | |
| 04/05/2020 10:45:14 > epoch 9 updates 13360 loss: 0.2609 lr: 6.1601e-04 gnorm: 0.4437 | |
| 04/05/2020 10:45:17 > epoch 9 updates 13380 loss: 0.1670 lr: 6.1601e-04 gnorm: 0.2990 | |
| 04/05/2020 10:45:20 > epoch 9 updates 13400 loss: 0.2343 lr: 6.1601e-04 gnorm: 0.3209 | |
| 04/05/2020 10:45:23 > epoch 9 updates 13420 loss: 0.2426 lr: 6.1601e-04 gnorm: 0.3321 | |
| 04/05/2020 10:45:26 > epoch 9 updates 13440 loss: 0.1661 lr: 6.1601e-04 gnorm: 0.2844 | |
| 04/05/2020 10:45:29 > epoch 9 updates 13460 loss: 0.1892 lr: 6.1601e-04 gnorm: 0.3250 | |
| 04/05/2020 10:45:32 > epoch 9 updates 13480 loss: 0.1410 lr: 6.1601e-04 gnorm: 0.2295 | |
| 04/05/2020 10:45:35 > epoch 9 updates 13500 loss: 0.1265 lr: 6.1601e-04 gnorm: 0.2489 | |
| 04/05/2020 10:45:40 train loss: 0.1981 lr: 6.3483e-04 gnorm: 0.3316 clip: 0 | |
| 04/05/2020 10:45:40 valid loss: 0.2792 auc: 0.9526 f1: 0.8872 acc: 0.8843 [NEW BEST] | |
| 04/05/2020 10:45:40 Epoch: 10 | |
| 04/05/2020 10:45:45 > epoch 10 updates 13520 loss: 0.1972 lr: 6.1601e-04 gnorm: 0.3649 | |
| 04/05/2020 10:45:48 > epoch 10 updates 13540 loss: 0.1850 lr: 6.1601e-04 gnorm: 0.2979 | |
| 04/05/2020 10:45:51 > epoch 10 updates 13560 loss: 0.1526 lr: 6.1601e-04 gnorm: 0.3366 | |
| 04/05/2020 10:45:54 > epoch 10 updates 13580 loss: 0.1946 lr: 6.1601e-04 gnorm: 0.3318 | |
| 04/05/2020 10:45:57 > epoch 10 updates 13600 loss: 0.1773 lr: 6.1601e-04 gnorm: 0.3263 | |
| 04/05/2020 10:46:01 > epoch 10 updates 13620 loss: 0.1315 lr: 6.1601e-04 gnorm: 0.2852 | |
| 04/05/2020 10:46:04 > epoch 10 updates 13640 loss: 0.1876 lr: 6.1601e-04 gnorm: 0.3301 | |
| 04/05/2020 10:46:07 > epoch 10 updates 13660 loss: 0.1878 lr: 6.1601e-04 gnorm: 0.4295 | |
| 04/05/2020 10:46:10 > epoch 10 updates 13680 loss: 0.1628 lr: 6.1601e-04 gnorm: 0.2813 | |
| 04/05/2020 10:46:13 > epoch 10 updates 13700 loss: 0.1726 lr: 6.1601e-04 gnorm: 0.3209 | |
| 04/05/2020 10:46:15 > epoch 10 updates 13720 loss: 0.1824 lr: 6.1601e-04 gnorm: 0.2492 | |
| 04/05/2020 10:46:18 > epoch 10 updates 13740 loss: 0.1599 lr: 6.1601e-04 gnorm: 0.2874 | |
| 04/05/2020 10:46:21 > epoch 10 updates 13760 loss: 0.2299 lr: 6.1601e-04 gnorm: 0.3928 | |
| 04/05/2020 10:46:24 > epoch 10 updates 13780 loss: 0.1621 lr: 6.1601e-04 gnorm: 0.4121 | |
| 04/05/2020 10:46:27 > epoch 10 updates 13800 loss: 0.1792 lr: 6.1601e-04 gnorm: 0.3964 | |
| 04/05/2020 10:46:30 > epoch 10 updates 13820 loss: 0.1997 lr: 6.1601e-04 gnorm: 0.3123 | |
| 04/05/2020 10:46:33 > epoch 10 updates 13840 loss: 0.1384 lr: 6.1601e-04 gnorm: 0.2914 | |
| 04/05/2020 10:46:36 > epoch 10 updates 13860 loss: 0.1960 lr: 6.1601e-04 gnorm: 0.3827 | |
| 04/05/2020 10:46:39 > epoch 10 updates 13880 loss: 0.1948 lr: 6.1601e-04 gnorm: 0.3475 | |
| 04/05/2020 10:46:42 > epoch 10 updates 13900 loss: 0.1496 lr: 6.1601e-04 gnorm: 0.4057 | |
| 04/05/2020 10:46:45 > epoch 10 updates 13920 loss: 0.1937 lr: 6.1601e-04 gnorm: 0.3632 | |
| 04/05/2020 10:46:48 > epoch 10 updates 13940 loss: 0.1812 lr: 6.1601e-04 gnorm: 0.2961 | |
| 04/05/2020 10:46:51 > epoch 10 updates 13960 loss: 0.1789 lr: 6.1601e-04 gnorm: 0.3597 | |
| 04/05/2020 10:46:54 > epoch 10 updates 13980 loss: 0.1564 lr: 6.1601e-04 gnorm: 0.3262 | |
| 04/05/2020 10:46:56 > epoch 10 updates 14000 loss: 0.1908 lr: 6.1601e-04 gnorm: 0.2837 | |
| 04/05/2020 10:46:58 train loss: 0.1777 lr: 6.1601e-04 gnorm: 0.3367 clip: 0 | |
| 04/05/2020 10:46:58 valid loss: 0.2889 auc: 0.9509 f1: 0.8841 acc: 0.8811 [BEST: 0.8843] | |
| 04/05/2020 10:47:01 > epoch 10 updates 14020 loss: 0.2824 lr: 5.8521e-04 gnorm: 0.4273 | |
| 04/05/2020 10:47:04 > epoch 10 updates 14040 loss: 0.1467 lr: 5.8521e-04 gnorm: 0.2622 | |
| 04/05/2020 10:47:08 train loss: 0.2142 lr: 5.8521e-04 gnorm: 0.3443 clip: 0 | |
| 04/05/2020 10:47:08 valid loss: 0.2938 auc: 0.9516 f1: 0.8839 acc: 0.8801 [BEST: 0.8843] | |
| 04/05/2020 10:47:09 > epoch 10 updates 14060 loss: 0.1454 lr: 5.8521e-04 gnorm: 0.3065 | |
| 04/05/2020 10:47:12 > epoch 10 updates 14080 loss: 0.1763 lr: 5.8521e-04 gnorm: 0.3270 | |
| 04/05/2020 10:47:15 > epoch 10 updates 14100 loss: 0.1489 lr: 5.8521e-04 gnorm: 0.3032 | |
| 04/05/2020 10:47:17 train loss: 0.1569 lr: 5.8521e-04 gnorm: 0.3122 clip: 0 | |
| 04/05/2020 10:47:17 valid loss: 0.2825 auc: 0.9525 f1: 0.8844 acc: 0.8824 [BEST: 0.8843] | |
| 04/05/2020 10:47:20 > epoch 10 updates 14120 loss: 0.1326 lr: 5.8521e-04 gnorm: 0.2638 | |
| 04/05/2020 10:47:23 > epoch 10 updates 14140 loss: 0.1308 lr: 5.8521e-04 gnorm: 0.3086 | |
| 04/05/2020 10:47:26 train loss: 0.1317 lr: 5.8521e-04 gnorm: 0.2863 clip: 0 | |
| 04/05/2020 10:47:26 valid loss: 0.2839 auc: 0.9521 f1: 0.8866 acc: 0.8842 [BEST: 0.8843] | |
| 04/05/2020 10:47:28 > epoch 10 updates 14160 loss: 0.1419 lr: 5.8521e-04 gnorm: 0.2511 | |
| 04/05/2020 10:47:31 > epoch 10 updates 14180 loss: 0.2080 lr: 5.8521e-04 gnorm: 0.3615 | |
| 04/05/2020 10:47:34 > epoch 10 updates 14200 loss: 0.2297 lr: 5.8521e-04 gnorm: 0.4015 | |
| 04/05/2020 10:47:36 train loss: 0.1935 lr: 5.8521e-04 gnorm: 0.3385 clip: 0 | |
| 04/05/2020 10:47:36 valid loss: 0.2882 auc: 0.9521 f1: 0.8848 acc: 0.8816 [BEST: 0.8843] | |
| 04/05/2020 10:47:39 > epoch 10 updates 14220 loss: 0.1725 lr: 5.8521e-04 gnorm: 0.2923 | |
| 04/05/2020 10:47:42 > epoch 10 updates 14240 loss: 0.2056 lr: 5.8521e-04 gnorm: 0.3687 | |
| 04/05/2020 10:47:45 train loss: 0.1891 lr: 5.8521e-04 gnorm: 0.3307 clip: 0 | |
| 04/05/2020 10:47:45 valid loss: 0.2869 auc: 0.9518 f1: 0.8850 acc: 0.8836 [BEST: 0.8843] | |
| 04/05/2020 10:47:46 > epoch 10 updates 14260 loss: 0.1605 lr: 5.8521e-04 gnorm: 0.2351 | |
| 04/05/2020 10:47:49 > epoch 10 updates 14280 loss: 0.2310 lr: 5.8521e-04 gnorm: 0.4069 | |
| 04/05/2020 10:47:52 > epoch 10 updates 14300 loss: 0.1856 lr: 5.8521e-04 gnorm: 0.2994 | |
| 04/05/2020 10:47:54 train loss: 0.1924 lr: 5.8521e-04 gnorm: 0.3140 clip: 0 | |
| 04/05/2020 10:47:54 valid loss: 0.2709 auc: 0.9562 f1: 0.8904 acc: 0.8877 [NEW BEST] | |
| 04/05/2020 10:47:57 > epoch 10 updates 14320 loss: 0.1564 lr: 5.8521e-04 gnorm: 0.2730 | |
| 04/05/2020 10:48:00 > epoch 10 updates 14340 loss: 0.1742 lr: 5.8521e-04 gnorm: 0.3047 | |
| 04/05/2020 10:48:04 train loss: 0.1653 lr: 5.8521e-04 gnorm: 0.2889 clip: 0 | |
| 04/05/2020 10:48:04 valid loss: 0.2922 auc: 0.9514 f1: 0.8815 acc: 0.8806 [BEST: 0.8877] | |
| 04/05/2020 10:48:05 > epoch 10 updates 14360 loss: 0.1436 lr: 5.8521e-04 gnorm: 0.2616 | |
| 04/05/2020 10:48:08 > epoch 10 updates 14380 loss: 0.1721 lr: 5.8521e-04 gnorm: 0.2909 | |
| 04/05/2020 10:48:11 > epoch 10 updates 14400 loss: 0.1813 lr: 5.8521e-04 gnorm: 0.2741 | |
| 04/05/2020 10:48:13 train loss: 0.1658 lr: 5.8521e-04 gnorm: 0.2756 clip: 0 | |
| 04/05/2020 10:48:13 valid loss: 0.2877 auc: 0.9512 f1: 0.8842 acc: 0.8812 [BEST: 0.8877] | |
| 04/05/2020 10:48:16 > epoch 10 updates 14420 loss: 0.1880 lr: 5.8521e-04 gnorm: 0.3220 | |
| 04/05/2020 10:48:19 > epoch 10 updates 14440 loss: 0.1362 lr: 5.8521e-04 gnorm: 0.3348 | |
| 04/05/2020 10:48:22 train loss: 0.1620 lr: 5.8521e-04 gnorm: 0.3285 clip: 0 | |
| 04/05/2020 10:48:22 valid loss: 0.2808 auc: 0.9539 f1: 0.8876 acc: 0.8860 [BEST: 0.8877] | |
| 04/05/2020 10:48:24 > epoch 10 updates 14460 loss: 0.1858 lr: 5.8521e-04 gnorm: 0.3802 | |
| 04/05/2020 10:48:27 > epoch 10 updates 14480 loss: 0.1960 lr: 5.8521e-04 gnorm: 0.4059 | |
| 04/05/2020 10:48:30 > epoch 10 updates 14500 loss: 0.2433 lr: 5.8521e-04 gnorm: 0.3530 | |
| 04/05/2020 10:48:32 train loss: 0.2086 lr: 5.8521e-04 gnorm: 0.3796 clip: 0 | |
| 04/05/2020 10:48:32 valid loss: 0.2812 auc: 0.9536 f1: 0.8887 acc: 0.8861 [BEST: 0.8877] | |
| 04/05/2020 10:48:35 > epoch 10 updates 14520 loss: 0.2014 lr: 5.8521e-04 gnorm: 0.3278 | |
| 04/05/2020 10:48:38 > epoch 10 updates 14540 loss: 0.1392 lr: 5.8521e-04 gnorm: 0.2532 | |
| 04/05/2020 10:48:41 train loss: 0.1701 lr: 5.8521e-04 gnorm: 0.2903 clip: 0 | |
| 04/05/2020 10:48:41 valid loss: 0.2862 auc: 0.9506 f1: 0.8871 acc: 0.8824 [BEST: 0.8877] | |
| 04/05/2020 10:48:43 > epoch 10 updates 14560 loss: 0.1836 lr: 5.8521e-04 gnorm: 0.3304 | |
| 04/05/2020 10:48:46 > epoch 10 updates 14580 loss: 0.1940 lr: 5.8521e-04 gnorm: 0.3655 | |
| 04/05/2020 10:48:49 > epoch 10 updates 14600 loss: 0.1168 lr: 5.8521e-04 gnorm: 0.2495 | |
| 04/05/2020 10:48:50 train loss: 0.1646 lr: 5.8521e-04 gnorm: 0.3149 clip: 0 | |
| 04/05/2020 10:48:50 valid loss: 0.2755 auc: 0.9555 f1: 0.8885 acc: 0.8863 [BEST: 0.8877] | |
| 04/05/2020 10:48:53 > epoch 10 updates 14620 loss: 0.1841 lr: 5.8521e-04 gnorm: 0.3293 | |
| 04/05/2020 10:48:56 > epoch 10 updates 14640 loss: 0.2315 lr: 5.8521e-04 gnorm: 0.4296 | |
| 04/05/2020 10:49:00 train loss: 0.2079 lr: 5.8521e-04 gnorm: 0.3797 clip: 0 | |
| 04/05/2020 10:49:00 valid loss: 0.2798 auc: 0.9550 f1: 0.8863 acc: 0.8859 [BEST: 0.8877] | |
| 04/05/2020 10:49:01 > epoch 10 updates 14660 loss: 0.2232 lr: 5.8521e-04 gnorm: 0.3220 | |
| 04/05/2020 10:49:04 > epoch 10 updates 14680 loss: 0.1250 lr: 5.8521e-04 gnorm: 0.2420 | |
| 04/05/2020 10:49:07 > epoch 10 updates 14700 loss: 0.1021 lr: 5.8521e-04 gnorm: 0.2439 | |
| 04/05/2020 10:49:09 train loss: 0.1497 lr: 5.8521e-04 gnorm: 0.2690 clip: 0 | |
| 04/05/2020 10:49:09 valid loss: 0.2854 auc: 0.9518 f1: 0.8861 acc: 0.8838 [BEST: 0.8877] | |
| 04/05/2020 10:49:12 > epoch 10 updates 14720 loss: 0.1767 lr: 5.8521e-04 gnorm: 0.2586 | |
| 04/05/2020 10:49:15 > epoch 10 updates 14740 loss: 0.1684 lr: 5.8521e-04 gnorm: 0.3023 | |
| 04/05/2020 10:49:19 train loss: 0.1725 lr: 5.8521e-04 gnorm: 0.2806 clip: 0 | |
| 04/05/2020 10:49:19 valid loss: 0.2807 auc: 0.9543 f1: 0.8850 acc: 0.8846 [BEST: 0.8877] | |
| 04/05/2020 10:49:20 > epoch 10 updates 14760 loss: 0.1753 lr: 5.8521e-04 gnorm: 0.3035 | |
| 04/05/2020 10:49:23 > epoch 10 updates 14780 loss: 0.1751 lr: 5.8521e-04 gnorm: 0.2911 | |
| 04/05/2020 10:49:26 > epoch 10 updates 14800 loss: 0.2048 lr: 5.8521e-04 gnorm: 0.3079 | |
| 04/05/2020 10:49:28 train loss: 0.1851 lr: 5.8521e-04 gnorm: 0.3008 clip: 0 | |
| 04/05/2020 10:49:28 valid loss: 0.2942 auc: 0.9489 f1: 0.8837 acc: 0.8787 [BEST: 0.8877] | |
| 04/05/2020 10:49:31 > epoch 10 updates 14820 loss: 0.2318 lr: 5.8521e-04 gnorm: 0.3932 | |
| 04/05/2020 10:49:34 > epoch 10 updates 14840 loss: 0.1472 lr: 5.8521e-04 gnorm: 0.2803 | |
| 04/05/2020 10:49:38 train loss: 0.1893 lr: 5.8521e-04 gnorm: 0.3364 clip: 0 | |
| 04/05/2020 10:49:38 valid loss: 0.2726 auc: 0.9561 f1: 0.8918 acc: 0.8881 [NEW BEST] | |
| 04/05/2020 10:49:39 > epoch 10 updates 14860 loss: 0.1908 lr: 5.8521e-04 gnorm: 0.4228 | |
| 04/05/2020 10:49:43 > epoch 10 updates 14880 loss: 0.1763 lr: 5.8521e-04 gnorm: 0.2683 | |
| 04/05/2020 10:49:45 > epoch 10 updates 14900 loss: 0.1392 lr: 5.8521e-04 gnorm: 0.2939 | |
| 04/05/2020 10:49:47 train loss: 0.1686 lr: 5.8521e-04 gnorm: 0.3279 clip: 0 | |
| 04/05/2020 10:49:47 valid loss: 0.2851 auc: 0.9517 f1: 0.8839 acc: 0.8815 [BEST: 0.8881] | |
| 04/05/2020 10:49:50 > epoch 10 updates 14920 loss: 0.2363 lr: 5.8521e-04 gnorm: 0.3831 | |
| 04/05/2020 10:49:53 > epoch 10 updates 14940 loss: 0.1795 lr: 5.8521e-04 gnorm: 0.2793 | |
| 04/05/2020 10:49:57 train loss: 0.2077 lr: 5.8521e-04 gnorm: 0.3309 clip: 0 | |
| 04/05/2020 10:49:57 valid loss: 0.2765 auc: 0.9550 f1: 0.8892 acc: 0.8869 [BEST: 0.8881] | |
| 04/05/2020 10:49:58 > epoch 10 updates 14960 loss: 0.1652 lr: 5.8521e-04 gnorm: 0.3169 | |
| 04/05/2020 10:50:01 > epoch 10 updates 14980 loss: 0.1816 lr: 5.8521e-04 gnorm: 0.3177 | |
| 04/05/2020 10:50:04 > epoch 10 updates 15000 loss: 0.2227 lr: 5.8521e-04 gnorm: 0.3508 | |
| 04/05/2020 10:50:06 train loss: 0.1900 lr: 5.8521e-04 gnorm: 0.3286 clip: 0 | |
| 04/05/2020 10:50:06 valid loss: 0.2836 auc: 0.9534 f1: 0.8854 acc: 0.8818 [BEST: 0.8881] | |
| 04/05/2020 10:50:09 > epoch 10 updates 15020 loss: 0.0838 lr: 5.5595e-04 gnorm: 0.3846 | |
| 04/05/2020 10:50:11 train loss: 0.0838 lr: 5.5595e-04 gnorm: 0.3846 clip: 0 | |
| 04/05/2020 10:50:11 valid loss: 0.2768 auc: 0.9546 f1: 0.8868 acc: 0.8842 [BEST: 0.8881] | |
| 04/05/2020 10:50:11 Epoch: 11 | |
| 04/05/2020 10:50:17 > epoch 11 updates 15040 loss: 0.1724 lr: 5.5595e-04 gnorm: 0.3270 | |
| 04/05/2020 10:50:20 train loss: 0.1724 lr: 5.5595e-04 gnorm: 0.3270 clip: 0 | |
| 04/05/2020 10:50:20 valid loss: 0.2951 auc: 0.9524 f1: 0.8824 acc: 0.8820 [BEST: 0.8881] | |
| 04/05/2020 10:50:22 > epoch 11 updates 15060 loss: 0.1645 lr: 5.5595e-04 gnorm: 0.3042 | |
| 04/05/2020 10:50:25 > epoch 11 updates 15080 loss: 0.1788 lr: 5.5595e-04 gnorm: 0.3384 | |
| 04/05/2020 10:50:28 > epoch 11 updates 15100 loss: 0.1646 lr: 5.5595e-04 gnorm: 0.2922 | |
| 04/05/2020 10:50:30 train loss: 0.1693 lr: 5.5595e-04 gnorm: 0.3115 clip: 0 | |
| 04/05/2020 10:50:30 valid loss: 0.2899 auc: 0.9519 f1: 0.8846 acc: 0.8830 [BEST: 0.8881] | |
| 04/05/2020 10:50:33 > epoch 11 updates 15120 loss: 0.1534 lr: 5.5595e-04 gnorm: 0.3206 | |
| 04/05/2020 10:50:36 > epoch 11 updates 15140 loss: 0.1772 lr: 5.5595e-04 gnorm: 0.3519 | |
| 04/05/2020 10:50:39 train loss: 0.1654 lr: 5.5595e-04 gnorm: 0.3363 clip: 0 | |
| 04/05/2020 10:50:39 valid loss: 0.2919 auc: 0.9526 f1: 0.8852 acc: 0.8831 [BEST: 0.8881] | |
| 04/05/2020 10:50:40 > epoch 11 updates 15160 loss: 0.1639 lr: 5.5595e-04 gnorm: 0.3317 | |
| 04/05/2020 10:50:43 > epoch 11 updates 15180 loss: 0.1507 lr: 5.5595e-04 gnorm: 0.2630 | |
| 04/05/2020 10:50:46 > epoch 11 updates 15200 loss: 0.1451 lr: 5.5595e-04 gnorm: 0.2819 | |
| 04/05/2020 10:50:48 train loss: 0.1532 lr: 5.5595e-04 gnorm: 0.2920 clip: 0 | |
| 04/05/2020 10:50:48 valid loss: 0.2853 auc: 0.9535 f1: 0.8891 acc: 0.8871 [BEST: 0.8881] | |
| 04/05/2020 10:50:51 > epoch 11 updates 15220 loss: 0.1469 lr: 5.5595e-04 gnorm: 0.2885 | |
| 04/05/2020 10:50:54 > epoch 11 updates 15240 loss: 0.1901 lr: 5.5595e-04 gnorm: 0.3602 | |
| 04/05/2020 10:50:58 train loss: 0.1686 lr: 5.5595e-04 gnorm: 0.3245 clip: 0 | |
| 04/05/2020 10:50:58 valid loss: 0.2842 auc: 0.9535 f1: 0.8870 acc: 0.8848 [BEST: 0.8881] | |
| 04/05/2020 10:50:59 > epoch 11 updates 15260 loss: 0.1483 lr: 5.5595e-04 gnorm: 0.3261 | |
| 04/05/2020 10:51:02 > epoch 11 updates 15280 loss: 0.1865 lr: 5.5595e-04 gnorm: 0.3602 | |
| 04/05/2020 10:51:05 > epoch 11 updates 15300 loss: 0.1417 lr: 5.5595e-04 gnorm: 0.3270 | |
| 04/05/2020 10:51:07 train loss: 0.1588 lr: 5.5595e-04 gnorm: 0.3378 clip: 0 | |
| 04/05/2020 10:51:07 valid loss: 0.2881 auc: 0.9537 f1: 0.8865 acc: 0.8848 [BEST: 0.8881] | |
| 04/05/2020 10:51:10 > epoch 11 updates 15320 loss: 0.1732 lr: 5.5595e-04 gnorm: 0.3679 | |
| 04/05/2020 10:51:13 > epoch 11 updates 15340 loss: 0.1714 lr: 5.5595e-04 gnorm: 0.3680 | |
| 04/05/2020 10:51:16 train loss: 0.1723 lr: 5.5595e-04 gnorm: 0.3679 clip: 0 | |
| 04/05/2020 10:51:16 valid loss: 0.2959 auc: 0.9515 f1: 0.8813 acc: 0.8799 [BEST: 0.8881] | |
| 04/05/2020 10:51:18 > epoch 11 updates 15360 loss: 0.1562 lr: 5.5595e-04 gnorm: 0.2797 | |
| 04/05/2020 10:51:21 > epoch 11 updates 15380 loss: 0.1216 lr: 5.5595e-04 gnorm: 0.3088 | |
| 04/05/2020 10:51:24 > epoch 11 updates 15400 loss: 0.1966 lr: 5.5595e-04 gnorm: 0.3496 | |
| 04/05/2020 10:51:26 train loss: 0.1583 lr: 5.5595e-04 gnorm: 0.3129 clip: 0 | |
| 04/05/2020 10:51:26 valid loss: 0.2999 auc: 0.9517 f1: 0.8836 acc: 0.8808 [BEST: 0.8881] | |
| 04/05/2020 10:51:29 > epoch 11 updates 15420 loss: 0.1392 lr: 5.5595e-04 gnorm: 0.3545 | |
| 04/05/2020 10:51:32 > epoch 11 updates 15440 loss: 0.1051 lr: 5.5595e-04 gnorm: 0.2715 | |
| 04/05/2020 10:51:35 train loss: 0.1221 lr: 5.5595e-04 gnorm: 0.3128 clip: 0 | |
| 04/05/2020 10:51:35 valid loss: 0.3034 auc: 0.9507 f1: 0.8812 acc: 0.8793 [BEST: 0.8881] | |
| 04/05/2020 10:51:36 > epoch 11 updates 15460 loss: 0.1590 lr: 5.5595e-04 gnorm: 0.3816 | |
| 04/05/2020 10:51:40 > epoch 11 updates 15480 loss: 0.1720 lr: 5.5595e-04 gnorm: 0.3006 | |
| 04/05/2020 10:51:43 > epoch 11 updates 15500 loss: 0.2133 lr: 5.5595e-04 gnorm: 0.3854 | |
| 04/05/2020 10:51:44 train loss: 0.1816 lr: 5.5595e-04 gnorm: 0.3559 clip: 0 | |
| 04/05/2020 10:51:44 valid loss: 0.2950 auc: 0.9524 f1: 0.8862 acc: 0.8831 [BEST: 0.8881] | |
| 04/05/2020 10:51:47 > epoch 11 updates 15520 loss: 0.1517 lr: 5.5595e-04 gnorm: 0.2712 | |
| 04/05/2020 10:51:50 > epoch 11 updates 15540 loss: 0.2577 lr: 5.5595e-04 gnorm: 0.4695 | |
| 04/05/2020 10:51:54 train loss: 0.2050 lr: 5.5595e-04 gnorm: 0.3708 clip: 0 | |
| 04/05/2020 10:51:54 valid loss: 0.2923 auc: 0.9510 f1: 0.8837 acc: 0.8797 [BEST: 0.8881] | |
| 04/05/2020 10:51:55 > epoch 11 updates 15560 loss: 0.1844 lr: 5.5595e-04 gnorm: 0.3337 | |
| 04/05/2020 10:51:58 > epoch 11 updates 15580 loss: 0.1544 lr: 5.5595e-04 gnorm: 0.2954 | |
| 04/05/2020 10:52:01 > epoch 11 updates 15600 loss: 0.1496 lr: 5.5595e-04 gnorm: 0.3017 | |
| 04/05/2020 10:52:03 train loss: 0.1627 lr: 5.5595e-04 gnorm: 0.3102 clip: 0 | |
| 04/05/2020 10:52:03 valid loss: 0.2904 auc: 0.9533 f1: 0.8846 acc: 0.8835 [BEST: 0.8881] | |
| 04/05/2020 10:52:06 > epoch 11 updates 15620 loss: 0.1453 lr: 5.5595e-04 gnorm: 0.2755 | |
| 04/05/2020 10:52:09 > epoch 11 updates 15640 loss: 0.1559 lr: 5.5595e-04 gnorm: 0.3399 | |
| 04/05/2020 10:52:12 train loss: 0.1507 lr: 5.5595e-04 gnorm: 0.3078 clip: 0 | |
| 04/05/2020 10:52:12 valid loss: 0.2869 auc: 0.9529 f1: 0.8887 acc: 0.8864 [BEST: 0.8881] | |
| 04/05/2020 10:52:14 > epoch 11 updates 15660 loss: 0.1971 lr: 5.5595e-04 gnorm: 0.4491 | |
| 04/05/2020 10:52:17 > epoch 11 updates 15680 loss: 0.1588 lr: 5.5595e-04 gnorm: 0.3362 | |
| 04/05/2020 10:52:20 > epoch 11 updates 15700 loss: 0.1917 lr: 5.5595e-04 gnorm: 0.3936 | |
| 04/05/2020 10:52:22 train loss: 0.1825 lr: 5.5595e-04 gnorm: 0.3928 clip: 0 | |
| 04/05/2020 10:52:22 valid loss: 0.2846 auc: 0.9543 f1: 0.8899 acc: 0.8864 [BEST: 0.8881] | |
| 04/05/2020 10:52:25 > epoch 11 updates 15720 loss: 0.1829 lr: 5.5595e-04 gnorm: 0.3563 | |
| 04/05/2020 10:52:28 > epoch 11 updates 15740 loss: 0.2351 lr: 5.5595e-04 gnorm: 0.4191 | |
| 04/05/2020 10:52:31 train loss: 0.2091 lr: 5.5595e-04 gnorm: 0.3878 clip: 0 | |
| 04/05/2020 10:52:31 valid loss: 0.2820 auc: 0.9539 f1: 0.8891 acc: 0.8865 [BEST: 0.8881] | |
| 04/05/2020 10:52:33 > epoch 11 updates 15760 loss: 0.1870 lr: 5.5595e-04 gnorm: 0.3306 | |
| 04/05/2020 10:52:36 > epoch 11 updates 15780 loss: 0.1630 lr: 5.5595e-04 gnorm: 0.2794 | |
| 04/05/2020 10:52:38 > epoch 11 updates 15800 loss: 0.1417 lr: 5.5595e-04 gnorm: 0.3027 | |
| 04/05/2020 10:52:40 train loss: 0.1637 lr: 5.5595e-04 gnorm: 0.3041 clip: 0 | |
| 04/05/2020 10:52:40 valid loss: 0.2849 auc: 0.9538 f1: 0.8884 acc: 0.8860 [BEST: 0.8881] | |
| 04/05/2020 10:52:43 > epoch 11 updates 15820 loss: 0.2379 lr: 5.5595e-04 gnorm: 0.4020 | |
| 04/05/2020 10:52:46 > epoch 11 updates 15840 loss: 0.1548 lr: 5.5595e-04 gnorm: 0.2939 | |
| 04/05/2020 10:52:50 train loss: 0.1961 lr: 5.5595e-04 gnorm: 0.3476 clip: 0 | |
| 04/05/2020 10:52:50 valid loss: 0.2905 auc: 0.9519 f1: 0.8891 acc: 0.8845 [BEST: 0.8881] | |
| 04/05/2020 10:52:51 > epoch 11 updates 15860 loss: 0.2028 lr: 5.5595e-04 gnorm: 0.4662 | |
| 04/05/2020 10:52:54 > epoch 11 updates 15880 loss: 0.2271 lr: 5.5595e-04 gnorm: 0.3414 | |
| 04/05/2020 10:52:57 > epoch 11 updates 15900 loss: 0.2072 lr: 5.5595e-04 gnorm: 0.3978 | |
| 04/05/2020 10:52:59 train loss: 0.2124 lr: 5.5595e-04 gnorm: 0.4016 clip: 0 | |
| 04/05/2020 10:52:59 valid loss: 0.2823 auc: 0.9535 f1: 0.8895 acc: 0.8864 [BEST: 0.8881] | |
| 04/05/2020 10:53:02 > epoch 11 updates 15920 loss: 0.2129 lr: 5.5595e-04 gnorm: 0.3332 | |
| 04/05/2020 10:53:05 > epoch 11 updates 15940 loss: 0.1986 lr: 5.5595e-04 gnorm: 0.3054 | |
| 04/05/2020 10:53:08 train loss: 0.2057 lr: 5.5595e-04 gnorm: 0.3192 clip: 0 | |
| 04/05/2020 10:53:08 valid loss: 0.2868 auc: 0.9515 f1: 0.8869 acc: 0.8844 [BEST: 0.8881] | |
| 04/05/2020 10:53:10 > epoch 11 updates 15960 loss: 0.1200 lr: 5.5595e-04 gnorm: 0.2490 | |
| 04/05/2020 10:53:13 > epoch 11 updates 15980 loss: 0.1393 lr: 5.5595e-04 gnorm: 0.2737 | |
| 04/05/2020 10:53:16 > epoch 11 updates 16000 loss: 0.1628 lr: 5.5595e-04 gnorm: 0.2824 | |
| 04/05/2020 10:53:18 train loss: 0.1408 lr: 5.5595e-04 gnorm: 0.2685 clip: 0 | |
| 04/05/2020 10:53:18 valid loss: 0.2925 auc: 0.9507 f1: 0.8854 acc: 0.8820 [BEST: 0.8881] | |
| 04/05/2020 10:53:21 > epoch 11 updates 16020 loss: 0.1585 lr: 5.2815e-04 gnorm: 0.3826 | |
| 04/05/2020 10:53:24 > epoch 11 updates 16040 loss: 0.1511 lr: 5.2815e-04 gnorm: 0.2855 | |
| 04/05/2020 10:53:27 train loss: 0.1548 lr: 5.2815e-04 gnorm: 0.3338 clip: 0 | |
| 04/05/2020 10:53:27 valid loss: 0.2902 auc: 0.9529 f1: 0.8865 acc: 0.8848 [BEST: 0.8881] | |
| 04/05/2020 10:53:29 > epoch 11 updates 16060 loss: 0.2368 lr: 5.2815e-04 gnorm: 0.4108 | |
| 04/05/2020 10:53:31 > epoch 11 updates 16080 loss: 0.1955 lr: 5.2815e-04 gnorm: 0.3602 | |
| 04/05/2020 10:53:34 > epoch 11 updates 16100 loss: 0.1429 lr: 5.2815e-04 gnorm: 0.3163 | |
| 04/05/2020 10:53:37 train loss: 0.1914 lr: 5.2815e-04 gnorm: 0.3621 clip: 0 | |
| 04/05/2020 10:53:37 valid loss: 0.2829 auc: 0.9543 f1: 0.8903 acc: 0.8886 [NEW BEST] | |
| 04/05/2020 10:53:40 > epoch 11 updates 16120 loss: 0.1891 lr: 5.2815e-04 gnorm: 0.3374 | |
| 04/05/2020 10:53:43 > epoch 11 updates 16140 loss: 0.1881 lr: 5.2815e-04 gnorm: 0.3357 | |
| 04/05/2020 10:53:46 train loss: 0.1886 lr: 5.2815e-04 gnorm: 0.3366 clip: 0 | |
| 04/05/2020 10:53:46 valid loss: 0.2826 auc: 0.9525 f1: 0.8888 acc: 0.8862 [BEST: 0.8886] | |
| 04/05/2020 10:53:48 > epoch 11 updates 16160 loss: 0.1830 lr: 5.2815e-04 gnorm: 0.3971 | |
| 04/05/2020 10:53:51 > epoch 11 updates 16180 loss: 0.2280 lr: 5.2815e-04 gnorm: 0.4731 | |
| 04/05/2020 10:53:53 > epoch 11 updates 16200 loss: 0.1776 lr: 5.2815e-04 gnorm: 0.3030 | |
| 04/05/2020 10:53:56 train loss: 0.1962 lr: 5.2815e-04 gnorm: 0.3907 clip: 0 | |
| 04/05/2020 10:53:56 valid loss: 0.2788 auc: 0.9546 f1: 0.8907 acc: 0.8870 [BEST: 0.8886] | |
| 04/05/2020 10:53:59 > epoch 11 updates 16220 loss: 0.1733 lr: 5.2815e-04 gnorm: 0.2710 | |
| 04/05/2020 10:54:02 > epoch 11 updates 16240 loss: 0.2028 lr: 5.2815e-04 gnorm: 0.3461 | |
| 04/05/2020 10:54:05 train loss: 0.1881 lr: 5.2815e-04 gnorm: 0.3087 clip: 0 | |
| 04/05/2020 10:54:05 valid loss: 0.2822 auc: 0.9535 f1: 0.8888 acc: 0.8860 [BEST: 0.8886] | |
| 04/05/2020 10:54:07 > epoch 11 updates 16260 loss: 0.1269 lr: 5.2815e-04 gnorm: 0.2559 | |
| 04/05/2020 10:54:10 > epoch 11 updates 16280 loss: 0.1596 lr: 5.2815e-04 gnorm: 0.2420 | |
| 04/05/2020 10:54:13 > epoch 11 updates 16300 loss: 0.1764 lr: 5.2815e-04 gnorm: 0.2808 | |
| 04/05/2020 10:54:15 train loss: 0.1545 lr: 5.2815e-04 gnorm: 0.2596 clip: 0 | |
| 04/05/2020 10:54:15 valid loss: 0.2813 auc: 0.9532 f1: 0.8877 acc: 0.8865 [BEST: 0.8886] | |
| 04/05/2020 10:54:17 > epoch 11 updates 16320 loss: 0.2331 lr: 5.2815e-04 gnorm: 0.3305 | |
| 04/05/2020 10:54:20 > epoch 11 updates 16340 loss: 0.1576 lr: 5.2815e-04 gnorm: 0.3250 | |
| 04/05/2020 10:54:24 train loss: 0.1952 lr: 5.2815e-04 gnorm: 0.3277 clip: 0 | |
| 04/05/2020 10:54:24 valid loss: 0.2826 auc: 0.9527 f1: 0.8879 acc: 0.8853 [BEST: 0.8886] | |
| 04/05/2020 10:54:25 > epoch 11 updates 16360 loss: 0.1764 lr: 5.2815e-04 gnorm: 0.2921 | |
| 04/05/2020 10:54:28 > epoch 11 updates 16380 loss: 0.2350 lr: 5.2815e-04 gnorm: 0.3702 | |
| 04/05/2020 10:54:31 > epoch 11 updates 16400 loss: 0.2210 lr: 5.2815e-04 gnorm: 0.4225 | |
| 04/05/2020 10:54:33 train loss: 0.2110 lr: 5.2815e-04 gnorm: 0.3620 clip: 0 | |
| 04/05/2020 10:54:33 valid loss: 0.2911 auc: 0.9520 f1: 0.8869 acc: 0.8839 [BEST: 0.8886] | |
| 04/05/2020 10:54:36 > epoch 11 updates 16420 loss: 0.1427 lr: 5.2815e-04 gnorm: 0.2972 | |
| 04/05/2020 10:54:39 > epoch 11 updates 16440 loss: 0.1624 lr: 5.2815e-04 gnorm: 0.3123 | |
| 04/05/2020 10:54:42 train loss: 0.1526 lr: 5.2815e-04 gnorm: 0.3048 clip: 0 | |
| 04/05/2020 10:54:42 valid loss: 0.2917 auc: 0.9515 f1: 0.8835 acc: 0.8815 [BEST: 0.8886] | |
| 04/05/2020 10:54:44 > epoch 11 updates 16460 loss: 0.1715 lr: 5.2815e-04 gnorm: 0.3080 | |
| 04/05/2020 10:54:47 > epoch 11 updates 16480 loss: 0.1528 lr: 5.2815e-04 gnorm: 0.2965 | |
| 04/05/2020 10:54:49 > epoch 11 updates 16500 loss: 0.1427 lr: 5.2815e-04 gnorm: 0.2918 | |
| 04/05/2020 10:54:51 train loss: 0.1556 lr: 5.2815e-04 gnorm: 0.2987 clip: 0 | |
| 04/05/2020 10:54:51 valid loss: 0.2889 auc: 0.9518 f1: 0.8852 acc: 0.8827 [BEST: 0.8886] | |
| 04/05/2020 10:54:54 > epoch 11 updates 16520 loss: 0.1575 lr: 5.2815e-04 gnorm: 0.3478 | |
| 04/05/2020 10:54:56 train loss: 0.1575 lr: 5.2815e-04 gnorm: 0.3478 clip: 0 | |
| 04/05/2020 10:54:56 valid loss: 0.2890 auc: 0.9531 f1: 0.8830 acc: 0.8826 [BEST: 0.8886] | |
| 04/05/2020 10:54:56 Epoch: 12 | |
| 04/05/2020 10:55:02 > epoch 12 updates 16540 loss: 0.2070 lr: 5.2815e-04 gnorm: 0.3162 | |
| 04/05/2020 10:55:06 train loss: 0.2070 lr: 5.2815e-04 gnorm: 0.3162 clip: 0 | |
| 04/05/2020 10:55:06 valid loss: 0.2877 auc: 0.9525 f1: 0.8876 acc: 0.8846 [BEST: 0.8886] | |
| 04/05/2020 10:55:07 > epoch 12 updates 16560 loss: 0.2002 lr: 5.2815e-04 gnorm: 0.3683 | |
| 04/05/2020 10:55:10 > epoch 12 updates 16580 loss: 0.1880 lr: 5.2815e-04 gnorm: 0.3229 | |
| 04/05/2020 10:55:13 > epoch 12 updates 16600 loss: 0.1471 lr: 5.2815e-04 gnorm: 0.3512 | |
| 04/05/2020 10:55:15 train loss: 0.1783 lr: 5.2815e-04 gnorm: 0.3474 clip: 0 | |
| 04/05/2020 10:55:15 valid loss: 0.2925 auc: 0.9530 f1: 0.8871 acc: 0.8849 [BEST: 0.8886] | |
| 04/05/2020 10:55:18 > epoch 12 updates 16620 loss: 0.2004 lr: 5.2815e-04 gnorm: 0.3642 | |
| 04/05/2020 10:55:21 > epoch 12 updates 16640 loss: 0.1843 lr: 5.2815e-04 gnorm: 0.3426 | |
| 04/05/2020 10:55:24 train loss: 0.1923 lr: 5.2815e-04 gnorm: 0.3534 clip: 0 | |
| 04/05/2020 10:55:24 valid loss: 0.2917 auc: 0.9529 f1: 0.8861 acc: 0.8837 [BEST: 0.8886] | |
| 04/05/2020 10:55:26 > epoch 12 updates 16660 loss: 0.1808 lr: 5.2815e-04 gnorm: 0.3404 | |
| 04/05/2020 10:55:29 > epoch 12 updates 16680 loss: 0.1212 lr: 5.2815e-04 gnorm: 0.2268 | |
| 04/05/2020 10:55:32 > epoch 12 updates 16700 loss: 0.1798 lr: 5.2815e-04 gnorm: 0.3824 | |
| 04/05/2020 10:55:34 train loss: 0.1606 lr: 5.2815e-04 gnorm: 0.3167 clip: 0 | |
| 04/05/2020 10:55:34 valid loss: 0.2997 auc: 0.9519 f1: 0.8842 acc: 0.8821 [BEST: 0.8886] | |
| 04/05/2020 10:55:36 > epoch 12 updates 16720 loss: 0.1492 lr: 5.2815e-04 gnorm: 0.3124 | |
| 04/05/2020 10:55:39 > epoch 12 updates 16740 loss: 0.1768 lr: 5.2815e-04 gnorm: 0.3051 | |
| 04/05/2020 10:55:43 train loss: 0.1631 lr: 5.2815e-04 gnorm: 0.3087 clip: 0 | |
| 04/05/2020 10:55:43 valid loss: 0.2875 auc: 0.9536 f1: 0.8884 acc: 0.8856 [BEST: 0.8886] | |
| 04/05/2020 10:55:44 > epoch 12 updates 16760 loss: 0.1244 lr: 5.2815e-04 gnorm: 0.2672 | |
| 04/05/2020 10:55:47 > epoch 12 updates 16780 loss: 0.1694 lr: 5.2815e-04 gnorm: 0.3480 | |
| 04/05/2020 10:55:50 > epoch 12 updates 16800 loss: 0.1713 lr: 5.2815e-04 gnorm: 0.3653 | |
| 04/05/2020 10:55:52 train loss: 0.1552 lr: 5.2815e-04 gnorm: 0.3272 clip: 0 | |
| 04/05/2020 10:55:52 valid loss: 0.3046 auc: 0.9527 f1: 0.8880 acc: 0.8825 [BEST: 0.8886] | |
| 04/05/2020 10:55:55 > epoch 12 updates 16820 loss: 0.1813 lr: 5.2815e-04 gnorm: 0.3488 | |
| 04/05/2020 10:55:58 > epoch 12 updates 16840 loss: 0.1410 lr: 5.2815e-04 gnorm: 0.3123 | |
| 04/05/2020 10:56:01 train loss: 0.1610 lr: 5.2815e-04 gnorm: 0.3304 clip: 0 | |
| 04/05/2020 10:56:01 valid loss: 0.2868 auc: 0.9560 f1: 0.8914 acc: 0.8881 [BEST: 0.8886] | |
| 04/05/2020 10:56:03 > epoch 12 updates 16860 loss: 0.1225 lr: 5.2815e-04 gnorm: 0.2612 | |
| 04/05/2020 10:56:06 > epoch 12 updates 16880 loss: 0.1603 lr: 5.2815e-04 gnorm: 0.3239 | |
| 04/05/2020 10:56:09 > epoch 12 updates 16900 loss: 0.1898 lr: 5.2815e-04 gnorm: 0.3676 | |
| 04/05/2020 10:56:11 train loss: 0.1578 lr: 5.2815e-04 gnorm: 0.3179 clip: 0 | |
| 04/05/2020 10:56:11 valid loss: 0.2970 auc: 0.9521 f1: 0.8870 acc: 0.8844 [BEST: 0.8886] | |
| 04/05/2020 10:56:13 > epoch 12 updates 16920 loss: 0.1115 lr: 5.2815e-04 gnorm: 0.2507 | |
| 04/05/2020 10:56:16 > epoch 12 updates 16940 loss: 0.1613 lr: 5.2815e-04 gnorm: 0.3271 | |
| 04/05/2020 10:56:20 train loss: 0.1365 lr: 5.2815e-04 gnorm: 0.2891 clip: 0 | |
| 04/05/2020 10:56:20 valid loss: 0.2947 auc: 0.9542 f1: 0.8888 acc: 0.8848 [BEST: 0.8886] | |
| 04/05/2020 10:56:21 > epoch 12 updates 16960 loss: 0.1398 lr: 5.2815e-04 gnorm: 0.3389 | |
| 04/05/2020 10:56:24 > epoch 12 updates 16980 loss: 0.1222 lr: 5.2815e-04 gnorm: 0.3281 | |
| 04/05/2020 10:56:27 > epoch 12 updates 17000 loss: 0.1262 lr: 5.2815e-04 gnorm: 0.2792 | |
| 04/05/2020 10:56:29 train loss: 0.1294 lr: 5.2815e-04 gnorm: 0.3152 clip: 0 | |
| 04/05/2020 10:56:29 valid loss: 0.2985 auc: 0.9546 f1: 0.8826 acc: 0.8836 [BEST: 0.8886] | |
| 04/05/2020 10:56:32 > epoch 12 updates 17020 loss: 0.1470 lr: 5.0174e-04 gnorm: 0.3159 | |
| 04/05/2020 10:56:35 > epoch 12 updates 17040 loss: 0.1042 lr: 5.0174e-04 gnorm: 0.2339 | |
| 04/05/2020 10:56:38 train loss: 0.1255 lr: 5.0174e-04 gnorm: 0.2747 clip: 0 | |
| 04/05/2020 10:56:38 valid loss: 0.2958 auc: 0.9523 f1: 0.8869 acc: 0.8849 [BEST: 0.8886] | |
| 04/05/2020 10:56:40 > epoch 12 updates 17060 loss: 0.1560 lr: 5.0174e-04 gnorm: 0.4365 | |
| 04/05/2020 10:56:43 > epoch 12 updates 17080 loss: 0.1800 lr: 5.0174e-04 gnorm: 0.3925 | |
| 04/05/2020 10:56:46 > epoch 12 updates 17100 loss: 0.1742 lr: 5.0174e-04 gnorm: 0.3778 | |
| 04/05/2020 10:56:48 train loss: 0.1701 lr: 5.0174e-04 gnorm: 0.4021 clip: 0 | |
| 04/05/2020 10:56:48 valid loss: 0.2961 auc: 0.9530 f1: 0.8888 acc: 0.8853 [BEST: 0.8886] | |
| 04/05/2020 10:56:51 > epoch 12 updates 17120 loss: 0.1100 lr: 5.0174e-04 gnorm: 0.3127 | |
| 04/05/2020 10:56:54 > epoch 12 updates 17140 loss: 0.2162 lr: 5.0174e-04 gnorm: 0.4032 | |
| 04/05/2020 10:56:57 train loss: 0.1634 lr: 5.0174e-04 gnorm: 0.3582 clip: 0 | |
| 04/05/2020 10:56:57 valid loss: 0.2819 auc: 0.9555 f1: 0.8899 acc: 0.8868 [BEST: 0.8886] | |
| 04/05/2020 10:56:59 > epoch 12 updates 17160 loss: 0.1353 lr: 5.0174e-04 gnorm: 0.3537 | |
| 04/05/2020 10:57:02 > epoch 12 updates 17180 loss: 0.1865 lr: 5.0174e-04 gnorm: 0.3135 | |
| 04/05/2020 10:57:05 > epoch 12 updates 17200 loss: 0.1557 lr: 5.0174e-04 gnorm: 0.3452 | |
| 04/05/2020 10:57:07 train loss: 0.1592 lr: 5.0174e-04 gnorm: 0.3374 clip: 0 | |
| 04/05/2020 10:57:07 valid loss: 0.2958 auc: 0.9539 f1: 0.8886 acc: 0.8854 [BEST: 0.8886] | |
| 04/05/2020 10:57:10 > epoch 12 updates 17220 loss: 0.1518 lr: 5.0174e-04 gnorm: 0.3584 | |
| 04/05/2020 10:57:12 > epoch 12 updates 17240 loss: 0.1574 lr: 5.0174e-04 gnorm: 0.3204 | |
| 04/05/2020 10:57:16 train loss: 0.1546 lr: 5.0174e-04 gnorm: 0.3393 clip: 0 | |
| 04/05/2020 10:57:16 valid loss: 0.2955 auc: 0.9558 f1: 0.8908 acc: 0.8867 [BEST: 0.8886] | |
| 04/05/2020 10:57:17 > epoch 12 updates 17260 loss: 0.1621 lr: 5.0174e-04 gnorm: 0.3184 | |
| 04/05/2020 10:57:20 > epoch 12 updates 17280 loss: 0.1385 lr: 5.0174e-04 gnorm: 0.2667 | |
| 04/05/2020 10:57:23 > epoch 12 updates 17300 loss: 0.1739 lr: 5.0174e-04 gnorm: 0.3780 | |
| 04/05/2020 10:57:25 train loss: 0.1582 lr: 5.0174e-04 gnorm: 0.3212 clip: 0 | |
| 04/05/2020 10:57:25 valid loss: 0.2910 auc: 0.9542 f1: 0.8868 acc: 0.8853 [BEST: 0.8886] | |
| 04/05/2020 10:57:28 > epoch 12 updates 17320 loss: 0.1714 lr: 5.0174e-04 gnorm: 0.3601 | |
| 04/05/2020 10:57:31 > epoch 12 updates 17340 loss: 0.1701 lr: 5.0174e-04 gnorm: 0.3143 | |
| 04/05/2020 10:57:34 train loss: 0.1707 lr: 5.0174e-04 gnorm: 0.3371 clip: 0 | |
| 04/05/2020 10:57:34 valid loss: 0.2916 auc: 0.9538 f1: 0.8850 acc: 0.8839 [BEST: 0.8886] | |
| 04/05/2020 10:57:36 > epoch 12 updates 17360 loss: 0.1278 lr: 5.0174e-04 gnorm: 0.2894 | |
| 04/05/2020 10:57:39 > epoch 12 updates 17380 loss: 0.1560 lr: 5.0174e-04 gnorm: 0.3102 | |
| 04/05/2020 10:57:42 > epoch 12 updates 17400 loss: 0.1315 lr: 5.0174e-04 gnorm: 0.3777 | |
| 04/05/2020 10:57:44 train loss: 0.1385 lr: 5.0174e-04 gnorm: 0.3260 clip: 0 | |
| 04/05/2020 10:57:44 valid loss: 0.2865 auc: 0.9548 f1: 0.8874 acc: 0.8856 [BEST: 0.8886] | |
| 04/05/2020 10:57:46 > epoch 12 updates 17420 loss: 0.1701 lr: 5.0174e-04 gnorm: 0.3433 | |
| 04/05/2020 10:57:49 > epoch 12 updates 17440 loss: 0.1506 lr: 5.0174e-04 gnorm: 0.3096 | |
| 04/05/2020 10:57:53 train loss: 0.1603 lr: 5.0174e-04 gnorm: 0.3264 clip: 0 | |
| 04/05/2020 10:57:53 valid loss: 0.2863 auc: 0.9524 f1: 0.8880 acc: 0.8849 [BEST: 0.8886] | |
| 04/05/2020 10:57:54 > epoch 12 updates 17460 loss: 0.1761 lr: 5.0174e-04 gnorm: 0.3291 | |
| 04/05/2020 10:57:57 > epoch 12 updates 17480 loss: 0.1584 lr: 5.0174e-04 gnorm: 0.3074 | |
| 04/05/2020 10:58:00 > epoch 12 updates 17500 loss: 0.1813 lr: 5.0174e-04 gnorm: 0.3069 | |
| 04/05/2020 10:58:02 train loss: 0.1719 lr: 5.0174e-04 gnorm: 0.3144 clip: 0 | |
| 04/05/2020 10:58:02 valid loss: 0.2819 auc: 0.9544 f1: 0.8880 acc: 0.8863 [BEST: 0.8886] | |
| 04/05/2020 10:58:05 > epoch 12 updates 17520 loss: 0.1227 lr: 5.0174e-04 gnorm: 0.2450 | |
| 04/05/2020 10:58:08 > epoch 12 updates 17540 loss: 0.1503 lr: 5.0174e-04 gnorm: 0.2727 | |
| 04/05/2020 10:58:12 train loss: 0.1366 lr: 5.0174e-04 gnorm: 0.2589 clip: 0 | |
| 04/05/2020 10:58:12 valid loss: 0.2876 auc: 0.9540 f1: 0.8854 acc: 0.8840 [BEST: 0.8886] | |
| 04/05/2020 10:58:13 > epoch 12 updates 17560 loss: 0.1692 lr: 5.0174e-04 gnorm: 0.3078 | |
| 04/05/2020 10:58:16 > epoch 12 updates 17580 loss: 0.1397 lr: 5.0174e-04 gnorm: 0.2747 | |
| 04/05/2020 10:58:19 > epoch 12 updates 17600 loss: 0.1432 lr: 5.0174e-04 gnorm: 0.3298 | |
| 04/05/2020 10:58:21 train loss: 0.1506 lr: 5.0174e-04 gnorm: 0.3042 clip: 0 | |
| 04/05/2020 10:58:21 valid loss: 0.2934 auc: 0.9531 f1: 0.8853 acc: 0.8826 [BEST: 0.8886] | |
| 04/05/2020 10:58:24 > epoch 12 updates 17620 loss: 0.2040 lr: 5.0174e-04 gnorm: 0.3940 | |
| 04/05/2020 10:58:27 > epoch 12 updates 17640 loss: 0.1728 lr: 5.0174e-04 gnorm: 0.4326 | |
| 04/05/2020 10:58:30 train loss: 0.1884 lr: 5.0174e-04 gnorm: 0.4134 clip: 0 | |
| 04/05/2020 10:58:30 valid loss: 0.2844 auc: 0.9528 f1: 0.8864 acc: 0.8844 [BEST: 0.8886] | |
| 04/05/2020 10:58:31 > epoch 12 updates 17660 loss: 0.1864 lr: 5.0174e-04 gnorm: 0.2961 | |
| 04/05/2020 10:58:34 > epoch 12 updates 17680 loss: 0.1195 lr: 5.0174e-04 gnorm: 0.2709 | |
| 04/05/2020 10:58:37 > epoch 12 updates 17700 loss: 0.1888 lr: 5.0174e-04 gnorm: 0.3864 | |
| 04/05/2020 10:58:39 train loss: 0.1649 lr: 5.0174e-04 gnorm: 0.3181 clip: 0 | |
| 04/05/2020 10:58:39 valid loss: 0.2884 auc: 0.9533 f1: 0.8880 acc: 0.8852 [BEST: 0.8886] | |
| 04/05/2020 10:58:42 > epoch 12 updates 17720 loss: 0.1451 lr: 5.0174e-04 gnorm: 0.2847 | |
| 04/05/2020 10:58:45 > epoch 12 updates 17740 loss: 0.1596 lr: 5.0174e-04 gnorm: 0.3467 | |
| 04/05/2020 10:58:48 train loss: 0.1524 lr: 5.0174e-04 gnorm: 0.3158 clip: 0 | |
| 04/05/2020 10:58:48 valid loss: 0.2915 auc: 0.9512 f1: 0.8844 acc: 0.8812 [BEST: 0.8886] | |
| 04/05/2020 10:58:50 > epoch 12 updates 17760 loss: 0.1766 lr: 5.0174e-04 gnorm: 0.3469 | |
| 04/05/2020 10:58:53 > epoch 12 updates 17780 loss: 0.1694 lr: 5.0174e-04 gnorm: 0.3835 | |
| 04/05/2020 10:58:56 > epoch 12 updates 17800 loss: 0.1840 lr: 5.0174e-04 gnorm: 0.4303 | |
| 04/05/2020 10:58:57 train loss: 0.1767 lr: 5.0174e-04 gnorm: 0.3872 clip: 0 | |
| 04/05/2020 10:58:57 valid loss: 0.2945 auc: 0.9524 f1: 0.8818 acc: 0.8818 [BEST: 0.8886] | |
| 04/05/2020 10:59:00 > epoch 12 updates 17820 loss: 0.1703 lr: 5.0174e-04 gnorm: 0.3260 | |
| 04/05/2020 10:59:03 > epoch 12 updates 17840 loss: 0.2210 lr: 5.0174e-04 gnorm: 0.3707 | |
| 04/05/2020 10:59:07 train loss: 0.1958 lr: 5.0174e-04 gnorm: 0.3485 clip: 0 | |
| 04/05/2020 10:59:07 valid loss: 0.2920 auc: 0.9520 f1: 0.8847 acc: 0.8811 [BEST: 0.8886] | |
| 04/05/2020 10:59:08 > epoch 12 updates 17860 loss: 0.1470 lr: 5.0174e-04 gnorm: 0.2917 | |
| 04/05/2020 10:59:11 > epoch 12 updates 17880 loss: 0.1270 lr: 5.0174e-04 gnorm: 0.2466 | |
| 04/05/2020 10:59:14 > epoch 12 updates 17900 loss: 0.1512 lr: 5.0174e-04 gnorm: 0.3215 | |
| 04/05/2020 10:59:16 train loss: 0.1417 lr: 5.0174e-04 gnorm: 0.2867 clip: 0 | |
| 04/05/2020 10:59:16 valid loss: 0.2901 auc: 0.9539 f1: 0.8891 acc: 0.8858 [BEST: 0.8886] | |
| 04/05/2020 10:59:19 > epoch 12 updates 17920 loss: 0.1939 lr: 5.0174e-04 gnorm: 0.4121 | |
| 04/05/2020 10:59:22 > epoch 12 updates 17940 loss: 0.1594 lr: 5.0174e-04 gnorm: 0.3079 | |
| 04/05/2020 10:59:25 train loss: 0.1766 lr: 5.0174e-04 gnorm: 0.3597 clip: 0 | |
| 04/05/2020 10:59:25 valid loss: 0.2832 auc: 0.9539 f1: 0.8900 acc: 0.8882 [BEST: 0.8886] | |
| 04/05/2020 10:59:27 > epoch 12 updates 17960 loss: 0.1488 lr: 5.0174e-04 gnorm: 0.3036 | |
| 04/05/2020 10:59:30 > epoch 12 updates 17980 loss: 0.1586 lr: 5.0174e-04 gnorm: 0.3300 | |
| 04/05/2020 10:59:33 > epoch 12 updates 18000 loss: 0.1296 lr: 5.0174e-04 gnorm: 0.2373 | |
| 04/05/2020 10:59:35 train loss: 0.1456 lr: 5.0174e-04 gnorm: 0.2901 clip: 0 | |
| 04/05/2020 10:59:35 valid loss: 0.2829 auc: 0.9542 f1: 0.8894 acc: 0.8861 [BEST: 0.8886] | |
| 04/05/2020 10:59:38 > epoch 12 updates 18020 loss: 0.1469 lr: 4.7666e-04 gnorm: 0.2444 | |
| 04/05/2020 10:59:40 train loss: 0.1469 lr: 4.7666e-04 gnorm: 0.2444 clip: 0 | |
| 04/05/2020 10:59:40 valid loss: 0.2849 auc: 0.9536 f1: 0.8886 acc: 0.8854 [BEST: 0.8886] | |
| 04/05/2020 10:59:40 Epoch: 13 | |
| 04/05/2020 10:59:46 > epoch 13 updates 18040 loss: 0.1183 lr: 4.7666e-04 gnorm: 0.2860 | |
| 04/05/2020 10:59:50 train loss: 0.1183 lr: 4.7666e-04 gnorm: 0.2860 clip: 0 | |
| 04/05/2020 10:59:50 valid loss: 0.2986 auc: 0.9514 f1: 0.8859 acc: 0.8829 [BEST: 0.8886] | |
| 04/05/2020 10:59:51 > epoch 13 updates 18060 loss: 0.1337 lr: 4.7666e-04 gnorm: 0.3338 | |
| 04/05/2020 10:59:54 > epoch 13 updates 18080 loss: 0.1376 lr: 4.7666e-04 gnorm: 0.3473 | |
| 04/05/2020 10:59:57 > epoch 13 updates 18100 loss: 0.1892 lr: 4.7666e-04 gnorm: 0.3616 | |
| 04/05/2020 10:59:59 train loss: 0.1537 lr: 4.7666e-04 gnorm: 0.3477 clip: 0 | |
| 04/05/2020 10:59:59 valid loss: 0.3107 auc: 0.9488 f1: 0.8783 acc: 0.8778 [BEST: 0.8886] | |
| 04/05/2020 11:00:02 > epoch 13 updates 18120 loss: 0.0897 lr: 4.7666e-04 gnorm: 0.2135 | |
| 04/05/2020 11:00:05 > epoch 13 updates 18140 loss: 0.1471 lr: 4.7666e-04 gnorm: 0.2721 | |
| 04/05/2020 11:00:09 train loss: 0.1185 lr: 4.7666e-04 gnorm: 0.2430 clip: 0 | |
| 04/05/2020 11:00:09 valid loss: 0.2971 auc: 0.9525 f1: 0.8860 acc: 0.8832 [BEST: 0.8886] | |
| 04/05/2020 11:00:10 > epoch 13 updates 18160 loss: 0.1414 lr: 4.7666e-04 gnorm: 0.3313 | |
| 04/05/2020 11:00:13 > epoch 13 updates 18180 loss: 0.1432 lr: 4.7666e-04 gnorm: 0.3697 | |
| 04/05/2020 11:00:16 > epoch 13 updates 18200 loss: 0.1073 lr: 4.7666e-04 gnorm: 0.2575 | |
| 04/05/2020 11:00:18 train loss: 0.1305 lr: 4.7666e-04 gnorm: 0.3193 clip: 0 | |
| 04/05/2020 11:00:18 valid loss: 0.2903 auc: 0.9531 f1: 0.8912 acc: 0.8882 [BEST: 0.8886] | |
| 04/05/2020 11:00:21 > epoch 13 updates 18220 loss: 0.0987 lr: 4.7666e-04 gnorm: 0.2927 | |
| 04/05/2020 11:00:24 > epoch 13 updates 18240 loss: 0.1446 lr: 4.7666e-04 gnorm: 0.3270 | |
| 04/05/2020 11:00:27 train loss: 0.1218 lr: 4.7666e-04 gnorm: 0.3099 clip: 0 | |
| 04/05/2020 11:00:27 valid loss: 0.2918 auc: 0.9544 f1: 0.8843 acc: 0.8839 [BEST: 0.8886] | |
| 04/05/2020 11:00:29 > epoch 13 updates 18260 loss: 0.1949 lr: 4.7666e-04 gnorm: 0.3430 | |
| 04/05/2020 11:00:32 > epoch 13 updates 18280 loss: 0.1384 lr: 4.7666e-04 gnorm: 0.3203 | |
| 04/05/2020 11:00:35 > epoch 13 updates 18300 loss: 0.1999 lr: 4.7666e-04 gnorm: 0.4320 | |
| 04/05/2020 11:00:37 train loss: 0.1778 lr: 4.7666e-04 gnorm: 0.3654 clip: 0 | |
| 04/05/2020 11:00:37 valid loss: 0.3017 auc: 0.9528 f1: 0.8863 acc: 0.8843 [BEST: 0.8886] | |
| 04/05/2020 11:00:39 > epoch 13 updates 18320 loss: 0.1263 lr: 4.7666e-04 gnorm: 0.2841 | |
| 04/05/2020 11:00:43 > epoch 13 updates 18340 loss: 0.1831 lr: 4.7666e-04 gnorm: 0.3561 | |
| 04/05/2020 11:00:46 train loss: 0.1548 lr: 4.7666e-04 gnorm: 0.3203 clip: 0 | |
| 04/05/2020 11:00:46 valid loss: 0.2941 auc: 0.9541 f1: 0.8873 acc: 0.8858 [BEST: 0.8886] | |
| 04/05/2020 11:00:47 > epoch 13 updates 18360 loss: 0.1482 lr: 4.7666e-04 gnorm: 0.3296 | |
| 04/05/2020 11:00:50 > epoch 13 updates 18380 loss: 0.1693 lr: 4.7666e-04 gnorm: 0.3434 | |
| 04/05/2020 11:00:53 > epoch 13 updates 18400 loss: 0.1218 lr: 4.7666e-04 gnorm: 0.3331 | |
| 04/05/2020 11:00:55 train loss: 0.1463 lr: 4.7666e-04 gnorm: 0.3354 clip: 0 | |
| 04/05/2020 11:00:55 valid loss: 0.3011 auc: 0.9517 f1: 0.8848 acc: 0.8831 [BEST: 0.8886] | |
| 04/05/2020 11:00:58 > epoch 13 updates 18420 loss: 0.1327 lr: 4.7666e-04 gnorm: 0.3010 | |
| 04/05/2020 11:01:01 > epoch 13 updates 18440 loss: 0.1851 lr: 4.7666e-04 gnorm: 0.4091 | |
| 04/05/2020 11:01:04 train loss: 0.1590 lr: 4.7666e-04 gnorm: 0.3553 clip: 0 | |
| 04/05/2020 11:01:04 valid loss: 0.3066 auc: 0.9514 f1: 0.8829 acc: 0.8820 [BEST: 0.8886] | |
| 04/05/2020 11:01:06 > epoch 13 updates 18460 loss: 0.1370 lr: 4.7666e-04 gnorm: 0.4075 | |
| 04/05/2020 11:01:09 > epoch 13 updates 18480 loss: 0.1025 lr: 4.7666e-04 gnorm: 0.2638 | |
| 04/05/2020 11:01:12 > epoch 13 updates 18500 loss: 0.1839 lr: 4.7666e-04 gnorm: 0.3592 | |
| 04/05/2020 11:01:14 train loss: 0.1413 lr: 4.7666e-04 gnorm: 0.3434 clip: 0 | |
| 04/05/2020 11:01:14 valid loss: 0.2970 auc: 0.9531 f1: 0.8890 acc: 0.8859 [BEST: 0.8886] | |
| 04/05/2020 11:01:17 > epoch 13 updates 18520 loss: 0.1613 lr: 4.7666e-04 gnorm: 0.3227 | |
| 04/05/2020 11:01:20 > epoch 13 updates 18540 loss: 0.1139 lr: 4.7666e-04 gnorm: 0.2854 | |
| 04/05/2020 11:01:23 train loss: 0.1375 lr: 4.7666e-04 gnorm: 0.3040 clip: 0 | |
| 04/05/2020 11:01:23 valid loss: 0.2965 auc: 0.9543 f1: 0.8890 acc: 0.8868 [BEST: 0.8886] | |
| 04/05/2020 11:01:25 > epoch 13 updates 18560 loss: 0.1807 lr: 4.7666e-04 gnorm: 0.4028 | |
| 04/05/2020 11:01:28 > epoch 13 updates 18580 loss: 0.1499 lr: 4.7666e-04 gnorm: 0.3726 | |
| 04/05/2020 11:01:31 > epoch 13 updates 18600 loss: 0.1452 lr: 4.7666e-04 gnorm: 0.3910 | |
| 04/05/2020 11:01:33 train loss: 0.1585 lr: 4.7666e-04 gnorm: 0.3887 clip: 0 | |
| 04/05/2020 11:01:33 valid loss: 0.2992 auc: 0.9539 f1: 0.8874 acc: 0.8848 [BEST: 0.8886] | |
| 04/05/2020 11:01:36 > epoch 13 updates 18620 loss: 0.1873 lr: 4.7666e-04 gnorm: 0.4525 | |
| 04/05/2020 11:01:39 > epoch 13 updates 18640 loss: 0.1561 lr: 4.7666e-04 gnorm: 0.4023 | |
| 04/05/2020 11:01:42 train loss: 0.1716 lr: 4.7666e-04 gnorm: 0.4273 clip: 0 | |
| 04/05/2020 11:01:42 valid loss: 0.2946 auc: 0.9522 f1: 0.8854 acc: 0.8830 [BEST: 0.8886] | |
| 04/05/2020 11:01:44 > epoch 13 updates 18660 loss: 0.1450 lr: 4.7666e-04 gnorm: 0.3130 | |
| 04/05/2020 11:01:47 > epoch 13 updates 18680 loss: 0.0883 lr: 4.7666e-04 gnorm: 0.2891 | |
| 04/05/2020 11:01:50 > epoch 13 updates 18700 loss: 0.2181 lr: 4.7666e-04 gnorm: 0.3870 | |
| 04/05/2020 11:01:52 train loss: 0.1507 lr: 4.7666e-04 gnorm: 0.3300 clip: 0 | |
| 04/05/2020 11:01:52 valid loss: 0.2911 auc: 0.9535 f1: 0.8902 acc: 0.8877 [BEST: 0.8886] | |
| 04/05/2020 11:01:54 > epoch 13 updates 18720 loss: 0.1537 lr: 4.7666e-04 gnorm: 0.4009 | |
| 04/05/2020 11:01:57 > epoch 13 updates 18740 loss: 0.1538 lr: 4.7666e-04 gnorm: 0.3710 | |
| 04/05/2020 11:02:01 train loss: 0.1538 lr: 4.7666e-04 gnorm: 0.3859 clip: 0 | |
| 04/05/2020 11:02:01 valid loss: 0.2945 auc: 0.9542 f1: 0.8896 acc: 0.8877 [BEST: 0.8886] | |
| 04/05/2020 11:02:02 > epoch 13 updates 18760 loss: 0.1428 lr: 4.7666e-04 gnorm: 0.3892 | |
| 04/05/2020 11:02:05 > epoch 13 updates 18780 loss: 0.1624 lr: 4.7666e-04 gnorm: 0.3184 | |
| 04/05/2020 11:02:08 > epoch 13 updates 18800 loss: 0.1903 lr: 4.7666e-04 gnorm: 0.3492 | |
| 04/05/2020 11:02:10 train loss: 0.1653 lr: 4.7666e-04 gnorm: 0.3521 clip: 0 | |
| 04/05/2020 11:02:10 valid loss: 0.2968 auc: 0.9521 f1: 0.8885 acc: 0.8859 [BEST: 0.8886] | |
| 04/05/2020 11:02:13 > epoch 13 updates 18820 loss: 0.1366 lr: 4.7666e-04 gnorm: 0.2989 | |
| 04/05/2020 11:02:16 > epoch 13 updates 18840 loss: 0.1188 lr: 4.7666e-04 gnorm: 0.3473 | |
| 04/05/2020 11:02:19 train loss: 0.1276 lr: 4.7666e-04 gnorm: 0.3232 clip: 0 | |
| 04/05/2020 11:02:19 valid loss: 0.2884 auc: 0.9530 f1: 0.8881 acc: 0.8858 [BEST: 0.8886] | |
| 04/05/2020 11:02:21 > epoch 13 updates 18860 loss: 0.1521 lr: 4.7666e-04 gnorm: 0.3163 | |
| 04/05/2020 11:02:24 > epoch 13 updates 18880 loss: 0.0885 lr: 4.7666e-04 gnorm: 0.2317 | |
| 04/05/2020 11:02:27 > epoch 13 updates 18900 loss: 0.1486 lr: 4.7666e-04 gnorm: 0.3718 | |
| 04/05/2020 11:02:29 train loss: 0.1298 lr: 4.7666e-04 gnorm: 0.3068 clip: 0 | |
| 04/05/2020 11:02:29 valid loss: 0.3000 auc: 0.9510 f1: 0.8885 acc: 0.8855 [BEST: 0.8886] | |
| 04/05/2020 11:02:32 > epoch 13 updates 18920 loss: 0.1073 lr: 4.7666e-04 gnorm: 0.2913 | |
| 04/05/2020 11:02:34 > epoch 13 updates 18940 loss: 0.1246 lr: 4.7666e-04 gnorm: 0.3495 | |
| 04/05/2020 11:02:38 train loss: 0.1160 lr: 4.7666e-04 gnorm: 0.3205 clip: 0 | |
| 04/05/2020 11:02:38 valid loss: 0.2886 auc: 0.9544 f1: 0.8884 acc: 0.8866 [BEST: 0.8886] | |
| 04/05/2020 11:02:39 > epoch 13 updates 18960 loss: 0.1297 lr: 4.7666e-04 gnorm: 0.3007 | |
| 04/05/2020 11:02:42 > epoch 13 updates 18980 loss: 0.1849 lr: 4.7666e-04 gnorm: 0.3911 | |
| 04/05/2020 11:02:45 > epoch 13 updates 19000 loss: 0.1802 lr: 4.7666e-04 gnorm: 0.3473 | |
| 04/05/2020 11:02:47 train loss: 0.1651 lr: 4.7666e-04 gnorm: 0.3465 clip: 0 | |
| 04/05/2020 11:02:47 valid loss: 0.3005 auc: 0.9517 f1: 0.8878 acc: 0.8861 [BEST: 0.8886] | |
| 04/05/2020 11:02:51 > epoch 13 updates 19020 loss: 0.1392 lr: 4.5282e-04 gnorm: 0.2872 | |
| 04/05/2020 11:02:54 > epoch 13 updates 19040 loss: 0.1900 lr: 4.5282e-04 gnorm: 0.3172 | |
| 04/05/2020 11:02:57 train loss: 0.1647 lr: 4.5282e-04 gnorm: 0.3023 clip: 0 | |
| 04/05/2020 11:02:57 valid loss: 0.2900 auc: 0.9540 f1: 0.8903 acc: 0.8881 [BEST: 0.8886] | |
| 04/05/2020 11:02:59 > epoch 13 updates 19060 loss: 0.1652 lr: 4.5282e-04 gnorm: 0.3175 | |
| 04/05/2020 11:03:02 > epoch 13 updates 19080 loss: 0.1867 lr: 4.5282e-04 gnorm: 0.3529 | |
| 04/05/2020 11:03:04 > epoch 13 updates 19100 loss: 0.1407 lr: 4.5282e-04 gnorm: 0.2893 | |
| 04/05/2020 11:03:06 train loss: 0.1641 lr: 4.5282e-04 gnorm: 0.3198 clip: 0 | |
| 04/05/2020 11:03:06 valid loss: 0.2972 auc: 0.9528 f1: 0.8878 acc: 0.8851 [BEST: 0.8886] | |
| 04/05/2020 11:03:10 > epoch 13 updates 19120 loss: 0.1962 lr: 4.5282e-04 gnorm: 0.4062 | |
| 04/05/2020 11:03:12 > epoch 13 updates 19140 loss: 0.1519 lr: 4.5282e-04 gnorm: 0.3536 | |
| 04/05/2020 11:03:16 train loss: 0.1740 lr: 4.5282e-04 gnorm: 0.3797 clip: 0 | |
| 04/05/2020 11:03:16 valid loss: 0.2921 auc: 0.9534 f1: 0.8900 acc: 0.8874 [BEST: 0.8886] | |
| 04/05/2020 11:03:17 > epoch 13 updates 19160 loss: 0.1371 lr: 4.5282e-04 gnorm: 0.2862 | |
| 04/05/2020 11:03:20 > epoch 13 updates 19180 loss: 0.1426 lr: 4.5282e-04 gnorm: 0.3049 | |
| 04/05/2020 11:03:23 > epoch 13 updates 19200 loss: 0.1542 lr: 4.5282e-04 gnorm: 0.3328 | |
| 04/05/2020 11:03:25 train loss: 0.1447 lr: 4.5282e-04 gnorm: 0.3081 clip: 0 | |
| 04/05/2020 11:03:25 valid loss: 0.2863 auc: 0.9537 f1: 0.8875 acc: 0.8855 [BEST: 0.8886] | |
| 04/05/2020 11:03:28 > epoch 13 updates 19220 loss: 0.1252 lr: 4.5282e-04 gnorm: 0.3277 | |
| 04/05/2020 11:03:31 > epoch 13 updates 19240 loss: 0.1055 lr: 4.5282e-04 gnorm: 0.2421 | |
| 04/05/2020 11:03:34 train loss: 0.1153 lr: 4.5282e-04 gnorm: 0.2847 clip: 0 | |
| 04/05/2020 11:03:34 valid loss: 0.2964 auc: 0.9528 f1: 0.8880 acc: 0.8847 [BEST: 0.8886] | |
| 04/05/2020 11:03:36 > epoch 13 updates 19260 loss: 0.1616 lr: 4.5282e-04 gnorm: 0.3012 | |
| 04/05/2020 11:03:39 > epoch 13 updates 19280 loss: 0.1246 lr: 4.5282e-04 gnorm: 0.3159 | |
| 04/05/2020 11:03:42 > epoch 13 updates 19300 loss: 0.1935 lr: 4.5282e-04 gnorm: 0.5002 | |
| 04/05/2020 11:03:44 train loss: 0.1600 lr: 4.5282e-04 gnorm: 0.3731 clip: 0 | |
| 04/05/2020 11:03:44 valid loss: 0.2860 auc: 0.9561 f1: 0.8900 acc: 0.8876 [BEST: 0.8886] | |
| 04/05/2020 11:03:47 > epoch 13 updates 19320 loss: 0.1315 lr: 4.5282e-04 gnorm: 0.2696 | |
| 04/05/2020 11:03:50 > epoch 13 updates 19340 loss: 0.1790 lr: 4.5282e-04 gnorm: 0.3482 | |
| 04/05/2020 11:03:53 train loss: 0.1554 lr: 4.5282e-04 gnorm: 0.3091 clip: 0 | |
| 04/05/2020 11:03:53 valid loss: 0.2847 auc: 0.9543 f1: 0.8903 acc: 0.8880 [BEST: 0.8886] | |
| 04/05/2020 11:03:54 > epoch 13 updates 19360 loss: 0.2041 lr: 4.5282e-04 gnorm: 0.3834 | |
| 04/05/2020 11:03:57 > epoch 13 updates 19380 loss: 0.1964 lr: 4.5282e-04 gnorm: 0.4091 | |
| 04/05/2020 11:04:00 > epoch 13 updates 19400 loss: 0.1787 lr: 4.5282e-04 gnorm: 0.3314 | |
| 04/05/2020 11:04:02 train loss: 0.1929 lr: 4.5282e-04 gnorm: 0.3745 clip: 0 | |
| 04/05/2020 11:04:02 valid loss: 0.2932 auc: 0.9544 f1: 0.8897 acc: 0.8879 [BEST: 0.8886] | |
| 04/05/2020 11:04:05 > epoch 13 updates 19420 loss: 0.1812 lr: 4.5282e-04 gnorm: 0.3352 | |
| 04/05/2020 11:04:08 > epoch 13 updates 19440 loss: 0.1643 lr: 4.5282e-04 gnorm: 0.3637 | |
| 04/05/2020 11:04:12 train loss: 0.1727 lr: 4.5282e-04 gnorm: 0.3495 clip: 0 | |
| 04/05/2020 11:04:12 valid loss: 0.2952 auc: 0.9534 f1: 0.8906 acc: 0.8865 [BEST: 0.8886] | |
| 04/05/2020 11:04:13 > epoch 13 updates 19460 loss: 0.1940 lr: 4.5282e-04 gnorm: 0.3881 | |
| 04/05/2020 11:04:16 > epoch 13 updates 19480 loss: 0.1659 lr: 4.5282e-04 gnorm: 0.3275 | |
| 04/05/2020 11:04:19 > epoch 13 updates 19500 loss: 0.1250 lr: 4.5282e-04 gnorm: 0.3175 | |
| 04/05/2020 11:04:21 train loss: 0.1614 lr: 4.5282e-04 gnorm: 0.3441 clip: 0 | |
| 04/05/2020 11:04:21 valid loss: 0.2917 auc: 0.9535 f1: 0.8903 acc: 0.8875 [BEST: 0.8886] | |
| 04/05/2020 11:04:24 > epoch 13 updates 19520 loss: 0.1787 lr: 4.5282e-04 gnorm: 0.3666 | |
| 04/05/2020 11:04:26 train loss: 0.1787 lr: 4.5282e-04 gnorm: 0.3666 clip: 0 | |
| 04/05/2020 11:04:26 valid loss: 0.2875 auc: 0.9552 f1: 0.8876 acc: 0.8871 [BEST: 0.8886] | |
| 04/05/2020 11:04:26 Epoch: 14 | |
| 04/05/2020 11:04:32 > epoch 14 updates 19540 loss: 0.1380 lr: 4.5282e-04 gnorm: 0.2937 | |
| 04/05/2020 11:04:35 train loss: 0.1380 lr: 4.5282e-04 gnorm: 0.2937 clip: 0 | |
| 04/05/2020 11:04:35 valid loss: 0.2878 auc: 0.9548 f1: 0.8908 acc: 0.8884 [BEST: 0.8886] | |
| 04/05/2020 11:04:36 > epoch 14 updates 19560 loss: 0.1047 lr: 4.5282e-04 gnorm: 0.2517 | |
| 04/05/2020 11:04:39 > epoch 14 updates 19580 loss: 0.1511 lr: 4.5282e-04 gnorm: 0.2882 | |
| 04/05/2020 11:04:42 > epoch 14 updates 19600 loss: 0.1154 lr: 4.5282e-04 gnorm: 0.3059 | |
| 04/05/2020 11:04:44 train loss: 0.1238 lr: 4.5282e-04 gnorm: 0.2821 clip: 0 | |
| 04/05/2020 11:04:44 valid loss: 0.2926 auc: 0.9553 f1: 0.8892 acc: 0.8875 [BEST: 0.8886] | |
| 04/05/2020 11:04:47 > epoch 14 updates 19620 loss: 0.1806 lr: 4.5282e-04 gnorm: 0.4246 | |
| 04/05/2020 11:04:50 > epoch 14 updates 19640 loss: 0.1345 lr: 4.5282e-04 gnorm: 0.3428 | |
| 04/05/2020 11:04:54 train loss: 0.1574 lr: 4.5282e-04 gnorm: 0.3835 clip: 0 | |
| 04/05/2020 11:04:54 valid loss: 0.3080 auc: 0.9531 f1: 0.8875 acc: 0.8857 [BEST: 0.8886] | |
| 04/05/2020 11:04:55 > epoch 14 updates 19660 loss: 0.1846 lr: 4.5282e-04 gnorm: 0.4230 | |
| 04/05/2020 11:04:58 > epoch 14 updates 19680 loss: 0.1190 lr: 4.5282e-04 gnorm: 0.2669 | |
| 04/05/2020 11:05:01 > epoch 14 updates 19700 loss: 0.1281 lr: 4.5282e-04 gnorm: 0.3176 | |
| 04/05/2020 11:05:03 train loss: 0.1437 lr: 4.5282e-04 gnorm: 0.3354 clip: 0 | |
| 04/05/2020 11:05:03 valid loss: 0.3062 auc: 0.9537 f1: 0.8861 acc: 0.8855 [BEST: 0.8886] | |
| 04/05/2020 11:05:06 > epoch 14 updates 19720 loss: 0.1446 lr: 4.5282e-04 gnorm: 0.3455 | |
| 04/05/2020 11:05:09 > epoch 14 updates 19740 loss: 0.1761 lr: 4.5282e-04 gnorm: 0.3274 | |
| 04/05/2020 11:05:12 train loss: 0.1604 lr: 4.5282e-04 gnorm: 0.3364 clip: 0 | |
| 04/05/2020 11:05:12 valid loss: 0.2947 auc: 0.9534 f1: 0.8857 acc: 0.8846 [BEST: 0.8886] | |
| 04/05/2020 11:05:14 > epoch 14 updates 19760 loss: 0.1306 lr: 4.5282e-04 gnorm: 0.3236 | |
| 04/05/2020 11:05:17 > epoch 14 updates 19780 loss: 0.1341 lr: 4.5282e-04 gnorm: 0.2969 | |
| 04/05/2020 11:05:20 > epoch 14 updates 19800 loss: 0.1573 lr: 4.5282e-04 gnorm: 0.4212 | |
| 04/05/2020 11:05:22 train loss: 0.1408 lr: 4.5282e-04 gnorm: 0.3476 clip: 0 | |
| 04/05/2020 11:05:22 valid loss: 0.2987 auc: 0.9546 f1: 0.8918 acc: 0.8888 [NEW BEST] | |
| 04/05/2020 11:05:25 > epoch 14 updates 19820 loss: 0.1638 lr: 4.5282e-04 gnorm: 0.4080 | |
| 04/05/2020 11:05:28 > epoch 14 updates 19840 loss: 0.1279 lr: 4.5282e-04 gnorm: 0.3326 | |
| 04/05/2020 11:05:31 train loss: 0.1457 lr: 4.5282e-04 gnorm: 0.3701 clip: 0 | |
| 04/05/2020 11:05:31 valid loss: 0.3014 auc: 0.9539 f1: 0.8866 acc: 0.8865 [BEST: 0.8888] | |
| 04/05/2020 11:05:33 > epoch 14 updates 19860 loss: 0.1299 lr: 4.5282e-04 gnorm: 0.3861 | |
| 04/05/2020 11:05:36 > epoch 14 updates 19880 loss: 0.1613 lr: 4.5282e-04 gnorm: 0.4092 | |
| 04/05/2020 11:05:38 > epoch 14 updates 19900 loss: 0.1272 lr: 4.5282e-04 gnorm: 0.3461 | |
| 04/05/2020 11:05:40 train loss: 0.1395 lr: 4.5282e-04 gnorm: 0.3803 clip: 0 | |
| 04/05/2020 11:05:40 valid loss: 0.2974 auc: 0.9541 f1: 0.8901 acc: 0.8885 [BEST: 0.8888] | |
| 04/05/2020 11:05:43 > epoch 14 updates 19920 loss: 0.1704 lr: 4.5282e-04 gnorm: 0.4540 | |
| 04/05/2020 11:05:46 > epoch 14 updates 19940 loss: 0.1501 lr: 4.5282e-04 gnorm: 0.3549 | |
| 04/05/2020 11:05:50 train loss: 0.1602 lr: 4.5282e-04 gnorm: 0.4042 clip: 0 | |
| 04/05/2020 11:05:50 valid loss: 0.3003 auc: 0.9538 f1: 0.8891 acc: 0.8872 [BEST: 0.8888] | |
| 04/05/2020 11:05:51 > epoch 14 updates 19960 loss: 0.1136 lr: 4.5282e-04 gnorm: 0.2929 | |
| 04/05/2020 11:05:54 > epoch 14 updates 19980 loss: 0.1314 lr: 4.5282e-04 gnorm: 0.3733 | |
| 04/05/2020 11:05:57 > epoch 14 updates 20000 loss: 0.1467 lr: 4.5282e-04 gnorm: 0.3711 | |
| 04/05/2020 11:05:59 train loss: 0.1307 lr: 4.5282e-04 gnorm: 0.3460 clip: 0 | |
| 04/05/2020 11:05:59 valid loss: 0.2984 auc: 0.9535 f1: 0.8896 acc: 0.8862 [BEST: 0.8888] | |
| 04/05/2020 11:06:02 > epoch 14 updates 20020 loss: 0.1216 lr: 4.3018e-04 gnorm: 0.4210 | |
| 04/05/2020 11:06:05 > epoch 14 updates 20040 loss: 0.1454 lr: 4.3018e-04 gnorm: 0.3505 | |
| 04/05/2020 11:06:09 train loss: 0.1336 lr: 4.3018e-04 gnorm: 0.3856 clip: 0 | |
| 04/05/2020 11:06:09 valid loss: 0.3051 auc: 0.9525 f1: 0.8865 acc: 0.8851 [BEST: 0.8888] | |
| 04/05/2020 11:06:10 > epoch 14 updates 20060 loss: 0.1336 lr: 4.3018e-04 gnorm: 0.3449 | |
| 04/05/2020 11:06:13 > epoch 14 updates 20080 loss: 0.1256 lr: 4.3018e-04 gnorm: 0.3188 | |
| 04/05/2020 11:06:16 > epoch 14 updates 20100 loss: 0.1200 lr: 4.3018e-04 gnorm: 0.3443 | |
| 04/05/2020 11:06:18 train loss: 0.1263 lr: 4.3018e-04 gnorm: 0.3360 clip: 0 | |
| 04/05/2020 11:06:18 valid loss: 0.3146 auc: 0.9499 f1: 0.8846 acc: 0.8801 [BEST: 0.8888] | |
| 04/05/2020 11:06:21 > epoch 14 updates 20120 loss: 0.1166 lr: 4.3018e-04 gnorm: 0.3405 | |
| 04/05/2020 11:06:24 > epoch 14 updates 20140 loss: 0.1066 lr: 4.3018e-04 gnorm: 0.3980 | |
| 04/05/2020 11:06:27 train loss: 0.1116 lr: 4.3018e-04 gnorm: 0.3694 clip: 0 | |
| 04/05/2020 11:06:27 valid loss: 0.2954 auc: 0.9530 f1: 0.8903 acc: 0.8880 [BEST: 0.8888] | |
| 04/05/2020 11:06:29 > epoch 14 updates 20160 loss: 0.1616 lr: 4.3018e-04 gnorm: 0.3517 | |
| 04/05/2020 11:06:32 > epoch 14 updates 20180 loss: 0.1119 lr: 4.3018e-04 gnorm: 0.2741 | |
| 04/05/2020 11:06:34 > epoch 14 updates 20200 loss: 0.1603 lr: 4.3018e-04 gnorm: 0.3109 | |
| 04/05/2020 11:06:36 train loss: 0.1446 lr: 4.3018e-04 gnorm: 0.3121 clip: 0 | |
| 04/05/2020 11:06:36 valid loss: 0.2982 auc: 0.9531 f1: 0.8903 acc: 0.8883 [BEST: 0.8888] | |
| 04/05/2020 11:06:39 > epoch 14 updates 20220 loss: 0.1525 lr: 4.3018e-04 gnorm: 0.3477 | |
| 04/05/2020 11:06:42 > epoch 14 updates 20240 loss: 0.1991 lr: 4.3018e-04 gnorm: 0.4517 | |
| 04/05/2020 11:06:46 train loss: 0.1759 lr: 4.3018e-04 gnorm: 0.4000 clip: 0 | |
| 04/05/2020 11:06:46 valid loss: 0.3043 auc: 0.9529 f1: 0.8892 acc: 0.8876 [BEST: 0.8888] | |
| 04/05/2020 11:06:47 > epoch 14 updates 20260 loss: 0.1871 lr: 4.3018e-04 gnorm: 0.3831 | |
| 04/05/2020 11:06:50 > epoch 14 updates 20280 loss: 0.1106 lr: 4.3018e-04 gnorm: 0.2767 | |
| 04/05/2020 11:06:53 > epoch 14 updates 20300 loss: 0.1438 lr: 4.3018e-04 gnorm: 0.3304 | |
| 04/05/2020 11:06:55 train loss: 0.1470 lr: 4.3018e-04 gnorm: 0.3299 clip: 0 | |
| 04/05/2020 11:06:55 valid loss: 0.2982 auc: 0.9526 f1: 0.8883 acc: 0.8865 [BEST: 0.8888] | |
| 04/05/2020 11:06:58 > epoch 14 updates 20320 loss: 0.1406 lr: 4.3018e-04 gnorm: 0.3686 | |
| 04/05/2020 11:07:01 > epoch 14 updates 20340 loss: 0.1313 lr: 4.3018e-04 gnorm: 0.3122 | |
| 04/05/2020 11:07:04 train loss: 0.1359 lr: 4.3018e-04 gnorm: 0.3403 clip: 0 | |
| 04/05/2020 11:07:04 valid loss: 0.2967 auc: 0.9532 f1: 0.8879 acc: 0.8863 [BEST: 0.8888] | |
| 04/05/2020 11:07:06 > epoch 14 updates 20360 loss: 0.1499 lr: 4.3018e-04 gnorm: 0.3482 | |
| 04/05/2020 11:07:09 > epoch 14 updates 20380 loss: 0.1780 lr: 4.3018e-04 gnorm: 0.4202 | |
| 04/05/2020 11:07:12 > epoch 14 updates 20400 loss: 0.1613 lr: 4.3018e-04 gnorm: 0.3225 | |
| 04/05/2020 11:07:14 train loss: 0.1631 lr: 4.3018e-04 gnorm: 0.3636 clip: 0 | |
| 04/05/2020 11:07:14 valid loss: 0.2899 auc: 0.9538 f1: 0.8918 acc: 0.8898 [NEW BEST] | |
| 04/05/2020 11:07:17 > epoch 14 updates 20420 loss: 0.1607 lr: 4.3018e-04 gnorm: 0.3719 | |
| 04/05/2020 11:07:20 > epoch 14 updates 20440 loss: 0.1527 lr: 4.3018e-04 gnorm: 0.3465 | |
| 04/05/2020 11:07:24 train loss: 0.1567 lr: 4.3018e-04 gnorm: 0.3591 clip: 0 | |
| 04/05/2020 11:07:24 valid loss: 0.2936 auc: 0.9529 f1: 0.8882 acc: 0.8868 [BEST: 0.8898] | |
| 04/05/2020 11:07:25 > epoch 14 updates 20460 loss: 0.1833 lr: 4.3018e-04 gnorm: 0.4078 | |
| 04/05/2020 11:07:28 > epoch 14 updates 20480 loss: 0.1398 lr: 4.3018e-04 gnorm: 0.3636 | |
| 04/05/2020 11:07:31 > epoch 14 updates 20500 loss: 0.1692 lr: 4.3018e-04 gnorm: 0.4677 | |
| 04/05/2020 11:07:33 train loss: 0.1641 lr: 4.3018e-04 gnorm: 0.4132 clip: 0 | |
| 04/05/2020 11:07:33 valid loss: 0.2933 auc: 0.9534 f1: 0.8903 acc: 0.8875 [BEST: 0.8898] | |
| 04/05/2020 11:07:36 > epoch 14 updates 20520 loss: 0.2354 lr: 4.3018e-04 gnorm: 0.4041 | |
| 04/05/2020 11:07:39 > epoch 14 updates 20540 loss: 0.1257 lr: 4.3018e-04 gnorm: 0.2975 | |
| 04/05/2020 11:07:42 train loss: 0.1803 lr: 4.3018e-04 gnorm: 0.3505 clip: 0 | |
| 04/05/2020 11:07:42 valid loss: 0.2976 auc: 0.9536 f1: 0.8928 acc: 0.8892 [BEST: 0.8898] | |
| 04/05/2020 11:07:44 > epoch 14 updates 20560 loss: 0.1752 lr: 4.3018e-04 gnorm: 0.3823 | |
| 04/05/2020 11:07:46 > epoch 14 updates 20580 loss: 0.1199 lr: 4.3018e-04 gnorm: 0.3146 | |
| 04/05/2020 11:07:50 > epoch 14 updates 20600 loss: 0.2102 lr: 4.3018e-04 gnorm: 0.3945 | |
| 04/05/2020 11:07:52 train loss: 0.1685 lr: 4.3018e-04 gnorm: 0.3638 clip: 0 | |
| 04/05/2020 11:07:52 valid loss: 0.2937 auc: 0.9540 f1: 0.8921 acc: 0.8900 [NEW BEST] | |
| 04/05/2020 11:07:55 > epoch 14 updates 20620 loss: 0.1090 lr: 4.3018e-04 gnorm: 0.2928 | |
| 04/05/2020 11:07:58 > epoch 14 updates 20640 loss: 0.1674 lr: 4.3018e-04 gnorm: 0.4231 | |
| 04/05/2020 11:08:01 train loss: 0.1384 lr: 4.3018e-04 gnorm: 0.3583 clip: 0 | |
| 04/05/2020 11:08:01 valid loss: 0.2997 auc: 0.9531 f1: 0.8914 acc: 0.8876 [BEST: 0.8900] | |
| 04/05/2020 11:08:03 > epoch 14 updates 20660 loss: 0.1328 lr: 4.3018e-04 gnorm: 0.3073 | |
| 04/05/2020 11:08:06 > epoch 14 updates 20680 loss: 0.1747 lr: 4.3018e-04 gnorm: 0.3902 | |
| 04/05/2020 11:08:09 > epoch 14 updates 20700 loss: 0.1192 lr: 4.3018e-04 gnorm: 0.2586 | |
| 04/05/2020 11:08:11 train loss: 0.1422 lr: 4.3018e-04 gnorm: 0.3186 clip: 0 | |
| 04/05/2020 11:08:11 valid loss: 0.2977 auc: 0.9535 f1: 0.8891 acc: 0.8862 [BEST: 0.8900] | |
| 04/05/2020 11:08:13 > epoch 14 updates 20720 loss: 0.1431 lr: 4.3018e-04 gnorm: 0.3522 | |
| 04/05/2020 11:08:16 > epoch 14 updates 20740 loss: 0.1300 lr: 4.3018e-04 gnorm: 0.3774 | |
| 04/05/2020 11:08:20 train loss: 0.1365 lr: 4.3018e-04 gnorm: 0.3648 clip: 0 | |
| 04/05/2020 11:08:20 valid loss: 0.2952 auc: 0.9533 f1: 0.8903 acc: 0.8880 [BEST: 0.8900] | |
| 04/05/2020 11:08:21 > epoch 14 updates 20760 loss: 0.1648 lr: 4.3018e-04 gnorm: 0.3574 | |
| 04/05/2020 11:08:24 > epoch 14 updates 20780 loss: 0.1426 lr: 4.3018e-04 gnorm: 0.3843 | |
| 04/05/2020 11:08:27 > epoch 14 updates 20800 loss: 0.1481 lr: 4.3018e-04 gnorm: 0.3289 | |
| 04/05/2020 11:08:29 train loss: 0.1518 lr: 4.3018e-04 gnorm: 0.3568 clip: 0 | |
| 04/05/2020 11:08:29 valid loss: 0.2902 auc: 0.9541 f1: 0.8914 acc: 0.8887 [BEST: 0.8900] | |
| 04/05/2020 11:08:32 > epoch 14 updates 20820 loss: 0.2148 lr: 4.3018e-04 gnorm: 0.3841 | |
| 04/05/2020 11:08:35 > epoch 14 updates 20840 loss: 0.1552 lr: 4.3018e-04 gnorm: 0.3562 | |
| 04/05/2020 11:08:39 train loss: 0.1848 lr: 4.3018e-04 gnorm: 0.3701 clip: 0 | |
| 04/05/2020 11:08:39 valid loss: 0.2952 auc: 0.9520 f1: 0.8893 acc: 0.8858 [BEST: 0.8900] | |
| 04/05/2020 11:08:40 > epoch 14 updates 20860 loss: 0.1147 lr: 4.3018e-04 gnorm: 0.2545 | |
| 04/05/2020 11:08:43 > epoch 14 updates 20880 loss: 0.1269 lr: 4.3018e-04 gnorm: 0.3369 | |
| 04/05/2020 11:08:46 > epoch 14 updates 20900 loss: 0.2114 lr: 4.3018e-04 gnorm: 0.3560 | |
| 04/05/2020 11:08:48 train loss: 0.1513 lr: 4.3018e-04 gnorm: 0.3161 clip: 0 | |
| 04/05/2020 11:08:48 valid loss: 0.2977 auc: 0.9521 f1: 0.8875 acc: 0.8859 [BEST: 0.8900] | |
| 04/05/2020 11:08:51 > epoch 14 updates 20920 loss: 0.1907 lr: 4.3018e-04 gnorm: 0.3512 | |
| 04/05/2020 11:08:54 > epoch 14 updates 20940 loss: 0.1428 lr: 4.3018e-04 gnorm: 0.3107 | |
| 04/05/2020 11:08:57 train loss: 0.1666 lr: 4.3018e-04 gnorm: 0.3308 clip: 0 | |
| 04/05/2020 11:08:57 valid loss: 0.2927 auc: 0.9541 f1: 0.8908 acc: 0.8884 [BEST: 0.8900] | |
| 04/05/2020 11:08:58 > epoch 14 updates 20960 loss: 0.1560 lr: 4.3018e-04 gnorm: 0.4364 | |
| 04/05/2020 11:09:01 > epoch 14 updates 20980 loss: 0.1682 lr: 4.3018e-04 gnorm: 0.3435 | |
| 04/05/2020 11:09:04 > epoch 14 updates 21000 loss: 0.1348 lr: 4.3018e-04 gnorm: 0.2825 | |
| 04/05/2020 11:09:06 train loss: 0.1529 lr: 4.3018e-04 gnorm: 0.3536 clip: 0 | |
| 04/05/2020 11:09:06 valid loss: 0.2885 auc: 0.9555 f1: 0.8944 acc: 0.8916 [NEW BEST] | |
| 04/05/2020 11:09:10 > epoch 14 updates 21020 loss: 0.1259 lr: 4.0867e-04 gnorm: 0.3094 | |
| 04/05/2020 11:09:13 train loss: 0.1259 lr: 4.0867e-04 gnorm: 0.3094 clip: 0 | |
| 04/05/2020 11:09:13 valid loss: 0.2968 auc: 0.9536 f1: 0.8909 acc: 0.8875 [BEST: 0.8916] | |
| 04/05/2020 11:09:13 Epoch: 15 | |
| 04/05/2020 11:09:18 > epoch 15 updates 21040 loss: 0.1968 lr: 4.0867e-04 gnorm: 0.4318 | |
| 04/05/2020 11:09:22 train loss: 0.1968 lr: 4.0867e-04 gnorm: 0.4318 clip: 0 | |
| 04/05/2020 11:09:22 valid loss: 0.2920 auc: 0.9541 f1: 0.8907 acc: 0.8877 [BEST: 0.8916] | |
| 04/05/2020 11:09:23 > epoch 15 updates 21060 loss: 0.1276 lr: 4.0867e-04 gnorm: 0.4040 | |
| 04/05/2020 11:09:26 > epoch 15 updates 21080 loss: 0.1511 lr: 4.0867e-04 gnorm: 0.3515 | |
| 04/05/2020 11:09:29 > epoch 15 updates 21100 loss: 0.1464 lr: 4.0867e-04 gnorm: 0.3353 | |
| 04/05/2020 11:09:31 train loss: 0.1417 lr: 4.0867e-04 gnorm: 0.3634 clip: 0 | |
| 04/05/2020 11:09:31 valid loss: 0.3012 auc: 0.9549 f1: 0.8900 acc: 0.8884 [BEST: 0.8916] | |
| 04/05/2020 11:09:34 > epoch 15 updates 21120 loss: 0.1337 lr: 4.0867e-04 gnorm: 0.3465 | |
| 04/05/2020 11:09:36 > epoch 15 updates 21140 loss: 0.0902 lr: 4.0867e-04 gnorm: 0.2890 | |
| 04/05/2020 11:09:40 train loss: 0.1118 lr: 4.0867e-04 gnorm: 0.3176 clip: 0 | |
| 04/05/2020 11:09:40 valid loss: 0.3068 auc: 0.9522 f1: 0.8896 acc: 0.8872 [BEST: 0.8916] | |
| 04/05/2020 11:09:41 > epoch 15 updates 21160 loss: 0.1284 lr: 4.0867e-04 gnorm: 0.2894 | |
| 04/05/2020 11:09:44 > epoch 15 updates 21180 loss: 0.1194 lr: 4.0867e-04 gnorm: 0.3226 | |
| 04/05/2020 11:09:47 > epoch 15 updates 21200 loss: 0.1461 lr: 4.0867e-04 gnorm: 0.3955 | |
| 04/05/2020 11:09:49 train loss: 0.1313 lr: 4.0867e-04 gnorm: 0.3362 clip: 0 | |
| 04/05/2020 11:09:49 valid loss: 0.3028 auc: 0.9531 f1: 0.8909 acc: 0.8890 [BEST: 0.8916] | |
| 04/05/2020 11:09:52 > epoch 15 updates 21220 loss: 0.1367 lr: 4.0867e-04 gnorm: 0.4374 | |
| 04/05/2020 11:09:55 > epoch 15 updates 21240 loss: 0.1598 lr: 4.0867e-04 gnorm: 0.3870 | |
| 04/05/2020 11:09:59 train loss: 0.1483 lr: 4.0867e-04 gnorm: 0.4121 clip: 0 | |
| 04/05/2020 11:09:59 valid loss: 0.3049 auc: 0.9522 f1: 0.8907 acc: 0.8885 [BEST: 0.8916] | |
| 04/05/2020 11:10:00 > epoch 15 updates 21260 loss: 0.1491 lr: 4.0867e-04 gnorm: 0.3148 | |
| 04/05/2020 11:10:03 > epoch 15 updates 21280 loss: 0.1650 lr: 4.0867e-04 gnorm: 0.4324 | |
| 04/05/2020 11:10:06 > epoch 15 updates 21300 loss: 0.1292 lr: 4.0867e-04 gnorm: 0.3397 | |
| 04/05/2020 11:10:08 train loss: 0.1477 lr: 4.0867e-04 gnorm: 0.3624 clip: 0 | |
| 04/05/2020 11:10:08 valid loss: 0.2987 auc: 0.9535 f1: 0.8929 acc: 0.8904 [BEST: 0.8916] | |
| 04/05/2020 11:10:11 > epoch 15 updates 21320 loss: 0.0939 lr: 4.0867e-04 gnorm: 0.3358 | |
| 04/05/2020 11:10:14 > epoch 15 updates 21340 loss: 0.1015 lr: 4.0867e-04 gnorm: 0.3271 | |
| 04/05/2020 11:10:17 train loss: 0.0977 lr: 4.0867e-04 gnorm: 0.3315 clip: 0 | |
| 04/05/2020 11:10:17 valid loss: 0.3134 auc: 0.9516 f1: 0.8861 acc: 0.8856 [BEST: 0.8916] | |
| 04/05/2020 11:10:19 > epoch 15 updates 21360 loss: 0.1566 lr: 4.0867e-04 gnorm: 0.3364 | |
| 04/05/2020 11:10:22 > epoch 15 updates 21380 loss: 0.1486 lr: 4.0867e-04 gnorm: 0.3107 | |
| 04/05/2020 11:10:24 > epoch 15 updates 21400 loss: 0.1438 lr: 4.0867e-04 gnorm: 0.3665 | |
| 04/05/2020 11:10:26 train loss: 0.1496 lr: 4.0867e-04 gnorm: 0.3380 clip: 0 | |
| 04/05/2020 11:10:26 valid loss: 0.3057 auc: 0.9528 f1: 0.8885 acc: 0.8868 [BEST: 0.8916] | |
| 04/05/2020 11:10:29 > epoch 15 updates 21420 loss: 0.1340 lr: 4.0867e-04 gnorm: 0.3178 | |
| 04/05/2020 11:10:32 > epoch 15 updates 21440 loss: 0.1405 lr: 4.0867e-04 gnorm: 0.3563 | |
| 04/05/2020 11:10:35 train loss: 0.1373 lr: 4.0867e-04 gnorm: 0.3371 clip: 0 | |
| 04/05/2020 11:10:35 valid loss: 0.3117 auc: 0.9511 f1: 0.8871 acc: 0.8841 [BEST: 0.8916] | |
| 04/05/2020 11:10:37 > epoch 15 updates 21460 loss: 0.1219 lr: 4.0867e-04 gnorm: 0.2859 | |
| 04/05/2020 11:10:40 > epoch 15 updates 21480 loss: 0.1066 lr: 4.0867e-04 gnorm: 0.2633 | |
| 04/05/2020 11:10:43 > epoch 15 updates 21500 loss: 0.1867 lr: 4.0867e-04 gnorm: 0.3900 | |
| 04/05/2020 11:10:45 train loss: 0.1386 lr: 4.0867e-04 gnorm: 0.3134 clip: 0 | |
| 04/05/2020 11:10:45 valid loss: 0.3077 auc: 0.9522 f1: 0.8895 acc: 0.8873 [BEST: 0.8916] | |
| 04/05/2020 11:10:48 > epoch 15 updates 21520 loss: 0.1439 lr: 4.0867e-04 gnorm: 0.4122 | |
| 04/05/2020 11:10:51 > epoch 15 updates 21540 loss: 0.1770 lr: 4.0867e-04 gnorm: 0.4341 | |
| 04/05/2020 11:10:54 train loss: 0.1605 lr: 4.0867e-04 gnorm: 0.4232 clip: 0 | |
| 04/05/2020 11:10:54 valid loss: 0.2968 auc: 0.9553 f1: 0.8927 acc: 0.8915 [BEST: 0.8916] | |
| 04/05/2020 11:10:56 > epoch 15 updates 21560 loss: 0.1303 lr: 4.0867e-04 gnorm: 0.2746 | |
| 04/05/2020 11:10:59 > epoch 15 updates 21580 loss: 0.1247 lr: 4.0867e-04 gnorm: 0.3198 | |
| 04/05/2020 11:11:02 > epoch 15 updates 21600 loss: 0.1145 lr: 4.0867e-04 gnorm: 0.3261 | |
| 04/05/2020 11:11:04 train loss: 0.1231 lr: 4.0867e-04 gnorm: 0.3070 clip: 0 | |
| 04/05/2020 11:11:04 valid loss: 0.3039 auc: 0.9510 f1: 0.8886 acc: 0.8844 [BEST: 0.8916] | |
| 04/05/2020 11:11:07 > epoch 15 updates 21620 loss: 0.1363 lr: 4.0867e-04 gnorm: 0.3659 | |
| 04/05/2020 11:11:10 > epoch 15 updates 21640 loss: 0.1878 lr: 4.0867e-04 gnorm: 0.4832 | |
| 04/05/2020 11:11:13 train loss: 0.1622 lr: 4.0867e-04 gnorm: 0.4249 clip: 0 | |
| 04/05/2020 11:11:13 valid loss: 0.2966 auc: 0.9547 f1: 0.8917 acc: 0.8904 [BEST: 0.8916] | |
| 04/05/2020 11:11:15 > epoch 15 updates 21660 loss: 0.1460 lr: 4.0867e-04 gnorm: 0.4164 | |
| 04/05/2020 11:11:18 > epoch 15 updates 21680 loss: 0.1131 lr: 4.0867e-04 gnorm: 0.2702 | |
| 04/05/2020 11:11:20 > epoch 15 updates 21700 loss: 0.1716 lr: 4.0867e-04 gnorm: 0.3677 | |
| 04/05/2020 11:11:22 train loss: 0.1436 lr: 4.0867e-04 gnorm: 0.3513 clip: 0 | |
| 04/05/2020 11:11:22 valid loss: 0.3059 auc: 0.9528 f1: 0.8907 acc: 0.8884 [BEST: 0.8916] | |
| 04/05/2020 11:11:25 > epoch 15 updates 21720 loss: 0.1692 lr: 4.0867e-04 gnorm: 0.3882 | |
| 04/05/2020 11:11:29 > epoch 15 updates 21740 loss: 0.0998 lr: 4.0867e-04 gnorm: 0.2665 | |
| 04/05/2020 11:11:32 train loss: 0.1343 lr: 4.0867e-04 gnorm: 0.3271 clip: 0 | |
| 04/05/2020 11:11:32 valid loss: 0.2943 auc: 0.9554 f1: 0.8966 acc: 0.8934 [NEW BEST] | |
| 04/05/2020 11:11:34 > epoch 15 updates 21760 loss: 0.1412 lr: 4.0867e-04 gnorm: 0.3055 | |
| 04/05/2020 11:11:37 > epoch 15 updates 21780 loss: 0.1446 lr: 4.0867e-04 gnorm: 0.3719 | |
| 04/05/2020 11:11:40 > epoch 15 updates 21800 loss: 0.1723 lr: 4.0867e-04 gnorm: 0.4331 | |
| 04/05/2020 11:11:42 train loss: 0.1528 lr: 4.0867e-04 gnorm: 0.3706 clip: 0 | |
| 04/05/2020 11:11:42 valid loss: 0.2979 auc: 0.9540 f1: 0.8896 acc: 0.8882 [BEST: 0.8934] | |
| 04/05/2020 11:11:45 > epoch 15 updates 21820 loss: 0.1279 lr: 4.0867e-04 gnorm: 0.3717 | |
| 04/05/2020 11:11:48 > epoch 15 updates 21840 loss: 0.1508 lr: 4.0867e-04 gnorm: 0.3390 | |
| 04/05/2020 11:11:51 train loss: 0.1394 lr: 4.0867e-04 gnorm: 0.3553 clip: 0 | |
| 04/05/2020 11:11:51 valid loss: 0.2997 auc: 0.9543 f1: 0.8912 acc: 0.8893 [BEST: 0.8934] | |
| 04/05/2020 11:11:53 > epoch 15 updates 21860 loss: 0.1015 lr: 4.0867e-04 gnorm: 0.3680 | |
| 04/05/2020 11:11:55 > epoch 15 updates 21880 loss: 0.1328 lr: 4.0867e-04 gnorm: 0.3447 | |
| 04/05/2020 11:11:58 > epoch 15 updates 21900 loss: 0.1316 lr: 4.0867e-04 gnorm: 0.3157 | |
| 04/05/2020 11:12:00 train loss: 0.1221 lr: 4.0867e-04 gnorm: 0.3426 clip: 0 | |
| 04/05/2020 11:12:00 valid loss: 0.2946 auc: 0.9549 f1: 0.8919 acc: 0.8900 [BEST: 0.8934] | |
| 04/05/2020 11:12:03 > epoch 15 updates 21920 loss: 0.1449 lr: 4.0867e-04 gnorm: 0.3814 | |
| 04/05/2020 11:12:06 > epoch 15 updates 21940 loss: 0.1522 lr: 4.0867e-04 gnorm: 0.3738 | |
| 04/05/2020 11:12:10 train loss: 0.1486 lr: 4.0867e-04 gnorm: 0.3776 clip: 0 | |
| 04/05/2020 11:12:10 valid loss: 0.2961 auc: 0.9540 f1: 0.8933 acc: 0.8911 [BEST: 0.8934] | |
| 04/05/2020 11:12:11 > epoch 15 updates 21960 loss: 0.1266 lr: 4.0867e-04 gnorm: 0.3371 | |
| 04/05/2020 11:12:14 > epoch 15 updates 21980 loss: 0.1535 lr: 4.0867e-04 gnorm: 0.2957 | |
| 04/05/2020 11:12:17 > epoch 15 updates 22000 loss: 0.1237 lr: 4.0867e-04 gnorm: 0.2706 | |
| 04/05/2020 11:12:19 train loss: 0.1346 lr: 4.0867e-04 gnorm: 0.3009 clip: 0 | |
| 04/05/2020 11:12:19 valid loss: 0.3011 auc: 0.9511 f1: 0.8877 acc: 0.8847 [BEST: 0.8934] | |
| 04/05/2020 11:12:22 > epoch 15 updates 22020 loss: 0.1354 lr: 3.8824e-04 gnorm: 0.3652 | |
| 04/05/2020 11:12:25 > epoch 15 updates 22040 loss: 0.1767 lr: 3.8824e-04 gnorm: 0.3659 | |
| 04/05/2020 11:12:28 train loss: 0.1562 lr: 3.8824e-04 gnorm: 0.3655 clip: 0 | |
| 04/05/2020 11:12:28 valid loss: 0.3022 auc: 0.9526 f1: 0.8896 acc: 0.8873 [BEST: 0.8934] | |
| 04/05/2020 11:12:30 > epoch 15 updates 22060 loss: 0.1456 lr: 3.8824e-04 gnorm: 0.3363 | |
| 04/05/2020 11:12:33 > epoch 15 updates 22080 loss: 0.1151 lr: 3.8824e-04 gnorm: 0.3061 | |
| 04/05/2020 11:12:36 > epoch 15 updates 22100 loss: 0.1960 lr: 3.8824e-04 gnorm: 0.4150 | |
| 04/05/2020 11:12:38 train loss: 0.1524 lr: 3.8824e-04 gnorm: 0.3527 clip: 0 | |
| 04/05/2020 11:12:38 valid loss: 0.3057 auc: 0.9530 f1: 0.8901 acc: 0.8876 [BEST: 0.8934] | |
| 04/05/2020 11:12:41 > epoch 15 updates 22120 loss: 0.1635 lr: 3.8824e-04 gnorm: 0.4147 | |
| 04/05/2020 11:12:44 > epoch 15 updates 22140 loss: 0.1780 lr: 3.8824e-04 gnorm: 0.4016 | |
| 04/05/2020 11:12:47 train loss: 0.1708 lr: 3.8824e-04 gnorm: 0.4081 clip: 0 | |
| 04/05/2020 11:12:47 valid loss: 0.2987 auc: 0.9532 f1: 0.8921 acc: 0.8896 [BEST: 0.8934] | |
| 04/05/2020 11:12:48 > epoch 15 updates 22160 loss: 0.1041 lr: 3.8824e-04 gnorm: 0.2491 | |
| 04/05/2020 11:12:51 > epoch 15 updates 22180 loss: 0.1457 lr: 3.8824e-04 gnorm: 0.4251 | |
| 04/05/2020 11:12:54 > epoch 15 updates 22200 loss: 0.1582 lr: 3.8824e-04 gnorm: 0.3401 | |
| 04/05/2020 11:12:56 train loss: 0.1362 lr: 3.8824e-04 gnorm: 0.3384 clip: 0 | |
| 04/05/2020 11:12:56 valid loss: 0.3086 auc: 0.9525 f1: 0.8919 acc: 0.8894 [BEST: 0.8934] | |
| 04/05/2020 11:12:59 > epoch 15 updates 22220 loss: 0.1373 lr: 3.8824e-04 gnorm: 0.3416 | |
| 04/05/2020 11:13:02 > epoch 15 updates 22240 loss: 0.1246 lr: 3.8824e-04 gnorm: 0.3429 | |
| 04/05/2020 11:13:05 train loss: 0.1309 lr: 3.8824e-04 gnorm: 0.3423 clip: 0 | |
| 04/05/2020 11:13:05 valid loss: 0.3082 auc: 0.9512 f1: 0.8874 acc: 0.8840 [BEST: 0.8934] | |
| 04/05/2020 11:13:07 > epoch 15 updates 22260 loss: 0.1708 lr: 3.8824e-04 gnorm: 0.3831 | |
| 04/05/2020 11:13:10 > epoch 15 updates 22280 loss: 0.1419 lr: 3.8824e-04 gnorm: 0.3277 | |
| 04/05/2020 11:13:13 > epoch 15 updates 22300 loss: 0.1201 lr: 3.8824e-04 gnorm: 0.3078 | |
| 04/05/2020 11:13:15 train loss: 0.1441 lr: 3.8824e-04 gnorm: 0.3393 clip: 0 | |
| 04/05/2020 11:13:15 valid loss: 0.3089 auc: 0.9522 f1: 0.8871 acc: 0.8862 [BEST: 0.8934] | |
| 04/05/2020 11:13:18 > epoch 15 updates 22320 loss: 0.1469 lr: 3.8824e-04 gnorm: 0.3102 | |
| 04/05/2020 11:13:21 > epoch 15 updates 22340 loss: 0.1304 lr: 3.8824e-04 gnorm: 0.2902 | |
| 04/05/2020 11:13:24 train loss: 0.1386 lr: 3.8824e-04 gnorm: 0.3002 clip: 0 | |
| 04/05/2020 11:13:24 valid loss: 0.2993 auc: 0.9531 f1: 0.8905 acc: 0.8886 [BEST: 0.8934] | |
| 04/05/2020 11:13:26 > epoch 15 updates 22360 loss: 0.1437 lr: 3.8824e-04 gnorm: 0.3265 | |
| 04/05/2020 11:13:28 > epoch 15 updates 22380 loss: 0.1313 lr: 3.8824e-04 gnorm: 0.3231 | |
| 04/05/2020 11:13:31 > epoch 15 updates 22400 loss: 0.1435 lr: 3.8824e-04 gnorm: 0.3892 | |
| 04/05/2020 11:13:33 train loss: 0.1395 lr: 3.8824e-04 gnorm: 0.3465 clip: 0 | |
| 04/05/2020 11:13:33 valid loss: 0.2948 auc: 0.9543 f1: 0.8921 acc: 0.8900 [BEST: 0.8934] | |
| 04/05/2020 11:13:36 > epoch 15 updates 22420 loss: 0.1240 lr: 3.8824e-04 gnorm: 0.2888 | |
| 04/05/2020 11:13:39 > epoch 15 updates 22440 loss: 0.1746 lr: 3.8824e-04 gnorm: 0.3905 | |
| 04/05/2020 11:13:43 train loss: 0.1494 lr: 3.8824e-04 gnorm: 0.3399 clip: 0 | |
| 04/05/2020 11:13:43 valid loss: 0.3023 auc: 0.9540 f1: 0.8912 acc: 0.8896 [BEST: 0.8934] | |
| 04/05/2020 11:13:44 > epoch 15 updates 22460 loss: 0.1337 lr: 3.8824e-04 gnorm: 0.3069 | |
| 04/05/2020 11:13:47 > epoch 15 updates 22480 loss: 0.0924 lr: 3.8824e-04 gnorm: 0.3428 | |
| 04/05/2020 11:13:50 > epoch 15 updates 22500 loss: 0.1168 lr: 3.8824e-04 gnorm: 0.2786 | |
| 04/05/2020 11:13:52 train loss: 0.1142 lr: 3.8824e-04 gnorm: 0.3094 clip: 0 | |
| 04/05/2020 11:13:52 valid loss: 0.3003 auc: 0.9530 f1: 0.8910 acc: 0.8890 [BEST: 0.8934] | |
| 04/05/2020 11:13:55 > epoch 15 updates 22520 loss: 0.1718 lr: 3.8824e-04 gnorm: 0.4230 | |
| 04/05/2020 11:13:58 train loss: 0.1718 lr: 3.8824e-04 gnorm: 0.4230 clip: 0 | |
| 04/05/2020 11:13:58 valid loss: 0.2955 auc: 0.9536 f1: 0.8922 acc: 0.8900 [BEST: 0.8934] | |
| 04/05/2020 11:13:58 Epoch: 16 | |
| 04/05/2020 11:14:02 > epoch 16 updates 22540 loss: 0.1198 lr: 3.8824e-04 gnorm: 0.3203 | |
| 04/05/2020 11:14:06 train loss: 0.1198 lr: 3.8824e-04 gnorm: 0.3203 clip: 0 | |
| 04/05/2020 11:14:06 valid loss: 0.3035 auc: 0.9531 f1: 0.8915 acc: 0.8891 [BEST: 0.8934] | |
| 04/05/2020 11:14:07 > epoch 16 updates 22560 loss: 0.1296 lr: 3.8824e-04 gnorm: 0.3707 | |
| 04/05/2020 11:14:10 > epoch 16 updates 22580 loss: 0.1328 lr: 3.8824e-04 gnorm: 0.3191 | |
| 04/05/2020 11:14:13 > epoch 16 updates 22600 loss: 0.1396 lr: 3.8824e-04 gnorm: 0.3126 | |
| 04/05/2020 11:14:15 train loss: 0.1341 lr: 3.8824e-04 gnorm: 0.3339 clip: 0 | |
| 04/05/2020 11:14:15 valid loss: 0.3048 auc: 0.9542 f1: 0.8924 acc: 0.8897 [BEST: 0.8934] | |
| 04/05/2020 11:14:18 > epoch 16 updates 22620 loss: 0.1133 lr: 3.8824e-04 gnorm: 0.3345 | |
| 04/05/2020 11:14:21 > epoch 16 updates 22640 loss: 0.1365 lr: 3.8824e-04 gnorm: 0.3441 | |
| 04/05/2020 11:14:24 train loss: 0.1250 lr: 3.8824e-04 gnorm: 0.3393 clip: 0 | |
| 04/05/2020 11:14:24 valid loss: 0.3076 auc: 0.9544 f1: 0.8932 acc: 0.8909 [BEST: 0.8934] | |
| 04/05/2020 11:14:26 > epoch 16 updates 22660 loss: 0.1567 lr: 3.8824e-04 gnorm: 0.3694 | |
| 04/05/2020 11:14:29 > epoch 16 updates 22680 loss: 0.0778 lr: 3.8824e-04 gnorm: 0.2760 | |
| 04/05/2020 11:14:32 > epoch 16 updates 22700 loss: 0.1062 lr: 3.8824e-04 gnorm: 0.3264 | |
| 04/05/2020 11:14:34 train loss: 0.1134 lr: 3.8824e-04 gnorm: 0.3238 clip: 0 | |
| 04/05/2020 11:14:34 valid loss: 0.3013 auc: 0.9545 f1: 0.8942 acc: 0.8916 [BEST: 0.8934] | |
| 04/05/2020 11:14:37 > epoch 16 updates 22720 loss: 0.1310 lr: 3.8824e-04 gnorm: 0.3556 | |
| 04/05/2020 11:14:39 > epoch 16 updates 22740 loss: 0.1120 lr: 3.8824e-04 gnorm: 0.3415 | |
| 04/05/2020 11:14:43 train loss: 0.1214 lr: 3.8824e-04 gnorm: 0.3485 clip: 0 | |
| 04/05/2020 11:14:43 valid loss: 0.3106 auc: 0.9514 f1: 0.8872 acc: 0.8857 [BEST: 0.8934] | |
| 04/05/2020 11:14:44 > epoch 16 updates 22760 loss: 0.0896 lr: 3.8824e-04 gnorm: 0.2635 | |
| 04/05/2020 11:14:47 > epoch 16 updates 22780 loss: 0.1069 lr: 3.8824e-04 gnorm: 0.2815 | |
| 04/05/2020 11:14:50 > epoch 16 updates 22800 loss: 0.1289 lr: 3.8824e-04 gnorm: 0.3502 | |
| 04/05/2020 11:14:52 train loss: 0.1086 lr: 3.8824e-04 gnorm: 0.2987 clip: 0 | |
| 04/05/2020 11:14:52 valid loss: 0.3153 auc: 0.9530 f1: 0.8880 acc: 0.8860 [BEST: 0.8934] | |
| 04/05/2020 11:14:55 > epoch 16 updates 22820 loss: 0.1844 lr: 3.8824e-04 gnorm: 0.4792 | |
| 04/05/2020 11:14:58 > epoch 16 updates 22840 loss: 0.1315 lr: 3.8824e-04 gnorm: 0.3049 | |
| 04/05/2020 11:15:01 train loss: 0.1578 lr: 3.8824e-04 gnorm: 0.3916 clip: 0 | |
| 04/05/2020 11:15:01 valid loss: 0.3076 auc: 0.9535 f1: 0.8889 acc: 0.8874 [BEST: 0.8934] | |
| 04/05/2020 11:15:03 > epoch 16 updates 22860 loss: 0.1378 lr: 3.8824e-04 gnorm: 0.3187 | |
| 04/05/2020 11:15:06 > epoch 16 updates 22880 loss: 0.2274 lr: 3.8824e-04 gnorm: 0.4176 | |
| 04/05/2020 11:15:09 > epoch 16 updates 22900 loss: 0.1155 lr: 3.8824e-04 gnorm: 0.2998 | |
| 04/05/2020 11:15:11 train loss: 0.1602 lr: 3.8824e-04 gnorm: 0.3453 clip: 0 | |
| 04/05/2020 11:15:11 valid loss: 0.3082 auc: 0.9531 f1: 0.8875 acc: 0.8863 [BEST: 0.8934] | |
| 04/05/2020 11:15:14 > epoch 16 updates 22920 loss: 0.1010 lr: 3.8824e-04 gnorm: 0.3202 | |
| 04/05/2020 11:15:16 > epoch 16 updates 22940 loss: 0.1032 lr: 3.8824e-04 gnorm: 0.3266 | |
| 04/05/2020 11:15:20 train loss: 0.1021 lr: 3.8824e-04 gnorm: 0.3234 clip: 0 | |
| 04/05/2020 11:15:20 valid loss: 0.3090 auc: 0.9534 f1: 0.8887 acc: 0.8872 [BEST: 0.8934] | |
| 04/05/2020 11:15:21 > epoch 16 updates 22960 loss: 0.0833 lr: 3.8824e-04 gnorm: 0.2834 | |
| 04/05/2020 11:15:24 > epoch 16 updates 22980 loss: 0.1797 lr: 3.8824e-04 gnorm: 0.4341 | |
| 04/05/2020 11:15:27 > epoch 16 updates 23000 loss: 0.1154 lr: 3.8824e-04 gnorm: 0.2785 | |
| 04/05/2020 11:15:29 train loss: 0.1263 lr: 3.8824e-04 gnorm: 0.3320 clip: 0 | |
| 04/05/2020 11:15:29 valid loss: 0.3038 auc: 0.9517 f1: 0.8903 acc: 0.8878 [BEST: 0.8934] | |
| 04/05/2020 11:15:32 > epoch 16 updates 23020 loss: 0.0942 lr: 3.6883e-04 gnorm: 0.2883 | |
| 04/05/2020 11:15:35 > epoch 16 updates 23040 loss: 0.1651 lr: 3.6883e-04 gnorm: 0.4404 | |
| 04/05/2020 11:15:38 train loss: 0.1298 lr: 3.6883e-04 gnorm: 0.3647 clip: 0 | |
| 04/05/2020 11:15:38 valid loss: 0.3094 auc: 0.9523 f1: 0.8895 acc: 0.8871 [BEST: 0.8934] | |
| 04/05/2020 11:15:40 > epoch 16 updates 23060 loss: 0.1424 lr: 3.6883e-04 gnorm: 0.3870 | |
| 04/05/2020 11:15:43 > epoch 16 updates 23080 loss: 0.1074 lr: 3.6883e-04 gnorm: 0.3627 | |
| 04/05/2020 11:15:46 > epoch 16 updates 23100 loss: 0.1957 lr: 3.6883e-04 gnorm: 0.5109 | |
| 04/05/2020 11:15:48 train loss: 0.1487 lr: 3.6883e-04 gnorm: 0.4206 clip: 0 | |
| 04/05/2020 11:15:48 valid loss: 0.3117 auc: 0.9523 f1: 0.8887 acc: 0.8867 [BEST: 0.8934] | |
| 04/05/2020 11:15:51 > epoch 16 updates 23120 loss: 0.1269 lr: 3.6883e-04 gnorm: 0.3567 | |
| 04/05/2020 11:15:54 > epoch 16 updates 23140 loss: 0.1250 lr: 3.6883e-04 gnorm: 0.3470 | |
| 04/05/2020 11:15:57 train loss: 0.1260 lr: 3.6883e-04 gnorm: 0.3518 clip: 0 | |
| 04/05/2020 11:15:57 valid loss: 0.3019 auc: 0.9538 f1: 0.8898 acc: 0.8885 [BEST: 0.8934] | |
| 04/05/2020 11:15:59 > epoch 16 updates 23160 loss: 0.0889 lr: 3.6883e-04 gnorm: 0.2892 | |
| 04/05/2020 11:16:02 > epoch 16 updates 23180 loss: 0.1477 lr: 3.6883e-04 gnorm: 0.3835 | |
| 04/05/2020 11:16:05 > epoch 16 updates 23200 loss: 0.1353 lr: 3.6883e-04 gnorm: 0.3041 | |
| 04/05/2020 11:16:07 train loss: 0.1241 lr: 3.6883e-04 gnorm: 0.3256 clip: 0 | |
| 04/05/2020 11:16:07 valid loss: 0.3078 auc: 0.9537 f1: 0.8874 acc: 0.8868 [BEST: 0.8934] | |
| 04/05/2020 11:16:10 > epoch 16 updates 23220 loss: 0.1676 lr: 3.6883e-04 gnorm: 0.4528 | |
| 04/05/2020 11:16:12 > epoch 16 updates 23240 loss: 0.0731 lr: 3.6883e-04 gnorm: 0.2283 | |
| 04/05/2020 11:16:16 train loss: 0.1201 lr: 3.6883e-04 gnorm: 0.3400 clip: 0 | |
| 04/05/2020 11:16:16 valid loss: 0.3099 auc: 0.9529 f1: 0.8906 acc: 0.8881 [BEST: 0.8934] | |
| 04/05/2020 11:16:17 > epoch 16 updates 23260 loss: 0.1411 lr: 3.6883e-04 gnorm: 0.3469 | |
| 04/05/2020 11:16:20 > epoch 16 updates 23280 loss: 0.1834 lr: 3.6883e-04 gnorm: 0.4375 | |
| 04/05/2020 11:16:23 > epoch 16 updates 23300 loss: 0.1209 lr: 3.6883e-04 gnorm: 0.3209 | |
| 04/05/2020 11:16:25 train loss: 0.1484 lr: 3.6883e-04 gnorm: 0.3684 clip: 0 | |
| 04/05/2020 11:16:25 valid loss: 0.3016 auc: 0.9545 f1: 0.8934 acc: 0.8898 [BEST: 0.8934] | |
| 04/05/2020 11:16:28 > epoch 16 updates 23320 loss: 0.1125 lr: 3.6883e-04 gnorm: 0.3496 | |
| 04/05/2020 11:16:31 > epoch 16 updates 23340 loss: 0.1232 lr: 3.6883e-04 gnorm: 0.3115 | |
| 04/05/2020 11:16:34 train loss: 0.1179 lr: 3.6883e-04 gnorm: 0.3305 clip: 0 | |
| 04/05/2020 11:16:34 valid loss: 0.3045 auc: 0.9538 f1: 0.8919 acc: 0.8899 [BEST: 0.8934] | |
| 04/05/2020 11:16:36 > epoch 16 updates 23360 loss: 0.1091 lr: 3.6883e-04 gnorm: 0.3470 | |
| 04/05/2020 11:16:39 > epoch 16 updates 23380 loss: 0.1295 lr: 3.6883e-04 gnorm: 0.2633 | |
| 04/05/2020 11:16:42 > epoch 16 updates 23400 loss: 0.1769 lr: 3.6883e-04 gnorm: 0.4232 | |
| 04/05/2020 11:16:44 train loss: 0.1387 lr: 3.6883e-04 gnorm: 0.3448 clip: 0 | |
| 04/05/2020 11:16:44 valid loss: 0.3042 auc: 0.9544 f1: 0.8926 acc: 0.8896 [BEST: 0.8934] | |
| 04/05/2020 11:16:46 > epoch 16 updates 23420 loss: 0.0957 lr: 3.6883e-04 gnorm: 0.3276 | |
| 04/05/2020 11:16:49 > epoch 16 updates 23440 loss: 0.1675 lr: 3.6883e-04 gnorm: 0.4167 | |
| 04/05/2020 11:16:53 train loss: 0.1318 lr: 3.6883e-04 gnorm: 0.3724 clip: 0 | |
| 04/05/2020 11:16:53 valid loss: 0.3004 auc: 0.9540 f1: 0.8910 acc: 0.8881 [BEST: 0.8934] | |
| 04/05/2020 11:16:54 > epoch 16 updates 23460 loss: 0.1449 lr: 3.6883e-04 gnorm: 0.3195 | |
| 04/05/2020 11:16:57 > epoch 16 updates 23480 loss: 0.1371 lr: 3.6883e-04 gnorm: 0.3243 | |
| 04/05/2020 11:17:00 > epoch 16 updates 23500 loss: 0.1499 lr: 3.6883e-04 gnorm: 0.4417 | |
| 04/05/2020 11:17:02 train loss: 0.1440 lr: 3.6883e-04 gnorm: 0.3623 clip: 0 | |
| 04/05/2020 11:17:02 valid loss: 0.3016 auc: 0.9547 f1: 0.8887 acc: 0.8878 [BEST: 0.8934] | |
| 04/05/2020 11:17:05 > epoch 16 updates 23520 loss: 0.1770 lr: 3.6883e-04 gnorm: 0.4511 | |
| 04/05/2020 11:17:08 > epoch 16 updates 23540 loss: 0.1179 lr: 3.6883e-04 gnorm: 0.3051 | |
| 04/05/2020 11:17:11 train loss: 0.1473 lr: 3.6883e-04 gnorm: 0.3778 clip: 0 | |
| 04/05/2020 11:17:11 valid loss: 0.3039 auc: 0.9542 f1: 0.8887 acc: 0.8875 [BEST: 0.8934] | |
| 04/05/2020 11:17:13 > epoch 16 updates 23560 loss: 0.1300 lr: 3.6883e-04 gnorm: 0.3611 | |
| 04/05/2020 11:17:15 > epoch 16 updates 23580 loss: 0.1585 lr: 3.6883e-04 gnorm: 0.5027 | |
| 04/05/2020 11:17:18 > epoch 16 updates 23600 loss: 0.1313 lr: 3.6883e-04 gnorm: 0.3645 | |
| 04/05/2020 11:17:20 train loss: 0.1399 lr: 3.6883e-04 gnorm: 0.4095 clip: 0 | |
| 04/05/2020 11:17:20 valid loss: 0.3052 auc: 0.9533 f1: 0.8921 acc: 0.8893 [BEST: 0.8934] | |
| 04/05/2020 11:17:23 > epoch 16 updates 23620 loss: 0.1086 lr: 3.6883e-04 gnorm: 0.3863 | |
| 04/05/2020 11:17:26 > epoch 16 updates 23640 loss: 0.1597 lr: 3.6883e-04 gnorm: 0.3649 | |
| 04/05/2020 11:17:30 train loss: 0.1343 lr: 3.6883e-04 gnorm: 0.3755 clip: 0 | |
| 04/05/2020 11:17:30 valid loss: 0.3055 auc: 0.9526 f1: 0.8903 acc: 0.8875 [BEST: 0.8934] | |
| 04/05/2020 11:17:31 > epoch 16 updates 23660 loss: 0.1315 lr: 3.6883e-04 gnorm: 0.3614 | |
| 04/05/2020 11:17:34 > epoch 16 updates 23680 loss: 0.1610 lr: 3.6883e-04 gnorm: 0.3924 | |
| 04/05/2020 11:17:37 > epoch 16 updates 23700 loss: 0.1203 lr: 3.6883e-04 gnorm: 0.3382 | |
| 04/05/2020 11:17:39 train loss: 0.1375 lr: 3.6883e-04 gnorm: 0.3639 clip: 0 | |
| 04/05/2020 11:17:39 valid loss: 0.2978 auc: 0.9544 f1: 0.8890 acc: 0.8881 [BEST: 0.8934] | |
| 04/05/2020 11:17:42 > epoch 16 updates 23720 loss: 0.1445 lr: 3.6883e-04 gnorm: 0.3604 | |
| 04/05/2020 11:17:45 > epoch 16 updates 23740 loss: 0.1515 lr: 3.6883e-04 gnorm: 0.3483 | |
| 04/05/2020 11:17:48 train loss: 0.1480 lr: 3.6883e-04 gnorm: 0.3543 clip: 0 | |
| 04/05/2020 11:17:48 valid loss: 0.2982 auc: 0.9538 f1: 0.8890 acc: 0.8871 [BEST: 0.8934] | |
| 04/05/2020 11:17:50 > epoch 16 updates 23760 loss: 0.1530 lr: 3.6883e-04 gnorm: 0.4246 | |
| 04/05/2020 11:17:53 > epoch 16 updates 23780 loss: 0.1248 lr: 3.6883e-04 gnorm: 0.3328 | |
| 04/05/2020 11:17:56 > epoch 16 updates 23800 loss: 0.1309 lr: 3.6883e-04 gnorm: 0.3066 | |
| 04/05/2020 11:17:58 train loss: 0.1361 lr: 3.6883e-04 gnorm: 0.3543 clip: 0 | |
| 04/05/2020 11:17:58 valid loss: 0.2952 auc: 0.9539 f1: 0.8928 acc: 0.8894 [BEST: 0.8934] | |
| 04/05/2020 11:18:01 > epoch 16 updates 23820 loss: 0.2161 lr: 3.6883e-04 gnorm: 0.4951 | |
| 04/05/2020 11:18:04 > epoch 16 updates 23840 loss: 0.1161 lr: 3.6883e-04 gnorm: 0.2838 | |
| 04/05/2020 11:18:07 train loss: 0.1659 lr: 3.6883e-04 gnorm: 0.3889 clip: 0 | |
| 04/05/2020 11:18:07 valid loss: 0.3071 auc: 0.9521 f1: 0.8883 acc: 0.8858 [BEST: 0.8934] | |
| 04/05/2020 11:18:09 > epoch 16 updates 23860 loss: 0.1312 lr: 3.6883e-04 gnorm: 0.3100 | |
| 04/05/2020 11:18:12 > epoch 16 updates 23880 loss: 0.1551 lr: 3.6883e-04 gnorm: 0.4519 | |
| 04/05/2020 11:18:15 > epoch 16 updates 23900 loss: 0.1534 lr: 3.6883e-04 gnorm: 0.3266 | |
| 04/05/2020 11:18:17 train loss: 0.1467 lr: 3.6883e-04 gnorm: 0.3629 clip: 0 | |
| 04/05/2020 11:18:17 valid loss: 0.3028 auc: 0.9531 f1: 0.8899 acc: 0.8881 [BEST: 0.8934] | |
| 04/05/2020 11:18:19 > epoch 16 updates 23920 loss: 0.2208 lr: 3.6883e-04 gnorm: 0.4423 | |
| 04/05/2020 11:18:22 > epoch 16 updates 23940 loss: 0.1042 lr: 3.6883e-04 gnorm: 0.2852 | |
| 04/05/2020 11:18:26 train loss: 0.1622 lr: 3.6883e-04 gnorm: 0.3634 clip: 0 | |
| 04/05/2020 11:18:26 valid loss: 0.3043 auc: 0.9531 f1: 0.8904 acc: 0.8869 [BEST: 0.8934] | |
| 04/05/2020 11:18:27 > epoch 16 updates 23960 loss: 0.1525 lr: 3.6883e-04 gnorm: 0.3446 | |
| 04/05/2020 11:18:30 > epoch 16 updates 23980 loss: 0.1196 lr: 3.6883e-04 gnorm: 0.3345 | |
| 04/05/2020 11:18:33 > epoch 16 updates 24000 loss: 0.1477 lr: 3.6883e-04 gnorm: 0.2950 | |
| 04/05/2020 11:18:35 train loss: 0.1399 lr: 3.6883e-04 gnorm: 0.3246 clip: 0 | |
| 04/05/2020 11:18:35 valid loss: 0.2991 auc: 0.9538 f1: 0.8902 acc: 0.8881 [BEST: 0.8934] | |
| 04/05/2020 11:18:38 > epoch 16 updates 24020 loss: 0.1629 lr: 3.5039e-04 gnorm: 0.4818 | |
| 04/05/2020 11:18:42 train loss: 0.1629 lr: 3.5039e-04 gnorm: 0.4818 clip: 0 | |
| 04/05/2020 11:18:42 valid loss: 0.3072 auc: 0.9526 f1: 0.8895 acc: 0.8850 [BEST: 0.8934] | |
| 04/05/2020 11:18:42 Epoch: 17 | |
| 04/05/2020 11:18:47 > epoch 17 updates 24040 loss: 0.0875 lr: 3.5039e-04 gnorm: 0.2674 | |
| 04/05/2020 11:18:50 train loss: 0.0875 lr: 3.5039e-04 gnorm: 0.2674 clip: 0 | |
| 04/05/2020 11:18:50 valid loss: 0.3077 auc: 0.9531 f1: 0.8897 acc: 0.8881 [BEST: 0.8934] | |
| 04/05/2020 11:18:52 > epoch 17 updates 24060 loss: 0.0965 lr: 3.5039e-04 gnorm: 0.2226 | |
| 04/05/2020 11:18:55 > epoch 17 updates 24080 loss: 0.1119 lr: 3.5039e-04 gnorm: 0.3476 | |
| 04/05/2020 11:18:58 > epoch 17 updates 24100 loss: 0.1302 lr: 3.5039e-04 gnorm: 0.3660 | |
| 04/05/2020 11:19:00 train loss: 0.1130 lr: 3.5039e-04 gnorm: 0.3126 clip: 0 | |
| 04/05/2020 11:19:00 valid loss: 0.3130 auc: 0.9527 f1: 0.8915 acc: 0.8877 [BEST: 0.8934] | |
| 04/05/2020 11:19:03 > epoch 17 updates 24120 loss: 0.1321 lr: 3.5039e-04 gnorm: 0.3154 | |
| 04/05/2020 11:19:06 > epoch 17 updates 24140 loss: 0.1191 lr: 3.5039e-04 gnorm: 0.3649 | |
| 04/05/2020 11:19:09 train loss: 0.1256 lr: 3.5039e-04 gnorm: 0.3403 clip: 0 | |
| 04/05/2020 11:19:09 valid loss: 0.3163 auc: 0.9524 f1: 0.8890 acc: 0.8862 [BEST: 0.8934] | |
| 04/05/2020 11:19:11 > epoch 17 updates 24160 loss: 0.1218 lr: 3.5039e-04 gnorm: 0.3087 | |
| 04/05/2020 11:19:13 > epoch 17 updates 24180 loss: 0.1623 lr: 3.5039e-04 gnorm: 0.4519 | |
| 04/05/2020 11:19:16 > epoch 17 updates 24200 loss: 0.1088 lr: 3.5039e-04 gnorm: 0.3335 | |
| 04/05/2020 11:19:18 train loss: 0.1309 lr: 3.5039e-04 gnorm: 0.3648 clip: 0 | |
| 04/05/2020 11:19:18 valid loss: 0.3220 auc: 0.9530 f1: 0.8909 acc: 0.8879 [BEST: 0.8934] | |
| 04/05/2020 11:19:21 > epoch 17 updates 24220 loss: 0.0819 lr: 3.5039e-04 gnorm: 0.3060 | |
| 04/05/2020 11:19:24 > epoch 17 updates 24240 loss: 0.1590 lr: 3.5039e-04 gnorm: 0.3556 | |
| 04/05/2020 11:19:27 train loss: 0.1207 lr: 3.5039e-04 gnorm: 0.3310 clip: 0 | |
| 04/05/2020 11:19:27 valid loss: 0.3085 auc: 0.9535 f1: 0.8897 acc: 0.8880 [BEST: 0.8934] | |
| 04/05/2020 11:19:29 > epoch 17 updates 24260 loss: 0.1445 lr: 3.5039e-04 gnorm: 0.4192 | |
| 04/05/2020 11:19:32 > epoch 17 updates 24280 loss: 0.0927 lr: 3.5039e-04 gnorm: 0.2819 | |
| 04/05/2020 11:19:35 > epoch 17 updates 24300 loss: 0.1691 lr: 3.5039e-04 gnorm: 0.3980 | |
| 04/05/2020 11:19:37 train loss: 0.1355 lr: 3.5039e-04 gnorm: 0.3663 clip: 0 | |
| 04/05/2020 11:19:37 valid loss: 0.3113 auc: 0.9542 f1: 0.8921 acc: 0.8897 [BEST: 0.8934] | |
| 04/05/2020 11:19:40 > epoch 17 updates 24320 loss: 0.1551 lr: 3.5039e-04 gnorm: 0.4065 | |
| 04/05/2020 11:19:42 > epoch 17 updates 24340 loss: 0.0985 lr: 3.5039e-04 gnorm: 0.3639 | |
| 04/05/2020 11:19:46 train loss: 0.1267 lr: 3.5039e-04 gnorm: 0.3851 clip: 0 | |
| 04/05/2020 11:19:46 valid loss: 0.3143 auc: 0.9531 f1: 0.8917 acc: 0.8884 [BEST: 0.8934] | |
| 04/05/2020 11:19:47 > epoch 17 updates 24360 loss: 0.1068 lr: 3.5039e-04 gnorm: 0.4075 | |
| 04/05/2020 11:19:50 > epoch 17 updates 24380 loss: 0.1410 lr: 3.5039e-04 gnorm: 0.4585 | |
| 04/05/2020 11:19:53 > epoch 17 updates 24400 loss: 0.1193 lr: 3.5039e-04 gnorm: 0.3555 | |
| 04/05/2020 11:19:55 train loss: 0.1224 lr: 3.5039e-04 gnorm: 0.4070 clip: 0 | |
| 04/05/2020 11:19:55 valid loss: 0.3191 auc: 0.9522 f1: 0.8878 acc: 0.8858 [BEST: 0.8934] | |
| 04/05/2020 11:19:58 > epoch 17 updates 24420 loss: 0.1245 lr: 3.5039e-04 gnorm: 0.3466 | |
| 04/05/2020 11:20:01 > epoch 17 updates 24440 loss: 0.1471 lr: 3.5039e-04 gnorm: 0.3619 | |
| 04/05/2020 11:20:04 train loss: 0.1358 lr: 3.5039e-04 gnorm: 0.3543 clip: 0 | |
| 04/05/2020 11:20:04 valid loss: 0.3126 auc: 0.9526 f1: 0.8887 acc: 0.8864 [BEST: 0.8934] | |
| 04/05/2020 11:20:06 > epoch 17 updates 24460 loss: 0.1195 lr: 3.5039e-04 gnorm: 0.2986 | |
| 04/05/2020 11:20:09 > epoch 17 updates 24480 loss: 0.1369 lr: 3.5039e-04 gnorm: 0.3486 | |
| 04/05/2020 11:20:11 > epoch 17 updates 24500 loss: 0.1748 lr: 3.5039e-04 gnorm: 0.4214 | |
| 04/05/2020 11:20:13 train loss: 0.1439 lr: 3.5039e-04 gnorm: 0.3566 clip: 0 | |
| 04/05/2020 11:20:13 valid loss: 0.3149 auc: 0.9525 f1: 0.8903 acc: 0.8884 [BEST: 0.8934] | |
| 04/05/2020 11:20:16 > epoch 17 updates 24520 loss: 0.1549 lr: 3.5039e-04 gnorm: 0.4005 | |
| 04/05/2020 11:20:19 > epoch 17 updates 24540 loss: 0.0988 lr: 3.5039e-04 gnorm: 0.3193 | |
| 04/05/2020 11:20:22 train loss: 0.1267 lr: 3.5039e-04 gnorm: 0.3597 clip: 0 | |
| 04/05/2020 11:20:22 valid loss: 0.3168 auc: 0.9543 f1: 0.8931 acc: 0.8906 [BEST: 0.8934] | |
| 04/05/2020 11:20:24 > epoch 17 updates 24560 loss: 0.1102 lr: 3.5039e-04 gnorm: 0.3698 | |
| 04/05/2020 11:20:27 > epoch 17 updates 24580 loss: 0.1969 lr: 3.5039e-04 gnorm: 0.5989 | |
| 04/05/2020 11:20:30 > epoch 17 updates 24600 loss: 0.0999 lr: 3.5039e-04 gnorm: 0.3216 | |
| 04/05/2020 11:20:32 train loss: 0.1356 lr: 3.5039e-04 gnorm: 0.4300 clip: 0 | |
| 04/05/2020 11:20:32 valid loss: 0.3135 auc: 0.9522 f1: 0.8888 acc: 0.8870 [BEST: 0.8934] | |
| 04/05/2020 11:20:35 > epoch 17 updates 24620 loss: 0.1390 lr: 3.5039e-04 gnorm: 0.3863 | |
| 04/05/2020 11:20:38 > epoch 17 updates 24640 loss: 0.1410 lr: 3.5039e-04 gnorm: 0.3534 | |
| 04/05/2020 11:20:41 train loss: 0.1400 lr: 3.5039e-04 gnorm: 0.3698 clip: 0 | |
| 04/05/2020 11:20:41 valid loss: 0.3202 auc: 0.9516 f1: 0.8866 acc: 0.8851 [BEST: 0.8934] | |
| 04/05/2020 11:20:43 > epoch 17 updates 24660 loss: 0.0858 lr: 3.5039e-04 gnorm: 0.2566 | |
| 04/05/2020 11:20:45 > epoch 17 updates 24680 loss: 0.1028 lr: 3.5039e-04 gnorm: 0.3175 | |
| 04/05/2020 11:20:48 > epoch 17 updates 24700 loss: 0.1393 lr: 3.5039e-04 gnorm: 0.3443 | |
| 04/05/2020 11:20:50 train loss: 0.1095 lr: 3.5039e-04 gnorm: 0.3064 clip: 0 | |
| 04/05/2020 11:20:50 valid loss: 0.3226 auc: 0.9515 f1: 0.8891 acc: 0.8868 [BEST: 0.8934] | |
| 04/05/2020 11:20:53 > epoch 17 updates 24720 loss: 0.1382 lr: 3.5039e-04 gnorm: 0.2875 | |
| 04/05/2020 11:20:56 > epoch 17 updates 24740 loss: 0.1351 lr: 3.5039e-04 gnorm: 0.4286 | |
| 04/05/2020 11:21:00 train loss: 0.1366 lr: 3.5039e-04 gnorm: 0.3584 clip: 0 | |
| 04/05/2020 11:21:00 valid loss: 0.3050 auc: 0.9546 f1: 0.8894 acc: 0.8878 [BEST: 0.8934] | |
| 04/05/2020 11:21:01 > epoch 17 updates 24760 loss: 0.1314 lr: 3.5039e-04 gnorm: 0.3158 | |
| 04/05/2020 11:21:04 > epoch 17 updates 24780 loss: 0.1299 lr: 3.5039e-04 gnorm: 0.3176 | |
| 04/05/2020 11:21:07 > epoch 17 updates 24800 loss: 0.1222 lr: 3.5039e-04 gnorm: 0.3285 | |
| 04/05/2020 11:21:09 train loss: 0.1278 lr: 3.5039e-04 gnorm: 0.3207 clip: 0 | |
| 04/05/2020 11:21:09 valid loss: 0.3075 auc: 0.9538 f1: 0.8912 acc: 0.8885 [BEST: 0.8934] | |
| 04/05/2020 11:21:11 > epoch 17 updates 24820 loss: 0.1068 lr: 3.5039e-04 gnorm: 0.3681 | |
| 04/05/2020 11:21:14 > epoch 17 updates 24840 loss: 0.1360 lr: 3.5039e-04 gnorm: 0.3795 | |
| 04/05/2020 11:21:18 train loss: 0.1215 lr: 3.5039e-04 gnorm: 0.3739 clip: 0 | |
| 04/05/2020 11:21:18 valid loss: 0.3062 auc: 0.9552 f1: 0.8901 acc: 0.8887 [BEST: 0.8934] | |
| 04/05/2020 11:21:19 > epoch 17 updates 24860 loss: 0.1334 lr: 3.5039e-04 gnorm: 0.3198 | |
| 04/05/2020 11:21:22 > epoch 17 updates 24880 loss: 0.1315 lr: 3.5039e-04 gnorm: 0.3931 | |
| 04/05/2020 11:21:25 > epoch 17 updates 24900 loss: 0.0926 lr: 3.5039e-04 gnorm: 0.2765 | |
| 04/05/2020 11:21:27 train loss: 0.1190 lr: 3.5039e-04 gnorm: 0.3296 clip: 0 | |
| 04/05/2020 11:21:27 valid loss: 0.3083 auc: 0.9543 f1: 0.8871 acc: 0.8863 [BEST: 0.8934] | |
| 04/05/2020 11:21:30 > epoch 17 updates 24920 loss: 0.1276 lr: 3.5039e-04 gnorm: 0.3552 | |
| 04/05/2020 11:21:33 > epoch 17 updates 24940 loss: 0.1719 lr: 3.5039e-04 gnorm: 0.5312 | |
| 04/05/2020 11:21:36 train loss: 0.1499 lr: 3.5039e-04 gnorm: 0.4436 clip: 0 | |
| 04/05/2020 11:21:36 valid loss: 0.3181 auc: 0.9515 f1: 0.8865 acc: 0.8846 [BEST: 0.8934] | |
| 04/05/2020 11:21:38 > epoch 17 updates 24960 loss: 0.1279 lr: 3.5039e-04 gnorm: 0.3099 | |
| 04/05/2020 11:21:41 > epoch 17 updates 24980 loss: 0.1210 lr: 3.5039e-04 gnorm: 0.3440 | |
| 04/05/2020 11:21:43 > epoch 17 updates 25000 loss: 0.1245 lr: 3.5039e-04 gnorm: 0.3777 | |
| 04/05/2020 11:21:45 train loss: 0.1245 lr: 3.5039e-04 gnorm: 0.3441 clip: 0 | |
| 04/05/2020 11:21:45 valid loss: 0.3152 auc: 0.9523 f1: 0.8875 acc: 0.8857 [BEST: 0.8934] | |
| 04/05/2020 11:21:48 > epoch 17 updates 25020 loss: 0.1577 lr: 3.3287e-04 gnorm: 0.4414 | |
| 04/05/2020 11:21:51 > epoch 17 updates 25040 loss: 0.1301 lr: 3.3287e-04 gnorm: 0.3451 | |
| 04/05/2020 11:21:55 train loss: 0.1438 lr: 3.3287e-04 gnorm: 0.3930 clip: 0 | |
| 04/05/2020 11:21:55 valid loss: 0.3115 auc: 0.9522 f1: 0.8865 acc: 0.8846 [BEST: 0.8934] | |
| 04/05/2020 11:21:56 > epoch 17 updates 25060 loss: 0.0952 lr: 3.3287e-04 gnorm: 0.2517 | |
| 04/05/2020 11:21:59 > epoch 17 updates 25080 loss: 0.1604 lr: 3.3287e-04 gnorm: 0.4217 | |
| 04/05/2020 11:22:02 > epoch 17 updates 25100 loss: 0.1495 lr: 3.3287e-04 gnorm: 0.4093 | |
| 04/05/2020 11:22:04 train loss: 0.1352 lr: 3.3287e-04 gnorm: 0.3614 clip: 0 | |
| 04/05/2020 11:22:04 valid loss: 0.3126 auc: 0.9522 f1: 0.8880 acc: 0.8857 [BEST: 0.8934] | |
| 04/05/2020 11:22:07 > epoch 17 updates 25120 loss: 0.1565 lr: 3.3287e-04 gnorm: 0.3708 | |
| 04/05/2020 11:22:10 > epoch 17 updates 25140 loss: 0.1433 lr: 3.3287e-04 gnorm: 0.3637 | |
| 04/05/2020 11:22:13 train loss: 0.1498 lr: 3.3287e-04 gnorm: 0.3672 clip: 0 | |
| 04/05/2020 11:22:13 valid loss: 0.3101 auc: 0.9536 f1: 0.8894 acc: 0.8867 [BEST: 0.8934] | |
| 04/05/2020 11:22:15 > epoch 17 updates 25160 loss: 0.1716 lr: 3.3287e-04 gnorm: 0.3618 | |
| 04/05/2020 11:22:18 > epoch 17 updates 25180 loss: 0.1625 lr: 3.3287e-04 gnorm: 0.4132 | |
| 04/05/2020 11:22:21 > epoch 17 updates 25200 loss: 0.1301 lr: 3.3287e-04 gnorm: 0.3223 | |
| 04/05/2020 11:22:23 train loss: 0.1546 lr: 3.3287e-04 gnorm: 0.3656 clip: 0 | |
| 04/05/2020 11:22:23 valid loss: 0.3057 auc: 0.9557 f1: 0.8919 acc: 0.8905 [BEST: 0.8934] | |
| 04/05/2020 11:22:26 > epoch 17 updates 25220 loss: 0.1742 lr: 3.3287e-04 gnorm: 0.3818 | |
| 04/05/2020 11:22:29 > epoch 17 updates 25240 loss: 0.1017 lr: 3.3287e-04 gnorm: 0.2789 | |
| 04/05/2020 11:22:32 train loss: 0.1378 lr: 3.3287e-04 gnorm: 0.3301 clip: 0 | |
| 04/05/2020 11:22:32 valid loss: 0.3015 auc: 0.9555 f1: 0.8916 acc: 0.8902 [BEST: 0.8934] | |
| 04/05/2020 11:22:34 > epoch 17 updates 25260 loss: 0.1129 lr: 3.3287e-04 gnorm: 0.3766 | |
| 04/05/2020 11:22:37 > epoch 17 updates 25280 loss: 0.1108 lr: 3.3287e-04 gnorm: 0.3607 | |
| 04/05/2020 11:22:40 > epoch 17 updates 25300 loss: 0.1757 lr: 3.3287e-04 gnorm: 0.4141 | |
| 04/05/2020 11:22:42 train loss: 0.1333 lr: 3.3287e-04 gnorm: 0.3839 clip: 0 | |
| 04/05/2020 11:22:42 valid loss: 0.3040 auc: 0.9547 f1: 0.8914 acc: 0.8896 [BEST: 0.8934] | |
| 04/05/2020 11:22:45 > epoch 17 updates 25320 loss: 0.1334 lr: 3.3287e-04 gnorm: 0.3279 | |
| 04/05/2020 11:22:48 > epoch 17 updates 25340 loss: 0.1413 lr: 3.3287e-04 gnorm: 0.3775 | |
| 04/05/2020 11:22:51 train loss: 0.1373 lr: 3.3287e-04 gnorm: 0.3528 clip: 0 | |
| 04/05/2020 11:22:51 valid loss: 0.2997 auc: 0.9542 f1: 0.8930 acc: 0.8904 [BEST: 0.8934] | |
| 04/05/2020 11:22:53 > epoch 17 updates 25360 loss: 0.0938 lr: 3.3287e-04 gnorm: 0.3479 | |
| 04/05/2020 11:22:56 > epoch 17 updates 25380 loss: 0.1365 lr: 3.3287e-04 gnorm: 0.3748 | |
| 04/05/2020 11:22:58 > epoch 17 updates 25400 loss: 0.1229 lr: 3.3287e-04 gnorm: 0.2900 | |
| 04/05/2020 11:23:00 train loss: 0.1178 lr: 3.3287e-04 gnorm: 0.3374 clip: 0 | |
| 04/05/2020 11:23:00 valid loss: 0.3052 auc: 0.9559 f1: 0.8908 acc: 0.8890 [BEST: 0.8934] | |
| 04/05/2020 11:23:03 > epoch 17 updates 25420 loss: 0.1172 lr: 3.3287e-04 gnorm: 0.3312 | |
| 04/05/2020 11:23:06 > epoch 17 updates 25440 loss: 0.1691 lr: 3.3287e-04 gnorm: 0.3750 | |
| 04/05/2020 11:23:10 train loss: 0.1433 lr: 3.3287e-04 gnorm: 0.3532 clip: 0 | |
| 04/05/2020 11:23:10 valid loss: 0.3019 auc: 0.9544 f1: 0.8893 acc: 0.8878 [BEST: 0.8934] | |
| 04/05/2020 11:23:11 > epoch 17 updates 25460 loss: 0.1271 lr: 3.3287e-04 gnorm: 0.2939 | |
| 04/05/2020 11:23:14 > epoch 17 updates 25480 loss: 0.1131 lr: 3.3287e-04 gnorm: 0.3054 | |
| 04/05/2020 11:23:17 > epoch 17 updates 25500 loss: 0.1453 lr: 3.3287e-04 gnorm: 0.3936 | |
| 04/05/2020 11:23:19 train loss: 0.1286 lr: 3.3287e-04 gnorm: 0.3313 clip: 0 | |
| 04/05/2020 11:23:19 valid loss: 0.3104 auc: 0.9528 f1: 0.8915 acc: 0.8879 [BEST: 0.8934] | |
| 04/05/2020 11:23:22 > epoch 17 updates 25520 loss: 0.1145 lr: 3.3287e-04 gnorm: 0.3091 | |
| 04/05/2020 11:23:26 train loss: 0.1145 lr: 3.3287e-04 gnorm: 0.3091 clip: 0 | |
| 04/05/2020 11:23:26 valid loss: 0.3057 auc: 0.9541 f1: 0.8929 acc: 0.8909 [BEST: 0.8934] | |
| 04/05/2020 11:23:26 Epoch: 18 | |
| 04/05/2020 11:23:30 > epoch 18 updates 25540 loss: 0.1068 lr: 3.3287e-04 gnorm: 0.3747 | |
| 04/05/2020 11:23:34 train loss: 0.1068 lr: 3.3287e-04 gnorm: 0.3747 clip: 0 | |
| 04/05/2020 11:23:34 valid loss: 0.3105 auc: 0.9533 f1: 0.8913 acc: 0.8887 [BEST: 0.8934] | |
| 04/05/2020 11:23:35 > epoch 18 updates 25560 loss: 0.1316 lr: 3.3287e-04 gnorm: 0.4107 | |
| 04/05/2020 11:23:38 > epoch 18 updates 25580 loss: 0.1565 lr: 3.3287e-04 gnorm: 0.3656 | |
| 04/05/2020 11:23:41 > epoch 18 updates 25600 loss: 0.0768 lr: 3.3287e-04 gnorm: 0.2596 | |
| 04/05/2020 11:23:43 train loss: 0.1214 lr: 3.3287e-04 gnorm: 0.3448 clip: 0 | |
| 04/05/2020 11:23:43 valid loss: 0.3153 auc: 0.9523 f1: 0.8900 acc: 0.8870 [BEST: 0.8934] | |
| 04/05/2020 11:23:46 > epoch 18 updates 25620 loss: 0.0988 lr: 3.3287e-04 gnorm: 0.2884 | |
| 04/05/2020 11:23:49 > epoch 18 updates 25640 loss: 0.1200 lr: 3.3287e-04 gnorm: 0.3915 | |
| 04/05/2020 11:23:52 train loss: 0.1095 lr: 3.3287e-04 gnorm: 0.3402 clip: 0 | |
| 04/05/2020 11:23:52 valid loss: 0.3132 auc: 0.9531 f1: 0.8894 acc: 0.8885 [BEST: 0.8934] | |
| 04/05/2020 11:23:54 > epoch 18 updates 25660 loss: 0.1172 lr: 3.3287e-04 gnorm: 0.3508 | |
| 04/05/2020 11:23:56 > epoch 18 updates 25680 loss: 0.1228 lr: 3.3287e-04 gnorm: 0.4017 | |
| 04/05/2020 11:23:59 > epoch 18 updates 25700 loss: 0.1064 lr: 3.3287e-04 gnorm: 0.3205 | |
| 04/05/2020 11:24:01 train loss: 0.1155 lr: 3.3287e-04 gnorm: 0.3575 clip: 0 | |
| 04/05/2020 11:24:01 valid loss: 0.3172 auc: 0.9531 f1: 0.8916 acc: 0.8895 [BEST: 0.8934] | |
| 04/05/2020 11:24:04 > epoch 18 updates 25720 loss: 0.1449 lr: 3.3287e-04 gnorm: 0.3700 | |
| 04/05/2020 11:24:07 > epoch 18 updates 25740 loss: 0.1058 lr: 3.3287e-04 gnorm: 0.3392 | |
| 04/05/2020 11:24:11 train loss: 0.1252 lr: 3.3287e-04 gnorm: 0.3545 clip: 0 | |
| 04/05/2020 11:24:11 valid loss: 0.3158 auc: 0.9532 f1: 0.8921 acc: 0.8889 [BEST: 0.8934] | |
| 04/05/2020 11:24:12 > epoch 18 updates 25760 loss: 0.0921 lr: 3.3287e-04 gnorm: 0.3710 | |
| 04/05/2020 11:24:15 > epoch 18 updates 25780 loss: 0.0694 lr: 3.3287e-04 gnorm: 0.3038 | |
| 04/05/2020 11:24:18 > epoch 18 updates 25800 loss: 0.1355 lr: 3.3287e-04 gnorm: 0.4763 | |
| 04/05/2020 11:24:20 train loss: 0.0992 lr: 3.3287e-04 gnorm: 0.3840 clip: 0 | |
| 04/05/2020 11:24:20 valid loss: 0.3225 auc: 0.9535 f1: 0.8886 acc: 0.8881 [BEST: 0.8934] | |
| 04/05/2020 11:24:23 > epoch 18 updates 25820 loss: 0.1210 lr: 3.3287e-04 gnorm: 0.3467 | |
| 04/05/2020 11:24:26 > epoch 18 updates 25840 loss: 0.1486 lr: 3.3287e-04 gnorm: 0.4001 | |
| 04/05/2020 11:24:30 train loss: 0.1349 lr: 3.3287e-04 gnorm: 0.3735 clip: 0 | |
| 04/05/2020 11:24:30 valid loss: 0.3141 auc: 0.9551 f1: 0.8892 acc: 0.8890 [BEST: 0.8934] | |
| 04/05/2020 11:24:31 > epoch 18 updates 25860 loss: 0.1399 lr: 3.3287e-04 gnorm: 0.3375 | |
| 04/05/2020 11:24:34 > epoch 18 updates 25880 loss: 0.0994 lr: 3.3287e-04 gnorm: 0.3403 | |
| 04/05/2020 11:24:37 > epoch 18 updates 25900 loss: 0.1780 lr: 3.3287e-04 gnorm: 0.3720 | |
| 04/05/2020 11:24:39 train loss: 0.1392 lr: 3.3287e-04 gnorm: 0.3501 clip: 0 | |
| 04/05/2020 11:24:39 valid loss: 0.3314 auc: 0.9518 f1: 0.8888 acc: 0.8855 [BEST: 0.8934] | |
| 04/05/2020 11:24:42 > epoch 18 updates 25920 loss: 0.1402 lr: 3.3287e-04 gnorm: 0.4606 | |
| 04/05/2020 11:24:45 > epoch 18 updates 25940 loss: 0.1148 lr: 3.3287e-04 gnorm: 0.4028 | |
| 04/05/2020 11:24:48 train loss: 0.1275 lr: 3.3287e-04 gnorm: 0.4315 clip: 0 | |
| 04/05/2020 11:24:48 valid loss: 0.3019 auc: 0.9543 f1: 0.8923 acc: 0.8905 [BEST: 0.8934] | |
| 04/05/2020 11:24:50 > epoch 18 updates 25960 loss: 0.1189 lr: 3.3287e-04 gnorm: 0.3361 | |
| 04/05/2020 11:24:53 > epoch 18 updates 25980 loss: 0.1479 lr: 3.3287e-04 gnorm: 0.3645 | |
| 04/05/2020 11:24:56 > epoch 18 updates 26000 loss: 0.1301 lr: 3.3287e-04 gnorm: 0.3979 | |
| 04/05/2020 11:24:58 train loss: 0.1323 lr: 3.3287e-04 gnorm: 0.3664 clip: 0 | |
| 04/05/2020 11:24:58 valid loss: 0.3100 auc: 0.9548 f1: 0.8928 acc: 0.8907 [BEST: 0.8934] | |
| 04/05/2020 11:25:01 > epoch 18 updates 26020 loss: 0.1227 lr: 3.1622e-04 gnorm: 0.3036 | |
| 04/05/2020 11:25:04 > epoch 18 updates 26040 loss: 0.1152 lr: 3.1622e-04 gnorm: 0.3788 | |
| 04/05/2020 11:25:08 train loss: 0.1189 lr: 3.1622e-04 gnorm: 0.3414 clip: 0 | |
| 04/05/2020 11:25:08 valid loss: 0.3113 auc: 0.9540 f1: 0.8914 acc: 0.8895 [BEST: 0.8934] | |
| 04/05/2020 11:25:09 > epoch 18 updates 26060 loss: 0.1397 lr: 3.1622e-04 gnorm: 0.4424 | |
| 04/05/2020 11:25:12 > epoch 18 updates 26080 loss: 0.0783 lr: 3.1622e-04 gnorm: 0.2881 | |
| 04/05/2020 11:25:15 > epoch 18 updates 26100 loss: 0.0961 lr: 3.1622e-04 gnorm: 0.3685 | |
| 04/05/2020 11:25:17 train loss: 0.1046 lr: 3.1622e-04 gnorm: 0.3661 clip: 0 | |
| 04/05/2020 11:25:17 valid loss: 0.3116 auc: 0.9547 f1: 0.8925 acc: 0.8908 [BEST: 0.8934] | |
| 04/05/2020 11:25:20 > epoch 18 updates 26120 loss: 0.1355 lr: 3.1622e-04 gnorm: 0.4206 | |
| 04/05/2020 11:25:23 > epoch 18 updates 26140 loss: 0.1386 lr: 3.1622e-04 gnorm: 0.4527 | |
| 04/05/2020 11:25:26 train loss: 0.1371 lr: 3.1622e-04 gnorm: 0.4367 clip: 0 | |
| 04/05/2020 11:25:26 valid loss: 0.3185 auc: 0.9539 f1: 0.8909 acc: 0.8878 [BEST: 0.8934] | |
| 04/05/2020 11:25:27 > epoch 18 updates 26160 loss: 0.1087 lr: 3.1622e-04 gnorm: 0.4092 | |
| 04/05/2020 11:25:30 > epoch 18 updates 26180 loss: 0.1474 lr: 3.1622e-04 gnorm: 0.4006 | |
| 04/05/2020 11:25:34 > epoch 18 updates 26200 loss: 0.1290 lr: 3.1622e-04 gnorm: 0.3350 | |
| 04/05/2020 11:25:35 train loss: 0.1285 lr: 3.1622e-04 gnorm: 0.3813 clip: 0 | |
| 04/05/2020 11:25:35 valid loss: 0.3115 auc: 0.9536 f1: 0.8901 acc: 0.8882 [BEST: 0.8934] | |
| 04/05/2020 11:25:38 > epoch 18 updates 26220 loss: 0.1534 lr: 3.1622e-04 gnorm: 0.4173 | |
| 04/05/2020 11:25:41 > epoch 18 updates 26240 loss: 0.0971 lr: 3.1622e-04 gnorm: 0.2764 | |
| 04/05/2020 11:25:45 train loss: 0.1251 lr: 3.1622e-04 gnorm: 0.3465 clip: 0 | |
| 04/05/2020 11:25:45 valid loss: 0.3118 auc: 0.9547 f1: 0.8930 acc: 0.8905 [BEST: 0.8934] | |
| 04/05/2020 11:25:46 > epoch 18 updates 26260 loss: 0.0910 lr: 3.1622e-04 gnorm: 0.3007 | |
| 04/05/2020 11:25:49 > epoch 18 updates 26280 loss: 0.1002 lr: 3.1622e-04 gnorm: 0.3043 | |
| 04/05/2020 11:25:52 > epoch 18 updates 26300 loss: 0.1617 lr: 3.1622e-04 gnorm: 0.3649 | |
| 04/05/2020 11:25:54 train loss: 0.1179 lr: 3.1622e-04 gnorm: 0.3235 clip: 0 | |
| 04/05/2020 11:25:54 valid loss: 0.3037 auc: 0.9544 f1: 0.8904 acc: 0.8889 [BEST: 0.8934] | |
| 04/05/2020 11:25:57 > epoch 18 updates 26320 loss: 0.1037 lr: 3.1622e-04 gnorm: 0.3598 | |
| 04/05/2020 11:26:00 > epoch 18 updates 26340 loss: 0.1315 lr: 3.1622e-04 gnorm: 0.3902 | |
| 04/05/2020 11:26:03 train loss: 0.1177 lr: 3.1622e-04 gnorm: 0.3751 clip: 0 | |
| 04/05/2020 11:26:03 valid loss: 0.3063 auc: 0.9554 f1: 0.8904 acc: 0.8893 [BEST: 0.8934] | |
| 04/05/2020 11:26:05 > epoch 18 updates 26360 loss: 0.1151 lr: 3.1622e-04 gnorm: 0.3607 | |
| 04/05/2020 11:26:08 > epoch 18 updates 26380 loss: 0.1410 lr: 3.1622e-04 gnorm: 0.3748 | |
| 04/05/2020 11:26:11 > epoch 18 updates 26400 loss: 0.1253 lr: 3.1622e-04 gnorm: 0.3212 | |
| 04/05/2020 11:26:13 train loss: 0.1272 lr: 3.1622e-04 gnorm: 0.3521 clip: 0 | |
| 04/05/2020 11:26:13 valid loss: 0.3057 auc: 0.9541 f1: 0.8896 acc: 0.8877 [BEST: 0.8934] | |
| 04/05/2020 11:26:15 > epoch 18 updates 26420 loss: 0.1068 lr: 3.1622e-04 gnorm: 0.3714 | |
| 04/05/2020 11:26:19 > epoch 18 updates 26440 loss: 0.1633 lr: 3.1622e-04 gnorm: 0.4198 | |
| 04/05/2020 11:26:22 train loss: 0.1352 lr: 3.1622e-04 gnorm: 0.3957 clip: 0 | |
| 04/05/2020 11:26:22 valid loss: 0.3084 auc: 0.9545 f1: 0.8907 acc: 0.8892 [BEST: 0.8934] | |
| 04/05/2020 11:26:23 > epoch 18 updates 26460 loss: 0.1099 lr: 3.1622e-04 gnorm: 0.3910 | |
| 04/05/2020 11:26:26 > epoch 18 updates 26480 loss: 0.1313 lr: 3.1622e-04 gnorm: 0.3739 | |
| 04/05/2020 11:26:29 > epoch 18 updates 26500 loss: 0.1094 lr: 3.1622e-04 gnorm: 0.4214 | |
| 04/05/2020 11:26:31 train loss: 0.1168 lr: 3.1622e-04 gnorm: 0.3955 clip: 0 | |
| 04/05/2020 11:26:31 valid loss: 0.3097 auc: 0.9557 f1: 0.8924 acc: 0.8900 [BEST: 0.8934] | |
| 04/05/2020 11:26:34 > epoch 18 updates 26520 loss: 0.1184 lr: 3.1622e-04 gnorm: 0.3369 | |
| 04/05/2020 11:26:37 > epoch 18 updates 26540 loss: 0.1458 lr: 3.1622e-04 gnorm: 0.4051 | |
| 04/05/2020 11:26:40 train loss: 0.1321 lr: 3.1622e-04 gnorm: 0.3712 clip: 0 | |
| 04/05/2020 11:26:40 valid loss: 0.3134 auc: 0.9536 f1: 0.8904 acc: 0.8877 [BEST: 0.8934] | |
| 04/05/2020 11:26:42 > epoch 18 updates 26560 loss: 0.1260 lr: 3.1622e-04 gnorm: 0.4374 | |
| 04/05/2020 11:26:45 > epoch 18 updates 26580 loss: 0.1044 lr: 3.1622e-04 gnorm: 0.3284 | |
| 04/05/2020 11:26:47 > epoch 18 updates 26600 loss: 0.0878 lr: 3.1622e-04 gnorm: 0.2737 | |
| 04/05/2020 11:26:49 train loss: 0.1060 lr: 3.1622e-04 gnorm: 0.3460 clip: 0 | |
| 04/05/2020 11:26:49 valid loss: 0.3073 auc: 0.9538 f1: 0.8913 acc: 0.8888 [BEST: 0.8934] | |
| 04/05/2020 11:26:52 > epoch 18 updates 26620 loss: 0.0931 lr: 3.1622e-04 gnorm: 0.2731 | |
| 04/05/2020 11:26:55 > epoch 18 updates 26640 loss: 0.1292 lr: 3.1622e-04 gnorm: 0.3957 | |
| 04/05/2020 11:26:59 train loss: 0.1112 lr: 3.1622e-04 gnorm: 0.3347 clip: 0 | |
| 04/05/2020 11:26:59 valid loss: 0.3054 auc: 0.9555 f1: 0.8923 acc: 0.8905 [BEST: 0.8934] | |
| 04/05/2020 11:27:00 > epoch 18 updates 26660 loss: 0.1140 lr: 3.1622e-04 gnorm: 0.3081 | |
| 04/05/2020 11:27:03 > epoch 18 updates 26680 loss: 0.1371 lr: 3.1622e-04 gnorm: 0.3710 | |
| 04/05/2020 11:27:06 > epoch 18 updates 26700 loss: 0.1360 lr: 3.1622e-04 gnorm: 0.3130 | |
| 04/05/2020 11:27:08 train loss: 0.1291 lr: 3.1622e-04 gnorm: 0.3307 clip: 0 | |
| 04/05/2020 11:27:08 valid loss: 0.3053 auc: 0.9535 f1: 0.8913 acc: 0.8889 [BEST: 0.8934] | |
| 04/05/2020 11:27:11 > epoch 18 updates 26720 loss: 0.1380 lr: 3.1622e-04 gnorm: 0.3554 | |
| 04/05/2020 11:27:14 > epoch 18 updates 26740 loss: 0.1349 lr: 3.1622e-04 gnorm: 0.5414 | |
| 04/05/2020 11:27:17 train loss: 0.1364 lr: 3.1622e-04 gnorm: 0.4489 clip: 0 | |
| 04/05/2020 11:27:17 valid loss: 0.3068 auc: 0.9556 f1: 0.8937 acc: 0.8913 [BEST: 0.8934] | |
| 04/05/2020 11:27:19 > epoch 18 updates 26760 loss: 0.1232 lr: 3.1622e-04 gnorm: 0.3487 | |
| 04/05/2020 11:27:22 > epoch 18 updates 26780 loss: 0.1713 lr: 3.1622e-04 gnorm: 0.4967 | |
| 04/05/2020 11:27:25 > epoch 18 updates 26800 loss: 0.0920 lr: 3.1622e-04 gnorm: 0.3263 | |
| 04/05/2020 11:27:27 train loss: 0.1288 lr: 3.1622e-04 gnorm: 0.3905 clip: 0 | |
| 04/05/2020 11:27:27 valid loss: 0.3130 auc: 0.9539 f1: 0.8901 acc: 0.8892 [BEST: 0.8934] | |
| 04/05/2020 11:27:30 > epoch 18 updates 26820 loss: 0.1184 lr: 3.1622e-04 gnorm: 0.2680 | |
| 04/05/2020 11:27:33 > epoch 18 updates 26840 loss: 0.1098 lr: 3.1622e-04 gnorm: 0.3864 | |
| 04/05/2020 11:27:36 train loss: 0.1141 lr: 3.1622e-04 gnorm: 0.3275 clip: 0 | |
| 04/05/2020 11:27:36 valid loss: 0.3156 auc: 0.9528 f1: 0.8921 acc: 0.8901 [BEST: 0.8934] | |
| 04/05/2020 11:27:37 > epoch 18 updates 26860 loss: 0.1034 lr: 3.1622e-04 gnorm: 0.3254 | |
| 04/05/2020 11:27:40 > epoch 18 updates 26880 loss: 0.1144 lr: 3.1622e-04 gnorm: 0.3548 | |
| 04/05/2020 11:27:43 > epoch 18 updates 26900 loss: 0.1219 lr: 3.1622e-04 gnorm: 0.4683 | |
| 04/05/2020 11:27:45 train loss: 0.1133 lr: 3.1622e-04 gnorm: 0.3833 clip: 0 | |
| 04/05/2020 11:27:45 valid loss: 0.3076 auc: 0.9548 f1: 0.8918 acc: 0.8902 [BEST: 0.8934] | |
| 04/05/2020 11:27:48 > epoch 18 updates 26920 loss: 0.1885 lr: 3.1622e-04 gnorm: 0.4632 | |
| 04/05/2020 11:27:51 > epoch 18 updates 26940 loss: 0.1360 lr: 3.1622e-04 gnorm: 0.3348 | |
| 04/05/2020 11:27:54 train loss: 0.1622 lr: 3.1622e-04 gnorm: 0.3987 clip: 0 | |
| 04/05/2020 11:27:54 valid loss: 0.2986 auc: 0.9558 f1: 0.8923 acc: 0.8906 [BEST: 0.8934] | |
| 04/05/2020 11:27:56 > epoch 18 updates 26960 loss: 0.1342 lr: 3.1622e-04 gnorm: 0.3501 | |
| 04/05/2020 11:27:59 > epoch 18 updates 26980 loss: 0.1047 lr: 3.1622e-04 gnorm: 0.3032 | |
| 04/05/2020 11:28:02 > epoch 18 updates 27000 loss: 0.1126 lr: 3.1622e-04 gnorm: 0.4229 | |
| 04/05/2020 11:28:04 train loss: 0.1171 lr: 3.1622e-04 gnorm: 0.3590 clip: 0 | |
| 04/05/2020 11:28:04 valid loss: 0.3084 auc: 0.9548 f1: 0.8944 acc: 0.8919 [BEST: 0.8934] | |
| 04/05/2020 11:28:06 > epoch 18 updates 27020 loss: 0.1127 lr: 3.0041e-04 gnorm: 0.3660 | |
| 04/05/2020 11:28:11 train loss: 0.1127 lr: 3.0041e-04 gnorm: 0.3660 clip: 0 | |
| 04/05/2020 11:28:11 valid loss: 0.3091 auc: 0.9538 f1: 0.8906 acc: 0.8892 [BEST: 0.8934] | |
| 04/05/2020 11:28:11 Epoch: 19 | |
| 04/05/2020 11:28:15 > epoch 19 updates 27040 loss: 0.1087 lr: 3.0041e-04 gnorm: 0.3706 | |
| 04/05/2020 11:28:19 train loss: 0.1087 lr: 3.0041e-04 gnorm: 0.3706 clip: 0 | |
| 04/05/2020 11:28:19 valid loss: 0.3061 auc: 0.9541 f1: 0.8913 acc: 0.8890 [BEST: 0.8934] | |
| 04/05/2020 11:28:20 > epoch 19 updates 27060 loss: 0.1371 lr: 3.0041e-04 gnorm: 0.3348 | |
| 04/05/2020 11:28:23 > epoch 19 updates 27080 loss: 0.0953 lr: 3.0041e-04 gnorm: 0.3596 | |
| 04/05/2020 11:28:26 > epoch 19 updates 27100 loss: 0.0858 lr: 3.0041e-04 gnorm: 0.3253 | |
| 04/05/2020 11:28:28 train loss: 0.1059 lr: 3.0041e-04 gnorm: 0.3399 clip: 0 | |
| 04/05/2020 11:28:28 valid loss: 0.3236 auc: 0.9542 f1: 0.8919 acc: 0.8890 [BEST: 0.8934] | |
| 04/05/2020 11:28:31 > epoch 19 updates 27120 loss: 0.1045 lr: 3.0041e-04 gnorm: 0.3594 | |
| 04/05/2020 11:28:34 > epoch 19 updates 27140 loss: 0.1069 lr: 3.0041e-04 gnorm: 0.2920 | |
| 04/05/2020 11:28:37 train loss: 0.1057 lr: 3.0041e-04 gnorm: 0.3255 clip: 0 | |
| 04/05/2020 11:28:37 valid loss: 0.3153 auc: 0.9539 f1: 0.8885 acc: 0.8876 [BEST: 0.8934] | |
| 04/05/2020 11:28:39 > epoch 19 updates 27160 loss: 0.1198 lr: 3.0041e-04 gnorm: 0.3279 | |
| 04/05/2020 11:28:42 > epoch 19 updates 27180 loss: 0.0813 lr: 3.0041e-04 gnorm: 0.3529 | |
| 04/05/2020 11:28:45 > epoch 19 updates 27200 loss: 0.1126 lr: 3.0041e-04 gnorm: 0.3970 | |
| 04/05/2020 11:28:47 train loss: 0.1045 lr: 3.0041e-04 gnorm: 0.3595 clip: 0 | |
| 04/05/2020 11:28:47 valid loss: 0.3280 auc: 0.9516 f1: 0.8885 acc: 0.8871 [BEST: 0.8934] | |
| 04/05/2020 11:28:49 > epoch 19 updates 27220 loss: 0.1310 lr: 3.0041e-04 gnorm: 0.5006 | |
| 04/05/2020 11:28:52 > epoch 19 updates 27240 loss: 0.1179 lr: 3.0041e-04 gnorm: 0.4293 | |
| 04/05/2020 11:28:56 train loss: 0.1244 lr: 3.0041e-04 gnorm: 0.4648 clip: 0 | |
| 04/05/2020 11:28:56 valid loss: 0.3295 auc: 0.9544 f1: 0.8929 acc: 0.8904 [BEST: 0.8934] | |
| 04/05/2020 11:28:57 > epoch 19 updates 27260 loss: 0.1860 lr: 3.0041e-04 gnorm: 0.5227 | |
| 04/05/2020 11:29:00 > epoch 19 updates 27280 loss: 0.1234 lr: 3.0041e-04 gnorm: 0.3502 | |
| 04/05/2020 11:29:03 > epoch 19 updates 27300 loss: 0.1123 lr: 3.0041e-04 gnorm: 0.3477 | |
| 04/05/2020 11:29:05 train loss: 0.1403 lr: 3.0041e-04 gnorm: 0.4062 clip: 0 | |
| 04/05/2020 11:29:05 valid loss: 0.3196 auc: 0.9540 f1: 0.8915 acc: 0.8891 [BEST: 0.8934] | |
| 04/05/2020 11:29:08 > epoch 19 updates 27320 loss: 0.0976 lr: 3.0041e-04 gnorm: 0.3067 | |
| 04/05/2020 11:29:11 > epoch 19 updates 27340 loss: 0.0791 lr: 3.0041e-04 gnorm: 0.3018 | |
| 04/05/2020 11:29:14 train loss: 0.0883 lr: 3.0041e-04 gnorm: 0.3042 clip: 0 | |
| 04/05/2020 11:29:14 valid loss: 0.3242 auc: 0.9528 f1: 0.8908 acc: 0.8891 [BEST: 0.8934] | |
| 04/05/2020 11:29:16 > epoch 19 updates 27360 loss: 0.1151 lr: 3.0041e-04 gnorm: 0.3799 | |
| 04/05/2020 11:29:19 > epoch 19 updates 27380 loss: 0.0887 lr: 3.0041e-04 gnorm: 0.3120 | |
| 04/05/2020 11:29:21 > epoch 19 updates 27400 loss: 0.1368 lr: 3.0041e-04 gnorm: 0.3999 | |
| 04/05/2020 11:29:23 train loss: 0.1136 lr: 3.0041e-04 gnorm: 0.3640 clip: 0 | |
| 04/05/2020 11:29:23 valid loss: 0.3245 auc: 0.9530 f1: 0.8907 acc: 0.8883 [BEST: 0.8934] | |
| 04/05/2020 11:29:26 > epoch 19 updates 27420 loss: 0.1242 lr: 3.0041e-04 gnorm: 0.3405 | |
| 04/05/2020 11:29:29 > epoch 19 updates 27440 loss: 0.0949 lr: 3.0041e-04 gnorm: 0.3054 | |
| 04/05/2020 11:29:33 train loss: 0.1095 lr: 3.0041e-04 gnorm: 0.3229 clip: 0 | |
| 04/05/2020 11:29:33 valid loss: 0.3180 auc: 0.9530 f1: 0.8878 acc: 0.8864 [BEST: 0.8934] | |
| 04/05/2020 11:29:34 > epoch 19 updates 27460 loss: 0.1085 lr: 3.0041e-04 gnorm: 0.3593 | |
| 04/05/2020 11:29:37 > epoch 19 updates 27480 loss: 0.0939 lr: 3.0041e-04 gnorm: 0.3686 | |
| 04/05/2020 11:29:40 > epoch 19 updates 27500 loss: 0.1156 lr: 3.0041e-04 gnorm: 0.4084 | |
| 04/05/2020 11:29:42 train loss: 0.1060 lr: 3.0041e-04 gnorm: 0.3789 clip: 0 | |
| 04/05/2020 11:29:42 valid loss: 0.3194 auc: 0.9536 f1: 0.8905 acc: 0.8887 [BEST: 0.8934] | |
| 04/05/2020 11:29:45 > epoch 19 updates 27520 loss: 0.0987 lr: 3.0041e-04 gnorm: 0.3439 | |
| 04/05/2020 11:29:48 > epoch 19 updates 27540 loss: 0.0979 lr: 3.0041e-04 gnorm: 0.3137 | |
| 04/05/2020 11:29:51 train loss: 0.0983 lr: 3.0041e-04 gnorm: 0.3287 clip: 0 | |
| 04/05/2020 11:29:51 valid loss: 0.3134 auc: 0.9533 f1: 0.8889 acc: 0.8879 [BEST: 0.8934] | |
| 04/05/2020 11:29:53 > epoch 19 updates 27560 loss: 0.1461 lr: 3.0041e-04 gnorm: 0.5267 | |
| 04/05/2020 11:29:56 > epoch 19 updates 27580 loss: 0.1110 lr: 3.0041e-04 gnorm: 0.3326 | |
| 04/05/2020 11:29:59 > epoch 19 updates 27600 loss: 0.1574 lr: 3.0041e-04 gnorm: 0.3636 | |
| 04/05/2020 11:30:01 train loss: 0.1382 lr: 3.0041e-04 gnorm: 0.4071 clip: 0 | |
| 04/05/2020 11:30:01 valid loss: 0.3149 auc: 0.9533 f1: 0.8896 acc: 0.8877 [BEST: 0.8934] | |
| 04/05/2020 11:30:04 > epoch 19 updates 27620 loss: 0.1373 lr: 3.0041e-04 gnorm: 0.4128 | |
| 04/05/2020 11:30:07 > epoch 19 updates 27640 loss: 0.1161 lr: 3.0041e-04 gnorm: 0.3912 | |
| 04/05/2020 11:30:10 train loss: 0.1266 lr: 3.0041e-04 gnorm: 0.4020 clip: 0 | |
| 04/05/2020 11:30:10 valid loss: 0.3059 auc: 0.9548 f1: 0.8918 acc: 0.8896 [BEST: 0.8934] | |
| 04/05/2020 11:30:12 > epoch 19 updates 27660 loss: 0.0861 lr: 3.0041e-04 gnorm: 0.2463 | |
| 04/05/2020 11:30:14 > epoch 19 updates 27680 loss: 0.0971 lr: 3.0041e-04 gnorm: 0.3115 | |
| 04/05/2020 11:30:17 > epoch 19 updates 27700 loss: 0.1065 lr: 3.0041e-04 gnorm: 0.3541 | |
| 04/05/2020 11:30:19 train loss: 0.0967 lr: 3.0041e-04 gnorm: 0.3043 clip: 0 | |
| 04/05/2020 11:30:19 valid loss: 0.3073 auc: 0.9554 f1: 0.8948 acc: 0.8928 [BEST: 0.8934] | |
| 04/05/2020 11:30:22 > epoch 19 updates 27720 loss: 0.0957 lr: 3.0041e-04 gnorm: 0.3734 | |
| 04/05/2020 11:30:25 > epoch 19 updates 27740 loss: 0.1510 lr: 3.0041e-04 gnorm: 0.4239 | |
| 04/05/2020 11:30:29 train loss: 0.1235 lr: 3.0041e-04 gnorm: 0.3988 clip: 0 | |
| 04/05/2020 11:30:29 valid loss: 0.3109 auc: 0.9546 f1: 0.8934 acc: 0.8913 [BEST: 0.8934] | |
| 04/05/2020 11:30:30 > epoch 19 updates 27760 loss: 0.1192 lr: 3.0041e-04 gnorm: 0.3387 | |
| 04/05/2020 11:30:33 > epoch 19 updates 27780 loss: 0.1383 lr: 3.0041e-04 gnorm: 0.3644 | |
| 04/05/2020 11:30:36 > epoch 19 updates 27800 loss: 0.1155 lr: 3.0041e-04 gnorm: 0.4008 | |
| 04/05/2020 11:30:38 train loss: 0.1243 lr: 3.0041e-04 gnorm: 0.3682 clip: 0 | |
| 04/05/2020 11:30:38 valid loss: 0.3176 auc: 0.9536 f1: 0.8919 acc: 0.8887 [BEST: 0.8934] | |
| 04/05/2020 11:30:41 > epoch 19 updates 27820 loss: 0.0874 lr: 3.0041e-04 gnorm: 0.3090 | |
| 04/05/2020 11:30:44 > epoch 19 updates 27840 loss: 0.1338 lr: 3.0041e-04 gnorm: 0.4304 | |
| 04/05/2020 11:30:47 train loss: 0.1107 lr: 3.0041e-04 gnorm: 0.3700 clip: 0 | |
| 04/05/2020 11:30:47 valid loss: 0.3080 auc: 0.9548 f1: 0.8921 acc: 0.8902 [BEST: 0.8934] | |
| 04/05/2020 11:30:48 > epoch 19 updates 27860 loss: 0.1202 lr: 3.0041e-04 gnorm: 0.3471 | |
| 04/05/2020 11:30:51 > epoch 19 updates 27880 loss: 0.1042 lr: 3.0041e-04 gnorm: 0.2936 | |
| 04/05/2020 11:30:54 > epoch 19 updates 27900 loss: 0.0955 lr: 3.0041e-04 gnorm: 0.3031 | |
| 04/05/2020 11:30:56 train loss: 0.1066 lr: 3.0041e-04 gnorm: 0.3145 clip: 0 | |
| 04/05/2020 11:30:56 valid loss: 0.3171 auc: 0.9536 f1: 0.8930 acc: 0.8902 [BEST: 0.8934] | |
| 04/05/2020 11:30:59 > epoch 19 updates 27920 loss: 0.1242 lr: 3.0041e-04 gnorm: 0.3349 | |
| 04/05/2020 11:31:02 > epoch 19 updates 27940 loss: 0.0856 lr: 3.0041e-04 gnorm: 0.2839 | |
| 04/05/2020 11:31:06 train loss: 0.1048 lr: 3.0041e-04 gnorm: 0.3093 clip: 0 | |
| 04/05/2020 11:31:06 valid loss: 0.3183 auc: 0.9541 f1: 0.8920 acc: 0.8902 [BEST: 0.8934] | |
| 04/05/2020 11:31:07 > epoch 19 updates 27960 loss: 0.1307 lr: 3.0041e-04 gnorm: 0.3853 | |
| 04/05/2020 11:31:10 > epoch 19 updates 27980 loss: 0.0895 lr: 3.0041e-04 gnorm: 0.3304 | |
| 04/05/2020 11:31:13 > epoch 19 updates 28000 loss: 0.1194 lr: 3.0041e-04 gnorm: 0.3941 | |
| 04/05/2020 11:31:15 train loss: 0.1131 lr: 3.0041e-04 gnorm: 0.3700 clip: 0 | |
| 04/05/2020 11:31:15 valid loss: 0.3143 auc: 0.9547 f1: 0.8911 acc: 0.8895 [BEST: 0.8934] | |
| 04/05/2020 11:31:18 > epoch 19 updates 28020 loss: 0.1212 lr: 2.8539e-04 gnorm: 0.3151 | |
| 04/05/2020 11:31:21 > epoch 19 updates 28040 loss: 0.1001 lr: 2.8539e-04 gnorm: 0.3378 | |
| 04/05/2020 11:31:25 train loss: 0.1106 lr: 2.8539e-04 gnorm: 0.3265 clip: 0 | |
| 04/05/2020 11:31:25 valid loss: 0.3225 auc: 0.9536 f1: 0.8926 acc: 0.8896 [BEST: 0.8934] | |
| 04/05/2020 11:31:26 > epoch 19 updates 28060 loss: 0.1070 lr: 2.8539e-04 gnorm: 0.3196 | |
| 04/05/2020 11:31:29 > epoch 19 updates 28080 loss: 0.1314 lr: 2.8539e-04 gnorm: 0.4346 | |
| 04/05/2020 11:31:32 > epoch 19 updates 28100 loss: 0.0929 lr: 2.8539e-04 gnorm: 0.2552 | |
| 04/05/2020 11:31:34 train loss: 0.1104 lr: 2.8539e-04 gnorm: 0.3362 clip: 0 | |
| 04/05/2020 11:31:34 valid loss: 0.3230 auc: 0.9520 f1: 0.8908 acc: 0.8875 [BEST: 0.8934] | |
| 04/05/2020 11:31:37 > epoch 19 updates 28120 loss: 0.1804 lr: 2.8539e-04 gnorm: 0.4090 | |
| 04/05/2020 11:31:40 > epoch 19 updates 28140 loss: 0.1216 lr: 2.8539e-04 gnorm: 0.3919 | |
| 04/05/2020 11:31:43 train loss: 0.1508 lr: 2.8539e-04 gnorm: 0.4004 clip: 0 | |
| 04/05/2020 11:31:43 valid loss: 0.3100 auc: 0.9547 f1: 0.8918 acc: 0.8899 [BEST: 0.8934] | |
| 04/05/2020 11:31:45 > epoch 19 updates 28160 loss: 0.0881 lr: 2.8539e-04 gnorm: 0.2830 | |
| 04/05/2020 11:31:48 > epoch 19 updates 28180 loss: 0.1042 lr: 2.8539e-04 gnorm: 0.4499 | |
| 04/05/2020 11:31:51 > epoch 19 updates 28200 loss: 0.1432 lr: 2.8539e-04 gnorm: 0.5044 | |
| 04/05/2020 11:31:53 train loss: 0.1120 lr: 2.8539e-04 gnorm: 0.4132 clip: 0 | |
| 04/05/2020 11:31:53 valid loss: 0.3155 auc: 0.9547 f1: 0.8879 acc: 0.8873 [BEST: 0.8934] | |
| 04/05/2020 11:31:55 > epoch 19 updates 28220 loss: 0.1059 lr: 2.8539e-04 gnorm: 0.3430 | |
| 04/05/2020 11:31:58 > epoch 19 updates 28240 loss: 0.1124 lr: 2.8539e-04 gnorm: 0.3603 | |
| 04/05/2020 11:32:02 train loss: 0.1092 lr: 2.8539e-04 gnorm: 0.3517 clip: 0 | |
| 04/05/2020 11:32:02 valid loss: 0.3149 auc: 0.9553 f1: 0.8879 acc: 0.8877 [BEST: 0.8934] | |
| 04/05/2020 11:32:03 > epoch 19 updates 28260 loss: 0.0755 lr: 2.8539e-04 gnorm: 0.2467 | |
| 04/05/2020 11:32:06 > epoch 19 updates 28280 loss: 0.0763 lr: 2.8539e-04 gnorm: 0.2660 | |
| 04/05/2020 11:32:09 > epoch 19 updates 28300 loss: 0.1355 lr: 2.8539e-04 gnorm: 0.3706 | |
| 04/05/2020 11:32:11 train loss: 0.0960 lr: 2.8539e-04 gnorm: 0.2949 clip: 0 | |
| 04/05/2020 11:32:11 valid loss: 0.3136 auc: 0.9550 f1: 0.8897 acc: 0.8885 [BEST: 0.8934] | |
| 04/05/2020 11:32:14 > epoch 19 updates 28320 loss: 0.1413 lr: 2.8539e-04 gnorm: 0.3509 | |
| 04/05/2020 11:32:17 > epoch 19 updates 28340 loss: 0.0990 lr: 2.8539e-04 gnorm: 0.3311 | |
| 04/05/2020 11:32:21 train loss: 0.1200 lr: 2.8539e-04 gnorm: 0.3409 clip: 0 | |
| 04/05/2020 11:32:21 valid loss: 0.3179 auc: 0.9534 f1: 0.8931 acc: 0.8904 [BEST: 0.8934] | |
| 04/05/2020 11:32:22 > epoch 19 updates 28360 loss: 0.1320 lr: 2.8539e-04 gnorm: 0.3872 | |
| 04/05/2020 11:32:25 > epoch 19 updates 28380 loss: 0.1223 lr: 2.8539e-04 gnorm: 0.3361 | |
| 04/05/2020 11:32:28 > epoch 19 updates 28400 loss: 0.1901 lr: 2.8539e-04 gnorm: 0.4472 | |
| 04/05/2020 11:32:30 train loss: 0.1483 lr: 2.8539e-04 gnorm: 0.3904 clip: 0 | |
| 04/05/2020 11:32:30 valid loss: 0.3142 auc: 0.9548 f1: 0.8942 acc: 0.8917 [BEST: 0.8934] | |
| 04/05/2020 11:32:33 > epoch 19 updates 28420 loss: 0.1961 lr: 2.8539e-04 gnorm: 0.4972 | |
| 04/05/2020 11:32:36 > epoch 19 updates 28440 loss: 0.1517 lr: 2.8539e-04 gnorm: 0.3998 | |
| 04/05/2020 11:32:39 train loss: 0.1738 lr: 2.8539e-04 gnorm: 0.4483 clip: 0 | |
| 04/05/2020 11:32:39 valid loss: 0.3039 auc: 0.9562 f1: 0.8915 acc: 0.8908 [BEST: 0.8934] | |
| 04/05/2020 11:32:41 > epoch 19 updates 28460 loss: 0.1152 lr: 2.8539e-04 gnorm: 0.3195 | |
| 04/05/2020 11:32:43 > epoch 19 updates 28480 loss: 0.1164 lr: 2.8539e-04 gnorm: 0.4442 | |
| 04/05/2020 11:32:46 > epoch 19 updates 28500 loss: 0.0996 lr: 2.8539e-04 gnorm: 0.4326 | |
| 04/05/2020 11:32:48 train loss: 0.1103 lr: 2.8539e-04 gnorm: 0.3991 clip: 0 | |
| 04/05/2020 11:32:48 valid loss: 0.3173 auc: 0.9544 f1: 0.8933 acc: 0.8915 [BEST: 0.8934] | |
| 04/05/2020 11:32:51 > epoch 19 updates 28520 loss: 0.1214 lr: 2.8539e-04 gnorm: 0.3551 | |
| 04/05/2020 11:32:56 train loss: 0.1214 lr: 2.8539e-04 gnorm: 0.3551 clip: 0 | |
| 04/05/2020 11:32:56 valid loss: 0.3149 auc: 0.9547 f1: 0.8923 acc: 0.8905 [BEST: 0.8934] | |
| 04/05/2020 11:32:56 Epoch: 20 | |
| 04/05/2020 11:32:59 > epoch 20 updates 28540 loss: 0.0824 lr: 2.8539e-04 gnorm: 0.3189 | |
| 04/05/2020 11:33:03 train loss: 0.0824 lr: 2.8539e-04 gnorm: 0.3189 clip: 0 | |
| 04/05/2020 11:33:03 valid loss: 0.3137 auc: 0.9539 f1: 0.8935 acc: 0.8908 [BEST: 0.8934] | |
| 04/05/2020 11:33:04 > epoch 20 updates 28560 loss: 0.0990 lr: 2.8539e-04 gnorm: 0.3127 | |
| 04/05/2020 11:33:07 > epoch 20 updates 28580 loss: 0.0992 lr: 2.8539e-04 gnorm: 0.3081 | |
| 04/05/2020 11:33:10 > epoch 20 updates 28600 loss: 0.0849 lr: 2.8539e-04 gnorm: 0.3748 | |
| 04/05/2020 11:33:12 train loss: 0.0943 lr: 2.8539e-04 gnorm: 0.3321 clip: 0 | |
| 04/05/2020 11:33:12 valid loss: 0.3248 auc: 0.9545 f1: 0.8914 acc: 0.8900 [BEST: 0.8934] | |
| 04/05/2020 11:33:15 > epoch 20 updates 28620 loss: 0.1196 lr: 2.8539e-04 gnorm: 0.3937 | |
| 04/05/2020 11:33:18 > epoch 20 updates 28640 loss: 0.1219 lr: 2.8539e-04 gnorm: 0.4781 | |
| 04/05/2020 11:33:22 train loss: 0.1208 lr: 2.8539e-04 gnorm: 0.4361 clip: 0 | |
| 04/05/2020 11:33:22 valid loss: 0.3213 auc: 0.9530 f1: 0.8910 acc: 0.8891 [BEST: 0.8934] | |
| 04/05/2020 11:33:24 > epoch 20 updates 28660 loss: 0.1507 lr: 2.8539e-04 gnorm: 0.3843 | |
| 04/05/2020 11:33:27 > epoch 20 updates 28680 loss: 0.0677 lr: 2.8539e-04 gnorm: 0.2711 | |
| 04/05/2020 11:33:29 > epoch 20 updates 28700 loss: 0.1152 lr: 2.8539e-04 gnorm: 0.3939 | |
| 04/05/2020 11:33:31 train loss: 0.1111 lr: 2.8539e-04 gnorm: 0.3498 clip: 0 | |
| 04/05/2020 11:33:31 valid loss: 0.3362 auc: 0.9531 f1: 0.8909 acc: 0.8885 [BEST: 0.8934] | |
| 04/05/2020 11:33:35 > epoch 20 updates 28720 loss: 0.0823 lr: 2.8539e-04 gnorm: 0.3629 | |
| 04/05/2020 11:33:38 > epoch 20 updates 28740 loss: 0.1302 lr: 2.8539e-04 gnorm: 0.3711 | |
| 04/05/2020 11:33:41 train loss: 0.1064 lr: 2.8539e-04 gnorm: 0.3670 clip: 0 | |
| 04/05/2020 11:33:41 valid loss: 0.3247 auc: 0.9531 f1: 0.8929 acc: 0.8906 [BEST: 0.8934] | |
| 04/05/2020 11:33:42 > epoch 20 updates 28760 loss: 0.1317 lr: 2.8539e-04 gnorm: 0.3927 | |
| 04/05/2020 11:33:45 > epoch 20 updates 28780 loss: 0.1176 lr: 2.8539e-04 gnorm: 0.3247 | |
| 04/05/2020 11:33:48 > epoch 20 updates 28800 loss: 0.1091 lr: 2.8539e-04 gnorm: 0.3130 | |
| 04/05/2020 11:33:50 train loss: 0.1194 lr: 2.8539e-04 gnorm: 0.3432 clip: 0 | |
| 04/05/2020 11:33:50 valid loss: 0.3179 auc: 0.9552 f1: 0.8915 acc: 0.8899 [BEST: 0.8934] | |
| 04/05/2020 11:33:53 > epoch 20 updates 28820 loss: 0.1265 lr: 2.8539e-04 gnorm: 0.4075 | |
| 04/05/2020 11:33:56 > epoch 20 updates 28840 loss: 0.0849 lr: 2.8539e-04 gnorm: 0.3996 | |
| 04/05/2020 11:34:00 train loss: 0.1056 lr: 2.8539e-04 gnorm: 0.4035 clip: 0 | |
| 04/05/2020 11:34:00 valid loss: 0.3326 auc: 0.9547 f1: 0.8882 acc: 0.8881 [BEST: 0.8934] | |
| 04/05/2020 11:34:01 > epoch 20 updates 28860 loss: 0.0801 lr: 2.8539e-04 gnorm: 0.2896 | |
| 04/05/2020 11:34:04 > epoch 20 updates 28880 loss: 0.1156 lr: 2.8539e-04 gnorm: 0.4558 | |
| 04/05/2020 11:34:07 > epoch 20 updates 28900 loss: 0.1766 lr: 2.8539e-04 gnorm: 0.5871 | |
| 04/05/2020 11:34:09 train loss: 0.1244 lr: 2.8539e-04 gnorm: 0.4452 clip: 0 | |
| 04/05/2020 11:34:09 valid loss: 0.3294 auc: 0.9527 f1: 0.8891 acc: 0.8878 [BEST: 0.8934] | |
| 04/05/2020 11:34:12 > epoch 20 updates 28920 loss: 0.1599 lr: 2.8539e-04 gnorm: 0.4262 | |
| 04/05/2020 11:34:15 > epoch 20 updates 28940 loss: 0.1028 lr: 2.8539e-04 gnorm: 0.3767 | |
| 04/05/2020 11:34:18 train loss: 0.1312 lr: 2.8539e-04 gnorm: 0.4013 clip: 0 | |
| 04/05/2020 11:34:18 valid loss: 0.3279 auc: 0.9524 f1: 0.8899 acc: 0.8873 [BEST: 0.8934] | |
| 04/05/2020 11:34:19 > epoch 20 updates 28960 loss: 0.1232 lr: 2.8539e-04 gnorm: 0.4070 | |
| 04/05/2020 11:34:22 > epoch 20 updates 28980 loss: 0.1496 lr: 2.8539e-04 gnorm: 0.5085 | |
| 04/05/2020 11:34:25 > epoch 20 updates 29000 loss: 0.0870 lr: 2.8539e-04 gnorm: 0.3382 | |
| 04/05/2020 11:34:27 train loss: 0.1198 lr: 2.8539e-04 gnorm: 0.4177 clip: 0 | |
| 04/05/2020 11:34:27 valid loss: 0.3325 auc: 0.9507 f1: 0.8867 acc: 0.8841 [BEST: 0.8934] | |
| 04/05/2020 11:34:30 > epoch 20 updates 29020 loss: 0.0894 lr: 2.7112e-04 gnorm: 0.2821 | |
| 04/05/2020 11:34:33 > epoch 20 updates 29040 loss: 0.1139 lr: 2.7112e-04 gnorm: 0.3619 | |
| 04/05/2020 11:34:36 train loss: 0.1017 lr: 2.7112e-04 gnorm: 0.3222 clip: 0 | |
| 04/05/2020 11:34:36 valid loss: 0.3164 auc: 0.9542 f1: 0.8928 acc: 0.8905 [BEST: 0.8934] | |
| 04/05/2020 11:34:38 > epoch 20 updates 29060 loss: 0.0938 lr: 2.7112e-04 gnorm: 0.3060 | |
| 04/05/2020 11:34:41 > epoch 20 updates 29080 loss: 0.0918 lr: 2.7112e-04 gnorm: 0.4157 | |
| 04/05/2020 11:34:44 > epoch 20 updates 29100 loss: 0.1339 lr: 2.7112e-04 gnorm: 0.5181 | |
| 04/05/2020 11:34:46 train loss: 0.1066 lr: 2.7112e-04 gnorm: 0.4140 clip: 0 | |
| 04/05/2020 11:34:46 valid loss: 0.3237 auc: 0.9546 f1: 0.8924 acc: 0.8904 [BEST: 0.8934] | |
| 04/05/2020 11:34:49 > epoch 20 updates 29120 loss: 0.1366 lr: 2.7112e-04 gnorm: 0.4761 | |
| 04/05/2020 11:34:52 > epoch 20 updates 29140 loss: 0.0977 lr: 2.7112e-04 gnorm: 0.2958 | |
| 04/05/2020 11:34:55 train loss: 0.1171 lr: 2.7112e-04 gnorm: 0.3855 clip: 0 | |
| 04/05/2020 11:34:55 valid loss: 0.3203 auc: 0.9530 f1: 0.8877 acc: 0.8870 [BEST: 0.8934] | |
| 04/05/2020 11:34:57 > epoch 20 updates 29160 loss: 0.1453 lr: 2.7112e-04 gnorm: 0.4529 | |
| 04/05/2020 11:35:00 > epoch 20 updates 29180 loss: 0.1291 lr: 2.7112e-04 gnorm: 0.3695 | |
| 04/05/2020 11:35:03 > epoch 20 updates 29200 loss: 0.0649 lr: 2.7112e-04 gnorm: 0.2191 | |
| 04/05/2020 11:35:05 train loss: 0.1128 lr: 2.7112e-04 gnorm: 0.3464 clip: 0 | |
| 04/05/2020 11:35:05 valid loss: 0.3206 auc: 0.9533 f1: 0.8892 acc: 0.8874 [BEST: 0.8934] | |
| 04/05/2020 11:35:08 > epoch 20 updates 29220 loss: 0.1124 lr: 2.7112e-04 gnorm: 0.3698 | |
| 04/05/2020 11:35:11 > epoch 20 updates 29240 loss: 0.0679 lr: 2.7112e-04 gnorm: 0.2907 | |
| 04/05/2020 11:35:14 train loss: 0.0900 lr: 2.7112e-04 gnorm: 0.3300 clip: 0 | |
| 04/05/2020 11:35:14 valid loss: 0.3195 auc: 0.9557 f1: 0.8922 acc: 0.8909 [BEST: 0.8934] | |
| 04/05/2020 11:35:16 > epoch 20 updates 29260 loss: 0.1560 lr: 2.7112e-04 gnorm: 0.4660 | |
| 04/05/2020 11:35:19 > epoch 20 updates 29280 loss: 0.0851 lr: 2.7112e-04 gnorm: 0.3094 | |
| 04/05/2020 11:35:22 > epoch 20 updates 29300 loss: 0.0920 lr: 2.7112e-04 gnorm: 0.2613 | |
| 04/05/2020 11:35:24 train loss: 0.1108 lr: 2.7112e-04 gnorm: 0.3449 clip: 0 | |
| 04/05/2020 11:35:24 valid loss: 0.3164 auc: 0.9551 f1: 0.8931 acc: 0.8907 [BEST: 0.8934] | |
| 04/05/2020 11:35:27 > epoch 20 updates 29320 loss: 0.1088 lr: 2.7112e-04 gnorm: 0.3922 | |
| 04/05/2020 11:35:30 > epoch 20 updates 29340 loss: 0.0878 lr: 2.7112e-04 gnorm: 0.2693 | |
| 04/05/2020 11:35:33 train loss: 0.0982 lr: 2.7112e-04 gnorm: 0.3304 clip: 0 | |
| 04/05/2020 11:35:33 valid loss: 0.3163 auc: 0.9535 f1: 0.8900 acc: 0.8887 [BEST: 0.8934] | |
| 04/05/2020 11:35:35 > epoch 20 updates 29360 loss: 0.1243 lr: 2.7112e-04 gnorm: 0.3432 | |
| 04/05/2020 11:35:38 > epoch 20 updates 29380 loss: 0.1341 lr: 2.7112e-04 gnorm: 0.4189 | |
| 04/05/2020 11:35:40 > epoch 20 updates 29400 loss: 0.1380 lr: 2.7112e-04 gnorm: 0.4208 | |
| 04/05/2020 11:35:42 train loss: 0.1322 lr: 2.7112e-04 gnorm: 0.3946 clip: 0 | |
| 04/05/2020 11:35:42 valid loss: 0.3166 auc: 0.9549 f1: 0.8929 acc: 0.8904 [BEST: 0.8934] | |
| 04/05/2020 11:35:45 > epoch 20 updates 29420 loss: 0.1181 lr: 2.7112e-04 gnorm: 0.3084 | |
| 04/05/2020 11:35:48 > epoch 20 updates 29440 loss: 0.1259 lr: 2.7112e-04 gnorm: 0.4711 | |
| 04/05/2020 11:35:51 train loss: 0.1220 lr: 2.7112e-04 gnorm: 0.3902 clip: 0 | |
| 04/05/2020 11:35:51 valid loss: 0.3101 auc: 0.9557 f1: 0.8944 acc: 0.8923 [BEST: 0.8934] | |
| 04/05/2020 11:35:53 > epoch 20 updates 29460 loss: 0.0978 lr: 2.7112e-04 gnorm: 0.3935 | |
| 04/05/2020 11:35:56 > epoch 20 updates 29480 loss: 0.0842 lr: 2.7112e-04 gnorm: 0.3367 | |
| 04/05/2020 11:35:59 > epoch 20 updates 29500 loss: 0.1399 lr: 2.7112e-04 gnorm: 0.5133 | |
| 04/05/2020 11:36:01 train loss: 0.1075 lr: 2.7112e-04 gnorm: 0.4149 clip: 0 | |
| 04/05/2020 11:36:01 valid loss: 0.3174 auc: 0.9547 f1: 0.8910 acc: 0.8891 [BEST: 0.8934] | |
| 04/05/2020 11:36:04 > epoch 20 updates 29520 loss: 0.1471 lr: 2.7112e-04 gnorm: 0.4345 | |
| 04/05/2020 11:36:07 > epoch 20 updates 29540 loss: 0.1303 lr: 2.7112e-04 gnorm: 0.4490 | |
| 04/05/2020 11:36:10 train loss: 0.1386 lr: 2.7112e-04 gnorm: 0.4418 clip: 0 | |
| 04/05/2020 11:36:10 valid loss: 0.3157 auc: 0.9547 f1: 0.8892 acc: 0.8881 [BEST: 0.8934] | |
| 04/05/2020 11:36:11 > epoch 20 updates 29560 loss: 0.1040 lr: 2.7112e-04 gnorm: 0.3651 | |
| 04/05/2020 11:36:14 > epoch 20 updates 29580 loss: 0.0834 lr: 2.7112e-04 gnorm: 0.3086 | |
| 04/05/2020 11:36:17 > epoch 20 updates 29600 loss: 0.1364 lr: 2.7112e-04 gnorm: 0.3962 | |
| 04/05/2020 11:36:19 train loss: 0.1080 lr: 2.7112e-04 gnorm: 0.3567 clip: 0 | |
| 04/05/2020 11:36:19 valid loss: 0.3173 auc: 0.9556 f1: 0.8945 acc: 0.8921 [BEST: 0.8934] | |
| 04/05/2020 11:36:22 > epoch 20 updates 29620 loss: 0.1394 lr: 2.7112e-04 gnorm: 0.4210 | |
| 04/05/2020 11:36:25 > epoch 20 updates 29640 loss: 0.1405 lr: 2.7112e-04 gnorm: 0.3452 | |
| 04/05/2020 11:36:28 train loss: 0.1400 lr: 2.7112e-04 gnorm: 0.3829 clip: 0 | |
| 04/05/2020 11:36:28 valid loss: 0.3237 auc: 0.9531 f1: 0.8914 acc: 0.8885 [BEST: 0.8934] | |
| 04/05/2020 11:36:30 > epoch 20 updates 29660 loss: 0.1128 lr: 2.7112e-04 gnorm: 0.3747 | |
| 04/05/2020 11:36:33 > epoch 20 updates 29680 loss: 0.0726 lr: 2.7112e-04 gnorm: 0.2638 | |
| 04/05/2020 11:36:36 > epoch 20 updates 29700 loss: 0.0976 lr: 2.7112e-04 gnorm: 0.3119 | |
| 04/05/2020 11:36:38 train loss: 0.0943 lr: 2.7112e-04 gnorm: 0.3166 clip: 0 | |
| 04/05/2020 11:36:38 valid loss: 0.3051 auc: 0.9552 f1: 0.8946 acc: 0.8923 [BEST: 0.8934] | |
| 04/05/2020 11:36:40 > epoch 20 updates 29720 loss: 0.1339 lr: 2.7112e-04 gnorm: 0.3600 | |
| 04/05/2020 11:36:43 > epoch 20 updates 29740 loss: 0.1109 lr: 2.7112e-04 gnorm: 0.4951 | |
| 04/05/2020 11:36:47 train loss: 0.1223 lr: 2.7112e-04 gnorm: 0.4279 clip: 0 | |
| 04/05/2020 11:36:47 valid loss: 0.3122 auc: 0.9555 f1: 0.8937 acc: 0.8922 [BEST: 0.8934] | |
| 04/05/2020 11:36:48 > epoch 20 updates 29760 loss: 0.1397 lr: 2.7112e-04 gnorm: 0.4049 | |
| 04/05/2020 11:36:51 > epoch 20 updates 29780 loss: 0.1417 lr: 2.7112e-04 gnorm: 0.4249 | |
| 04/05/2020 11:36:54 > epoch 20 updates 29800 loss: 0.1334 lr: 2.7112e-04 gnorm: 0.3977 | |
| 04/05/2020 11:36:56 train loss: 0.1382 lr: 2.7112e-04 gnorm: 0.4092 clip: 0 | |
| 04/05/2020 11:36:56 valid loss: 0.3102 auc: 0.9554 f1: 0.8936 acc: 0.8921 [BEST: 0.8934] | |
| 04/05/2020 11:36:59 > epoch 20 updates 29820 loss: 0.1240 lr: 2.7112e-04 gnorm: 0.3672 | |
| 04/05/2020 11:37:01 > epoch 20 updates 29840 loss: 0.0911 lr: 2.7112e-04 gnorm: 0.2876 | |
| 04/05/2020 11:37:05 train loss: 0.1075 lr: 2.7112e-04 gnorm: 0.3272 clip: 0 | |
| 04/05/2020 11:37:05 valid loss: 0.3067 auc: 0.9564 f1: 0.8946 acc: 0.8933 [BEST: 0.8934] | |
| 04/05/2020 11:37:06 > epoch 20 updates 29860 loss: 0.1377 lr: 2.7112e-04 gnorm: 0.3743 | |
| 04/05/2020 11:37:09 > epoch 20 updates 29880 loss: 0.1449 lr: 2.7112e-04 gnorm: 0.3550 | |
| 04/05/2020 11:37:12 > epoch 20 updates 29900 loss: 0.1333 lr: 2.7112e-04 gnorm: 0.4037 | |
| 04/05/2020 11:37:14 train loss: 0.1386 lr: 2.7112e-04 gnorm: 0.3778 clip: 0 | |
| 04/05/2020 11:37:14 valid loss: 0.3187 auc: 0.9539 f1: 0.8932 acc: 0.8907 [BEST: 0.8934] | |
| 04/05/2020 11:37:17 > epoch 20 updates 29920 loss: 0.1095 lr: 2.7112e-04 gnorm: 0.5050 | |
| 04/05/2020 11:37:20 > epoch 20 updates 29940 loss: 0.0941 lr: 2.7112e-04 gnorm: 0.2996 | |
| 04/05/2020 11:37:24 train loss: 0.1017 lr: 2.7112e-04 gnorm: 0.4017 clip: 0 | |
| 04/05/2020 11:37:24 valid loss: 0.3160 auc: 0.9553 f1: 0.8935 acc: 0.8919 [BEST: 0.8934] | |
| 04/05/2020 11:37:25 > epoch 20 updates 29960 loss: 0.1343 lr: 2.7112e-04 gnorm: 0.3826 | |
| 04/05/2020 11:37:28 > epoch 20 updates 29980 loss: 0.1465 lr: 2.7112e-04 gnorm: 0.4049 | |
| 04/05/2020 11:37:31 > epoch 20 updates 30000 loss: 0.0751 lr: 2.7112e-04 gnorm: 0.3198 | |
| 04/05/2020 11:37:33 train loss: 0.1184 lr: 2.7112e-04 gnorm: 0.3689 clip: 0 | |
| 04/05/2020 11:37:33 valid loss: 0.3203 auc: 0.9542 f1: 0.8935 acc: 0.8910 [BEST: 0.8934] | |
| 04/05/2020 11:37:36 > epoch 20 updates 30020 loss: 0.1183 lr: 2.5757e-04 gnorm: 0.5212 | |
| 04/05/2020 11:37:39 > epoch 20 updates 30040 loss: 0.0963 lr: 2.5757e-04 gnorm: 0.8671 | |
| 04/05/2020 11:37:41 train loss: 0.1072 lr: 2.5757e-04 gnorm: 0.6950 clip: 0 | |
| 04/05/2020 11:37:41 valid loss: 0.3197 auc: 0.9541 f1: 0.8935 acc: 0.8913 [BEST: 0.8934] | |
| 04/05/2020 11:37:41 Epoch: 21 | |
| 04/05/2020 11:37:48 valid loss: 0.3173 auc: 0.9552 f1: 0.8952 acc: 0.8929 [BEST: 0.8934] | |
| 04/05/2020 11:37:49 > epoch 21 updates 30060 loss: 0.1068 lr: 2.5757e-04 gnorm: 0.3436 | |
| 04/05/2020 11:37:52 > epoch 21 updates 30080 loss: 0.1120 lr: 2.5757e-04 gnorm: 0.3455 | |
| 04/05/2020 11:37:55 > epoch 21 updates 30100 loss: 0.0885 lr: 2.5757e-04 gnorm: 0.3331 | |
| 04/05/2020 11:37:57 train loss: 0.1023 lr: 2.5757e-04 gnorm: 0.3407 clip: 0 | |
| 04/05/2020 11:37:57 valid loss: 0.3256 auc: 0.9561 f1: 0.8954 acc: 0.8940 [NEW BEST] | |
| 04/05/2020 11:38:00 > epoch 21 updates 30120 loss: 0.1013 lr: 2.5757e-04 gnorm: 0.3051 | |
| 04/05/2020 11:38:03 > epoch 21 updates 30140 loss: 0.0886 lr: 2.5757e-04 gnorm: 0.3729 | |
| 04/05/2020 11:38:06 train loss: 0.0949 lr: 2.5757e-04 gnorm: 0.3392 clip: 0 | |
| 04/05/2020 11:38:06 valid loss: 0.3351 auc: 0.9533 f1: 0.8921 acc: 0.8902 [BEST: 0.8940] | |
| 04/05/2020 11:38:08 > epoch 21 updates 30160 loss: 0.1314 lr: 2.5757e-04 gnorm: 0.4494 | |
| 04/05/2020 11:38:11 > epoch 21 updates 30180 loss: 0.0751 lr: 2.5757e-04 gnorm: 0.2608 | |
| 04/05/2020 11:38:14 > epoch 21 updates 30200 loss: 0.1243 lr: 2.5757e-04 gnorm: 0.3971 | |
| 04/05/2020 11:38:16 train loss: 0.1102 lr: 2.5757e-04 gnorm: 0.3689 clip: 0 | |
| 04/05/2020 11:38:16 valid loss: 0.3227 auc: 0.9551 f1: 0.8926 acc: 0.8912 [BEST: 0.8940] | |
| 04/05/2020 11:38:19 > epoch 21 updates 30220 loss: 0.0848 lr: 2.5757e-04 gnorm: 0.2968 | |
| 04/05/2020 11:38:21 > epoch 21 updates 30240 loss: 0.1347 lr: 2.5757e-04 gnorm: 0.4115 | |
| 04/05/2020 11:38:25 train loss: 0.1099 lr: 2.5757e-04 gnorm: 0.3545 clip: 0 | |
| 04/05/2020 11:38:25 valid loss: 0.3308 auc: 0.9544 f1: 0.8932 acc: 0.8914 [BEST: 0.8940] | |
| 04/05/2020 11:38:26 > epoch 21 updates 30260 loss: 0.0715 lr: 2.5757e-04 gnorm: 0.2854 | |
| 04/05/2020 11:38:29 > epoch 21 updates 30280 loss: 0.1286 lr: 2.5757e-04 gnorm: 0.3559 | |
| 04/05/2020 11:38:32 > epoch 21 updates 30300 loss: 0.1402 lr: 2.5757e-04 gnorm: 0.4389 | |
| 04/05/2020 11:38:34 train loss: 0.1137 lr: 2.5757e-04 gnorm: 0.3605 clip: 0 | |
| 04/05/2020 11:38:34 valid loss: 0.3173 auc: 0.9547 f1: 0.8930 acc: 0.8919 [BEST: 0.8940] | |
| 04/05/2020 11:38:37 > epoch 21 updates 30320 loss: 0.0935 lr: 2.5757e-04 gnorm: 0.4644 | |
| 04/05/2020 11:38:40 > epoch 21 updates 30340 loss: 0.1103 lr: 2.5757e-04 gnorm: 0.3135 | |
| 04/05/2020 11:38:44 train loss: 0.1020 lr: 2.5757e-04 gnorm: 0.3886 clip: 0 | |
| 04/05/2020 11:38:44 valid loss: 0.3292 auc: 0.9533 f1: 0.8931 acc: 0.8906 [BEST: 0.8940] | |
| 04/05/2020 11:38:45 > epoch 21 updates 30360 loss: 0.0960 lr: 2.5757e-04 gnorm: 0.3061 | |
| 04/05/2020 11:38:48 > epoch 21 updates 30380 loss: 0.1491 lr: 2.5757e-04 gnorm: 0.3963 | |
| 04/05/2020 11:38:51 > epoch 21 updates 30400 loss: 0.0641 lr: 2.5757e-04 gnorm: 0.2564 | |
| 04/05/2020 11:38:53 train loss: 0.1030 lr: 2.5757e-04 gnorm: 0.3195 clip: 0 | |
| 04/05/2020 11:38:53 valid loss: 0.3261 auc: 0.9540 f1: 0.8921 acc: 0.8905 [BEST: 0.8940] | |
| 04/05/2020 11:38:56 > epoch 21 updates 30420 loss: 0.1059 lr: 2.5757e-04 gnorm: 0.3923 | |
| 04/05/2020 11:38:59 > epoch 21 updates 30440 loss: 0.0956 lr: 2.5757e-04 gnorm: 0.3746 | |
| 04/05/2020 11:39:02 train loss: 0.1007 lr: 2.5757e-04 gnorm: 0.3834 clip: 0 | |
| 04/05/2020 11:39:02 valid loss: 0.3283 auc: 0.9542 f1: 0.8901 acc: 0.8894 [BEST: 0.8940] | |
| 04/05/2020 11:39:04 > epoch 21 updates 30460 loss: 0.1123 lr: 2.5757e-04 gnorm: 0.4203 | |
| 04/05/2020 11:39:06 > epoch 21 updates 30480 loss: 0.1318 lr: 2.5757e-04 gnorm: 0.3970 | |
| 04/05/2020 11:39:09 > epoch 21 updates 30500 loss: 0.1265 lr: 2.5757e-04 gnorm: 0.3734 | |
| 04/05/2020 11:39:11 train loss: 0.1236 lr: 2.5757e-04 gnorm: 0.3968 clip: 0 | |
| 04/05/2020 11:39:11 valid loss: 0.3254 auc: 0.9541 f1: 0.8921 acc: 0.8907 [BEST: 0.8940] | |
| 04/05/2020 11:39:14 > epoch 21 updates 30520 loss: 0.1098 lr: 2.5757e-04 gnorm: 0.3623 | |
| 04/05/2020 11:39:17 > epoch 21 updates 30540 loss: 0.0926 lr: 2.5757e-04 gnorm: 0.3458 | |
| 04/05/2020 11:39:20 train loss: 0.1012 lr: 2.5757e-04 gnorm: 0.3540 clip: 0 | |
| 04/05/2020 11:39:20 valid loss: 0.3211 auc: 0.9549 f1: 0.8912 acc: 0.8892 [BEST: 0.8940] | |
| 04/05/2020 11:39:22 > epoch 21 updates 30560 loss: 0.0937 lr: 2.5757e-04 gnorm: 0.3129 | |
| 04/05/2020 11:39:25 > epoch 21 updates 30580 loss: 0.1386 lr: 2.5757e-04 gnorm: 0.3579 | |
| 04/05/2020 11:39:28 > epoch 21 updates 30600 loss: 0.1381 lr: 2.5757e-04 gnorm: 0.4174 | |
| 04/05/2020 11:39:30 train loss: 0.1236 lr: 2.5757e-04 gnorm: 0.3631 clip: 0 | |
| 04/05/2020 11:39:30 valid loss: 0.3262 auc: 0.9547 f1: 0.8932 acc: 0.8912 [BEST: 0.8940] | |
| 04/05/2020 11:39:33 > epoch 21 updates 30620 loss: 0.1230 lr: 2.5757e-04 gnorm: 0.3896 | |
| 04/05/2020 11:39:36 > epoch 21 updates 30640 loss: 0.0868 lr: 2.5757e-04 gnorm: 0.3555 | |
| 04/05/2020 11:39:39 train loss: 0.1048 lr: 2.5757e-04 gnorm: 0.3725 clip: 0 | |
| 04/05/2020 11:39:39 valid loss: 0.3169 auc: 0.9544 f1: 0.8912 acc: 0.8896 [BEST: 0.8940] | |
| 04/05/2020 11:39:40 > epoch 21 updates 30660 loss: 0.1034 lr: 2.5757e-04 gnorm: 0.4240 | |
| 04/05/2020 11:39:43 > epoch 21 updates 30680 loss: 0.0934 lr: 2.5757e-04 gnorm: 0.3017 | |
| 04/05/2020 11:39:46 > epoch 21 updates 30700 loss: 0.1185 lr: 2.5757e-04 gnorm: 0.4085 | |
| 04/05/2020 11:39:48 train loss: 0.1051 lr: 2.5757e-04 gnorm: 0.3780 clip: 0 | |
| 04/05/2020 11:39:48 valid loss: 0.3215 auc: 0.9553 f1: 0.8925 acc: 0.8915 [BEST: 0.8940] | |
| 04/05/2020 11:39:51 > epoch 21 updates 30720 loss: 0.0965 lr: 2.5757e-04 gnorm: 0.3094 | |
| 04/05/2020 11:39:54 > epoch 21 updates 30740 loss: 0.1640 lr: 2.5757e-04 gnorm: 0.4847 | |
| 04/05/2020 11:39:57 train loss: 0.1304 lr: 2.5757e-04 gnorm: 0.3975 clip: 0 | |
| 04/05/2020 11:39:57 valid loss: 0.3183 auc: 0.9551 f1: 0.8941 acc: 0.8918 [BEST: 0.8940] | |
| 04/05/2020 11:39:59 > epoch 21 updates 30760 loss: 0.0955 lr: 2.5757e-04 gnorm: 0.3274 | |
| 04/05/2020 11:40:02 > epoch 21 updates 30780 loss: 0.1189 lr: 2.5757e-04 gnorm: 0.3183 | |
| 04/05/2020 11:40:05 > epoch 21 updates 30800 loss: 0.1028 lr: 2.5757e-04 gnorm: 0.4237 | |
| 04/05/2020 11:40:07 train loss: 0.1058 lr: 2.5757e-04 gnorm: 0.3568 clip: 0 | |
| 04/05/2020 11:40:07 valid loss: 0.3206 auc: 0.9560 f1: 0.8941 acc: 0.8915 [BEST: 0.8940] | |
| 04/05/2020 11:40:10 > epoch 21 updates 30820 loss: 0.0731 lr: 2.5757e-04 gnorm: 0.3433 | |
| 04/05/2020 11:40:13 > epoch 21 updates 30840 loss: 0.1226 lr: 2.5757e-04 gnorm: 0.3948 | |
| 04/05/2020 11:40:16 train loss: 0.0979 lr: 2.5757e-04 gnorm: 0.3692 clip: 0 | |
| 04/05/2020 11:40:16 valid loss: 0.3281 auc: 0.9546 f1: 0.8941 acc: 0.8913 [BEST: 0.8940] | |
| 04/05/2020 11:40:18 > epoch 21 updates 30860 loss: 0.1147 lr: 2.5757e-04 gnorm: 0.4158 | |
| 04/05/2020 11:40:20 > epoch 21 updates 30880 loss: 0.1222 lr: 2.5757e-04 gnorm: 0.4001 | |
| 04/05/2020 11:40:23 > epoch 21 updates 30900 loss: 0.1166 lr: 2.5757e-04 gnorm: 0.3575 | |
| 04/05/2020 11:40:25 train loss: 0.1178 lr: 2.5757e-04 gnorm: 0.3909 clip: 0 | |
| 04/05/2020 11:40:25 valid loss: 0.3246 auc: 0.9543 f1: 0.8914 acc: 0.8906 [BEST: 0.8940] | |
| 04/05/2020 11:40:28 > epoch 21 updates 30920 loss: 0.1317 lr: 2.5757e-04 gnorm: 0.4210 | |
| 04/05/2020 11:40:31 > epoch 21 updates 30940 loss: 0.0935 lr: 2.5757e-04 gnorm: 0.3272 | |
| 04/05/2020 11:40:35 train loss: 0.1125 lr: 2.5757e-04 gnorm: 0.3738 clip: 0 | |
| 04/05/2020 11:40:35 valid loss: 0.3231 auc: 0.9535 f1: 0.8900 acc: 0.8888 [BEST: 0.8940] | |
| 04/05/2020 11:40:36 > epoch 21 updates 30960 loss: 0.0620 lr: 2.5757e-04 gnorm: 0.2349 | |
| 04/05/2020 11:40:39 > epoch 21 updates 30980 loss: 0.1112 lr: 2.5757e-04 gnorm: 0.3542 | |
| 04/05/2020 11:40:42 > epoch 21 updates 31000 loss: 0.1212 lr: 2.5757e-04 gnorm: 0.3131 | |
| 04/05/2020 11:40:44 train loss: 0.0983 lr: 2.5757e-04 gnorm: 0.3010 clip: 0 | |
| 04/05/2020 11:40:44 valid loss: 0.3180 auc: 0.9549 f1: 0.8938 acc: 0.8917 [BEST: 0.8940] | |
| 04/05/2020 11:40:47 > epoch 21 updates 31020 loss: 0.0989 lr: 2.4469e-04 gnorm: 0.3636 | |
| 04/05/2020 11:40:50 > epoch 21 updates 31040 loss: 0.1858 lr: 2.4469e-04 gnorm: 0.4735 | |
| 04/05/2020 11:40:53 train loss: 0.1426 lr: 2.4469e-04 gnorm: 0.4188 clip: 0 | |
| 04/05/2020 11:40:53 valid loss: 0.3196 auc: 0.9553 f1: 0.8932 acc: 0.8920 [BEST: 0.8940] | |
| 04/05/2020 11:40:55 > epoch 21 updates 31060 loss: 0.1141 lr: 2.4469e-04 gnorm: 0.3890 | |
| 04/05/2020 11:40:58 > epoch 21 updates 31080 loss: 0.1115 lr: 2.4469e-04 gnorm: 0.3507 | |
| 04/05/2020 11:41:01 > epoch 21 updates 31100 loss: 0.0941 lr: 2.4469e-04 gnorm: 0.2970 | |
| 04/05/2020 11:41:03 train loss: 0.1065 lr: 2.4469e-04 gnorm: 0.3453 clip: 0 | |
| 04/05/2020 11:41:03 valid loss: 0.3239 auc: 0.9544 f1: 0.8925 acc: 0.8910 [BEST: 0.8940] | |
| 04/05/2020 11:41:06 > epoch 21 updates 31120 loss: 0.1284 lr: 2.4469e-04 gnorm: 0.3784 | |
| 04/05/2020 11:41:09 > epoch 21 updates 31140 loss: 0.0806 lr: 2.4469e-04 gnorm: 0.3644 | |
| 04/05/2020 11:41:12 train loss: 0.1044 lr: 2.4469e-04 gnorm: 0.3714 clip: 0 | |
| 04/05/2020 11:41:12 valid loss: 0.3226 auc: 0.9544 f1: 0.8938 acc: 0.8925 [BEST: 0.8940] | |
| 04/05/2020 11:41:13 > epoch 21 updates 31160 loss: 0.1488 lr: 2.4469e-04 gnorm: 0.3958 | |
| 04/05/2020 11:41:16 > epoch 21 updates 31180 loss: 0.1038 lr: 2.4469e-04 gnorm: 0.3924 | |
| 04/05/2020 11:41:19 > epoch 21 updates 31200 loss: 0.1451 lr: 2.4469e-04 gnorm: 0.4172 | |
| 04/05/2020 11:41:21 train loss: 0.1326 lr: 2.4469e-04 gnorm: 0.4019 clip: 0 | |
| 04/05/2020 11:41:21 valid loss: 0.3318 auc: 0.9527 f1: 0.8919 acc: 0.8899 [BEST: 0.8940] | |
| 04/05/2020 11:41:24 > epoch 21 updates 31220 loss: 0.1536 lr: 2.4469e-04 gnorm: 0.4639 | |
| 04/05/2020 11:41:27 > epoch 21 updates 31240 loss: 0.0659 lr: 2.4469e-04 gnorm: 0.2806 | |
| 04/05/2020 11:41:30 train loss: 0.1095 lr: 2.4469e-04 gnorm: 0.3718 clip: 0 | |
| 04/05/2020 11:41:30 valid loss: 0.3227 auc: 0.9539 f1: 0.8937 acc: 0.8915 [BEST: 0.8940] | |
| 04/05/2020 11:41:32 > epoch 21 updates 31260 loss: 0.0966 lr: 2.4469e-04 gnorm: 0.4147 | |
| 04/05/2020 11:41:35 > epoch 21 updates 31280 loss: 0.1708 lr: 2.4469e-04 gnorm: 0.4599 | |
| 04/05/2020 11:41:38 > epoch 21 updates 31300 loss: 0.1570 lr: 2.4469e-04 gnorm: 0.4213 | |
| 04/05/2020 11:41:40 train loss: 0.1417 lr: 2.4469e-04 gnorm: 0.4320 clip: 0 | |
| 04/05/2020 11:41:40 valid loss: 0.3195 auc: 0.9539 f1: 0.8949 acc: 0.8928 [BEST: 0.8940] | |
| 04/05/2020 11:41:43 > epoch 21 updates 31320 loss: 0.0812 lr: 2.4469e-04 gnorm: 0.3311 | |
| 04/05/2020 11:41:46 > epoch 21 updates 31340 loss: 0.1111 lr: 2.4469e-04 gnorm: 0.4111 | |
| 04/05/2020 11:41:49 train loss: 0.0962 lr: 2.4469e-04 gnorm: 0.3713 clip: 0 | |
| 04/05/2020 11:41:49 valid loss: 0.3212 auc: 0.9556 f1: 0.8942 acc: 0.8933 [BEST: 0.8940] | |
| 04/05/2020 11:41:50 > epoch 21 updates 31360 loss: 0.0926 lr: 2.4469e-04 gnorm: 0.3524 | |
| 04/05/2020 11:41:53 > epoch 21 updates 31380 loss: 0.1047 lr: 2.4469e-04 gnorm: 0.3646 | |
| 04/05/2020 11:41:56 > epoch 21 updates 31400 loss: 0.1494 lr: 2.4469e-04 gnorm: 0.4614 | |
| 04/05/2020 11:41:58 train loss: 0.1158 lr: 2.4469e-04 gnorm: 0.3932 clip: 0 | |
| 04/05/2020 11:41:58 valid loss: 0.3222 auc: 0.9553 f1: 0.8954 acc: 0.8940 [BEST: 0.8940] | |
| 04/05/2020 11:42:01 > epoch 21 updates 31420 loss: 0.1424 lr: 2.4469e-04 gnorm: 0.4171 | |
| 04/05/2020 11:42:04 > epoch 21 updates 31440 loss: 0.0988 lr: 2.4469e-04 gnorm: 0.3455 | |
| 04/05/2020 11:42:08 train loss: 0.1205 lr: 2.4469e-04 gnorm: 0.3811 clip: 0 | |
| 04/05/2020 11:42:08 valid loss: 0.3209 auc: 0.9543 f1: 0.8944 acc: 0.8928 [BEST: 0.8940] | |
| 04/05/2020 11:42:09 > epoch 21 updates 31460 loss: 0.1023 lr: 2.4469e-04 gnorm: 0.4525 | |
| 04/05/2020 11:42:12 > epoch 21 updates 31480 loss: 0.1363 lr: 2.4469e-04 gnorm: 0.4149 | |
| 04/05/2020 11:42:15 > epoch 21 updates 31500 loss: 0.1537 lr: 2.4469e-04 gnorm: 0.5076 | |
| 04/05/2020 11:42:17 train loss: 0.1309 lr: 2.4469e-04 gnorm: 0.4585 clip: 0 | |
| 04/05/2020 11:42:17 valid loss: 0.3224 auc: 0.9542 f1: 0.8943 acc: 0.8915 [BEST: 0.8940] | |
| 04/05/2020 11:42:20 > epoch 21 updates 31520 loss: 0.1123 lr: 2.4469e-04 gnorm: 0.4431 | |
| 04/05/2020 11:42:23 > epoch 21 updates 31540 loss: 0.0747 lr: 2.4469e-04 gnorm: 0.2667 | |
| 04/05/2020 11:42:26 train loss: 0.0934 lr: 2.4469e-04 gnorm: 0.3544 clip: 0 | |
| 04/05/2020 11:42:26 valid loss: 0.3261 auc: 0.9547 f1: 0.8945 acc: 0.8926 [BEST: 0.8940] | |
| 04/05/2020 11:42:26 Epoch: 22 | |
| 04/05/2020 11:42:32 valid loss: 0.3245 auc: 0.9557 f1: 0.8939 acc: 0.8931 [BEST: 0.8940] | |
| 04/05/2020 11:42:34 > epoch 22 updates 31560 loss: 0.0844 lr: 2.4469e-04 gnorm: 0.3288 | |
| 04/05/2020 11:42:37 > epoch 22 updates 31580 loss: 0.0803 lr: 2.4469e-04 gnorm: 0.3606 | |
| 04/05/2020 11:42:39 > epoch 22 updates 31600 loss: 0.0490 lr: 2.4469e-04 gnorm: 0.2725 | |
| 04/05/2020 11:42:41 train loss: 0.0711 lr: 2.4469e-04 gnorm: 0.3205 clip: 0 | |
| 04/05/2020 11:42:41 valid loss: 0.3330 auc: 0.9547 f1: 0.8949 acc: 0.8928 [BEST: 0.8940] | |
| 04/05/2020 11:42:44 > epoch 22 updates 31620 loss: 0.1037 lr: 2.4469e-04 gnorm: 0.3665 | |
| 04/05/2020 11:42:47 > epoch 22 updates 31640 loss: 0.0658 lr: 2.4469e-04 gnorm: 0.2657 | |
| 04/05/2020 11:42:51 train loss: 0.0846 lr: 2.4469e-04 gnorm: 0.3158 clip: 0 | |
| 04/05/2020 11:42:51 valid loss: 0.3385 auc: 0.9529 f1: 0.8917 acc: 0.8900 [BEST: 0.8940] | |
| 04/05/2020 11:42:52 > epoch 22 updates 31660 loss: 0.0982 lr: 2.4469e-04 gnorm: 0.3668 | |
| 04/05/2020 11:42:55 > epoch 22 updates 31680 loss: 0.0893 lr: 2.4469e-04 gnorm: 0.3320 | |
| 04/05/2020 11:42:58 > epoch 22 updates 31700 loss: 0.0529 lr: 2.4469e-04 gnorm: 0.2290 | |
| 04/05/2020 11:43:00 train loss: 0.0800 lr: 2.4469e-04 gnorm: 0.3088 clip: 0 | |
| 04/05/2020 11:43:00 valid loss: 0.3400 auc: 0.9542 f1: 0.8927 acc: 0.8913 [BEST: 0.8940] | |
| 04/05/2020 11:43:03 > epoch 22 updates 31720 loss: 0.1014 lr: 2.4469e-04 gnorm: 0.3306 | |
| 04/05/2020 11:43:06 > epoch 22 updates 31740 loss: 0.1168 lr: 2.4469e-04 gnorm: 0.3766 | |
| 04/05/2020 11:43:09 train loss: 0.1092 lr: 2.4469e-04 gnorm: 0.3537 clip: 0 | |
| 04/05/2020 11:43:09 valid loss: 0.3264 auc: 0.9550 f1: 0.8936 acc: 0.8923 [BEST: 0.8940] | |
| 04/05/2020 11:43:11 > epoch 22 updates 31760 loss: 0.1552 lr: 2.4469e-04 gnorm: 0.4033 | |
| 04/05/2020 11:43:14 > epoch 22 updates 31780 loss: 0.1019 lr: 2.4469e-04 gnorm: 0.3190 | |
| 04/05/2020 11:43:17 > epoch 22 updates 31800 loss: 0.0752 lr: 2.4469e-04 gnorm: 0.2843 | |
| 04/05/2020 11:43:19 train loss: 0.1105 lr: 2.4469e-04 gnorm: 0.3352 clip: 0 | |
| 04/05/2020 11:43:19 valid loss: 0.3285 auc: 0.9547 f1: 0.8926 acc: 0.8903 [BEST: 0.8940] | |
| 04/05/2020 11:43:22 > epoch 22 updates 31820 loss: 0.1347 lr: 2.4469e-04 gnorm: 0.3274 | |
| 04/05/2020 11:43:25 > epoch 22 updates 31840 loss: 0.1729 lr: 2.4469e-04 gnorm: 0.5157 | |
| 04/05/2020 11:43:28 train loss: 0.1539 lr: 2.4469e-04 gnorm: 0.4220 clip: 0 | |
| 04/05/2020 11:43:28 valid loss: 0.3282 auc: 0.9549 f1: 0.8941 acc: 0.8922 [BEST: 0.8940] | |
| 04/05/2020 11:43:30 > epoch 22 updates 31860 loss: 0.0857 lr: 2.4469e-04 gnorm: 0.3346 | |
| 04/05/2020 11:43:33 > epoch 22 updates 31880 loss: 0.1069 lr: 2.4469e-04 gnorm: 0.4365 | |
| 04/05/2020 11:43:36 > epoch 22 updates 31900 loss: 0.0725 lr: 2.4469e-04 gnorm: 0.3173 | |
| 04/05/2020 11:43:38 train loss: 0.0883 lr: 2.4469e-04 gnorm: 0.3627 clip: 0 | |
| 04/05/2020 11:43:38 valid loss: 0.3237 auc: 0.9552 f1: 0.8949 acc: 0.8929 [BEST: 0.8940] | |
| 04/05/2020 11:43:40 > epoch 22 updates 31920 loss: 0.0954 lr: 2.4469e-04 gnorm: 0.3565 | |
| 04/05/2020 11:43:43 > epoch 22 updates 31940 loss: 0.0792 lr: 2.4469e-04 gnorm: 0.3276 | |
| 04/05/2020 11:43:47 train loss: 0.0873 lr: 2.4469e-04 gnorm: 0.3420 clip: 0 | |
| 04/05/2020 11:43:47 valid loss: 0.3405 auc: 0.9534 f1: 0.8926 acc: 0.8899 [BEST: 0.8940] | |
| 04/05/2020 11:43:48 > epoch 22 updates 31960 loss: 0.0714 lr: 2.4469e-04 gnorm: 0.3029 | |
| 04/05/2020 11:43:51 > epoch 22 updates 31980 loss: 0.0730 lr: 2.4469e-04 gnorm: 0.3310 | |
| 04/05/2020 11:43:54 > epoch 22 updates 32000 loss: 0.1054 lr: 2.4469e-04 gnorm: 0.3890 | |
| 04/05/2020 11:43:56 train loss: 0.0834 lr: 2.4469e-04 gnorm: 0.3413 clip: 0 | |
| 04/05/2020 11:43:56 valid loss: 0.3271 auc: 0.9549 f1: 0.8921 acc: 0.8907 [BEST: 0.8940] | |
| 04/05/2020 11:43:59 > epoch 22 updates 32020 loss: 0.0651 lr: 2.3245e-04 gnorm: 0.2877 | |
| 04/05/2020 11:44:02 > epoch 22 updates 32040 loss: 0.0890 lr: 2.3245e-04 gnorm: 0.3140 | |
| 04/05/2020 11:44:05 train loss: 0.0771 lr: 2.3245e-04 gnorm: 0.3009 clip: 0 | |
| 04/05/2020 11:44:05 valid loss: 0.3280 auc: 0.9539 f1: 0.8924 acc: 0.8900 [BEST: 0.8940] | |
| 04/05/2020 11:44:07 > epoch 22 updates 32060 loss: 0.0960 lr: 2.3245e-04 gnorm: 0.4243 | |
| 04/05/2020 11:44:10 > epoch 22 updates 32080 loss: 0.0813 lr: 2.3245e-04 gnorm: 0.3442 | |
| 04/05/2020 11:44:13 > epoch 22 updates 32100 loss: 0.1138 lr: 2.3245e-04 gnorm: 0.3233 | |
| 04/05/2020 11:44:15 train loss: 0.0971 lr: 2.3245e-04 gnorm: 0.3636 clip: 0 | |
| 04/05/2020 11:44:15 valid loss: 0.3284 auc: 0.9552 f1: 0.8912 acc: 0.8903 [BEST: 0.8940] | |
| 04/05/2020 11:44:18 > epoch 22 updates 32120 loss: 0.0873 lr: 2.3245e-04 gnorm: 0.3670 | |
| 04/05/2020 11:44:21 > epoch 22 updates 32140 loss: 0.0914 lr: 2.3245e-04 gnorm: 0.3418 | |
| 04/05/2020 11:44:24 train loss: 0.0893 lr: 2.3245e-04 gnorm: 0.3543 clip: 0 | |
| 04/05/2020 11:44:24 valid loss: 0.3302 auc: 0.9533 f1: 0.8930 acc: 0.8907 [BEST: 0.8940] | |
| 04/05/2020 11:44:25 > epoch 22 updates 32160 loss: 0.0617 lr: 2.3245e-04 gnorm: 0.2566 | |
| 04/05/2020 11:44:28 > epoch 22 updates 32180 loss: 0.0900 lr: 2.3245e-04 gnorm: 0.3266 | |
| 04/05/2020 11:44:31 > epoch 22 updates 32200 loss: 0.0814 lr: 2.3245e-04 gnorm: 0.3288 | |
| 04/05/2020 11:44:33 train loss: 0.0777 lr: 2.3245e-04 gnorm: 0.3042 clip: 0 | |
| 04/05/2020 11:44:33 valid loss: 0.3270 auc: 0.9532 f1: 0.8941 acc: 0.8920 [BEST: 0.8940] | |
| 04/05/2020 11:44:37 > epoch 22 updates 32220 loss: 0.1237 lr: 2.3245e-04 gnorm: 0.5047 | |
| 04/05/2020 11:44:40 > epoch 22 updates 32240 loss: 0.0486 lr: 2.3245e-04 gnorm: 0.2817 | |
| 04/05/2020 11:44:43 train loss: 0.0860 lr: 2.3245e-04 gnorm: 0.3927 clip: 0 | |
| 04/05/2020 11:44:43 valid loss: 0.3229 auc: 0.9545 f1: 0.8926 acc: 0.8916 [BEST: 0.8940] | |
| 04/05/2020 11:44:44 > epoch 22 updates 32260 loss: 0.1398 lr: 2.3245e-04 gnorm: 0.4173 | |
| 04/05/2020 11:44:47 > epoch 22 updates 32280 loss: 0.1068 lr: 2.3245e-04 gnorm: 0.4536 | |
| 04/05/2020 11:44:50 > epoch 22 updates 32300 loss: 0.0971 lr: 2.3245e-04 gnorm: 0.3380 | |
| 04/05/2020 11:44:52 train loss: 0.1144 lr: 2.3245e-04 gnorm: 0.4027 clip: 0 | |
| 04/05/2020 11:44:52 valid loss: 0.3261 auc: 0.9534 f1: 0.8909 acc: 0.8893 [BEST: 0.8940] | |
| 04/05/2020 11:44:55 > epoch 22 updates 32320 loss: 0.1013 lr: 2.3245e-04 gnorm: 0.3792 | |
| 04/05/2020 11:44:58 > epoch 22 updates 32340 loss: 0.1015 lr: 2.3245e-04 gnorm: 0.3474 | |
| 04/05/2020 11:45:02 train loss: 0.1014 lr: 2.3245e-04 gnorm: 0.3633 clip: 0 | |
| 04/05/2020 11:45:02 valid loss: 0.3330 auc: 0.9548 f1: 0.8923 acc: 0.8910 [BEST: 0.8940] | |
| 04/05/2020 11:45:03 > epoch 22 updates 32360 loss: 0.0853 lr: 2.3245e-04 gnorm: 0.3055 | |
| 04/05/2020 11:45:06 > epoch 22 updates 32380 loss: 0.1156 lr: 2.3245e-04 gnorm: 0.4631 | |
| 04/05/2020 11:45:09 > epoch 22 updates 32400 loss: 0.0811 lr: 2.3245e-04 gnorm: 0.2886 | |
| 04/05/2020 11:45:11 train loss: 0.0940 lr: 2.3245e-04 gnorm: 0.3524 clip: 0 | |
| 04/05/2020 11:45:11 valid loss: 0.3230 auc: 0.9555 f1: 0.8935 acc: 0.8919 [BEST: 0.8940] | |
| 04/05/2020 11:45:14 > epoch 22 updates 32420 loss: 0.0994 lr: 2.3245e-04 gnorm: 0.3289 | |
| 04/05/2020 11:45:17 > epoch 22 updates 32440 loss: 0.1193 lr: 2.3245e-04 gnorm: 0.4132 | |
| 04/05/2020 11:45:20 train loss: 0.1094 lr: 2.3245e-04 gnorm: 0.3713 clip: 0 | |
| 04/05/2020 11:45:20 valid loss: 0.3277 auc: 0.9560 f1: 0.8943 acc: 0.8928 [BEST: 0.8940] | |
| 04/05/2020 11:45:22 > epoch 22 updates 32460 loss: 0.1420 lr: 2.3245e-04 gnorm: 0.4746 | |
| 04/05/2020 11:45:25 > epoch 22 updates 32480 loss: 0.1360 lr: 2.3245e-04 gnorm: 0.3911 | |
| 04/05/2020 11:45:27 > epoch 22 updates 32500 loss: 0.1354 lr: 2.3245e-04 gnorm: 0.3802 | |
| 04/05/2020 11:45:29 train loss: 0.1378 lr: 2.3245e-04 gnorm: 0.4150 clip: 0 | |
| 04/05/2020 11:45:29 valid loss: 0.3260 auc: 0.9542 f1: 0.8910 acc: 0.8889 [BEST: 0.8940] | |
| 04/05/2020 11:45:32 > epoch 22 updates 32520 loss: 0.0916 lr: 2.3245e-04 gnorm: 0.3558 | |
| 04/05/2020 11:45:35 > epoch 22 updates 32540 loss: 0.1018 lr: 2.3245e-04 gnorm: 0.3309 | |
| 04/05/2020 11:45:38 train loss: 0.0967 lr: 2.3245e-04 gnorm: 0.3433 clip: 0 | |
| 04/05/2020 11:45:38 valid loss: 0.3376 auc: 0.9546 f1: 0.8938 acc: 0.8912 [BEST: 0.8940] | |
| 04/05/2020 11:45:40 > epoch 22 updates 32560 loss: 0.0783 lr: 2.3245e-04 gnorm: 0.3622 | |
| 04/05/2020 11:45:43 > epoch 22 updates 32580 loss: 0.1002 lr: 2.3245e-04 gnorm: 0.4299 | |
| 04/05/2020 11:45:46 > epoch 22 updates 32600 loss: 0.1163 lr: 2.3245e-04 gnorm: 0.3736 | |
| 04/05/2020 11:45:48 train loss: 0.0984 lr: 2.3245e-04 gnorm: 0.3886 clip: 0 | |
| 04/05/2020 11:45:48 valid loss: 0.3266 auc: 0.9544 f1: 0.8949 acc: 0.8924 [BEST: 0.8940] | |
| 04/05/2020 11:45:50 > epoch 22 updates 32620 loss: 0.1200 lr: 2.3245e-04 gnorm: 0.4305 | |
| 04/05/2020 11:45:53 > epoch 22 updates 32640 loss: 0.0944 lr: 2.3245e-04 gnorm: 0.3301 | |
| 04/05/2020 11:45:57 train loss: 0.1072 lr: 2.3245e-04 gnorm: 0.3800 clip: 0 | |
| 04/05/2020 11:45:57 valid loss: 0.3247 auc: 0.9549 f1: 0.8941 acc: 0.8924 [BEST: 0.8940] | |
| 04/05/2020 11:45:58 > epoch 22 updates 32660 loss: 0.0993 lr: 2.3245e-04 gnorm: 0.3477 | |
| 04/05/2020 11:46:01 > epoch 22 updates 32680 loss: 0.1732 lr: 2.3245e-04 gnorm: 0.5251 | |
| 04/05/2020 11:46:04 > epoch 22 updates 32700 loss: 0.1275 lr: 2.3245e-04 gnorm: 0.4237 | |
| 04/05/2020 11:46:06 train loss: 0.1334 lr: 2.3245e-04 gnorm: 0.4324 clip: 0 | |
| 04/05/2020 11:46:06 valid loss: 0.3239 auc: 0.9547 f1: 0.8949 acc: 0.8929 [BEST: 0.8940] | |
| 04/05/2020 11:46:09 > epoch 22 updates 32720 loss: 0.0965 lr: 2.3245e-04 gnorm: 0.3483 | |
| 04/05/2020 11:46:12 > epoch 22 updates 32740 loss: 0.1634 lr: 2.3245e-04 gnorm: 0.4343 | |
| 04/05/2020 11:46:15 train loss: 0.1301 lr: 2.3245e-04 gnorm: 0.3915 clip: 0 | |
| 04/05/2020 11:46:15 valid loss: 0.3260 auc: 0.9546 f1: 0.8952 acc: 0.8936 [BEST: 0.8940] | |
| 04/05/2020 11:46:17 > epoch 22 updates 32760 loss: 0.1318 lr: 2.3245e-04 gnorm: 0.3725 | |
| 04/05/2020 11:46:20 > epoch 22 updates 32780 loss: 0.1030 lr: 2.3245e-04 gnorm: 0.3320 | |
| 04/05/2020 11:46:23 > epoch 22 updates 32800 loss: 0.1642 lr: 2.3245e-04 gnorm: 0.3988 | |
| 04/05/2020 11:46:25 train loss: 0.1331 lr: 2.3245e-04 gnorm: 0.3679 clip: 0 | |
| 04/05/2020 11:46:25 valid loss: 0.3214 auc: 0.9551 f1: 0.8929 acc: 0.8919 [BEST: 0.8940] | |
| 04/05/2020 11:46:28 > epoch 22 updates 32820 loss: 0.0934 lr: 2.3245e-04 gnorm: 0.3253 | |
| 04/05/2020 11:46:31 > epoch 22 updates 32840 loss: 0.1025 lr: 2.3245e-04 gnorm: 0.3559 | |
| 04/05/2020 11:46:34 train loss: 0.0980 lr: 2.3245e-04 gnorm: 0.3407 clip: 0 | |
| 04/05/2020 11:46:34 valid loss: 0.3370 auc: 0.9544 f1: 0.8942 acc: 0.8916 [BEST: 0.8940] | |
| 04/05/2020 11:46:36 > epoch 22 updates 32860 loss: 0.0979 lr: 2.3245e-04 gnorm: 0.3542 | |
| 04/05/2020 11:46:39 > epoch 22 updates 32880 loss: 0.0872 lr: 2.3245e-04 gnorm: 0.2856 | |
| 04/05/2020 11:46:41 > epoch 22 updates 32900 loss: 0.1204 lr: 2.3245e-04 gnorm: 0.3571 | |
| 04/05/2020 11:46:43 train loss: 0.1019 lr: 2.3245e-04 gnorm: 0.3323 clip: 0 | |
| 04/05/2020 11:46:43 valid loss: 0.3228 auc: 0.9546 f1: 0.8936 acc: 0.8916 [BEST: 0.8940] | |
| 04/05/2020 11:46:46 > epoch 22 updates 32920 loss: 0.1312 lr: 2.3245e-04 gnorm: 0.4346 | |
| 04/05/2020 11:46:49 > epoch 22 updates 32940 loss: 0.1545 lr: 2.3245e-04 gnorm: 0.5140 | |
| 04/05/2020 11:46:53 train loss: 0.1429 lr: 2.3245e-04 gnorm: 0.4745 clip: 0 | |
| 04/05/2020 11:46:53 valid loss: 0.3178 auc: 0.9560 f1: 0.8959 acc: 0.8945 [NEW BEST] | |
| 04/05/2020 11:46:55 > epoch 22 updates 32960 loss: 0.1329 lr: 2.3245e-04 gnorm: 0.3945 | |
| 04/05/2020 11:46:58 > epoch 22 updates 32980 loss: 0.0945 lr: 2.3245e-04 gnorm: 0.2795 | |
| 04/05/2020 11:47:01 > epoch 22 updates 33000 loss: 0.1133 lr: 2.3245e-04 gnorm: 0.4035 | |
| 04/05/2020 11:47:03 train loss: 0.1135 lr: 2.3245e-04 gnorm: 0.3592 clip: 0 | |
| 04/05/2020 11:47:03 valid loss: 0.3218 auc: 0.9554 f1: 0.8959 acc: 0.8940 [BEST: 0.8945] | |
| 04/05/2020 11:47:06 > epoch 22 updates 33020 loss: 0.0977 lr: 2.2083e-04 gnorm: 0.3368 | |
| 04/05/2020 11:47:08 > epoch 22 updates 33040 loss: 0.1213 lr: 2.2083e-04 gnorm: 0.4157 | |
| 04/05/2020 11:47:11 train loss: 0.1096 lr: 2.2083e-04 gnorm: 0.3765 clip: 0 | |
| 04/05/2020 11:47:11 valid loss: 0.3218 auc: 0.9565 f1: 0.8968 acc: 0.8950 [NEW BEST] | |
| 04/05/2020 11:47:11 Epoch: 23 | |
| 04/05/2020 11:47:18 valid loss: 0.3202 auc: 0.9571 f1: 0.8974 acc: 0.8959 [NEW BEST] | |
| 04/05/2020 11:47:20 > epoch 23 updates 33060 loss: 0.1097 lr: 2.2083e-04 gnorm: 0.3652 | |
| 04/05/2020 11:47:23 > epoch 23 updates 33080 loss: 0.0961 lr: 2.2083e-04 gnorm: 0.3611 | |
| 04/05/2020 11:47:26 > epoch 23 updates 33100 loss: 0.0805 lr: 2.2083e-04 gnorm: 0.3714 | |
| 04/05/2020 11:47:28 train loss: 0.0954 lr: 2.2083e-04 gnorm: 0.3659 clip: 0 | |
| 04/05/2020 11:47:28 valid loss: 0.3434 auc: 0.9540 f1: 0.8935 acc: 0.8903 [BEST: 0.8959] | |
| 04/05/2020 11:47:31 > epoch 23 updates 33120 loss: 0.1392 lr: 2.2083e-04 gnorm: 0.4107 | |
| 04/05/2020 11:47:34 > epoch 23 updates 33140 loss: 0.0735 lr: 2.2083e-04 gnorm: 0.3674 | |
| 04/05/2020 11:47:37 train loss: 0.1062 lr: 2.2083e-04 gnorm: 0.3889 clip: 0 | |
| 04/05/2020 11:47:37 valid loss: 0.3319 auc: 0.9551 f1: 0.8940 acc: 0.8923 [BEST: 0.8959] | |
| 04/05/2020 11:47:38 > epoch 23 updates 33160 loss: 0.0908 lr: 2.2083e-04 gnorm: 0.3433 | |
| 04/05/2020 11:47:41 > epoch 23 updates 33180 loss: 0.1061 lr: 2.2083e-04 gnorm: 0.3570 | |
| 04/05/2020 11:47:44 > epoch 23 updates 33200 loss: 0.0793 lr: 2.2083e-04 gnorm: 0.3255 | |
| 04/05/2020 11:47:46 train loss: 0.0921 lr: 2.2083e-04 gnorm: 0.3419 clip: 0 | |
| 04/05/2020 11:47:46 valid loss: 0.3353 auc: 0.9536 f1: 0.8935 acc: 0.8910 [BEST: 0.8959] | |
| 04/05/2020 11:47:49 > epoch 23 updates 33220 loss: 0.1199 lr: 2.2083e-04 gnorm: 0.3823 | |
| 04/05/2020 11:47:52 > epoch 23 updates 33240 loss: 0.0701 lr: 2.2083e-04 gnorm: 0.2785 | |
| 04/05/2020 11:47:55 train loss: 0.0949 lr: 2.2083e-04 gnorm: 0.3301 clip: 0 | |
| 04/05/2020 11:47:55 valid loss: 0.3378 auc: 0.9547 f1: 0.8953 acc: 0.8931 [BEST: 0.8959] | |
| 04/05/2020 11:47:57 > epoch 23 updates 33260 loss: 0.0867 lr: 2.2083e-04 gnorm: 0.3986 | |
| 04/05/2020 11:48:00 > epoch 23 updates 33280 loss: 0.0643 lr: 2.2083e-04 gnorm: 0.3496 | |
| 04/05/2020 11:48:03 > epoch 23 updates 33300 loss: 0.1077 lr: 2.2083e-04 gnorm: 0.3960 | |
| 04/05/2020 11:48:05 train loss: 0.0863 lr: 2.2083e-04 gnorm: 0.3814 clip: 0 | |
| 04/05/2020 11:48:05 valid loss: 0.3389 auc: 0.9547 f1: 0.8950 acc: 0.8930 [BEST: 0.8959] | |
| 04/05/2020 11:48:08 > epoch 23 updates 33320 loss: 0.0948 lr: 2.2083e-04 gnorm: 0.3867 | |
| 04/05/2020 11:48:11 > epoch 23 updates 33340 loss: 0.0842 lr: 2.2083e-04 gnorm: 0.3581 | |
| 04/05/2020 11:48:14 train loss: 0.0895 lr: 2.2083e-04 gnorm: 0.3723 clip: 0 | |
| 04/05/2020 11:48:14 valid loss: 0.3398 auc: 0.9539 f1: 0.8941 acc: 0.8919 [BEST: 0.8959] | |
| 04/05/2020 11:48:16 > epoch 23 updates 33360 loss: 0.0848 lr: 2.2083e-04 gnorm: 0.3678 | |
| 04/05/2020 11:48:19 > epoch 23 updates 33380 loss: 0.0972 lr: 2.2083e-04 gnorm: 0.3349 | |
| 04/05/2020 11:48:22 > epoch 23 updates 33400 loss: 0.1223 lr: 2.2083e-04 gnorm: 0.4246 | |
| 04/05/2020 11:48:24 train loss: 0.1016 lr: 2.2083e-04 gnorm: 0.3760 clip: 0 | |
| 04/05/2020 11:48:24 valid loss: 0.3334 auc: 0.9549 f1: 0.8916 acc: 0.8903 [BEST: 0.8959] | |
| 04/05/2020 11:48:27 > epoch 23 updates 33420 loss: 0.1155 lr: 2.2083e-04 gnorm: 0.4835 | |
| 04/05/2020 11:48:30 > epoch 23 updates 33440 loss: 0.1360 lr: 2.2083e-04 gnorm: 0.5231 | |
| 04/05/2020 11:48:33 train loss: 0.1258 lr: 2.2083e-04 gnorm: 0.5034 clip: 0 | |
| 04/05/2020 11:48:33 valid loss: 0.3388 auc: 0.9544 f1: 0.8925 acc: 0.8903 [BEST: 0.8959] | |
| 04/05/2020 11:48:35 > epoch 23 updates 33460 loss: 0.0927 lr: 2.2083e-04 gnorm: 0.3130 | |
| 04/05/2020 11:48:37 > epoch 23 updates 33480 loss: 0.1099 lr: 2.2083e-04 gnorm: 0.3820 | |
| 04/05/2020 11:48:40 > epoch 23 updates 33500 loss: 0.1107 lr: 2.2083e-04 gnorm: 0.3745 | |
| 04/05/2020 11:48:42 train loss: 0.1045 lr: 2.2083e-04 gnorm: 0.3567 clip: 0 | |
| 04/05/2020 11:48:42 valid loss: 0.3364 auc: 0.9550 f1: 0.8940 acc: 0.8919 [BEST: 0.8959] | |
| 04/05/2020 11:48:45 > epoch 23 updates 33520 loss: 0.1293 lr: 2.2083e-04 gnorm: 0.4304 | |
| 04/05/2020 11:48:48 > epoch 23 updates 33540 loss: 0.1297 lr: 2.2083e-04 gnorm: 0.4402 | |
| 04/05/2020 11:48:51 train loss: 0.1295 lr: 2.2083e-04 gnorm: 0.4353 clip: 0 | |
| 04/05/2020 11:48:51 valid loss: 0.3327 auc: 0.9546 f1: 0.8924 acc: 0.8912 [BEST: 0.8959] | |
| 04/05/2020 11:48:52 > epoch 23 updates 33560 loss: 0.1153 lr: 2.2083e-04 gnorm: 0.3706 | |
| 04/05/2020 11:48:56 > epoch 23 updates 33580 loss: 0.1172 lr: 2.2083e-04 gnorm: 0.4081 | |
| 04/05/2020 11:48:59 > epoch 23 updates 33600 loss: 0.0791 lr: 2.2083e-04 gnorm: 0.3442 | |
| 04/05/2020 11:49:01 train loss: 0.1037 lr: 2.2083e-04 gnorm: 0.3742 clip: 0 | |
| 04/05/2020 11:49:01 valid loss: 0.3343 auc: 0.9529 f1: 0.8901 acc: 0.8883 [BEST: 0.8959] | |
| 04/05/2020 11:49:03 > epoch 23 updates 33620 loss: 0.1440 lr: 2.2083e-04 gnorm: 0.4055 | |
| 04/05/2020 11:49:06 > epoch 23 updates 33640 loss: 0.1108 lr: 2.2083e-04 gnorm: 0.3775 | |
| 04/05/2020 11:49:10 train loss: 0.1273 lr: 2.2083e-04 gnorm: 0.3914 clip: 0 | |
| 04/05/2020 11:49:10 valid loss: 0.3275 auc: 0.9549 f1: 0.8921 acc: 0.8909 [BEST: 0.8959] | |
| 04/05/2020 11:49:11 > epoch 23 updates 33660 loss: 0.0870 lr: 2.2083e-04 gnorm: 0.3206 | |
| 04/05/2020 11:49:14 > epoch 23 updates 33680 loss: 0.0908 lr: 2.2083e-04 gnorm: 0.2847 | |
| 04/05/2020 11:49:17 > epoch 23 updates 33700 loss: 0.0999 lr: 2.2083e-04 gnorm: 0.3803 | |
| 04/05/2020 11:49:19 train loss: 0.0926 lr: 2.2083e-04 gnorm: 0.3287 clip: 0 | |
| 04/05/2020 11:49:19 valid loss: 0.3349 auc: 0.9535 f1: 0.8911 acc: 0.8898 [BEST: 0.8959] | |
| 04/05/2020 11:49:22 > epoch 23 updates 33720 loss: 0.1114 lr: 2.2083e-04 gnorm: 0.5911 | |
| 04/05/2020 11:49:25 > epoch 23 updates 33740 loss: 0.1332 lr: 2.2083e-04 gnorm: 0.4298 | |
| 04/05/2020 11:49:28 train loss: 0.1223 lr: 2.2083e-04 gnorm: 0.5100 clip: 0 | |
| 04/05/2020 11:49:28 valid loss: 0.3310 auc: 0.9545 f1: 0.8944 acc: 0.8925 [BEST: 0.8959] | |
| 04/05/2020 11:49:30 > epoch 23 updates 33760 loss: 0.1080 lr: 2.2083e-04 gnorm: 0.3759 | |
| 04/05/2020 11:49:33 > epoch 23 updates 33780 loss: 0.1217 lr: 2.2083e-04 gnorm: 0.4302 | |
| 04/05/2020 11:49:36 > epoch 23 updates 33800 loss: 0.1561 lr: 2.2083e-04 gnorm: 0.4375 | |
| 04/05/2020 11:49:38 train loss: 0.1288 lr: 2.2083e-04 gnorm: 0.4147 clip: 0 | |
| 04/05/2020 11:49:38 valid loss: 0.3335 auc: 0.9540 f1: 0.8931 acc: 0.8908 [BEST: 0.8959] | |
| 04/05/2020 11:49:41 > epoch 23 updates 33820 loss: 0.1197 lr: 2.2083e-04 gnorm: 0.3584 | |
| 04/05/2020 11:49:44 > epoch 23 updates 33840 loss: 0.1199 lr: 2.2083e-04 gnorm: 0.4766 | |
| 04/05/2020 11:49:47 train loss: 0.1198 lr: 2.2083e-04 gnorm: 0.4178 clip: 0 | |
| 04/05/2020 11:49:47 valid loss: 0.3333 auc: 0.9541 f1: 0.8932 acc: 0.8914 [BEST: 0.8959] | |
| 04/05/2020 11:49:48 > epoch 23 updates 33860 loss: 0.1490 lr: 2.2083e-04 gnorm: 0.5268 | |
| 04/05/2020 11:49:51 > epoch 23 updates 33880 loss: 0.1091 lr: 2.2083e-04 gnorm: 0.3581 | |
| 04/05/2020 11:49:54 > epoch 23 updates 33900 loss: 0.1243 lr: 2.2083e-04 gnorm: 0.4396 | |
| 04/05/2020 11:49:56 train loss: 0.1274 lr: 2.2083e-04 gnorm: 0.4412 clip: 0 | |
| 04/05/2020 11:49:56 valid loss: 0.3292 auc: 0.9548 f1: 0.8931 acc: 0.8921 [BEST: 0.8959] | |
| 04/05/2020 11:49:59 > epoch 23 updates 33920 loss: 0.1467 lr: 2.2083e-04 gnorm: 0.5025 | |
| 04/05/2020 11:50:02 > epoch 23 updates 33940 loss: 0.0750 lr: 2.2083e-04 gnorm: 0.2821 | |
| 04/05/2020 11:50:05 train loss: 0.1106 lr: 2.2083e-04 gnorm: 0.3917 clip: 0 | |
| 04/05/2020 11:50:05 valid loss: 0.3239 auc: 0.9542 f1: 0.8917 acc: 0.8901 [BEST: 0.8959] | |
| 04/05/2020 11:50:07 > epoch 23 updates 33960 loss: 0.1091 lr: 2.2083e-04 gnorm: 0.3745 | |
| 04/05/2020 11:50:10 > epoch 23 updates 33980 loss: 0.1246 lr: 2.2083e-04 gnorm: 0.4578 | |
| 04/05/2020 11:50:13 > epoch 23 updates 34000 loss: 0.0856 lr: 2.2083e-04 gnorm: 0.3086 | |
| 04/05/2020 11:50:15 train loss: 0.1064 lr: 2.2083e-04 gnorm: 0.3801 clip: 0 | |
| 04/05/2020 11:50:15 valid loss: 0.3334 auc: 0.9547 f1: 0.8961 acc: 0.8935 [BEST: 0.8959] | |
| 04/05/2020 11:50:18 > epoch 23 updates 34020 loss: 0.1018 lr: 2.0979e-04 gnorm: 0.3811 | |
| 04/05/2020 11:50:21 > epoch 23 updates 34040 loss: 0.0658 lr: 2.0979e-04 gnorm: 0.3012 | |
| 04/05/2020 11:50:24 train loss: 0.0837 lr: 2.0979e-04 gnorm: 0.3410 clip: 0 | |
| 04/05/2020 11:50:24 valid loss: 0.3272 auc: 0.9552 f1: 0.8943 acc: 0.8928 [BEST: 0.8959] | |
| 04/05/2020 11:50:26 > epoch 23 updates 34060 loss: 0.0947 lr: 2.0979e-04 gnorm: 0.4115 | |
| 04/05/2020 11:50:29 > epoch 23 updates 34080 loss: 0.0690 lr: 2.0979e-04 gnorm: 0.2850 | |
| 04/05/2020 11:50:32 > epoch 23 updates 34100 loss: 0.0686 lr: 2.0979e-04 gnorm: 0.2644 | |
| 04/05/2020 11:50:34 train loss: 0.0774 lr: 2.0979e-04 gnorm: 0.3198 clip: 0 | |
| 04/05/2020 11:50:34 valid loss: 0.3255 auc: 0.9555 f1: 0.8958 acc: 0.8942 [BEST: 0.8959] | |
| 04/05/2020 11:50:37 > epoch 23 updates 34120 loss: 0.1212 lr: 2.0979e-04 gnorm: 0.4465 | |
| 04/05/2020 11:50:40 > epoch 23 updates 34140 loss: 0.1115 lr: 2.0979e-04 gnorm: 0.4433 | |
| 04/05/2020 11:50:43 train loss: 0.1163 lr: 2.0979e-04 gnorm: 0.4449 clip: 0 | |
| 04/05/2020 11:50:43 valid loss: 0.3238 auc: 0.9553 f1: 0.8931 acc: 0.8915 [BEST: 0.8959] | |
| 04/05/2020 11:50:45 > epoch 23 updates 34160 loss: 0.1301 lr: 2.0979e-04 gnorm: 0.4462 | |
| 04/05/2020 11:50:48 > epoch 23 updates 34180 loss: 0.0797 lr: 2.0979e-04 gnorm: 0.2919 | |
| 04/05/2020 11:50:50 > epoch 23 updates 34200 loss: 0.0939 lr: 2.0979e-04 gnorm: 0.3966 | |
| 04/05/2020 11:50:52 train loss: 0.1011 lr: 2.0979e-04 gnorm: 0.3781 clip: 0 | |
| 04/05/2020 11:50:52 valid loss: 0.3245 auc: 0.9542 f1: 0.8924 acc: 0.8904 [BEST: 0.8959] | |
| 04/05/2020 11:50:55 > epoch 23 updates 34220 loss: 0.0676 lr: 2.0979e-04 gnorm: 0.2683 | |
| 04/05/2020 11:50:58 > epoch 23 updates 34240 loss: 0.1534 lr: 2.0979e-04 gnorm: 0.4765 | |
| 04/05/2020 11:51:02 train loss: 0.1107 lr: 2.0979e-04 gnorm: 0.3729 clip: 0 | |
| 04/05/2020 11:51:02 valid loss: 0.3256 auc: 0.9545 f1: 0.8937 acc: 0.8920 [BEST: 0.8959] | |
| 04/05/2020 11:51:03 > epoch 23 updates 34260 loss: 0.0610 lr: 2.0979e-04 gnorm: 0.1960 | |
| 04/05/2020 11:51:06 > epoch 23 updates 34280 loss: 0.0905 lr: 2.0979e-04 gnorm: 0.2964 | |
| 04/05/2020 11:51:09 > epoch 23 updates 34300 loss: 0.0621 lr: 2.0979e-04 gnorm: 0.2959 | |
| 04/05/2020 11:51:11 train loss: 0.0712 lr: 2.0979e-04 gnorm: 0.2631 clip: 0 | |
| 04/05/2020 11:51:11 valid loss: 0.3333 auc: 0.9546 f1: 0.8949 acc: 0.8925 [BEST: 0.8959] | |
| 04/05/2020 11:51:14 > epoch 23 updates 34320 loss: 0.1241 lr: 2.0979e-04 gnorm: 0.3805 | |
| 04/05/2020 11:51:17 > epoch 23 updates 34340 loss: 0.1062 lr: 2.0979e-04 gnorm: 0.3991 | |
| 04/05/2020 11:51:20 train loss: 0.1151 lr: 2.0979e-04 gnorm: 0.3898 clip: 0 | |
| 04/05/2020 11:51:20 valid loss: 0.3359 auc: 0.9541 f1: 0.8920 acc: 0.8902 [BEST: 0.8959] | |
| 04/05/2020 11:51:21 > epoch 23 updates 34360 loss: 0.1673 lr: 2.0979e-04 gnorm: 0.5095 | |
| 04/05/2020 11:51:24 > epoch 23 updates 34380 loss: 0.0941 lr: 2.0979e-04 gnorm: 0.3963 | |
| 04/05/2020 11:51:27 > epoch 23 updates 34400 loss: 0.0999 lr: 2.0979e-04 gnorm: 0.3630 | |
| 04/05/2020 11:51:29 train loss: 0.1202 lr: 2.0979e-04 gnorm: 0.4224 clip: 0 | |
| 04/05/2020 11:51:29 valid loss: 0.3240 auc: 0.9555 f1: 0.8936 acc: 0.8923 [BEST: 0.8959] | |
| 04/05/2020 11:51:32 > epoch 23 updates 34420 loss: 0.1106 lr: 2.0979e-04 gnorm: 0.3822 | |
| 04/05/2020 11:51:35 > epoch 23 updates 34440 loss: 0.1307 lr: 2.0979e-04 gnorm: 0.4451 | |
| 04/05/2020 11:51:39 train loss: 0.1207 lr: 2.0979e-04 gnorm: 0.4138 clip: 0 | |
| 04/05/2020 11:51:39 valid loss: 0.3240 auc: 0.9548 f1: 0.8940 acc: 0.8920 [BEST: 0.8959] | |
| 04/05/2020 11:51:40 > epoch 23 updates 34460 loss: 0.1084 lr: 2.0979e-04 gnorm: 0.4377 | |
| 04/05/2020 11:51:43 > epoch 23 updates 34480 loss: 0.0712 lr: 2.0979e-04 gnorm: 0.2669 | |
| 04/05/2020 11:51:46 > epoch 23 updates 34500 loss: 0.1210 lr: 2.0979e-04 gnorm: 0.3561 | |
| 04/05/2020 11:51:48 train loss: 0.1002 lr: 2.0979e-04 gnorm: 0.3533 clip: 0 | |
| 04/05/2020 11:51:48 valid loss: 0.3299 auc: 0.9535 f1: 0.8903 acc: 0.8890 [BEST: 0.8959] | |
| 04/05/2020 11:51:51 > epoch 23 updates 34520 loss: 0.1227 lr: 2.0979e-04 gnorm: 0.4922 | |
| 04/05/2020 11:51:54 > epoch 23 updates 34540 loss: 0.0874 lr: 2.0979e-04 gnorm: 0.3434 | |
| 04/05/2020 11:51:56 train loss: 0.1050 lr: 2.0979e-04 gnorm: 0.4174 clip: 0 | |
| 04/05/2020 11:51:56 valid loss: 0.3289 auc: 0.9539 f1: 0.8916 acc: 0.8901 [BEST: 0.8959] | |
| 04/05/2020 11:51:56 Epoch: 24 | |
| 04/05/2020 11:52:02 valid loss: 0.3312 auc: 0.9531 f1: 0.8917 acc: 0.8891 [BEST: 0.8959] | |
| 04/05/2020 11:52:03 > epoch 24 updates 34560 loss: 0.1150 lr: 2.0979e-04 gnorm: 0.4110 | |
| 04/05/2020 11:52:06 > epoch 24 updates 34580 loss: 0.0763 lr: 2.0979e-04 gnorm: 0.3139 | |
| 04/05/2020 11:52:09 > epoch 24 updates 34600 loss: 0.1033 lr: 2.0979e-04 gnorm: 0.4381 | |
| 04/05/2020 11:52:11 train loss: 0.0982 lr: 2.0979e-04 gnorm: 0.3877 clip: 0 | |
| 04/05/2020 11:52:11 valid loss: 0.3373 auc: 0.9539 f1: 0.8940 acc: 0.8921 [BEST: 0.8959] | |
| 04/05/2020 11:52:14 > epoch 24 updates 34620 loss: 0.1185 lr: 2.0979e-04 gnorm: 0.3545 | |
| 04/05/2020 11:52:17 > epoch 24 updates 34640 loss: 0.0693 lr: 2.0979e-04 gnorm: 0.3184 | |
| 04/05/2020 11:52:21 train loss: 0.0938 lr: 2.0979e-04 gnorm: 0.3364 clip: 0 | |
| 04/05/2020 11:52:21 valid loss: 0.3379 auc: 0.9547 f1: 0.8947 acc: 0.8930 [BEST: 0.8959] | |
| 04/05/2020 11:52:22 > epoch 24 updates 34660 loss: 0.0875 lr: 2.0979e-04 gnorm: 0.3377 | |
| 04/05/2020 11:52:25 > epoch 24 updates 34680 loss: 0.1071 lr: 2.0979e-04 gnorm: 0.4550 | |
| 04/05/2020 11:52:28 > epoch 24 updates 34700 loss: 0.1219 lr: 2.0979e-04 gnorm: 0.3780 | |
| 04/05/2020 11:52:30 train loss: 0.1056 lr: 2.0979e-04 gnorm: 0.3904 clip: 0 | |
| 04/05/2020 11:52:30 valid loss: 0.3325 auc: 0.9551 f1: 0.8950 acc: 0.8937 [BEST: 0.8959] | |
| 04/05/2020 11:52:33 > epoch 24 updates 34720 loss: 0.0680 lr: 2.0979e-04 gnorm: 0.3211 | |
| 04/05/2020 11:52:35 > epoch 24 updates 34740 loss: 0.1273 lr: 2.0979e-04 gnorm: 0.4053 | |
| 04/05/2020 11:52:39 train loss: 0.0978 lr: 2.0979e-04 gnorm: 0.3634 clip: 0 | |
| 04/05/2020 11:52:39 valid loss: 0.3354 auc: 0.9539 f1: 0.8938 acc: 0.8914 [BEST: 0.8959] | |
| 04/05/2020 11:52:40 > epoch 24 updates 34760 loss: 0.0700 lr: 2.0979e-04 gnorm: 0.2734 | |
| 04/05/2020 11:52:43 > epoch 24 updates 34780 loss: 0.1347 lr: 2.0979e-04 gnorm: 0.4729 | |
| 04/05/2020 11:52:46 > epoch 24 updates 34800 loss: 0.1084 lr: 2.0979e-04 gnorm: 0.3983 | |
| 04/05/2020 11:52:48 train loss: 0.1045 lr: 2.0979e-04 gnorm: 0.3820 clip: 0 | |
| 04/05/2020 11:52:48 valid loss: 0.3373 auc: 0.9538 f1: 0.8933 acc: 0.8919 [BEST: 0.8959] | |
| 04/05/2020 11:52:51 > epoch 24 updates 34820 loss: 0.0682 lr: 2.0979e-04 gnorm: 0.3369 | |
| 04/05/2020 11:52:54 > epoch 24 updates 34840 loss: 0.0582 lr: 2.0979e-04 gnorm: 0.2510 | |
| 04/05/2020 11:52:57 train loss: 0.0631 lr: 2.0979e-04 gnorm: 0.2937 clip: 0 | |
| 04/05/2020 11:52:57 valid loss: 0.3341 auc: 0.9552 f1: 0.8951 acc: 0.8938 [BEST: 0.8959] | |
| 04/05/2020 11:52:59 > epoch 24 updates 34860 loss: 0.1404 lr: 2.0979e-04 gnorm: 0.4138 | |
| 04/05/2020 11:53:02 > epoch 24 updates 34880 loss: 0.0647 lr: 2.0979e-04 gnorm: 0.2482 | |
| 04/05/2020 11:53:05 > epoch 24 updates 34900 loss: 0.1276 lr: 2.0979e-04 gnorm: 0.4567 | |
| 04/05/2020 11:53:07 train loss: 0.1109 lr: 2.0979e-04 gnorm: 0.3730 clip: 0 | |
| 04/05/2020 11:53:07 valid loss: 0.3280 auc: 0.9561 f1: 0.8957 acc: 0.8938 [BEST: 0.8959] | |
| 04/05/2020 11:53:10 > epoch 24 updates 34920 loss: 0.0941 lr: 2.0979e-04 gnorm: 0.3036 | |
| 04/05/2020 11:53:13 > epoch 24 updates 34940 loss: 0.0730 lr: 2.0979e-04 gnorm: 0.2684 | |
| 04/05/2020 11:53:16 train loss: 0.0835 lr: 2.0979e-04 gnorm: 0.2859 clip: 0 | |
| 04/05/2020 11:53:16 valid loss: 0.3321 auc: 0.9553 f1: 0.8941 acc: 0.8925 [BEST: 0.8959] | |
| 04/05/2020 11:53:18 > epoch 24 updates 34960 loss: 0.0551 lr: 2.0979e-04 gnorm: 0.3609 | |
| 04/05/2020 11:53:20 > epoch 24 updates 34980 loss: 0.1163 lr: 2.0979e-04 gnorm: 0.3911 | |
| 04/05/2020 11:53:23 > epoch 24 updates 35000 loss: 0.1085 lr: 2.0979e-04 gnorm: 0.3628 | |
| 04/05/2020 11:53:25 train loss: 0.0935 lr: 2.0979e-04 gnorm: 0.3716 clip: 0 | |
| 04/05/2020 11:53:25 valid loss: 0.3283 auc: 0.9553 f1: 0.8946 acc: 0.8940 [BEST: 0.8959] | |
| 04/05/2020 11:53:28 > epoch 24 updates 35020 loss: 0.0733 lr: 1.9930e-04 gnorm: 0.2783 | |
| 04/05/2020 11:53:31 > epoch 24 updates 35040 loss: 0.1239 lr: 1.9930e-04 gnorm: 0.5165 | |
| 04/05/2020 11:53:35 train loss: 0.0987 lr: 1.9930e-04 gnorm: 0.3980 clip: 0 | |
| 04/05/2020 11:53:35 valid loss: 0.3304 auc: 0.9544 f1: 0.8946 acc: 0.8923 [BEST: 0.8959] | |
| 04/05/2020 11:53:36 > epoch 24 updates 35060 loss: 0.1162 lr: 1.9930e-04 gnorm: 0.4070 | |
| 04/05/2020 11:53:39 > epoch 24 updates 35080 loss: 0.1270 lr: 1.9930e-04 gnorm: 0.6883 | |
| 04/05/2020 11:53:42 > epoch 24 updates 35100 loss: 0.0773 lr: 1.9930e-04 gnorm: 0.3279 | |
| 04/05/2020 11:53:44 train loss: 0.1067 lr: 1.9930e-04 gnorm: 0.4741 clip: 0 | |
| 04/05/2020 11:53:44 valid loss: 0.3328 auc: 0.9556 f1: 0.8938 acc: 0.8929 [BEST: 0.8959] | |
| 04/05/2020 11:53:47 > epoch 24 updates 35120 loss: 0.0775 lr: 1.9930e-04 gnorm: 0.3587 | |
| 04/05/2020 11:53:50 > epoch 24 updates 35140 loss: 0.0716 lr: 1.9930e-04 gnorm: 0.2913 | |
| 04/05/2020 11:53:53 train loss: 0.0746 lr: 1.9930e-04 gnorm: 0.3248 clip: 0 | |
| 04/05/2020 11:53:53 valid loss: 0.3278 auc: 0.9562 f1: 0.8936 acc: 0.8927 [BEST: 0.8959] | |
| 04/05/2020 11:53:54 > epoch 24 updates 35160 loss: 0.0926 lr: 1.9930e-04 gnorm: 0.3739 | |
| 04/05/2020 11:53:58 > epoch 24 updates 35180 loss: 0.1776 lr: 1.9930e-04 gnorm: 0.4985 | |
| 04/05/2020 11:54:01 > epoch 24 updates 35200 loss: 0.0779 lr: 1.9930e-04 gnorm: 0.3600 | |
| 04/05/2020 11:54:03 train loss: 0.1160 lr: 1.9930e-04 gnorm: 0.4107 clip: 0 | |
| 04/05/2020 11:54:03 valid loss: 0.3309 auc: 0.9544 f1: 0.8927 acc: 0.8913 [BEST: 0.8959] | |
| 04/05/2020 11:54:05 > epoch 24 updates 35220 loss: 0.0782 lr: 1.9930e-04 gnorm: 0.3518 | |
| 04/05/2020 11:54:09 > epoch 24 updates 35240 loss: 0.0768 lr: 1.9930e-04 gnorm: 0.2957 | |
| 04/05/2020 11:54:12 train loss: 0.0775 lr: 1.9930e-04 gnorm: 0.3236 clip: 0 | |
| 04/05/2020 11:54:12 valid loss: 0.3357 auc: 0.9547 f1: 0.8912 acc: 0.8897 [BEST: 0.8959] | |
| 04/05/2020 11:54:13 > epoch 24 updates 35260 loss: 0.1444 lr: 1.9930e-04 gnorm: 0.4640 | |
| 04/05/2020 11:54:16 > epoch 24 updates 35280 loss: 0.0865 lr: 1.9930e-04 gnorm: 0.3611 | |
| 04/05/2020 11:54:19 > epoch 24 updates 35300 loss: 0.0708 lr: 1.9930e-04 gnorm: 0.3505 | |
| 04/05/2020 11:54:21 train loss: 0.1003 lr: 1.9930e-04 gnorm: 0.3915 clip: 0 | |
| 04/05/2020 11:54:21 valid loss: 0.3428 auc: 0.9535 f1: 0.8903 acc: 0.8889 [BEST: 0.8959] | |
| 04/05/2020 11:54:24 > epoch 24 updates 35320 loss: 0.0837 lr: 1.9930e-04 gnorm: 0.3618 | |
| 04/05/2020 11:54:27 > epoch 24 updates 35340 loss: 0.1198 lr: 1.9930e-04 gnorm: 0.3881 | |
| 04/05/2020 11:54:30 train loss: 0.1018 lr: 1.9930e-04 gnorm: 0.3750 clip: 0 | |
| 04/05/2020 11:54:30 valid loss: 0.3402 auc: 0.9552 f1: 0.8938 acc: 0.8920 [BEST: 0.8959] | |
| 04/05/2020 11:54:32 > epoch 24 updates 35360 loss: 0.1144 lr: 1.9930e-04 gnorm: 0.4693 | |
| 04/05/2020 11:54:35 > epoch 24 updates 35380 loss: 0.0928 lr: 1.9930e-04 gnorm: 0.4222 | |
| 04/05/2020 11:54:38 > epoch 24 updates 35400 loss: 0.0731 lr: 1.9930e-04 gnorm: 0.3057 | |
| 04/05/2020 11:54:40 train loss: 0.0933 lr: 1.9930e-04 gnorm: 0.3985 clip: 0 | |
| 04/05/2020 11:54:40 valid loss: 0.3357 auc: 0.9550 f1: 0.8956 acc: 0.8932 [BEST: 0.8959] | |
| 04/05/2020 11:54:43 > epoch 24 updates 35420 loss: 0.0789 lr: 1.9930e-04 gnorm: 0.3118 | |
| 04/05/2020 11:54:46 > epoch 24 updates 35440 loss: 0.0763 lr: 1.9930e-04 gnorm: 0.3561 | |
| 04/05/2020 11:54:49 train loss: 0.0776 lr: 1.9930e-04 gnorm: 0.3341 clip: 0 | |
| 04/05/2020 11:54:49 valid loss: 0.3430 auc: 0.9534 f1: 0.8918 acc: 0.8894 [BEST: 0.8959] | |
| 04/05/2020 11:54:51 > epoch 24 updates 35460 loss: 0.1360 lr: 1.9930e-04 gnorm: 0.4710 | |
| 04/05/2020 11:54:54 > epoch 24 updates 35480 loss: 0.1142 lr: 1.9930e-04 gnorm: 0.4058 | |
| 04/05/2020 11:54:56 > epoch 24 updates 35500 loss: 0.0992 lr: 1.9930e-04 gnorm: 0.4255 | |
| 04/05/2020 11:54:58 train loss: 0.1163 lr: 1.9930e-04 gnorm: 0.4339 clip: 0 | |
| 04/05/2020 11:54:58 valid loss: 0.3277 auc: 0.9556 f1: 0.8951 acc: 0.8935 [BEST: 0.8959] | |
| 04/05/2020 11:55:01 > epoch 24 updates 35520 loss: 0.0667 lr: 1.9930e-04 gnorm: 0.2701 | |
| 04/05/2020 11:55:04 > epoch 24 updates 35540 loss: 0.1109 lr: 1.9930e-04 gnorm: 0.4243 | |
| 04/05/2020 11:55:08 train loss: 0.0889 lr: 1.9930e-04 gnorm: 0.3476 clip: 0 | |
| 04/05/2020 11:55:08 valid loss: 0.3367 auc: 0.9543 f1: 0.8908 acc: 0.8893 [BEST: 0.8959] | |
| 04/05/2020 11:55:09 > epoch 24 updates 35560 loss: 0.0796 lr: 1.9930e-04 gnorm: 0.3408 | |
| 04/05/2020 11:55:12 > epoch 24 updates 35580 loss: 0.0916 lr: 1.9930e-04 gnorm: 0.3252 | |
| 04/05/2020 11:55:15 > epoch 24 updates 35600 loss: 0.0976 lr: 1.9930e-04 gnorm: 0.3240 | |
| 04/05/2020 11:55:17 train loss: 0.0897 lr: 1.9930e-04 gnorm: 0.3299 clip: 0 | |
| 04/05/2020 11:55:17 valid loss: 0.3320 auc: 0.9541 f1: 0.8933 acc: 0.8918 [BEST: 0.8959] | |
| 04/05/2020 11:55:20 > epoch 24 updates 35620 loss: 0.1417 lr: 1.9930e-04 gnorm: 0.4440 | |
| 04/05/2020 11:55:23 > epoch 24 updates 35640 loss: 0.1289 lr: 1.9930e-04 gnorm: 0.4221 | |
| 04/05/2020 11:55:26 train loss: 0.1353 lr: 1.9930e-04 gnorm: 0.4330 clip: 0 | |
| 04/05/2020 11:55:26 valid loss: 0.3359 auc: 0.9548 f1: 0.8950 acc: 0.8930 [BEST: 0.8959] | |
| 04/05/2020 11:55:28 > epoch 24 updates 35660 loss: 0.0666 lr: 1.9930e-04 gnorm: 0.3327 | |
| 04/05/2020 11:55:31 > epoch 24 updates 35680 loss: 0.0957 lr: 1.9930e-04 gnorm: 0.3944 | |
| 04/05/2020 11:55:34 > epoch 24 updates 35700 loss: 0.0967 lr: 1.9930e-04 gnorm: 0.3683 | |
| 04/05/2020 11:55:36 train loss: 0.0864 lr: 1.9930e-04 gnorm: 0.3652 clip: 0 | |
| 04/05/2020 11:55:36 valid loss: 0.3318 auc: 0.9545 f1: 0.8941 acc: 0.8920 [BEST: 0.8959] | |
| 04/05/2020 11:55:39 > epoch 24 updates 35720 loss: 0.0867 lr: 1.9930e-04 gnorm: 0.4594 | |
| 04/05/2020 11:55:42 > epoch 24 updates 35740 loss: 0.1237 lr: 1.9930e-04 gnorm: 0.4196 | |
| 04/05/2020 11:55:45 train loss: 0.1053 lr: 1.9930e-04 gnorm: 0.4394 clip: 0 | |
| 04/05/2020 11:55:45 valid loss: 0.3329 auc: 0.9540 f1: 0.8934 acc: 0.8914 [BEST: 0.8959] | |
| 04/05/2020 11:55:47 > epoch 24 updates 35760 loss: 0.0993 lr: 1.9930e-04 gnorm: 0.2994 | |
| 04/05/2020 11:55:50 > epoch 24 updates 35780 loss: 0.1125 lr: 1.9930e-04 gnorm: 0.3508 | |
| 04/05/2020 11:55:52 > epoch 24 updates 35800 loss: 0.0839 lr: 1.9930e-04 gnorm: 0.3442 | |
| 04/05/2020 11:55:54 train loss: 0.0985 lr: 1.9930e-04 gnorm: 0.3316 clip: 0 | |
| 04/05/2020 11:55:54 valid loss: 0.3279 auc: 0.9540 f1: 0.8914 acc: 0.8895 [BEST: 0.8959] | |
| 04/05/2020 11:55:58 > epoch 24 updates 35820 loss: 0.1059 lr: 1.9930e-04 gnorm: 0.3778 | |
| 04/05/2020 11:56:01 > epoch 24 updates 35840 loss: 0.1175 lr: 1.9930e-04 gnorm: 0.4283 | |
| 04/05/2020 11:56:04 train loss: 0.1118 lr: 1.9930e-04 gnorm: 0.4032 clip: 0 | |
| 04/05/2020 11:56:04 valid loss: 0.3364 auc: 0.9538 f1: 0.8900 acc: 0.8896 [BEST: 0.8959] | |
| 04/05/2020 11:56:05 > epoch 24 updates 35860 loss: 0.1248 lr: 1.9930e-04 gnorm: 0.4500 | |
| 04/05/2020 11:56:08 > epoch 24 updates 35880 loss: 0.0777 lr: 1.9930e-04 gnorm: 0.2748 | |
| 04/05/2020 11:56:11 > epoch 24 updates 35900 loss: 0.1117 lr: 1.9930e-04 gnorm: 0.3805 | |
| 04/05/2020 11:56:13 train loss: 0.1047 lr: 1.9930e-04 gnorm: 0.3682 clip: 0 | |
| 04/05/2020 11:56:13 valid loss: 0.3275 auc: 0.9557 f1: 0.8935 acc: 0.8920 [BEST: 0.8959] | |
| 04/05/2020 11:56:16 > epoch 24 updates 35920 loss: 0.1208 lr: 1.9930e-04 gnorm: 0.4351 | |
| 04/05/2020 11:56:19 > epoch 24 updates 35940 loss: 0.0808 lr: 1.9930e-04 gnorm: 0.2994 | |
| 04/05/2020 11:56:22 train loss: 0.1007 lr: 1.9930e-04 gnorm: 0.3669 clip: 0 | |
| 04/05/2020 11:56:22 valid loss: 0.3335 auc: 0.9539 f1: 0.8941 acc: 0.8914 [BEST: 0.8959] | |
| 04/05/2020 11:56:24 > epoch 24 updates 35960 loss: 0.0992 lr: 1.9930e-04 gnorm: 0.3260 | |
| 04/05/2020 11:56:27 > epoch 24 updates 35980 loss: 0.1010 lr: 1.9930e-04 gnorm: 0.3935 | |
| 04/05/2020 11:56:30 > epoch 24 updates 36000 loss: 0.0845 lr: 1.9930e-04 gnorm: 0.3320 | |
| 04/05/2020 11:56:32 train loss: 0.0948 lr: 1.9930e-04 gnorm: 0.3505 clip: 0 | |
| 04/05/2020 11:56:32 valid loss: 0.3279 auc: 0.9548 f1: 0.8912 acc: 0.8901 [BEST: 0.8959] | |
| 04/05/2020 11:56:35 > epoch 24 updates 36020 loss: 0.1197 lr: 1.8934e-04 gnorm: 0.3822 | |
| 04/05/2020 11:56:38 > epoch 24 updates 36040 loss: 0.0944 lr: 1.8934e-04 gnorm: 0.4373 | |
| 04/05/2020 11:56:41 train loss: 0.1070 lr: 1.8934e-04 gnorm: 0.4099 clip: 0 | |
| 04/05/2020 11:56:41 valid loss: 0.3322 auc: 0.9544 f1: 0.8928 acc: 0.8911 [BEST: 0.8959] | |
| 04/05/2020 11:56:41 Epoch: 25 | |
| 04/05/2020 11:56:46 valid loss: 0.3300 auc: 0.9550 f1: 0.8933 acc: 0.8919 [BEST: 0.8959] | |
| 04/05/2020 11:56:48 > epoch 25 updates 36060 loss: 0.1229 lr: 1.8934e-04 gnorm: 0.3990 | |
| 04/05/2020 11:56:51 > epoch 25 updates 36080 loss: 0.1163 lr: 1.8934e-04 gnorm: 0.4473 | |
| 04/05/2020 11:56:54 > epoch 25 updates 36100 loss: 0.1144 lr: 1.8934e-04 gnorm: 0.3816 | |
| 04/05/2020 11:56:56 train loss: 0.1179 lr: 1.8934e-04 gnorm: 0.4093 clip: 0 | |
| 04/05/2020 11:56:56 valid loss: 0.3340 auc: 0.9548 f1: 0.8941 acc: 0.8922 [BEST: 0.8959] | |
| 04/05/2020 11:56:59 > epoch 25 updates 36120 loss: 0.1055 lr: 1.8934e-04 gnorm: 0.3496 | |
| 04/05/2020 11:57:02 > epoch 25 updates 36140 loss: 0.1032 lr: 1.8934e-04 gnorm: 0.3876 | |
| 04/05/2020 11:57:05 train loss: 0.1044 lr: 1.8934e-04 gnorm: 0.3687 clip: 0 | |
| 04/05/2020 11:57:05 valid loss: 0.3363 auc: 0.9551 f1: 0.8934 acc: 0.8916 [BEST: 0.8959] | |
| 04/05/2020 11:57:07 > epoch 25 updates 36160 loss: 0.0622 lr: 1.8934e-04 gnorm: 0.3250 | |
| 04/05/2020 11:57:10 > epoch 25 updates 36180 loss: 0.0817 lr: 1.8934e-04 gnorm: 0.2663 | |
| 04/05/2020 11:57:13 > epoch 25 updates 36200 loss: 0.0601 lr: 1.8934e-04 gnorm: 0.2894 | |
| 04/05/2020 11:57:15 train loss: 0.0680 lr: 1.8934e-04 gnorm: 0.2934 clip: 0 | |
| 04/05/2020 11:57:15 valid loss: 0.3350 auc: 0.9540 f1: 0.8947 acc: 0.8921 [BEST: 0.8959] | |
| 04/05/2020 11:57:17 > epoch 25 updates 36220 loss: 0.0765 lr: 1.8934e-04 gnorm: 0.3404 | |
| 04/05/2020 11:57:20 > epoch 25 updates 36240 loss: 0.1066 lr: 1.8934e-04 gnorm: 0.4013 | |
| 04/05/2020 11:57:24 train loss: 0.0917 lr: 1.8934e-04 gnorm: 0.3710 clip: 0 | |
| 04/05/2020 11:57:24 valid loss: 0.3482 auc: 0.9535 f1: 0.8939 acc: 0.8910 [BEST: 0.8959] | |
| 04/05/2020 11:57:25 > epoch 25 updates 36260 loss: 0.1377 lr: 1.8934e-04 gnorm: 0.4070 | |
| 04/05/2020 11:57:28 > epoch 25 updates 36280 loss: 0.0754 lr: 1.8934e-04 gnorm: 0.3106 | |
| 04/05/2020 11:57:31 > epoch 25 updates 36300 loss: 0.0674 lr: 1.8934e-04 gnorm: 0.3025 | |
| 04/05/2020 11:57:33 train loss: 0.0933 lr: 1.8934e-04 gnorm: 0.3397 clip: 0 | |
| 04/05/2020 11:57:33 valid loss: 0.3436 auc: 0.9543 f1: 0.8937 acc: 0.8922 [BEST: 0.8959] | |
| 04/05/2020 11:57:36 > epoch 25 updates 36320 loss: 0.0710 lr: 1.8934e-04 gnorm: 0.3008 | |
| 04/05/2020 11:57:39 > epoch 25 updates 36340 loss: 0.0781 lr: 1.8934e-04 gnorm: 0.3407 | |
| 04/05/2020 11:57:43 train loss: 0.0746 lr: 1.8934e-04 gnorm: 0.3209 clip: 0 | |
| 04/05/2020 11:57:43 valid loss: 0.3395 auc: 0.9539 f1: 0.8947 acc: 0.8928 [BEST: 0.8959] | |
| 04/05/2020 11:57:45 > epoch 25 updates 36360 loss: 0.0930 lr: 1.8934e-04 gnorm: 0.3886 | |
| 04/05/2020 11:57:48 > epoch 25 updates 36380 loss: 0.0784 lr: 1.8934e-04 gnorm: 0.3928 | |
| 04/05/2020 11:57:50 > epoch 25 updates 36400 loss: 0.0657 lr: 1.8934e-04 gnorm: 0.2964 | |
| 04/05/2020 11:57:52 train loss: 0.0790 lr: 1.8934e-04 gnorm: 0.3589 clip: 0 | |
| 04/05/2020 11:57:52 valid loss: 0.3459 auc: 0.9546 f1: 0.8955 acc: 0.8941 [BEST: 0.8959] | |
| 04/05/2020 11:57:55 > epoch 25 updates 36420 loss: 0.0742 lr: 1.8934e-04 gnorm: 0.3247 | |
| 04/05/2020 11:57:58 > epoch 25 updates 36440 loss: 0.1005 lr: 1.8934e-04 gnorm: 0.3595 | |
| 04/05/2020 11:58:02 train loss: 0.0874 lr: 1.8934e-04 gnorm: 0.3422 clip: 0 | |
| 04/05/2020 11:58:02 valid loss: 0.3510 auc: 0.9525 f1: 0.8925 acc: 0.8904 [BEST: 0.8959] | |
| 04/05/2020 11:58:03 > epoch 25 updates 36460 loss: 0.1265 lr: 1.8934e-04 gnorm: 0.4332 | |
| 04/05/2020 11:58:06 > epoch 25 updates 36480 loss: 0.0560 lr: 1.8934e-04 gnorm: 0.2909 | |
| 04/05/2020 11:58:09 > epoch 25 updates 36500 loss: 0.0925 lr: 1.8934e-04 gnorm: 0.3916 | |
| 04/05/2020 11:58:11 train loss: 0.0915 lr: 1.8934e-04 gnorm: 0.3717 clip: 0 | |
| 04/05/2020 11:58:11 valid loss: 0.3389 auc: 0.9552 f1: 0.8948 acc: 0.8936 [BEST: 0.8959] | |
| 04/05/2020 11:58:14 > epoch 25 updates 36520 loss: 0.1051 lr: 1.8934e-04 gnorm: 0.3838 | |
| 04/05/2020 11:58:17 > epoch 25 updates 36540 loss: 0.0888 lr: 1.8934e-04 gnorm: 0.3921 | |
| 04/05/2020 11:58:20 train loss: 0.0969 lr: 1.8934e-04 gnorm: 0.3880 clip: 0 | |
| 04/05/2020 11:58:20 valid loss: 0.3414 auc: 0.9540 f1: 0.8944 acc: 0.8915 [BEST: 0.8959] | |
| 04/05/2020 11:58:22 > epoch 25 updates 36560 loss: 0.0607 lr: 1.8934e-04 gnorm: 0.2813 | |
| 04/05/2020 11:58:25 > epoch 25 updates 36580 loss: 0.0834 lr: 1.8934e-04 gnorm: 0.3584 | |
| 04/05/2020 11:58:28 > epoch 25 updates 36600 loss: 0.1043 lr: 1.8934e-04 gnorm: 0.3669 | |
| 04/05/2020 11:58:30 train loss: 0.0829 lr: 1.8934e-04 gnorm: 0.3358 clip: 0 | |
| 04/05/2020 11:58:30 valid loss: 0.3353 auc: 0.9549 f1: 0.8945 acc: 0.8930 [BEST: 0.8959] | |
| 04/05/2020 11:58:33 > epoch 25 updates 36620 loss: 0.0876 lr: 1.8934e-04 gnorm: 0.3748 | |
| 04/05/2020 11:58:35 > epoch 25 updates 36640 loss: 0.0505 lr: 1.8934e-04 gnorm: 0.2531 | |
| 04/05/2020 11:58:39 train loss: 0.0689 lr: 1.8934e-04 gnorm: 0.3136 clip: 0 | |
| 04/05/2020 11:58:39 valid loss: 0.3394 auc: 0.9551 f1: 0.8945 acc: 0.8929 [BEST: 0.8959] | |
| 04/05/2020 11:58:40 > epoch 25 updates 36660 loss: 0.1139 lr: 1.8934e-04 gnorm: 0.3833 | |
| 04/05/2020 11:58:43 > epoch 25 updates 36680 loss: 0.0856 lr: 1.8934e-04 gnorm: 0.4055 | |
| 04/05/2020 11:58:46 > epoch 25 updates 36700 loss: 0.0978 lr: 1.8934e-04 gnorm: 0.3678 | |
| 04/05/2020 11:58:48 train loss: 0.0991 lr: 1.8934e-04 gnorm: 0.3855 clip: 0 | |
| 04/05/2020 11:58:48 valid loss: 0.3423 auc: 0.9541 f1: 0.8931 acc: 0.8914 [BEST: 0.8959] | |
| 04/05/2020 11:58:51 > epoch 25 updates 36720 loss: 0.0853 lr: 1.8934e-04 gnorm: 0.3936 | |
| 04/05/2020 11:58:54 > epoch 25 updates 36740 loss: 0.1238 lr: 1.8934e-04 gnorm: 0.4395 | |
| 04/05/2020 11:58:57 train loss: 0.1047 lr: 1.8934e-04 gnorm: 0.4166 clip: 0 | |
| 04/05/2020 11:58:57 valid loss: 0.3427 auc: 0.9543 f1: 0.8927 acc: 0.8911 [BEST: 0.8959] | |
| 04/05/2020 11:58:59 > epoch 25 updates 36760 loss: 0.1170 lr: 1.8934e-04 gnorm: 0.4377 | |
| 04/05/2020 11:59:02 > epoch 25 updates 36780 loss: 0.0829 lr: 1.8934e-04 gnorm: 0.3506 | |
| 04/05/2020 11:59:05 > epoch 25 updates 36800 loss: 0.1227 lr: 1.8934e-04 gnorm: 0.5448 | |
| 04/05/2020 11:59:07 train loss: 0.1076 lr: 1.8934e-04 gnorm: 0.4447 clip: 0 | |
| 04/05/2020 11:59:07 valid loss: 0.3343 auc: 0.9551 f1: 0.8939 acc: 0.8923 [BEST: 0.8959] | |
| 04/05/2020 11:59:09 > epoch 25 updates 36820 loss: 0.0957 lr: 1.8934e-04 gnorm: 0.3250 | |
| 04/05/2020 11:59:12 > epoch 25 updates 36840 loss: 0.0974 lr: 1.8934e-04 gnorm: 0.3835 | |
| 04/05/2020 11:59:16 train loss: 0.0966 lr: 1.8934e-04 gnorm: 0.3544 clip: 0 | |
| 04/05/2020 11:59:16 valid loss: 0.3386 auc: 0.9545 f1: 0.8937 acc: 0.8919 [BEST: 0.8959] | |
| 04/05/2020 11:59:17 > epoch 25 updates 36860 loss: 0.1364 lr: 1.8934e-04 gnorm: 0.5062 | |
| 04/05/2020 11:59:20 > epoch 25 updates 36880 loss: 0.1107 lr: 1.8934e-04 gnorm: 0.4387 | |
| 04/05/2020 11:59:23 > epoch 25 updates 36900 loss: 0.1325 lr: 1.8934e-04 gnorm: 0.5203 | |
| 04/05/2020 11:59:25 train loss: 0.1265 lr: 1.8934e-04 gnorm: 0.4885 clip: 0 | |
| 04/05/2020 11:59:25 valid loss: 0.3358 auc: 0.9545 f1: 0.8932 acc: 0.8915 [BEST: 0.8959] | |
| 04/05/2020 11:59:28 > epoch 25 updates 36920 loss: 0.0935 lr: 1.8934e-04 gnorm: 0.3802 | |
| 04/05/2020 11:59:31 > epoch 25 updates 36940 loss: 0.0864 lr: 1.8934e-04 gnorm: 0.3212 | |
| 04/05/2020 11:59:34 train loss: 0.0899 lr: 1.8934e-04 gnorm: 0.3505 clip: 0 | |
| 04/05/2020 11:59:34 valid loss: 0.3370 auc: 0.9558 f1: 0.8935 acc: 0.8921 [BEST: 0.8959] | |
| 04/05/2020 11:59:36 > epoch 25 updates 36960 loss: 0.0597 lr: 1.8934e-04 gnorm: 0.3321 | |
| 04/05/2020 11:59:39 > epoch 25 updates 36980 loss: 0.1460 lr: 1.8934e-04 gnorm: 0.4651 | |
| 04/05/2020 11:59:42 > epoch 25 updates 37000 loss: 0.1469 lr: 1.8934e-04 gnorm: 0.4989 | |
| 04/05/2020 11:59:44 train loss: 0.1178 lr: 1.8934e-04 gnorm: 0.4326 clip: 0 | |
| 04/05/2020 11:59:44 valid loss: 0.3323 auc: 0.9553 f1: 0.8932 acc: 0.8919 [BEST: 0.8959] | |
| 04/05/2020 11:59:46 > epoch 25 updates 37020 loss: 0.0943 lr: 1.7987e-04 gnorm: 0.3639 | |
| 04/05/2020 11:59:49 > epoch 25 updates 37040 loss: 0.0480 lr: 1.7987e-04 gnorm: 0.2186 | |
| 04/05/2020 11:59:53 train loss: 0.0711 lr: 1.7987e-04 gnorm: 0.2909 clip: 0 | |
| 04/05/2020 11:59:53 valid loss: 0.3369 auc: 0.9556 f1: 0.8943 acc: 0.8928 [BEST: 0.8959] | |
| 04/05/2020 11:59:54 > epoch 25 updates 37060 loss: 0.1412 lr: 1.7987e-04 gnorm: 0.5719 | |
| 04/05/2020 11:59:57 > epoch 25 updates 37080 loss: 0.1216 lr: 1.7987e-04 gnorm: 0.4751 | |
| 04/05/2020 12:00:00 > epoch 25 updates 37100 loss: 0.0874 lr: 1.7987e-04 gnorm: 0.3761 | |
| 04/05/2020 12:00:02 train loss: 0.1166 lr: 1.7987e-04 gnorm: 0.4737 clip: 0 | |
| 04/05/2020 12:00:02 valid loss: 0.3475 auc: 0.9537 f1: 0.8914 acc: 0.8891 [BEST: 0.8959] | |
| 04/05/2020 12:00:05 > epoch 25 updates 37120 loss: 0.1126 lr: 1.7987e-04 gnorm: 0.3878 | |
| 04/05/2020 12:00:08 > epoch 25 updates 37140 loss: 0.1155 lr: 1.7987e-04 gnorm: 0.4755 | |
| 04/05/2020 12:00:11 train loss: 0.1141 lr: 1.7987e-04 gnorm: 0.4319 clip: 0 | |
| 04/05/2020 12:00:11 valid loss: 0.3386 auc: 0.9551 f1: 0.8922 acc: 0.8907 [BEST: 0.8959] | |
| 04/05/2020 12:00:13 > epoch 25 updates 37160 loss: 0.1062 lr: 1.7987e-04 gnorm: 0.3244 | |
| 04/05/2020 12:00:16 > epoch 25 updates 37180 loss: 0.0713 lr: 1.7987e-04 gnorm: 0.3218 | |
| 04/05/2020 12:00:19 > epoch 25 updates 37200 loss: 0.0755 lr: 1.7987e-04 gnorm: 0.3094 | |
| 04/05/2020 12:00:21 train loss: 0.0843 lr: 1.7987e-04 gnorm: 0.3185 clip: 0 | |
| 04/05/2020 12:00:21 valid loss: 0.3412 auc: 0.9534 f1: 0.8908 acc: 0.8899 [BEST: 0.8959] | |
| 04/05/2020 12:00:24 > epoch 25 updates 37220 loss: 0.1117 lr: 1.7987e-04 gnorm: 0.4228 | |
| 04/05/2020 12:00:27 > epoch 25 updates 37240 loss: 0.0902 lr: 1.7987e-04 gnorm: 0.3497 | |
| 04/05/2020 12:00:30 train loss: 0.1009 lr: 1.7987e-04 gnorm: 0.3861 clip: 0 | |
| 04/05/2020 12:00:30 valid loss: 0.3278 auc: 0.9545 f1: 0.8914 acc: 0.8908 [BEST: 0.8959] | |
| 04/05/2020 12:00:32 > epoch 25 updates 37260 loss: 0.1182 lr: 1.7987e-04 gnorm: 0.3997 | |
| 04/05/2020 12:00:35 > epoch 25 updates 37280 loss: 0.0655 lr: 1.7987e-04 gnorm: 0.2985 | |
| 04/05/2020 12:00:38 > epoch 25 updates 37300 loss: 0.0927 lr: 1.7987e-04 gnorm: 0.3776 | |
| 04/05/2020 12:00:39 train loss: 0.0921 lr: 1.7987e-04 gnorm: 0.3586 clip: 0 | |
| 04/05/2020 12:00:39 valid loss: 0.3291 auc: 0.9560 f1: 0.8931 acc: 0.8926 [BEST: 0.8959] | |
| 04/05/2020 12:00:42 > epoch 25 updates 37320 loss: 0.1071 lr: 1.7987e-04 gnorm: 0.4298 | |
| 04/05/2020 12:00:45 > epoch 25 updates 37340 loss: 0.1133 lr: 1.7987e-04 gnorm: 0.3768 | |
| 04/05/2020 12:00:49 train loss: 0.1102 lr: 1.7987e-04 gnorm: 0.4032 clip: 0 | |
| 04/05/2020 12:00:49 valid loss: 0.3367 auc: 0.9539 f1: 0.8930 acc: 0.8914 [BEST: 0.8959] | |
| 04/05/2020 12:00:50 > epoch 25 updates 37360 loss: 0.0905 lr: 1.7987e-04 gnorm: 0.3045 | |
| 04/05/2020 12:00:53 > epoch 25 updates 37380 loss: 0.0936 lr: 1.7987e-04 gnorm: 0.3802 | |
| 04/05/2020 12:00:56 > epoch 25 updates 37400 loss: 0.0826 lr: 1.7987e-04 gnorm: 0.3034 | |
| 04/05/2020 12:00:58 train loss: 0.0889 lr: 1.7987e-04 gnorm: 0.3294 clip: 0 | |
| 04/05/2020 12:00:58 valid loss: 0.3265 auc: 0.9556 f1: 0.8945 acc: 0.8930 [BEST: 0.8959] | |
| 04/05/2020 12:01:01 > epoch 25 updates 37420 loss: 0.0788 lr: 1.7987e-04 gnorm: 0.3447 | |
| 04/05/2020 12:01:04 > epoch 25 updates 37440 loss: 0.1300 lr: 1.7987e-04 gnorm: 0.4007 | |
| 04/05/2020 12:01:07 train loss: 0.1045 lr: 1.7987e-04 gnorm: 0.3728 clip: 0 | |
| 04/05/2020 12:01:07 valid loss: 0.3300 auc: 0.9550 f1: 0.8948 acc: 0.8929 [BEST: 0.8959] | |
| 04/05/2020 12:01:09 > epoch 25 updates 37460 loss: 0.0957 lr: 1.7987e-04 gnorm: 0.3227 | |
| 04/05/2020 12:01:12 > epoch 25 updates 37480 loss: 0.1054 lr: 1.7987e-04 gnorm: 0.4352 | |
| 04/05/2020 12:01:15 > epoch 25 updates 37500 loss: 0.0528 lr: 1.7987e-04 gnorm: 0.2436 | |
| 04/05/2020 12:01:17 train loss: 0.0845 lr: 1.7987e-04 gnorm: 0.3336 clip: 0 | |
| 04/05/2020 12:01:17 valid loss: 0.3299 auc: 0.9559 f1: 0.8952 acc: 0.8942 [BEST: 0.8959] | |
| 04/05/2020 12:01:20 > epoch 25 updates 37520 loss: 0.0958 lr: 1.7987e-04 gnorm: 0.3496 | |
| 04/05/2020 12:01:23 > epoch 25 updates 37540 loss: 0.0693 lr: 1.7987e-04 gnorm: 0.2838 | |
| 04/05/2020 12:01:26 train loss: 0.0825 lr: 1.7987e-04 gnorm: 0.3165 clip: 0 | |
| 04/05/2020 12:01:26 valid loss: 0.3292 auc: 0.9551 f1: 0.8933 acc: 0.8922 [BEST: 0.8959] | |
| 04/05/2020 12:01:26 Epoch: 26 | |
| 04/05/2020 12:01:30 > epoch 26 updates 37560 loss: 0.0961 lr: 1.7987e-04 gnorm: 0.3476 | |
| 04/05/2020 12:01:34 > epoch 26 updates 37580 loss: 0.1356 lr: 1.7987e-04 gnorm: 0.4498 | |
| 04/05/2020 12:01:37 > epoch 26 updates 37600 loss: 0.0937 lr: 1.7987e-04 gnorm: 0.3965 | |
| 04/05/2020 12:01:39 train loss: 0.1084 lr: 1.7987e-04 gnorm: 0.3981 clip: 0 | |
| 04/05/2020 12:01:39 valid loss: 0.3370 auc: 0.9551 f1: 0.8929 acc: 0.8909 [BEST: 0.8959] | |
| 04/05/2020 12:01:41 > epoch 26 updates 37620 loss: 0.1146 lr: 1.7987e-04 gnorm: 0.4982 | |
| 04/05/2020 12:01:44 > epoch 26 updates 37640 loss: 0.0724 lr: 1.7987e-04 gnorm: 0.3410 | |
| 04/05/2020 12:01:48 train loss: 0.0934 lr: 1.7987e-04 gnorm: 0.4192 clip: 0 | |
| 04/05/2020 12:01:48 valid loss: 0.3449 auc: 0.9537 f1: 0.8927 acc: 0.8899 [BEST: 0.8959] | |
| 04/05/2020 12:01:49 > epoch 26 updates 37660 loss: 0.1021 lr: 1.7987e-04 gnorm: 0.4255 | |
| 04/05/2020 12:01:52 > epoch 26 updates 37680 loss: 0.0890 lr: 1.7987e-04 gnorm: 0.3489 | |
| 04/05/2020 12:01:55 > epoch 26 updates 37700 loss: 0.0846 lr: 1.7987e-04 gnorm: 0.4001 | |
| 04/05/2020 12:01:57 train loss: 0.0918 lr: 1.7987e-04 gnorm: 0.3914 clip: 0 | |
| 04/05/2020 12:01:57 valid loss: 0.3398 auc: 0.9542 f1: 0.8906 acc: 0.8891 [BEST: 0.8959] | |
| 04/05/2020 12:02:00 > epoch 26 updates 37720 loss: 0.0727 lr: 1.7987e-04 gnorm: 0.3067 | |
| 04/05/2020 12:02:03 > epoch 26 updates 37740 loss: 0.0994 lr: 1.7987e-04 gnorm: 0.3839 | |
| 04/05/2020 12:02:06 train loss: 0.0861 lr: 1.7987e-04 gnorm: 0.3455 clip: 0 | |
| 04/05/2020 12:02:06 valid loss: 0.3442 auc: 0.9544 f1: 0.8930 acc: 0.8913 [BEST: 0.8959] | |
| 04/05/2020 12:02:08 > epoch 26 updates 37760 loss: 0.0828 lr: 1.7987e-04 gnorm: 0.3412 | |
| 04/05/2020 12:02:11 > epoch 26 updates 37780 loss: 0.1006 lr: 1.7987e-04 gnorm: 0.4038 | |
| 04/05/2020 12:02:14 > epoch 26 updates 37800 loss: 0.0702 lr: 1.7987e-04 gnorm: 0.3073 | |
| 04/05/2020 12:02:16 train loss: 0.0845 lr: 1.7987e-04 gnorm: 0.3507 clip: 0 | |
| 04/05/2020 12:02:16 valid loss: 0.3489 auc: 0.9544 f1: 0.8939 acc: 0.8917 [BEST: 0.8959] | |
| 04/05/2020 12:02:19 > epoch 26 updates 37820 loss: 0.0890 lr: 1.7987e-04 gnorm: 0.2981 | |
| 04/05/2020 12:02:22 > epoch 26 updates 37840 loss: 0.0689 lr: 1.7987e-04 gnorm: 0.3963 | |
| 04/05/2020 12:02:25 train loss: 0.0789 lr: 1.7987e-04 gnorm: 0.3475 clip: 0 | |
| 04/05/2020 12:02:25 valid loss: 0.3458 auc: 0.9540 f1: 0.8929 acc: 0.8908 [BEST: 0.8959] | |
| 04/05/2020 12:02:27 > epoch 26 updates 37860 loss: 0.0768 lr: 1.7987e-04 gnorm: 0.2764 | |
| 04/05/2020 12:02:29 > epoch 26 updates 37880 loss: 0.0743 lr: 1.7987e-04 gnorm: 0.3376 | |
| 04/05/2020 12:02:32 > epoch 26 updates 37900 loss: 0.1006 lr: 1.7987e-04 gnorm: 0.4401 | |
| 04/05/2020 12:02:34 train loss: 0.0840 lr: 1.7987e-04 gnorm: 0.3519 clip: 0 | |
| 04/05/2020 12:02:34 valid loss: 0.3505 auc: 0.9549 f1: 0.8943 acc: 0.8922 [BEST: 0.8959] | |
| 04/05/2020 12:02:37 > epoch 26 updates 37920 loss: 0.1000 lr: 1.7987e-04 gnorm: 0.3947 | |
| 04/05/2020 12:02:40 > epoch 26 updates 37940 loss: 0.0718 lr: 1.7987e-04 gnorm: 0.3520 | |
| 04/05/2020 12:02:44 train loss: 0.0858 lr: 1.7987e-04 gnorm: 0.3733 clip: 0 | |
| 04/05/2020 12:02:44 valid loss: 0.3489 auc: 0.9539 f1: 0.8930 acc: 0.8908 [BEST: 0.8959] | |
| 04/05/2020 12:02:45 > epoch 26 updates 37960 loss: 0.0790 lr: 1.7987e-04 gnorm: 0.3701 | |
| 04/05/2020 12:02:48 > epoch 26 updates 37980 loss: 0.0787 lr: 1.7987e-04 gnorm: 0.2681 | |
| 04/05/2020 12:02:51 > epoch 26 updates 38000 loss: 0.0585 lr: 1.7987e-04 gnorm: 0.2956 | |
| 04/05/2020 12:02:53 train loss: 0.0720 lr: 1.7987e-04 gnorm: 0.3110 clip: 0 | |
| 04/05/2020 12:02:53 valid loss: 0.3377 auc: 0.9545 f1: 0.8936 acc: 0.8917 [BEST: 0.8959] | |
| 04/05/2020 12:02:56 > epoch 26 updates 38020 loss: 0.0801 lr: 1.7087e-04 gnorm: 0.3490 | |
| 04/05/2020 12:02:59 > epoch 26 updates 38040 loss: 0.0964 lr: 1.7087e-04 gnorm: 0.4138 | |
| 04/05/2020 12:03:02 train loss: 0.0883 lr: 1.7087e-04 gnorm: 0.3816 clip: 0 | |
| 04/05/2020 12:03:02 valid loss: 0.3425 auc: 0.9537 f1: 0.8914 acc: 0.8904 [BEST: 0.8959] | |
| 04/05/2020 12:03:04 > epoch 26 updates 38060 loss: 0.0977 lr: 1.7087e-04 gnorm: 0.3828 | |
| 04/05/2020 12:03:07 > epoch 26 updates 38080 loss: 0.0903 lr: 1.7087e-04 gnorm: 0.3636 | |
| 04/05/2020 12:03:10 > epoch 26 updates 38100 loss: 0.0828 lr: 1.7087e-04 gnorm: 0.3348 | |
| 04/05/2020 12:03:12 train loss: 0.0902 lr: 1.7087e-04 gnorm: 0.3602 clip: 0 | |
| 04/05/2020 12:03:12 valid loss: 0.3422 auc: 0.9539 f1: 0.8923 acc: 0.8912 [BEST: 0.8959] | |
| 04/05/2020 12:03:14 > epoch 26 updates 38120 loss: 0.1182 lr: 1.7087e-04 gnorm: 0.4525 | |
| 04/05/2020 12:03:17 > epoch 26 updates 38140 loss: 0.1215 lr: 1.7087e-04 gnorm: 0.4579 | |
| 04/05/2020 12:03:21 train loss: 0.1199 lr: 1.7087e-04 gnorm: 0.4552 clip: 0 | |
| 04/05/2020 12:03:21 valid loss: 0.3443 auc: 0.9540 f1: 0.8934 acc: 0.8918 [BEST: 0.8959] | |
| 04/05/2020 12:03:22 > epoch 26 updates 38160 loss: 0.1009 lr: 1.7087e-04 gnorm: 0.3606 | |
| 04/05/2020 12:03:25 > epoch 26 updates 38180 loss: 0.1145 lr: 1.7087e-04 gnorm: 0.4537 | |
| 04/05/2020 12:03:28 > epoch 26 updates 38200 loss: 0.1097 lr: 1.7087e-04 gnorm: 0.5476 | |
| 04/05/2020 12:03:30 train loss: 0.1084 lr: 1.7087e-04 gnorm: 0.4546 clip: 0 | |
| 04/05/2020 12:03:30 valid loss: 0.3436 auc: 0.9551 f1: 0.8952 acc: 0.8934 [BEST: 0.8959] | |
| 04/05/2020 12:03:33 > epoch 26 updates 38220 loss: 0.0838 lr: 1.7087e-04 gnorm: 0.4196 | |
| 04/05/2020 12:03:36 > epoch 26 updates 38240 loss: 0.0988 lr: 1.7087e-04 gnorm: 0.4696 | |
| 04/05/2020 12:03:39 train loss: 0.0913 lr: 1.7087e-04 gnorm: 0.4447 clip: 0 | |
| 04/05/2020 12:03:39 valid loss: 0.3448 auc: 0.9550 f1: 0.8940 acc: 0.8928 [BEST: 0.8959] | |
| 04/05/2020 12:03:41 > epoch 26 updates 38260 loss: 0.1023 lr: 1.7087e-04 gnorm: 0.4458 | |
| 04/05/2020 12:03:44 > epoch 26 updates 38280 loss: 0.0752 lr: 1.7087e-04 gnorm: 0.3379 | |
| 04/05/2020 12:03:47 > epoch 26 updates 38300 loss: 0.0937 lr: 1.7087e-04 gnorm: 0.3473 | |
| 04/05/2020 12:03:49 train loss: 0.0904 lr: 1.7087e-04 gnorm: 0.3767 clip: 0 | |
| 04/05/2020 12:03:49 valid loss: 0.3414 auc: 0.9544 f1: 0.8942 acc: 0.8929 [BEST: 0.8959] | |
| 04/05/2020 12:03:52 > epoch 26 updates 38320 loss: 0.0921 lr: 1.7087e-04 gnorm: 0.3943 | |
| 04/05/2020 12:03:54 > epoch 26 updates 38340 loss: 0.1235 lr: 1.7087e-04 gnorm: 0.5059 | |
| 04/05/2020 12:03:58 train loss: 0.1079 lr: 1.7087e-04 gnorm: 0.4504 clip: 0 | |
| 04/05/2020 12:03:58 valid loss: 0.3430 auc: 0.9541 f1: 0.8943 acc: 0.8924 [BEST: 0.8959] | |
| 04/05/2020 12:03:59 > epoch 26 updates 38360 loss: 0.0732 lr: 1.7087e-04 gnorm: 0.3610 | |
| 04/05/2020 12:04:02 > epoch 26 updates 38380 loss: 0.0919 lr: 1.7087e-04 gnorm: 0.4517 | |
| 04/05/2020 12:04:05 > epoch 26 updates 38400 loss: 0.0853 lr: 1.7087e-04 gnorm: 0.4610 | |
| 04/05/2020 12:04:07 train loss: 0.0835 lr: 1.7087e-04 gnorm: 0.4249 clip: 0 | |
| 04/05/2020 12:04:07 valid loss: 0.3381 auc: 0.9541 f1: 0.8939 acc: 0.8920 [BEST: 0.8959] | |
| 04/05/2020 12:04:10 > epoch 26 updates 38420 loss: 0.0880 lr: 1.7087e-04 gnorm: 0.2738 | |
| 04/05/2020 12:04:13 > epoch 26 updates 38440 loss: 0.0621 lr: 1.7087e-04 gnorm: 0.3046 | |
| 04/05/2020 12:04:17 train loss: 0.0750 lr: 1.7087e-04 gnorm: 0.2893 clip: 0 | |
| 04/05/2020 12:04:17 valid loss: 0.3396 auc: 0.9545 f1: 0.8959 acc: 0.8935 [BEST: 0.8959] | |
| 04/05/2020 12:04:18 > epoch 26 updates 38460 loss: 0.0908 lr: 1.7087e-04 gnorm: 0.3930 | |
| 04/05/2020 12:04:21 > epoch 26 updates 38480 loss: 0.0726 lr: 1.7087e-04 gnorm: 0.3368 | |
| 04/05/2020 12:04:24 > epoch 26 updates 38500 loss: 0.0807 lr: 1.7087e-04 gnorm: 0.3552 | |
| 04/05/2020 12:04:26 train loss: 0.0813 lr: 1.7087e-04 gnorm: 0.3615 clip: 0 | |
| 04/05/2020 12:04:26 valid loss: 0.3467 auc: 0.9543 f1: 0.8957 acc: 0.8934 [BEST: 0.8959] | |
| 04/05/2020 12:04:29 > epoch 26 updates 38520 loss: 0.1241 lr: 1.7087e-04 gnorm: 0.5148 | |
| 04/05/2020 12:04:32 > epoch 26 updates 38540 loss: 0.0862 lr: 1.7087e-04 gnorm: 0.3771 | |
| 04/05/2020 12:04:35 train loss: 0.1051 lr: 1.7087e-04 gnorm: 0.4456 clip: 0 | |
| 04/05/2020 12:04:35 valid loss: 0.3376 auc: 0.9562 f1: 0.8970 acc: 0.8954 [BEST: 0.8959] | |
| 04/05/2020 12:04:36 > epoch 26 updates 38560 loss: 0.0857 lr: 1.7087e-04 gnorm: 0.3806 | |
| 04/05/2020 12:04:39 > epoch 26 updates 38580 loss: 0.0906 lr: 1.7087e-04 gnorm: 0.3742 | |
| 04/05/2020 12:04:42 > epoch 26 updates 38600 loss: 0.0858 lr: 1.7087e-04 gnorm: 0.3910 | |
| 04/05/2020 12:04:44 train loss: 0.0874 lr: 1.7087e-04 gnorm: 0.3820 clip: 0 | |
| 04/05/2020 12:04:44 valid loss: 0.3396 auc: 0.9548 f1: 0.8965 acc: 0.8942 [BEST: 0.8959] | |
| 04/05/2020 12:04:47 > epoch 26 updates 38620 loss: 0.1006 lr: 1.7087e-04 gnorm: 0.4946 | |
| 04/05/2020 12:04:50 > epoch 26 updates 38640 loss: 0.1245 lr: 1.7087e-04 gnorm: 0.5574 | |
| 04/05/2020 12:04:54 train loss: 0.1126 lr: 1.7087e-04 gnorm: 0.5262 clip: 0 | |
| 04/05/2020 12:04:54 valid loss: 0.3436 auc: 0.9530 f1: 0.8956 acc: 0.8933 [BEST: 0.8959] | |
| 04/05/2020 12:04:55 > epoch 26 updates 38660 loss: 0.0824 lr: 1.7087e-04 gnorm: 0.3925 | |
| 04/05/2020 12:04:58 > epoch 26 updates 38680 loss: 0.0806 lr: 1.7087e-04 gnorm: 0.3126 | |
| 04/05/2020 12:05:01 > epoch 26 updates 38700 loss: 0.1247 lr: 1.7087e-04 gnorm: 0.3897 | |
| 04/05/2020 12:05:03 train loss: 0.0961 lr: 1.7087e-04 gnorm: 0.3649 clip: 0 | |
| 04/05/2020 12:05:03 valid loss: 0.3387 auc: 0.9547 f1: 0.8952 acc: 0.8933 [BEST: 0.8959] | |
| 04/05/2020 12:05:06 > epoch 26 updates 38720 loss: 0.1037 lr: 1.7087e-04 gnorm: 0.3197 | |
| 04/05/2020 12:05:09 > epoch 26 updates 38740 loss: 0.0879 lr: 1.7087e-04 gnorm: 0.3956 | |
| 04/05/2020 12:05:12 train loss: 0.0957 lr: 1.7087e-04 gnorm: 0.3578 clip: 0 | |
| 04/05/2020 12:05:12 valid loss: 0.3416 auc: 0.9561 f1: 0.8953 acc: 0.8939 [BEST: 0.8959] | |
| 04/05/2020 12:05:14 > epoch 26 updates 38760 loss: 0.1150 lr: 1.7087e-04 gnorm: 0.3860 | |
| 04/05/2020 12:05:17 > epoch 26 updates 38780 loss: 0.0822 lr: 1.7087e-04 gnorm: 0.3083 | |
| 04/05/2020 12:05:20 > epoch 26 updates 38800 loss: 0.1036 lr: 1.7087e-04 gnorm: 0.4053 | |
| 04/05/2020 12:05:22 train loss: 0.1002 lr: 1.7087e-04 gnorm: 0.3666 clip: 0 | |
| 04/05/2020 12:05:22 valid loss: 0.3422 auc: 0.9545 f1: 0.8936 acc: 0.8921 [BEST: 0.8959] | |
| 04/05/2020 12:05:25 > epoch 26 updates 38820 loss: 0.0805 lr: 1.7087e-04 gnorm: 0.3697 | |
| 04/05/2020 12:05:27 > epoch 26 updates 38840 loss: 0.1319 lr: 1.7087e-04 gnorm: 0.4328 | |
| 04/05/2020 12:05:31 train loss: 0.1063 lr: 1.7087e-04 gnorm: 0.4014 clip: 0 | |
| 04/05/2020 12:05:31 valid loss: 0.3554 auc: 0.9543 f1: 0.8949 acc: 0.8931 [BEST: 0.8959] | |
| 04/05/2020 12:05:32 > epoch 26 updates 38860 loss: 0.0930 lr: 1.7087e-04 gnorm: 0.4300 | |
| 04/05/2020 12:05:35 > epoch 26 updates 38880 loss: 0.0914 lr: 1.7087e-04 gnorm: 0.3689 | |
| 04/05/2020 12:05:38 > epoch 26 updates 38900 loss: 0.0999 lr: 1.7087e-04 gnorm: 0.3595 | |
| 04/05/2020 12:05:40 train loss: 0.0948 lr: 1.7087e-04 gnorm: 0.3859 clip: 0 | |
| 04/05/2020 12:05:40 valid loss: 0.3385 auc: 0.9563 f1: 0.8942 acc: 0.8932 [BEST: 0.8959] | |
| 04/05/2020 12:05:43 > epoch 26 updates 38920 loss: 0.1120 lr: 1.7087e-04 gnorm: 0.3781 | |
| 04/05/2020 12:05:46 > epoch 26 updates 38940 loss: 0.0857 lr: 1.7087e-04 gnorm: 0.4216 | |
| 04/05/2020 12:05:49 train loss: 0.0988 lr: 1.7087e-04 gnorm: 0.3999 clip: 0 | |
| 04/05/2020 12:05:49 valid loss: 0.3323 auc: 0.9551 f1: 0.8930 acc: 0.8920 [BEST: 0.8959] | |
| 04/05/2020 12:05:51 > epoch 26 updates 38960 loss: 0.0924 lr: 1.7087e-04 gnorm: 0.3019 | |
| 04/05/2020 12:05:54 > epoch 26 updates 38980 loss: 0.1062 lr: 1.7087e-04 gnorm: 0.4134 | |
| 04/05/2020 12:05:57 > epoch 26 updates 39000 loss: 0.0931 lr: 1.7087e-04 gnorm: 0.4536 | |
| 04/05/2020 12:05:59 train loss: 0.0973 lr: 1.7087e-04 gnorm: 0.3901 clip: 0 | |
| 04/05/2020 12:05:59 valid loss: 0.3414 auc: 0.9550 f1: 0.8953 acc: 0.8937 [BEST: 0.8959] | |
| 04/05/2020 12:06:01 > epoch 26 updates 39020 loss: 0.1284 lr: 1.6233e-04 gnorm: 0.4093 | |
| 04/05/2020 12:06:04 > epoch 26 updates 39040 loss: 0.0703 lr: 1.6233e-04 gnorm: 0.3474 | |
| 04/05/2020 12:06:08 train loss: 0.0992 lr: 1.6233e-04 gnorm: 0.3782 clip: 0 | |
| 04/05/2020 12:06:08 valid loss: 0.3416 auc: 0.9548 f1: 0.8957 acc: 0.8938 [BEST: 0.8959] | |
| 04/05/2020 12:06:10 valid loss: 0.3416 auc: 0.9548 f1: 0.8959 acc: 0.8939 [BEST: 0.8959] | |
| 04/05/2020 12:06:10 Epoch: 27 | |
| 04/05/2020 12:06:15 > epoch 27 updates 39060 loss: 0.1307 lr: 1.6233e-04 gnorm: 0.3973 | |
| 04/05/2020 12:06:18 > epoch 27 updates 39080 loss: 0.1645 lr: 1.6233e-04 gnorm: 0.4568 | |
| 04/05/2020 12:06:21 > epoch 27 updates 39100 loss: 0.0873 lr: 1.6233e-04 gnorm: 0.4195 | |
| 04/05/2020 12:06:23 train loss: 0.1273 lr: 1.6233e-04 gnorm: 0.4246 clip: 0 | |
| 04/05/2020 12:06:23 valid loss: 0.3433 auc: 0.9548 f1: 0.8943 acc: 0.8928 [BEST: 0.8959] | |
| 04/05/2020 12:06:25 > epoch 27 updates 39120 loss: 0.0746 lr: 1.6233e-04 gnorm: 0.3479 | |
| 04/05/2020 12:06:28 > epoch 27 updates 39140 loss: 0.1184 lr: 1.6233e-04 gnorm: 0.4830 | |
| 04/05/2020 12:06:32 train loss: 0.0966 lr: 1.6233e-04 gnorm: 0.4158 clip: 0 | |
| 04/05/2020 12:06:32 valid loss: 0.3470 auc: 0.9551 f1: 0.8950 acc: 0.8934 [BEST: 0.8959] | |
| 04/05/2020 12:06:33 > epoch 27 updates 39160 loss: 0.1245 lr: 1.6233e-04 gnorm: 0.4263 | |
| 04/05/2020 12:06:36 > epoch 27 updates 39180 loss: 0.1148 lr: 1.6233e-04 gnorm: 0.4389 | |
| 04/05/2020 12:06:39 > epoch 27 updates 39200 loss: 0.1458 lr: 1.6233e-04 gnorm: 0.5045 | |
| 04/05/2020 12:06:41 train loss: 0.1284 lr: 1.6233e-04 gnorm: 0.4569 clip: 0 | |
| 04/05/2020 12:06:41 valid loss: 0.3404 auc: 0.9547 f1: 0.8937 acc: 0.8925 [BEST: 0.8959] | |
| 04/05/2020 12:06:44 > epoch 27 updates 39220 loss: 0.0684 lr: 1.6233e-04 gnorm: 0.3057 | |
| 04/05/2020 12:06:47 > epoch 27 updates 39240 loss: 0.0601 lr: 1.6233e-04 gnorm: 0.3338 | |
| 04/05/2020 12:06:50 train loss: 0.0642 lr: 1.6233e-04 gnorm: 0.3198 clip: 0 | |
| 04/05/2020 12:06:50 valid loss: 0.3466 auc: 0.9546 f1: 0.8922 acc: 0.8909 [BEST: 0.8959] | |
| 04/05/2020 12:06:52 > epoch 27 updates 39260 loss: 0.0601 lr: 1.6233e-04 gnorm: 0.2983 | |
| 04/05/2020 12:06:55 > epoch 27 updates 39280 loss: 0.0704 lr: 1.6233e-04 gnorm: 0.3529 | |
| 04/05/2020 12:06:58 > epoch 27 updates 39300 loss: 0.0850 lr: 1.6233e-04 gnorm: 0.3753 | |
| 04/05/2020 12:07:00 train loss: 0.0719 lr: 1.6233e-04 gnorm: 0.3424 clip: 0 | |
| 04/05/2020 12:07:00 valid loss: 0.3495 auc: 0.9543 f1: 0.8914 acc: 0.8902 [BEST: 0.8959] | |
| 04/05/2020 12:07:02 > epoch 27 updates 39320 loss: 0.0799 lr: 1.6233e-04 gnorm: 0.3136 | |
| 04/05/2020 12:07:05 > epoch 27 updates 39340 loss: 0.0889 lr: 1.6233e-04 gnorm: 0.4150 | |
| 04/05/2020 12:07:09 train loss: 0.0844 lr: 1.6233e-04 gnorm: 0.3646 clip: 0 | |
| 04/05/2020 12:07:09 valid loss: 0.3400 auc: 0.9550 f1: 0.8946 acc: 0.8927 [BEST: 0.8959] | |
| 04/05/2020 12:07:10 > epoch 27 updates 39360 loss: 0.1146 lr: 1.6233e-04 gnorm: 0.4875 | |
| 04/05/2020 12:07:13 > epoch 27 updates 39380 loss: 0.0388 lr: 1.6233e-04 gnorm: 0.1831 | |
| 04/05/2020 12:07:16 > epoch 27 updates 39400 loss: 0.0572 lr: 1.6233e-04 gnorm: 0.2983 | |
| 04/05/2020 12:07:18 train loss: 0.0700 lr: 1.6233e-04 gnorm: 0.3223 clip: 0 | |
| 04/05/2020 12:07:18 valid loss: 0.3411 auc: 0.9558 f1: 0.8938 acc: 0.8928 [BEST: 0.8959] | |
| 04/05/2020 12:07:21 > epoch 27 updates 39420 loss: 0.1145 lr: 1.6233e-04 gnorm: 0.4522 | |
| 04/05/2020 12:07:24 > epoch 27 updates 39440 loss: 0.0922 lr: 1.6233e-04 gnorm: 0.3816 | |
| 04/05/2020 12:07:27 train loss: 0.1033 lr: 1.6233e-04 gnorm: 0.4168 clip: 0 | |
| 04/05/2020 12:07:27 valid loss: 0.3471 auc: 0.9536 f1: 0.8940 acc: 0.8915 [BEST: 0.8959] | |
| 04/05/2020 12:07:29 > epoch 27 updates 39460 loss: 0.1245 lr: 1.6233e-04 gnorm: 0.3962 | |
| 04/05/2020 12:07:32 > epoch 27 updates 39480 loss: 0.0856 lr: 1.6233e-04 gnorm: 0.3049 | |
| 04/05/2020 12:07:35 > epoch 27 updates 39500 loss: 0.1246 lr: 1.6233e-04 gnorm: 0.3907 | |
| 04/05/2020 12:07:37 train loss: 0.1116 lr: 1.6233e-04 gnorm: 0.3639 clip: 0 | |
| 04/05/2020 12:07:37 valid loss: 0.3421 auc: 0.9546 f1: 0.8957 acc: 0.8934 [BEST: 0.8959] | |
| 04/05/2020 12:07:40 > epoch 27 updates 39520 loss: 0.0731 lr: 1.6233e-04 gnorm: 0.3609 | |
| 04/05/2020 12:07:43 > epoch 27 updates 39540 loss: 0.1148 lr: 1.6233e-04 gnorm: 0.4509 | |
| 04/05/2020 12:07:46 train loss: 0.0940 lr: 1.6233e-04 gnorm: 0.4061 clip: 0 | |
| 04/05/2020 12:07:46 valid loss: 0.3449 auc: 0.9553 f1: 0.8955 acc: 0.8939 [BEST: 0.8959] | |
| 04/05/2020 12:07:47 > epoch 27 updates 39560 loss: 0.1233 lr: 1.6233e-04 gnorm: 0.3814 | |
| 04/05/2020 12:07:50 > epoch 27 updates 39580 loss: 0.0919 lr: 1.6233e-04 gnorm: 0.4401 | |
| 04/05/2020 12:07:53 > epoch 27 updates 39600 loss: 0.1400 lr: 1.6233e-04 gnorm: 0.4571 | |
| 04/05/2020 12:07:55 train loss: 0.1185 lr: 1.6233e-04 gnorm: 0.4265 clip: 0 | |
| 04/05/2020 12:07:55 valid loss: 0.3389 auc: 0.9553 f1: 0.8949 acc: 0.8935 [BEST: 0.8959] | |
| 04/05/2020 12:07:58 > epoch 27 updates 39620 loss: 0.0691 lr: 1.6233e-04 gnorm: 0.3442 | |
| 04/05/2020 12:08:01 > epoch 27 updates 39640 loss: 0.0942 lr: 1.6233e-04 gnorm: 0.4529 | |
| 04/05/2020 12:08:05 train loss: 0.0817 lr: 1.6233e-04 gnorm: 0.3988 clip: 0 | |
| 04/05/2020 12:08:05 valid loss: 0.3520 auc: 0.9532 f1: 0.8915 acc: 0.8894 [BEST: 0.8959] | |
| 04/05/2020 12:08:06 > epoch 27 updates 39660 loss: 0.1140 lr: 1.6233e-04 gnorm: 0.4374 | |
| 04/05/2020 12:08:09 > epoch 27 updates 39680 loss: 0.0595 lr: 1.6233e-04 gnorm: 0.2369 | |
| 04/05/2020 12:08:12 > epoch 27 updates 39700 loss: 0.1080 lr: 1.6233e-04 gnorm: 0.3895 | |
| 04/05/2020 12:08:14 train loss: 0.0938 lr: 1.6233e-04 gnorm: 0.3545 clip: 0 | |
| 04/05/2020 12:08:14 valid loss: 0.3517 auc: 0.9547 f1: 0.8932 acc: 0.8912 [BEST: 0.8959] | |
| 04/05/2020 12:08:17 > epoch 27 updates 39720 loss: 0.1041 lr: 1.6233e-04 gnorm: 0.4229 | |
| 04/05/2020 12:08:20 > epoch 27 updates 39740 loss: 0.0859 lr: 1.6233e-04 gnorm: 0.3948 | |
| 04/05/2020 12:08:23 train loss: 0.0950 lr: 1.6233e-04 gnorm: 0.4088 clip: 0 | |
| 04/05/2020 12:08:23 valid loss: 0.3467 auc: 0.9555 f1: 0.8938 acc: 0.8923 [BEST: 0.8959] | |
| 04/05/2020 12:08:25 > epoch 27 updates 39760 loss: 0.0611 lr: 1.6233e-04 gnorm: 0.2811 | |
| 04/05/2020 12:08:28 > epoch 27 updates 39780 loss: 0.1056 lr: 1.6233e-04 gnorm: 0.3578 | |
| 04/05/2020 12:08:31 > epoch 27 updates 39800 loss: 0.0598 lr: 1.6233e-04 gnorm: 0.3123 | |
| 04/05/2020 12:08:33 train loss: 0.0755 lr: 1.6233e-04 gnorm: 0.3172 clip: 0 | |
| 04/05/2020 12:08:33 valid loss: 0.3531 auc: 0.9545 f1: 0.8938 acc: 0.8917 [BEST: 0.8959] | |
| 04/05/2020 12:08:36 > epoch 27 updates 39820 loss: 0.0647 lr: 1.6233e-04 gnorm: 0.3434 | |
| 04/05/2020 12:08:39 > epoch 27 updates 39840 loss: 0.1116 lr: 1.6233e-04 gnorm: 0.4582 | |
| 04/05/2020 12:08:42 train loss: 0.0883 lr: 1.6233e-04 gnorm: 0.4011 clip: 0 | |
| 04/05/2020 12:08:42 valid loss: 0.3511 auc: 0.9550 f1: 0.8941 acc: 0.8923 [BEST: 0.8959] | |
| 04/05/2020 12:08:44 > epoch 27 updates 39860 loss: 0.1262 lr: 1.6233e-04 gnorm: 0.4677 | |
| 04/05/2020 12:08:47 > epoch 27 updates 39880 loss: 0.0969 lr: 1.6233e-04 gnorm: 0.3792 | |
| 04/05/2020 12:08:50 > epoch 27 updates 39900 loss: 0.1044 lr: 1.6233e-04 gnorm: 0.4129 | |
| 04/05/2020 12:08:52 train loss: 0.1091 lr: 1.6233e-04 gnorm: 0.4197 clip: 0 | |
| 04/05/2020 12:08:52 valid loss: 0.3487 auc: 0.9533 f1: 0.8928 acc: 0.8910 [BEST: 0.8959] | |
| 04/05/2020 12:08:54 > epoch 27 updates 39920 loss: 0.1156 lr: 1.6233e-04 gnorm: 0.5024 | |
| 04/05/2020 12:08:57 > epoch 27 updates 39940 loss: 0.1040 lr: 1.6233e-04 gnorm: 0.4501 | |
| 04/05/2020 12:09:01 train loss: 0.1098 lr: 1.6233e-04 gnorm: 0.4761 clip: 0 | |
| 04/05/2020 12:09:01 valid loss: 0.3452 auc: 0.9551 f1: 0.8925 acc: 0.8914 [BEST: 0.8959] | |
| 04/05/2020 12:09:02 > epoch 27 updates 39960 loss: 0.0955 lr: 1.6233e-04 gnorm: 0.4073 | |
| 04/05/2020 12:09:05 > epoch 27 updates 39980 loss: 0.1079 lr: 1.6233e-04 gnorm: 0.4054 | |
| 04/05/2020 12:09:08 > epoch 27 updates 40000 loss: 0.1434 lr: 1.6233e-04 gnorm: 0.4674 | |
| 04/05/2020 12:09:10 train loss: 0.1158 lr: 1.6233e-04 gnorm: 0.4269 clip: 0 | |
| 04/05/2020 12:09:10 valid loss: 0.3445 auc: 0.9545 f1: 0.8931 acc: 0.8910 [BEST: 0.8959] | |
| 04/05/2020 12:09:13 > epoch 27 updates 40020 loss: 0.0697 lr: 1.5421e-04 gnorm: 0.3106 | |
| 04/05/2020 12:09:16 > epoch 27 updates 40040 loss: 0.0919 lr: 1.5421e-04 gnorm: 0.3571 | |
| 04/05/2020 12:09:19 train loss: 0.0808 lr: 1.5421e-04 gnorm: 0.3339 clip: 0 | |
| 04/05/2020 12:09:19 valid loss: 0.3427 auc: 0.9556 f1: 0.8937 acc: 0.8927 [BEST: 0.8959] | |
| 04/05/2020 12:09:21 > epoch 27 updates 40060 loss: 0.1224 lr: 1.5421e-04 gnorm: 0.5524 | |
| 04/05/2020 12:09:24 > epoch 27 updates 40080 loss: 0.0931 lr: 1.5421e-04 gnorm: 0.3940 | |
| 04/05/2020 12:09:27 > epoch 27 updates 40100 loss: 0.1142 lr: 1.5421e-04 gnorm: 0.4177 | |
| 04/05/2020 12:09:29 train loss: 0.1099 lr: 1.5421e-04 gnorm: 0.4542 clip: 0 | |
| 04/05/2020 12:09:29 valid loss: 0.3510 auc: 0.9537 f1: 0.8910 acc: 0.8897 [BEST: 0.8959] | |
| 04/05/2020 12:09:32 > epoch 27 updates 40120 loss: 0.0922 lr: 1.5421e-04 gnorm: 0.3600 | |
| 04/05/2020 12:09:35 > epoch 27 updates 40140 loss: 0.0984 lr: 1.5421e-04 gnorm: 0.3595 | |
| 04/05/2020 12:09:38 train loss: 0.0953 lr: 1.5421e-04 gnorm: 0.3597 clip: 0 | |
| 04/05/2020 12:09:38 valid loss: 0.3412 auc: 0.9557 f1: 0.8949 acc: 0.8934 [BEST: 0.8959] | |
| 04/05/2020 12:09:40 > epoch 27 updates 40160 loss: 0.0787 lr: 1.5421e-04 gnorm: 0.3405 | |
| 04/05/2020 12:09:43 > epoch 27 updates 40180 loss: 0.1028 lr: 1.5421e-04 gnorm: 0.4066 | |
| 04/05/2020 12:09:46 > epoch 27 updates 40200 loss: 0.1127 lr: 1.5421e-04 gnorm: 0.4261 | |
| 04/05/2020 12:09:48 train loss: 0.0982 lr: 1.5421e-04 gnorm: 0.3914 clip: 0 | |
| 04/05/2020 12:09:48 valid loss: 0.3482 auc: 0.9538 f1: 0.8910 acc: 0.8894 [BEST: 0.8959] | |
| 04/05/2020 12:09:50 > epoch 27 updates 40220 loss: 0.1027 lr: 1.5421e-04 gnorm: 0.4248 | |
| 04/05/2020 12:09:54 > epoch 27 updates 40240 loss: 0.1106 lr: 1.5421e-04 gnorm: 0.4501 | |
| 04/05/2020 12:09:57 train loss: 0.1067 lr: 1.5421e-04 gnorm: 0.4375 clip: 0 | |
| 04/05/2020 12:09:57 valid loss: 0.3544 auc: 0.9540 f1: 0.8930 acc: 0.8909 [BEST: 0.8959] | |
| 04/05/2020 12:09:58 > epoch 27 updates 40260 loss: 0.0762 lr: 1.5421e-04 gnorm: 0.3742 | |
| 04/05/2020 12:10:01 > epoch 27 updates 40280 loss: 0.1528 lr: 1.5421e-04 gnorm: 0.4801 | |
| 04/05/2020 12:10:04 > epoch 27 updates 40300 loss: 0.0806 lr: 1.5421e-04 gnorm: 0.4268 | |
| 04/05/2020 12:10:06 train loss: 0.1032 lr: 1.5421e-04 gnorm: 0.4272 clip: 0 | |
| 04/05/2020 12:10:06 valid loss: 0.3522 auc: 0.9547 f1: 0.8926 acc: 0.8910 [BEST: 0.8959] | |
| 04/05/2020 12:10:09 > epoch 27 updates 40320 loss: 0.0743 lr: 1.5421e-04 gnorm: 0.3430 | |
| 04/05/2020 12:10:12 > epoch 27 updates 40340 loss: 0.0872 lr: 1.5421e-04 gnorm: 0.3748 | |
| 04/05/2020 12:10:15 train loss: 0.0808 lr: 1.5421e-04 gnorm: 0.3590 clip: 0 | |
| 04/05/2020 12:10:15 valid loss: 0.3543 auc: 0.9539 f1: 0.8940 acc: 0.8919 [BEST: 0.8959] | |
| 04/05/2020 12:10:17 > epoch 27 updates 40360 loss: 0.1190 lr: 1.5421e-04 gnorm: 0.4700 | |
| 04/05/2020 12:10:20 > epoch 27 updates 40380 loss: 0.0912 lr: 1.5421e-04 gnorm: 0.4008 | |
| 04/05/2020 12:10:23 > epoch 27 updates 40400 loss: 0.0837 lr: 1.5421e-04 gnorm: 0.3754 | |
| 04/05/2020 12:10:25 train loss: 0.0979 lr: 1.5421e-04 gnorm: 0.4151 clip: 0 | |
| 04/05/2020 12:10:25 valid loss: 0.3488 auc: 0.9546 f1: 0.8925 acc: 0.8912 [BEST: 0.8959] | |
| 04/05/2020 12:10:28 > epoch 27 updates 40420 loss: 0.0790 lr: 1.5421e-04 gnorm: 0.4106 | |
| 04/05/2020 12:10:31 > epoch 27 updates 40440 loss: 0.1035 lr: 1.5421e-04 gnorm: 0.4677 | |
| 04/05/2020 12:10:34 train loss: 0.0913 lr: 1.5421e-04 gnorm: 0.4393 clip: 0 | |
| 04/05/2020 12:10:34 valid loss: 0.3454 auc: 0.9537 f1: 0.8924 acc: 0.8908 [BEST: 0.8959] | |
| 04/05/2020 12:10:36 > epoch 27 updates 40460 loss: 0.1153 lr: 1.5421e-04 gnorm: 0.4260 | |
| 04/05/2020 12:10:38 > epoch 27 updates 40480 loss: 0.0994 lr: 1.5421e-04 gnorm: 0.4245 | |
| 04/05/2020 12:10:41 > epoch 27 updates 40500 loss: 0.1005 lr: 1.5421e-04 gnorm: 0.4028 | |
| 04/05/2020 12:10:43 train loss: 0.1050 lr: 1.5421e-04 gnorm: 0.4177 clip: 0 | |
| 04/05/2020 12:10:43 valid loss: 0.3471 auc: 0.9547 f1: 0.8896 acc: 0.8892 [BEST: 0.8959] | |
| 04/05/2020 12:10:46 > epoch 27 updates 40520 loss: 0.0886 lr: 1.5421e-04 gnorm: 0.3778 | |
| 04/05/2020 12:10:49 > epoch 27 updates 40540 loss: 0.1311 lr: 1.5421e-04 gnorm: 0.4095 | |
| 04/05/2020 12:10:53 train loss: 0.1100 lr: 1.5421e-04 gnorm: 0.3938 clip: 0 | |
| 04/05/2020 12:10:53 valid loss: 0.3380 auc: 0.9558 f1: 0.8932 acc: 0.8923 [BEST: 0.8959] | |
| 04/05/2020 12:10:55 valid loss: 0.3392 auc: 0.9556 f1: 0.8930 acc: 0.8921 [BEST: 0.8959] | |
| 04/05/2020 12:10:55 Epoch: 28 | |
| 04/05/2020 12:10:59 > epoch 28 updates 40560 loss: 0.0772 lr: 1.5421e-04 gnorm: 0.3346 | |
| 04/05/2020 12:11:02 > epoch 28 updates 40580 loss: 0.0758 lr: 1.5421e-04 gnorm: 0.3180 | |
| 04/05/2020 12:11:05 > epoch 28 updates 40600 loss: 0.0745 lr: 1.5421e-04 gnorm: 0.3316 | |
| 04/05/2020 12:11:07 train loss: 0.0758 lr: 1.5421e-04 gnorm: 0.3280 clip: 0 | |
| 04/05/2020 12:11:07 valid loss: 0.3461 auc: 0.9543 f1: 0.8927 acc: 0.8912 [BEST: 0.8959] | |
| 04/05/2020 12:11:10 > epoch 28 updates 40620 loss: 0.1257 lr: 1.5421e-04 gnorm: 0.5011 | |
| 04/05/2020 12:11:13 > epoch 28 updates 40640 loss: 0.0835 lr: 1.5421e-04 gnorm: 0.4929 | |
| 04/05/2020 12:11:16 train loss: 0.1045 lr: 1.5421e-04 gnorm: 0.4970 clip: 0 | |
| 04/05/2020 12:11:16 valid loss: 0.3478 auc: 0.9550 f1: 0.8954 acc: 0.8937 [BEST: 0.8959] | |
| 04/05/2020 12:11:18 > epoch 28 updates 40660 loss: 0.0889 lr: 1.5421e-04 gnorm: 0.3717 | |
| 04/05/2020 12:11:21 > epoch 28 updates 40680 loss: 0.0994 lr: 1.5421e-04 gnorm: 0.3958 | |
| 04/05/2020 12:11:24 > epoch 28 updates 40700 loss: 0.0573 lr: 1.5421e-04 gnorm: 0.3330 | |
| 04/05/2020 12:11:26 train loss: 0.0817 lr: 1.5421e-04 gnorm: 0.3667 clip: 0 | |
| 04/05/2020 12:11:26 valid loss: 0.3504 auc: 0.9547 f1: 0.8930 acc: 0.8916 [BEST: 0.8959] | |
| 04/05/2020 12:11:29 > epoch 28 updates 40720 loss: 0.0513 lr: 1.5421e-04 gnorm: 0.2465 | |
| 04/05/2020 12:11:32 > epoch 28 updates 40740 loss: 0.0676 lr: 1.5421e-04 gnorm: 0.3315 | |
| 04/05/2020 12:11:35 train loss: 0.0595 lr: 1.5421e-04 gnorm: 0.2892 clip: 0 | |
| 04/05/2020 12:11:35 valid loss: 0.3546 auc: 0.9545 f1: 0.8938 acc: 0.8923 [BEST: 0.8959] | |
| 04/05/2020 12:11:36 > epoch 28 updates 40760 loss: 0.1738 lr: 1.5421e-04 gnorm: 0.5134 | |
| 04/05/2020 12:11:39 > epoch 28 updates 40780 loss: 0.0820 lr: 1.5421e-04 gnorm: 0.4151 | |
| 04/05/2020 12:11:42 > epoch 28 updates 40800 loss: 0.0723 lr: 1.5421e-04 gnorm: 0.2853 | |
| 04/05/2020 12:11:44 train loss: 0.1090 lr: 1.5421e-04 gnorm: 0.4038 clip: 0 | |
| 04/05/2020 12:11:44 valid loss: 0.3507 auc: 0.9541 f1: 0.8922 acc: 0.8913 [BEST: 0.8959] | |
| 04/05/2020 12:11:47 > epoch 28 updates 40820 loss: 0.0890 lr: 1.5421e-04 gnorm: 0.4395 | |
| 04/05/2020 12:11:50 > epoch 28 updates 40840 loss: 0.0832 lr: 1.5421e-04 gnorm: 0.3651 | |
| 04/05/2020 12:11:53 train loss: 0.0861 lr: 1.5421e-04 gnorm: 0.4021 clip: 0 | |
| 04/05/2020 12:11:53 valid loss: 0.3522 auc: 0.9541 f1: 0.8940 acc: 0.8919 [BEST: 0.8959] | |
| 04/05/2020 12:11:55 > epoch 28 updates 40860 loss: 0.1030 lr: 1.5421e-04 gnorm: 0.4506 | |
| 04/05/2020 12:11:58 > epoch 28 updates 40880 loss: 0.0695 lr: 1.5421e-04 gnorm: 0.3068 | |
| 04/05/2020 12:12:01 > epoch 28 updates 40900 loss: 0.0774 lr: 1.5421e-04 gnorm: 0.3692 | |
| 04/05/2020 12:12:03 train loss: 0.0832 lr: 1.5421e-04 gnorm: 0.3752 clip: 0 | |
| 04/05/2020 12:12:03 valid loss: 0.3555 auc: 0.9535 f1: 0.8919 acc: 0.8905 [BEST: 0.8959] | |
| 04/05/2020 12:12:06 > epoch 28 updates 40920 loss: 0.1062 lr: 1.5421e-04 gnorm: 0.5729 | |
| 04/05/2020 12:12:09 > epoch 28 updates 40940 loss: 0.0919 lr: 1.5421e-04 gnorm: 0.3707 | |
| 04/05/2020 12:12:12 train loss: 0.0990 lr: 1.5421e-04 gnorm: 0.4713 clip: 0 | |
| 04/05/2020 12:12:12 valid loss: 0.3451 auc: 0.9558 f1: 0.8942 acc: 0.8932 [BEST: 0.8959] | |
| 04/05/2020 12:12:14 > epoch 28 updates 40960 loss: 0.0555 lr: 1.5421e-04 gnorm: 0.3066 | |
| 04/05/2020 12:12:16 > epoch 28 updates 40980 loss: 0.1755 lr: 1.5421e-04 gnorm: 0.5923 | |
| 04/05/2020 12:12:19 > epoch 28 updates 41000 loss: 0.0697 lr: 1.5421e-04 gnorm: 0.2937 | |
| 04/05/2020 12:12:21 train loss: 0.1003 lr: 1.5421e-04 gnorm: 0.3975 clip: 0 | |
| 04/05/2020 12:12:21 valid loss: 0.3573 auc: 0.9531 f1: 0.8934 acc: 0.8910 [BEST: 0.8959] | |
| 04/05/2020 12:12:24 > epoch 28 updates 41020 loss: 0.0817 lr: 1.4650e-04 gnorm: 0.2799 | |
| 04/05/2020 12:12:27 > epoch 28 updates 41040 loss: 0.0876 lr: 1.4650e-04 gnorm: 0.3503 | |
| 04/05/2020 12:12:31 train loss: 0.0846 lr: 1.4650e-04 gnorm: 0.3153 clip: 0 | |
| 04/05/2020 12:12:31 valid loss: 0.3515 auc: 0.9540 f1: 0.8932 acc: 0.8914 [BEST: 0.8959] | |
| 04/05/2020 12:12:32 > epoch 28 updates 41060 loss: 0.0882 lr: 1.4650e-04 gnorm: 0.3201 | |
| 04/05/2020 12:12:35 > epoch 28 updates 41080 loss: 0.0968 lr: 1.4650e-04 gnorm: 0.4403 | |
| 04/05/2020 12:12:38 > epoch 28 updates 41100 loss: 0.0878 lr: 1.4650e-04 gnorm: 0.3993 | |
| 04/05/2020 12:12:40 train loss: 0.0909 lr: 1.4650e-04 gnorm: 0.3868 clip: 0 | |
| 04/05/2020 12:12:40 valid loss: 0.3490 auc: 0.9549 f1: 0.8929 acc: 0.8914 [BEST: 0.8959] | |
| 04/05/2020 12:12:43 > epoch 28 updates 41120 loss: 0.1089 lr: 1.4650e-04 gnorm: 0.3703 | |
| 04/05/2020 12:12:46 > epoch 28 updates 41140 loss: 0.0717 lr: 1.4650e-04 gnorm: 0.3164 | |
| 04/05/2020 12:12:50 train loss: 0.0902 lr: 1.4650e-04 gnorm: 0.3432 clip: 0 | |
| 04/05/2020 12:12:50 valid loss: 0.3433 auc: 0.9544 f1: 0.8930 acc: 0.8912 [BEST: 0.8959] | |
| 04/05/2020 12:12:51 > epoch 28 updates 41160 loss: 0.0826 lr: 1.4650e-04 gnorm: 0.3144 | |
| 04/05/2020 12:12:54 > epoch 28 updates 41180 loss: 0.0942 lr: 1.4650e-04 gnorm: 0.4145 | |
| 04/05/2020 12:12:57 > epoch 28 updates 41200 loss: 0.1476 lr: 1.4650e-04 gnorm: 0.5702 | |
| 04/05/2020 12:12:59 train loss: 0.1083 lr: 1.4650e-04 gnorm: 0.4339 clip: 0 | |
| 04/05/2020 12:12:59 valid loss: 0.3497 auc: 0.9543 f1: 0.8928 acc: 0.8911 [BEST: 0.8959] | |
| 04/05/2020 12:13:02 > epoch 28 updates 41220 loss: 0.0980 lr: 1.4650e-04 gnorm: 0.3996 | |
| 04/05/2020 12:13:05 > epoch 28 updates 41240 loss: 0.1169 lr: 1.4650e-04 gnorm: 0.4297 | |
| 04/05/2020 12:13:08 train loss: 0.1075 lr: 1.4650e-04 gnorm: 0.4148 clip: 0 | |
| 04/05/2020 12:13:08 valid loss: 0.3490 auc: 0.9544 f1: 0.8961 acc: 0.8939 [BEST: 0.8959] | |
| 04/05/2020 12:13:10 > epoch 28 updates 41260 loss: 0.0969 lr: 1.4650e-04 gnorm: 0.4022 | |
| 04/05/2020 12:13:12 > epoch 28 updates 41280 loss: 0.1103 lr: 1.4650e-04 gnorm: 0.4459 | |
| 04/05/2020 12:13:16 > epoch 28 updates 41300 loss: 0.1105 lr: 1.4650e-04 gnorm: 0.3371 | |
| 04/05/2020 12:13:17 train loss: 0.1060 lr: 1.4650e-04 gnorm: 0.3949 clip: 0 | |
| 04/05/2020 12:13:17 valid loss: 0.3487 auc: 0.9543 f1: 0.8940 acc: 0.8922 [BEST: 0.8959] | |
| 04/05/2020 12:13:21 > epoch 28 updates 41320 loss: 0.0653 lr: 1.4650e-04 gnorm: 0.3225 | |
| 04/05/2020 12:13:24 > epoch 28 updates 41340 loss: 0.0976 lr: 1.4650e-04 gnorm: 0.4252 | |
| 04/05/2020 12:13:27 train loss: 0.0816 lr: 1.4650e-04 gnorm: 0.3741 clip: 0 | |
| 04/05/2020 12:13:27 valid loss: 0.3473 auc: 0.9551 f1: 0.8943 acc: 0.8928 [BEST: 0.8959] | |
| 04/05/2020 12:13:28 > epoch 28 updates 41360 loss: 0.0725 lr: 1.4650e-04 gnorm: 0.3472 | |
| 04/05/2020 12:13:31 > epoch 28 updates 41380 loss: 0.1085 lr: 1.4650e-04 gnorm: 0.4752 | |
| 04/05/2020 12:13:34 > epoch 28 updates 41400 loss: 0.0825 lr: 1.4650e-04 gnorm: 0.3868 | |
| 04/05/2020 12:13:36 train loss: 0.0879 lr: 1.4650e-04 gnorm: 0.4032 clip: 0 | |
| 04/05/2020 12:13:36 valid loss: 0.3448 auc: 0.9559 f1: 0.8928 acc: 0.8923 [BEST: 0.8959] | |
| 04/05/2020 12:13:39 > epoch 28 updates 41420 loss: 0.0956 lr: 1.4650e-04 gnorm: 0.3883 | |
| 04/05/2020 12:13:42 > epoch 28 updates 41440 loss: 0.0819 lr: 1.4650e-04 gnorm: 0.3136 | |
| 04/05/2020 12:13:45 train loss: 0.0888 lr: 1.4650e-04 gnorm: 0.3508 clip: 0 | |
| 04/05/2020 12:13:45 valid loss: 0.3456 auc: 0.9550 f1: 0.8933 acc: 0.8920 [BEST: 0.8959] | |
| 04/05/2020 12:13:47 > epoch 28 updates 41460 loss: 0.1213 lr: 1.4650e-04 gnorm: 0.3794 | |
| 04/05/2020 12:13:50 > epoch 28 updates 41480 loss: 0.1038 lr: 1.4650e-04 gnorm: 0.3701 | |
| 04/05/2020 12:13:53 > epoch 28 updates 41500 loss: 0.0677 lr: 1.4650e-04 gnorm: 0.3272 | |
| 04/05/2020 12:13:55 train loss: 0.0974 lr: 1.4650e-04 gnorm: 0.3587 clip: 0 | |
| 04/05/2020 12:13:55 valid loss: 0.3443 auc: 0.9550 f1: 0.8947 acc: 0.8930 [BEST: 0.8959] | |
| 04/05/2020 12:13:58 > epoch 28 updates 41520 loss: 0.1313 lr: 1.4650e-04 gnorm: 0.4842 | |
| 04/05/2020 12:14:01 > epoch 28 updates 41540 loss: 0.0804 lr: 1.4650e-04 gnorm: 0.4092 | |
| 04/05/2020 12:14:04 train loss: 0.1057 lr: 1.4650e-04 gnorm: 0.4465 clip: 0 | |
| 04/05/2020 12:14:04 valid loss: 0.3496 auc: 0.9545 f1: 0.8942 acc: 0.8923 [BEST: 0.8959] | |
| 04/05/2020 12:14:06 > epoch 28 updates 41560 loss: 0.0722 lr: 1.4650e-04 gnorm: 0.4282 | |
| 04/05/2020 12:14:08 > epoch 28 updates 41580 loss: 0.0955 lr: 1.4650e-04 gnorm: 0.3353 | |
| 04/05/2020 12:14:11 > epoch 28 updates 41600 loss: 0.0789 lr: 1.4650e-04 gnorm: 0.3669 | |
| 04/05/2020 12:14:13 train loss: 0.0822 lr: 1.4650e-04 gnorm: 0.3766 clip: 0 | |
| 04/05/2020 12:14:13 valid loss: 0.3500 auc: 0.9546 f1: 0.8944 acc: 0.8927 [BEST: 0.8959] | |
| 04/05/2020 12:14:16 > epoch 28 updates 41620 loss: 0.1149 lr: 1.4650e-04 gnorm: 0.4588 | |
| 04/05/2020 12:14:19 > epoch 28 updates 41640 loss: 0.0847 lr: 1.4650e-04 gnorm: 0.3123 | |
| 04/05/2020 12:14:23 train loss: 0.0997 lr: 1.4650e-04 gnorm: 0.3852 clip: 0 | |
| 04/05/2020 12:14:23 valid loss: 0.3495 auc: 0.9550 f1: 0.8937 acc: 0.8926 [BEST: 0.8959] | |
| 04/05/2020 12:14:24 > epoch 28 updates 41660 loss: 0.0466 lr: 1.4650e-04 gnorm: 0.2617 | |
| 04/05/2020 12:14:27 > epoch 28 updates 41680 loss: 0.0948 lr: 1.4650e-04 gnorm: 0.4006 | |
| 04/05/2020 12:14:30 > epoch 28 updates 41700 loss: 0.0694 lr: 1.4650e-04 gnorm: 0.2855 | |
| 04/05/2020 12:14:32 train loss: 0.0703 lr: 1.4650e-04 gnorm: 0.3160 clip: 0 | |
| 04/05/2020 12:14:32 valid loss: 0.3547 auc: 0.9541 f1: 0.8922 acc: 0.8909 [BEST: 0.8959] | |
| 04/05/2020 12:14:35 > epoch 28 updates 41720 loss: 0.1055 lr: 1.4650e-04 gnorm: 0.5587 | |
| 04/05/2020 12:14:38 > epoch 28 updates 41740 loss: 0.0915 lr: 1.4650e-04 gnorm: 0.3319 | |
| 04/05/2020 12:14:41 train loss: 0.0985 lr: 1.4650e-04 gnorm: 0.4447 clip: 0 | |
| 04/05/2020 12:14:41 valid loss: 0.3487 auc: 0.9551 f1: 0.8947 acc: 0.8932 [BEST: 0.8959] | |
| 04/05/2020 12:14:43 > epoch 28 updates 41760 loss: 0.1024 lr: 1.4650e-04 gnorm: 0.5304 | |
| 04/05/2020 12:14:46 > epoch 28 updates 41780 loss: 0.1581 lr: 1.4650e-04 gnorm: 0.5849 | |
| 04/05/2020 12:14:48 > epoch 28 updates 41800 loss: 0.1106 lr: 1.4650e-04 gnorm: 0.4066 | |
| 04/05/2020 12:14:50 train loss: 0.1237 lr: 1.4650e-04 gnorm: 0.5069 clip: 0 | |
| 04/05/2020 12:14:50 valid loss: 0.3497 auc: 0.9544 f1: 0.8930 acc: 0.8911 [BEST: 0.8959] | |
| 04/05/2020 12:14:53 > epoch 28 updates 41820 loss: 0.0846 lr: 1.4650e-04 gnorm: 0.4146 | |
| 04/05/2020 12:14:56 > epoch 28 updates 41840 loss: 0.0988 lr: 1.4650e-04 gnorm: 0.4256 | |
| 04/05/2020 12:15:00 train loss: 0.0917 lr: 1.4650e-04 gnorm: 0.4201 clip: 0 | |
| 04/05/2020 12:15:00 valid loss: 0.3445 auc: 0.9550 f1: 0.8940 acc: 0.8922 [BEST: 0.8959] | |
| 04/05/2020 12:15:01 > epoch 28 updates 41860 loss: 0.0808 lr: 1.4650e-04 gnorm: 0.3784 | |
| 04/05/2020 12:15:04 > epoch 28 updates 41880 loss: 0.0947 lr: 1.4650e-04 gnorm: 0.3912 | |
| 04/05/2020 12:15:07 > epoch 28 updates 41900 loss: 0.0620 lr: 1.4650e-04 gnorm: 0.3996 | |
| 04/05/2020 12:15:09 train loss: 0.0791 lr: 1.4650e-04 gnorm: 0.3898 clip: 0 | |
| 04/05/2020 12:15:09 valid loss: 0.3511 auc: 0.9539 f1: 0.8938 acc: 0.8918 [BEST: 0.8959] | |
| 04/05/2020 12:15:12 > epoch 28 updates 41920 loss: 0.0677 lr: 1.4650e-04 gnorm: 0.3333 | |
| 04/05/2020 12:15:15 > epoch 28 updates 41940 loss: 0.0767 lr: 1.4650e-04 gnorm: 0.3637 | |
| 04/05/2020 12:15:18 train loss: 0.0723 lr: 1.4650e-04 gnorm: 0.3486 clip: 0 | |
| 04/05/2020 12:15:18 valid loss: 0.3482 auc: 0.9553 f1: 0.8948 acc: 0.8931 [BEST: 0.8959] | |
| 04/05/2020 12:15:20 > epoch 28 updates 41960 loss: 0.0871 lr: 1.4650e-04 gnorm: 0.4063 | |
| 04/05/2020 12:15:23 > epoch 28 updates 41980 loss: 0.0959 lr: 1.4650e-04 gnorm: 0.3826 | |
| 04/05/2020 12:15:26 > epoch 28 updates 42000 loss: 0.0578 lr: 1.4650e-04 gnorm: 0.2636 | |
| 04/05/2020 12:15:28 train loss: 0.0801 lr: 1.4650e-04 gnorm: 0.3503 clip: 0 | |
| 04/05/2020 12:15:28 valid loss: 0.3491 auc: 0.9540 f1: 0.8938 acc: 0.8910 [BEST: 0.8959] | |
| 04/05/2020 12:15:31 > epoch 28 updates 42020 loss: 0.1032 lr: 1.3918e-04 gnorm: 0.3744 | |
| 04/05/2020 12:15:34 > epoch 28 updates 42040 loss: 0.0692 lr: 1.3918e-04 gnorm: 0.2583 | |
| 04/05/2020 12:15:37 train loss: 0.0861 lr: 1.3918e-04 gnorm: 0.3161 clip: 0 | |
| 04/05/2020 12:15:37 valid loss: 0.3432 auc: 0.9545 f1: 0.8943 acc: 0.8924 [BEST: 0.8959] | |
| 04/05/2020 12:15:40 valid loss: 0.3426 auc: 0.9551 f1: 0.8944 acc: 0.8927 [BEST: 0.8959] | |
| 04/05/2020 12:15:40 Epoch: 29 | |
| 04/05/2020 12:15:43 > epoch 29 updates 42060 loss: 0.0903 lr: 1.3918e-04 gnorm: 0.4144 | |
| 04/05/2020 12:15:46 > epoch 29 updates 42080 loss: 0.1172 lr: 1.3918e-04 gnorm: 0.3671 | |
| 04/05/2020 12:15:49 > epoch 29 updates 42100 loss: 0.0614 lr: 1.3918e-04 gnorm: 0.3275 | |
| 04/05/2020 12:15:51 train loss: 0.0895 lr: 1.3918e-04 gnorm: 0.3694 clip: 0 | |
| 04/05/2020 12:15:51 valid loss: 0.3440 auc: 0.9561 f1: 0.8953 acc: 0.8942 [BEST: 0.8959] | |
| 04/05/2020 12:15:54 > epoch 29 updates 42120 loss: 0.0636 lr: 1.3918e-04 gnorm: 0.3192 | |
| 04/05/2020 12:15:57 > epoch 29 updates 42140 loss: 0.1069 lr: 1.3918e-04 gnorm: 0.3626 | |
| 04/05/2020 12:16:01 train loss: 0.0854 lr: 1.3918e-04 gnorm: 0.3410 clip: 0 | |
| 04/05/2020 12:16:01 valid loss: 0.3509 auc: 0.9553 f1: 0.8960 acc: 0.8943 [BEST: 0.8959] | |
| 04/05/2020 12:16:02 > epoch 29 updates 42160 loss: 0.0727 lr: 1.3918e-04 gnorm: 0.3928 | |
| 04/05/2020 12:16:05 > epoch 29 updates 42180 loss: 0.1585 lr: 1.3918e-04 gnorm: 0.5385 | |
| 04/05/2020 12:16:08 > epoch 29 updates 42200 loss: 0.0660 lr: 1.3918e-04 gnorm: 0.2919 | |
| 04/05/2020 12:16:10 train loss: 0.0990 lr: 1.3918e-04 gnorm: 0.4074 clip: 0 | |
| 04/05/2020 12:16:10 valid loss: 0.3511 auc: 0.9541 f1: 0.8945 acc: 0.8925 [BEST: 0.8959] | |
| 04/05/2020 12:16:13 > epoch 29 updates 42220 loss: 0.0639 lr: 1.3918e-04 gnorm: 0.2203 | |
| 04/05/2020 12:16:16 > epoch 29 updates 42240 loss: 0.0911 lr: 1.3918e-04 gnorm: 0.4041 | |
| 04/05/2020 12:16:19 train loss: 0.0776 lr: 1.3918e-04 gnorm: 0.3127 clip: 0 | |
| 04/05/2020 12:16:19 valid loss: 0.3470 auc: 0.9556 f1: 0.8957 acc: 0.8942 [BEST: 0.8959] | |
| 04/05/2020 12:16:20 > epoch 29 updates 42260 loss: 0.0742 lr: 1.3918e-04 gnorm: 0.3694 | |
| 04/05/2020 12:16:23 > epoch 29 updates 42280 loss: 0.0603 lr: 1.3918e-04 gnorm: 0.3629 | |
| 04/05/2020 12:16:26 > epoch 29 updates 42300 loss: 0.0699 lr: 1.3918e-04 gnorm: 0.3010 | |
| 04/05/2020 12:16:28 train loss: 0.0682 lr: 1.3918e-04 gnorm: 0.3442 clip: 0 | |
| 04/05/2020 12:16:28 valid loss: 0.3497 auc: 0.9554 f1: 0.8950 acc: 0.8933 [BEST: 0.8959] | |
| 04/05/2020 12:16:31 > epoch 29 updates 42320 loss: 0.0470 lr: 1.3918e-04 gnorm: 0.2963 | |
| 04/05/2020 12:16:34 > epoch 29 updates 42340 loss: 0.0651 lr: 1.3918e-04 gnorm: 0.3194 | |
| 04/05/2020 12:16:37 train loss: 0.0561 lr: 1.3918e-04 gnorm: 0.3079 clip: 0 | |
| 04/05/2020 12:16:37 valid loss: 0.3505 auc: 0.9550 f1: 0.8946 acc: 0.8929 [BEST: 0.8959] | |
| 04/05/2020 12:16:39 > epoch 29 updates 42360 loss: 0.0977 lr: 1.3918e-04 gnorm: 0.4212 | |
| 04/05/2020 12:16:42 > epoch 29 updates 42380 loss: 0.0998 lr: 1.3918e-04 gnorm: 0.4045 | |
| 04/05/2020 12:16:45 > epoch 29 updates 42400 loss: 0.0640 lr: 1.3918e-04 gnorm: 0.2441 | |
| 04/05/2020 12:16:47 train loss: 0.0871 lr: 1.3918e-04 gnorm: 0.3560 clip: 0 | |
| 04/05/2020 12:16:47 valid loss: 0.3486 auc: 0.9550 f1: 0.8925 acc: 0.8914 [BEST: 0.8959] | |
| 04/05/2020 12:16:50 > epoch 29 updates 42420 loss: 0.0923 lr: 1.3918e-04 gnorm: 0.3551 | |
| 04/05/2020 12:16:53 > epoch 29 updates 42440 loss: 0.0719 lr: 1.3918e-04 gnorm: 0.2350 | |
| 04/05/2020 12:16:56 train loss: 0.0821 lr: 1.3918e-04 gnorm: 0.2947 clip: 0 | |
| 04/05/2020 12:16:56 valid loss: 0.3460 auc: 0.9549 f1: 0.8942 acc: 0.8927 [BEST: 0.8959] | |
| 04/05/2020 12:16:57 > epoch 29 updates 42460 loss: 0.0589 lr: 1.3918e-04 gnorm: 0.3749 | |
| 04/05/2020 12:17:00 > epoch 29 updates 42480 loss: 0.0596 lr: 1.3918e-04 gnorm: 0.2843 | |
| 04/05/2020 12:17:03 > epoch 29 updates 42500 loss: 0.0804 lr: 1.3918e-04 gnorm: 0.3927 | |
| 04/05/2020 12:17:05 train loss: 0.0664 lr: 1.3918e-04 gnorm: 0.3507 clip: 0 | |
| 04/05/2020 12:17:05 valid loss: 0.3509 auc: 0.9551 f1: 0.8938 acc: 0.8923 [BEST: 0.8959] | |
| 04/05/2020 12:17:08 > epoch 29 updates 42520 loss: 0.0999 lr: 1.3918e-04 gnorm: 0.4246 | |
| 04/05/2020 12:17:11 > epoch 29 updates 42540 loss: 0.0658 lr: 1.3918e-04 gnorm: 0.3375 | |
| 04/05/2020 12:17:15 train loss: 0.0827 lr: 1.3918e-04 gnorm: 0.3808 clip: 0 | |
| 04/05/2020 12:17:15 valid loss: 0.3470 auc: 0.9556 f1: 0.8947 acc: 0.8932 [BEST: 0.8959] | |
| 04/05/2020 12:17:16 > epoch 29 updates 42560 loss: 0.0458 lr: 1.3918e-04 gnorm: 0.2744 | |
| 04/05/2020 12:17:19 > epoch 29 updates 42580 loss: 0.0651 lr: 1.3918e-04 gnorm: 0.4153 | |
| 04/05/2020 12:17:22 > epoch 29 updates 42600 loss: 0.0646 lr: 1.3918e-04 gnorm: 0.3851 | |
| 04/05/2020 12:17:24 train loss: 0.0586 lr: 1.3918e-04 gnorm: 0.3586 clip: 0 | |
| 04/05/2020 12:17:24 valid loss: 0.3559 auc: 0.9541 f1: 0.8936 acc: 0.8920 [BEST: 0.8959] | |
| 04/05/2020 12:17:27 > epoch 29 updates 42620 loss: 0.0527 lr: 1.3918e-04 gnorm: 0.2682 | |
| 04/05/2020 12:17:30 > epoch 29 updates 42640 loss: 0.0972 lr: 1.3918e-04 gnorm: 0.3934 | |
| 04/05/2020 12:17:33 train loss: 0.0751 lr: 1.3918e-04 gnorm: 0.3311 clip: 0 | |
| 04/05/2020 12:17:33 valid loss: 0.3503 auc: 0.9546 f1: 0.8948 acc: 0.8929 [BEST: 0.8959] | |
| 04/05/2020 12:17:35 > epoch 29 updates 42660 loss: 0.1151 lr: 1.3918e-04 gnorm: 0.4986 | |
| 04/05/2020 12:17:37 > epoch 29 updates 42680 loss: 0.0811 lr: 1.3918e-04 gnorm: 0.3679 | |
| 04/05/2020 12:17:40 > epoch 29 updates 42700 loss: 0.1143 lr: 1.3918e-04 gnorm: 0.5057 | |
| 04/05/2020 12:17:42 train loss: 0.1035 lr: 1.3918e-04 gnorm: 0.4575 clip: 0 | |
| 04/05/2020 12:17:42 valid loss: 0.3549 auc: 0.9540 f1: 0.8945 acc: 0.8922 [BEST: 0.8959] | |
| 04/05/2020 12:17:45 > epoch 29 updates 42720 loss: 0.0727 lr: 1.3918e-04 gnorm: 0.4514 | |
| 04/05/2020 12:17:48 > epoch 29 updates 42740 loss: 0.0835 lr: 1.3918e-04 gnorm: 0.3869 | |
| 04/05/2020 12:17:52 train loss: 0.0781 lr: 1.3918e-04 gnorm: 0.4190 clip: 0 | |
| 04/05/2020 12:17:52 valid loss: 0.3499 auc: 0.9545 f1: 0.8945 acc: 0.8923 [BEST: 0.8959] | |
| 04/05/2020 12:17:53 > epoch 29 updates 42760 loss: 0.0772 lr: 1.3918e-04 gnorm: 0.3762 | |
| 04/05/2020 12:17:56 > epoch 29 updates 42780 loss: 0.0950 lr: 1.3918e-04 gnorm: 0.3927 | |
| 04/05/2020 12:17:59 > epoch 29 updates 42800 loss: 0.1602 lr: 1.3918e-04 gnorm: 0.5038 | |
| 04/05/2020 12:18:01 train loss: 0.1111 lr: 1.3918e-04 gnorm: 0.4247 clip: 0 | |
| 04/05/2020 12:18:01 valid loss: 0.3444 auc: 0.9556 f1: 0.8955 acc: 0.8934 [BEST: 0.8959] | |
| 04/05/2020 12:18:04 > epoch 29 updates 42820 loss: 0.0899 lr: 1.3918e-04 gnorm: 0.3693 | |
| 04/05/2020 12:18:07 > epoch 29 updates 42840 loss: 0.0869 lr: 1.3918e-04 gnorm: 0.3610 | |
| 04/05/2020 12:18:10 train loss: 0.0884 lr: 1.3918e-04 gnorm: 0.3651 clip: 0 | |
| 04/05/2020 12:18:10 valid loss: 0.3487 auc: 0.9550 f1: 0.8921 acc: 0.8913 [BEST: 0.8959] | |
| 04/05/2020 12:18:11 > epoch 29 updates 42860 loss: 0.0851 lr: 1.3918e-04 gnorm: 0.3910 | |
| 04/05/2020 12:18:14 > epoch 29 updates 42880 loss: 0.0943 lr: 1.3918e-04 gnorm: 0.4243 | |
| 04/05/2020 12:18:17 > epoch 29 updates 42900 loss: 0.0783 lr: 1.3918e-04 gnorm: 0.4342 | |
| 04/05/2020 12:18:19 train loss: 0.0859 lr: 1.3918e-04 gnorm: 0.4166 clip: 0 | |
| 04/05/2020 12:18:19 valid loss: 0.3547 auc: 0.9543 f1: 0.8939 acc: 0.8914 [BEST: 0.8959] | |
| 04/05/2020 12:18:22 > epoch 29 updates 42920 loss: 0.0749 lr: 1.3918e-04 gnorm: 0.3293 | |
| 04/05/2020 12:18:25 > epoch 29 updates 42940 loss: 0.0973 lr: 1.3918e-04 gnorm: 0.4773 | |
| 04/05/2020 12:18:29 train loss: 0.0861 lr: 1.3918e-04 gnorm: 0.4037 clip: 0 | |
| 04/05/2020 12:18:29 valid loss: 0.3585 auc: 0.9541 f1: 0.8915 acc: 0.8901 [BEST: 0.8959] | |
| 04/05/2020 12:18:30 > epoch 29 updates 42960 loss: 0.0798 lr: 1.3918e-04 gnorm: 0.4426 | |
| 04/05/2020 12:18:33 > epoch 29 updates 42980 loss: 0.0841 lr: 1.3918e-04 gnorm: 0.3318 | |
| 04/05/2020 12:18:36 > epoch 29 updates 43000 loss: 0.0894 lr: 1.3918e-04 gnorm: 0.3512 | |
| 04/05/2020 12:18:38 train loss: 0.0845 lr: 1.3918e-04 gnorm: 0.3749 clip: 0 | |
| 04/05/2020 12:18:38 valid loss: 0.3589 auc: 0.9539 f1: 0.8935 acc: 0.8915 [BEST: 0.8959] | |
| 04/05/2020 12:18:41 > epoch 29 updates 43020 loss: 0.0685 lr: 1.3222e-04 gnorm: 0.3611 | |
| 04/05/2020 12:18:44 > epoch 29 updates 43040 loss: 0.0759 lr: 1.3222e-04 gnorm: 0.3142 | |
| 04/05/2020 12:18:47 train loss: 0.0722 lr: 1.3222e-04 gnorm: 0.3375 clip: 0 | |
| 04/05/2020 12:18:47 valid loss: 0.3548 auc: 0.9549 f1: 0.8942 acc: 0.8922 [BEST: 0.8959] | |
| 04/05/2020 12:18:49 > epoch 29 updates 43060 loss: 0.0687 lr: 1.3222e-04 gnorm: 0.2134 | |
| 04/05/2020 12:18:52 > epoch 29 updates 43080 loss: 0.1019 lr: 1.3222e-04 gnorm: 0.3965 | |
| 04/05/2020 12:18:55 > epoch 29 updates 43100 loss: 0.0995 lr: 1.3222e-04 gnorm: 0.4648 | |
| 04/05/2020 12:18:57 train loss: 0.0901 lr: 1.3222e-04 gnorm: 0.3591 clip: 0 | |
| 04/05/2020 12:18:57 valid loss: 0.3507 auc: 0.9545 f1: 0.8944 acc: 0.8925 [BEST: 0.8959] | |
| 04/05/2020 12:18:57 [Tolerance reached. Training is stopped early.] | |
| 04/05/2020 12:18:57 [Tolerance reached. Training is stopped early.] | |
| 04/05/2020 12:18:57 best dev score 0.8959 at step 33050 (epoch 23). | |
| 04/05/2020 12:18:57 best eval stats [loss: 0.3202 auc: 0.9571 f1: 0.8974 acc: 0.8959] | |
| 04/05/2020 12:18:57 Training time: 2:08:56. |
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment