2025-01-03 04:49:16,825 - INFO - experiment = POS_Tagging 2025-01-03 04:49:16,825 - INFO - name = ota_boun 2025-01-03 04:49:16,825 - INFO - n_gpu = 1 2025-01-03 04:49:16,825 - INFO - model.type = MultiParser 2025-01-03 04:49:16,825 - INFO - model.args.embeddings_processor.type = BertWrapper 2025-01-03 04:49:16,825 - INFO - model.args.embeddings_processor.args.model_path = data/pretrained_embeddings/bert-base-turkish-cased-nonpretrained 2025-01-03 04:49:16,825 - INFO - model.args.embeddings_processor.args.fine_tune = True 2025-01-03 04:49:16,825 - INFO - model.args.embeddings_processor.args.hidden_dropout = 0.2 2025-01-03 04:49:16,825 - INFO - model.args.embeddings_processor.args.attn_dropout = 0.2 2025-01-03 04:49:16,826 - INFO - model.args.embeddings_processor.args.output_dropout = 0.5 2025-01-03 04:49:16,826 - INFO - model.args.embeddings_processor.args.scalar_mix_layer_dropout = 0.1 2025-01-03 04:49:16,826 - INFO - model.args.embeddings_processor.args.token_mask_prob = 0.15 2025-01-03 04:49:16,826 - INFO - model.args.outputs.upos.type = SequenceTagger 2025-01-03 04:49:16,826 - INFO - model.args.outputs.upos.args.hidden_size = 0 2025-01-03 04:49:16,826 - INFO - model.args.outputs.upos.args.input_dropout = 0.2 2025-01-03 04:49:16,826 - INFO - model.args.outputs.upos.args.vocab.type = BasicVocab 2025-01-03 04:49:16,826 - INFO - model.args.outputs.upos.args.vocab.args.vocab_filename = data/corpora/ota_boun/vocab/basic.vocab 2025-01-03 04:49:16,826 - INFO - data_loaders.type = BucketedCONLLLoader 2025-01-03 04:49:16,826 - INFO - data_loaders.args.annotation_layers.upos.type = TagSequence 2025-01-03 04:49:16,826 - INFO - data_loaders.args.annotation_layers.upos.source_column = 3 2025-01-03 04:49:16,826 - INFO - data_loaders.args.annotation_layers.upos.args.ignore_root = True 2025-01-03 04:49:16,826 - INFO - data_loaders.args.batch_size = 32 2025-01-03 04:49:16,826 - INFO - data_loaders.args.bucket_size = 512 2025-01-03 04:49:16,826 - INFO - data_loaders.args.max_tokens_per_batch = 156800 2025-01-03 04:49:16,826 - INFO - data_loaders.args.num_workers = 2 2025-01-03 04:49:16,826 - INFO - data_loaders.paths.train = data/corpora/ota_boun/ota_boun-ud-train.conllu 2025-01-03 04:49:16,827 - INFO - data_loaders.paths.dev = data/corpora/ota_boun/tr_boun-ud-test.conllu 2025-01-03 04:49:16,827 - INFO - trainer.min_epochs = 15 2025-01-03 04:49:16,827 - INFO - trainer.max_epochs = 300 2025-01-03 04:49:16,827 - INFO - trainer.early_stop = 15 2025-01-03 04:49:16,827 - INFO - trainer.save_dir = data/saved_models/ 2025-01-03 04:49:16,827 - INFO - trainer.save_period = 20 2025-01-03 04:49:16,827 - INFO - trainer.verbosity = 2 2025-01-03 04:49:16,827 - INFO - trainer.validation_criterion.metrics.upos = fscore 2025-01-03 04:49:16,827 - INFO - trainer.validation_criterion.weighting = multiplicative 2025-01-03 04:49:16,827 - INFO - trainer.optimizer.type = AdamW 2025-01-03 04:49:16,827 - INFO - trainer.optimizer.args.lr = 4e-05 2025-01-03 04:49:16,827 - INFO - trainer.optimizer.args.weight_decay = 0.0 2025-01-03 04:49:16,827 - INFO - trainer.lr_scheduler.type = LambdaLR 2025-01-03 04:49:16,827 - INFO - trainer.lr_scheduler.args.lr_lambda = SqrtSchedule(400) 2025-01-03 04:49:16,827 - INFO - trainer.loss.type = CrossEntropyLoss 2025-01-03 04:49:16,827 - INFO - trainer.loss.args.ignore_index = -1 2025-01-03 04:49:21,444 - INFO - LRs are now: 1.00e-07 2025-01-03 04:49:21,545 - INFO - LRs are now: 2.00e-07 2025-01-03 04:49:21,628 - INFO - LRs are now: 3.00e-07 2025-01-03 04:49:21,682 - INFO - LRs are now: 4.00e-07 2025-01-03 04:49:21,794 - INFO - LRs are now: 5.00e-07 2025-01-03 04:49:21,888 - INFO - LRs are now: 6.00e-07 2025-01-03 04:49:22,039 - INFO - LRs are now: 7.00e-07 2025-01-03 04:49:22,172 - INFO - LRs are now: 8.00e-07 2025-01-03 04:49:22,248 - INFO - LRs are now: 9.00e-07 2025-01-03 04:49:22,313 - INFO - LRs are now: 1.00e-06 2025-01-03 04:49:22,378 - INFO - LRs are now: 1.10e-06 2025-01-03 04:49:22,442 - INFO - LRs are now: 1.20e-06 2025-01-03 04:49:22,497 - INFO - LRs are now: 1.30e-06 2025-01-03 04:49:22,581 - INFO - LRs are now: 1.40e-06 2025-01-03 04:49:22,667 - INFO - LRs are now: 1.50e-06 2025-01-03 04:49:22,735 - INFO - LRs are now: 1.60e-06 2025-01-03 04:49:22,796 - INFO - LRs are now: 1.70e-06 2025-01-03 04:49:22,859 - INFO - LRs are now: 1.80e-06 2025-01-03 04:49:22,931 - INFO - LRs are now: 1.90e-06 2025-01-03 04:49:22,996 - INFO - LRs are now: 2.00e-06 2025-01-03 04:49:23,096 - INFO - LRs are now: 2.10e-06 2025-01-03 04:49:23,181 - INFO - LRs are now: 2.20e-06 2025-01-03 04:49:23,245 - INFO - LRs are now: 2.30e-06 2025-01-03 04:49:23,321 - INFO - LRs are now: 2.40e-06 2025-01-03 04:49:23,388 - INFO - LRs are now: 2.50e-06 2025-01-03 04:49:23,524 - INFO - LRs are now: 2.60e-06 2025-01-03 04:49:23,640 - INFO - LRs are now: 2.70e-06 2025-01-03 04:49:23,734 - INFO - LRs are now: 2.80e-06 2025-01-03 04:49:23,811 - INFO - LRs are now: 2.90e-06 2025-01-03 04:49:23,862 - INFO - LRs are now: 3.00e-06 2025-01-03 04:49:23,915 - INFO - LRs are now: 3.10e-06 2025-01-03 04:49:23,973 - INFO - LRs are now: 3.20e-06 2025-01-03 04:49:24,027 - INFO - LRs are now: 3.30e-06 2025-01-03 04:49:24,091 - INFO - LRs are now: 3.40e-06 2025-01-03 04:49:24,148 - INFO - LRs are now: 3.50e-06 2025-01-03 04:49:24,218 - INFO - LRs are now: 3.60e-06 2025-01-03 04:49:24,297 - INFO - LRs are now: 3.70e-06 2025-01-03 04:49:24,438 - INFO - LRs are now: 3.80e-06 2025-01-03 04:49:24,594 - INFO - LRs are now: 3.90e-06 2025-01-03 04:49:24,751 - INFO - LRs are now: 4.00e-06 2025-01-03 04:49:24,860 - INFO - LRs are now: 4.10e-06 2025-01-03 04:49:24,927 - INFO - LRs are now: 4.20e-06 2025-01-03 04:49:24,976 - INFO - LRs are now: 4.30e-06 2025-01-03 04:49:25,057 - INFO - LRs are now: 4.40e-06 2025-01-03 04:49:25,145 - INFO - LRs are now: 4.50e-06 2025-01-03 04:49:25,205 - INFO - LRs are now: 4.60e-06 2025-01-03 04:49:25,288 - INFO - LRs are now: 4.70e-06 2025-01-03 04:49:25,365 - INFO - LRs are now: 4.80e-06 2025-01-03 04:49:25,429 - INFO - LRs are now: 4.90e-06 2025-01-03 04:49:25,485 - INFO - LRs are now: 5.00e-06 2025-01-03 04:49:25,539 - INFO - LRs are now: 5.10e-06 2025-01-03 04:49:25,605 - INFO - LRs are now: 5.20e-06 2025-01-03 04:49:25,682 - INFO - LRs are now: 5.30e-06 2025-01-03 04:49:25,735 - INFO - LRs are now: 5.40e-06 2025-01-03 04:49:25,808 - INFO - LRs are now: 5.50e-06 2025-01-03 04:49:25,872 - INFO - LRs are now: 5.60e-06 2025-01-03 04:49:25,928 - INFO - LRs are now: 5.70e-06 2025-01-03 04:49:26,012 - INFO - LRs are now: 5.80e-06 2025-01-03 04:49:26,089 - INFO - LRs are now: 5.90e-06 2025-01-03 04:49:26,194 - INFO - LRs are now: 6.00e-06 2025-01-03 04:49:26,274 - INFO - LRs are now: 6.10e-06 2025-01-03 04:49:26,326 - INFO - LRs are now: 6.20e-06 2025-01-03 04:49:26,393 - INFO - LRs are now: 6.30e-06 2025-01-03 04:49:26,462 - INFO - LRs are now: 6.40e-06 2025-01-03 04:49:26,519 - INFO - LRs are now: 6.50e-06 2025-01-03 04:49:26,648 - INFO - LRs are now: 6.60e-06 2025-01-03 04:49:26,742 - INFO - LRs are now: 6.70e-06 2025-01-03 04:49:26,804 - INFO - LRs are now: 6.80e-06 2025-01-03 04:49:26,875 - INFO - LRs are now: 6.90e-06 2025-01-03 04:49:26,957 - INFO - LRs are now: 7.00e-06 2025-01-03 04:49:27,019 - INFO - LRs are now: 7.10e-06 2025-01-03 04:49:27,099 - INFO - LRs are now: 7.20e-06 2025-01-03 04:49:27,163 - INFO - LRs are now: 7.30e-06 2025-01-03 04:49:27,214 - INFO - LRs are now: 7.40e-06 2025-01-03 04:49:27,268 - INFO - LRs are now: 7.50e-06 2025-01-03 04:49:27,326 - INFO - LRs are now: 7.60e-06 2025-01-03 04:49:27,437 - INFO - LRs are now: 7.70e-06 2025-01-03 04:49:27,526 - INFO - LRs are now: 7.80e-06 2025-01-03 04:49:27,578 - INFO - LRs are now: 7.90e-06 2025-01-03 04:49:27,634 - INFO - LRs are now: 8.00e-06 2025-01-03 04:49:27,734 - INFO - LRs are now: 8.10e-06 2025-01-03 04:49:27,816 - INFO - LRs are now: 8.20e-06 2025-01-03 04:49:27,951 - INFO - LRs are now: 8.30e-06 2025-01-03 04:49:28,071 - INFO - LRs are now: 8.40e-06 2025-01-03 04:49:28,157 - INFO - LRs are now: 8.50e-06 2025-01-03 04:49:28,259 - INFO - LRs are now: 8.60e-06 2025-01-03 04:49:28,331 - INFO - LRs are now: 8.70e-06 2025-01-03 04:49:28,381 - INFO - LRs are now: 8.80e-06 2025-01-03 04:49:28,436 - INFO - LRs are now: 8.90e-06 2025-01-03 04:49:28,522 - INFO - LRs are now: 9.00e-06 2025-01-03 04:49:28,616 - INFO - LRs are now: 9.10e-06 2025-01-03 04:49:28,686 - INFO - LRs are now: 9.20e-06 2025-01-03 04:49:28,830 - INFO - LRs are now: 9.30e-06 2025-01-03 04:49:28,937 - INFO - LRs are now: 9.40e-06 2025-01-03 04:49:28,989 - INFO - LRs are now: 9.50e-06 2025-01-03 04:49:29,058 - INFO - LRs are now: 9.60e-06 2025-01-03 04:49:29,117 - INFO - LRs are now: 9.70e-06 2025-01-03 04:49:29,177 - INFO - LRs are now: 9.80e-06 2025-01-03 04:49:29,237 - INFO - LRs are now: 9.90e-06 2025-01-03 04:49:29,381 - INFO - LRs are now: 1.00e-05 2025-01-03 04:49:29,515 - INFO - LRs are now: 1.01e-05 2025-01-03 04:49:29,600 - INFO - LRs are now: 1.02e-05 2025-01-03 04:49:29,665 - INFO - LRs are now: 1.03e-05 2025-01-03 04:49:29,713 - INFO - LRs are now: 1.04e-05 2025-01-03 04:49:29,768 - INFO - LRs are now: 1.05e-05 2025-01-03 04:49:29,854 - INFO - LRs are now: 1.06e-05 2025-01-03 04:49:29,919 - INFO - LRs are now: 1.07e-05 2025-01-03 04:49:29,986 - INFO - LRs are now: 1.08e-05 2025-01-03 04:49:30,059 - INFO - LRs are now: 1.09e-05 2025-01-03 04:49:30,111 - INFO - LRs are now: 1.10e-05 2025-01-03 04:49:30,162 - INFO - LRs are now: 1.11e-05 2025-01-03 04:49:30,244 - INFO - LRs are now: 1.12e-05 2025-01-03 04:49:30,359 - INFO - LRs are now: 1.13e-05 2025-01-03 04:49:30,439 - INFO - LRs are now: 1.14e-05 2025-01-03 04:49:30,518 - INFO - LRs are now: 1.15e-05 2025-01-03 04:49:30,591 - INFO - LRs are now: 1.16e-05 2025-01-03 04:49:30,654 - INFO - LRs are now: 1.17e-05 2025-01-03 04:49:30,707 - INFO - LRs are now: 1.18e-05 2025-01-03 04:49:30,769 - INFO - LRs are now: 1.19e-05 2025-01-03 04:49:30,860 - INFO - LRs are now: 1.20e-05 2025-01-03 04:49:30,941 - INFO - LRs are now: 1.21e-05 2025-01-03 04:49:30,994 - INFO - LRs are now: 1.22e-05 2025-01-03 04:49:31,051 - INFO - LRs are now: 1.23e-05 2025-01-03 04:49:31,104 - INFO - LRs are now: 1.24e-05 2025-01-03 04:49:31,154 - INFO - LRs are now: 1.25e-05 2025-01-03 04:49:31,226 - INFO - LRs are now: 1.26e-05 2025-01-03 04:49:31,377 - INFO - LRs are now: 1.27e-05 2025-01-03 04:49:31,480 - INFO - LRs are now: 1.28e-05 2025-01-03 04:49:31,551 - INFO - LRs are now: 1.29e-05 2025-01-03 04:49:31,619 - INFO - LRs are now: 1.30e-05 2025-01-03 04:49:31,681 - INFO - LRs are now: 1.31e-05 2025-01-03 04:49:31,739 - INFO - LRs are now: 1.32e-05 2025-01-03 04:49:31,789 - INFO - LRs are now: 1.33e-05 2025-01-03 04:49:31,857 - INFO - LRs are now: 1.34e-05 2025-01-03 04:49:31,926 - INFO - LRs are now: 1.35e-05 2025-01-03 04:49:32,009 - INFO - LRs are now: 1.36e-05 2025-01-03 04:49:32,086 - INFO - LRs are now: 1.37e-05 2025-01-03 04:49:32,144 - INFO - LRs are now: 1.38e-05 2025-01-03 04:49:32,221 - INFO - LRs are now: 1.39e-05 2025-01-03 04:49:32,301 - INFO - LRs are now: 1.40e-05 2025-01-03 04:49:32,375 - INFO - LRs are now: 1.41e-05 2025-01-03 04:49:32,444 - INFO - LRs are now: 1.42e-05 2025-01-03 04:49:32,549 - INFO - LRs are now: 1.43e-05 2025-01-03 04:49:32,629 - INFO - LRs are now: 1.44e-05 2025-01-03 04:49:32,685 - INFO - LRs are now: 1.45e-05 2025-01-03 04:49:32,755 - INFO - LRs are now: 1.46e-05 2025-01-03 04:49:32,817 - INFO - LRs are now: 1.47e-05 2025-01-03 04:49:32,871 - INFO - LRs are now: 1.48e-05 2025-01-03 04:49:32,946 - INFO - LRs are now: 1.49e-05 2025-01-03 04:49:33,022 - INFO - LRs are now: 1.50e-05 2025-01-03 04:49:33,123 - INFO - LRs are now: 1.51e-05 2025-01-03 04:49:33,205 - INFO - LRs are now: 1.52e-05 2025-01-03 04:49:33,281 - INFO - LRs are now: 1.53e-05 2025-01-03 04:49:33,339 - INFO - LRs are now: 1.54e-05 2025-01-03 04:49:33,406 - INFO - LRs are now: 1.55e-05 2025-01-03 04:49:33,462 - INFO - LRs are now: 1.56e-05 2025-01-03 04:49:33,525 - INFO - LRs are now: 1.57e-05 2025-01-03 04:49:33,608 - INFO - LRs are now: 1.58e-05 2025-01-03 04:49:33,672 - INFO - LRs are now: 1.59e-05 2025-01-03 04:49:33,722 - INFO - LRs are now: 1.60e-05 2025-01-03 04:49:33,772 - INFO - LRs are now: 1.61e-05 2025-01-03 04:49:33,826 - INFO - LRs are now: 1.62e-05 2025-01-03 04:49:33,918 - INFO - LRs are now: 1.63e-05 2025-01-03 04:49:34,009 - INFO - LRs are now: 1.64e-05 2025-01-03 04:49:34,063 - INFO - LRs are now: 1.65e-05 2025-01-03 04:49:34,138 - INFO - LRs are now: 1.66e-05 2025-01-03 04:49:34,212 - INFO - LRs are now: 1.67e-05 2025-01-03 04:49:34,266 - INFO - LRs are now: 1.68e-05 2025-01-03 04:49:34,347 - INFO - LRs are now: 1.69e-05 2025-01-03 04:49:34,429 - INFO - LRs are now: 1.70e-05 2025-01-03 04:49:34,500 - INFO - LRs are now: 1.71e-05 2025-01-03 04:49:34,561 - INFO - LRs are now: 1.72e-05 2025-01-03 04:49:34,633 - INFO - LRs are now: 1.73e-05 2025-01-03 04:49:34,704 - INFO - LRs are now: 1.74e-05 2025-01-03 04:49:34,767 - INFO - LRs are now: 1.75e-05 2025-01-03 04:49:34,855 - INFO - LRs are now: 1.76e-05 2025-01-03 04:49:34,932 - INFO - LRs are now: 1.77e-05 2025-01-03 04:49:35,002 - INFO - LRs are now: 1.78e-05 2025-01-03 04:49:35,065 - INFO - LRs are now: 1.79e-05 2025-01-03 04:49:35,113 - INFO - LRs are now: 1.80e-05 2025-01-03 04:49:35,171 - INFO - LRs are now: 1.81e-05 2025-01-03 04:49:35,237 - INFO - LRs are now: 1.82e-05 2025-01-03 04:49:35,300 - INFO - LRs are now: 1.83e-05 2025-01-03 04:49:35,364 - INFO - LRs are now: 1.84e-05 2025-01-03 04:49:35,470 - INFO - LRs are now: 1.85e-05 2025-01-03 04:49:35,577 - INFO - LRs are now: 1.86e-05 2025-01-03 04:49:35,663 - INFO - LRs are now: 1.87e-05 2025-01-03 04:49:35,740 - INFO - LRs are now: 1.88e-05 2025-01-03 04:49:35,807 - INFO - LRs are now: 1.89e-05 2025-01-03 04:49:35,871 - INFO - LRs are now: 1.90e-05 2025-01-03 04:49:35,958 - INFO - LRs are now: 1.91e-05 2025-01-03 04:49:36,021 - INFO - LRs are now: 1.92e-05 2025-01-03 04:49:36,124 - INFO - LRs are now: 1.93e-05 2025-01-03 04:49:36,200 - INFO - LRs are now: 1.94e-05 2025-01-03 04:49:36,257 - INFO - LRs are now: 1.95e-05 2025-01-03 04:49:36,331 - INFO - LRs are now: 1.96e-05 2025-01-03 04:49:36,391 - INFO - LRs are now: 1.97e-05 2025-01-03 04:49:36,451 - INFO - LRs are now: 1.98e-05 2025-01-03 04:49:36,504 - INFO - LRs are now: 1.99e-05 2025-01-03 04:49:36,561 - INFO - LRs are now: 2.00e-05 2025-01-03 04:49:36,685 - INFO - LRs are now: 2.01e-05 2025-01-03 04:49:36,818 - INFO - LRs are now: 2.02e-05 2025-01-03 04:49:36,901 - INFO - LRs are now: 2.03e-05 2025-01-03 04:49:37,004 - INFO - LRs are now: 2.04e-05 2025-01-03 04:49:37,080 - INFO - LRs are now: 2.05e-05 2025-01-03 04:49:37,141 - INFO - LRs are now: 2.06e-05 2025-01-03 04:49:37,219 - INFO - LRs are now: 2.07e-05 2025-01-03 04:49:37,320 - INFO - LRs are now: 2.08e-05 2025-01-03 04:49:37,424 - INFO - LRs are now: 2.09e-05 2025-01-03 04:49:37,489 - INFO - LRs are now: 2.10e-05 2025-01-03 04:49:37,555 - INFO - LRs are now: 2.11e-05 2025-01-03 04:49:37,705 - INFO - LRs are now: 2.12e-05 2025-01-03 04:49:37,817 - INFO - LRs are now: 2.13e-05 2025-01-03 04:49:37,880 - INFO - LRs are now: 2.14e-05 2025-01-03 04:49:37,937 - INFO - LRs are now: 2.15e-05 2025-01-03 04:49:38,065 - INFO - LRs are now: 2.16e-05 2025-01-03 04:49:38,210 - INFO - LRs are now: 2.17e-05 2025-01-03 04:49:38,335 - INFO - LRs are now: 2.18e-05 2025-01-03 04:49:38,407 - INFO - LRs are now: 2.19e-05 2025-01-03 04:49:38,487 - INFO - LRs are now: 2.20e-05 2025-01-03 04:49:38,581 - INFO - LRs are now: 2.21e-05 2025-01-03 04:49:38,654 - INFO - LRs are now: 2.22e-05 2025-01-03 04:49:38,732 - INFO - LRs are now: 2.23e-05 2025-01-03 04:49:38,804 - INFO - LRs are now: 2.24e-05 2025-01-03 04:49:38,878 - INFO - LRs are now: 2.25e-05 2025-01-03 04:49:38,937 - INFO - LRs are now: 2.26e-05 2025-01-03 04:49:39,072 - INFO - LRs are now: 2.27e-05 2025-01-03 04:49:39,169 - INFO - LRs are now: 2.28e-05 2025-01-03 04:49:39,262 - INFO - LRs are now: 2.29e-05 2025-01-03 04:49:39,339 - INFO - LRs are now: 2.30e-05 2025-01-03 04:49:39,398 - INFO - LRs are now: 2.31e-05 2025-01-03 04:49:39,456 - INFO - LRs are now: 2.32e-05 2025-01-03 04:49:39,517 - INFO - LRs are now: 2.33e-05 2025-01-03 04:49:39,569 - INFO - LRs are now: 2.34e-05 2025-01-03 04:49:39,636 - INFO - LRs are now: 2.35e-05 2025-01-03 04:49:39,701 - INFO - LRs are now: 2.36e-05 2025-01-03 04:49:39,773 - INFO - LRs are now: 2.37e-05 2025-01-03 04:49:39,845 - INFO - LRs are now: 2.38e-05 2025-01-03 04:49:39,900 - INFO - LRs are now: 2.39e-05 2025-01-03 04:49:39,957 - INFO - LRs are now: 2.40e-05 2025-01-03 04:49:40,017 - INFO - LRs are now: 2.41e-05 2025-01-03 04:49:40,076 - INFO - LRs are now: 2.42e-05 2025-01-03 04:49:40,163 - INFO - LRs are now: 2.43e-05 2025-01-03 04:49:40,231 - INFO - LRs are now: 2.44e-05 2025-01-03 04:49:40,334 - INFO - LRs are now: 2.45e-05 2025-01-03 04:49:40,419 - INFO - LRs are now: 2.46e-05 2025-01-03 04:49:40,492 - INFO - LRs are now: 2.47e-05 2025-01-03 04:49:40,558 - INFO - LRs are now: 2.48e-05 2025-01-03 04:49:40,608 - INFO - LRs are now: 2.49e-05 2025-01-03 04:49:40,673 - INFO - LRs are now: 2.50e-05 2025-01-03 04:49:40,703 - INFO - Training epoch 1 finished. (Took 0.3 mins.) 2025-01-03 04:49:40,703 - INFO - loss_train: 472.4 2025-01-03 04:49:40,705 - INFO - upos-fscore_train: 44.26% 2025-01-03 04:49:40,706 - INFO - aggregate_train: 44.26% 2025-01-03 04:49:42,148 - INFO - Validation epoch 1 finished. (Took 0.0 mins.) 2025-01-03 04:49:42,149 - INFO - loss_valid: 15.25 2025-01-03 04:49:42,151 - INFO - upos-fscore_valid: 89.07% 2025-01-03 04:49:42,152 - INFO - aggregate_valid: 89.07% 2025-01-03 04:49:44,069 - INFO - Saving current best: model_best.pth ... 2025-01-03 04:49:44,329 - INFO - LRs are now: 2.51e-05 2025-01-03 04:49:44,494 - INFO - LRs are now: 2.52e-05 2025-01-03 04:49:44,578 - INFO - LRs are now: 2.53e-05 2025-01-03 04:49:44,663 - INFO - LRs are now: 2.54e-05 2025-01-03 04:49:44,745 - INFO - LRs are now: 2.55e-05 2025-01-03 04:49:44,817 - INFO - LRs are now: 2.56e-05 2025-01-03 04:49:44,899 - INFO - LRs are now: 2.57e-05 2025-01-03 04:49:44,982 - INFO - LRs are now: 2.58e-05 2025-01-03 04:49:45,116 - INFO - LRs are now: 2.59e-05 2025-01-03 04:49:45,261 - INFO - LRs are now: 2.60e-05 2025-01-03 04:49:45,346 - INFO - LRs are now: 2.61e-05 2025-01-03 04:49:45,464 - INFO - LRs are now: 2.62e-05 2025-01-03 04:49:45,576 - INFO - LRs are now: 2.63e-05 2025-01-03 04:49:45,649 - INFO - LRs are now: 2.64e-05 2025-01-03 04:49:45,706 - INFO - LRs are now: 2.65e-05 2025-01-03 04:49:45,767 - INFO - LRs are now: 2.66e-05 2025-01-03 04:49:45,829 - INFO - LRs are now: 2.67e-05 2025-01-03 04:49:45,895 - INFO - LRs are now: 2.68e-05 2025-01-03 04:49:45,967 - INFO - LRs are now: 2.69e-05 2025-01-03 04:49:46,030 - INFO - LRs are now: 2.70e-05 2025-01-03 04:49:46,101 - INFO - LRs are now: 2.71e-05 2025-01-03 04:49:46,176 - INFO - LRs are now: 2.72e-05 2025-01-03 04:49:46,232 - INFO - LRs are now: 2.73e-05 2025-01-03 04:49:46,311 - INFO - LRs are now: 2.74e-05 2025-01-03 04:49:46,394 - INFO - LRs are now: 2.75e-05 2025-01-03 04:49:46,458 - INFO - LRs are now: 2.76e-05 2025-01-03 04:49:46,515 - INFO - LRs are now: 2.77e-05 2025-01-03 04:49:46,582 - INFO - LRs are now: 2.78e-05 2025-01-03 04:49:46,650 - INFO - LRs are now: 2.79e-05 2025-01-03 04:49:46,708 - INFO - LRs are now: 2.80e-05 2025-01-03 04:49:46,797 - INFO - LRs are now: 2.81e-05 2025-01-03 04:49:46,888 - INFO - LRs are now: 2.82e-05 2025-01-03 04:49:46,962 - INFO - LRs are now: 2.83e-05 2025-01-03 04:49:47,026 - INFO - LRs are now: 2.84e-05 2025-01-03 04:49:47,084 - INFO - LRs are now: 2.85e-05 2025-01-03 04:49:47,147 - INFO - LRs are now: 2.86e-05 2025-01-03 04:49:47,282 - INFO - LRs are now: 2.87e-05 2025-01-03 04:49:47,376 - INFO - LRs are now: 2.88e-05 2025-01-03 04:49:47,426 - INFO - LRs are now: 2.89e-05 2025-01-03 04:49:47,492 - INFO - LRs are now: 2.90e-05 2025-01-03 04:49:47,633 - INFO - LRs are now: 2.91e-05 2025-01-03 04:49:47,770 - INFO - LRs are now: 2.92e-05 2025-01-03 04:49:47,836 - INFO - LRs are now: 2.93e-05 2025-01-03 04:49:47,892 - INFO - LRs are now: 2.94e-05 2025-01-03 04:49:47,950 - INFO - LRs are now: 2.95e-05 2025-01-03 04:49:48,009 - INFO - LRs are now: 2.96e-05 2025-01-03 04:49:48,092 - INFO - LRs are now: 2.97e-05 2025-01-03 04:49:48,181 - INFO - LRs are now: 2.98e-05 2025-01-03 04:49:48,312 - INFO - LRs are now: 2.99e-05 2025-01-03 04:49:48,423 - INFO - LRs are now: 3.00e-05 2025-01-03 04:49:48,494 - INFO - LRs are now: 3.01e-05 2025-01-03 04:49:48,546 - INFO - LRs are now: 3.02e-05 2025-01-03 04:49:48,609 - INFO - LRs are now: 3.03e-05 2025-01-03 04:49:48,677 - INFO - LRs are now: 3.04e-05 2025-01-03 04:49:48,769 - INFO - LRs are now: 3.05e-05 2025-01-03 04:49:48,846 - INFO - LRs are now: 3.06e-05 2025-01-03 04:49:48,904 - INFO - LRs are now: 3.07e-05 2025-01-03 04:49:48,985 - INFO - LRs are now: 3.08e-05 2025-01-03 04:49:49,056 - INFO - LRs are now: 3.09e-05 2025-01-03 04:49:49,203 - INFO - LRs are now: 3.10e-05 2025-01-03 04:49:49,330 - INFO - LRs are now: 3.11e-05 2025-01-03 04:49:49,381 - INFO - LRs are now: 3.12e-05 2025-01-03 04:49:49,432 - INFO - LRs are now: 3.13e-05 2025-01-03 04:49:49,483 - INFO - LRs are now: 3.14e-05 2025-01-03 04:49:49,560 - INFO - LRs are now: 3.15e-05 2025-01-03 04:49:49,643 - INFO - LRs are now: 3.16e-05 2025-01-03 04:49:49,707 - INFO - LRs are now: 3.17e-05 2025-01-03 04:49:49,796 - INFO - LRs are now: 3.18e-05 2025-01-03 04:49:49,873 - INFO - LRs are now: 3.19e-05 2025-01-03 04:49:49,928 - INFO - LRs are now: 3.20e-05 2025-01-03 04:49:49,983 - INFO - LRs are now: 3.21e-05 2025-01-03 04:49:50,043 - INFO - LRs are now: 3.22e-05 2025-01-03 04:49:50,118 - INFO - LRs are now: 3.23e-05 2025-01-03 04:49:50,183 - INFO - LRs are now: 3.24e-05 2025-01-03 04:49:50,251 - INFO - LRs are now: 3.25e-05 2025-01-03 04:49:50,316 - INFO - LRs are now: 3.26e-05 2025-01-03 04:49:50,386 - INFO - LRs are now: 3.27e-05 2025-01-03 04:49:50,488 - INFO - LRs are now: 3.28e-05 2025-01-03 04:49:50,555 - INFO - LRs are now: 3.29e-05 2025-01-03 04:49:50,653 - INFO - LRs are now: 3.30e-05 2025-01-03 04:49:50,729 - INFO - LRs are now: 3.31e-05 2025-01-03 04:49:50,798 - INFO - LRs are now: 3.32e-05 2025-01-03 04:49:50,870 - INFO - LRs are now: 3.33e-05 2025-01-03 04:49:51,016 - INFO - LRs are now: 3.34e-05 2025-01-03 04:49:51,137 - INFO - LRs are now: 3.35e-05 2025-01-03 04:49:51,210 - INFO - LRs are now: 3.36e-05 2025-01-03 04:49:51,267 - INFO - LRs are now: 3.37e-05 2025-01-03 04:49:51,348 - INFO - LRs are now: 3.38e-05 2025-01-03 04:49:51,424 - INFO - LRs are now: 3.39e-05 2025-01-03 04:49:51,481 - INFO - LRs are now: 3.40e-05 2025-01-03 04:49:51,579 - INFO - LRs are now: 3.41e-05 2025-01-03 04:49:51,665 - INFO - LRs are now: 3.42e-05 2025-01-03 04:49:51,739 - INFO - LRs are now: 3.43e-05 2025-01-03 04:49:51,803 - INFO - LRs are now: 3.44e-05 2025-01-03 04:49:51,860 - INFO - LRs are now: 3.45e-05 2025-01-03 04:49:51,912 - INFO - LRs are now: 3.46e-05 2025-01-03 04:49:51,966 - INFO - LRs are now: 3.47e-05 2025-01-03 04:49:52,017 - INFO - LRs are now: 3.48e-05 2025-01-03 04:49:52,069 - INFO - LRs are now: 3.49e-05 2025-01-03 04:49:52,133 - INFO - LRs are now: 3.50e-05 2025-01-03 04:49:52,219 - INFO - LRs are now: 3.51e-05 2025-01-03 04:49:52,340 - INFO - LRs are now: 3.52e-05 2025-01-03 04:49:52,415 - INFO - LRs are now: 3.53e-05 2025-01-03 04:49:52,464 - INFO - LRs are now: 3.54e-05 2025-01-03 04:49:52,553 - INFO - LRs are now: 3.55e-05 2025-01-03 04:49:52,615 - INFO - LRs are now: 3.56e-05 2025-01-03 04:49:52,703 - INFO - LRs are now: 3.57e-05 2025-01-03 04:49:52,816 - INFO - LRs are now: 3.58e-05 2025-01-03 04:49:52,900 - INFO - LRs are now: 3.59e-05 2025-01-03 04:49:53,029 - INFO - LRs are now: 3.60e-05 2025-01-03 04:49:53,133 - INFO - LRs are now: 3.61e-05 2025-01-03 04:49:53,275 - INFO - LRs are now: 3.62e-05 2025-01-03 04:49:53,378 - INFO - LRs are now: 3.63e-05 2025-01-03 04:49:53,508 - INFO - LRs are now: 3.64e-05 2025-01-03 04:49:53,616 - INFO - LRs are now: 3.65e-05 2025-01-03 04:49:53,679 - INFO - LRs are now: 3.66e-05 2025-01-03 04:49:53,760 - INFO - LRs are now: 3.67e-05 2025-01-03 04:49:53,864 - INFO - LRs are now: 3.68e-05 2025-01-03 04:49:53,952 - INFO - LRs are now: 3.69e-05 2025-01-03 04:49:54,017 - INFO - LRs are now: 3.70e-05 2025-01-03 04:49:54,114 - INFO - LRs are now: 3.71e-05 2025-01-03 04:49:54,202 - INFO - LRs are now: 3.72e-05 2025-01-03 04:49:54,290 - INFO - LRs are now: 3.73e-05 2025-01-03 04:49:54,373 - INFO - LRs are now: 3.74e-05 2025-01-03 04:49:54,449 - INFO - LRs are now: 3.75e-05 2025-01-03 04:49:54,522 - INFO - LRs are now: 3.76e-05 2025-01-03 04:49:54,586 - INFO - LRs are now: 3.77e-05 2025-01-03 04:49:54,640 - INFO - LRs are now: 3.78e-05 2025-01-03 04:49:54,698 - INFO - LRs are now: 3.79e-05 2025-01-03 04:49:54,748 - INFO - LRs are now: 3.80e-05 2025-01-03 04:49:54,805 - INFO - LRs are now: 3.81e-05 2025-01-03 04:49:54,859 - INFO - LRs are now: 3.82e-05 2025-01-03 04:49:54,909 - INFO - LRs are now: 3.83e-05 2025-01-03 04:49:54,958 - INFO - LRs are now: 3.84e-05 2025-01-03 04:49:55,025 - INFO - LRs are now: 3.85e-05 2025-01-03 04:49:55,105 - INFO - LRs are now: 3.86e-05 2025-01-03 04:49:55,164 - INFO - LRs are now: 3.87e-05 2025-01-03 04:49:55,218 - INFO - LRs are now: 3.88e-05 2025-01-03 04:49:55,274 - INFO - LRs are now: 3.89e-05 2025-01-03 04:49:55,337 - INFO - LRs are now: 3.90e-05 2025-01-03 04:49:55,389 - INFO - LRs are now: 3.91e-05 2025-01-03 04:49:55,447 - INFO - LRs are now: 3.92e-05 2025-01-03 04:49:55,520 - INFO - LRs are now: 3.93e-05 2025-01-03 04:49:55,633 - INFO - LRs are now: 3.94e-05 2025-01-03 04:49:55,710 - INFO - LRs are now: 3.95e-05 2025-01-03 04:49:55,772 - INFO - LRs are now: 3.96e-05 2025-01-03 04:49:55,836 - INFO - LRs are now: 3.97e-05 2025-01-03 04:49:55,893 - INFO - LRs are now: 3.98e-05 2025-01-03 04:49:55,957 - INFO - LRs are now: 3.99e-05 2025-01-03 04:49:56,044 - INFO - LRs are now: 4.00e-05 2025-01-03 04:49:56,122 - INFO - LRs are now: 4.00e-05 2025-01-03 04:49:56,198 - INFO - LRs are now: 3.99e-05 2025-01-03 04:49:56,265 - INFO - LRs are now: 3.99e-05 2025-01-03 04:49:56,338 - INFO - LRs are now: 3.98e-05 2025-01-03 04:49:56,412 - INFO - LRs are now: 3.98e-05 2025-01-03 04:49:56,470 - INFO - LRs are now: 3.97e-05 2025-01-03 04:49:56,593 - INFO - LRs are now: 3.97e-05 2025-01-03 04:49:56,717 - INFO - LRs are now: 3.96e-05 2025-01-03 04:49:56,815 - INFO - LRs are now: 3.96e-05 2025-01-03 04:49:56,883 - INFO - LRs are now: 3.95e-05 2025-01-03 04:49:56,987 - INFO - LRs are now: 3.95e-05 2025-01-03 04:49:57,117 - INFO - LRs are now: 3.94e-05 2025-01-03 04:49:57,197 - INFO - LRs are now: 3.94e-05 2025-01-03 04:49:57,248 - INFO - LRs are now: 3.93e-05 2025-01-03 04:49:57,308 - INFO - LRs are now: 3.93e-05 2025-01-03 04:49:57,366 - INFO - LRs are now: 3.92e-05 2025-01-03 04:49:57,448 - INFO - LRs are now: 3.92e-05 2025-01-03 04:49:57,517 - INFO - LRs are now: 3.91e-05 2025-01-03 04:49:57,612 - INFO - LRs are now: 3.91e-05 2025-01-03 04:49:57,692 - INFO - LRs are now: 3.90e-05 2025-01-03 04:49:57,775 - INFO - LRs are now: 3.90e-05 2025-01-03 04:49:57,840 - INFO - LRs are now: 3.89e-05 2025-01-03 04:49:57,909 - INFO - LRs are now: 3.89e-05 2025-01-03 04:49:57,982 - INFO - LRs are now: 3.89e-05 2025-01-03 04:49:58,043 - INFO - LRs are now: 3.88e-05 2025-01-03 04:49:58,106 - INFO - LRs are now: 3.88e-05 2025-01-03 04:49:58,183 - INFO - LRs are now: 3.87e-05 2025-01-03 04:49:58,254 - INFO - LRs are now: 3.87e-05 2025-01-03 04:49:58,326 - INFO - LRs are now: 3.86e-05 2025-01-03 04:49:58,427 - INFO - LRs are now: 3.86e-05 2025-01-03 04:49:58,508 - INFO - LRs are now: 3.85e-05 2025-01-03 04:49:58,576 - INFO - LRs are now: 3.85e-05 2025-01-03 04:49:58,674 - INFO - LRs are now: 3.84e-05 2025-01-03 04:49:58,773 - INFO - LRs are now: 3.84e-05 2025-01-03 04:49:58,839 - INFO - LRs are now: 3.84e-05 2025-01-03 04:49:58,896 - INFO - LRs are now: 3.83e-05 2025-01-03 04:49:58,962 - INFO - LRs are now: 3.83e-05 2025-01-03 04:49:59,021 - INFO - LRs are now: 3.82e-05 2025-01-03 04:49:59,111 - INFO - LRs are now: 3.82e-05 2025-01-03 04:49:59,216 - INFO - LRs are now: 3.81e-05 2025-01-03 04:49:59,286 - INFO - LRs are now: 3.81e-05 2025-01-03 04:49:59,342 - INFO - LRs are now: 3.81e-05 2025-01-03 04:49:59,404 - INFO - LRs are now: 3.80e-05 2025-01-03 04:49:59,478 - INFO - LRs are now: 3.80e-05 2025-01-03 04:49:59,556 - INFO - LRs are now: 3.79e-05 2025-01-03 04:49:59,609 - INFO - LRs are now: 3.79e-05 2025-01-03 04:49:59,659 - INFO - LRs are now: 3.78e-05 2025-01-03 04:49:59,717 - INFO - LRs are now: 3.78e-05 2025-01-03 04:49:59,806 - INFO - LRs are now: 3.78e-05 2025-01-03 04:49:59,873 - INFO - LRs are now: 3.77e-05 2025-01-03 04:49:59,925 - INFO - LRs are now: 3.77e-05 2025-01-03 04:50:00,034 - INFO - LRs are now: 3.76e-05 2025-01-03 04:50:00,131 - INFO - LRs are now: 3.76e-05 2025-01-03 04:50:00,190 - INFO - LRs are now: 3.75e-05 2025-01-03 04:50:00,239 - INFO - LRs are now: 3.75e-05 2025-01-03 04:50:00,294 - INFO - LRs are now: 3.75e-05 2025-01-03 04:50:00,356 - INFO - LRs are now: 3.74e-05 2025-01-03 04:50:00,435 - INFO - LRs are now: 3.74e-05 2025-01-03 04:50:00,524 - INFO - LRs are now: 3.73e-05 2025-01-03 04:50:00,601 - INFO - LRs are now: 3.73e-05 2025-01-03 04:50:00,656 - INFO - LRs are now: 3.73e-05 2025-01-03 04:50:00,725 - INFO - LRs are now: 3.72e-05 2025-01-03 04:50:00,797 - INFO - LRs are now: 3.72e-05 2025-01-03 04:50:00,861 - INFO - LRs are now: 3.71e-05 2025-01-03 04:50:00,922 - INFO - LRs are now: 3.71e-05 2025-01-03 04:50:00,988 - INFO - LRs are now: 3.71e-05 2025-01-03 04:50:01,071 - INFO - LRs are now: 3.70e-05 2025-01-03 04:50:01,146 - INFO - LRs are now: 3.70e-05 2025-01-03 04:50:01,226 - INFO - LRs are now: 3.69e-05 2025-01-03 04:50:01,301 - INFO - LRs are now: 3.69e-05 2025-01-03 04:50:01,359 - INFO - LRs are now: 3.69e-05 2025-01-03 04:50:01,413 - INFO - LRs are now: 3.68e-05 2025-01-03 04:50:01,470 - INFO - LRs are now: 3.68e-05 2025-01-03 04:50:01,539 - INFO - LRs are now: 3.67e-05 2025-01-03 04:50:01,677 - INFO - LRs are now: 3.67e-05 2025-01-03 04:50:01,787 - INFO - LRs are now: 3.67e-05 2025-01-03 04:50:01,848 - INFO - LRs are now: 3.66e-05 2025-01-03 04:50:01,901 - INFO - LRs are now: 3.66e-05 2025-01-03 04:50:01,950 - INFO - LRs are now: 3.66e-05 2025-01-03 04:50:02,010 - INFO - LRs are now: 3.65e-05 2025-01-03 04:50:02,059 - INFO - LRs are now: 3.65e-05 2025-01-03 04:50:02,161 - INFO - LRs are now: 3.64e-05 2025-01-03 04:50:02,246 - INFO - LRs are now: 3.64e-05 2025-01-03 04:50:02,307 - INFO - LRs are now: 3.64e-05 2025-01-03 04:50:02,396 - INFO - LRs are now: 3.63e-05 2025-01-03 04:50:02,462 - INFO - LRs are now: 3.63e-05 2025-01-03 04:50:02,593 - INFO - LRs are now: 3.63e-05 2025-01-03 04:50:02,694 - INFO - LRs are now: 3.62e-05 2025-01-03 04:50:02,751 - INFO - LRs are now: 3.62e-05 2025-01-03 04:50:02,800 - INFO - LRs are now: 3.61e-05 2025-01-03 04:50:02,851 - INFO - LRs are now: 3.61e-05 2025-01-03 04:50:02,908 - INFO - LRs are now: 3.61e-05 2025-01-03 04:50:02,964 - INFO - LRs are now: 3.60e-05 2025-01-03 04:50:03,026 - INFO - LRs are now: 3.60e-05 2025-01-03 04:50:03,135 - INFO - LRs are now: 3.60e-05 2025-01-03 04:50:03,210 - INFO - LRs are now: 3.59e-05 2025-01-03 04:50:03,268 - INFO - LRs are now: 3.59e-05 2025-01-03 04:50:03,386 - INFO - LRs are now: 3.58e-05 2025-01-03 04:50:03,541 - INFO - LRs are now: 3.58e-05 2025-01-03 04:50:03,639 - INFO - LRs are now: 3.58e-05 2025-01-03 04:50:03,688 - INFO - Training epoch 2 finished. (Took 0.3 mins.) 2025-01-03 04:50:03,689 - INFO - loss_train: 138.2 2025-01-03 04:50:03,690 - INFO - upos-fscore_train: 85.64% 2025-01-03 04:50:03,692 - INFO - aggregate_train: 85.64% 2025-01-03 04:50:05,183 - INFO - Validation epoch 2 finished. (Took 0.0 mins.) 2025-01-03 04:50:05,184 - INFO - loss_valid: 9.376 2025-01-03 04:50:05,185 - INFO - upos-fscore_valid: 91.97% 2025-01-03 04:50:05,187 - INFO - aggregate_valid: 91.97% 2025-01-03 04:50:07,376 - INFO - Saving current best: model_best.pth ... 2025-01-03 04:50:07,627 - INFO - LRs are now: 3.57e-05 2025-01-03 04:50:07,791 - INFO - LRs are now: 3.57e-05 2025-01-03 04:50:07,892 - INFO - LRs are now: 3.57e-05 2025-01-03 04:50:08,035 - INFO - LRs are now: 3.56e-05 2025-01-03 04:50:08,140 - INFO - LRs are now: 3.56e-05 2025-01-03 04:50:08,205 - INFO - LRs are now: 3.56e-05 2025-01-03 04:50:08,263 - INFO - LRs are now: 3.55e-05 2025-01-03 04:50:08,321 - INFO - LRs are now: 3.55e-05 2025-01-03 04:50:08,378 - INFO - LRs are now: 3.55e-05 2025-01-03 04:50:08,452 - INFO - LRs are now: 3.54e-05 2025-01-03 04:50:08,566 - INFO - LRs are now: 3.54e-05 2025-01-03 04:50:08,645 - INFO - LRs are now: 3.54e-05 2025-01-03 04:50:08,712 - INFO - LRs are now: 3.53e-05 2025-01-03 04:50:08,768 - INFO - LRs are now: 3.53e-05 2025-01-03 04:50:08,840 - INFO - LRs are now: 3.53e-05 2025-01-03 04:50:08,935 - INFO - LRs are now: 3.52e-05 2025-01-03 04:50:09,002 - INFO - LRs are now: 3.52e-05 2025-01-03 04:50:09,065 - INFO - LRs are now: 3.51e-05 2025-01-03 04:50:09,133 - INFO - LRs are now: 3.51e-05 2025-01-03 04:50:09,272 - INFO - LRs are now: 3.51e-05 2025-01-03 04:50:09,385 - INFO - LRs are now: 3.50e-05 2025-01-03 04:50:09,473 - INFO - LRs are now: 3.50e-05 2025-01-03 04:50:09,556 - INFO - LRs are now: 3.50e-05 2025-01-03 04:50:09,614 - INFO - LRs are now: 3.49e-05 2025-01-03 04:50:09,671 - INFO - LRs are now: 3.49e-05 2025-01-03 04:50:09,727 - INFO - LRs are now: 3.49e-05 2025-01-03 04:50:09,796 - INFO - LRs are now: 3.48e-05 2025-01-03 04:50:09,854 - INFO - LRs are now: 3.48e-05 2025-01-03 04:50:09,927 - INFO - LRs are now: 3.48e-05 2025-01-03 04:50:09,997 - INFO - LRs are now: 3.47e-05 2025-01-03 04:50:10,077 - INFO - LRs are now: 3.47e-05 2025-01-03 04:50:10,146 - INFO - LRs are now: 3.47e-05 2025-01-03 04:50:10,237 - INFO - LRs are now: 3.47e-05 2025-01-03 04:50:10,325 - INFO - LRs are now: 3.46e-05 2025-01-03 04:50:10,405 - INFO - LRs are now: 3.46e-05 2025-01-03 04:50:10,453 - INFO - LRs are now: 3.46e-05 2025-01-03 04:50:10,508 - INFO - LRs are now: 3.45e-05 2025-01-03 04:50:10,582 - INFO - LRs are now: 3.45e-05 2025-01-03 04:50:10,648 - INFO - LRs are now: 3.45e-05 2025-01-03 04:50:10,718 - INFO - LRs are now: 3.44e-05 2025-01-03 04:50:10,819 - INFO - LRs are now: 3.44e-05 2025-01-03 04:50:10,980 - INFO - LRs are now: 3.44e-05 2025-01-03 04:50:11,106 - INFO - LRs are now: 3.43e-05 2025-01-03 04:50:11,181 - INFO - LRs are now: 3.43e-05 2025-01-03 04:50:11,249 - INFO - LRs are now: 3.43e-05 2025-01-03 04:50:11,333 - INFO - LRs are now: 3.42e-05 2025-01-03 04:50:11,405 - INFO - LRs are now: 3.42e-05 2025-01-03 04:50:11,461 - INFO - LRs are now: 3.42e-05 2025-01-03 04:50:11,524 - INFO - LRs are now: 3.41e-05 2025-01-03 04:50:11,787 - INFO - LRs are now: 3.41e-05 2025-01-03 04:50:11,850 - INFO - LRs are now: 3.41e-05 2025-01-03 04:50:11,925 - INFO - LRs are now: 3.41e-05 2025-01-03 04:50:11,996 - INFO - LRs are now: 3.40e-05 2025-01-03 04:50:12,064 - INFO - LRs are now: 3.40e-05 2025-01-03 04:50:12,152 - INFO - LRs are now: 3.40e-05 2025-01-03 04:50:12,252 - INFO - LRs are now: 3.39e-05 2025-01-03 04:50:12,331 - INFO - LRs are now: 3.39e-05 2025-01-03 04:50:12,422 - INFO - LRs are now: 3.39e-05 2025-01-03 04:50:12,492 - INFO - LRs are now: 3.38e-05 2025-01-03 04:50:12,546 - INFO - LRs are now: 3.38e-05 2025-01-03 04:50:12,600 - INFO - LRs are now: 3.38e-05 2025-01-03 04:50:12,648 - INFO - LRs are now: 3.37e-05 2025-01-03 04:50:12,749 - INFO - LRs are now: 3.37e-05 2025-01-03 04:50:12,836 - INFO - LRs are now: 3.37e-05 2025-01-03 04:50:12,892 - INFO - LRs are now: 3.37e-05 2025-01-03 04:50:12,943 - INFO - LRs are now: 3.36e-05 2025-01-03 04:50:12,998 - INFO - LRs are now: 3.36e-05 2025-01-03 04:50:13,061 - INFO - LRs are now: 3.36e-05 2025-01-03 04:50:13,119 - INFO - LRs are now: 3.35e-05 2025-01-03 04:50:13,195 - INFO - LRs are now: 3.35e-05 2025-01-03 04:50:13,281 - INFO - LRs are now: 3.35e-05 2025-01-03 04:50:13,342 - INFO - LRs are now: 3.34e-05 2025-01-03 04:50:13,394 - INFO - LRs are now: 3.34e-05 2025-01-03 04:50:13,451 - INFO - LRs are now: 3.34e-05 2025-01-03 04:50:13,505 - INFO - LRs are now: 3.34e-05 2025-01-03 04:50:13,572 - INFO - LRs are now: 3.33e-05 2025-01-03 04:50:13,658 - INFO - LRs are now: 3.33e-05 2025-01-03 04:50:13,737 - INFO - LRs are now: 3.33e-05 2025-01-03 04:50:13,807 - INFO - LRs are now: 3.32e-05 2025-01-03 04:50:13,865 - INFO - LRs are now: 3.32e-05 2025-01-03 04:50:13,956 - INFO - LRs are now: 3.32e-05 2025-01-03 04:50:14,058 - INFO - LRs are now: 3.32e-05 2025-01-03 04:50:14,151 - INFO - LRs are now: 3.31e-05 2025-01-03 04:50:14,265 - INFO - LRs are now: 3.31e-05 2025-01-03 04:50:14,396 - INFO - LRs are now: 3.31e-05 2025-01-03 04:50:14,478 - INFO - LRs are now: 3.30e-05 2025-01-03 04:50:14,590 - INFO - LRs are now: 3.30e-05 2025-01-03 04:50:14,695 - INFO - LRs are now: 3.30e-05 2025-01-03 04:50:14,787 - INFO - LRs are now: 3.30e-05 2025-01-03 04:50:14,852 - INFO - LRs are now: 3.29e-05 2025-01-03 04:50:14,952 - INFO - LRs are now: 3.29e-05 2025-01-03 04:50:15,088 - INFO - LRs are now: 3.29e-05 2025-01-03 04:50:15,175 - INFO - LRs are now: 3.29e-05 2025-01-03 04:50:15,227 - INFO - LRs are now: 3.28e-05 2025-01-03 04:50:15,296 - INFO - LRs are now: 3.28e-05 2025-01-03 04:50:15,386 - INFO - LRs are now: 3.28e-05 2025-01-03 04:50:15,460 - INFO - LRs are now: 3.27e-05 2025-01-03 04:50:15,526 - INFO - LRs are now: 3.27e-05 2025-01-03 04:50:15,584 - INFO - LRs are now: 3.27e-05 2025-01-03 04:50:15,649 - INFO - LRs are now: 3.27e-05 2025-01-03 04:50:15,732 - INFO - LRs are now: 3.26e-05 2025-01-03 04:50:15,815 - INFO - LRs are now: 3.26e-05 2025-01-03 04:50:15,952 - INFO - LRs are now: 3.26e-05 2025-01-03 04:50:16,048 - INFO - LRs are now: 3.26e-05 2025-01-03 04:50:16,101 - INFO - LRs are now: 3.25e-05 2025-01-03 04:50:16,160 - INFO - LRs are now: 3.25e-05 2025-01-03 04:50:16,216 - INFO - LRs are now: 3.25e-05 2025-01-03 04:50:16,275 - INFO - LRs are now: 3.24e-05 2025-01-03 04:50:16,338 - INFO - LRs are now: 3.24e-05 2025-01-03 04:50:16,401 - INFO - LRs are now: 3.24e-05 2025-01-03 04:50:16,452 - INFO - LRs are now: 3.24e-05 2025-01-03 04:50:16,519 - INFO - LRs are now: 3.23e-05 2025-01-03 04:50:16,621 - INFO - LRs are now: 3.23e-05 2025-01-03 04:50:16,696 - INFO - LRs are now: 3.23e-05 2025-01-03 04:50:16,751 - INFO - LRs are now: 3.23e-05 2025-01-03 04:50:16,826 - INFO - LRs are now: 3.22e-05 2025-01-03 04:50:16,898 - INFO - LRs are now: 3.22e-05 2025-01-03 04:50:16,953 - INFO - LRs are now: 3.22e-05 2025-01-03 04:50:17,008 - INFO - LRs are now: 3.22e-05 2025-01-03 04:50:17,109 - INFO - LRs are now: 3.21e-05 2025-01-03 04:50:17,183 - INFO - LRs are now: 3.21e-05 2025-01-03 04:50:17,237 - INFO - LRs are now: 3.21e-05 2025-01-03 04:50:17,289 - INFO - LRs are now: 3.21e-05 2025-01-03 04:50:17,357 - INFO - LRs are now: 3.20e-05 2025-01-03 04:50:17,416 - INFO - LRs are now: 3.20e-05 2025-01-03 04:50:17,511 - INFO - LRs are now: 3.20e-05 2025-01-03 04:50:17,590 - INFO - LRs are now: 3.19e-05 2025-01-03 04:50:17,682 - INFO - LRs are now: 3.19e-05 2025-01-03 04:50:17,755 - INFO - LRs are now: 3.19e-05 2025-01-03 04:50:17,824 - INFO - LRs are now: 3.19e-05 2025-01-03 04:50:17,901 - INFO - LRs are now: 3.18e-05 2025-01-03 04:50:18,053 - INFO - LRs are now: 3.18e-05 2025-01-03 04:50:18,159 - INFO - LRs are now: 3.18e-05 2025-01-03 04:50:18,217 - INFO - LRs are now: 3.18e-05 2025-01-03 04:50:18,286 - INFO - LRs are now: 3.17e-05 2025-01-03 04:50:18,379 - INFO - LRs are now: 3.17e-05 2025-01-03 04:50:18,454 - INFO - LRs are now: 3.17e-05 2025-01-03 04:50:18,524 - INFO - LRs are now: 3.17e-05 2025-01-03 04:50:18,587 - INFO - LRs are now: 3.16e-05 2025-01-03 04:50:18,653 - INFO - LRs are now: 3.16e-05 2025-01-03 04:50:18,703 - INFO - LRs are now: 3.16e-05 2025-01-03 04:50:18,774 - INFO - LRs are now: 3.16e-05 2025-01-03 04:50:18,844 - INFO - LRs are now: 3.15e-05 2025-01-03 04:50:18,910 - INFO - LRs are now: 3.15e-05 2025-01-03 04:50:18,968 - INFO - LRs are now: 3.15e-05 2025-01-03 04:50:19,104 - INFO - LRs are now: 3.15e-05 2025-01-03 04:50:19,215 - INFO - LRs are now: 3.15e-05 2025-01-03 04:50:19,278 - INFO - LRs are now: 3.14e-05 2025-01-03 04:50:19,343 - INFO - LRs are now: 3.14e-05 2025-01-03 04:50:19,407 - INFO - LRs are now: 3.14e-05 2025-01-03 04:50:19,463 - INFO - LRs are now: 3.14e-05 2025-01-03 04:50:19,524 - INFO - LRs are now: 3.13e-05 2025-01-03 04:50:19,579 - INFO - LRs are now: 3.13e-05 2025-01-03 04:50:19,643 - INFO - LRs are now: 3.13e-05 2025-01-03 04:50:19,720 - INFO - LRs are now: 3.13e-05 2025-01-03 04:50:19,791 - INFO - LRs are now: 3.12e-05 2025-01-03 04:50:19,846 - INFO - LRs are now: 3.12e-05 2025-01-03 04:50:19,967 - INFO - LRs are now: 3.12e-05 2025-01-03 04:50:20,072 - INFO - LRs are now: 3.12e-05 2025-01-03 04:50:20,130 - INFO - LRs are now: 3.11e-05 2025-01-03 04:50:20,195 - INFO - LRs are now: 3.11e-05 2025-01-03 04:50:20,252 - INFO - LRs are now: 3.11e-05 2025-01-03 04:50:20,321 - INFO - LRs are now: 3.11e-05 2025-01-03 04:50:20,396 - INFO - LRs are now: 3.10e-05 2025-01-03 04:50:20,463 - INFO - LRs are now: 3.10e-05 2025-01-03 04:50:20,554 - INFO - LRs are now: 3.10e-05 2025-01-03 04:50:20,624 - INFO - LRs are now: 3.10e-05 2025-01-03 04:50:20,680 - INFO - LRs are now: 3.10e-05 2025-01-03 04:50:20,768 - INFO - LRs are now: 3.09e-05 2025-01-03 04:50:20,845 - INFO - LRs are now: 3.09e-05 2025-01-03 04:50:20,898 - INFO - LRs are now: 3.09e-05 2025-01-03 04:50:20,947 - INFO - LRs are now: 3.09e-05 2025-01-03 04:50:21,005 - INFO - LRs are now: 3.08e-05 2025-01-03 04:50:21,075 - INFO - LRs are now: 3.08e-05 2025-01-03 04:50:21,173 - INFO - LRs are now: 3.08e-05 2025-01-03 04:50:21,263 - INFO - LRs are now: 3.08e-05 2025-01-03 04:50:21,329 - INFO - LRs are now: 3.07e-05 2025-01-03 04:50:21,423 - INFO - LRs are now: 3.07e-05 2025-01-03 04:50:21,522 - INFO - LRs are now: 3.07e-05 2025-01-03 04:50:21,586 - INFO - LRs are now: 3.07e-05 2025-01-03 04:50:21,651 - INFO - LRs are now: 3.07e-05 2025-01-03 04:50:21,711 - INFO - LRs are now: 3.06e-05 2025-01-03 04:50:21,778 - INFO - LRs are now: 3.06e-05 2025-01-03 04:50:21,826 - INFO - LRs are now: 3.06e-05 2025-01-03 04:50:21,878 - INFO - LRs are now: 3.06e-05 2025-01-03 04:50:21,987 - INFO - LRs are now: 3.05e-05 2025-01-03 04:50:22,078 - INFO - LRs are now: 3.05e-05 2025-01-03 04:50:22,156 - INFO - LRs are now: 3.05e-05 2025-01-03 04:50:22,216 - INFO - LRs are now: 3.05e-05 2025-01-03 04:50:22,275 - INFO - LRs are now: 3.05e-05 2025-01-03 04:50:22,331 - INFO - LRs are now: 3.04e-05 2025-01-03 04:50:22,396 - INFO - LRs are now: 3.04e-05 2025-01-03 04:50:22,462 - INFO - LRs are now: 3.04e-05 2025-01-03 04:50:22,519 - INFO - LRs are now: 3.04e-05 2025-01-03 04:50:22,584 - INFO - LRs are now: 3.03e-05 2025-01-03 04:50:22,658 - INFO - LRs are now: 3.03e-05 2025-01-03 04:50:22,727 - INFO - LRs are now: 3.03e-05 2025-01-03 04:50:22,799 - INFO - LRs are now: 3.03e-05 2025-01-03 04:50:22,871 - INFO - LRs are now: 3.03e-05 2025-01-03 04:50:22,939 - INFO - LRs are now: 3.02e-05 2025-01-03 04:50:22,993 - INFO - LRs are now: 3.02e-05 2025-01-03 04:50:23,054 - INFO - LRs are now: 3.02e-05 2025-01-03 04:50:23,112 - INFO - LRs are now: 3.02e-05 2025-01-03 04:50:23,181 - INFO - LRs are now: 3.02e-05 2025-01-03 04:50:23,246 - INFO - LRs are now: 3.01e-05 2025-01-03 04:50:23,385 - INFO - LRs are now: 3.01e-05 2025-01-03 04:50:23,508 - INFO - LRs are now: 3.01e-05 2025-01-03 04:50:23,646 - INFO - LRs are now: 3.01e-05 2025-01-03 04:50:23,747 - INFO - LRs are now: 3.00e-05 2025-01-03 04:50:23,797 - INFO - LRs are now: 3.00e-05 2025-01-03 04:50:23,858 - INFO - LRs are now: 3.00e-05 2025-01-03 04:50:23,997 - INFO - LRs are now: 3.00e-05 2025-01-03 04:50:24,099 - INFO - LRs are now: 3.00e-05 2025-01-03 04:50:24,174 - INFO - LRs are now: 2.99e-05 2025-01-03 04:50:24,244 - INFO - LRs are now: 2.99e-05 2025-01-03 04:50:24,328 - INFO - LRs are now: 2.99e-05 2025-01-03 04:50:24,406 - INFO - LRs are now: 2.99e-05 2025-01-03 04:50:24,482 - INFO - LRs are now: 2.99e-05 2025-01-03 04:50:24,555 - INFO - LRs are now: 2.98e-05 2025-01-03 04:50:24,665 - INFO - LRs are now: 2.98e-05 2025-01-03 04:50:24,830 - INFO - LRs are now: 2.98e-05 2025-01-03 04:50:24,951 - INFO - LRs are now: 2.98e-05 2025-01-03 04:50:25,007 - INFO - LRs are now: 2.98e-05 2025-01-03 04:50:25,064 - INFO - LRs are now: 2.97e-05 2025-01-03 04:50:25,131 - INFO - LRs are now: 2.97e-05 2025-01-03 04:50:25,188 - INFO - LRs are now: 2.97e-05 2025-01-03 04:50:25,247 - INFO - LRs are now: 2.97e-05 2025-01-03 04:50:25,302 - INFO - LRs are now: 2.96e-05 2025-01-03 04:50:25,354 - INFO - LRs are now: 2.96e-05 2025-01-03 04:50:25,423 - INFO - LRs are now: 2.96e-05 2025-01-03 04:50:25,511 - INFO - LRs are now: 2.96e-05 2025-01-03 04:50:25,588 - INFO - LRs are now: 2.96e-05 2025-01-03 04:50:25,737 - INFO - LRs are now: 2.95e-05 2025-01-03 04:50:25,852 - INFO - LRs are now: 2.95e-05 2025-01-03 04:50:25,972 - INFO - LRs are now: 2.95e-05 2025-01-03 04:50:26,107 - INFO - LRs are now: 2.95e-05 2025-01-03 04:50:26,179 - INFO - LRs are now: 2.95e-05 2025-01-03 04:50:26,228 - INFO - LRs are now: 2.94e-05 2025-01-03 04:50:26,325 - INFO - LRs are now: 2.94e-05 2025-01-03 04:50:26,435 - INFO - LRs are now: 2.94e-05 2025-01-03 04:50:26,499 - INFO - LRs are now: 2.94e-05 2025-01-03 04:50:26,605 - INFO - LRs are now: 2.94e-05 2025-01-03 04:50:26,681 - INFO - LRs are now: 2.93e-05 2025-01-03 04:50:26,759 - INFO - LRs are now: 2.93e-05 2025-01-03 04:50:26,827 - INFO - LRs are now: 2.93e-05 2025-01-03 04:50:26,904 - INFO - LRs are now: 2.93e-05 2025-01-03 04:50:26,983 - INFO - LRs are now: 2.93e-05 2025-01-03 04:50:27,053 - INFO - LRs are now: 2.93e-05 2025-01-03 04:50:27,112 - INFO - LRs are now: 2.92e-05 2025-01-03 04:50:27,193 - INFO - LRs are now: 2.92e-05 2025-01-03 04:50:27,230 - INFO - Training epoch 3 finished. (Took 0.3 mins.) 2025-01-03 04:50:27,231 - INFO - loss_train: 106.0 2025-01-03 04:50:27,233 - INFO - upos-fscore_train: 88.02% 2025-01-03 04:50:27,234 - INFO - aggregate_train: 88.02% 2025-01-03 04:50:28,686 - INFO - Validation epoch 3 finished. (Took 0.0 mins.) 2025-01-03 04:50:28,687 - INFO - loss_valid: 9.156 2025-01-03 04:50:28,688 - INFO - upos-fscore_valid: 92.35% 2025-01-03 04:50:28,689 - INFO - aggregate_valid: 92.35% 2025-01-03 04:50:30,979 - INFO - Saving current best: model_best.pth ... 2025-01-03 04:50:31,252 - INFO - LRs are now: 2.92e-05 2025-01-03 04:50:31,397 - INFO - LRs are now: 2.92e-05 2025-01-03 04:50:31,488 - INFO - LRs are now: 2.92e-05 2025-01-03 04:50:31,574 - INFO - LRs are now: 2.91e-05 2025-01-03 04:50:31,649 - INFO - LRs are now: 2.91e-05 2025-01-03 04:50:31,706 - INFO - LRs are now: 2.91e-05 2025-01-03 04:50:31,789 - INFO - LRs are now: 2.91e-05 2025-01-03 04:50:31,863 - INFO - LRs are now: 2.91e-05 2025-01-03 04:50:31,915 - INFO - LRs are now: 2.90e-05 2025-01-03 04:50:32,023 - INFO - LRs are now: 2.90e-05 2025-01-03 04:50:32,169 - INFO - LRs are now: 2.90e-05 2025-01-03 04:50:32,265 - INFO - LRs are now: 2.90e-05 2025-01-03 04:50:32,334 - INFO - LRs are now: 2.90e-05 2025-01-03 04:50:32,413 - INFO - LRs are now: 2.89e-05 2025-01-03 04:50:32,481 - INFO - LRs are now: 2.89e-05 2025-01-03 04:50:32,539 - INFO - LRs are now: 2.89e-05 2025-01-03 04:50:32,626 - INFO - LRs are now: 2.89e-05 2025-01-03 04:50:32,747 - INFO - LRs are now: 2.89e-05 2025-01-03 04:50:32,831 - INFO - LRs are now: 2.88e-05 2025-01-03 04:50:32,950 - INFO - LRs are now: 2.88e-05 2025-01-03 04:50:33,073 - INFO - LRs are now: 2.88e-05 2025-01-03 04:50:33,151 - INFO - LRs are now: 2.88e-05 2025-01-03 04:50:33,212 - INFO - LRs are now: 2.88e-05 2025-01-03 04:50:33,262 - INFO - LRs are now: 2.88e-05 2025-01-03 04:50:33,319 - INFO - LRs are now: 2.87e-05 2025-01-03 04:50:33,371 - INFO - LRs are now: 2.87e-05 2025-01-03 04:50:33,427 - INFO - LRs are now: 2.87e-05 2025-01-03 04:50:33,480 - INFO - LRs are now: 2.87e-05 2025-01-03 04:50:33,549 - INFO - LRs are now: 2.87e-05 2025-01-03 04:50:33,614 - INFO - LRs are now: 2.86e-05 2025-01-03 04:50:33,670 - INFO - LRs are now: 2.86e-05 2025-01-03 04:50:33,735 - INFO - LRs are now: 2.86e-05 2025-01-03 04:50:33,812 - INFO - LRs are now: 2.86e-05 2025-01-03 04:50:33,874 - INFO - LRs are now: 2.86e-05 2025-01-03 04:50:33,977 - INFO - LRs are now: 2.86e-05 2025-01-03 04:50:34,051 - INFO - LRs are now: 2.85e-05 2025-01-03 04:50:34,179 - INFO - LRs are now: 2.85e-05 2025-01-03 04:50:34,290 - INFO - LRs are now: 2.85e-05 2025-01-03 04:50:34,357 - INFO - LRs are now: 2.85e-05 2025-01-03 04:50:34,468 - INFO - LRs are now: 2.85e-05 2025-01-03 04:50:34,546 - INFO - LRs are now: 2.84e-05 2025-01-03 04:50:34,601 - INFO - LRs are now: 2.84e-05 2025-01-03 04:50:34,660 - INFO - LRs are now: 2.84e-05 2025-01-03 04:50:34,723 - INFO - LRs are now: 2.84e-05 2025-01-03 04:50:34,791 - INFO - LRs are now: 2.84e-05 2025-01-03 04:50:34,857 - INFO - LRs are now: 2.84e-05 2025-01-03 04:50:34,910 - INFO - LRs are now: 2.83e-05 2025-01-03 04:50:34,985 - INFO - LRs are now: 2.83e-05 2025-01-03 04:50:35,047 - INFO - LRs are now: 2.83e-05 2025-01-03 04:50:35,109 - INFO - LRs are now: 2.83e-05 2025-01-03 04:50:35,182 - INFO - LRs are now: 2.83e-05 2025-01-03 04:50:35,259 - INFO - LRs are now: 2.82e-05 2025-01-03 04:50:35,374 - INFO - LRs are now: 2.82e-05 2025-01-03 04:50:35,455 - INFO - LRs are now: 2.82e-05 2025-01-03 04:50:35,516 - INFO - LRs are now: 2.82e-05 2025-01-03 04:50:35,588 - INFO - LRs are now: 2.82e-05 2025-01-03 04:50:35,648 - INFO - LRs are now: 2.82e-05 2025-01-03 04:50:35,704 - INFO - LRs are now: 2.81e-05 2025-01-03 04:50:35,791 - INFO - LRs are now: 2.81e-05 2025-01-03 04:50:35,899 - INFO - LRs are now: 2.81e-05 2025-01-03 04:50:36,013 - INFO - LRs are now: 2.81e-05 2025-01-03 04:50:36,073 - INFO - LRs are now: 2.81e-05 2025-01-03 04:50:36,123 - INFO - LRs are now: 2.81e-05 2025-01-03 04:50:36,201 - INFO - LRs are now: 2.80e-05 2025-01-03 04:50:36,327 - INFO - LRs are now: 2.80e-05 2025-01-03 04:50:36,434 - INFO - LRs are now: 2.80e-05 2025-01-03 04:50:36,489 - INFO - LRs are now: 2.80e-05 2025-01-03 04:50:36,545 - INFO - LRs are now: 2.80e-05 2025-01-03 04:50:36,600 - INFO - LRs are now: 2.80e-05 2025-01-03 04:50:36,663 - INFO - LRs are now: 2.79e-05 2025-01-03 04:50:36,758 - INFO - LRs are now: 2.79e-05 2025-01-03 04:50:36,860 - INFO - LRs are now: 2.79e-05 2025-01-03 04:50:36,928 - INFO - LRs are now: 2.79e-05 2025-01-03 04:50:36,978 - INFO - LRs are now: 2.79e-05 2025-01-03 04:50:37,083 - INFO - LRs are now: 2.79e-05 2025-01-03 04:50:37,167 - INFO - LRs are now: 2.78e-05 2025-01-03 04:50:37,220 - INFO - LRs are now: 2.78e-05 2025-01-03 04:50:37,290 - INFO - LRs are now: 2.78e-05 2025-01-03 04:50:37,361 - INFO - LRs are now: 2.78e-05 2025-01-03 04:50:37,456 - INFO - LRs are now: 2.78e-05 2025-01-03 04:50:37,552 - INFO - LRs are now: 2.78e-05 2025-01-03 04:50:37,676 - INFO - LRs are now: 2.77e-05 2025-01-03 04:50:37,771 - INFO - LRs are now: 2.77e-05 2025-01-03 04:50:37,911 - INFO - LRs are now: 2.77e-05 2025-01-03 04:50:38,006 - INFO - LRs are now: 2.77e-05 2025-01-03 04:50:38,072 - INFO - LRs are now: 2.77e-05 2025-01-03 04:50:38,158 - INFO - LRs are now: 2.77e-05 2025-01-03 04:50:38,228 - INFO - LRs are now: 2.76e-05 2025-01-03 04:50:38,325 - INFO - LRs are now: 2.76e-05 2025-01-03 04:50:38,406 - INFO - LRs are now: 2.76e-05 2025-01-03 04:50:38,466 - INFO - LRs are now: 2.76e-05 2025-01-03 04:50:38,533 - INFO - LRs are now: 2.76e-05 2025-01-03 04:50:38,675 - INFO - LRs are now: 2.76e-05 2025-01-03 04:50:38,783 - INFO - LRs are now: 2.75e-05 2025-01-03 04:50:38,837 - INFO - LRs are now: 2.75e-05 2025-01-03 04:50:38,925 - INFO - LRs are now: 2.75e-05 2025-01-03 04:50:38,992 - INFO - LRs are now: 2.75e-05 2025-01-03 04:50:39,053 - INFO - LRs are now: 2.75e-05 2025-01-03 04:50:39,129 - INFO - LRs are now: 2.75e-05 2025-01-03 04:50:39,201 - INFO - LRs are now: 2.74e-05 2025-01-03 04:50:39,254 - INFO - LRs are now: 2.74e-05 2025-01-03 04:50:39,318 - INFO - LRs are now: 2.74e-05 2025-01-03 04:50:39,454 - INFO - LRs are now: 2.74e-05 2025-01-03 04:50:39,567 - INFO - LRs are now: 2.74e-05 2025-01-03 04:50:39,626 - INFO - LRs are now: 2.74e-05 2025-01-03 04:50:39,692 - INFO - LRs are now: 2.73e-05 2025-01-03 04:50:39,769 - INFO - LRs are now: 2.73e-05 2025-01-03 04:50:39,935 - INFO - LRs are now: 2.73e-05 2025-01-03 04:50:40,066 - INFO - LRs are now: 2.73e-05 2025-01-03 04:50:40,159 - INFO - LRs are now: 2.73e-05 2025-01-03 04:50:40,232 - INFO - LRs are now: 2.73e-05 2025-01-03 04:50:40,308 - INFO - LRs are now: 2.72e-05 2025-01-03 04:50:40,402 - INFO - LRs are now: 2.72e-05 2025-01-03 04:50:40,483 - INFO - LRs are now: 2.72e-05 2025-01-03 04:50:40,543 - INFO - LRs are now: 2.72e-05 2025-01-03 04:50:40,600 - INFO - LRs are now: 2.72e-05 2025-01-03 04:50:40,656 - INFO - LRs are now: 2.72e-05 2025-01-03 04:50:40,717 - INFO - LRs are now: 2.72e-05 2025-01-03 04:50:40,774 - INFO - LRs are now: 2.71e-05 2025-01-03 04:50:40,842 - INFO - LRs are now: 2.71e-05 2025-01-03 04:50:40,939 - INFO - LRs are now: 2.71e-05 2025-01-03 04:50:41,005 - INFO - LRs are now: 2.71e-05 2025-01-03 04:50:41,063 - INFO - LRs are now: 2.71e-05 2025-01-03 04:50:41,122 - INFO - LRs are now: 2.71e-05 2025-01-03 04:50:41,173 - INFO - LRs are now: 2.70e-05 2025-01-03 04:50:41,237 - INFO - LRs are now: 2.70e-05 2025-01-03 04:50:41,295 - INFO - LRs are now: 2.70e-05 2025-01-03 04:50:41,349 - INFO - LRs are now: 2.70e-05 2025-01-03 04:50:41,404 - INFO - LRs are now: 2.70e-05 2025-01-03 04:50:41,469 - INFO - LRs are now: 2.70e-05 2025-01-03 04:50:41,558 - INFO - LRs are now: 2.70e-05 2025-01-03 04:50:41,626 - INFO - LRs are now: 2.69e-05 2025-01-03 04:50:41,695 - INFO - LRs are now: 2.69e-05 2025-01-03 04:50:41,835 - INFO - LRs are now: 2.69e-05 2025-01-03 04:50:41,956 - INFO - LRs are now: 2.69e-05 2025-01-03 04:50:42,044 - INFO - LRs are now: 2.69e-05 2025-01-03 04:50:42,144 - INFO - LRs are now: 2.69e-05 2025-01-03 04:50:42,280 - INFO - LRs are now: 2.68e-05 2025-01-03 04:50:42,385 - INFO - LRs are now: 2.68e-05 2025-01-03 04:50:42,466 - INFO - LRs are now: 2.68e-05 2025-01-03 04:50:42,561 - INFO - LRs are now: 2.68e-05 2025-01-03 04:50:42,661 - INFO - LRs are now: 2.68e-05 2025-01-03 04:50:42,741 - INFO - LRs are now: 2.68e-05 2025-01-03 04:50:42,795 - INFO - LRs are now: 2.68e-05 2025-01-03 04:50:42,870 - INFO - LRs are now: 2.67e-05 2025-01-03 04:50:42,982 - INFO - LRs are now: 2.67e-05 2025-01-03 04:50:43,065 - INFO - LRs are now: 2.67e-05 2025-01-03 04:50:43,130 - INFO - LRs are now: 2.67e-05 2025-01-03 04:50:43,190 - INFO - LRs are now: 2.67e-05 2025-01-03 04:50:43,242 - INFO - LRs are now: 2.67e-05 2025-01-03 04:50:43,324 - INFO - LRs are now: 2.67e-05 2025-01-03 04:50:43,394 - INFO - LRs are now: 2.66e-05 2025-01-03 04:50:43,459 - INFO - LRs are now: 2.66e-05 2025-01-03 04:50:43,519 - INFO - LRs are now: 2.66e-05 2025-01-03 04:50:43,571 - INFO - LRs are now: 2.66e-05 2025-01-03 04:50:43,679 - INFO - LRs are now: 2.66e-05 2025-01-03 04:50:43,767 - INFO - LRs are now: 2.66e-05 2025-01-03 04:50:43,842 - INFO - LRs are now: 2.65e-05 2025-01-03 04:50:43,908 - INFO - LRs are now: 2.65e-05 2025-01-03 04:50:43,962 - INFO - LRs are now: 2.65e-05 2025-01-03 04:50:44,026 - INFO - LRs are now: 2.65e-05 2025-01-03 04:50:44,095 - INFO - LRs are now: 2.65e-05 2025-01-03 04:50:44,177 - INFO - LRs are now: 2.65e-05 2025-01-03 04:50:44,268 - INFO - LRs are now: 2.65e-05 2025-01-03 04:50:44,407 - INFO - LRs are now: 2.64e-05 2025-01-03 04:50:44,525 - INFO - LRs are now: 2.64e-05 2025-01-03 04:50:44,594 - INFO - LRs are now: 2.64e-05 2025-01-03 04:50:44,652 - INFO - LRs are now: 2.64e-05 2025-01-03 04:50:44,711 - INFO - LRs are now: 2.64e-05 2025-01-03 04:50:44,770 - INFO - LRs are now: 2.64e-05 2025-01-03 04:50:44,836 - INFO - LRs are now: 2.64e-05 2025-01-03 04:50:44,910 - INFO - LRs are now: 2.63e-05 2025-01-03 04:50:44,983 - INFO - LRs are now: 2.63e-05 2025-01-03 04:50:45,038 - INFO - LRs are now: 2.63e-05 2025-01-03 04:50:45,090 - INFO - LRs are now: 2.63e-05 2025-01-03 04:50:45,140 - INFO - LRs are now: 2.63e-05 2025-01-03 04:50:45,214 - INFO - LRs are now: 2.63e-05 2025-01-03 04:50:45,280 - INFO - LRs are now: 2.63e-05 2025-01-03 04:50:45,341 - INFO - LRs are now: 2.62e-05 2025-01-03 04:50:45,430 - INFO - LRs are now: 2.62e-05 2025-01-03 04:50:45,519 - INFO - LRs are now: 2.62e-05 2025-01-03 04:50:45,593 - INFO - LRs are now: 2.62e-05 2025-01-03 04:50:45,663 - INFO - LRs are now: 2.62e-05 2025-01-03 04:50:45,771 - INFO - LRs are now: 2.62e-05 2025-01-03 04:50:45,855 - INFO - LRs are now: 2.62e-05 2025-01-03 04:50:45,921 - INFO - LRs are now: 2.61e-05 2025-01-03 04:50:45,979 - INFO - LRs are now: 2.61e-05 2025-01-03 04:50:46,039 - INFO - LRs are now: 2.61e-05 2025-01-03 04:50:46,097 - INFO - LRs are now: 2.61e-05 2025-01-03 04:50:46,165 - INFO - LRs are now: 2.61e-05 2025-01-03 04:50:46,224 - INFO - LRs are now: 2.61e-05 2025-01-03 04:50:46,309 - INFO - LRs are now: 2.61e-05 2025-01-03 04:50:46,437 - INFO - LRs are now: 2.61e-05 2025-01-03 04:50:46,547 - INFO - LRs are now: 2.60e-05 2025-01-03 04:50:46,620 - INFO - LRs are now: 2.60e-05 2025-01-03 04:50:46,730 - INFO - LRs are now: 2.60e-05 2025-01-03 04:50:46,804 - INFO - LRs are now: 2.60e-05 2025-01-03 04:50:46,892 - INFO - LRs are now: 2.60e-05 2025-01-03 04:50:47,015 - INFO - LRs are now: 2.60e-05 2025-01-03 04:50:47,095 - INFO - LRs are now: 2.60e-05 2025-01-03 04:50:47,170 - INFO - LRs are now: 2.59e-05 2025-01-03 04:50:47,230 - INFO - LRs are now: 2.59e-05 2025-01-03 04:50:47,286 - INFO - LRs are now: 2.59e-05 2025-01-03 04:50:47,356 - INFO - LRs are now: 2.59e-05 2025-01-03 04:50:47,427 - INFO - LRs are now: 2.59e-05 2025-01-03 04:50:47,509 - INFO - LRs are now: 2.59e-05 2025-01-03 04:50:47,593 - INFO - LRs are now: 2.59e-05 2025-01-03 04:50:47,665 - INFO - LRs are now: 2.58e-05 2025-01-03 04:50:47,726 - INFO - LRs are now: 2.58e-05 2025-01-03 04:50:47,776 - INFO - LRs are now: 2.58e-05 2025-01-03 04:50:47,850 - INFO - LRs are now: 2.58e-05 2025-01-03 04:50:47,921 - INFO - LRs are now: 2.58e-05 2025-01-03 04:50:48,011 - INFO - LRs are now: 2.58e-05 2025-01-03 04:50:48,116 - INFO - LRs are now: 2.58e-05 2025-01-03 04:50:48,214 - INFO - LRs are now: 2.58e-05 2025-01-03 04:50:48,326 - INFO - LRs are now: 2.57e-05 2025-01-03 04:50:48,397 - INFO - LRs are now: 2.57e-05 2025-01-03 04:50:48,452 - INFO - LRs are now: 2.57e-05 2025-01-03 04:50:48,513 - INFO - LRs are now: 2.57e-05 2025-01-03 04:50:48,569 - INFO - LRs are now: 2.57e-05 2025-01-03 04:50:48,630 - INFO - LRs are now: 2.57e-05 2025-01-03 04:50:48,709 - INFO - LRs are now: 2.57e-05 2025-01-03 04:50:48,781 - INFO - LRs are now: 2.56e-05 2025-01-03 04:50:48,835 - INFO - LRs are now: 2.56e-05 2025-01-03 04:50:48,888 - INFO - LRs are now: 2.56e-05 2025-01-03 04:50:48,943 - INFO - LRs are now: 2.56e-05 2025-01-03 04:50:48,996 - INFO - LRs are now: 2.56e-05 2025-01-03 04:50:49,078 - INFO - LRs are now: 2.56e-05 2025-01-03 04:50:49,180 - INFO - LRs are now: 2.56e-05 2025-01-03 04:50:49,278 - INFO - LRs are now: 2.56e-05 2025-01-03 04:50:49,370 - INFO - LRs are now: 2.55e-05 2025-01-03 04:50:49,445 - INFO - LRs are now: 2.55e-05 2025-01-03 04:50:49,503 - INFO - LRs are now: 2.55e-05 2025-01-03 04:50:49,562 - INFO - LRs are now: 2.55e-05 2025-01-03 04:50:49,622 - INFO - LRs are now: 2.55e-05 2025-01-03 04:50:49,691 - INFO - LRs are now: 2.55e-05 2025-01-03 04:50:49,761 - INFO - LRs are now: 2.55e-05 2025-01-03 04:50:49,818 - INFO - LRs are now: 2.55e-05 2025-01-03 04:50:49,917 - INFO - LRs are now: 2.54e-05 2025-01-03 04:50:49,993 - INFO - LRs are now: 2.54e-05 2025-01-03 04:50:50,139 - INFO - LRs are now: 2.54e-05 2025-01-03 04:50:50,250 - INFO - LRs are now: 2.54e-05 2025-01-03 04:50:50,303 - INFO - LRs are now: 2.54e-05 2025-01-03 04:50:50,360 - INFO - LRs are now: 2.54e-05 2025-01-03 04:50:50,429 - INFO - LRs are now: 2.54e-05 2025-01-03 04:50:50,503 - INFO - LRs are now: 2.53e-05 2025-01-03 04:50:50,570 - INFO - LRs are now: 2.53e-05 2025-01-03 04:50:50,633 - INFO - LRs are now: 2.53e-05 2025-01-03 04:50:50,696 - INFO - LRs are now: 2.53e-05 2025-01-03 04:50:50,771 - INFO - LRs are now: 2.53e-05 2025-01-03 04:50:50,806 - INFO - Training epoch 4 finished. (Took 0.3 mins.) 2025-01-03 04:50:50,807 - INFO - loss_train: 96.64 2025-01-03 04:50:50,809 - INFO - upos-fscore_train: 88.70% 2025-01-03 04:50:50,810 - INFO - aggregate_train: 88.70% 2025-01-03 04:50:52,262 - INFO - Validation epoch 4 finished. (Took 0.0 mins.) 2025-01-03 04:50:52,263 - INFO - loss_valid: 8.733 2025-01-03 04:50:52,265 - INFO - upos-fscore_valid: 92.98% 2025-01-03 04:50:52,266 - INFO - aggregate_valid: 92.98% 2025-01-03 04:50:54,779 - INFO - Saving current best: model_best.pth ... 2025-01-03 04:50:55,012 - INFO - LRs are now: 2.53e-05 2025-01-03 04:50:55,178 - INFO - LRs are now: 2.53e-05 2025-01-03 04:50:55,232 - INFO - LRs are now: 2.53e-05 2025-01-03 04:50:55,311 - INFO - LRs are now: 2.52e-05 2025-01-03 04:50:55,383 - INFO - LRs are now: 2.52e-05 2025-01-03 04:50:55,442 - INFO - LRs are now: 2.52e-05 2025-01-03 04:50:55,513 - INFO - LRs are now: 2.52e-05 2025-01-03 04:50:55,576 - INFO - LRs are now: 2.52e-05 2025-01-03 04:50:55,629 - INFO - LRs are now: 2.52e-05 2025-01-03 04:50:55,702 - INFO - LRs are now: 2.52e-05 2025-01-03 04:50:55,763 - INFO - LRs are now: 2.52e-05 2025-01-03 04:50:55,876 - INFO - LRs are now: 2.51e-05 2025-01-03 04:50:55,960 - INFO - LRs are now: 2.51e-05 2025-01-03 04:50:56,049 - INFO - LRs are now: 2.51e-05 2025-01-03 04:50:56,123 - INFO - LRs are now: 2.51e-05 2025-01-03 04:50:56,186 - INFO - LRs are now: 2.51e-05 2025-01-03 04:50:56,249 - INFO - LRs are now: 2.51e-05 2025-01-03 04:50:56,313 - INFO - LRs are now: 2.51e-05 2025-01-03 04:50:56,365 - INFO - LRs are now: 2.51e-05 2025-01-03 04:50:56,425 - INFO - LRs are now: 2.50e-05 2025-01-03 04:50:56,481 - INFO - LRs are now: 2.50e-05 2025-01-03 04:50:56,540 - INFO - LRs are now: 2.50e-05 2025-01-03 04:50:56,591 - INFO - LRs are now: 2.50e-05 2025-01-03 04:50:56,655 - INFO - LRs are now: 2.50e-05 2025-01-03 04:50:56,714 - INFO - LRs are now: 2.50e-05 2025-01-03 04:50:56,779 - INFO - LRs are now: 2.50e-05 2025-01-03 04:50:56,840 - INFO - LRs are now: 2.50e-05 2025-01-03 04:50:56,899 - INFO - LRs are now: 2.50e-05 2025-01-03 04:50:56,963 - INFO - LRs are now: 2.49e-05 2025-01-03 04:50:57,023 - INFO - LRs are now: 2.49e-05 2025-01-03 04:50:57,091 - INFO - LRs are now: 2.49e-05 2025-01-03 04:50:57,147 - INFO - LRs are now: 2.49e-05 2025-01-03 04:50:57,206 - INFO - LRs are now: 2.49e-05 2025-01-03 04:50:57,265 - INFO - LRs are now: 2.49e-05 2025-01-03 04:50:57,318 - INFO - LRs are now: 2.49e-05 2025-01-03 04:50:57,377 - INFO - LRs are now: 2.49e-05 2025-01-03 04:50:57,431 - INFO - LRs are now: 2.48e-05 2025-01-03 04:50:57,496 - INFO - LRs are now: 2.48e-05 2025-01-03 04:50:57,558 - INFO - LRs are now: 2.48e-05 2025-01-03 04:50:57,615 - INFO - LRs are now: 2.48e-05 2025-01-03 04:50:57,725 - INFO - LRs are now: 2.48e-05 2025-01-03 04:50:57,849 - INFO - LRs are now: 2.48e-05 2025-01-03 04:50:57,943 - INFO - LRs are now: 2.48e-05 2025-01-03 04:50:58,029 - INFO - LRs are now: 2.48e-05 2025-01-03 04:50:58,099 - INFO - LRs are now: 2.47e-05 2025-01-03 04:50:58,243 - INFO - LRs are now: 2.47e-05 2025-01-03 04:50:58,352 - INFO - LRs are now: 2.47e-05 2025-01-03 04:50:58,410 - INFO - LRs are now: 2.47e-05 2025-01-03 04:50:58,485 - INFO - LRs are now: 2.47e-05 2025-01-03 04:50:58,577 - INFO - LRs are now: 2.47e-05 2025-01-03 04:50:58,654 - INFO - LRs are now: 2.47e-05 2025-01-03 04:50:58,779 - INFO - LRs are now: 2.47e-05 2025-01-03 04:50:58,875 - INFO - LRs are now: 2.47e-05 2025-01-03 04:50:58,981 - INFO - LRs are now: 2.46e-05 2025-01-03 04:50:59,056 - INFO - LRs are now: 2.46e-05 2025-01-03 04:50:59,129 - INFO - LRs are now: 2.46e-05 2025-01-03 04:50:59,202 - INFO - LRs are now: 2.46e-05 2025-01-03 04:50:59,260 - INFO - LRs are now: 2.46e-05 2025-01-03 04:50:59,341 - INFO - LRs are now: 2.46e-05 2025-01-03 04:50:59,405 - INFO - LRs are now: 2.46e-05 2025-01-03 04:50:59,459 - INFO - LRs are now: 2.46e-05 2025-01-03 04:50:59,543 - INFO - LRs are now: 2.45e-05 2025-01-03 04:50:59,618 - INFO - LRs are now: 2.45e-05 2025-01-03 04:50:59,704 - INFO - LRs are now: 2.45e-05 2025-01-03 04:50:59,813 - INFO - LRs are now: 2.45e-05 2025-01-03 04:50:59,890 - INFO - LRs are now: 2.45e-05 2025-01-03 04:50:59,944 - INFO - LRs are now: 2.45e-05 2025-01-03 04:51:00,023 - INFO - LRs are now: 2.45e-05 2025-01-03 04:51:00,099 - INFO - LRs are now: 2.45e-05 2025-01-03 04:51:00,160 - INFO - LRs are now: 2.45e-05 2025-01-03 04:51:00,217 - INFO - LRs are now: 2.44e-05 2025-01-03 04:51:00,283 - INFO - LRs are now: 2.44e-05 2025-01-03 04:51:00,346 - INFO - LRs are now: 2.44e-05 2025-01-03 04:51:00,398 - INFO - LRs are now: 2.44e-05 2025-01-03 04:51:00,473 - INFO - LRs are now: 2.44e-05 2025-01-03 04:51:00,532 - INFO - LRs are now: 2.44e-05 2025-01-03 04:51:00,591 - INFO - LRs are now: 2.44e-05 2025-01-03 04:51:00,679 - INFO - LRs are now: 2.44e-05 2025-01-03 04:51:00,795 - INFO - LRs are now: 2.44e-05 2025-01-03 04:51:00,892 - INFO - LRs are now: 2.43e-05 2025-01-03 04:51:00,976 - INFO - LRs are now: 2.43e-05 2025-01-03 04:51:01,092 - INFO - LRs are now: 2.43e-05 2025-01-03 04:51:01,174 - INFO - LRs are now: 2.43e-05 2025-01-03 04:51:01,224 - INFO - LRs are now: 2.43e-05 2025-01-03 04:51:01,287 - INFO - LRs are now: 2.43e-05 2025-01-03 04:51:01,345 - INFO - LRs are now: 2.43e-05 2025-01-03 04:51:01,393 - INFO - LRs are now: 2.43e-05 2025-01-03 04:51:01,463 - INFO - LRs are now: 2.43e-05 2025-01-03 04:51:01,538 - INFO - LRs are now: 2.42e-05 2025-01-03 04:51:01,689 - INFO - LRs are now: 2.42e-05 2025-01-03 04:51:01,815 - INFO - LRs are now: 2.42e-05 2025-01-03 04:51:01,912 - INFO - LRs are now: 2.42e-05 2025-01-03 04:51:01,980 - INFO - LRs are now: 2.42e-05 2025-01-03 04:51:02,032 - INFO - LRs are now: 2.42e-05 2025-01-03 04:51:02,092 - INFO - LRs are now: 2.42e-05 2025-01-03 04:51:02,182 - INFO - LRs are now: 2.42e-05 2025-01-03 04:51:02,290 - INFO - LRs are now: 2.42e-05 2025-01-03 04:51:02,398 - INFO - LRs are now: 2.41e-05 2025-01-03 04:51:02,521 - INFO - LRs are now: 2.41e-05 2025-01-03 04:51:02,649 - INFO - LRs are now: 2.41e-05 2025-01-03 04:51:02,723 - INFO - LRs are now: 2.41e-05 2025-01-03 04:51:02,798 - INFO - LRs are now: 2.41e-05 2025-01-03 04:51:02,869 - INFO - LRs are now: 2.41e-05 2025-01-03 04:51:02,938 - INFO - LRs are now: 2.41e-05 2025-01-03 04:51:03,001 - INFO - LRs are now: 2.41e-05 2025-01-03 04:51:03,058 - INFO - LRs are now: 2.41e-05 2025-01-03 04:51:03,145 - INFO - LRs are now: 2.40e-05 2025-01-03 04:51:03,232 - INFO - LRs are now: 2.40e-05 2025-01-03 04:51:03,304 - INFO - LRs are now: 2.40e-05 2025-01-03 04:51:03,362 - INFO - LRs are now: 2.40e-05 2025-01-03 04:51:03,431 - INFO - LRs are now: 2.40e-05 2025-01-03 04:51:03,501 - INFO - LRs are now: 2.40e-05 2025-01-03 04:51:03,558 - INFO - LRs are now: 2.40e-05 2025-01-03 04:51:03,612 - INFO - LRs are now: 2.40e-05 2025-01-03 04:51:03,674 - INFO - LRs are now: 2.40e-05 2025-01-03 04:51:03,759 - INFO - LRs are now: 2.39e-05 2025-01-03 04:51:03,826 - INFO - LRs are now: 2.39e-05 2025-01-03 04:51:03,890 - INFO - LRs are now: 2.39e-05 2025-01-03 04:51:04,015 - INFO - LRs are now: 2.39e-05 2025-01-03 04:51:04,128 - INFO - LRs are now: 2.39e-05 2025-01-03 04:51:04,202 - INFO - LRs are now: 2.39e-05 2025-01-03 04:51:04,298 - INFO - LRs are now: 2.39e-05 2025-01-03 04:51:04,382 - INFO - LRs are now: 2.39e-05 2025-01-03 04:51:04,450 - INFO - LRs are now: 2.39e-05 2025-01-03 04:51:04,506 - INFO - LRs are now: 2.39e-05 2025-01-03 04:51:04,629 - INFO - LRs are now: 2.38e-05 2025-01-03 04:51:04,736 - INFO - LRs are now: 2.38e-05 2025-01-03 04:51:04,789 - INFO - LRs are now: 2.38e-05 2025-01-03 04:51:04,853 - INFO - LRs are now: 2.38e-05 2025-01-03 04:51:04,920 - INFO - LRs are now: 2.38e-05 2025-01-03 04:51:04,980 - INFO - LRs are now: 2.38e-05 2025-01-03 04:51:05,094 - INFO - LRs are now: 2.38e-05 2025-01-03 04:51:05,216 - INFO - LRs are now: 2.38e-05 2025-01-03 04:51:05,303 - INFO - LRs are now: 2.38e-05 2025-01-03 04:51:05,362 - INFO - LRs are now: 2.37e-05 2025-01-03 04:51:05,428 - INFO - LRs are now: 2.37e-05 2025-01-03 04:51:05,500 - INFO - LRs are now: 2.37e-05 2025-01-03 04:51:05,565 - INFO - LRs are now: 2.37e-05 2025-01-03 04:51:05,639 - INFO - LRs are now: 2.37e-05 2025-01-03 04:51:05,731 - INFO - LRs are now: 2.37e-05 2025-01-03 04:51:05,804 - INFO - LRs are now: 2.37e-05 2025-01-03 04:51:05,874 - INFO - LRs are now: 2.37e-05 2025-01-03 04:51:05,960 - INFO - LRs are now: 2.37e-05 2025-01-03 04:51:06,040 - INFO - LRs are now: 2.37e-05 2025-01-03 04:51:06,122 - INFO - LRs are now: 2.36e-05 2025-01-03 04:51:06,205 - INFO - LRs are now: 2.36e-05 2025-01-03 04:51:06,290 - INFO - LRs are now: 2.36e-05 2025-01-03 04:51:06,411 - INFO - LRs are now: 2.36e-05 2025-01-03 04:51:06,464 - INFO - LRs are now: 2.36e-05 2025-01-03 04:51:06,524 - INFO - LRs are now: 2.36e-05 2025-01-03 04:51:06,581 - INFO - LRs are now: 2.36e-05 2025-01-03 04:51:06,641 - INFO - LRs are now: 2.36e-05 2025-01-03 04:51:06,698 - INFO - LRs are now: 2.36e-05 2025-01-03 04:51:06,755 - INFO - LRs are now: 2.35e-05 2025-01-03 04:51:06,860 - INFO - LRs are now: 2.35e-05 2025-01-03 04:51:06,939 - INFO - LRs are now: 2.35e-05 2025-01-03 04:51:07,008 - INFO - LRs are now: 2.35e-05 2025-01-03 04:51:07,094 - INFO - LRs are now: 2.35e-05 2025-01-03 04:51:07,237 - INFO - LRs are now: 2.35e-05 2025-01-03 04:51:07,340 - INFO - LRs are now: 2.35e-05 2025-01-03 04:51:07,408 - INFO - LRs are now: 2.35e-05 2025-01-03 04:51:07,497 - INFO - LRs are now: 2.35e-05 2025-01-03 04:51:07,583 - INFO - LRs are now: 2.35e-05 2025-01-03 04:51:07,684 - INFO - LRs are now: 2.34e-05 2025-01-03 04:51:07,831 - INFO - LRs are now: 2.34e-05 2025-01-03 04:51:07,920 - INFO - LRs are now: 2.34e-05 2025-01-03 04:51:07,985 - INFO - LRs are now: 2.34e-05 2025-01-03 04:51:08,062 - INFO - LRs are now: 2.34e-05 2025-01-03 04:51:08,128 - INFO - LRs are now: 2.34e-05 2025-01-03 04:51:08,195 - INFO - LRs are now: 2.34e-05 2025-01-03 04:51:08,261 - INFO - LRs are now: 2.34e-05 2025-01-03 04:51:08,313 - INFO - LRs are now: 2.34e-05 2025-01-03 04:51:08,399 - INFO - LRs are now: 2.34e-05 2025-01-03 04:51:08,469 - INFO - LRs are now: 2.33e-05 2025-01-03 04:51:08,605 - INFO - LRs are now: 2.33e-05 2025-01-03 04:51:08,721 - INFO - LRs are now: 2.33e-05 2025-01-03 04:51:08,781 - INFO - LRs are now: 2.33e-05 2025-01-03 04:51:08,845 - INFO - LRs are now: 2.33e-05 2025-01-03 04:51:08,911 - INFO - LRs are now: 2.33e-05 2025-01-03 04:51:09,012 - INFO - LRs are now: 2.33e-05 2025-01-03 04:51:09,101 - INFO - LRs are now: 2.33e-05 2025-01-03 04:51:09,155 - INFO - LRs are now: 2.33e-05 2025-01-03 04:51:09,299 - INFO - LRs are now: 2.33e-05 2025-01-03 04:51:09,496 - INFO - LRs are now: 2.32e-05 2025-01-03 04:51:09,591 - INFO - LRs are now: 2.32e-05 2025-01-03 04:51:09,652 - INFO - LRs are now: 2.32e-05 2025-01-03 04:51:09,706 - INFO - LRs are now: 2.32e-05 2025-01-03 04:51:09,800 - INFO - LRs are now: 2.32e-05 2025-01-03 04:51:09,930 - INFO - LRs are now: 2.32e-05 2025-01-03 04:51:10,008 - INFO - LRs are now: 2.32e-05 2025-01-03 04:51:10,108 - INFO - LRs are now: 2.32e-05 2025-01-03 04:51:10,203 - INFO - LRs are now: 2.32e-05 2025-01-03 04:51:10,270 - INFO - LRs are now: 2.32e-05 2025-01-03 04:51:10,380 - INFO - LRs are now: 2.32e-05 2025-01-03 04:51:10,459 - INFO - LRs are now: 2.31e-05 2025-01-03 04:51:10,533 - INFO - LRs are now: 2.31e-05 2025-01-03 04:51:10,597 - INFO - LRs are now: 2.31e-05 2025-01-03 04:51:10,717 - INFO - LRs are now: 2.31e-05 2025-01-03 04:51:10,817 - INFO - LRs are now: 2.31e-05 2025-01-03 04:51:10,870 - INFO - LRs are now: 2.31e-05 2025-01-03 04:51:10,924 - INFO - LRs are now: 2.31e-05 2025-01-03 04:51:11,006 - INFO - LRs are now: 2.31e-05 2025-01-03 04:51:11,076 - INFO - LRs are now: 2.31e-05 2025-01-03 04:51:11,175 - INFO - LRs are now: 2.31e-05 2025-01-03 04:51:11,291 - INFO - LRs are now: 2.30e-05 2025-01-03 04:51:11,374 - INFO - LRs are now: 2.30e-05 2025-01-03 04:51:11,445 - INFO - LRs are now: 2.30e-05 2025-01-03 04:51:11,503 - INFO - LRs are now: 2.30e-05 2025-01-03 04:51:11,560 - INFO - LRs are now: 2.30e-05 2025-01-03 04:51:11,613 - INFO - LRs are now: 2.30e-05 2025-01-03 04:51:11,685 - INFO - LRs are now: 2.30e-05 2025-01-03 04:51:11,783 - INFO - LRs are now: 2.30e-05 2025-01-03 04:51:11,849 - INFO - LRs are now: 2.30e-05 2025-01-03 04:51:11,948 - INFO - LRs are now: 2.30e-05 2025-01-03 04:51:12,032 - INFO - LRs are now: 2.30e-05 2025-01-03 04:51:12,145 - INFO - LRs are now: 2.29e-05 2025-01-03 04:51:12,255 - INFO - LRs are now: 2.29e-05 2025-01-03 04:51:12,355 - INFO - LRs are now: 2.29e-05 2025-01-03 04:51:12,435 - INFO - LRs are now: 2.29e-05 2025-01-03 04:51:12,524 - INFO - LRs are now: 2.29e-05 2025-01-03 04:51:12,620 - INFO - LRs are now: 2.29e-05 2025-01-03 04:51:12,700 - INFO - LRs are now: 2.29e-05 2025-01-03 04:51:12,766 - INFO - LRs are now: 2.29e-05 2025-01-03 04:51:12,920 - INFO - LRs are now: 2.29e-05 2025-01-03 04:51:13,039 - INFO - LRs are now: 2.29e-05 2025-01-03 04:51:13,098 - INFO - LRs are now: 2.28e-05 2025-01-03 04:51:13,150 - INFO - LRs are now: 2.28e-05 2025-01-03 04:51:13,205 - INFO - LRs are now: 2.28e-05 2025-01-03 04:51:13,272 - INFO - LRs are now: 2.28e-05 2025-01-03 04:51:13,330 - INFO - LRs are now: 2.28e-05 2025-01-03 04:51:13,397 - INFO - LRs are now: 2.28e-05 2025-01-03 04:51:13,461 - INFO - LRs are now: 2.28e-05 2025-01-03 04:51:13,517 - INFO - LRs are now: 2.28e-05 2025-01-03 04:51:13,638 - INFO - LRs are now: 2.28e-05 2025-01-03 04:51:13,736 - INFO - LRs are now: 2.28e-05 2025-01-03 04:51:13,794 - INFO - LRs are now: 2.28e-05 2025-01-03 04:51:13,892 - INFO - LRs are now: 2.27e-05 2025-01-03 04:51:13,963 - INFO - LRs are now: 2.27e-05 2025-01-03 04:51:14,037 - INFO - LRs are now: 2.27e-05 2025-01-03 04:51:14,104 - INFO - LRs are now: 2.27e-05 2025-01-03 04:51:14,188 - INFO - LRs are now: 2.27e-05 2025-01-03 04:51:14,262 - INFO - LRs are now: 2.27e-05 2025-01-03 04:51:14,323 - INFO - LRs are now: 2.27e-05 2025-01-03 04:51:14,371 - INFO - LRs are now: 2.27e-05 2025-01-03 04:51:14,426 - INFO - LRs are now: 2.27e-05 2025-01-03 04:51:14,494 - INFO - LRs are now: 2.27e-05 2025-01-03 04:51:14,568 - INFO - LRs are now: 2.27e-05 2025-01-03 04:51:14,638 - INFO - LRs are now: 2.26e-05 2025-01-03 04:51:14,706 - INFO - LRs are now: 2.26e-05 2025-01-03 04:51:14,776 - INFO - LRs are now: 2.26e-05 2025-01-03 04:51:14,811 - INFO - Training epoch 5 finished. (Took 0.3 mins.) 2025-01-03 04:51:14,811 - INFO - loss_train: 89.97 2025-01-03 04:51:14,813 - INFO - upos-fscore_train: 89.22% 2025-01-03 04:51:14,814 - INFO - aggregate_train: 89.22% 2025-01-03 04:51:16,253 - INFO - Validation epoch 5 finished. (Took 0.0 mins.) 2025-01-03 04:51:16,254 - INFO - loss_valid: 8.658 2025-01-03 04:51:16,255 - INFO - upos-fscore_valid: 93.07% 2025-01-03 04:51:16,256 - INFO - aggregate_valid: 93.07% 2025-01-03 04:51:18,578 - INFO - Saving current best: model_best.pth ... 2025-01-03 04:51:18,810 - INFO - LRs are now: 2.26e-05 2025-01-03 04:51:19,011 - INFO - LRs are now: 2.26e-05 2025-01-03 04:51:19,097 - INFO - LRs are now: 2.26e-05 2025-01-03 04:51:19,154 - INFO - LRs are now: 2.26e-05 2025-01-03 04:51:19,284 - INFO - LRs are now: 2.26e-05 2025-01-03 04:51:19,408 - INFO - LRs are now: 2.26e-05 2025-01-03 04:51:19,478 - INFO - LRs are now: 2.26e-05 2025-01-03 04:51:19,625 - INFO - LRs are now: 2.26e-05 2025-01-03 04:51:19,746 - INFO - LRs are now: 2.25e-05 2025-01-03 04:51:19,802 - INFO - LRs are now: 2.25e-05 2025-01-03 04:51:19,869 - INFO - LRs are now: 2.25e-05 2025-01-03 04:51:19,929 - INFO - LRs are now: 2.25e-05 2025-01-03 04:51:20,011 - INFO - LRs are now: 2.25e-05 2025-01-03 04:51:20,079 - INFO - LRs are now: 2.25e-05 2025-01-03 04:51:20,149 - INFO - LRs are now: 2.25e-05 2025-01-03 04:51:20,218 - INFO - LRs are now: 2.25e-05 2025-01-03 04:51:20,281 - INFO - LRs are now: 2.25e-05 2025-01-03 04:51:20,348 - INFO - LRs are now: 2.25e-05 2025-01-03 04:51:20,427 - INFO - LRs are now: 2.25e-05 2025-01-03 04:51:20,495 - INFO - LRs are now: 2.24e-05 2025-01-03 04:51:20,561 - INFO - LRs are now: 2.24e-05 2025-01-03 04:51:20,620 - INFO - LRs are now: 2.24e-05 2025-01-03 04:51:20,689 - INFO - LRs are now: 2.24e-05 2025-01-03 04:51:20,770 - INFO - LRs are now: 2.24e-05 2025-01-03 04:51:20,845 - INFO - LRs are now: 2.24e-05 2025-01-03 04:51:20,901 - INFO - LRs are now: 2.24e-05 2025-01-03 04:51:20,957 - INFO - LRs are now: 2.24e-05 2025-01-03 04:51:21,036 - INFO - LRs are now: 2.24e-05 2025-01-03 04:51:21,101 - INFO - LRs are now: 2.24e-05 2025-01-03 04:51:21,155 - INFO - LRs are now: 2.24e-05 2025-01-03 04:51:21,208 - INFO - LRs are now: 2.24e-05 2025-01-03 04:51:21,262 - INFO - LRs are now: 2.23e-05 2025-01-03 04:51:21,317 - INFO - LRs are now: 2.23e-05 2025-01-03 04:51:21,378 - INFO - LRs are now: 2.23e-05 2025-01-03 04:51:21,442 - INFO - LRs are now: 2.23e-05 2025-01-03 04:51:21,503 - INFO - LRs are now: 2.23e-05 2025-01-03 04:51:21,560 - INFO - LRs are now: 2.23e-05 2025-01-03 04:51:21,651 - INFO - LRs are now: 2.23e-05 2025-01-03 04:51:21,757 - INFO - LRs are now: 2.23e-05 2025-01-03 04:51:21,883 - INFO - LRs are now: 2.23e-05 2025-01-03 04:51:22,009 - INFO - LRs are now: 2.23e-05 2025-01-03 04:51:22,088 - INFO - LRs are now: 2.23e-05 2025-01-03 04:51:22,215 - INFO - LRs are now: 2.22e-05 2025-01-03 04:51:22,315 - INFO - LRs are now: 2.22e-05 2025-01-03 04:51:22,362 - INFO - LRs are now: 2.22e-05 2025-01-03 04:51:22,411 - INFO - LRs are now: 2.22e-05 2025-01-03 04:51:22,537 - INFO - LRs are now: 2.22e-05 2025-01-03 04:51:22,627 - INFO - LRs are now: 2.22e-05 2025-01-03 04:51:22,702 - INFO - LRs are now: 2.22e-05 2025-01-03 04:51:22,765 - INFO - LRs are now: 2.22e-05 2025-01-03 04:51:22,832 - INFO - LRs are now: 2.22e-05 2025-01-03 04:51:22,953 - INFO - LRs are now: 2.22e-05 2025-01-03 04:51:23,103 - INFO - LRs are now: 2.22e-05 2025-01-03 04:51:23,201 - INFO - LRs are now: 2.22e-05 2025-01-03 04:51:23,269 - INFO - LRs are now: 2.21e-05 2025-01-03 04:51:23,326 - INFO - LRs are now: 2.21e-05 2025-01-03 04:51:23,387 - INFO - LRs are now: 2.21e-05 2025-01-03 04:51:23,489 - INFO - LRs are now: 2.21e-05 2025-01-03 04:51:23,617 - INFO - LRs are now: 2.21e-05 2025-01-03 04:51:23,688 - INFO - LRs are now: 2.21e-05 2025-01-03 04:51:23,764 - INFO - LRs are now: 2.21e-05 2025-01-03 04:51:23,841 - INFO - LRs are now: 2.21e-05 2025-01-03 04:51:23,904 - INFO - LRs are now: 2.21e-05 2025-01-03 04:51:23,974 - INFO - LRs are now: 2.21e-05 2025-01-03 04:51:24,066 - INFO - LRs are now: 2.21e-05 2025-01-03 04:51:24,209 - INFO - LRs are now: 2.21e-05 2025-01-03 04:51:24,293 - INFO - LRs are now: 2.20e-05 2025-01-03 04:51:24,354 - INFO - LRs are now: 2.20e-05 2025-01-03 04:51:24,408 - INFO - LRs are now: 2.20e-05 2025-01-03 04:51:24,462 - INFO - LRs are now: 2.20e-05 2025-01-03 04:51:24,532 - INFO - LRs are now: 2.20e-05 2025-01-03 04:51:24,598 - INFO - LRs are now: 2.20e-05 2025-01-03 04:51:24,656 - INFO - LRs are now: 2.20e-05 2025-01-03 04:51:24,730 - INFO - LRs are now: 2.20e-05 2025-01-03 04:51:24,796 - INFO - LRs are now: 2.20e-05 2025-01-03 04:51:24,889 - INFO - LRs are now: 2.20e-05 2025-01-03 04:51:24,964 - INFO - LRs are now: 2.20e-05 2025-01-03 04:51:25,031 - INFO - LRs are now: 2.20e-05 2025-01-03 04:51:25,101 - INFO - LRs are now: 2.19e-05 2025-01-03 04:51:25,229 - INFO - LRs are now: 2.19e-05 2025-01-03 04:51:25,361 - INFO - LRs are now: 2.19e-05 2025-01-03 04:51:25,447 - INFO - LRs are now: 2.19e-05 2025-01-03 04:51:25,508 - INFO - LRs are now: 2.19e-05 2025-01-03 04:51:25,584 - INFO - LRs are now: 2.19e-05 2025-01-03 04:51:25,662 - INFO - LRs are now: 2.19e-05 2025-01-03 04:51:25,784 - INFO - LRs are now: 2.19e-05 2025-01-03 04:51:25,920 - INFO - LRs are now: 2.19e-05 2025-01-03 04:51:25,996 - INFO - LRs are now: 2.19e-05 2025-01-03 04:51:26,064 - INFO - LRs are now: 2.19e-05 2025-01-03 04:51:26,144 - INFO - LRs are now: 2.19e-05 2025-01-03 04:51:26,204 - INFO - LRs are now: 2.18e-05 2025-01-03 04:51:26,253 - INFO - LRs are now: 2.18e-05 2025-01-03 04:51:26,302 - INFO - LRs are now: 2.18e-05 2025-01-03 04:51:26,383 - INFO - LRs are now: 2.18e-05 2025-01-03 04:51:26,461 - INFO - LRs are now: 2.18e-05 2025-01-03 04:51:26,559 - INFO - LRs are now: 2.18e-05 2025-01-03 04:51:26,631 - INFO - LRs are now: 2.18e-05 2025-01-03 04:51:26,713 - INFO - LRs are now: 2.18e-05 2025-01-03 04:51:26,790 - INFO - LRs are now: 2.18e-05 2025-01-03 04:51:26,867 - INFO - LRs are now: 2.18e-05 2025-01-03 04:51:26,925 - INFO - LRs are now: 2.18e-05 2025-01-03 04:51:26,979 - INFO - LRs are now: 2.18e-05 2025-01-03 04:51:27,030 - INFO - LRs are now: 2.17e-05 2025-01-03 04:51:27,141 - INFO - LRs are now: 2.17e-05 2025-01-03 04:51:27,261 - INFO - LRs are now: 2.17e-05 2025-01-03 04:51:27,338 - INFO - LRs are now: 2.17e-05 2025-01-03 04:51:27,402 - INFO - LRs are now: 2.17e-05 2025-01-03 04:51:27,461 - INFO - LRs are now: 2.17e-05 2025-01-03 04:51:27,523 - INFO - LRs are now: 2.17e-05 2025-01-03 04:51:27,583 - INFO - LRs are now: 2.17e-05 2025-01-03 04:51:27,680 - INFO - LRs are now: 2.17e-05 2025-01-03 04:51:27,752 - INFO - LRs are now: 2.17e-05 2025-01-03 04:51:27,879 - INFO - LRs are now: 2.17e-05 2025-01-03 04:51:27,975 - INFO - LRs are now: 2.17e-05 2025-01-03 04:51:28,059 - INFO - LRs are now: 2.17e-05 2025-01-03 04:51:28,126 - INFO - LRs are now: 2.16e-05 2025-01-03 04:51:28,184 - INFO - LRs are now: 2.16e-05 2025-01-03 04:51:28,260 - INFO - LRs are now: 2.16e-05 2025-01-03 04:51:28,339 - INFO - LRs are now: 2.16e-05 2025-01-03 04:51:28,406 - INFO - LRs are now: 2.16e-05 2025-01-03 04:51:28,485 - INFO - LRs are now: 2.16e-05 2025-01-03 04:51:28,561 - INFO - LRs are now: 2.16e-05 2025-01-03 04:51:28,627 - INFO - LRs are now: 2.16e-05 2025-01-03 04:51:28,717 - INFO - LRs are now: 2.16e-05 2025-01-03 04:51:28,875 - INFO - LRs are now: 2.16e-05 2025-01-03 04:51:28,981 - INFO - LRs are now: 2.16e-05 2025-01-03 04:51:29,104 - INFO - LRs are now: 2.16e-05 2025-01-03 04:51:29,218 - INFO - LRs are now: 2.16e-05 2025-01-03 04:51:29,282 - INFO - LRs are now: 2.15e-05 2025-01-03 04:51:29,337 - INFO - LRs are now: 2.15e-05 2025-01-03 04:51:29,402 - INFO - LRs are now: 2.15e-05 2025-01-03 04:51:29,467 - INFO - LRs are now: 2.15e-05 2025-01-03 04:51:29,531 - INFO - LRs are now: 2.15e-05 2025-01-03 04:51:29,625 - INFO - LRs are now: 2.15e-05 2025-01-03 04:51:29,701 - INFO - LRs are now: 2.15e-05 2025-01-03 04:51:29,769 - INFO - LRs are now: 2.15e-05 2025-01-03 04:51:29,843 - INFO - LRs are now: 2.15e-05 2025-01-03 04:51:29,904 - INFO - LRs are now: 2.15e-05 2025-01-03 04:51:29,971 - INFO - LRs are now: 2.15e-05 2025-01-03 04:51:30,029 - INFO - LRs are now: 2.15e-05 2025-01-03 04:51:30,117 - INFO - LRs are now: 2.14e-05 2025-01-03 04:51:30,187 - INFO - LRs are now: 2.14e-05 2025-01-03 04:51:30,282 - INFO - LRs are now: 2.14e-05 2025-01-03 04:51:30,370 - INFO - LRs are now: 2.14e-05 2025-01-03 04:51:30,484 - INFO - LRs are now: 2.14e-05 2025-01-03 04:51:30,570 - INFO - LRs are now: 2.14e-05 2025-01-03 04:51:30,657 - INFO - LRs are now: 2.14e-05 2025-01-03 04:51:30,737 - INFO - LRs are now: 2.14e-05 2025-01-03 04:51:30,802 - INFO - LRs are now: 2.14e-05 2025-01-03 04:51:30,918 - INFO - LRs are now: 2.14e-05 2025-01-03 04:51:31,080 - INFO - LRs are now: 2.14e-05 2025-01-03 04:51:31,212 - INFO - LRs are now: 2.14e-05 2025-01-03 04:51:31,360 - INFO - LRs are now: 2.14e-05 2025-01-03 04:51:31,497 - INFO - LRs are now: 2.14e-05 2025-01-03 04:51:31,572 - INFO - LRs are now: 2.13e-05 2025-01-03 04:51:31,627 - INFO - LRs are now: 2.13e-05 2025-01-03 04:51:31,729 - INFO - LRs are now: 2.13e-05 2025-01-03 04:51:31,804 - INFO - LRs are now: 2.13e-05 2025-01-03 04:51:31,869 - INFO - LRs are now: 2.13e-05 2025-01-03 04:51:31,926 - INFO - LRs are now: 2.13e-05 2025-01-03 04:51:32,047 - INFO - LRs are now: 2.13e-05 2025-01-03 04:51:32,141 - INFO - LRs are now: 2.13e-05 2025-01-03 04:51:32,221 - INFO - LRs are now: 2.13e-05 2025-01-03 04:51:32,324 - INFO - LRs are now: 2.13e-05 2025-01-03 04:51:32,401 - INFO - LRs are now: 2.13e-05 2025-01-03 04:51:32,468 - INFO - LRs are now: 2.13e-05 2025-01-03 04:51:32,530 - INFO - LRs are now: 2.13e-05 2025-01-03 04:51:32,589 - INFO - LRs are now: 2.12e-05 2025-01-03 04:51:32,639 - INFO - LRs are now: 2.12e-05 2025-01-03 04:51:32,698 - INFO - LRs are now: 2.12e-05 2025-01-03 04:51:32,769 - INFO - LRs are now: 2.12e-05 2025-01-03 04:51:32,828 - INFO - LRs are now: 2.12e-05 2025-01-03 04:51:32,938 - INFO - LRs are now: 2.12e-05 2025-01-03 04:51:33,014 - INFO - LRs are now: 2.12e-05 2025-01-03 04:51:33,083 - INFO - LRs are now: 2.12e-05 2025-01-03 04:51:33,180 - INFO - LRs are now: 2.12e-05 2025-01-03 04:51:33,279 - INFO - LRs are now: 2.12e-05 2025-01-03 04:51:33,374 - INFO - LRs are now: 2.12e-05 2025-01-03 04:51:33,447 - INFO - LRs are now: 2.12e-05 2025-01-03 04:51:33,550 - INFO - LRs are now: 2.12e-05 2025-01-03 04:51:33,649 - INFO - LRs are now: 2.11e-05 2025-01-03 04:51:33,760 - INFO - LRs are now: 2.11e-05 2025-01-03 04:51:33,861 - INFO - LRs are now: 2.11e-05 2025-01-03 04:51:33,916 - INFO - LRs are now: 2.11e-05 2025-01-03 04:51:33,994 - INFO - LRs are now: 2.11e-05 2025-01-03 04:51:34,069 - INFO - LRs are now: 2.11e-05 2025-01-03 04:51:34,129 - INFO - LRs are now: 2.11e-05 2025-01-03 04:51:34,191 - INFO - LRs are now: 2.11e-05 2025-01-03 04:51:34,268 - INFO - LRs are now: 2.11e-05 2025-01-03 04:51:34,338 - INFO - LRs are now: 2.11e-05 2025-01-03 04:51:34,415 - INFO - LRs are now: 2.11e-05 2025-01-03 04:51:34,498 - INFO - LRs are now: 2.11e-05 2025-01-03 04:51:34,559 - INFO - LRs are now: 2.11e-05 2025-01-03 04:51:34,620 - INFO - LRs are now: 2.11e-05 2025-01-03 04:51:34,680 - INFO - LRs are now: 2.10e-05 2025-01-03 04:51:34,742 - INFO - LRs are now: 2.10e-05 2025-01-03 04:51:34,822 - INFO - LRs are now: 2.10e-05 2025-01-03 04:51:34,915 - INFO - LRs are now: 2.10e-05 2025-01-03 04:51:35,063 - INFO - LRs are now: 2.10e-05 2025-01-03 04:51:35,218 - INFO - LRs are now: 2.10e-05 2025-01-03 04:51:35,375 - INFO - LRs are now: 2.10e-05 2025-01-03 04:51:35,468 - INFO - LRs are now: 2.10e-05 2025-01-03 04:51:35,522 - INFO - LRs are now: 2.10e-05 2025-01-03 04:51:35,581 - INFO - LRs are now: 2.10e-05 2025-01-03 04:51:35,637 - INFO - LRs are now: 2.10e-05 2025-01-03 04:51:35,688 - INFO - LRs are now: 2.10e-05 2025-01-03 04:51:35,757 - INFO - LRs are now: 2.10e-05 2025-01-03 04:51:35,826 - INFO - LRs are now: 2.10e-05 2025-01-03 04:51:35,885 - INFO - LRs are now: 2.09e-05 2025-01-03 04:51:35,958 - INFO - LRs are now: 2.09e-05 2025-01-03 04:51:36,030 - INFO - LRs are now: 2.09e-05 2025-01-03 04:51:36,114 - INFO - LRs are now: 2.09e-05 2025-01-03 04:51:36,190 - INFO - LRs are now: 2.09e-05 2025-01-03 04:51:36,292 - INFO - LRs are now: 2.09e-05 2025-01-03 04:51:36,388 - INFO - LRs are now: 2.09e-05 2025-01-03 04:51:36,443 - INFO - LRs are now: 2.09e-05 2025-01-03 04:51:36,515 - INFO - LRs are now: 2.09e-05 2025-01-03 04:51:36,589 - INFO - LRs are now: 2.09e-05 2025-01-03 04:51:36,657 - INFO - LRs are now: 2.09e-05 2025-01-03 04:51:36,711 - INFO - LRs are now: 2.09e-05 2025-01-03 04:51:36,763 - INFO - LRs are now: 2.09e-05 2025-01-03 04:51:36,839 - INFO - LRs are now: 2.09e-05 2025-01-03 04:51:36,905 - INFO - LRs are now: 2.08e-05 2025-01-03 04:51:36,958 - INFO - LRs are now: 2.08e-05 2025-01-03 04:51:37,011 - INFO - LRs are now: 2.08e-05 2025-01-03 04:51:37,061 - INFO - LRs are now: 2.08e-05 2025-01-03 04:51:37,131 - INFO - LRs are now: 2.08e-05 2025-01-03 04:51:37,206 - INFO - LRs are now: 2.08e-05 2025-01-03 04:51:37,280 - INFO - LRs are now: 2.08e-05 2025-01-03 04:51:37,337 - INFO - LRs are now: 2.08e-05 2025-01-03 04:51:37,393 - INFO - LRs are now: 2.08e-05 2025-01-03 04:51:37,452 - INFO - LRs are now: 2.08e-05 2025-01-03 04:51:37,510 - INFO - LRs are now: 2.08e-05 2025-01-03 04:51:37,575 - INFO - LRs are now: 2.08e-05 2025-01-03 04:51:37,644 - INFO - LRs are now: 2.08e-05 2025-01-03 04:51:37,741 - INFO - LRs are now: 2.08e-05 2025-01-03 04:51:37,842 - INFO - LRs are now: 2.07e-05 2025-01-03 04:51:37,904 - INFO - LRs are now: 2.07e-05 2025-01-03 04:51:37,966 - INFO - LRs are now: 2.07e-05 2025-01-03 04:51:38,102 - INFO - LRs are now: 2.07e-05 2025-01-03 04:51:38,240 - INFO - LRs are now: 2.07e-05 2025-01-03 04:51:38,338 - INFO - LRs are now: 2.07e-05 2025-01-03 04:51:38,390 - INFO - LRs are now: 2.07e-05 2025-01-03 04:51:38,451 - INFO - LRs are now: 2.07e-05 2025-01-03 04:51:38,517 - INFO - LRs are now: 2.07e-05 2025-01-03 04:51:38,589 - INFO - LRs are now: 2.07e-05 2025-01-03 04:51:38,652 - INFO - LRs are now: 2.07e-05 2025-01-03 04:51:38,712 - INFO - LRs are now: 2.07e-05 2025-01-03 04:51:38,792 - INFO - LRs are now: 2.07e-05 2025-01-03 04:51:38,827 - INFO - Training epoch 6 finished. (Took 0.3 mins.) 2025-01-03 04:51:38,827 - INFO - loss_train: 86.09 2025-01-03 04:51:38,829 - INFO - upos-fscore_train: 89.51% 2025-01-03 04:51:38,830 - INFO - aggregate_train: 89.51% 2025-01-03 04:51:40,326 - INFO - Validation epoch 6 finished. (Took 0.0 mins.) 2025-01-03 04:51:40,326 - INFO - loss_valid: 8.904 2025-01-03 04:51:40,328 - INFO - upos-fscore_valid: 92.72% 2025-01-03 04:51:40,329 - INFO - aggregate_valid: 92.72% 2025-01-03 04:51:40,573 - INFO - LRs are now: 2.07e-05 2025-01-03 04:51:40,724 - INFO - LRs are now: 2.06e-05 2025-01-03 04:51:40,781 - INFO - LRs are now: 2.06e-05 2025-01-03 04:51:40,831 - INFO - LRs are now: 2.06e-05 2025-01-03 04:51:40,883 - INFO - LRs are now: 2.06e-05 2025-01-03 04:51:40,931 - INFO - LRs are now: 2.06e-05 2025-01-03 04:51:40,980 - INFO - LRs are now: 2.06e-05 2025-01-03 04:51:41,037 - INFO - LRs are now: 2.06e-05 2025-01-03 04:51:41,109 - INFO - LRs are now: 2.06e-05 2025-01-03 04:51:41,181 - INFO - LRs are now: 2.06e-05 2025-01-03 04:51:41,239 - INFO - LRs are now: 2.06e-05 2025-01-03 04:51:41,300 - INFO - LRs are now: 2.06e-05 2025-01-03 04:51:41,439 - INFO - LRs are now: 2.06e-05 2025-01-03 04:51:41,544 - INFO - LRs are now: 2.06e-05 2025-01-03 04:51:41,604 - INFO - LRs are now: 2.06e-05 2025-01-03 04:51:41,711 - INFO - LRs are now: 2.06e-05 2025-01-03 04:51:41,787 - INFO - LRs are now: 2.05e-05 2025-01-03 04:51:41,852 - INFO - LRs are now: 2.05e-05 2025-01-03 04:51:41,908 - INFO - LRs are now: 2.05e-05 2025-01-03 04:51:41,976 - INFO - LRs are now: 2.05e-05 2025-01-03 04:51:42,041 - INFO - LRs are now: 2.05e-05 2025-01-03 04:51:42,100 - INFO - LRs are now: 2.05e-05 2025-01-03 04:51:42,187 - INFO - LRs are now: 2.05e-05 2025-01-03 04:51:42,289 - INFO - LRs are now: 2.05e-05 2025-01-03 04:51:42,366 - INFO - LRs are now: 2.05e-05 2025-01-03 04:51:42,502 - INFO - LRs are now: 2.05e-05 2025-01-03 04:51:42,610 - INFO - LRs are now: 2.05e-05 2025-01-03 04:51:42,683 - INFO - LRs are now: 2.05e-05 2025-01-03 04:51:42,749 - INFO - LRs are now: 2.05e-05 2025-01-03 04:51:42,803 - INFO - LRs are now: 2.05e-05 2025-01-03 04:51:42,930 - INFO - LRs are now: 2.05e-05 2025-01-03 04:51:43,105 - INFO - LRs are now: 2.04e-05 2025-01-03 04:51:43,227 - INFO - LRs are now: 2.04e-05 2025-01-03 04:51:43,344 - INFO - LRs are now: 2.04e-05 2025-01-03 04:51:43,440 - INFO - LRs are now: 2.04e-05 2025-01-03 04:51:43,516 - INFO - LRs are now: 2.04e-05 2025-01-03 04:51:43,575 - INFO - LRs are now: 2.04e-05 2025-01-03 04:51:43,630 - INFO - LRs are now: 2.04e-05 2025-01-03 04:51:43,695 - INFO - LRs are now: 2.04e-05 2025-01-03 04:51:43,749 - INFO - LRs are now: 2.04e-05 2025-01-03 04:51:43,808 - INFO - LRs are now: 2.04e-05 2025-01-03 04:51:43,860 - INFO - LRs are now: 2.04e-05 2025-01-03 04:51:43,909 - INFO - LRs are now: 2.04e-05 2025-01-03 04:51:43,962 - INFO - LRs are now: 2.04e-05 2025-01-03 04:51:44,031 - INFO - LRs are now: 2.04e-05 2025-01-03 04:51:44,114 - INFO - LRs are now: 2.04e-05 2025-01-03 04:51:44,233 - INFO - LRs are now: 2.03e-05 2025-01-03 04:51:44,327 - INFO - LRs are now: 2.03e-05 2025-01-03 04:51:44,461 - INFO - LRs are now: 2.03e-05 2025-01-03 04:51:44,649 - INFO - LRs are now: 2.03e-05 2025-01-03 04:51:44,748 - INFO - LRs are now: 2.03e-05 2025-01-03 04:51:44,814 - INFO - LRs are now: 2.03e-05 2025-01-03 04:51:44,874 - INFO - LRs are now: 2.03e-05 2025-01-03 04:51:44,928 - INFO - LRs are now: 2.03e-05 2025-01-03 04:51:44,987 - INFO - LRs are now: 2.03e-05 2025-01-03 04:51:45,101 - INFO - LRs are now: 2.03e-05 2025-01-03 04:51:45,175 - INFO - LRs are now: 2.03e-05 2025-01-03 04:51:45,240 - INFO - LRs are now: 2.03e-05 2025-01-03 04:51:45,310 - INFO - LRs are now: 2.03e-05 2025-01-03 04:51:45,369 - INFO - LRs are now: 2.03e-05 2025-01-03 04:51:45,445 - INFO - LRs are now: 2.03e-05 2025-01-03 04:51:45,518 - INFO - LRs are now: 2.02e-05 2025-01-03 04:51:45,578 - INFO - LRs are now: 2.02e-05 2025-01-03 04:51:45,651 - INFO - LRs are now: 2.02e-05 2025-01-03 04:51:45,711 - INFO - LRs are now: 2.02e-05 2025-01-03 04:51:45,766 - INFO - LRs are now: 2.02e-05 2025-01-03 04:51:45,909 - INFO - LRs are now: 2.02e-05 2025-01-03 04:51:46,058 - INFO - LRs are now: 2.02e-05 2025-01-03 04:51:46,129 - INFO - LRs are now: 2.02e-05 2025-01-03 04:51:46,188 - INFO - LRs are now: 2.02e-05 2025-01-03 04:51:46,260 - INFO - LRs are now: 2.02e-05 2025-01-03 04:51:46,336 - INFO - LRs are now: 2.02e-05 2025-01-03 04:51:46,426 - INFO - LRs are now: 2.02e-05 2025-01-03 04:51:46,488 - INFO - LRs are now: 2.02e-05 2025-01-03 04:51:46,545 - INFO - LRs are now: 2.02e-05 2025-01-03 04:51:46,615 - INFO - LRs are now: 2.02e-05 2025-01-03 04:51:46,674 - INFO - LRs are now: 2.02e-05 2025-01-03 04:51:46,802 - INFO - LRs are now: 2.01e-05 2025-01-03 04:51:46,952 - INFO - LRs are now: 2.01e-05 2025-01-03 04:51:47,050 - INFO - LRs are now: 2.01e-05 2025-01-03 04:51:47,112 - INFO - LRs are now: 2.01e-05 2025-01-03 04:51:47,175 - INFO - LRs are now: 2.01e-05 2025-01-03 04:51:47,285 - INFO - LRs are now: 2.01e-05 2025-01-03 04:51:47,395 - INFO - LRs are now: 2.01e-05 2025-01-03 04:51:47,462 - INFO - LRs are now: 2.01e-05 2025-01-03 04:51:47,541 - INFO - LRs are now: 2.01e-05 2025-01-03 04:51:47,659 - INFO - LRs are now: 2.01e-05 2025-01-03 04:51:47,733 - INFO - LRs are now: 2.01e-05 2025-01-03 04:51:47,800 - INFO - LRs are now: 2.01e-05 2025-01-03 04:51:47,877 - INFO - LRs are now: 2.01e-05 2025-01-03 04:51:47,956 - INFO - LRs are now: 2.01e-05 2025-01-03 04:51:48,027 - INFO - LRs are now: 2.01e-05 2025-01-03 04:51:48,083 - INFO - LRs are now: 2.01e-05 2025-01-03 04:51:48,148 - INFO - LRs are now: 2.00e-05 2025-01-03 04:51:48,211 - INFO - LRs are now: 2.00e-05 2025-01-03 04:51:48,279 - INFO - LRs are now: 2.00e-05 2025-01-03 04:51:48,340 - INFO - LRs are now: 2.00e-05 2025-01-03 04:51:48,417 - INFO - LRs are now: 2.00e-05 2025-01-03 04:51:48,488 - INFO - LRs are now: 2.00e-05 2025-01-03 04:51:48,568 - INFO - LRs are now: 2.00e-05 2025-01-03 04:51:48,642 - INFO - LRs are now: 2.00e-05 2025-01-03 04:51:48,764 - INFO - LRs are now: 2.00e-05 2025-01-03 04:51:48,869 - INFO - LRs are now: 2.00e-05 2025-01-03 04:51:48,922 - INFO - LRs are now: 2.00e-05 2025-01-03 04:51:48,973 - INFO - LRs are now: 2.00e-05 2025-01-03 04:51:49,075 - INFO - LRs are now: 2.00e-05 2025-01-03 04:51:49,158 - INFO - LRs are now: 2.00e-05 2025-01-03 04:51:49,289 - INFO - LRs are now: 2.00e-05 2025-01-03 04:51:49,398 - INFO - LRs are now: 2.00e-05 2025-01-03 04:51:49,480 - INFO - LRs are now: 1.99e-05 2025-01-03 04:51:49,548 - INFO - LRs are now: 1.99e-05 2025-01-03 04:51:49,600 - INFO - LRs are now: 1.99e-05 2025-01-03 04:51:49,691 - INFO - LRs are now: 1.99e-05 2025-01-03 04:51:49,777 - INFO - LRs are now: 1.99e-05 2025-01-03 04:51:49,851 - INFO - LRs are now: 1.99e-05 2025-01-03 04:51:49,934 - INFO - LRs are now: 1.99e-05 2025-01-03 04:51:50,020 - INFO - LRs are now: 1.99e-05 2025-01-03 04:51:50,090 - INFO - LRs are now: 1.99e-05 2025-01-03 04:51:50,145 - INFO - LRs are now: 1.99e-05 2025-01-03 04:51:50,231 - INFO - LRs are now: 1.99e-05 2025-01-03 04:51:50,308 - INFO - LRs are now: 1.99e-05 2025-01-03 04:51:50,409 - INFO - LRs are now: 1.99e-05 2025-01-03 04:51:50,513 - INFO - LRs are now: 1.99e-05 2025-01-03 04:51:50,595 - INFO - LRs are now: 1.99e-05 2025-01-03 04:51:50,665 - INFO - LRs are now: 1.99e-05 2025-01-03 04:51:50,723 - INFO - LRs are now: 1.98e-05 2025-01-03 04:51:50,808 - INFO - LRs are now: 1.98e-05 2025-01-03 04:51:50,886 - INFO - LRs are now: 1.98e-05 2025-01-03 04:51:50,953 - INFO - LRs are now: 1.98e-05 2025-01-03 04:51:51,011 - INFO - LRs are now: 1.98e-05 2025-01-03 04:51:51,085 - INFO - LRs are now: 1.98e-05 2025-01-03 04:51:51,156 - INFO - LRs are now: 1.98e-05 2025-01-03 04:51:51,238 - INFO - LRs are now: 1.98e-05 2025-01-03 04:51:51,307 - INFO - LRs are now: 1.98e-05 2025-01-03 04:51:51,397 - INFO - LRs are now: 1.98e-05 2025-01-03 04:51:51,466 - INFO - LRs are now: 1.98e-05 2025-01-03 04:51:51,517 - INFO - LRs are now: 1.98e-05 2025-01-03 04:51:51,575 - INFO - LRs are now: 1.98e-05 2025-01-03 04:51:51,625 - INFO - LRs are now: 1.98e-05 2025-01-03 04:51:51,687 - INFO - LRs are now: 1.98e-05 2025-01-03 04:51:51,766 - INFO - LRs are now: 1.98e-05 2025-01-03 04:51:51,833 - INFO - LRs are now: 1.97e-05 2025-01-03 04:51:51,906 - INFO - LRs are now: 1.97e-05 2025-01-03 04:51:51,970 - INFO - LRs are now: 1.97e-05 2025-01-03 04:51:52,036 - INFO - LRs are now: 1.97e-05 2025-01-03 04:51:52,097 - INFO - LRs are now: 1.97e-05 2025-01-03 04:51:52,189 - INFO - LRs are now: 1.97e-05 2025-01-03 04:51:52,280 - INFO - LRs are now: 1.97e-05 2025-01-03 04:51:52,346 - INFO - LRs are now: 1.97e-05 2025-01-03 04:51:52,398 - INFO - LRs are now: 1.97e-05 2025-01-03 04:51:52,468 - INFO - LRs are now: 1.97e-05 2025-01-03 04:51:52,555 - INFO - LRs are now: 1.97e-05 2025-01-03 04:51:52,616 - INFO - LRs are now: 1.97e-05 2025-01-03 04:51:52,743 - INFO - LRs are now: 1.97e-05 2025-01-03 04:51:52,866 - INFO - LRs are now: 1.97e-05 2025-01-03 04:51:52,931 - INFO - LRs are now: 1.97e-05 2025-01-03 04:51:52,988 - INFO - LRs are now: 1.97e-05 2025-01-03 04:51:53,043 - INFO - LRs are now: 1.97e-05 2025-01-03 04:51:53,119 - INFO - LRs are now: 1.96e-05 2025-01-03 04:51:53,191 - INFO - LRs are now: 1.96e-05 2025-01-03 04:51:53,251 - INFO - LRs are now: 1.96e-05 2025-01-03 04:51:53,301 - INFO - LRs are now: 1.96e-05 2025-01-03 04:51:53,387 - INFO - LRs are now: 1.96e-05 2025-01-03 04:51:53,468 - INFO - LRs are now: 1.96e-05 2025-01-03 04:51:53,528 - INFO - LRs are now: 1.96e-05 2025-01-03 04:51:53,580 - INFO - LRs are now: 1.96e-05 2025-01-03 04:51:53,628 - INFO - LRs are now: 1.96e-05 2025-01-03 04:51:53,677 - INFO - LRs are now: 1.96e-05 2025-01-03 04:51:53,729 - INFO - LRs are now: 1.96e-05 2025-01-03 04:51:53,793 - INFO - LRs are now: 1.96e-05 2025-01-03 04:51:53,857 - INFO - LRs are now: 1.96e-05 2025-01-03 04:51:53,912 - INFO - LRs are now: 1.96e-05 2025-01-03 04:51:54,040 - INFO - LRs are now: 1.96e-05 2025-01-03 04:51:54,135 - INFO - LRs are now: 1.96e-05 2025-01-03 04:51:54,192 - INFO - LRs are now: 1.96e-05 2025-01-03 04:51:54,247 - INFO - LRs are now: 1.95e-05 2025-01-03 04:51:54,351 - INFO - LRs are now: 1.95e-05 2025-01-03 04:51:54,450 - INFO - LRs are now: 1.95e-05 2025-01-03 04:51:54,538 - INFO - LRs are now: 1.95e-05 2025-01-03 04:51:54,619 - INFO - LRs are now: 1.95e-05 2025-01-03 04:51:54,704 - INFO - LRs are now: 1.95e-05 2025-01-03 04:51:54,764 - INFO - LRs are now: 1.95e-05 2025-01-03 04:51:54,835 - INFO - LRs are now: 1.95e-05 2025-01-03 04:51:54,917 - INFO - LRs are now: 1.95e-05 2025-01-03 04:51:54,981 - INFO - LRs are now: 1.95e-05 2025-01-03 04:51:55,043 - INFO - LRs are now: 1.95e-05 2025-01-03 04:51:55,107 - INFO - LRs are now: 1.95e-05 2025-01-03 04:51:55,160 - INFO - LRs are now: 1.95e-05 2025-01-03 04:51:55,211 - INFO - LRs are now: 1.95e-05 2025-01-03 04:51:55,300 - INFO - LRs are now: 1.95e-05 2025-01-03 04:51:55,375 - INFO - LRs are now: 1.95e-05 2025-01-03 04:51:55,432 - INFO - LRs are now: 1.95e-05 2025-01-03 04:51:55,499 - INFO - LRs are now: 1.94e-05 2025-01-03 04:51:55,579 - INFO - LRs are now: 1.94e-05 2025-01-03 04:51:55,662 - INFO - LRs are now: 1.94e-05 2025-01-03 04:51:55,733 - INFO - LRs are now: 1.94e-05 2025-01-03 04:51:55,813 - INFO - LRs are now: 1.94e-05 2025-01-03 04:51:55,894 - INFO - LRs are now: 1.94e-05 2025-01-03 04:51:55,955 - INFO - LRs are now: 1.94e-05 2025-01-03 04:51:56,015 - INFO - LRs are now: 1.94e-05 2025-01-03 04:51:56,085 - INFO - LRs are now: 1.94e-05 2025-01-03 04:51:56,197 - INFO - LRs are now: 1.94e-05 2025-01-03 04:51:56,351 - INFO - LRs are now: 1.94e-05 2025-01-03 04:51:56,454 - INFO - LRs are now: 1.94e-05 2025-01-03 04:51:56,526 - INFO - LRs are now: 1.94e-05 2025-01-03 04:51:56,622 - INFO - LRs are now: 1.94e-05 2025-01-03 04:51:56,729 - INFO - LRs are now: 1.94e-05 2025-01-03 04:51:56,824 - INFO - LRs are now: 1.94e-05 2025-01-03 04:51:56,913 - INFO - LRs are now: 1.94e-05 2025-01-03 04:51:56,981 - INFO - LRs are now: 1.94e-05 2025-01-03 04:51:57,101 - INFO - LRs are now: 1.93e-05 2025-01-03 04:51:57,236 - INFO - LRs are now: 1.93e-05 2025-01-03 04:51:57,337 - INFO - LRs are now: 1.93e-05 2025-01-03 04:51:57,407 - INFO - LRs are now: 1.93e-05 2025-01-03 04:51:57,477 - INFO - LRs are now: 1.93e-05 2025-01-03 04:51:57,548 - INFO - LRs are now: 1.93e-05 2025-01-03 04:51:57,657 - INFO - LRs are now: 1.93e-05 2025-01-03 04:51:57,736 - INFO - LRs are now: 1.93e-05 2025-01-03 04:51:57,793 - INFO - LRs are now: 1.93e-05 2025-01-03 04:51:57,863 - INFO - LRs are now: 1.93e-05 2025-01-03 04:51:57,921 - INFO - LRs are now: 1.93e-05 2025-01-03 04:51:58,011 - INFO - LRs are now: 1.93e-05 2025-01-03 04:51:58,087 - INFO - LRs are now: 1.93e-05 2025-01-03 04:51:58,148 - INFO - LRs are now: 1.93e-05 2025-01-03 04:51:58,213 - INFO - LRs are now: 1.93e-05 2025-01-03 04:51:58,279 - INFO - LRs are now: 1.93e-05 2025-01-03 04:51:58,342 - INFO - LRs are now: 1.93e-05 2025-01-03 04:51:58,398 - INFO - LRs are now: 1.93e-05 2025-01-03 04:51:58,452 - INFO - LRs are now: 1.92e-05 2025-01-03 04:51:58,537 - INFO - LRs are now: 1.92e-05 2025-01-03 04:51:58,612 - INFO - LRs are now: 1.92e-05 2025-01-03 04:51:58,674 - INFO - LRs are now: 1.92e-05 2025-01-03 04:51:58,759 - INFO - LRs are now: 1.92e-05 2025-01-03 04:51:58,846 - INFO - LRs are now: 1.92e-05 2025-01-03 04:51:58,919 - INFO - LRs are now: 1.92e-05 2025-01-03 04:51:58,973 - INFO - LRs are now: 1.92e-05 2025-01-03 04:51:59,023 - INFO - LRs are now: 1.92e-05 2025-01-03 04:51:59,166 - INFO - LRs are now: 1.92e-05 2025-01-03 04:51:59,277 - INFO - LRs are now: 1.92e-05 2025-01-03 04:51:59,337 - INFO - LRs are now: 1.92e-05 2025-01-03 04:51:59,390 - INFO - LRs are now: 1.92e-05 2025-01-03 04:51:59,451 - INFO - LRs are now: 1.92e-05 2025-01-03 04:51:59,508 - INFO - LRs are now: 1.92e-05 2025-01-03 04:51:59,559 - INFO - LRs are now: 1.92e-05 2025-01-03 04:51:59,659 - INFO - LRs are now: 1.92e-05 2025-01-03 04:51:59,739 - INFO - LRs are now: 1.92e-05 2025-01-03 04:51:59,808 - INFO - LRs are now: 1.91e-05 2025-01-03 04:51:59,873 - INFO - LRs are now: 1.91e-05 2025-01-03 04:51:59,935 - INFO - LRs are now: 1.91e-05 2025-01-03 04:51:59,971 - INFO - Training epoch 7 finished. (Took 0.3 mins.) 2025-01-03 04:51:59,972 - INFO - loss_train: 80.81 2025-01-03 04:51:59,974 - INFO - upos-fscore_train: 90.01% 2025-01-03 04:51:59,975 - INFO - aggregate_train: 90.01% 2025-01-03 04:52:01,490 - INFO - Validation epoch 7 finished. (Took 0.0 mins.) 2025-01-03 04:52:01,490 - INFO - loss_valid: 8.585 2025-01-03 04:52:01,492 - INFO - upos-fscore_valid: 92.89% 2025-01-03 04:52:01,493 - INFO - aggregate_valid: 92.89% 2025-01-03 04:52:01,706 - INFO - LRs are now: 1.91e-05 2025-01-03 04:52:01,882 - INFO - LRs are now: 1.91e-05 2025-01-03 04:52:01,953 - INFO - LRs are now: 1.91e-05 2025-01-03 04:52:02,029 - INFO - LRs are now: 1.91e-05 2025-01-03 04:52:02,101 - INFO - LRs are now: 1.91e-05 2025-01-03 04:52:02,172 - INFO - LRs are now: 1.91e-05 2025-01-03 04:52:02,231 - INFO - LRs are now: 1.91e-05 2025-01-03 04:52:02,282 - INFO - LRs are now: 1.91e-05 2025-01-03 04:52:02,350 - INFO - LRs are now: 1.91e-05 2025-01-03 04:52:02,415 - INFO - LRs are now: 1.91e-05 2025-01-03 04:52:02,475 - INFO - LRs are now: 1.91e-05 2025-01-03 04:52:02,535 - INFO - LRs are now: 1.91e-05 2025-01-03 04:52:02,605 - INFO - LRs are now: 1.91e-05 2025-01-03 04:52:02,747 - INFO - LRs are now: 1.91e-05 2025-01-03 04:52:02,855 - INFO - LRs are now: 1.91e-05 2025-01-03 04:52:02,914 - INFO - LRs are now: 1.90e-05 2025-01-03 04:52:02,978 - INFO - LRs are now: 1.90e-05 2025-01-03 04:52:03,054 - INFO - LRs are now: 1.90e-05 2025-01-03 04:52:03,129 - INFO - LRs are now: 1.90e-05 2025-01-03 04:52:03,193 - INFO - LRs are now: 1.90e-05 2025-01-03 04:52:03,249 - INFO - LRs are now: 1.90e-05 2025-01-03 04:52:03,389 - INFO - LRs are now: 1.90e-05 2025-01-03 04:52:03,488 - INFO - LRs are now: 1.90e-05 2025-01-03 04:52:03,550 - INFO - LRs are now: 1.90e-05 2025-01-03 04:52:03,620 - INFO - LRs are now: 1.90e-05 2025-01-03 04:52:03,697 - INFO - LRs are now: 1.90e-05 2025-01-03 04:52:03,765 - INFO - LRs are now: 1.90e-05 2025-01-03 04:52:03,817 - INFO - LRs are now: 1.90e-05 2025-01-03 04:52:03,958 - INFO - LRs are now: 1.90e-05 2025-01-03 04:52:04,066 - INFO - LRs are now: 1.90e-05 2025-01-03 04:52:04,124 - INFO - LRs are now: 1.90e-05 2025-01-03 04:52:04,190 - INFO - LRs are now: 1.90e-05 2025-01-03 04:52:04,262 - INFO - LRs are now: 1.90e-05 2025-01-03 04:52:04,324 - INFO - LRs are now: 1.90e-05 2025-01-03 04:52:04,397 - INFO - LRs are now: 1.89e-05 2025-01-03 04:52:04,463 - INFO - LRs are now: 1.89e-05 2025-01-03 04:52:04,535 - INFO - LRs are now: 1.89e-05 2025-01-03 04:52:04,624 - INFO - LRs are now: 1.89e-05 2025-01-03 04:52:04,696 - INFO - LRs are now: 1.89e-05 2025-01-03 04:52:04,769 - INFO - LRs are now: 1.89e-05 2025-01-03 04:52:04,851 - INFO - LRs are now: 1.89e-05 2025-01-03 04:52:04,924 - INFO - LRs are now: 1.89e-05 2025-01-03 04:52:05,005 - INFO - LRs are now: 1.89e-05 2025-01-03 04:52:05,084 - INFO - LRs are now: 1.89e-05 2025-01-03 04:52:05,167 - INFO - LRs are now: 1.89e-05 2025-01-03 04:52:05,241 - INFO - LRs are now: 1.89e-05 2025-01-03 04:52:05,327 - INFO - LRs are now: 1.89e-05 2025-01-03 04:52:05,431 - INFO - LRs are now: 1.89e-05 2025-01-03 04:52:05,508 - INFO - LRs are now: 1.89e-05 2025-01-03 04:52:05,568 - INFO - LRs are now: 1.89e-05 2025-01-03 04:52:05,662 - INFO - LRs are now: 1.89e-05 2025-01-03 04:52:05,734 - INFO - LRs are now: 1.89e-05 2025-01-03 04:52:05,879 - INFO - LRs are now: 1.89e-05 2025-01-03 04:52:06,001 - INFO - LRs are now: 1.88e-05 2025-01-03 04:52:06,058 - INFO - LRs are now: 1.88e-05 2025-01-03 04:52:06,132 - INFO - LRs are now: 1.88e-05 2025-01-03 04:52:06,217 - INFO - LRs are now: 1.88e-05 2025-01-03 04:52:06,278 - INFO - LRs are now: 1.88e-05 2025-01-03 04:52:06,326 - INFO - LRs are now: 1.88e-05 2025-01-03 04:52:06,403 - INFO - LRs are now: 1.88e-05 2025-01-03 04:52:06,474 - INFO - LRs are now: 1.88e-05 2025-01-03 04:52:06,540 - INFO - LRs are now: 1.88e-05 2025-01-03 04:52:06,606 - INFO - LRs are now: 1.88e-05 2025-01-03 04:52:06,662 - INFO - LRs are now: 1.88e-05 2025-01-03 04:52:06,724 - INFO - LRs are now: 1.88e-05 2025-01-03 04:52:06,790 - INFO - LRs are now: 1.88e-05 2025-01-03 04:52:06,858 - INFO - LRs are now: 1.88e-05 2025-01-03 04:52:06,920 - INFO - LRs are now: 1.88e-05 2025-01-03 04:52:07,006 - INFO - LRs are now: 1.88e-05 2025-01-03 04:52:07,079 - INFO - LRs are now: 1.88e-05 2025-01-03 04:52:07,136 - INFO - LRs are now: 1.88e-05 2025-01-03 04:52:07,233 - INFO - LRs are now: 1.88e-05 2025-01-03 04:52:07,302 - INFO - LRs are now: 1.87e-05 2025-01-03 04:52:07,353 - INFO - LRs are now: 1.87e-05 2025-01-03 04:52:07,422 - INFO - LRs are now: 1.87e-05 2025-01-03 04:52:07,487 - INFO - LRs are now: 1.87e-05 2025-01-03 04:52:07,536 - INFO - LRs are now: 1.87e-05 2025-01-03 04:52:07,638 - INFO - LRs are now: 1.87e-05 2025-01-03 04:52:07,722 - INFO - LRs are now: 1.87e-05 2025-01-03 04:52:07,780 - INFO - LRs are now: 1.87e-05 2025-01-03 04:52:07,840 - INFO - LRs are now: 1.87e-05 2025-01-03 04:52:07,904 - INFO - LRs are now: 1.87e-05 2025-01-03 04:52:08,008 - INFO - LRs are now: 1.87e-05 2025-01-03 04:52:08,089 - INFO - LRs are now: 1.87e-05 2025-01-03 04:52:08,226 - INFO - LRs are now: 1.87e-05 2025-01-03 04:52:08,335 - INFO - LRs are now: 1.87e-05 2025-01-03 04:52:08,412 - INFO - LRs are now: 1.87e-05 2025-01-03 04:52:08,505 - INFO - LRs are now: 1.87e-05 2025-01-03 04:52:08,575 - INFO - LRs are now: 1.87e-05 2025-01-03 04:52:08,630 - INFO - LRs are now: 1.87e-05 2025-01-03 04:52:08,688 - INFO - LRs are now: 1.87e-05 2025-01-03 04:52:08,764 - INFO - LRs are now: 1.87e-05 2025-01-03 04:52:08,847 - INFO - LRs are now: 1.86e-05 2025-01-03 04:52:08,916 - INFO - LRs are now: 1.86e-05 2025-01-03 04:52:08,992 - INFO - LRs are now: 1.86e-05 2025-01-03 04:52:09,077 - INFO - LRs are now: 1.86e-05 2025-01-03 04:52:09,144 - INFO - LRs are now: 1.86e-05 2025-01-03 04:52:09,209 - INFO - LRs are now: 1.86e-05 2025-01-03 04:52:09,314 - INFO - LRs are now: 1.86e-05 2025-01-03 04:52:09,395 - INFO - LRs are now: 1.86e-05 2025-01-03 04:52:09,448 - INFO - LRs are now: 1.86e-05 2025-01-03 04:52:09,512 - INFO - LRs are now: 1.86e-05 2025-01-03 04:52:09,569 - INFO - LRs are now: 1.86e-05 2025-01-03 04:52:09,632 - INFO - LRs are now: 1.86e-05 2025-01-03 04:52:09,694 - INFO - LRs are now: 1.86e-05 2025-01-03 04:52:09,749 - INFO - LRs are now: 1.86e-05 2025-01-03 04:52:09,802 - INFO - LRs are now: 1.86e-05 2025-01-03 04:52:09,856 - INFO - LRs are now: 1.86e-05 2025-01-03 04:52:09,929 - INFO - LRs are now: 1.86e-05 2025-01-03 04:52:09,994 - INFO - LRs are now: 1.86e-05 2025-01-03 04:52:10,077 - INFO - LRs are now: 1.86e-05 2025-01-03 04:52:10,202 - INFO - LRs are now: 1.85e-05 2025-01-03 04:52:10,291 - INFO - LRs are now: 1.85e-05 2025-01-03 04:52:10,393 - INFO - LRs are now: 1.85e-05 2025-01-03 04:52:10,479 - INFO - LRs are now: 1.85e-05 2025-01-03 04:52:10,552 - INFO - LRs are now: 1.85e-05 2025-01-03 04:52:10,615 - INFO - LRs are now: 1.85e-05 2025-01-03 04:52:10,756 - INFO - LRs are now: 1.85e-05 2025-01-03 04:52:10,856 - INFO - LRs are now: 1.85e-05 2025-01-03 04:52:10,915 - INFO - LRs are now: 1.85e-05 2025-01-03 04:52:10,979 - INFO - LRs are now: 1.85e-05 2025-01-03 04:52:11,054 - INFO - LRs are now: 1.85e-05 2025-01-03 04:52:11,137 - INFO - LRs are now: 1.85e-05 2025-01-03 04:52:11,240 - INFO - LRs are now: 1.85e-05 2025-01-03 04:52:11,311 - INFO - LRs are now: 1.85e-05 2025-01-03 04:52:11,362 - INFO - LRs are now: 1.85e-05 2025-01-03 04:52:11,416 - INFO - LRs are now: 1.85e-05 2025-01-03 04:52:11,518 - INFO - LRs are now: 1.85e-05 2025-01-03 04:52:11,633 - INFO - LRs are now: 1.85e-05 2025-01-03 04:52:11,700 - INFO - LRs are now: 1.85e-05 2025-01-03 04:52:11,756 - INFO - LRs are now: 1.85e-05 2025-01-03 04:52:11,835 - INFO - LRs are now: 1.85e-05 2025-01-03 04:52:11,908 - INFO - LRs are now: 1.84e-05 2025-01-03 04:52:12,038 - INFO - LRs are now: 1.84e-05 2025-01-03 04:52:12,125 - INFO - LRs are now: 1.84e-05 2025-01-03 04:52:12,212 - INFO - LRs are now: 1.84e-05 2025-01-03 04:52:12,282 - INFO - LRs are now: 1.84e-05 2025-01-03 04:52:12,359 - INFO - LRs are now: 1.84e-05 2025-01-03 04:52:12,468 - INFO - LRs are now: 1.84e-05 2025-01-03 04:52:12,618 - INFO - LRs are now: 1.84e-05 2025-01-03 04:52:12,756 - INFO - LRs are now: 1.84e-05 2025-01-03 04:52:12,916 - INFO - LRs are now: 1.84e-05 2025-01-03 04:52:13,028 - INFO - LRs are now: 1.84e-05 2025-01-03 04:52:13,104 - INFO - LRs are now: 1.84e-05 2025-01-03 04:52:13,160 - INFO - LRs are now: 1.84e-05 2025-01-03 04:52:13,216 - INFO - LRs are now: 1.84e-05 2025-01-03 04:52:13,275 - INFO - LRs are now: 1.84e-05 2025-01-03 04:52:13,345 - INFO - LRs are now: 1.84e-05 2025-01-03 04:52:13,402 - INFO - LRs are now: 1.84e-05 2025-01-03 04:52:13,502 - INFO - LRs are now: 1.84e-05 2025-01-03 04:52:13,574 - INFO - LRs are now: 1.84e-05 2025-01-03 04:52:13,639 - INFO - LRs are now: 1.84e-05 2025-01-03 04:52:13,698 - INFO - LRs are now: 1.83e-05 2025-01-03 04:52:13,808 - INFO - LRs are now: 1.83e-05 2025-01-03 04:52:13,899 - INFO - LRs are now: 1.83e-05 2025-01-03 04:52:13,954 - INFO - LRs are now: 1.83e-05 2025-01-03 04:52:14,020 - INFO - LRs are now: 1.83e-05 2025-01-03 04:52:14,116 - INFO - LRs are now: 1.83e-05 2025-01-03 04:52:14,214 - INFO - LRs are now: 1.83e-05 2025-01-03 04:52:14,300 - INFO - LRs are now: 1.83e-05 2025-01-03 04:52:14,372 - INFO - LRs are now: 1.83e-05 2025-01-03 04:52:14,436 - INFO - LRs are now: 1.83e-05 2025-01-03 04:52:14,497 - INFO - LRs are now: 1.83e-05 2025-01-03 04:52:14,621 - INFO - LRs are now: 1.83e-05 2025-01-03 04:52:14,728 - INFO - LRs are now: 1.83e-05 2025-01-03 04:52:14,780 - INFO - LRs are now: 1.83e-05 2025-01-03 04:52:14,845 - INFO - LRs are now: 1.83e-05 2025-01-03 04:52:14,910 - INFO - LRs are now: 1.83e-05 2025-01-03 04:52:15,060 - INFO - LRs are now: 1.83e-05 2025-01-03 04:52:15,173 - INFO - LRs are now: 1.83e-05 2025-01-03 04:52:15,226 - INFO - LRs are now: 1.83e-05 2025-01-03 04:52:15,276 - INFO - LRs are now: 1.83e-05 2025-01-03 04:52:15,329 - INFO - LRs are now: 1.83e-05 2025-01-03 04:52:15,390 - INFO - LRs are now: 1.82e-05 2025-01-03 04:52:15,483 - INFO - LRs are now: 1.82e-05 2025-01-03 04:52:15,568 - INFO - LRs are now: 1.82e-05 2025-01-03 04:52:15,645 - INFO - LRs are now: 1.82e-05 2025-01-03 04:52:15,787 - INFO - LRs are now: 1.82e-05 2025-01-03 04:52:15,900 - INFO - LRs are now: 1.82e-05 2025-01-03 04:52:16,005 - INFO - LRs are now: 1.82e-05 2025-01-03 04:52:16,112 - INFO - LRs are now: 1.82e-05 2025-01-03 04:52:16,170 - INFO - LRs are now: 1.82e-05 2025-01-03 04:52:16,227 - INFO - LRs are now: 1.82e-05 2025-01-03 04:52:16,313 - INFO - LRs are now: 1.82e-05 2025-01-03 04:52:16,391 - INFO - LRs are now: 1.82e-05 2025-01-03 04:52:16,462 - INFO - LRs are now: 1.82e-05 2025-01-03 04:52:16,534 - INFO - LRs are now: 1.82e-05 2025-01-03 04:52:16,601 - INFO - LRs are now: 1.82e-05 2025-01-03 04:52:16,667 - INFO - LRs are now: 1.82e-05 2025-01-03 04:52:16,723 - INFO - LRs are now: 1.82e-05 2025-01-03 04:52:16,867 - INFO - LRs are now: 1.82e-05 2025-01-03 04:52:16,986 - INFO - LRs are now: 1.82e-05 2025-01-03 04:52:17,061 - INFO - LRs are now: 1.82e-05 2025-01-03 04:52:17,148 - INFO - LRs are now: 1.82e-05 2025-01-03 04:52:17,213 - INFO - LRs are now: 1.81e-05 2025-01-03 04:52:17,266 - INFO - LRs are now: 1.81e-05 2025-01-03 04:52:17,317 - INFO - LRs are now: 1.81e-05 2025-01-03 04:52:17,372 - INFO - LRs are now: 1.81e-05 2025-01-03 04:52:17,449 - INFO - LRs are now: 1.81e-05 2025-01-03 04:52:17,514 - INFO - LRs are now: 1.81e-05 2025-01-03 04:52:17,566 - INFO - LRs are now: 1.81e-05 2025-01-03 04:52:17,616 - INFO - LRs are now: 1.81e-05 2025-01-03 04:52:17,674 - INFO - LRs are now: 1.81e-05 2025-01-03 04:52:17,728 - INFO - LRs are now: 1.81e-05 2025-01-03 04:52:17,784 - INFO - LRs are now: 1.81e-05 2025-01-03 04:52:17,847 - INFO - LRs are now: 1.81e-05 2025-01-03 04:52:17,912 - INFO - LRs are now: 1.81e-05 2025-01-03 04:52:17,967 - INFO - LRs are now: 1.81e-05 2025-01-03 04:52:18,038 - INFO - LRs are now: 1.81e-05 2025-01-03 04:52:18,096 - INFO - LRs are now: 1.81e-05 2025-01-03 04:52:18,234 - INFO - LRs are now: 1.81e-05 2025-01-03 04:52:18,347 - INFO - LRs are now: 1.81e-05 2025-01-03 04:52:18,413 - INFO - LRs are now: 1.81e-05 2025-01-03 04:52:18,467 - INFO - LRs are now: 1.81e-05 2025-01-03 04:52:18,518 - INFO - LRs are now: 1.81e-05 2025-01-03 04:52:18,584 - INFO - LRs are now: 1.81e-05 2025-01-03 04:52:18,649 - INFO - LRs are now: 1.80e-05 2025-01-03 04:52:18,724 - INFO - LRs are now: 1.80e-05 2025-01-03 04:52:18,806 - INFO - LRs are now: 1.80e-05 2025-01-03 04:52:18,879 - INFO - LRs are now: 1.80e-05 2025-01-03 04:52:18,967 - INFO - LRs are now: 1.80e-05 2025-01-03 04:52:19,044 - INFO - LRs are now: 1.80e-05 2025-01-03 04:52:19,138 - INFO - LRs are now: 1.80e-05 2025-01-03 04:52:19,236 - INFO - LRs are now: 1.80e-05 2025-01-03 04:52:19,304 - INFO - LRs are now: 1.80e-05 2025-01-03 04:52:19,352 - INFO - LRs are now: 1.80e-05 2025-01-03 04:52:19,407 - INFO - LRs are now: 1.80e-05 2025-01-03 04:52:19,477 - INFO - LRs are now: 1.80e-05 2025-01-03 04:52:19,574 - INFO - LRs are now: 1.80e-05 2025-01-03 04:52:19,646 - INFO - LRs are now: 1.80e-05 2025-01-03 04:52:19,702 - INFO - LRs are now: 1.80e-05 2025-01-03 04:52:19,768 - INFO - LRs are now: 1.80e-05 2025-01-03 04:52:19,823 - INFO - LRs are now: 1.80e-05 2025-01-03 04:52:19,922 - INFO - LRs are now: 1.80e-05 2025-01-03 04:52:20,034 - INFO - LRs are now: 1.80e-05 2025-01-03 04:52:20,133 - INFO - LRs are now: 1.80e-05 2025-01-03 04:52:20,198 - INFO - LRs are now: 1.80e-05 2025-01-03 04:52:20,312 - INFO - LRs are now: 1.80e-05 2025-01-03 04:52:20,409 - INFO - LRs are now: 1.79e-05 2025-01-03 04:52:20,485 - INFO - LRs are now: 1.79e-05 2025-01-03 04:52:20,565 - INFO - LRs are now: 1.79e-05 2025-01-03 04:52:20,652 - INFO - LRs are now: 1.79e-05 2025-01-03 04:52:20,719 - INFO - LRs are now: 1.79e-05 2025-01-03 04:52:20,784 - INFO - LRs are now: 1.79e-05 2025-01-03 04:52:20,936 - INFO - LRs are now: 1.79e-05 2025-01-03 04:52:21,085 - INFO - LRs are now: 1.79e-05 2025-01-03 04:52:21,161 - INFO - LRs are now: 1.79e-05 2025-01-03 04:52:21,251 - INFO - LRs are now: 1.79e-05 2025-01-03 04:52:21,353 - INFO - LRs are now: 1.79e-05 2025-01-03 04:52:21,388 - INFO - Training epoch 8 finished. (Took 0.3 mins.) 2025-01-03 04:52:21,388 - INFO - loss_train: 79.22 2025-01-03 04:52:21,390 - INFO - upos-fscore_train: 90.04% 2025-01-03 04:52:21,391 - INFO - aggregate_train: 90.04% 2025-01-03 04:52:22,886 - INFO - Validation epoch 8 finished. (Took 0.0 mins.) 2025-01-03 04:52:22,887 - INFO - loss_valid: 8.864 2025-01-03 04:52:22,888 - INFO - upos-fscore_valid: 92.85% 2025-01-03 04:52:22,889 - INFO - aggregate_valid: 92.85% 2025-01-03 04:52:23,126 - INFO - LRs are now: 1.79e-05 2025-01-03 04:52:23,278 - INFO - LRs are now: 1.79e-05 2025-01-03 04:52:23,356 - INFO - LRs are now: 1.79e-05 2025-01-03 04:52:23,460 - INFO - LRs are now: 1.79e-05 2025-01-03 04:52:23,543 - INFO - LRs are now: 1.79e-05 2025-01-03 04:52:23,638 - INFO - LRs are now: 1.79e-05 2025-01-03 04:52:23,711 - INFO - LRs are now: 1.79e-05 2025-01-03 04:52:23,786 - INFO - LRs are now: 1.79e-05 2025-01-03 04:52:23,847 - INFO - LRs are now: 1.79e-05 2025-01-03 04:52:23,923 - INFO - LRs are now: 1.79e-05 2025-01-03 04:52:23,993 - INFO - LRs are now: 1.79e-05 2025-01-03 04:52:24,057 - INFO - LRs are now: 1.78e-05 2025-01-03 04:52:24,127 - INFO - LRs are now: 1.78e-05 2025-01-03 04:52:24,198 - INFO - LRs are now: 1.78e-05 2025-01-03 04:52:24,253 - INFO - LRs are now: 1.78e-05 2025-01-03 04:52:24,360 - INFO - LRs are now: 1.78e-05 2025-01-03 04:52:24,450 - INFO - LRs are now: 1.78e-05 2025-01-03 04:52:24,514 - INFO - LRs are now: 1.78e-05 2025-01-03 04:52:24,576 - INFO - LRs are now: 1.78e-05 2025-01-03 04:52:24,669 - INFO - LRs are now: 1.78e-05 2025-01-03 04:52:24,793 - INFO - LRs are now: 1.78e-05 2025-01-03 04:52:24,889 - INFO - LRs are now: 1.78e-05 2025-01-03 04:52:24,965 - INFO - LRs are now: 1.78e-05 2025-01-03 04:52:25,040 - INFO - LRs are now: 1.78e-05 2025-01-03 04:52:25,101 - INFO - LRs are now: 1.78e-05 2025-01-03 04:52:25,160 - INFO - LRs are now: 1.78e-05 2025-01-03 04:52:25,270 - INFO - LRs are now: 1.78e-05 2025-01-03 04:52:25,365 - INFO - LRs are now: 1.78e-05 2025-01-03 04:52:25,471 - INFO - LRs are now: 1.78e-05 2025-01-03 04:52:25,541 - INFO - LRs are now: 1.78e-05 2025-01-03 04:52:25,592 - INFO - LRs are now: 1.78e-05 2025-01-03 04:52:25,662 - INFO - LRs are now: 1.78e-05 2025-01-03 04:52:25,721 - INFO - LRs are now: 1.78e-05 2025-01-03 04:52:25,802 - INFO - LRs are now: 1.78e-05 2025-01-03 04:52:25,872 - INFO - LRs are now: 1.77e-05 2025-01-03 04:52:25,933 - INFO - LRs are now: 1.77e-05 2025-01-03 04:52:25,983 - INFO - LRs are now: 1.77e-05 2025-01-03 04:52:26,066 - INFO - LRs are now: 1.77e-05 2025-01-03 04:52:26,136 - INFO - LRs are now: 1.77e-05 2025-01-03 04:52:26,209 - INFO - LRs are now: 1.77e-05 2025-01-03 04:52:26,283 - INFO - LRs are now: 1.77e-05 2025-01-03 04:52:26,352 - INFO - LRs are now: 1.77e-05 2025-01-03 04:52:26,406 - INFO - LRs are now: 1.77e-05 2025-01-03 04:52:26,482 - INFO - LRs are now: 1.77e-05 2025-01-03 04:52:26,641 - INFO - LRs are now: 1.77e-05 2025-01-03 04:52:26,755 - INFO - LRs are now: 1.77e-05 2025-01-03 04:52:26,821 - INFO - LRs are now: 1.77e-05 2025-01-03 04:52:26,903 - INFO - LRs are now: 1.77e-05 2025-01-03 04:52:26,985 - INFO - LRs are now: 1.77e-05 2025-01-03 04:52:27,089 - INFO - LRs are now: 1.77e-05 2025-01-03 04:52:27,177 - INFO - LRs are now: 1.77e-05 2025-01-03 04:52:27,293 - INFO - LRs are now: 1.77e-05 2025-01-03 04:52:27,443 - INFO - LRs are now: 1.77e-05 2025-01-03 04:52:27,548 - INFO - LRs are now: 1.77e-05 2025-01-03 04:52:27,598 - INFO - LRs are now: 1.77e-05 2025-01-03 04:52:27,729 - INFO - LRs are now: 1.77e-05 2025-01-03 04:52:27,832 - INFO - LRs are now: 1.77e-05 2025-01-03 04:52:27,895 - INFO - LRs are now: 1.76e-05 2025-01-03 04:52:28,028 - INFO - LRs are now: 1.76e-05 2025-01-03 04:52:28,136 - INFO - LRs are now: 1.76e-05 2025-01-03 04:52:28,223 - INFO - LRs are now: 1.76e-05 2025-01-03 04:52:28,303 - INFO - LRs are now: 1.76e-05 2025-01-03 04:52:28,367 - INFO - LRs are now: 1.76e-05 2025-01-03 04:52:28,420 - INFO - LRs are now: 1.76e-05 2025-01-03 04:52:28,498 - INFO - LRs are now: 1.76e-05 2025-01-03 04:52:28,613 - INFO - LRs are now: 1.76e-05 2025-01-03 04:52:28,692 - INFO - LRs are now: 1.76e-05 2025-01-03 04:52:28,753 - INFO - LRs are now: 1.76e-05 2025-01-03 04:52:28,807 - INFO - LRs are now: 1.76e-05 2025-01-03 04:52:28,859 - INFO - LRs are now: 1.76e-05 2025-01-03 04:52:28,908 - INFO - LRs are now: 1.76e-05 2025-01-03 04:52:28,964 - INFO - LRs are now: 1.76e-05 2025-01-03 04:52:29,027 - INFO - LRs are now: 1.76e-05 2025-01-03 04:52:29,098 - INFO - LRs are now: 1.76e-05 2025-01-03 04:52:29,158 - INFO - LRs are now: 1.76e-05 2025-01-03 04:52:29,240 - INFO - LRs are now: 1.76e-05 2025-01-03 04:52:29,334 - INFO - LRs are now: 1.76e-05 2025-01-03 04:52:29,424 - INFO - LRs are now: 1.76e-05 2025-01-03 04:52:29,499 - INFO - LRs are now: 1.76e-05 2025-01-03 04:52:29,563 - INFO - LRs are now: 1.76e-05 2025-01-03 04:52:29,655 - INFO - LRs are now: 1.75e-05 2025-01-03 04:52:29,726 - INFO - LRs are now: 1.75e-05 2025-01-03 04:52:29,786 - INFO - LRs are now: 1.75e-05 2025-01-03 04:52:29,864 - INFO - LRs are now: 1.75e-05 2025-01-03 04:52:29,928 - INFO - LRs are now: 1.75e-05 2025-01-03 04:52:29,988 - INFO - LRs are now: 1.75e-05 2025-01-03 04:52:30,103 - INFO - LRs are now: 1.75e-05 2025-01-03 04:52:30,231 - INFO - LRs are now: 1.75e-05 2025-01-03 04:52:30,323 - INFO - LRs are now: 1.75e-05 2025-01-03 04:52:30,406 - INFO - LRs are now: 1.75e-05 2025-01-03 04:52:30,483 - INFO - LRs are now: 1.75e-05 2025-01-03 04:52:30,541 - INFO - LRs are now: 1.75e-05 2025-01-03 04:52:30,594 - INFO - LRs are now: 1.75e-05 2025-01-03 04:52:30,741 - INFO - LRs are now: 1.75e-05 2025-01-03 04:52:30,857 - INFO - LRs are now: 1.75e-05 2025-01-03 04:52:30,947 - INFO - LRs are now: 1.75e-05 2025-01-03 04:52:31,015 - INFO - LRs are now: 1.75e-05 2025-01-03 04:52:31,084 - INFO - LRs are now: 1.75e-05 2025-01-03 04:52:31,150 - INFO - LRs are now: 1.75e-05 2025-01-03 04:52:31,205 - INFO - LRs are now: 1.75e-05 2025-01-03 04:52:31,257 - INFO - LRs are now: 1.75e-05 2025-01-03 04:52:31,313 - INFO - LRs are now: 1.75e-05 2025-01-03 04:52:31,373 - INFO - LRs are now: 1.75e-05 2025-01-03 04:52:31,426 - INFO - LRs are now: 1.75e-05 2025-01-03 04:52:31,484 - INFO - LRs are now: 1.74e-05 2025-01-03 04:52:31,552 - INFO - LRs are now: 1.74e-05 2025-01-03 04:52:31,622 - INFO - LRs are now: 1.74e-05 2025-01-03 04:52:31,684 - INFO - LRs are now: 1.74e-05 2025-01-03 04:52:31,802 - INFO - LRs are now: 1.74e-05 2025-01-03 04:52:31,904 - INFO - LRs are now: 1.74e-05 2025-01-03 04:52:31,979 - INFO - LRs are now: 1.74e-05 2025-01-03 04:52:32,057 - INFO - LRs are now: 1.74e-05 2025-01-03 04:52:32,119 - INFO - LRs are now: 1.74e-05 2025-01-03 04:52:32,189 - INFO - LRs are now: 1.74e-05 2025-01-03 04:52:32,250 - INFO - LRs are now: 1.74e-05 2025-01-03 04:52:32,317 - INFO - LRs are now: 1.74e-05 2025-01-03 04:52:32,383 - INFO - LRs are now: 1.74e-05 2025-01-03 04:52:32,435 - INFO - LRs are now: 1.74e-05 2025-01-03 04:52:32,559 - INFO - LRs are now: 1.74e-05 2025-01-03 04:52:32,655 - INFO - LRs are now: 1.74e-05 2025-01-03 04:52:32,721 - INFO - LRs are now: 1.74e-05 2025-01-03 04:52:32,787 - INFO - LRs are now: 1.74e-05 2025-01-03 04:52:32,867 - INFO - LRs are now: 1.74e-05 2025-01-03 04:52:32,955 - INFO - LRs are now: 1.74e-05 2025-01-03 04:52:33,020 - INFO - LRs are now: 1.74e-05 2025-01-03 04:52:33,151 - INFO - LRs are now: 1.74e-05 2025-01-03 04:52:33,263 - INFO - LRs are now: 1.74e-05 2025-01-03 04:52:33,316 - INFO - LRs are now: 1.74e-05 2025-01-03 04:52:33,424 - INFO - LRs are now: 1.74e-05 2025-01-03 04:52:33,533 - INFO - LRs are now: 1.73e-05 2025-01-03 04:52:33,608 - INFO - LRs are now: 1.73e-05 2025-01-03 04:52:33,669 - INFO - LRs are now: 1.73e-05 2025-01-03 04:52:33,739 - INFO - LRs are now: 1.73e-05 2025-01-03 04:52:33,814 - INFO - LRs are now: 1.73e-05 2025-01-03 04:52:33,875 - INFO - LRs are now: 1.73e-05 2025-01-03 04:52:33,936 - INFO - LRs are now: 1.73e-05 2025-01-03 04:52:34,014 - INFO - LRs are now: 1.73e-05 2025-01-03 04:52:34,108 - INFO - LRs are now: 1.73e-05 2025-01-03 04:52:34,175 - INFO - LRs are now: 1.73e-05 2025-01-03 04:52:34,231 - INFO - LRs are now: 1.73e-05 2025-01-03 04:52:34,303 - INFO - LRs are now: 1.73e-05 2025-01-03 04:52:34,400 - INFO - LRs are now: 1.73e-05 2025-01-03 04:52:34,466 - INFO - LRs are now: 1.73e-05 2025-01-03 04:52:34,535 - INFO - LRs are now: 1.73e-05 2025-01-03 04:52:34,595 - INFO - LRs are now: 1.73e-05 2025-01-03 04:52:34,647 - INFO - LRs are now: 1.73e-05 2025-01-03 04:52:34,699 - INFO - LRs are now: 1.73e-05 2025-01-03 04:52:34,805 - INFO - LRs are now: 1.73e-05 2025-01-03 04:52:34,934 - INFO - LRs are now: 1.73e-05 2025-01-03 04:52:35,014 - INFO - LRs are now: 1.73e-05 2025-01-03 04:52:35,078 - INFO - LRs are now: 1.73e-05 2025-01-03 04:52:35,136 - INFO - LRs are now: 1.73e-05 2025-01-03 04:52:35,189 - INFO - LRs are now: 1.73e-05 2025-01-03 04:52:35,251 - INFO - LRs are now: 1.72e-05 2025-01-03 04:52:35,314 - INFO - LRs are now: 1.72e-05 2025-01-03 04:52:35,423 - INFO - LRs are now: 1.72e-05 2025-01-03 04:52:35,520 - INFO - LRs are now: 1.72e-05 2025-01-03 04:52:35,592 - INFO - LRs are now: 1.72e-05 2025-01-03 04:52:35,662 - INFO - LRs are now: 1.72e-05 2025-01-03 04:52:35,728 - INFO - LRs are now: 1.72e-05 2025-01-03 04:52:35,818 - INFO - LRs are now: 1.72e-05 2025-01-03 04:52:35,886 - INFO - LRs are now: 1.72e-05 2025-01-03 04:52:35,970 - INFO - LRs are now: 1.72e-05 2025-01-03 04:52:36,043 - INFO - LRs are now: 1.72e-05 2025-01-03 04:52:36,100 - INFO - LRs are now: 1.72e-05 2025-01-03 04:52:36,156 - INFO - LRs are now: 1.72e-05 2025-01-03 04:52:36,220 - INFO - LRs are now: 1.72e-05 2025-01-03 04:52:36,285 - INFO - LRs are now: 1.72e-05 2025-01-03 04:52:36,339 - INFO - LRs are now: 1.72e-05 2025-01-03 04:52:36,393 - INFO - LRs are now: 1.72e-05 2025-01-03 04:52:36,455 - INFO - LRs are now: 1.72e-05 2025-01-03 04:52:36,537 - INFO - LRs are now: 1.72e-05 2025-01-03 04:52:36,600 - INFO - LRs are now: 1.72e-05 2025-01-03 04:52:36,691 - INFO - LRs are now: 1.72e-05 2025-01-03 04:52:36,769 - INFO - LRs are now: 1.72e-05 2025-01-03 04:52:36,842 - INFO - LRs are now: 1.72e-05 2025-01-03 04:52:36,937 - INFO - LRs are now: 1.72e-05 2025-01-03 04:52:37,020 - INFO - LRs are now: 1.72e-05 2025-01-03 04:52:37,098 - INFO - LRs are now: 1.71e-05 2025-01-03 04:52:37,156 - INFO - LRs are now: 1.71e-05 2025-01-03 04:52:37,225 - INFO - LRs are now: 1.71e-05 2025-01-03 04:52:37,288 - INFO - LRs are now: 1.71e-05 2025-01-03 04:52:37,372 - INFO - LRs are now: 1.71e-05 2025-01-03 04:52:37,448 - INFO - LRs are now: 1.71e-05 2025-01-03 04:52:37,514 - INFO - LRs are now: 1.71e-05 2025-01-03 04:52:37,578 - INFO - LRs are now: 1.71e-05 2025-01-03 04:52:37,659 - INFO - LRs are now: 1.71e-05 2025-01-03 04:52:37,729 - INFO - LRs are now: 1.71e-05 2025-01-03 04:52:37,781 - INFO - LRs are now: 1.71e-05 2025-01-03 04:52:37,843 - INFO - LRs are now: 1.71e-05 2025-01-03 04:52:37,928 - INFO - LRs are now: 1.71e-05 2025-01-03 04:52:37,996 - INFO - LRs are now: 1.71e-05 2025-01-03 04:52:38,047 - INFO - LRs are now: 1.71e-05 2025-01-03 04:52:38,103 - INFO - LRs are now: 1.71e-05 2025-01-03 04:52:38,249 - INFO - LRs are now: 1.71e-05 2025-01-03 04:52:38,362 - INFO - LRs are now: 1.71e-05 2025-01-03 04:52:38,497 - INFO - LRs are now: 1.71e-05 2025-01-03 04:52:38,592 - INFO - LRs are now: 1.71e-05 2025-01-03 04:52:38,652 - INFO - LRs are now: 1.71e-05 2025-01-03 04:52:38,742 - INFO - LRs are now: 1.71e-05 2025-01-03 04:52:38,837 - INFO - LRs are now: 1.71e-05 2025-01-03 04:52:38,896 - INFO - LRs are now: 1.71e-05 2025-01-03 04:52:38,952 - INFO - LRs are now: 1.71e-05 2025-01-03 04:52:39,012 - INFO - LRs are now: 1.71e-05 2025-01-03 04:52:39,064 - INFO - LRs are now: 1.70e-05 2025-01-03 04:52:39,183 - INFO - LRs are now: 1.70e-05 2025-01-03 04:52:39,280 - INFO - LRs are now: 1.70e-05 2025-01-03 04:52:39,332 - INFO - LRs are now: 1.70e-05 2025-01-03 04:52:39,450 - INFO - LRs are now: 1.70e-05 2025-01-03 04:52:39,554 - INFO - LRs are now: 1.70e-05 2025-01-03 04:52:39,612 - INFO - LRs are now: 1.70e-05 2025-01-03 04:52:39,662 - INFO - LRs are now: 1.70e-05 2025-01-03 04:52:39,741 - INFO - LRs are now: 1.70e-05 2025-01-03 04:52:39,821 - INFO - LRs are now: 1.70e-05 2025-01-03 04:52:39,901 - INFO - LRs are now: 1.70e-05 2025-01-03 04:52:39,970 - INFO - LRs are now: 1.70e-05 2025-01-03 04:52:40,085 - INFO - LRs are now: 1.70e-05 2025-01-03 04:52:40,188 - INFO - LRs are now: 1.70e-05 2025-01-03 04:52:40,318 - INFO - LRs are now: 1.70e-05 2025-01-03 04:52:40,411 - INFO - LRs are now: 1.70e-05 2025-01-03 04:52:40,475 - INFO - LRs are now: 1.70e-05 2025-01-03 04:52:40,528 - INFO - LRs are now: 1.70e-05 2025-01-03 04:52:40,639 - INFO - LRs are now: 1.70e-05 2025-01-03 04:52:40,744 - INFO - LRs are now: 1.70e-05 2025-01-03 04:52:40,822 - INFO - LRs are now: 1.70e-05 2025-01-03 04:52:40,881 - INFO - LRs are now: 1.70e-05 2025-01-03 04:52:40,964 - INFO - LRs are now: 1.70e-05 2025-01-03 04:52:41,038 - INFO - LRs are now: 1.70e-05 2025-01-03 04:52:41,104 - INFO - LRs are now: 1.70e-05 2025-01-03 04:52:41,195 - INFO - LRs are now: 1.70e-05 2025-01-03 04:52:41,270 - INFO - LRs are now: 1.69e-05 2025-01-03 04:52:41,334 - INFO - LRs are now: 1.69e-05 2025-01-03 04:52:41,385 - INFO - LRs are now: 1.69e-05 2025-01-03 04:52:41,443 - INFO - LRs are now: 1.69e-05 2025-01-03 04:52:41,499 - INFO - LRs are now: 1.69e-05 2025-01-03 04:52:41,559 - INFO - LRs are now: 1.69e-05 2025-01-03 04:52:41,618 - INFO - LRs are now: 1.69e-05 2025-01-03 04:52:41,731 - INFO - LRs are now: 1.69e-05 2025-01-03 04:52:41,821 - INFO - LRs are now: 1.69e-05 2025-01-03 04:52:41,918 - INFO - LRs are now: 1.69e-05 2025-01-03 04:52:42,000 - INFO - LRs are now: 1.69e-05 2025-01-03 04:52:42,061 - INFO - LRs are now: 1.69e-05 2025-01-03 04:52:42,116 - INFO - LRs are now: 1.69e-05 2025-01-03 04:52:42,170 - INFO - LRs are now: 1.69e-05 2025-01-03 04:52:42,226 - INFO - LRs are now: 1.69e-05 2025-01-03 04:52:42,289 - INFO - LRs are now: 1.69e-05 2025-01-03 04:52:42,396 - INFO - LRs are now: 1.69e-05 2025-01-03 04:52:42,470 - INFO - LRs are now: 1.69e-05 2025-01-03 04:52:42,526 - INFO - LRs are now: 1.69e-05 2025-01-03 04:52:42,578 - INFO - LRs are now: 1.69e-05 2025-01-03 04:52:42,613 - INFO - Training epoch 9 finished. (Took 0.3 mins.) 2025-01-03 04:52:42,613 - INFO - loss_train: 76.94 2025-01-03 04:52:42,615 - INFO - upos-fscore_train: 90.33% 2025-01-03 04:52:42,616 - INFO - aggregate_train: 90.33% 2025-01-03 04:52:44,043 - INFO - Validation epoch 9 finished. (Took 0.0 mins.) 2025-01-03 04:52:44,043 - INFO - loss_valid: 9.048 2025-01-03 04:52:44,045 - INFO - upos-fscore_valid: 92.74% 2025-01-03 04:52:44,046 - INFO - aggregate_valid: 92.74% 2025-01-03 04:52:44,280 - INFO - LRs are now: 1.69e-05 2025-01-03 04:52:44,449 - INFO - LRs are now: 1.69e-05 2025-01-03 04:52:44,529 - INFO - LRs are now: 1.69e-05 2025-01-03 04:52:44,626 - INFO - LRs are now: 1.69e-05 2025-01-03 04:52:44,696 - INFO - LRs are now: 1.69e-05 2025-01-03 04:52:44,771 - INFO - LRs are now: 1.69e-05 2025-01-03 04:52:44,870 - INFO - LRs are now: 1.69e-05 2025-01-03 04:52:44,945 - INFO - LRs are now: 1.68e-05 2025-01-03 04:52:45,023 - INFO - LRs are now: 1.68e-05 2025-01-03 04:52:45,112 - INFO - LRs are now: 1.68e-05 2025-01-03 04:52:45,183 - INFO - LRs are now: 1.68e-05 2025-01-03 04:52:45,266 - INFO - LRs are now: 1.68e-05 2025-01-03 04:52:45,347 - INFO - LRs are now: 1.68e-05 2025-01-03 04:52:45,416 - INFO - LRs are now: 1.68e-05 2025-01-03 04:52:45,507 - INFO - LRs are now: 1.68e-05 2025-01-03 04:52:45,585 - INFO - LRs are now: 1.68e-05 2025-01-03 04:52:45,650 - INFO - LRs are now: 1.68e-05 2025-01-03 04:52:45,710 - INFO - LRs are now: 1.68e-05 2025-01-03 04:52:45,800 - INFO - LRs are now: 1.68e-05 2025-01-03 04:52:45,896 - INFO - LRs are now: 1.68e-05 2025-01-03 04:52:45,973 - INFO - LRs are now: 1.68e-05 2025-01-03 04:52:46,078 - INFO - LRs are now: 1.68e-05 2025-01-03 04:52:46,159 - INFO - LRs are now: 1.68e-05 2025-01-03 04:52:46,210 - INFO - LRs are now: 1.68e-05 2025-01-03 04:52:46,273 - INFO - LRs are now: 1.68e-05 2025-01-03 04:52:46,327 - INFO - LRs are now: 1.68e-05 2025-01-03 04:52:46,379 - INFO - LRs are now: 1.68e-05 2025-01-03 04:52:46,429 - INFO - LRs are now: 1.68e-05 2025-01-03 04:52:46,478 - INFO - LRs are now: 1.68e-05 2025-01-03 04:52:46,554 - INFO - LRs are now: 1.68e-05 2025-01-03 04:52:46,624 - INFO - LRs are now: 1.68e-05 2025-01-03 04:52:46,675 - INFO - LRs are now: 1.68e-05 2025-01-03 04:52:46,772 - INFO - LRs are now: 1.68e-05 2025-01-03 04:52:46,890 - INFO - LRs are now: 1.68e-05 2025-01-03 04:52:47,015 - INFO - LRs are now: 1.67e-05 2025-01-03 04:52:47,114 - INFO - LRs are now: 1.67e-05 2025-01-03 04:52:47,175 - INFO - LRs are now: 1.67e-05 2025-01-03 04:52:47,256 - INFO - LRs are now: 1.67e-05 2025-01-03 04:52:47,339 - INFO - LRs are now: 1.67e-05 2025-01-03 04:52:47,479 - INFO - LRs are now: 1.67e-05 2025-01-03 04:52:47,575 - INFO - LRs are now: 1.67e-05 2025-01-03 04:52:47,635 - INFO - LRs are now: 1.67e-05 2025-01-03 04:52:47,704 - INFO - LRs are now: 1.67e-05 2025-01-03 04:52:47,813 - INFO - LRs are now: 1.67e-05 2025-01-03 04:52:47,899 - INFO - LRs are now: 1.67e-05 2025-01-03 04:52:47,963 - INFO - LRs are now: 1.67e-05 2025-01-03 04:52:48,022 - INFO - LRs are now: 1.67e-05 2025-01-03 04:52:48,083 - INFO - LRs are now: 1.67e-05 2025-01-03 04:52:48,141 - INFO - LRs are now: 1.67e-05 2025-01-03 04:52:48,204 - INFO - LRs are now: 1.67e-05 2025-01-03 04:52:48,275 - INFO - LRs are now: 1.67e-05 2025-01-03 04:52:48,392 - INFO - LRs are now: 1.67e-05 2025-01-03 04:52:48,482 - INFO - LRs are now: 1.67e-05 2025-01-03 04:52:48,533 - INFO - LRs are now: 1.67e-05 2025-01-03 04:52:48,602 - INFO - LRs are now: 1.67e-05 2025-01-03 04:52:48,689 - INFO - LRs are now: 1.67e-05 2025-01-03 04:52:48,754 - INFO - LRs are now: 1.67e-05 2025-01-03 04:52:48,810 - INFO - LRs are now: 1.67e-05 2025-01-03 04:52:48,868 - INFO - LRs are now: 1.67e-05 2025-01-03 04:52:48,928 - INFO - LRs are now: 1.67e-05 2025-01-03 04:52:49,029 - INFO - LRs are now: 1.67e-05 2025-01-03 04:52:49,187 - INFO - LRs are now: 1.66e-05 2025-01-03 04:52:49,285 - INFO - LRs are now: 1.66e-05 2025-01-03 04:52:49,374 - INFO - LRs are now: 1.66e-05 2025-01-03 04:52:49,474 - INFO - LRs are now: 1.66e-05 2025-01-03 04:52:49,537 - INFO - LRs are now: 1.66e-05 2025-01-03 04:52:49,663 - INFO - LRs are now: 1.66e-05 2025-01-03 04:52:49,765 - INFO - LRs are now: 1.66e-05 2025-01-03 04:52:49,861 - INFO - LRs are now: 1.66e-05 2025-01-03 04:52:49,939 - INFO - LRs are now: 1.66e-05 2025-01-03 04:52:49,994 - INFO - LRs are now: 1.66e-05 2025-01-03 04:52:50,047 - INFO - LRs are now: 1.66e-05 2025-01-03 04:52:50,108 - INFO - LRs are now: 1.66e-05 2025-01-03 04:52:50,180 - INFO - LRs are now: 1.66e-05 2025-01-03 04:52:50,283 - INFO - LRs are now: 1.66e-05 2025-01-03 04:52:50,369 - INFO - LRs are now: 1.66e-05 2025-01-03 04:52:50,427 - INFO - LRs are now: 1.66e-05 2025-01-03 04:52:50,489 - INFO - LRs are now: 1.66e-05 2025-01-03 04:52:50,554 - INFO - LRs are now: 1.66e-05 2025-01-03 04:52:50,615 - INFO - LRs are now: 1.66e-05 2025-01-03 04:52:50,713 - INFO - LRs are now: 1.66e-05 2025-01-03 04:52:50,788 - INFO - LRs are now: 1.66e-05 2025-01-03 04:52:50,854 - INFO - LRs are now: 1.66e-05 2025-01-03 04:52:50,931 - INFO - LRs are now: 1.66e-05 2025-01-03 04:52:51,018 - INFO - LRs are now: 1.66e-05 2025-01-03 04:52:51,092 - INFO - LRs are now: 1.66e-05 2025-01-03 04:52:51,157 - INFO - LRs are now: 1.66e-05 2025-01-03 04:52:51,225 - INFO - LRs are now: 1.66e-05 2025-01-03 04:52:51,296 - INFO - LRs are now: 1.66e-05 2025-01-03 04:52:51,368 - INFO - LRs are now: 1.65e-05 2025-01-03 04:52:51,445 - INFO - LRs are now: 1.65e-05 2025-01-03 04:52:51,536 - INFO - LRs are now: 1.65e-05 2025-01-03 04:52:51,604 - INFO - LRs are now: 1.65e-05 2025-01-03 04:52:51,715 - INFO - LRs are now: 1.65e-05 2025-01-03 04:52:51,820 - INFO - LRs are now: 1.65e-05 2025-01-03 04:52:51,888 - INFO - LRs are now: 1.65e-05 2025-01-03 04:52:51,949 - INFO - LRs are now: 1.65e-05 2025-01-03 04:52:52,001 - INFO - LRs are now: 1.65e-05 2025-01-03 04:52:52,072 - INFO - LRs are now: 1.65e-05 2025-01-03 04:52:52,220 - INFO - LRs are now: 1.65e-05 2025-01-03 04:52:52,336 - INFO - LRs are now: 1.65e-05 2025-01-03 04:52:52,395 - INFO - LRs are now: 1.65e-05 2025-01-03 04:52:52,451 - INFO - LRs are now: 1.65e-05 2025-01-03 04:52:52,514 - INFO - LRs are now: 1.65e-05 2025-01-03 04:52:52,580 - INFO - LRs are now: 1.65e-05 2025-01-03 04:52:52,632 - INFO - LRs are now: 1.65e-05 2025-01-03 04:52:52,688 - INFO - LRs are now: 1.65e-05 2025-01-03 04:52:52,780 - INFO - LRs are now: 1.65e-05 2025-01-03 04:52:52,858 - INFO - LRs are now: 1.65e-05 2025-01-03 04:52:52,917 - INFO - LRs are now: 1.65e-05 2025-01-03 04:52:52,984 - INFO - LRs are now: 1.65e-05 2025-01-03 04:52:53,047 - INFO - LRs are now: 1.65e-05 2025-01-03 04:52:53,191 - INFO - LRs are now: 1.65e-05 2025-01-03 04:52:53,301 - INFO - LRs are now: 1.65e-05 2025-01-03 04:52:53,403 - INFO - LRs are now: 1.65e-05 2025-01-03 04:52:53,486 - INFO - LRs are now: 1.65e-05 2025-01-03 04:52:53,546 - INFO - LRs are now: 1.65e-05 2025-01-03 04:52:53,601 - INFO - LRs are now: 1.65e-05 2025-01-03 04:52:53,672 - INFO - LRs are now: 1.64e-05 2025-01-03 04:52:53,741 - INFO - LRs are now: 1.64e-05 2025-01-03 04:52:53,845 - INFO - LRs are now: 1.64e-05 2025-01-03 04:52:53,978 - INFO - LRs are now: 1.64e-05 2025-01-03 04:52:54,049 - INFO - LRs are now: 1.64e-05 2025-01-03 04:52:54,136 - INFO - LRs are now: 1.64e-05 2025-01-03 04:52:54,262 - INFO - LRs are now: 1.64e-05 2025-01-03 04:52:54,340 - INFO - LRs are now: 1.64e-05 2025-01-03 04:52:54,396 - INFO - LRs are now: 1.64e-05 2025-01-03 04:52:54,491 - INFO - LRs are now: 1.64e-05 2025-01-03 04:52:54,558 - INFO - LRs are now: 1.64e-05 2025-01-03 04:52:54,635 - INFO - LRs are now: 1.64e-05 2025-01-03 04:52:54,746 - INFO - LRs are now: 1.64e-05 2025-01-03 04:52:54,821 - INFO - LRs are now: 1.64e-05 2025-01-03 04:52:54,873 - INFO - LRs are now: 1.64e-05 2025-01-03 04:52:54,926 - INFO - LRs are now: 1.64e-05 2025-01-03 04:52:55,047 - INFO - LRs are now: 1.64e-05 2025-01-03 04:52:55,137 - INFO - LRs are now: 1.64e-05 2025-01-03 04:52:55,188 - INFO - LRs are now: 1.64e-05 2025-01-03 04:52:55,247 - INFO - LRs are now: 1.64e-05 2025-01-03 04:52:55,323 - INFO - LRs are now: 1.64e-05 2025-01-03 04:52:55,465 - INFO - LRs are now: 1.64e-05 2025-01-03 04:52:55,597 - INFO - LRs are now: 1.64e-05 2025-01-03 04:52:55,738 - INFO - LRs are now: 1.64e-05 2025-01-03 04:52:55,836 - INFO - LRs are now: 1.64e-05 2025-01-03 04:52:55,888 - INFO - LRs are now: 1.64e-05 2025-01-03 04:52:55,942 - INFO - LRs are now: 1.64e-05 2025-01-03 04:52:56,004 - INFO - LRs are now: 1.64e-05 2025-01-03 04:52:56,058 - INFO - LRs are now: 1.64e-05 2025-01-03 04:52:56,113 - INFO - LRs are now: 1.63e-05 2025-01-03 04:52:56,163 - INFO - LRs are now: 1.63e-05 2025-01-03 04:52:56,239 - INFO - LRs are now: 1.63e-05 2025-01-03 04:52:56,309 - INFO - LRs are now: 1.63e-05 2025-01-03 04:52:56,372 - INFO - LRs are now: 1.63e-05 2025-01-03 04:52:56,436 - INFO - LRs are now: 1.63e-05 2025-01-03 04:52:56,548 - INFO - LRs are now: 1.63e-05 2025-01-03 04:52:56,647 - INFO - LRs are now: 1.63e-05 2025-01-03 04:52:56,706 - INFO - LRs are now: 1.63e-05 2025-01-03 04:52:56,780 - INFO - LRs are now: 1.63e-05 2025-01-03 04:52:56,846 - INFO - LRs are now: 1.63e-05 2025-01-03 04:52:56,970 - INFO - LRs are now: 1.63e-05 2025-01-03 04:52:57,147 - INFO - LRs are now: 1.63e-05 2025-01-03 04:52:57,243 - INFO - LRs are now: 1.63e-05 2025-01-03 04:52:57,324 - INFO - LRs are now: 1.63e-05 2025-01-03 04:52:57,384 - INFO - LRs are now: 1.63e-05 2025-01-03 04:52:57,445 - INFO - LRs are now: 1.63e-05 2025-01-03 04:52:57,547 - INFO - LRs are now: 1.63e-05 2025-01-03 04:52:57,651 - INFO - LRs are now: 1.63e-05 2025-01-03 04:52:57,736 - INFO - LRs are now: 1.63e-05 2025-01-03 04:52:57,840 - INFO - LRs are now: 1.63e-05 2025-01-03 04:52:57,914 - INFO - LRs are now: 1.63e-05 2025-01-03 04:52:57,966 - INFO - LRs are now: 1.63e-05 2025-01-03 04:52:58,020 - INFO - LRs are now: 1.63e-05 2025-01-03 04:52:58,076 - INFO - LRs are now: 1.63e-05 2025-01-03 04:52:58,138 - INFO - LRs are now: 1.63e-05 2025-01-03 04:52:58,212 - INFO - LRs are now: 1.63e-05 2025-01-03 04:52:58,322 - INFO - LRs are now: 1.63e-05 2025-01-03 04:52:58,407 - INFO - LRs are now: 1.63e-05 2025-01-03 04:52:58,464 - INFO - LRs are now: 1.62e-05 2025-01-03 04:52:58,518 - INFO - LRs are now: 1.62e-05 2025-01-03 04:52:58,568 - INFO - LRs are now: 1.62e-05 2025-01-03 04:52:58,626 - INFO - LRs are now: 1.62e-05 2025-01-03 04:52:58,687 - INFO - LRs are now: 1.62e-05 2025-01-03 04:52:58,758 - INFO - LRs are now: 1.62e-05 2025-01-03 04:52:58,841 - INFO - LRs are now: 1.62e-05 2025-01-03 04:52:58,921 - INFO - LRs are now: 1.62e-05 2025-01-03 04:52:58,991 - INFO - LRs are now: 1.62e-05 2025-01-03 04:52:59,048 - INFO - LRs are now: 1.62e-05 2025-01-03 04:52:59,134 - INFO - LRs are now: 1.62e-05 2025-01-03 04:52:59,216 - INFO - LRs are now: 1.62e-05 2025-01-03 04:52:59,270 - INFO - LRs are now: 1.62e-05 2025-01-03 04:52:59,343 - INFO - LRs are now: 1.62e-05 2025-01-03 04:52:59,454 - INFO - LRs are now: 1.62e-05 2025-01-03 04:52:59,579 - INFO - LRs are now: 1.62e-05 2025-01-03 04:52:59,662 - INFO - LRs are now: 1.62e-05 2025-01-03 04:52:59,731 - INFO - LRs are now: 1.62e-05 2025-01-03 04:52:59,793 - INFO - LRs are now: 1.62e-05 2025-01-03 04:52:59,855 - INFO - LRs are now: 1.62e-05 2025-01-03 04:52:59,931 - INFO - LRs are now: 1.62e-05 2025-01-03 04:53:00,008 - INFO - LRs are now: 1.62e-05 2025-01-03 04:53:00,068 - INFO - LRs are now: 1.62e-05 2025-01-03 04:53:00,197 - INFO - LRs are now: 1.62e-05 2025-01-03 04:53:00,317 - INFO - LRs are now: 1.62e-05 2025-01-03 04:53:00,407 - INFO - LRs are now: 1.62e-05 2025-01-03 04:53:00,471 - INFO - LRs are now: 1.62e-05 2025-01-03 04:53:00,546 - INFO - LRs are now: 1.62e-05 2025-01-03 04:53:00,607 - INFO - LRs are now: 1.62e-05 2025-01-03 04:53:00,672 - INFO - LRs are now: 1.62e-05 2025-01-03 04:53:00,744 - INFO - LRs are now: 1.61e-05 2025-01-03 04:53:00,804 - INFO - LRs are now: 1.61e-05 2025-01-03 04:53:00,866 - INFO - LRs are now: 1.61e-05 2025-01-03 04:53:01,002 - INFO - LRs are now: 1.61e-05 2025-01-03 04:53:01,123 - INFO - LRs are now: 1.61e-05 2025-01-03 04:53:01,184 - INFO - LRs are now: 1.61e-05 2025-01-03 04:53:01,253 - INFO - LRs are now: 1.61e-05 2025-01-03 04:53:01,317 - INFO - LRs are now: 1.61e-05 2025-01-03 04:53:01,380 - INFO - LRs are now: 1.61e-05 2025-01-03 04:53:01,440 - INFO - LRs are now: 1.61e-05 2025-01-03 04:53:01,490 - INFO - LRs are now: 1.61e-05 2025-01-03 04:53:01,542 - INFO - LRs are now: 1.61e-05 2025-01-03 04:53:01,609 - INFO - LRs are now: 1.61e-05 2025-01-03 04:53:01,691 - INFO - LRs are now: 1.61e-05 2025-01-03 04:53:01,768 - INFO - LRs are now: 1.61e-05 2025-01-03 04:53:01,825 - INFO - LRs are now: 1.61e-05 2025-01-03 04:53:01,875 - INFO - LRs are now: 1.61e-05 2025-01-03 04:53:01,927 - INFO - LRs are now: 1.61e-05 2025-01-03 04:53:01,989 - INFO - LRs are now: 1.61e-05 2025-01-03 04:53:02,046 - INFO - LRs are now: 1.61e-05 2025-01-03 04:53:02,145 - INFO - LRs are now: 1.61e-05 2025-01-03 04:53:02,237 - INFO - LRs are now: 1.61e-05 2025-01-03 04:53:02,304 - INFO - LRs are now: 1.61e-05 2025-01-03 04:53:02,363 - INFO - LRs are now: 1.61e-05 2025-01-03 04:53:02,421 - INFO - LRs are now: 1.61e-05 2025-01-03 04:53:02,476 - INFO - LRs are now: 1.61e-05 2025-01-03 04:53:02,534 - INFO - LRs are now: 1.61e-05 2025-01-03 04:53:02,630 - INFO - LRs are now: 1.61e-05 2025-01-03 04:53:02,747 - INFO - LRs are now: 1.61e-05 2025-01-03 04:53:02,811 - INFO - LRs are now: 1.61e-05 2025-01-03 04:53:02,921 - INFO - LRs are now: 1.61e-05 2025-01-03 04:53:03,025 - INFO - LRs are now: 1.60e-05 2025-01-03 04:53:03,104 - INFO - LRs are now: 1.60e-05 2025-01-03 04:53:03,179 - INFO - LRs are now: 1.60e-05 2025-01-03 04:53:03,236 - INFO - LRs are now: 1.60e-05 2025-01-03 04:53:03,310 - INFO - LRs are now: 1.60e-05 2025-01-03 04:53:03,403 - INFO - LRs are now: 1.60e-05 2025-01-03 04:53:03,498 - INFO - LRs are now: 1.60e-05 2025-01-03 04:53:03,567 - INFO - LRs are now: 1.60e-05 2025-01-03 04:53:03,633 - INFO - LRs are now: 1.60e-05 2025-01-03 04:53:03,704 - INFO - LRs are now: 1.60e-05 2025-01-03 04:53:03,766 - INFO - LRs are now: 1.60e-05 2025-01-03 04:53:03,817 - INFO - LRs are now: 1.60e-05 2025-01-03 04:53:03,873 - INFO - LRs are now: 1.60e-05 2025-01-03 04:53:03,908 - INFO - Training epoch 10 finished. (Took 0.3 mins.) 2025-01-03 04:53:03,909 - INFO - loss_train: 73.87 2025-01-03 04:53:03,910 - INFO - upos-fscore_train: 90.68% 2025-01-03 04:53:03,911 - INFO - aggregate_train: 90.68% 2025-01-03 04:53:05,408 - INFO - Validation epoch 10 finished. (Took 0.0 mins.) 2025-01-03 04:53:05,408 - INFO - loss_valid: 8.953 2025-01-03 04:53:05,410 - INFO - upos-fscore_valid: 92.88% 2025-01-03 04:53:05,411 - INFO - aggregate_valid: 92.88% 2025-01-03 04:53:05,658 - INFO - LRs are now: 1.60e-05 2025-01-03 04:53:05,810 - INFO - LRs are now: 1.60e-05 2025-01-03 04:53:05,859 - INFO - LRs are now: 1.60e-05 2025-01-03 04:53:05,921 - INFO - LRs are now: 1.60e-05 2025-01-03 04:53:06,003 - INFO - LRs are now: 1.60e-05 2025-01-03 04:53:06,062 - INFO - LRs are now: 1.60e-05 2025-01-03 04:53:06,118 - INFO - LRs are now: 1.60e-05 2025-01-03 04:53:06,181 - INFO - LRs are now: 1.60e-05 2025-01-03 04:53:06,253 - INFO - LRs are now: 1.60e-05 2025-01-03 04:53:06,324 - INFO - LRs are now: 1.60e-05 2025-01-03 04:53:06,391 - INFO - LRs are now: 1.60e-05 2025-01-03 04:53:06,446 - INFO - LRs are now: 1.60e-05 2025-01-03 04:53:06,501 - INFO - LRs are now: 1.60e-05 2025-01-03 04:53:06,559 - INFO - LRs are now: 1.60e-05 2025-01-03 04:53:06,615 - INFO - LRs are now: 1.60e-05 2025-01-03 04:53:06,673 - INFO - LRs are now: 1.60e-05 2025-01-03 04:53:06,725 - INFO - LRs are now: 1.60e-05 2025-01-03 04:53:06,840 - INFO - LRs are now: 1.60e-05 2025-01-03 04:53:06,960 - INFO - LRs are now: 1.59e-05 2025-01-03 04:53:07,058 - INFO - LRs are now: 1.59e-05 2025-01-03 04:53:07,141 - INFO - LRs are now: 1.59e-05 2025-01-03 04:53:07,238 - INFO - LRs are now: 1.59e-05 2025-01-03 04:53:07,310 - INFO - LRs are now: 1.59e-05 2025-01-03 04:53:07,368 - INFO - LRs are now: 1.59e-05 2025-01-03 04:53:07,473 - INFO - LRs are now: 1.59e-05 2025-01-03 04:53:07,574 - INFO - LRs are now: 1.59e-05 2025-01-03 04:53:07,644 - INFO - LRs are now: 1.59e-05 2025-01-03 04:53:07,724 - INFO - LRs are now: 1.59e-05 2025-01-03 04:53:07,841 - INFO - LRs are now: 1.59e-05 2025-01-03 04:53:07,930 - INFO - LRs are now: 1.59e-05 2025-01-03 04:53:08,043 - INFO - LRs are now: 1.59e-05 2025-01-03 04:53:08,130 - INFO - LRs are now: 1.59e-05 2025-01-03 04:53:08,190 - INFO - LRs are now: 1.59e-05 2025-01-03 04:53:08,258 - INFO - LRs are now: 1.59e-05 2025-01-03 04:53:08,321 - INFO - LRs are now: 1.59e-05 2025-01-03 04:53:08,381 - INFO - LRs are now: 1.59e-05 2025-01-03 04:53:08,452 - INFO - LRs are now: 1.59e-05 2025-01-03 04:53:08,537 - INFO - LRs are now: 1.59e-05 2025-01-03 04:53:08,623 - INFO - LRs are now: 1.59e-05 2025-01-03 04:53:08,690 - INFO - LRs are now: 1.59e-05 2025-01-03 04:53:08,825 - INFO - LRs are now: 1.59e-05 2025-01-03 04:53:09,011 - INFO - LRs are now: 1.59e-05 2025-01-03 04:53:09,123 - INFO - LRs are now: 1.59e-05 2025-01-03 04:53:09,178 - INFO - LRs are now: 1.59e-05 2025-01-03 04:53:09,265 - INFO - LRs are now: 1.59e-05 2025-01-03 04:53:09,347 - INFO - LRs are now: 1.59e-05 2025-01-03 04:53:09,469 - INFO - LRs are now: 1.59e-05 2025-01-03 04:53:09,579 - INFO - LRs are now: 1.59e-05 2025-01-03 04:53:09,641 - INFO - LRs are now: 1.59e-05 2025-01-03 04:53:09,696 - INFO - LRs are now: 1.59e-05 2025-01-03 04:53:09,756 - INFO - LRs are now: 1.58e-05 2025-01-03 04:53:09,829 - INFO - LRs are now: 1.58e-05 2025-01-03 04:53:09,891 - INFO - LRs are now: 1.58e-05 2025-01-03 04:53:09,941 - INFO - LRs are now: 1.58e-05 2025-01-03 04:53:10,076 - INFO - LRs are now: 1.58e-05 2025-01-03 04:53:10,211 - INFO - LRs are now: 1.58e-05 2025-01-03 04:53:10,308 - INFO - LRs are now: 1.58e-05 2025-01-03 04:53:10,401 - INFO - LRs are now: 1.58e-05 2025-01-03 04:53:10,474 - INFO - LRs are now: 1.58e-05 2025-01-03 04:53:10,532 - INFO - LRs are now: 1.58e-05 2025-01-03 04:53:10,592 - INFO - LRs are now: 1.58e-05 2025-01-03 04:53:10,667 - INFO - LRs are now: 1.58e-05 2025-01-03 04:53:10,733 - INFO - LRs are now: 1.58e-05 2025-01-03 04:53:10,789 - INFO - LRs are now: 1.58e-05 2025-01-03 04:53:10,848 - INFO - LRs are now: 1.58e-05 2025-01-03 04:53:10,920 - INFO - LRs are now: 1.58e-05 2025-01-03 04:53:10,984 - INFO - LRs are now: 1.58e-05 2025-01-03 04:53:11,060 - INFO - LRs are now: 1.58e-05 2025-01-03 04:53:11,131 - INFO - LRs are now: 1.58e-05 2025-01-03 04:53:11,185 - INFO - LRs are now: 1.58e-05 2025-01-03 04:53:11,249 - INFO - LRs are now: 1.58e-05 2025-01-03 04:53:11,317 - INFO - LRs are now: 1.58e-05 2025-01-03 04:53:11,376 - INFO - LRs are now: 1.58e-05 2025-01-03 04:53:11,428 - INFO - LRs are now: 1.58e-05 2025-01-03 04:53:11,480 - INFO - LRs are now: 1.58e-05 2025-01-03 04:53:11,529 - INFO - LRs are now: 1.58e-05 2025-01-03 04:53:11,584 - INFO - LRs are now: 1.58e-05 2025-01-03 04:53:11,636 - INFO - LRs are now: 1.58e-05 2025-01-03 04:53:11,689 - INFO - LRs are now: 1.58e-05 2025-01-03 04:53:11,740 - INFO - LRs are now: 1.58e-05 2025-01-03 04:53:11,804 - INFO - LRs are now: 1.58e-05 2025-01-03 04:53:11,874 - INFO - LRs are now: 1.58e-05 2025-01-03 04:53:11,933 - INFO - LRs are now: 1.57e-05 2025-01-03 04:53:11,983 - INFO - LRs are now: 1.57e-05 2025-01-03 04:53:12,082 - INFO - LRs are now: 1.57e-05 2025-01-03 04:53:12,172 - INFO - LRs are now: 1.57e-05 2025-01-03 04:53:12,282 - INFO - LRs are now: 1.57e-05 2025-01-03 04:53:12,385 - INFO - LRs are now: 1.57e-05 2025-01-03 04:53:12,443 - INFO - LRs are now: 1.57e-05 2025-01-03 04:53:12,549 - INFO - LRs are now: 1.57e-05 2025-01-03 04:53:12,657 - INFO - LRs are now: 1.57e-05 2025-01-03 04:53:12,736 - INFO - LRs are now: 1.57e-05 2025-01-03 04:53:12,806 - INFO - LRs are now: 1.57e-05 2025-01-03 04:53:12,899 - INFO - LRs are now: 1.57e-05 2025-01-03 04:53:12,976 - INFO - LRs are now: 1.57e-05 2025-01-03 04:53:13,051 - INFO - LRs are now: 1.57e-05 2025-01-03 04:53:13,109 - INFO - LRs are now: 1.57e-05 2025-01-03 04:53:13,166 - INFO - LRs are now: 1.57e-05 2025-01-03 04:53:13,256 - INFO - LRs are now: 1.57e-05 2025-01-03 04:53:13,345 - INFO - LRs are now: 1.57e-05 2025-01-03 04:53:13,425 - INFO - LRs are now: 1.57e-05 2025-01-03 04:53:13,536 - INFO - LRs are now: 1.57e-05 2025-01-03 04:53:13,618 - INFO - LRs are now: 1.57e-05 2025-01-03 04:53:13,677 - INFO - LRs are now: 1.57e-05 2025-01-03 04:53:13,743 - INFO - LRs are now: 1.57e-05 2025-01-03 04:53:13,800 - INFO - LRs are now: 1.57e-05 2025-01-03 04:53:13,905 - INFO - LRs are now: 1.57e-05 2025-01-03 04:53:14,066 - INFO - LRs are now: 1.57e-05 2025-01-03 04:53:14,159 - INFO - LRs are now: 1.57e-05 2025-01-03 04:53:14,233 - INFO - LRs are now: 1.57e-05 2025-01-03 04:53:14,301 - INFO - LRs are now: 1.57e-05 2025-01-03 04:53:14,360 - INFO - LRs are now: 1.57e-05 2025-01-03 04:53:14,439 - INFO - LRs are now: 1.57e-05 2025-01-03 04:53:14,507 - INFO - LRs are now: 1.57e-05 2025-01-03 04:53:14,562 - INFO - LRs are now: 1.57e-05 2025-01-03 04:53:14,628 - INFO - LRs are now: 1.57e-05 2025-01-03 04:53:14,698 - INFO - LRs are now: 1.56e-05 2025-01-03 04:53:14,759 - INFO - LRs are now: 1.56e-05 2025-01-03 04:53:14,818 - INFO - LRs are now: 1.56e-05 2025-01-03 04:53:14,872 - INFO - LRs are now: 1.56e-05 2025-01-03 04:53:14,979 - INFO - LRs are now: 1.56e-05 2025-01-03 04:53:15,056 - INFO - LRs are now: 1.56e-05 2025-01-03 04:53:15,151 - INFO - LRs are now: 1.56e-05 2025-01-03 04:53:15,256 - INFO - LRs are now: 1.56e-05 2025-01-03 04:53:15,344 - INFO - LRs are now: 1.56e-05 2025-01-03 04:53:15,427 - INFO - LRs are now: 1.56e-05 2025-01-03 04:53:15,485 - INFO - LRs are now: 1.56e-05 2025-01-03 04:53:15,550 - INFO - LRs are now: 1.56e-05 2025-01-03 04:53:15,620 - INFO - LRs are now: 1.56e-05 2025-01-03 04:53:15,677 - INFO - LRs are now: 1.56e-05 2025-01-03 04:53:15,742 - INFO - LRs are now: 1.56e-05 2025-01-03 04:53:15,850 - INFO - LRs are now: 1.56e-05 2025-01-03 04:53:15,965 - INFO - LRs are now: 1.56e-05 2025-01-03 04:53:16,071 - INFO - LRs are now: 1.56e-05 2025-01-03 04:53:16,142 - INFO - LRs are now: 1.56e-05 2025-01-03 04:53:16,216 - INFO - LRs are now: 1.56e-05 2025-01-03 04:53:16,286 - INFO - LRs are now: 1.56e-05 2025-01-03 04:53:16,339 - INFO - LRs are now: 1.56e-05 2025-01-03 04:53:16,398 - INFO - LRs are now: 1.56e-05 2025-01-03 04:53:16,492 - INFO - LRs are now: 1.56e-05 2025-01-03 04:53:16,585 - INFO - LRs are now: 1.56e-05 2025-01-03 04:53:16,667 - INFO - LRs are now: 1.56e-05 2025-01-03 04:53:16,735 - INFO - LRs are now: 1.56e-05 2025-01-03 04:53:16,785 - INFO - LRs are now: 1.56e-05 2025-01-03 04:53:16,834 - INFO - LRs are now: 1.56e-05 2025-01-03 04:53:16,893 - INFO - LRs are now: 1.56e-05 2025-01-03 04:53:16,985 - INFO - LRs are now: 1.56e-05 2025-01-03 04:53:17,086 - INFO - LRs are now: 1.56e-05 2025-01-03 04:53:17,150 - INFO - LRs are now: 1.56e-05 2025-01-03 04:53:17,255 - INFO - LRs are now: 1.55e-05 2025-01-03 04:53:17,334 - INFO - LRs are now: 1.55e-05 2025-01-03 04:53:17,405 - INFO - LRs are now: 1.55e-05 2025-01-03 04:53:17,468 - INFO - LRs are now: 1.55e-05 2025-01-03 04:53:17,523 - INFO - LRs are now: 1.55e-05 2025-01-03 04:53:17,584 - INFO - LRs are now: 1.55e-05 2025-01-03 04:53:17,642 - INFO - LRs are now: 1.55e-05 2025-01-03 04:53:17,696 - INFO - LRs are now: 1.55e-05 2025-01-03 04:53:17,756 - INFO - LRs are now: 1.55e-05 2025-01-03 04:53:17,813 - INFO - LRs are now: 1.55e-05 2025-01-03 04:53:17,867 - INFO - LRs are now: 1.55e-05 2025-01-03 04:53:18,005 - INFO - LRs are now: 1.55e-05 2025-01-03 04:53:18,122 - INFO - LRs are now: 1.55e-05 2025-01-03 04:53:18,260 - INFO - LRs are now: 1.55e-05 2025-01-03 04:53:18,363 - INFO - LRs are now: 1.55e-05 2025-01-03 04:53:18,432 - INFO - LRs are now: 1.55e-05 2025-01-03 04:53:18,504 - INFO - LRs are now: 1.55e-05 2025-01-03 04:53:18,575 - INFO - LRs are now: 1.55e-05 2025-01-03 04:53:18,645 - INFO - LRs are now: 1.55e-05 2025-01-03 04:53:18,706 - INFO - LRs are now: 1.55e-05 2025-01-03 04:53:18,767 - INFO - LRs are now: 1.55e-05 2025-01-03 04:53:18,833 - INFO - LRs are now: 1.55e-05 2025-01-03 04:53:18,900 - INFO - LRs are now: 1.55e-05 2025-01-03 04:53:18,957 - INFO - LRs are now: 1.55e-05 2025-01-03 04:53:19,023 - INFO - LRs are now: 1.55e-05 2025-01-03 04:53:19,169 - INFO - LRs are now: 1.55e-05 2025-01-03 04:53:19,289 - INFO - LRs are now: 1.55e-05 2025-01-03 04:53:19,374 - INFO - LRs are now: 1.55e-05 2025-01-03 04:53:19,441 - INFO - LRs are now: 1.55e-05 2025-01-03 04:53:19,534 - INFO - LRs are now: 1.55e-05 2025-01-03 04:53:19,628 - INFO - LRs are now: 1.55e-05 2025-01-03 04:53:19,777 - INFO - LRs are now: 1.55e-05 2025-01-03 04:53:19,917 - INFO - LRs are now: 1.55e-05 2025-01-03 04:53:20,004 - INFO - LRs are now: 1.55e-05 2025-01-03 04:53:20,064 - INFO - LRs are now: 1.55e-05 2025-01-03 04:53:20,136 - INFO - LRs are now: 1.54e-05 2025-01-03 04:53:20,199 - INFO - LRs are now: 1.54e-05 2025-01-03 04:53:20,248 - INFO - LRs are now: 1.54e-05 2025-01-03 04:53:20,319 - INFO - LRs are now: 1.54e-05 2025-01-03 04:53:20,408 - INFO - LRs are now: 1.54e-05 2025-01-03 04:53:20,483 - INFO - LRs are now: 1.54e-05 2025-01-03 04:53:20,548 - INFO - LRs are now: 1.54e-05 2025-01-03 04:53:20,603 - INFO - LRs are now: 1.54e-05 2025-01-03 04:53:20,655 - INFO - LRs are now: 1.54e-05 2025-01-03 04:53:20,724 - INFO - LRs are now: 1.54e-05 2025-01-03 04:53:20,801 - INFO - LRs are now: 1.54e-05 2025-01-03 04:53:20,877 - INFO - LRs are now: 1.54e-05 2025-01-03 04:53:20,949 - INFO - LRs are now: 1.54e-05 2025-01-03 04:53:21,003 - INFO - LRs are now: 1.54e-05 2025-01-03 04:53:21,060 - INFO - LRs are now: 1.54e-05 2025-01-03 04:53:21,137 - INFO - LRs are now: 1.54e-05 2025-01-03 04:53:21,208 - INFO - LRs are now: 1.54e-05 2025-01-03 04:53:21,268 - INFO - LRs are now: 1.54e-05 2025-01-03 04:53:21,376 - INFO - LRs are now: 1.54e-05 2025-01-03 04:53:21,452 - INFO - LRs are now: 1.54e-05 2025-01-03 04:53:21,551 - INFO - LRs are now: 1.54e-05 2025-01-03 04:53:21,640 - INFO - LRs are now: 1.54e-05 2025-01-03 04:53:21,712 - INFO - LRs are now: 1.54e-05 2025-01-03 04:53:21,807 - INFO - LRs are now: 1.54e-05 2025-01-03 04:53:21,902 - INFO - LRs are now: 1.54e-05 2025-01-03 04:53:21,968 - INFO - LRs are now: 1.54e-05 2025-01-03 04:53:22,034 - INFO - LRs are now: 1.54e-05 2025-01-03 04:53:22,103 - INFO - LRs are now: 1.54e-05 2025-01-03 04:53:22,161 - INFO - LRs are now: 1.54e-05 2025-01-03 04:53:22,216 - INFO - LRs are now: 1.54e-05 2025-01-03 04:53:22,266 - INFO - LRs are now: 1.54e-05 2025-01-03 04:53:22,395 - INFO - LRs are now: 1.54e-05 2025-01-03 04:53:22,492 - INFO - LRs are now: 1.54e-05 2025-01-03 04:53:22,551 - INFO - LRs are now: 1.54e-05 2025-01-03 04:53:22,603 - INFO - LRs are now: 1.54e-05 2025-01-03 04:53:22,673 - INFO - LRs are now: 1.53e-05 2025-01-03 04:53:22,735 - INFO - LRs are now: 1.53e-05 2025-01-03 04:53:22,791 - INFO - LRs are now: 1.53e-05 2025-01-03 04:53:22,845 - INFO - LRs are now: 1.53e-05 2025-01-03 04:53:22,896 - INFO - LRs are now: 1.53e-05 2025-01-03 04:53:22,979 - INFO - LRs are now: 1.53e-05 2025-01-03 04:53:23,053 - INFO - LRs are now: 1.53e-05 2025-01-03 04:53:23,161 - INFO - LRs are now: 1.53e-05 2025-01-03 04:53:23,250 - INFO - LRs are now: 1.53e-05 2025-01-03 04:53:23,309 - INFO - LRs are now: 1.53e-05 2025-01-03 04:53:23,414 - INFO - LRs are now: 1.53e-05 2025-01-03 04:53:23,491 - INFO - LRs are now: 1.53e-05 2025-01-03 04:53:23,567 - INFO - LRs are now: 1.53e-05 2025-01-03 04:53:23,636 - INFO - LRs are now: 1.53e-05 2025-01-03 04:53:23,720 - INFO - LRs are now: 1.53e-05 2025-01-03 04:53:23,789 - INFO - LRs are now: 1.53e-05 2025-01-03 04:53:23,930 - INFO - LRs are now: 1.53e-05 2025-01-03 04:53:24,029 - INFO - LRs are now: 1.53e-05 2025-01-03 04:53:24,078 - INFO - LRs are now: 1.53e-05 2025-01-03 04:53:24,160 - INFO - LRs are now: 1.53e-05 2025-01-03 04:53:24,242 - INFO - LRs are now: 1.53e-05 2025-01-03 04:53:24,324 - INFO - LRs are now: 1.53e-05 2025-01-03 04:53:24,414 - INFO - LRs are now: 1.53e-05 2025-01-03 04:53:24,524 - INFO - LRs are now: 1.53e-05 2025-01-03 04:53:24,596 - INFO - LRs are now: 1.53e-05 2025-01-03 04:53:24,680 - INFO - LRs are now: 1.53e-05 2025-01-03 04:53:24,753 - INFO - LRs are now: 1.53e-05 2025-01-03 04:53:24,896 - INFO - LRs are now: 1.53e-05 2025-01-03 04:53:25,014 - INFO - LRs are now: 1.53e-05 2025-01-03 04:53:25,074 - INFO - LRs are now: 1.53e-05 2025-01-03 04:53:25,138 - INFO - LRs are now: 1.53e-05 2025-01-03 04:53:25,173 - INFO - Training epoch 11 finished. (Took 0.3 mins.) 2025-01-03 04:53:25,173 - INFO - loss_train: 71.98 2025-01-03 04:53:25,175 - INFO - upos-fscore_train: 90.79% 2025-01-03 04:53:25,176 - INFO - aggregate_train: 90.79% 2025-01-03 04:53:26,646 - INFO - Validation epoch 11 finished. (Took 0.0 mins.) 2025-01-03 04:53:26,646 - INFO - loss_valid: 9.023 2025-01-03 04:53:26,648 - INFO - upos-fscore_valid: 92.74% 2025-01-03 04:53:26,649 - INFO - aggregate_valid: 92.74% 2025-01-03 04:53:26,857 - INFO - LRs are now: 1.53e-05 2025-01-03 04:53:27,001 - INFO - LRs are now: 1.53e-05 2025-01-03 04:53:27,064 - INFO - LRs are now: 1.53e-05 2025-01-03 04:53:27,134 - INFO - LRs are now: 1.53e-05 2025-01-03 04:53:27,207 - INFO - LRs are now: 1.52e-05 2025-01-03 04:53:27,281 - INFO - LRs are now: 1.52e-05 2025-01-03 04:53:27,348 - INFO - LRs are now: 1.52e-05 2025-01-03 04:53:27,405 - INFO - LRs are now: 1.52e-05 2025-01-03 04:53:27,468 - INFO - LRs are now: 1.52e-05 2025-01-03 04:53:27,535 - INFO - LRs are now: 1.52e-05 2025-01-03 04:53:27,674 - INFO - LRs are now: 1.52e-05 2025-01-03 04:53:27,767 - INFO - LRs are now: 1.52e-05 2025-01-03 04:53:27,817 - INFO - LRs are now: 1.52e-05 2025-01-03 04:53:27,870 - INFO - LRs are now: 1.52e-05 2025-01-03 04:53:27,977 - INFO - LRs are now: 1.52e-05 2025-01-03 04:53:28,067 - INFO - LRs are now: 1.52e-05 2025-01-03 04:53:28,128 - INFO - LRs are now: 1.52e-05 2025-01-03 04:53:28,192 - INFO - LRs are now: 1.52e-05 2025-01-03 04:53:28,245 - INFO - LRs are now: 1.52e-05 2025-01-03 04:53:28,354 - INFO - LRs are now: 1.52e-05 2025-01-03 04:53:28,482 - INFO - LRs are now: 1.52e-05 2025-01-03 04:53:28,583 - INFO - LRs are now: 1.52e-05 2025-01-03 04:53:28,637 - INFO - LRs are now: 1.52e-05 2025-01-03 04:53:28,713 - INFO - LRs are now: 1.52e-05 2025-01-03 04:53:28,859 - INFO - LRs are now: 1.52e-05 2025-01-03 04:53:28,954 - INFO - LRs are now: 1.52e-05 2025-01-03 04:53:29,012 - INFO - LRs are now: 1.52e-05 2025-01-03 04:53:29,112 - INFO - LRs are now: 1.52e-05 2025-01-03 04:53:29,204 - INFO - LRs are now: 1.52e-05 2025-01-03 04:53:29,268 - INFO - LRs are now: 1.52e-05 2025-01-03 04:53:29,357 - INFO - LRs are now: 1.52e-05 2025-01-03 04:53:29,421 - INFO - LRs are now: 1.52e-05 2025-01-03 04:53:29,480 - INFO - LRs are now: 1.52e-05 2025-01-03 04:53:29,581 - INFO - LRs are now: 1.52e-05 2025-01-03 04:53:29,658 - INFO - LRs are now: 1.52e-05 2025-01-03 04:53:29,743 - INFO - LRs are now: 1.52e-05 2025-01-03 04:53:29,807 - INFO - LRs are now: 1.52e-05 2025-01-03 04:53:29,871 - INFO - LRs are now: 1.52e-05 2025-01-03 04:53:29,957 - INFO - LRs are now: 1.52e-05 2025-01-03 04:53:30,022 - INFO - LRs are now: 1.52e-05 2025-01-03 04:53:30,074 - INFO - LRs are now: 1.52e-05 2025-01-03 04:53:30,134 - INFO - LRs are now: 1.51e-05 2025-01-03 04:53:30,224 - INFO - LRs are now: 1.51e-05 2025-01-03 04:53:30,296 - INFO - LRs are now: 1.51e-05 2025-01-03 04:53:30,363 - INFO - LRs are now: 1.51e-05 2025-01-03 04:53:30,428 - INFO - LRs are now: 1.51e-05 2025-01-03 04:53:30,488 - INFO - LRs are now: 1.51e-05 2025-01-03 04:53:30,539 - INFO - LRs are now: 1.51e-05 2025-01-03 04:53:30,616 - INFO - LRs are now: 1.51e-05 2025-01-03 04:53:30,686 - INFO - LRs are now: 1.51e-05 2025-01-03 04:53:30,820 - INFO - LRs are now: 1.51e-05 2025-01-03 04:53:30,909 - INFO - LRs are now: 1.51e-05 2025-01-03 04:53:31,008 - INFO - LRs are now: 1.51e-05 2025-01-03 04:53:31,106 - INFO - LRs are now: 1.51e-05 2025-01-03 04:53:31,192 - INFO - LRs are now: 1.51e-05 2025-01-03 04:53:31,294 - INFO - LRs are now: 1.51e-05 2025-01-03 04:53:31,357 - INFO - LRs are now: 1.51e-05 2025-01-03 04:53:31,410 - INFO - LRs are now: 1.51e-05 2025-01-03 04:53:31,478 - INFO - LRs are now: 1.51e-05 2025-01-03 04:53:31,566 - INFO - LRs are now: 1.51e-05 2025-01-03 04:53:31,636 - INFO - LRs are now: 1.51e-05 2025-01-03 04:53:31,709 - INFO - LRs are now: 1.51e-05 2025-01-03 04:53:31,799 - INFO - LRs are now: 1.51e-05 2025-01-03 04:53:31,879 - INFO - LRs are now: 1.51e-05 2025-01-03 04:53:31,942 - INFO - LRs are now: 1.51e-05 2025-01-03 04:53:31,993 - INFO - LRs are now: 1.51e-05 2025-01-03 04:53:32,055 - INFO - LRs are now: 1.51e-05 2025-01-03 04:53:32,117 - INFO - LRs are now: 1.51e-05 2025-01-03 04:53:32,178 - INFO - LRs are now: 1.51e-05 2025-01-03 04:53:32,237 - INFO - LRs are now: 1.51e-05 2025-01-03 04:53:32,354 - INFO - LRs are now: 1.51e-05 2025-01-03 04:53:32,523 - INFO - LRs are now: 1.51e-05 2025-01-03 04:53:32,628 - INFO - LRs are now: 1.51e-05 2025-01-03 04:53:32,690 - INFO - LRs are now: 1.51e-05 2025-01-03 04:53:32,753 - INFO - LRs are now: 1.51e-05 2025-01-03 04:53:32,810 - INFO - LRs are now: 1.51e-05 2025-01-03 04:53:32,936 - INFO - LRs are now: 1.51e-05 2025-01-03 04:53:33,048 - INFO - LRs are now: 1.51e-05 2025-01-03 04:53:33,206 - INFO - LRs are now: 1.50e-05 2025-01-03 04:53:33,331 - INFO - LRs are now: 1.50e-05 2025-01-03 04:53:33,468 - INFO - LRs are now: 1.50e-05 2025-01-03 04:53:33,560 - INFO - LRs are now: 1.50e-05 2025-01-03 04:53:33,647 - INFO - LRs are now: 1.50e-05 2025-01-03 04:53:33,715 - INFO - LRs are now: 1.50e-05 2025-01-03 04:53:33,779 - INFO - LRs are now: 1.50e-05 2025-01-03 04:53:33,854 - INFO - LRs are now: 1.50e-05 2025-01-03 04:53:33,932 - INFO - LRs are now: 1.50e-05 2025-01-03 04:53:34,002 - INFO - LRs are now: 1.50e-05 2025-01-03 04:53:34,067 - INFO - LRs are now: 1.50e-05 2025-01-03 04:53:34,130 - INFO - LRs are now: 1.50e-05 2025-01-03 04:53:34,238 - INFO - LRs are now: 1.50e-05 2025-01-03 04:53:34,322 - INFO - LRs are now: 1.50e-05 2025-01-03 04:53:34,378 - INFO - LRs are now: 1.50e-05 2025-01-03 04:53:34,445 - INFO - LRs are now: 1.50e-05 2025-01-03 04:53:34,572 - INFO - LRs are now: 1.50e-05 2025-01-03 04:53:34,694 - INFO - LRs are now: 1.50e-05 2025-01-03 04:53:34,759 - INFO - LRs are now: 1.50e-05 2025-01-03 04:53:34,855 - INFO - LRs are now: 1.50e-05 2025-01-03 04:53:34,931 - INFO - LRs are now: 1.50e-05 2025-01-03 04:53:34,997 - INFO - LRs are now: 1.50e-05 2025-01-03 04:53:35,056 - INFO - LRs are now: 1.50e-05 2025-01-03 04:53:35,125 - INFO - LRs are now: 1.50e-05 2025-01-03 04:53:35,204 - INFO - LRs are now: 1.50e-05 2025-01-03 04:53:35,262 - INFO - LRs are now: 1.50e-05 2025-01-03 04:53:35,312 - INFO - LRs are now: 1.50e-05 2025-01-03 04:53:35,379 - INFO - LRs are now: 1.50e-05 2025-01-03 04:53:35,449 - INFO - LRs are now: 1.50e-05 2025-01-03 04:53:35,521 - INFO - LRs are now: 1.50e-05 2025-01-03 04:53:35,644 - INFO - LRs are now: 1.50e-05 2025-01-03 04:53:35,732 - INFO - LRs are now: 1.50e-05 2025-01-03 04:53:35,791 - INFO - LRs are now: 1.50e-05 2025-01-03 04:53:35,851 - INFO - LRs are now: 1.50e-05 2025-01-03 04:53:35,926 - INFO - LRs are now: 1.50e-05 2025-01-03 04:53:36,005 - INFO - LRs are now: 1.50e-05 2025-01-03 04:53:36,094 - INFO - LRs are now: 1.50e-05 2025-01-03 04:53:36,173 - INFO - LRs are now: 1.50e-05 2025-01-03 04:53:36,238 - INFO - LRs are now: 1.49e-05 2025-01-03 04:53:36,299 - INFO - LRs are now: 1.49e-05 2025-01-03 04:53:36,368 - INFO - LRs are now: 1.49e-05 2025-01-03 04:53:36,447 - INFO - LRs are now: 1.49e-05 2025-01-03 04:53:36,550 - INFO - LRs are now: 1.49e-05 2025-01-03 04:53:36,656 - INFO - LRs are now: 1.49e-05 2025-01-03 04:53:36,727 - INFO - LRs are now: 1.49e-05 2025-01-03 04:53:36,806 - INFO - LRs are now: 1.49e-05 2025-01-03 04:53:36,902 - INFO - LRs are now: 1.49e-05 2025-01-03 04:53:36,978 - INFO - LRs are now: 1.49e-05 2025-01-03 04:53:37,060 - INFO - LRs are now: 1.49e-05 2025-01-03 04:53:37,123 - INFO - LRs are now: 1.49e-05 2025-01-03 04:53:37,191 - INFO - LRs are now: 1.49e-05 2025-01-03 04:53:37,267 - INFO - LRs are now: 1.49e-05 2025-01-03 04:53:37,330 - INFO - LRs are now: 1.49e-05 2025-01-03 04:53:37,396 - INFO - LRs are now: 1.49e-05 2025-01-03 04:53:37,500 - INFO - LRs are now: 1.49e-05 2025-01-03 04:53:37,576 - INFO - LRs are now: 1.49e-05 2025-01-03 04:53:37,659 - INFO - LRs are now: 1.49e-05 2025-01-03 04:53:37,725 - INFO - LRs are now: 1.49e-05 2025-01-03 04:53:37,781 - INFO - LRs are now: 1.49e-05 2025-01-03 04:53:37,830 - INFO - LRs are now: 1.49e-05 2025-01-03 04:53:37,982 - INFO - LRs are now: 1.49e-05 2025-01-03 04:53:38,180 - INFO - LRs are now: 1.49e-05 2025-01-03 04:53:38,317 - INFO - LRs are now: 1.49e-05 2025-01-03 04:53:38,383 - INFO - LRs are now: 1.49e-05 2025-01-03 04:53:38,435 - INFO - LRs are now: 1.49e-05 2025-01-03 04:53:38,483 - INFO - LRs are now: 1.49e-05 2025-01-03 04:53:38,545 - INFO - LRs are now: 1.49e-05 2025-01-03 04:53:38,627 - INFO - LRs are now: 1.49e-05 2025-01-03 04:53:38,691 - INFO - LRs are now: 1.49e-05 2025-01-03 04:53:38,761 - INFO - LRs are now: 1.49e-05 2025-01-03 04:53:38,823 - INFO - LRs are now: 1.49e-05 2025-01-03 04:53:38,891 - INFO - LRs are now: 1.49e-05 2025-01-03 04:53:38,948 - INFO - LRs are now: 1.49e-05 2025-01-03 04:53:39,008 - INFO - LRs are now: 1.49e-05 2025-01-03 04:53:39,090 - INFO - LRs are now: 1.49e-05 2025-01-03 04:53:39,148 - INFO - LRs are now: 1.49e-05 2025-01-03 04:53:39,234 - INFO - LRs are now: 1.49e-05 2025-01-03 04:53:39,310 - INFO - LRs are now: 1.48e-05 2025-01-03 04:53:39,364 - INFO - LRs are now: 1.48e-05 2025-01-03 04:53:39,421 - INFO - LRs are now: 1.48e-05 2025-01-03 04:53:39,498 - INFO - LRs are now: 1.48e-05 2025-01-03 04:53:39,566 - INFO - LRs are now: 1.48e-05 2025-01-03 04:53:39,619 - INFO - LRs are now: 1.48e-05 2025-01-03 04:53:39,689 - INFO - LRs are now: 1.48e-05 2025-01-03 04:53:39,786 - INFO - LRs are now: 1.48e-05 2025-01-03 04:53:39,857 - INFO - LRs are now: 1.48e-05 2025-01-03 04:53:39,920 - INFO - LRs are now: 1.48e-05 2025-01-03 04:53:39,987 - INFO - LRs are now: 1.48e-05 2025-01-03 04:53:40,050 - INFO - LRs are now: 1.48e-05 2025-01-03 04:53:40,109 - INFO - LRs are now: 1.48e-05 2025-01-03 04:53:40,161 - INFO - LRs are now: 1.48e-05 2025-01-03 04:53:40,257 - INFO - LRs are now: 1.48e-05 2025-01-03 04:53:40,339 - INFO - LRs are now: 1.48e-05 2025-01-03 04:53:40,411 - INFO - LRs are now: 1.48e-05 2025-01-03 04:53:40,501 - INFO - LRs are now: 1.48e-05 2025-01-03 04:53:40,595 - INFO - LRs are now: 1.48e-05 2025-01-03 04:53:40,663 - INFO - LRs are now: 1.48e-05 2025-01-03 04:53:40,727 - INFO - LRs are now: 1.48e-05 2025-01-03 04:53:40,785 - INFO - LRs are now: 1.48e-05 2025-01-03 04:53:40,841 - INFO - LRs are now: 1.48e-05 2025-01-03 04:53:40,893 - INFO - LRs are now: 1.48e-05 2025-01-03 04:53:40,948 - INFO - LRs are now: 1.48e-05 2025-01-03 04:53:41,038 - INFO - LRs are now: 1.48e-05 2025-01-03 04:53:41,127 - INFO - LRs are now: 1.48e-05 2025-01-03 04:53:41,239 - INFO - LRs are now: 1.48e-05 2025-01-03 04:53:41,338 - INFO - LRs are now: 1.48e-05 2025-01-03 04:53:41,393 - INFO - LRs are now: 1.48e-05 2025-01-03 04:53:41,442 - INFO - LRs are now: 1.48e-05 2025-01-03 04:53:41,493 - INFO - LRs are now: 1.48e-05 2025-01-03 04:53:41,558 - INFO - LRs are now: 1.48e-05 2025-01-03 04:53:41,663 - INFO - LRs are now: 1.48e-05 2025-01-03 04:53:41,747 - INFO - LRs are now: 1.48e-05 2025-01-03 04:53:41,806 - INFO - LRs are now: 1.48e-05 2025-01-03 04:53:41,863 - INFO - LRs are now: 1.48e-05 2025-01-03 04:53:41,948 - INFO - LRs are now: 1.48e-05 2025-01-03 04:53:42,012 - INFO - LRs are now: 1.48e-05 2025-01-03 04:53:42,072 - INFO - LRs are now: 1.47e-05 2025-01-03 04:53:42,166 - INFO - LRs are now: 1.47e-05 2025-01-03 04:53:42,246 - INFO - LRs are now: 1.47e-05 2025-01-03 04:53:42,308 - INFO - LRs are now: 1.47e-05 2025-01-03 04:53:42,404 - INFO - LRs are now: 1.47e-05 2025-01-03 04:53:42,473 - INFO - LRs are now: 1.47e-05 2025-01-03 04:53:42,530 - INFO - LRs are now: 1.47e-05 2025-01-03 04:53:42,640 - INFO - LRs are now: 1.47e-05 2025-01-03 04:53:42,756 - INFO - LRs are now: 1.47e-05 2025-01-03 04:53:42,839 - INFO - LRs are now: 1.47e-05 2025-01-03 04:53:42,971 - INFO - LRs are now: 1.47e-05 2025-01-03 04:53:43,079 - INFO - LRs are now: 1.47e-05 2025-01-03 04:53:43,153 - INFO - LRs are now: 1.47e-05 2025-01-03 04:53:43,213 - INFO - LRs are now: 1.47e-05 2025-01-03 04:53:43,296 - INFO - LRs are now: 1.47e-05 2025-01-03 04:53:43,376 - INFO - LRs are now: 1.47e-05 2025-01-03 04:53:43,451 - INFO - LRs are now: 1.47e-05 2025-01-03 04:53:43,603 - INFO - LRs are now: 1.47e-05 2025-01-03 04:53:43,714 - INFO - LRs are now: 1.47e-05 2025-01-03 04:53:43,789 - INFO - LRs are now: 1.47e-05 2025-01-03 04:53:43,857 - INFO - LRs are now: 1.47e-05 2025-01-03 04:53:43,930 - INFO - LRs are now: 1.47e-05 2025-01-03 04:53:44,007 - INFO - LRs are now: 1.47e-05 2025-01-03 04:53:44,067 - INFO - LRs are now: 1.47e-05 2025-01-03 04:53:44,127 - INFO - LRs are now: 1.47e-05 2025-01-03 04:53:44,190 - INFO - LRs are now: 1.47e-05 2025-01-03 04:53:44,252 - INFO - LRs are now: 1.47e-05 2025-01-03 04:53:44,306 - INFO - LRs are now: 1.47e-05 2025-01-03 04:53:44,368 - INFO - LRs are now: 1.47e-05 2025-01-03 04:53:44,428 - INFO - LRs are now: 1.47e-05 2025-01-03 04:53:44,488 - INFO - LRs are now: 1.47e-05 2025-01-03 04:53:44,589 - INFO - LRs are now: 1.47e-05 2025-01-03 04:53:44,658 - INFO - LRs are now: 1.47e-05 2025-01-03 04:53:44,731 - INFO - LRs are now: 1.47e-05 2025-01-03 04:53:44,817 - INFO - LRs are now: 1.47e-05 2025-01-03 04:53:44,924 - INFO - LRs are now: 1.47e-05 2025-01-03 04:53:44,993 - INFO - LRs are now: 1.47e-05 2025-01-03 04:53:45,070 - INFO - LRs are now: 1.47e-05 2025-01-03 04:53:45,134 - INFO - LRs are now: 1.47e-05 2025-01-03 04:53:45,192 - INFO - LRs are now: 1.47e-05 2025-01-03 04:53:45,283 - INFO - LRs are now: 1.46e-05 2025-01-03 04:53:45,350 - INFO - LRs are now: 1.46e-05 2025-01-03 04:53:45,414 - INFO - LRs are now: 1.46e-05 2025-01-03 04:53:45,498 - INFO - LRs are now: 1.46e-05 2025-01-03 04:53:45,580 - INFO - LRs are now: 1.46e-05 2025-01-03 04:53:45,729 - INFO - LRs are now: 1.46e-05 2025-01-03 04:53:45,921 - INFO - LRs are now: 1.46e-05 2025-01-03 04:53:46,030 - INFO - LRs are now: 1.46e-05 2025-01-03 04:53:46,085 - INFO - LRs are now: 1.46e-05 2025-01-03 04:53:46,138 - INFO - LRs are now: 1.46e-05 2025-01-03 04:53:46,231 - INFO - LRs are now: 1.46e-05 2025-01-03 04:53:46,327 - INFO - LRs are now: 1.46e-05 2025-01-03 04:53:46,395 - INFO - LRs are now: 1.46e-05 2025-01-03 04:53:46,449 - INFO - LRs are now: 1.46e-05 2025-01-03 04:53:46,502 - INFO - LRs are now: 1.46e-05 2025-01-03 04:53:46,537 - INFO - Training epoch 12 finished. (Took 0.3 mins.) 2025-01-03 04:53:46,538 - INFO - loss_train: 70.65 2025-01-03 04:53:46,539 - INFO - upos-fscore_train: 90.89% 2025-01-03 04:53:46,540 - INFO - aggregate_train: 90.89% 2025-01-03 04:53:48,034 - INFO - Validation epoch 12 finished. (Took 0.0 mins.) 2025-01-03 04:53:48,035 - INFO - loss_valid: 9.099 2025-01-03 04:53:48,036 - INFO - upos-fscore_valid: 92.55% 2025-01-03 04:53:48,037 - INFO - aggregate_valid: 92.55% 2025-01-03 04:53:48,250 - INFO - LRs are now: 1.46e-05 2025-01-03 04:53:48,406 - INFO - LRs are now: 1.46e-05 2025-01-03 04:53:48,471 - INFO - LRs are now: 1.46e-05 2025-01-03 04:53:48,546 - INFO - LRs are now: 1.46e-05 2025-01-03 04:53:48,615 - INFO - LRs are now: 1.46e-05 2025-01-03 04:53:48,718 - INFO - LRs are now: 1.46e-05 2025-01-03 04:53:48,806 - INFO - LRs are now: 1.46e-05 2025-01-03 04:53:48,862 - INFO - LRs are now: 1.46e-05 2025-01-03 04:53:48,922 - INFO - LRs are now: 1.46e-05 2025-01-03 04:53:48,982 - INFO - LRs are now: 1.46e-05 2025-01-03 04:53:49,046 - INFO - LRs are now: 1.46e-05 2025-01-03 04:53:49,111 - INFO - LRs are now: 1.46e-05 2025-01-03 04:53:49,213 - INFO - LRs are now: 1.46e-05 2025-01-03 04:53:49,332 - INFO - LRs are now: 1.46e-05 2025-01-03 04:53:49,455 - INFO - LRs are now: 1.46e-05 2025-01-03 04:53:49,546 - INFO - LRs are now: 1.46e-05 2025-01-03 04:53:49,623 - INFO - LRs are now: 1.46e-05 2025-01-03 04:53:49,687 - INFO - LRs are now: 1.46e-05 2025-01-03 04:53:49,750 - INFO - LRs are now: 1.46e-05 2025-01-03 04:53:49,814 - INFO - LRs are now: 1.46e-05 2025-01-03 04:53:49,878 - INFO - LRs are now: 1.46e-05 2025-01-03 04:53:49,948 - INFO - LRs are now: 1.46e-05 2025-01-03 04:53:50,086 - INFO - LRs are now: 1.46e-05 2025-01-03 04:53:50,219 - INFO - LRs are now: 1.46e-05 2025-01-03 04:53:50,294 - INFO - LRs are now: 1.46e-05 2025-01-03 04:53:50,356 - INFO - LRs are now: 1.46e-05 2025-01-03 04:53:50,412 - INFO - LRs are now: 1.46e-05 2025-01-03 04:53:50,472 - INFO - LRs are now: 1.45e-05 2025-01-03 04:53:50,524 - INFO - LRs are now: 1.45e-05 2025-01-03 04:53:50,577 - INFO - LRs are now: 1.45e-05 2025-01-03 04:53:50,633 - INFO - LRs are now: 1.45e-05 2025-01-03 04:53:50,698 - INFO - LRs are now: 1.45e-05 2025-01-03 04:53:50,782 - INFO - LRs are now: 1.45e-05 2025-01-03 04:53:50,853 - INFO - LRs are now: 1.45e-05 2025-01-03 04:53:50,910 - INFO - LRs are now: 1.45e-05 2025-01-03 04:53:50,982 - INFO - LRs are now: 1.45e-05 2025-01-03 04:53:51,055 - INFO - LRs are now: 1.45e-05 2025-01-03 04:53:51,109 - INFO - LRs are now: 1.45e-05 2025-01-03 04:53:51,193 - INFO - LRs are now: 1.45e-05 2025-01-03 04:53:51,269 - INFO - LRs are now: 1.45e-05 2025-01-03 04:53:51,342 - INFO - LRs are now: 1.45e-05 2025-01-03 04:53:51,426 - INFO - LRs are now: 1.45e-05 2025-01-03 04:53:51,486 - INFO - LRs are now: 1.45e-05 2025-01-03 04:53:51,548 - INFO - LRs are now: 1.45e-05 2025-01-03 04:53:51,610 - INFO - LRs are now: 1.45e-05 2025-01-03 04:53:51,662 - INFO - LRs are now: 1.45e-05 2025-01-03 04:53:51,763 - INFO - LRs are now: 1.45e-05 2025-01-03 04:53:51,856 - INFO - LRs are now: 1.45e-05 2025-01-03 04:53:51,928 - INFO - LRs are now: 1.45e-05 2025-01-03 04:53:51,984 - INFO - LRs are now: 1.45e-05 2025-01-03 04:53:52,060 - INFO - LRs are now: 1.45e-05 2025-01-03 04:53:52,165 - INFO - LRs are now: 1.45e-05 2025-01-03 04:53:52,242 - INFO - LRs are now: 1.45e-05 2025-01-03 04:53:52,314 - INFO - LRs are now: 1.45e-05 2025-01-03 04:53:52,393 - INFO - LRs are now: 1.45e-05 2025-01-03 04:53:52,455 - INFO - LRs are now: 1.45e-05 2025-01-03 04:53:52,517 - INFO - LRs are now: 1.45e-05 2025-01-03 04:53:52,613 - INFO - LRs are now: 1.45e-05 2025-01-03 04:53:52,716 - INFO - LRs are now: 1.45e-05 2025-01-03 04:53:52,779 - INFO - LRs are now: 1.45e-05 2025-01-03 04:53:52,833 - INFO - LRs are now: 1.45e-05 2025-01-03 04:53:52,886 - INFO - LRs are now: 1.45e-05 2025-01-03 04:53:52,944 - INFO - LRs are now: 1.45e-05 2025-01-03 04:53:52,995 - INFO - LRs are now: 1.45e-05 2025-01-03 04:53:53,048 - INFO - LRs are now: 1.45e-05 2025-01-03 04:53:53,118 - INFO - LRs are now: 1.45e-05 2025-01-03 04:53:53,189 - INFO - LRs are now: 1.45e-05 2025-01-03 04:53:53,265 - INFO - LRs are now: 1.45e-05 2025-01-03 04:53:53,338 - INFO - LRs are now: 1.45e-05 2025-01-03 04:53:53,395 - INFO - LRs are now: 1.44e-05 2025-01-03 04:53:53,453 - INFO - LRs are now: 1.44e-05 2025-01-03 04:53:53,519 - INFO - LRs are now: 1.44e-05 2025-01-03 04:53:53,588 - INFO - LRs are now: 1.44e-05 2025-01-03 04:53:53,664 - INFO - LRs are now: 1.44e-05 2025-01-03 04:53:53,729 - INFO - LRs are now: 1.44e-05 2025-01-03 04:53:53,817 - INFO - LRs are now: 1.44e-05 2025-01-03 04:53:53,915 - INFO - LRs are now: 1.44e-05 2025-01-03 04:53:54,027 - INFO - LRs are now: 1.44e-05 2025-01-03 04:53:54,126 - INFO - LRs are now: 1.44e-05 2025-01-03 04:53:54,190 - INFO - LRs are now: 1.44e-05 2025-01-03 04:53:54,250 - INFO - LRs are now: 1.44e-05 2025-01-03 04:53:54,332 - INFO - LRs are now: 1.44e-05 2025-01-03 04:53:54,463 - INFO - LRs are now: 1.44e-05 2025-01-03 04:53:54,565 - INFO - LRs are now: 1.44e-05 2025-01-03 04:53:54,626 - INFO - LRs are now: 1.44e-05 2025-01-03 04:53:54,680 - INFO - LRs are now: 1.44e-05 2025-01-03 04:53:54,756 - INFO - LRs are now: 1.44e-05 2025-01-03 04:53:54,834 - INFO - LRs are now: 1.44e-05 2025-01-03 04:53:54,918 - INFO - LRs are now: 1.44e-05 2025-01-03 04:53:55,034 - INFO - LRs are now: 1.44e-05 2025-01-03 04:53:55,141 - INFO - LRs are now: 1.44e-05 2025-01-03 04:53:55,195 - INFO - LRs are now: 1.44e-05 2025-01-03 04:53:55,252 - INFO - LRs are now: 1.44e-05 2025-01-03 04:53:55,321 - INFO - LRs are now: 1.44e-05 2025-01-03 04:53:55,380 - INFO - LRs are now: 1.44e-05 2025-01-03 04:53:55,446 - INFO - LRs are now: 1.44e-05 2025-01-03 04:53:55,586 - INFO - LRs are now: 1.44e-05 2025-01-03 04:53:55,695 - INFO - LRs are now: 1.44e-05 2025-01-03 04:53:55,751 - INFO - LRs are now: 1.44e-05 2025-01-03 04:53:55,857 - INFO - LRs are now: 1.44e-05 2025-01-03 04:53:56,008 - INFO - LRs are now: 1.44e-05 2025-01-03 04:53:56,088 - INFO - LRs are now: 1.44e-05 2025-01-03 04:53:56,147 - INFO - LRs are now: 1.44e-05 2025-01-03 04:53:56,208 - INFO - LRs are now: 1.44e-05 2025-01-03 04:53:56,320 - INFO - LRs are now: 1.44e-05 2025-01-03 04:53:56,423 - INFO - LRs are now: 1.44e-05 2025-01-03 04:53:56,477 - INFO - LRs are now: 1.44e-05 2025-01-03 04:53:56,532 - INFO - LRs are now: 1.44e-05 2025-01-03 04:53:56,583 - INFO - LRs are now: 1.44e-05 2025-01-03 04:53:56,650 - INFO - LRs are now: 1.44e-05 2025-01-03 04:53:56,724 - INFO - LRs are now: 1.44e-05 2025-01-03 04:53:56,777 - INFO - LRs are now: 1.43e-05 2025-01-03 04:53:56,839 - INFO - LRs are now: 1.43e-05 2025-01-03 04:53:56,896 - INFO - LRs are now: 1.43e-05 2025-01-03 04:53:56,998 - INFO - LRs are now: 1.43e-05 2025-01-03 04:53:57,083 - INFO - LRs are now: 1.43e-05 2025-01-03 04:53:57,144 - INFO - LRs are now: 1.43e-05 2025-01-03 04:53:57,234 - INFO - LRs are now: 1.43e-05 2025-01-03 04:53:57,361 - INFO - LRs are now: 1.43e-05 2025-01-03 04:53:57,433 - INFO - LRs are now: 1.43e-05 2025-01-03 04:53:57,512 - INFO - LRs are now: 1.43e-05 2025-01-03 04:53:57,582 - INFO - LRs are now: 1.43e-05 2025-01-03 04:53:57,644 - INFO - LRs are now: 1.43e-05 2025-01-03 04:53:57,807 - INFO - LRs are now: 1.43e-05 2025-01-03 04:53:57,918 - INFO - LRs are now: 1.43e-05 2025-01-03 04:53:57,989 - INFO - LRs are now: 1.43e-05 2025-01-03 04:53:58,055 - INFO - LRs are now: 1.43e-05 2025-01-03 04:53:58,140 - INFO - LRs are now: 1.43e-05 2025-01-03 04:53:58,293 - INFO - LRs are now: 1.43e-05 2025-01-03 04:53:58,414 - INFO - LRs are now: 1.43e-05 2025-01-03 04:53:58,475 - INFO - LRs are now: 1.43e-05 2025-01-03 04:53:58,534 - INFO - LRs are now: 1.43e-05 2025-01-03 04:53:58,686 - INFO - LRs are now: 1.43e-05 2025-01-03 04:53:58,832 - INFO - LRs are now: 1.43e-05 2025-01-03 04:53:58,916 - INFO - LRs are now: 1.43e-05 2025-01-03 04:53:58,980 - INFO - LRs are now: 1.43e-05 2025-01-03 04:53:59,041 - INFO - LRs are now: 1.43e-05 2025-01-03 04:53:59,103 - INFO - LRs are now: 1.43e-05 2025-01-03 04:53:59,167 - INFO - LRs are now: 1.43e-05 2025-01-03 04:53:59,310 - INFO - LRs are now: 1.43e-05 2025-01-03 04:53:59,414 - INFO - LRs are now: 1.43e-05 2025-01-03 04:53:59,467 - INFO - LRs are now: 1.43e-05 2025-01-03 04:53:59,522 - INFO - LRs are now: 1.43e-05 2025-01-03 04:53:59,585 - INFO - LRs are now: 1.43e-05 2025-01-03 04:53:59,683 - INFO - LRs are now: 1.43e-05 2025-01-03 04:53:59,760 - INFO - LRs are now: 1.43e-05 2025-01-03 04:53:59,810 - INFO - LRs are now: 1.43e-05 2025-01-03 04:53:59,877 - INFO - LRs are now: 1.43e-05 2025-01-03 04:53:59,973 - INFO - LRs are now: 1.43e-05 2025-01-03 04:54:00,049 - INFO - LRs are now: 1.43e-05 2025-01-03 04:54:00,112 - INFO - LRs are now: 1.43e-05 2025-01-03 04:54:00,170 - INFO - LRs are now: 1.43e-05 2025-01-03 04:54:00,222 - INFO - LRs are now: 1.43e-05 2025-01-03 04:54:00,282 - INFO - LRs are now: 1.43e-05 2025-01-03 04:54:00,360 - INFO - LRs are now: 1.43e-05 2025-01-03 04:54:00,435 - INFO - LRs are now: 1.42e-05 2025-01-03 04:54:00,543 - INFO - LRs are now: 1.42e-05 2025-01-03 04:54:00,643 - INFO - LRs are now: 1.42e-05 2025-01-03 04:54:00,751 - INFO - LRs are now: 1.42e-05 2025-01-03 04:54:00,846 - INFO - LRs are now: 1.42e-05 2025-01-03 04:54:00,906 - INFO - LRs are now: 1.42e-05 2025-01-03 04:54:00,955 - INFO - LRs are now: 1.42e-05 2025-01-03 04:54:01,045 - INFO - LRs are now: 1.42e-05 2025-01-03 04:54:01,132 - INFO - LRs are now: 1.42e-05 2025-01-03 04:54:01,207 - INFO - LRs are now: 1.42e-05 2025-01-03 04:54:01,274 - INFO - LRs are now: 1.42e-05 2025-01-03 04:54:01,328 - INFO - LRs are now: 1.42e-05 2025-01-03 04:54:01,397 - INFO - LRs are now: 1.42e-05 2025-01-03 04:54:01,461 - INFO - LRs are now: 1.42e-05 2025-01-03 04:54:01,543 - INFO - LRs are now: 1.42e-05 2025-01-03 04:54:01,645 - INFO - LRs are now: 1.42e-05 2025-01-03 04:54:01,712 - INFO - LRs are now: 1.42e-05 2025-01-03 04:54:01,770 - INFO - LRs are now: 1.42e-05 2025-01-03 04:54:01,828 - INFO - LRs are now: 1.42e-05 2025-01-03 04:54:01,880 - INFO - LRs are now: 1.42e-05 2025-01-03 04:54:01,927 - INFO - LRs are now: 1.42e-05 2025-01-03 04:54:01,988 - INFO - LRs are now: 1.42e-05 2025-01-03 04:54:02,050 - INFO - LRs are now: 1.42e-05 2025-01-03 04:54:02,148 - INFO - LRs are now: 1.42e-05 2025-01-03 04:54:02,311 - INFO - LRs are now: 1.42e-05 2025-01-03 04:54:02,418 - INFO - LRs are now: 1.42e-05 2025-01-03 04:54:02,482 - INFO - LRs are now: 1.42e-05 2025-01-03 04:54:02,559 - INFO - LRs are now: 1.42e-05 2025-01-03 04:54:02,665 - INFO - LRs are now: 1.42e-05 2025-01-03 04:54:02,758 - INFO - LRs are now: 1.42e-05 2025-01-03 04:54:02,817 - INFO - LRs are now: 1.42e-05 2025-01-03 04:54:02,865 - INFO - LRs are now: 1.42e-05 2025-01-03 04:54:02,943 - INFO - LRs are now: 1.42e-05 2025-01-03 04:54:03,024 - INFO - LRs are now: 1.42e-05 2025-01-03 04:54:03,100 - INFO - LRs are now: 1.42e-05 2025-01-03 04:54:03,236 - INFO - LRs are now: 1.42e-05 2025-01-03 04:54:03,327 - INFO - LRs are now: 1.42e-05 2025-01-03 04:54:03,395 - INFO - LRs are now: 1.42e-05 2025-01-03 04:54:03,457 - INFO - LRs are now: 1.42e-05 2025-01-03 04:54:03,512 - INFO - LRs are now: 1.42e-05 2025-01-03 04:54:03,586 - INFO - LRs are now: 1.42e-05 2025-01-03 04:54:03,670 - INFO - LRs are now: 1.42e-05 2025-01-03 04:54:03,729 - INFO - LRs are now: 1.42e-05 2025-01-03 04:54:03,792 - INFO - LRs are now: 1.42e-05 2025-01-03 04:54:03,854 - INFO - LRs are now: 1.42e-05 2025-01-03 04:54:03,914 - INFO - LRs are now: 1.41e-05 2025-01-03 04:54:03,968 - INFO - LRs are now: 1.41e-05 2025-01-03 04:54:04,025 - INFO - LRs are now: 1.41e-05 2025-01-03 04:54:04,096 - INFO - LRs are now: 1.41e-05 2025-01-03 04:54:04,180 - INFO - LRs are now: 1.41e-05 2025-01-03 04:54:04,252 - INFO - LRs are now: 1.41e-05 2025-01-03 04:54:04,331 - INFO - LRs are now: 1.41e-05 2025-01-03 04:54:04,410 - INFO - LRs are now: 1.41e-05 2025-01-03 04:54:04,484 - INFO - LRs are now: 1.41e-05 2025-01-03 04:54:04,543 - INFO - LRs are now: 1.41e-05 2025-01-03 04:54:04,595 - INFO - LRs are now: 1.41e-05 2025-01-03 04:54:04,646 - INFO - LRs are now: 1.41e-05 2025-01-03 04:54:04,699 - INFO - LRs are now: 1.41e-05 2025-01-03 04:54:04,768 - INFO - LRs are now: 1.41e-05 2025-01-03 04:54:04,830 - INFO - LRs are now: 1.41e-05 2025-01-03 04:54:04,896 - INFO - LRs are now: 1.41e-05 2025-01-03 04:54:05,026 - INFO - LRs are now: 1.41e-05 2025-01-03 04:54:05,127 - INFO - LRs are now: 1.41e-05 2025-01-03 04:54:05,202 - INFO - LRs are now: 1.41e-05 2025-01-03 04:54:05,288 - INFO - LRs are now: 1.41e-05 2025-01-03 04:54:05,386 - INFO - LRs are now: 1.41e-05 2025-01-03 04:54:05,467 - INFO - LRs are now: 1.41e-05 2025-01-03 04:54:05,569 - INFO - LRs are now: 1.41e-05 2025-01-03 04:54:05,730 - INFO - LRs are now: 1.41e-05 2025-01-03 04:54:05,843 - INFO - LRs are now: 1.41e-05 2025-01-03 04:54:05,928 - INFO - LRs are now: 1.41e-05 2025-01-03 04:54:05,999 - INFO - LRs are now: 1.41e-05 2025-01-03 04:54:06,117 - INFO - LRs are now: 1.41e-05 2025-01-03 04:54:06,205 - INFO - LRs are now: 1.41e-05 2025-01-03 04:54:06,266 - INFO - LRs are now: 1.41e-05 2025-01-03 04:54:06,329 - INFO - LRs are now: 1.41e-05 2025-01-03 04:54:06,390 - INFO - LRs are now: 1.41e-05 2025-01-03 04:54:06,475 - INFO - LRs are now: 1.41e-05 2025-01-03 04:54:06,541 - INFO - LRs are now: 1.41e-05 2025-01-03 04:54:06,605 - INFO - LRs are now: 1.41e-05 2025-01-03 04:54:06,686 - INFO - LRs are now: 1.41e-05 2025-01-03 04:54:06,743 - INFO - LRs are now: 1.41e-05 2025-01-03 04:54:06,846 - INFO - LRs are now: 1.41e-05 2025-01-03 04:54:06,928 - INFO - LRs are now: 1.41e-05 2025-01-03 04:54:06,979 - INFO - LRs are now: 1.41e-05 2025-01-03 04:54:07,055 - INFO - LRs are now: 1.41e-05 2025-01-03 04:54:07,125 - INFO - LRs are now: 1.41e-05 2025-01-03 04:54:07,264 - INFO - LRs are now: 1.41e-05 2025-01-03 04:54:07,373 - INFO - LRs are now: 1.41e-05 2025-01-03 04:54:07,498 - INFO - LRs are now: 1.41e-05 2025-01-03 04:54:07,593 - INFO - LRs are now: 1.41e-05 2025-01-03 04:54:07,664 - INFO - LRs are now: 1.40e-05 2025-01-03 04:54:07,726 - INFO - LRs are now: 1.40e-05 2025-01-03 04:54:07,814 - INFO - LRs are now: 1.40e-05 2025-01-03 04:54:07,885 - INFO - LRs are now: 1.40e-05 2025-01-03 04:54:07,921 - INFO - Training epoch 13 finished. (Took 0.3 mins.) 2025-01-03 04:54:07,921 - INFO - loss_train: 70.27 2025-01-03 04:54:07,923 - INFO - upos-fscore_train: 91.06% 2025-01-03 04:54:07,924 - INFO - aggregate_train: 91.06% 2025-01-03 04:54:09,430 - INFO - Validation epoch 13 finished. (Took 0.0 mins.) 2025-01-03 04:54:09,431 - INFO - loss_valid: 9.119 2025-01-03 04:54:09,432 - INFO - upos-fscore_valid: 92.81% 2025-01-03 04:54:09,433 - INFO - aggregate_valid: 92.81% 2025-01-03 04:54:09,652 - INFO - LRs are now: 1.40e-05 2025-01-03 04:54:09,795 - INFO - LRs are now: 1.40e-05 2025-01-03 04:54:09,865 - INFO - LRs are now: 1.40e-05 2025-01-03 04:54:09,925 - INFO - LRs are now: 1.40e-05 2025-01-03 04:54:09,983 - INFO - LRs are now: 1.40e-05 2025-01-03 04:54:10,039 - INFO - LRs are now: 1.40e-05 2025-01-03 04:54:10,119 - INFO - LRs are now: 1.40e-05 2025-01-03 04:54:10,194 - INFO - LRs are now: 1.40e-05 2025-01-03 04:54:10,259 - INFO - LRs are now: 1.40e-05 2025-01-03 04:54:10,320 - INFO - LRs are now: 1.40e-05 2025-01-03 04:54:10,386 - INFO - LRs are now: 1.40e-05 2025-01-03 04:54:10,507 - INFO - LRs are now: 1.40e-05 2025-01-03 04:54:10,620 - INFO - LRs are now: 1.40e-05 2025-01-03 04:54:10,704 - INFO - LRs are now: 1.40e-05 2025-01-03 04:54:10,770 - INFO - LRs are now: 1.40e-05 2025-01-03 04:54:10,862 - INFO - LRs are now: 1.40e-05 2025-01-03 04:54:10,939 - INFO - LRs are now: 1.40e-05 2025-01-03 04:54:10,993 - INFO - LRs are now: 1.40e-05 2025-01-03 04:54:11,065 - INFO - LRs are now: 1.40e-05 2025-01-03 04:54:11,160 - INFO - LRs are now: 1.40e-05 2025-01-03 04:54:11,224 - INFO - LRs are now: 1.40e-05 2025-01-03 04:54:11,294 - INFO - LRs are now: 1.40e-05 2025-01-03 04:54:11,375 - INFO - LRs are now: 1.40e-05 2025-01-03 04:54:11,443 - INFO - LRs are now: 1.40e-05 2025-01-03 04:54:11,523 - INFO - LRs are now: 1.40e-05 2025-01-03 04:54:11,639 - INFO - LRs are now: 1.40e-05 2025-01-03 04:54:11,728 - INFO - LRs are now: 1.40e-05 2025-01-03 04:54:11,867 - INFO - LRs are now: 1.40e-05 2025-01-03 04:54:11,964 - INFO - LRs are now: 1.40e-05 2025-01-03 04:54:12,106 - INFO - LRs are now: 1.40e-05 2025-01-03 04:54:12,217 - INFO - LRs are now: 1.40e-05 2025-01-03 04:54:12,302 - INFO - LRs are now: 1.40e-05 2025-01-03 04:54:12,429 - INFO - LRs are now: 1.40e-05 2025-01-03 04:54:12,509 - INFO - LRs are now: 1.40e-05 2025-01-03 04:54:12,559 - INFO - LRs are now: 1.40e-05 2025-01-03 04:54:12,611 - INFO - LRs are now: 1.40e-05 2025-01-03 04:54:12,658 - INFO - LRs are now: 1.40e-05 2025-01-03 04:54:12,744 - INFO - LRs are now: 1.40e-05 2025-01-03 04:54:12,849 - INFO - LRs are now: 1.40e-05 2025-01-03 04:54:12,951 - INFO - LRs are now: 1.40e-05 2025-01-03 04:54:13,022 - INFO - LRs are now: 1.40e-05 2025-01-03 04:54:13,092 - INFO - LRs are now: 1.40e-05 2025-01-03 04:54:13,152 - INFO - LRs are now: 1.39e-05 2025-01-03 04:54:13,210 - INFO - LRs are now: 1.39e-05 2025-01-03 04:54:13,277 - INFO - LRs are now: 1.39e-05 2025-01-03 04:54:13,344 - INFO - LRs are now: 1.39e-05 2025-01-03 04:54:13,421 - INFO - LRs are now: 1.39e-05 2025-01-03 04:54:13,480 - INFO - LRs are now: 1.39e-05 2025-01-03 04:54:13,546 - INFO - LRs are now: 1.39e-05 2025-01-03 04:54:13,633 - INFO - LRs are now: 1.39e-05 2025-01-03 04:54:13,722 - INFO - LRs are now: 1.39e-05 2025-01-03 04:54:13,834 - INFO - LRs are now: 1.39e-05 2025-01-03 04:54:13,915 - INFO - LRs are now: 1.39e-05 2025-01-03 04:54:13,971 - INFO - LRs are now: 1.39e-05 2025-01-03 04:54:14,057 - INFO - LRs are now: 1.39e-05 2025-01-03 04:54:14,129 - INFO - LRs are now: 1.39e-05 2025-01-03 04:54:14,207 - INFO - LRs are now: 1.39e-05 2025-01-03 04:54:14,283 - INFO - LRs are now: 1.39e-05 2025-01-03 04:54:14,370 - INFO - LRs are now: 1.39e-05 2025-01-03 04:54:14,487 - INFO - LRs are now: 1.39e-05 2025-01-03 04:54:14,572 - INFO - LRs are now: 1.39e-05 2025-01-03 04:54:14,663 - INFO - LRs are now: 1.39e-05 2025-01-03 04:54:14,755 - INFO - LRs are now: 1.39e-05 2025-01-03 04:54:14,838 - INFO - LRs are now: 1.39e-05 2025-01-03 04:54:14,902 - INFO - LRs are now: 1.39e-05 2025-01-03 04:54:15,030 - INFO - LRs are now: 1.39e-05 2025-01-03 04:54:15,143 - INFO - LRs are now: 1.39e-05 2025-01-03 04:54:15,258 - INFO - LRs are now: 1.39e-05 2025-01-03 04:54:15,415 - INFO - LRs are now: 1.39e-05 2025-01-03 04:54:15,505 - INFO - LRs are now: 1.39e-05 2025-01-03 04:54:15,569 - INFO - LRs are now: 1.39e-05 2025-01-03 04:54:15,638 - INFO - LRs are now: 1.39e-05 2025-01-03 04:54:15,695 - INFO - LRs are now: 1.39e-05 2025-01-03 04:54:15,762 - INFO - LRs are now: 1.39e-05 2025-01-03 04:54:15,827 - INFO - LRs are now: 1.39e-05 2025-01-03 04:54:15,881 - INFO - LRs are now: 1.39e-05 2025-01-03 04:54:15,938 - INFO - LRs are now: 1.39e-05 2025-01-03 04:54:16,001 - INFO - LRs are now: 1.39e-05 2025-01-03 04:54:16,056 - INFO - LRs are now: 1.39e-05 2025-01-03 04:54:16,124 - INFO - LRs are now: 1.39e-05 2025-01-03 04:54:16,210 - INFO - LRs are now: 1.39e-05 2025-01-03 04:54:16,276 - INFO - LRs are now: 1.39e-05 2025-01-03 04:54:16,352 - INFO - LRs are now: 1.39e-05 2025-01-03 04:54:16,430 - INFO - LRs are now: 1.39e-05 2025-01-03 04:54:16,502 - INFO - LRs are now: 1.39e-05 2025-01-03 04:54:16,561 - INFO - LRs are now: 1.39e-05 2025-01-03 04:54:16,644 - INFO - LRs are now: 1.39e-05 2025-01-03 04:54:16,752 - INFO - LRs are now: 1.39e-05 2025-01-03 04:54:16,835 - INFO - LRs are now: 1.39e-05 2025-01-03 04:54:16,909 - INFO - LRs are now: 1.39e-05 2025-01-03 04:54:16,971 - INFO - LRs are now: 1.38e-05 2025-01-03 04:54:17,019 - INFO - LRs are now: 1.38e-05 2025-01-03 04:54:17,070 - INFO - LRs are now: 1.38e-05 2025-01-03 04:54:17,170 - INFO - LRs are now: 1.38e-05 2025-01-03 04:54:17,268 - INFO - LRs are now: 1.38e-05 2025-01-03 04:54:17,339 - INFO - LRs are now: 1.38e-05 2025-01-03 04:54:17,396 - INFO - LRs are now: 1.38e-05 2025-01-03 04:54:17,464 - INFO - LRs are now: 1.38e-05 2025-01-03 04:54:17,523 - INFO - LRs are now: 1.38e-05 2025-01-03 04:54:17,573 - INFO - LRs are now: 1.38e-05 2025-01-03 04:54:17,622 - INFO - LRs are now: 1.38e-05 2025-01-03 04:54:17,674 - INFO - LRs are now: 1.38e-05 2025-01-03 04:54:17,726 - INFO - LRs are now: 1.38e-05 2025-01-03 04:54:17,787 - INFO - LRs are now: 1.38e-05 2025-01-03 04:54:17,884 - INFO - LRs are now: 1.38e-05 2025-01-03 04:54:17,969 - INFO - LRs are now: 1.38e-05 2025-01-03 04:54:18,051 - INFO - LRs are now: 1.38e-05 2025-01-03 04:54:18,127 - INFO - LRs are now: 1.38e-05 2025-01-03 04:54:18,205 - INFO - LRs are now: 1.38e-05 2025-01-03 04:54:18,273 - INFO - LRs are now: 1.38e-05 2025-01-03 04:54:18,342 - INFO - LRs are now: 1.38e-05 2025-01-03 04:54:18,452 - INFO - LRs are now: 1.38e-05 2025-01-03 04:54:18,571 - INFO - LRs are now: 1.38e-05 2025-01-03 04:54:18,638 - INFO - LRs are now: 1.38e-05 2025-01-03 04:54:18,714 - INFO - LRs are now: 1.38e-05 2025-01-03 04:54:18,821 - INFO - LRs are now: 1.38e-05 2025-01-03 04:54:18,903 - INFO - LRs are now: 1.38e-05 2025-01-03 04:54:18,962 - INFO - LRs are now: 1.38e-05 2025-01-03 04:54:19,018 - INFO - LRs are now: 1.38e-05 2025-01-03 04:54:19,071 - INFO - LRs are now: 1.38e-05 2025-01-03 04:54:19,162 - INFO - LRs are now: 1.38e-05 2025-01-03 04:54:19,247 - INFO - LRs are now: 1.38e-05 2025-01-03 04:54:19,321 - INFO - LRs are now: 1.38e-05 2025-01-03 04:54:19,386 - INFO - LRs are now: 1.38e-05 2025-01-03 04:54:19,466 - INFO - LRs are now: 1.38e-05 2025-01-03 04:54:19,569 - INFO - LRs are now: 1.38e-05 2025-01-03 04:54:19,641 - INFO - LRs are now: 1.38e-05 2025-01-03 04:54:19,704 - INFO - LRs are now: 1.38e-05 2025-01-03 04:54:19,763 - INFO - LRs are now: 1.38e-05 2025-01-03 04:54:19,821 - INFO - LRs are now: 1.38e-05 2025-01-03 04:54:19,883 - INFO - LRs are now: 1.38e-05 2025-01-03 04:54:19,953 - INFO - LRs are now: 1.38e-05 2025-01-03 04:54:20,035 - INFO - LRs are now: 1.38e-05 2025-01-03 04:54:20,107 - INFO - LRs are now: 1.38e-05 2025-01-03 04:54:20,207 - INFO - LRs are now: 1.38e-05 2025-01-03 04:54:20,286 - INFO - LRs are now: 1.38e-05 2025-01-03 04:54:20,336 - INFO - LRs are now: 1.38e-05 2025-01-03 04:54:20,395 - INFO - LRs are now: 1.38e-05 2025-01-03 04:54:20,460 - INFO - LRs are now: 1.38e-05 2025-01-03 04:54:20,520 - INFO - LRs are now: 1.37e-05 2025-01-03 04:54:20,574 - INFO - LRs are now: 1.37e-05 2025-01-03 04:54:20,625 - INFO - LRs are now: 1.37e-05 2025-01-03 04:54:20,677 - INFO - LRs are now: 1.37e-05 2025-01-03 04:54:20,733 - INFO - LRs are now: 1.37e-05 2025-01-03 04:54:20,794 - INFO - LRs are now: 1.37e-05 2025-01-03 04:54:20,853 - INFO - LRs are now: 1.37e-05 2025-01-03 04:54:20,908 - INFO - LRs are now: 1.37e-05 2025-01-03 04:54:21,009 - INFO - LRs are now: 1.37e-05 2025-01-03 04:54:21,124 - INFO - LRs are now: 1.37e-05 2025-01-03 04:54:21,203 - INFO - LRs are now: 1.37e-05 2025-01-03 04:54:21,270 - INFO - LRs are now: 1.37e-05 2025-01-03 04:54:21,326 - INFO - LRs are now: 1.37e-05 2025-01-03 04:54:21,397 - INFO - LRs are now: 1.37e-05 2025-01-03 04:54:21,460 - INFO - LRs are now: 1.37e-05 2025-01-03 04:54:21,520 - INFO - LRs are now: 1.37e-05 2025-01-03 04:54:21,582 - INFO - LRs are now: 1.37e-05 2025-01-03 04:54:21,660 - INFO - LRs are now: 1.37e-05 2025-01-03 04:54:21,729 - INFO - LRs are now: 1.37e-05 2025-01-03 04:54:21,804 - INFO - LRs are now: 1.37e-05 2025-01-03 04:54:21,916 - INFO - LRs are now: 1.37e-05 2025-01-03 04:54:22,023 - INFO - LRs are now: 1.37e-05 2025-01-03 04:54:22,102 - INFO - LRs are now: 1.37e-05 2025-01-03 04:54:22,236 - INFO - LRs are now: 1.37e-05 2025-01-03 04:54:22,346 - INFO - LRs are now: 1.37e-05 2025-01-03 04:54:22,427 - INFO - LRs are now: 1.37e-05 2025-01-03 04:54:22,500 - INFO - LRs are now: 1.37e-05 2025-01-03 04:54:22,571 - INFO - LRs are now: 1.37e-05 2025-01-03 04:54:22,700 - INFO - LRs are now: 1.37e-05 2025-01-03 04:54:22,782 - INFO - LRs are now: 1.37e-05 2025-01-03 04:54:22,841 - INFO - LRs are now: 1.37e-05 2025-01-03 04:54:22,897 - INFO - LRs are now: 1.37e-05 2025-01-03 04:54:23,044 - INFO - LRs are now: 1.37e-05 2025-01-03 04:54:23,157 - INFO - LRs are now: 1.37e-05 2025-01-03 04:54:23,208 - INFO - LRs are now: 1.37e-05 2025-01-03 04:54:23,334 - INFO - LRs are now: 1.37e-05 2025-01-03 04:54:23,468 - INFO - LRs are now: 1.37e-05 2025-01-03 04:54:23,586 - INFO - LRs are now: 1.37e-05 2025-01-03 04:54:23,753 - INFO - LRs are now: 1.37e-05 2025-01-03 04:54:23,875 - INFO - LRs are now: 1.37e-05 2025-01-03 04:54:23,938 - INFO - LRs are now: 1.37e-05 2025-01-03 04:54:24,016 - INFO - LRs are now: 1.37e-05 2025-01-03 04:54:24,079 - INFO - LRs are now: 1.37e-05 2025-01-03 04:54:24,133 - INFO - LRs are now: 1.37e-05 2025-01-03 04:54:24,265 - INFO - LRs are now: 1.37e-05 2025-01-03 04:54:24,379 - INFO - LRs are now: 1.37e-05 2025-01-03 04:54:24,430 - INFO - LRs are now: 1.37e-05 2025-01-03 04:54:24,492 - INFO - LRs are now: 1.37e-05 2025-01-03 04:54:24,548 - INFO - LRs are now: 1.37e-05 2025-01-03 04:54:24,611 - INFO - LRs are now: 1.36e-05 2025-01-03 04:54:24,665 - INFO - LRs are now: 1.36e-05 2025-01-03 04:54:24,773 - INFO - LRs are now: 1.36e-05 2025-01-03 04:54:24,882 - INFO - LRs are now: 1.36e-05 2025-01-03 04:54:24,958 - INFO - LRs are now: 1.36e-05 2025-01-03 04:54:25,020 - INFO - LRs are now: 1.36e-05 2025-01-03 04:54:25,073 - INFO - LRs are now: 1.36e-05 2025-01-03 04:54:25,137 - INFO - LRs are now: 1.36e-05 2025-01-03 04:54:25,197 - INFO - LRs are now: 1.36e-05 2025-01-03 04:54:25,272 - INFO - LRs are now: 1.36e-05 2025-01-03 04:54:25,335 - INFO - LRs are now: 1.36e-05 2025-01-03 04:54:25,399 - INFO - LRs are now: 1.36e-05 2025-01-03 04:54:25,456 - INFO - LRs are now: 1.36e-05 2025-01-03 04:54:25,543 - INFO - LRs are now: 1.36e-05 2025-01-03 04:54:25,616 - INFO - LRs are now: 1.36e-05 2025-01-03 04:54:25,752 - INFO - LRs are now: 1.36e-05 2025-01-03 04:54:25,860 - INFO - LRs are now: 1.36e-05 2025-01-03 04:54:25,939 - INFO - LRs are now: 1.36e-05 2025-01-03 04:54:26,002 - INFO - LRs are now: 1.36e-05 2025-01-03 04:54:26,065 - INFO - LRs are now: 1.36e-05 2025-01-03 04:54:26,136 - INFO - LRs are now: 1.36e-05 2025-01-03 04:54:26,191 - INFO - LRs are now: 1.36e-05 2025-01-03 04:54:26,238 - INFO - LRs are now: 1.36e-05 2025-01-03 04:54:26,302 - INFO - LRs are now: 1.36e-05 2025-01-03 04:54:26,362 - INFO - LRs are now: 1.36e-05 2025-01-03 04:54:26,422 - INFO - LRs are now: 1.36e-05 2025-01-03 04:54:26,514 - INFO - LRs are now: 1.36e-05 2025-01-03 04:54:26,602 - INFO - LRs are now: 1.36e-05 2025-01-03 04:54:26,666 - INFO - LRs are now: 1.36e-05 2025-01-03 04:54:26,720 - INFO - LRs are now: 1.36e-05 2025-01-03 04:54:26,859 - INFO - LRs are now: 1.36e-05 2025-01-03 04:54:27,035 - INFO - LRs are now: 1.36e-05 2025-01-03 04:54:27,128 - INFO - LRs are now: 1.36e-05 2025-01-03 04:54:27,195 - INFO - LRs are now: 1.36e-05 2025-01-03 04:54:27,258 - INFO - LRs are now: 1.36e-05 2025-01-03 04:54:27,328 - INFO - LRs are now: 1.36e-05 2025-01-03 04:54:27,389 - INFO - LRs are now: 1.36e-05 2025-01-03 04:54:27,439 - INFO - LRs are now: 1.36e-05 2025-01-03 04:54:27,490 - INFO - LRs are now: 1.36e-05 2025-01-03 04:54:27,559 - INFO - LRs are now: 1.36e-05 2025-01-03 04:54:27,694 - INFO - LRs are now: 1.36e-05 2025-01-03 04:54:27,826 - INFO - LRs are now: 1.36e-05 2025-01-03 04:54:27,904 - INFO - LRs are now: 1.36e-05 2025-01-03 04:54:27,963 - INFO - LRs are now: 1.36e-05 2025-01-03 04:54:28,021 - INFO - LRs are now: 1.36e-05 2025-01-03 04:54:28,091 - INFO - LRs are now: 1.36e-05 2025-01-03 04:54:28,160 - INFO - LRs are now: 1.36e-05 2025-01-03 04:54:28,227 - INFO - LRs are now: 1.36e-05 2025-01-03 04:54:28,282 - INFO - LRs are now: 1.36e-05 2025-01-03 04:54:28,346 - INFO - LRs are now: 1.36e-05 2025-01-03 04:54:28,401 - INFO - LRs are now: 1.36e-05 2025-01-03 04:54:28,453 - INFO - LRs are now: 1.35e-05 2025-01-03 04:54:28,536 - INFO - LRs are now: 1.35e-05 2025-01-03 04:54:28,605 - INFO - LRs are now: 1.35e-05 2025-01-03 04:54:28,673 - INFO - LRs are now: 1.35e-05 2025-01-03 04:54:28,755 - INFO - LRs are now: 1.35e-05 2025-01-03 04:54:28,815 - INFO - LRs are now: 1.35e-05 2025-01-03 04:54:28,877 - INFO - LRs are now: 1.35e-05 2025-01-03 04:54:28,938 - INFO - LRs are now: 1.35e-05 2025-01-03 04:54:29,012 - INFO - LRs are now: 1.35e-05 2025-01-03 04:54:29,079 - INFO - LRs are now: 1.35e-05 2025-01-03 04:54:29,210 - INFO - LRs are now: 1.35e-05 2025-01-03 04:54:29,244 - INFO - Training epoch 14 finished. (Took 0.3 mins.) 2025-01-03 04:54:29,245 - INFO - loss_train: 67.22 2025-01-03 04:54:29,246 - INFO - upos-fscore_train: 91.27% 2025-01-03 04:54:29,248 - INFO - aggregate_train: 91.27% 2025-01-03 04:54:30,733 - INFO - Validation epoch 14 finished. (Took 0.0 mins.) 2025-01-03 04:54:30,734 - INFO - loss_valid: 9.392 2025-01-03 04:54:30,735 - INFO - upos-fscore_valid: 92.60% 2025-01-03 04:54:30,737 - INFO - aggregate_valid: 92.60% 2025-01-03 04:54:30,947 - INFO - LRs are now: 1.35e-05 2025-01-03 04:54:31,085 - INFO - LRs are now: 1.35e-05 2025-01-03 04:54:31,146 - INFO - LRs are now: 1.35e-05 2025-01-03 04:54:31,292 - INFO - LRs are now: 1.35e-05 2025-01-03 04:54:31,412 - INFO - LRs are now: 1.35e-05 2025-01-03 04:54:31,474 - INFO - LRs are now: 1.35e-05 2025-01-03 04:54:31,557 - INFO - LRs are now: 1.35e-05 2025-01-03 04:54:31,638 - INFO - LRs are now: 1.35e-05 2025-01-03 04:54:31,716 - INFO - LRs are now: 1.35e-05 2025-01-03 04:54:31,782 - INFO - LRs are now: 1.35e-05 2025-01-03 04:54:31,846 - INFO - LRs are now: 1.35e-05 2025-01-03 04:54:31,933 - INFO - LRs are now: 1.35e-05 2025-01-03 04:54:31,993 - INFO - LRs are now: 1.35e-05 2025-01-03 04:54:32,062 - INFO - LRs are now: 1.35e-05 2025-01-03 04:54:32,122 - INFO - LRs are now: 1.35e-05 2025-01-03 04:54:32,190 - INFO - LRs are now: 1.35e-05 2025-01-03 04:54:32,260 - INFO - LRs are now: 1.35e-05 2025-01-03 04:54:32,313 - INFO - LRs are now: 1.35e-05 2025-01-03 04:54:32,416 - INFO - LRs are now: 1.35e-05 2025-01-03 04:54:32,499 - INFO - LRs are now: 1.35e-05 2025-01-03 04:54:32,551 - INFO - LRs are now: 1.35e-05 2025-01-03 04:54:32,621 - INFO - LRs are now: 1.35e-05 2025-01-03 04:54:32,692 - INFO - LRs are now: 1.35e-05 2025-01-03 04:54:32,761 - INFO - LRs are now: 1.35e-05 2025-01-03 04:54:32,824 - INFO - LRs are now: 1.35e-05 2025-01-03 04:54:32,915 - INFO - LRs are now: 1.35e-05 2025-01-03 04:54:33,008 - INFO - LRs are now: 1.35e-05 2025-01-03 04:54:33,073 - INFO - LRs are now: 1.35e-05 2025-01-03 04:54:33,123 - INFO - LRs are now: 1.35e-05 2025-01-03 04:54:33,219 - INFO - LRs are now: 1.35e-05 2025-01-03 04:54:33,350 - INFO - LRs are now: 1.35e-05 2025-01-03 04:54:33,416 - INFO - LRs are now: 1.35e-05 2025-01-03 04:54:33,475 - INFO - LRs are now: 1.35e-05 2025-01-03 04:54:33,622 - INFO - LRs are now: 1.35e-05 2025-01-03 04:54:33,744 - INFO - LRs are now: 1.35e-05 2025-01-03 04:54:33,826 - INFO - LRs are now: 1.35e-05 2025-01-03 04:54:33,903 - INFO - LRs are now: 1.35e-05 2025-01-03 04:54:33,990 - INFO - LRs are now: 1.35e-05 2025-01-03 04:54:34,063 - INFO - LRs are now: 1.35e-05 2025-01-03 04:54:34,205 - INFO - LRs are now: 1.35e-05 2025-01-03 04:54:34,312 - INFO - LRs are now: 1.35e-05 2025-01-03 04:54:34,376 - INFO - LRs are now: 1.34e-05 2025-01-03 04:54:34,443 - INFO - LRs are now: 1.34e-05 2025-01-03 04:54:34,503 - INFO - LRs are now: 1.34e-05 2025-01-03 04:54:34,567 - INFO - LRs are now: 1.34e-05 2025-01-03 04:54:34,636 - INFO - LRs are now: 1.34e-05 2025-01-03 04:54:34,700 - INFO - LRs are now: 1.34e-05 2025-01-03 04:54:34,753 - INFO - LRs are now: 1.34e-05 2025-01-03 04:54:34,812 - INFO - LRs are now: 1.34e-05 2025-01-03 04:54:34,869 - INFO - LRs are now: 1.34e-05 2025-01-03 04:54:34,940 - INFO - LRs are now: 1.34e-05 2025-01-03 04:54:35,023 - INFO - LRs are now: 1.34e-05 2025-01-03 04:54:35,119 - INFO - LRs are now: 1.34e-05 2025-01-03 04:54:35,187 - INFO - LRs are now: 1.34e-05 2025-01-03 04:54:35,242 - INFO - LRs are now: 1.34e-05 2025-01-03 04:54:35,304 - INFO - LRs are now: 1.34e-05 2025-01-03 04:54:35,375 - INFO - LRs are now: 1.34e-05 2025-01-03 04:54:35,436 - INFO - LRs are now: 1.34e-05 2025-01-03 04:54:35,502 - INFO - LRs are now: 1.34e-05 2025-01-03 04:54:35,577 - INFO - LRs are now: 1.34e-05 2025-01-03 04:54:35,649 - INFO - LRs are now: 1.34e-05 2025-01-03 04:54:35,712 - INFO - LRs are now: 1.34e-05 2025-01-03 04:54:35,789 - INFO - LRs are now: 1.34e-05 2025-01-03 04:54:35,869 - INFO - LRs are now: 1.34e-05 2025-01-03 04:54:35,976 - INFO - LRs are now: 1.34e-05 2025-01-03 04:54:36,070 - INFO - LRs are now: 1.34e-05 2025-01-03 04:54:36,128 - INFO - LRs are now: 1.34e-05 2025-01-03 04:54:36,207 - INFO - LRs are now: 1.34e-05 2025-01-03 04:54:36,309 - INFO - LRs are now: 1.34e-05 2025-01-03 04:54:36,406 - INFO - LRs are now: 1.34e-05 2025-01-03 04:54:36,481 - INFO - LRs are now: 1.34e-05 2025-01-03 04:54:36,554 - INFO - LRs are now: 1.34e-05 2025-01-03 04:54:36,619 - INFO - LRs are now: 1.34e-05 2025-01-03 04:54:36,765 - INFO - LRs are now: 1.34e-05 2025-01-03 04:54:36,868 - INFO - LRs are now: 1.34e-05 2025-01-03 04:54:36,922 - INFO - LRs are now: 1.34e-05 2025-01-03 04:54:36,982 - INFO - LRs are now: 1.34e-05 2025-01-03 04:54:37,044 - INFO - LRs are now: 1.34e-05 2025-01-03 04:54:37,116 - INFO - LRs are now: 1.34e-05 2025-01-03 04:54:37,200 - INFO - LRs are now: 1.34e-05 2025-01-03 04:54:37,274 - INFO - LRs are now: 1.34e-05 2025-01-03 04:54:37,334 - INFO - LRs are now: 1.34e-05 2025-01-03 04:54:37,397 - INFO - LRs are now: 1.34e-05 2025-01-03 04:54:37,502 - INFO - LRs are now: 1.34e-05 2025-01-03 04:54:37,598 - INFO - LRs are now: 1.34e-05 2025-01-03 04:54:37,675 - INFO - LRs are now: 1.34e-05 2025-01-03 04:54:37,752 - INFO - LRs are now: 1.34e-05 2025-01-03 04:54:37,830 - INFO - LRs are now: 1.34e-05 2025-01-03 04:54:37,909 - INFO - LRs are now: 1.34e-05 2025-01-03 04:54:37,985 - INFO - LRs are now: 1.34e-05 2025-01-03 04:54:38,050 - INFO - LRs are now: 1.34e-05 2025-01-03 04:54:38,118 - INFO - LRs are now: 1.34e-05 2025-01-03 04:54:38,227 - INFO - LRs are now: 1.34e-05 2025-01-03 04:54:38,333 - INFO - LRs are now: 1.34e-05 2025-01-03 04:54:38,396 - INFO - LRs are now: 1.34e-05 2025-01-03 04:54:38,482 - INFO - LRs are now: 1.33e-05 2025-01-03 04:54:38,551 - INFO - LRs are now: 1.33e-05 2025-01-03 04:54:38,613 - INFO - LRs are now: 1.33e-05 2025-01-03 04:54:38,768 - INFO - LRs are now: 1.33e-05 2025-01-03 04:54:38,872 - INFO - LRs are now: 1.33e-05 2025-01-03 04:54:38,921 - INFO - LRs are now: 1.33e-05 2025-01-03 04:54:38,979 - INFO - LRs are now: 1.33e-05 2025-01-03 04:54:39,108 - INFO - LRs are now: 1.33e-05 2025-01-03 04:54:39,196 - INFO - LRs are now: 1.33e-05 2025-01-03 04:54:39,246 - INFO - LRs are now: 1.33e-05 2025-01-03 04:54:39,299 - INFO - LRs are now: 1.33e-05 2025-01-03 04:54:39,367 - INFO - LRs are now: 1.33e-05 2025-01-03 04:54:39,449 - INFO - LRs are now: 1.33e-05 2025-01-03 04:54:39,518 - INFO - LRs are now: 1.33e-05 2025-01-03 04:54:39,575 - INFO - LRs are now: 1.33e-05 2025-01-03 04:54:39,652 - INFO - LRs are now: 1.33e-05 2025-01-03 04:54:39,748 - INFO - LRs are now: 1.33e-05 2025-01-03 04:54:39,812 - INFO - LRs are now: 1.33e-05 2025-01-03 04:54:39,908 - INFO - LRs are now: 1.33e-05 2025-01-03 04:54:39,977 - INFO - LRs are now: 1.33e-05 2025-01-03 04:54:40,026 - INFO - LRs are now: 1.33e-05 2025-01-03 04:54:40,086 - INFO - LRs are now: 1.33e-05 2025-01-03 04:54:40,166 - INFO - LRs are now: 1.33e-05 2025-01-03 04:54:40,241 - INFO - LRs are now: 1.33e-05 2025-01-03 04:54:40,301 - INFO - LRs are now: 1.33e-05 2025-01-03 04:54:40,362 - INFO - LRs are now: 1.33e-05 2025-01-03 04:54:40,421 - INFO - LRs are now: 1.33e-05 2025-01-03 04:54:40,478 - INFO - LRs are now: 1.33e-05 2025-01-03 04:54:40,574 - INFO - LRs are now: 1.33e-05 2025-01-03 04:54:40,661 - INFO - LRs are now: 1.33e-05 2025-01-03 04:54:40,731 - INFO - LRs are now: 1.33e-05 2025-01-03 04:54:40,840 - INFO - LRs are now: 1.33e-05 2025-01-03 04:54:40,926 - INFO - LRs are now: 1.33e-05 2025-01-03 04:54:40,980 - INFO - LRs are now: 1.33e-05 2025-01-03 04:54:41,044 - INFO - LRs are now: 1.33e-05 2025-01-03 04:54:41,112 - INFO - LRs are now: 1.33e-05 2025-01-03 04:54:41,222 - INFO - LRs are now: 1.33e-05 2025-01-03 04:54:41,332 - INFO - LRs are now: 1.33e-05 2025-01-03 04:54:41,403 - INFO - LRs are now: 1.33e-05 2025-01-03 04:54:41,470 - INFO - LRs are now: 1.33e-05 2025-01-03 04:54:41,561 - INFO - LRs are now: 1.33e-05 2025-01-03 04:54:41,631 - INFO - LRs are now: 1.33e-05 2025-01-03 04:54:41,705 - INFO - LRs are now: 1.33e-05 2025-01-03 04:54:41,767 - INFO - LRs are now: 1.33e-05 2025-01-03 04:54:41,876 - INFO - LRs are now: 1.33e-05 2025-01-03 04:54:41,969 - INFO - LRs are now: 1.33e-05 2025-01-03 04:54:42,035 - INFO - LRs are now: 1.33e-05 2025-01-03 04:54:42,098 - INFO - LRs are now: 1.33e-05 2025-01-03 04:54:42,153 - INFO - LRs are now: 1.33e-05 2025-01-03 04:54:42,283 - INFO - LRs are now: 1.33e-05 2025-01-03 04:54:42,385 - INFO - LRs are now: 1.33e-05 2025-01-03 04:54:42,502 - INFO - LRs are now: 1.33e-05 2025-01-03 04:54:42,597 - INFO - LRs are now: 1.33e-05 2025-01-03 04:54:42,660 - INFO - LRs are now: 1.33e-05 2025-01-03 04:54:42,723 - INFO - LRs are now: 1.32e-05 2025-01-03 04:54:42,781 - INFO - LRs are now: 1.32e-05 2025-01-03 04:54:42,838 - INFO - LRs are now: 1.32e-05 2025-01-03 04:54:42,889 - INFO - LRs are now: 1.32e-05 2025-01-03 04:54:42,942 - INFO - LRs are now: 1.32e-05 2025-01-03 04:54:43,071 - INFO - LRs are now: 1.32e-05 2025-01-03 04:54:43,241 - INFO - LRs are now: 1.32e-05 2025-01-03 04:54:43,333 - INFO - LRs are now: 1.32e-05 2025-01-03 04:54:43,398 - INFO - LRs are now: 1.32e-05 2025-01-03 04:54:43,453 - INFO - LRs are now: 1.32e-05 2025-01-03 04:54:43,512 - INFO - LRs are now: 1.32e-05 2025-01-03 04:54:43,581 - INFO - LRs are now: 1.32e-05 2025-01-03 04:54:43,727 - INFO - LRs are now: 1.32e-05 2025-01-03 04:54:43,847 - INFO - LRs are now: 1.32e-05 2025-01-03 04:54:43,903 - INFO - LRs are now: 1.32e-05 2025-01-03 04:54:43,956 - INFO - LRs are now: 1.32e-05 2025-01-03 04:54:44,022 - INFO - LRs are now: 1.32e-05 2025-01-03 04:54:44,114 - INFO - LRs are now: 1.32e-05 2025-01-03 04:54:44,198 - INFO - LRs are now: 1.32e-05 2025-01-03 04:54:44,270 - INFO - LRs are now: 1.32e-05 2025-01-03 04:54:44,341 - INFO - LRs are now: 1.32e-05 2025-01-03 04:54:44,437 - INFO - LRs are now: 1.32e-05 2025-01-03 04:54:44,510 - INFO - LRs are now: 1.32e-05 2025-01-03 04:54:44,588 - INFO - LRs are now: 1.32e-05 2025-01-03 04:54:44,665 - INFO - LRs are now: 1.32e-05 2025-01-03 04:54:44,723 - INFO - LRs are now: 1.32e-05 2025-01-03 04:54:44,797 - INFO - LRs are now: 1.32e-05 2025-01-03 04:54:44,865 - INFO - LRs are now: 1.32e-05 2025-01-03 04:54:44,966 - INFO - LRs are now: 1.32e-05 2025-01-03 04:54:45,079 - INFO - LRs are now: 1.32e-05 2025-01-03 04:54:45,154 - INFO - LRs are now: 1.32e-05 2025-01-03 04:54:45,284 - INFO - LRs are now: 1.32e-05 2025-01-03 04:54:45,376 - INFO - LRs are now: 1.32e-05 2025-01-03 04:54:45,474 - INFO - LRs are now: 1.32e-05 2025-01-03 04:54:45,598 - INFO - LRs are now: 1.32e-05 2025-01-03 04:54:45,682 - INFO - LRs are now: 1.32e-05 2025-01-03 04:54:45,741 - INFO - LRs are now: 1.32e-05 2025-01-03 04:54:45,789 - INFO - LRs are now: 1.32e-05 2025-01-03 04:54:45,844 - INFO - LRs are now: 1.32e-05 2025-01-03 04:54:45,926 - INFO - LRs are now: 1.32e-05 2025-01-03 04:54:46,005 - INFO - LRs are now: 1.32e-05 2025-01-03 04:54:46,068 - INFO - LRs are now: 1.32e-05 2025-01-03 04:54:46,123 - INFO - LRs are now: 1.32e-05 2025-01-03 04:54:46,196 - INFO - LRs are now: 1.32e-05 2025-01-03 04:54:46,260 - INFO - LRs are now: 1.32e-05 2025-01-03 04:54:46,312 - INFO - LRs are now: 1.32e-05 2025-01-03 04:54:46,414 - INFO - LRs are now: 1.32e-05 2025-01-03 04:54:46,541 - INFO - LRs are now: 1.32e-05 2025-01-03 04:54:46,640 - INFO - LRs are now: 1.32e-05 2025-01-03 04:54:46,791 - INFO - LRs are now: 1.32e-05 2025-01-03 04:54:46,891 - INFO - LRs are now: 1.32e-05 2025-01-03 04:54:46,946 - INFO - LRs are now: 1.32e-05 2025-01-03 04:54:47,002 - INFO - LRs are now: 1.32e-05 2025-01-03 04:54:47,069 - INFO - LRs are now: 1.32e-05 2025-01-03 04:54:47,193 - INFO - LRs are now: 1.32e-05 2025-01-03 04:54:47,300 - INFO - LRs are now: 1.32e-05 2025-01-03 04:54:47,364 - INFO - LRs are now: 1.31e-05 2025-01-03 04:54:47,414 - INFO - LRs are now: 1.31e-05 2025-01-03 04:54:47,495 - INFO - LRs are now: 1.31e-05 2025-01-03 04:54:47,579 - INFO - LRs are now: 1.31e-05 2025-01-03 04:54:47,658 - INFO - LRs are now: 1.31e-05 2025-01-03 04:54:47,714 - INFO - LRs are now: 1.31e-05 2025-01-03 04:54:47,769 - INFO - LRs are now: 1.31e-05 2025-01-03 04:54:47,853 - INFO - LRs are now: 1.31e-05 2025-01-03 04:54:47,958 - INFO - LRs are now: 1.31e-05 2025-01-03 04:54:48,038 - INFO - LRs are now: 1.31e-05 2025-01-03 04:54:48,098 - INFO - LRs are now: 1.31e-05 2025-01-03 04:54:48,170 - INFO - LRs are now: 1.31e-05 2025-01-03 04:54:48,244 - INFO - LRs are now: 1.31e-05 2025-01-03 04:54:48,308 - INFO - LRs are now: 1.31e-05 2025-01-03 04:54:48,371 - INFO - LRs are now: 1.31e-05 2025-01-03 04:54:48,429 - INFO - LRs are now: 1.31e-05 2025-01-03 04:54:48,490 - INFO - LRs are now: 1.31e-05 2025-01-03 04:54:48,546 - INFO - LRs are now: 1.31e-05 2025-01-03 04:54:48,601 - INFO - LRs are now: 1.31e-05 2025-01-03 04:54:48,653 - INFO - LRs are now: 1.31e-05 2025-01-03 04:54:48,739 - INFO - LRs are now: 1.31e-05 2025-01-03 04:54:48,846 - INFO - LRs are now: 1.31e-05 2025-01-03 04:54:48,956 - INFO - LRs are now: 1.31e-05 2025-01-03 04:54:49,036 - INFO - LRs are now: 1.31e-05 2025-01-03 04:54:49,091 - INFO - LRs are now: 1.31e-05 2025-01-03 04:54:49,183 - INFO - LRs are now: 1.31e-05 2025-01-03 04:54:49,277 - INFO - LRs are now: 1.31e-05 2025-01-03 04:54:49,353 - INFO - LRs are now: 1.31e-05 2025-01-03 04:54:49,427 - INFO - LRs are now: 1.31e-05 2025-01-03 04:54:49,535 - INFO - LRs are now: 1.31e-05 2025-01-03 04:54:49,609 - INFO - LRs are now: 1.31e-05 2025-01-03 04:54:49,664 - INFO - LRs are now: 1.31e-05 2025-01-03 04:54:49,712 - INFO - LRs are now: 1.31e-05 2025-01-03 04:54:49,783 - INFO - LRs are now: 1.31e-05 2025-01-03 04:54:49,861 - INFO - LRs are now: 1.31e-05 2025-01-03 04:54:49,964 - INFO - LRs are now: 1.31e-05 2025-01-03 04:54:50,034 - INFO - LRs are now: 1.31e-05 2025-01-03 04:54:50,083 - INFO - LRs are now: 1.31e-05 2025-01-03 04:54:50,162 - INFO - LRs are now: 1.31e-05 2025-01-03 04:54:50,224 - INFO - LRs are now: 1.31e-05 2025-01-03 04:54:50,282 - INFO - LRs are now: 1.31e-05 2025-01-03 04:54:50,342 - INFO - LRs are now: 1.31e-05 2025-01-03 04:54:50,417 - INFO - LRs are now: 1.31e-05 2025-01-03 04:54:50,486 - INFO - LRs are now: 1.31e-05 2025-01-03 04:54:50,549 - INFO - LRs are now: 1.31e-05 2025-01-03 04:54:50,584 - INFO - Training epoch 15 finished. (Took 0.3 mins.) 2025-01-03 04:54:50,585 - INFO - loss_train: 66.71 2025-01-03 04:54:50,586 - INFO - upos-fscore_train: 91.40% 2025-01-03 04:54:50,587 - INFO - aggregate_train: 91.40% 2025-01-03 04:54:52,024 - INFO - Validation epoch 15 finished. (Took 0.0 mins.) 2025-01-03 04:54:52,025 - INFO - loss_valid: 9.748 2025-01-03 04:54:52,027 - INFO - upos-fscore_valid: 92.43% 2025-01-03 04:54:52,028 - INFO - aggregate_valid: 92.43% 2025-01-03 04:54:52,260 - INFO - LRs are now: 1.31e-05 2025-01-03 04:54:52,362 - INFO - LRs are now: 1.31e-05 2025-01-03 04:54:52,432 - INFO - LRs are now: 1.31e-05 2025-01-03 04:54:52,526 - INFO - LRs are now: 1.31e-05 2025-01-03 04:54:52,590 - INFO - LRs are now: 1.31e-05 2025-01-03 04:54:52,647 - INFO - LRs are now: 1.31e-05 2025-01-03 04:54:52,704 - INFO - LRs are now: 1.31e-05 2025-01-03 04:54:52,773 - INFO - LRs are now: 1.31e-05 2025-01-03 04:54:52,867 - INFO - LRs are now: 1.31e-05 2025-01-03 04:54:52,947 - INFO - LRs are now: 1.31e-05 2025-01-03 04:54:53,023 - INFO - LRs are now: 1.31e-05 2025-01-03 04:54:53,088 - INFO - LRs are now: 1.31e-05 2025-01-03 04:54:53,147 - INFO - LRs are now: 1.30e-05 2025-01-03 04:54:53,218 - INFO - LRs are now: 1.30e-05 2025-01-03 04:54:53,295 - INFO - LRs are now: 1.30e-05 2025-01-03 04:54:53,387 - INFO - LRs are now: 1.30e-05 2025-01-03 04:54:53,462 - INFO - LRs are now: 1.30e-05 2025-01-03 04:54:53,534 - INFO - LRs are now: 1.30e-05 2025-01-03 04:54:53,608 - INFO - LRs are now: 1.30e-05 2025-01-03 04:54:53,661 - INFO - LRs are now: 1.30e-05 2025-01-03 04:54:53,749 - INFO - LRs are now: 1.30e-05 2025-01-03 04:54:53,816 - INFO - LRs are now: 1.30e-05 2025-01-03 04:54:53,875 - INFO - LRs are now: 1.30e-05 2025-01-03 04:54:53,947 - INFO - LRs are now: 1.30e-05 2025-01-03 04:54:54,090 - INFO - LRs are now: 1.30e-05 2025-01-03 04:54:54,196 - INFO - LRs are now: 1.30e-05 2025-01-03 04:54:54,284 - INFO - LRs are now: 1.30e-05 2025-01-03 04:54:54,370 - INFO - LRs are now: 1.30e-05 2025-01-03 04:54:54,449 - INFO - LRs are now: 1.30e-05 2025-01-03 04:54:54,511 - INFO - LRs are now: 1.30e-05 2025-01-03 04:54:54,592 - INFO - LRs are now: 1.30e-05 2025-01-03 04:54:54,669 - INFO - LRs are now: 1.30e-05 2025-01-03 04:54:54,738 - INFO - LRs are now: 1.30e-05 2025-01-03 04:54:54,809 - INFO - LRs are now: 1.30e-05 2025-01-03 04:54:54,937 - INFO - LRs are now: 1.30e-05 2025-01-03 04:54:55,035 - INFO - LRs are now: 1.30e-05 2025-01-03 04:54:55,109 - INFO - LRs are now: 1.30e-05 2025-01-03 04:54:55,236 - INFO - LRs are now: 1.30e-05 2025-01-03 04:54:55,400 - INFO - LRs are now: 1.30e-05 2025-01-03 04:54:55,520 - INFO - LRs are now: 1.30e-05 2025-01-03 04:54:55,582 - INFO - LRs are now: 1.30e-05 2025-01-03 04:54:55,644 - INFO - LRs are now: 1.30e-05 2025-01-03 04:54:55,749 - INFO - LRs are now: 1.30e-05 2025-01-03 04:54:55,839 - INFO - LRs are now: 1.30e-05 2025-01-03 04:54:55,910 - INFO - LRs are now: 1.30e-05 2025-01-03 04:54:56,003 - INFO - LRs are now: 1.30e-05 2025-01-03 04:54:56,125 - INFO - LRs are now: 1.30e-05 2025-01-03 04:54:56,210 - INFO - LRs are now: 1.30e-05 2025-01-03 04:54:56,298 - INFO - LRs are now: 1.30e-05 2025-01-03 04:54:56,363 - INFO - LRs are now: 1.30e-05 2025-01-03 04:54:56,415 - INFO - LRs are now: 1.30e-05 2025-01-03 04:54:56,481 - INFO - LRs are now: 1.30e-05 2025-01-03 04:54:56,581 - INFO - LRs are now: 1.30e-05 2025-01-03 04:54:56,654 - INFO - LRs are now: 1.30e-05 2025-01-03 04:54:56,764 - INFO - LRs are now: 1.30e-05 2025-01-03 04:54:56,849 - INFO - LRs are now: 1.30e-05 2025-01-03 04:54:56,910 - INFO - LRs are now: 1.30e-05 2025-01-03 04:54:56,982 - INFO - LRs are now: 1.30e-05 2025-01-03 04:54:57,053 - INFO - LRs are now: 1.30e-05 2025-01-03 04:54:57,127 - INFO - LRs are now: 1.30e-05 2025-01-03 04:54:57,212 - INFO - LRs are now: 1.30e-05 2025-01-03 04:54:57,289 - INFO - LRs are now: 1.30e-05 2025-01-03 04:54:57,357 - INFO - LRs are now: 1.30e-05 2025-01-03 04:54:57,418 - INFO - LRs are now: 1.30e-05 2025-01-03 04:54:57,505 - INFO - LRs are now: 1.30e-05 2025-01-03 04:54:57,576 - INFO - LRs are now: 1.30e-05 2025-01-03 04:54:57,656 - INFO - LRs are now: 1.30e-05 2025-01-03 04:54:57,731 - INFO - LRs are now: 1.30e-05 2025-01-03 04:54:57,792 - INFO - LRs are now: 1.30e-05 2025-01-03 04:54:57,905 - INFO - LRs are now: 1.30e-05 2025-01-03 04:54:58,008 - INFO - LRs are now: 1.29e-05 2025-01-03 04:54:58,071 - INFO - LRs are now: 1.29e-05 2025-01-03 04:54:58,148 - INFO - LRs are now: 1.29e-05 2025-01-03 04:54:58,221 - INFO - LRs are now: 1.29e-05 2025-01-03 04:54:58,275 - INFO - LRs are now: 1.29e-05 2025-01-03 04:54:58,339 - INFO - LRs are now: 1.29e-05 2025-01-03 04:54:58,397 - INFO - LRs are now: 1.29e-05 2025-01-03 04:54:58,455 - INFO - LRs are now: 1.29e-05 2025-01-03 04:54:58,513 - INFO - LRs are now: 1.29e-05 2025-01-03 04:54:58,575 - INFO - LRs are now: 1.29e-05 2025-01-03 04:54:58,638 - INFO - LRs are now: 1.29e-05 2025-01-03 04:54:58,693 - INFO - LRs are now: 1.29e-05 2025-01-03 04:54:58,742 - INFO - LRs are now: 1.29e-05 2025-01-03 04:54:58,871 - INFO - LRs are now: 1.29e-05 2025-01-03 04:54:58,964 - INFO - LRs are now: 1.29e-05 2025-01-03 04:54:59,029 - INFO - LRs are now: 1.29e-05 2025-01-03 04:54:59,125 - INFO - LRs are now: 1.29e-05 2025-01-03 04:54:59,203 - INFO - LRs are now: 1.29e-05 2025-01-03 04:54:59,260 - INFO - LRs are now: 1.29e-05 2025-01-03 04:54:59,338 - INFO - LRs are now: 1.29e-05 2025-01-03 04:54:59,410 - INFO - LRs are now: 1.29e-05 2025-01-03 04:54:59,474 - INFO - LRs are now: 1.29e-05 2025-01-03 04:54:59,555 - INFO - LRs are now: 1.29e-05 2025-01-03 04:54:59,629 - INFO - LRs are now: 1.29e-05 2025-01-03 04:54:59,685 - INFO - LRs are now: 1.29e-05 2025-01-03 04:54:59,761 - INFO - LRs are now: 1.29e-05 2025-01-03 04:54:59,829 - INFO - LRs are now: 1.29e-05 2025-01-03 04:54:59,890 - INFO - LRs are now: 1.29e-05 2025-01-03 04:54:59,975 - INFO - LRs are now: 1.29e-05 2025-01-03 04:55:00,047 - INFO - LRs are now: 1.29e-05 2025-01-03 04:55:00,110 - INFO - LRs are now: 1.29e-05 2025-01-03 04:55:00,177 - INFO - LRs are now: 1.29e-05 2025-01-03 04:55:00,237 - INFO - LRs are now: 1.29e-05 2025-01-03 04:55:00,291 - INFO - LRs are now: 1.29e-05 2025-01-03 04:55:00,420 - INFO - LRs are now: 1.29e-05 2025-01-03 04:55:00,536 - INFO - LRs are now: 1.29e-05 2025-01-03 04:55:00,609 - INFO - LRs are now: 1.29e-05 2025-01-03 04:55:00,727 - INFO - LRs are now: 1.29e-05 2025-01-03 04:55:00,809 - INFO - LRs are now: 1.29e-05 2025-01-03 04:55:00,870 - INFO - LRs are now: 1.29e-05 2025-01-03 04:55:00,931 - INFO - LRs are now: 1.29e-05 2025-01-03 04:55:00,985 - INFO - LRs are now: 1.29e-05 2025-01-03 04:55:01,079 - INFO - LRs are now: 1.29e-05 2025-01-03 04:55:01,146 - INFO - LRs are now: 1.29e-05 2025-01-03 04:55:01,204 - INFO - LRs are now: 1.29e-05 2025-01-03 04:55:01,270 - INFO - LRs are now: 1.29e-05 2025-01-03 04:55:01,360 - INFO - LRs are now: 1.29e-05 2025-01-03 04:55:01,438 - INFO - LRs are now: 1.29e-05 2025-01-03 04:55:01,496 - INFO - LRs are now: 1.29e-05 2025-01-03 04:55:01,547 - INFO - LRs are now: 1.29e-05 2025-01-03 04:55:01,606 - INFO - LRs are now: 1.29e-05 2025-01-03 04:55:01,666 - INFO - LRs are now: 1.29e-05 2025-01-03 04:55:01,732 - INFO - LRs are now: 1.29e-05 2025-01-03 04:55:01,795 - INFO - LRs are now: 1.29e-05 2025-01-03 04:55:01,858 - INFO - LRs are now: 1.29e-05 2025-01-03 04:55:01,912 - INFO - LRs are now: 1.29e-05 2025-01-03 04:55:01,966 - INFO - LRs are now: 1.29e-05 2025-01-03 04:55:02,018 - INFO - LRs are now: 1.29e-05 2025-01-03 04:55:02,083 - INFO - LRs are now: 1.29e-05 2025-01-03 04:55:02,142 - INFO - LRs are now: 1.28e-05 2025-01-03 04:55:02,243 - INFO - LRs are now: 1.28e-05 2025-01-03 04:55:02,325 - INFO - LRs are now: 1.28e-05 2025-01-03 04:55:02,418 - INFO - LRs are now: 1.28e-05 2025-01-03 04:55:02,491 - INFO - LRs are now: 1.28e-05 2025-01-03 04:55:02,568 - INFO - LRs are now: 1.28e-05 2025-01-03 04:55:02,634 - INFO - LRs are now: 1.28e-05 2025-01-03 04:55:02,702 - INFO - LRs are now: 1.28e-05 2025-01-03 04:55:02,766 - INFO - LRs are now: 1.28e-05 2025-01-03 04:55:02,856 - INFO - LRs are now: 1.28e-05 2025-01-03 04:55:02,989 - INFO - LRs are now: 1.28e-05 2025-01-03 04:55:03,094 - INFO - LRs are now: 1.28e-05 2025-01-03 04:55:03,183 - INFO - LRs are now: 1.28e-05 2025-01-03 04:55:03,292 - INFO - LRs are now: 1.28e-05 2025-01-03 04:55:03,371 - INFO - LRs are now: 1.28e-05 2025-01-03 04:55:03,444 - INFO - LRs are now: 1.28e-05 2025-01-03 04:55:03,551 - INFO - LRs are now: 1.28e-05 2025-01-03 04:55:03,651 - INFO - LRs are now: 1.28e-05 2025-01-03 04:55:03,719 - INFO - LRs are now: 1.28e-05 2025-01-03 04:55:03,769 - INFO - LRs are now: 1.28e-05 2025-01-03 04:55:03,899 - INFO - LRs are now: 1.28e-05 2025-01-03 04:55:04,025 - INFO - LRs are now: 1.28e-05 2025-01-03 04:55:04,088 - INFO - LRs are now: 1.28e-05 2025-01-03 04:55:04,139 - INFO - LRs are now: 1.28e-05 2025-01-03 04:55:04,187 - INFO - LRs are now: 1.28e-05 2025-01-03 04:55:04,239 - INFO - LRs are now: 1.28e-05 2025-01-03 04:55:04,348 - INFO - LRs are now: 1.28e-05 2025-01-03 04:55:04,504 - INFO - LRs are now: 1.28e-05 2025-01-03 04:55:04,604 - INFO - LRs are now: 1.28e-05 2025-01-03 04:55:04,662 - INFO - LRs are now: 1.28e-05 2025-01-03 04:55:04,715 - INFO - LRs are now: 1.28e-05 2025-01-03 04:55:04,826 - INFO - LRs are now: 1.28e-05 2025-01-03 04:55:04,910 - INFO - LRs are now: 1.28e-05 2025-01-03 04:55:04,978 - INFO - LRs are now: 1.28e-05 2025-01-03 04:55:05,088 - INFO - LRs are now: 1.28e-05 2025-01-03 04:55:05,175 - INFO - LRs are now: 1.28e-05 2025-01-03 04:55:05,231 - INFO - LRs are now: 1.28e-05 2025-01-03 04:55:05,310 - INFO - LRs are now: 1.28e-05 2025-01-03 04:55:05,373 - INFO - LRs are now: 1.28e-05 2025-01-03 04:55:05,439 - INFO - LRs are now: 1.28e-05 2025-01-03 04:55:05,510 - INFO - LRs are now: 1.28e-05 2025-01-03 04:55:05,575 - INFO - LRs are now: 1.28e-05 2025-01-03 04:55:05,710 - INFO - LRs are now: 1.28e-05 2025-01-03 04:55:05,885 - INFO - LRs are now: 1.28e-05 2025-01-03 04:55:06,008 - INFO - LRs are now: 1.28e-05 2025-01-03 04:55:06,063 - INFO - LRs are now: 1.28e-05 2025-01-03 04:55:06,111 - INFO - LRs are now: 1.28e-05 2025-01-03 04:55:06,247 - INFO - LRs are now: 1.28e-05 2025-01-03 04:55:06,344 - INFO - LRs are now: 1.28e-05 2025-01-03 04:55:06,414 - INFO - LRs are now: 1.28e-05 2025-01-03 04:55:06,489 - INFO - LRs are now: 1.28e-05 2025-01-03 04:55:06,542 - INFO - LRs are now: 1.28e-05 2025-01-03 04:55:06,595 - INFO - LRs are now: 1.28e-05 2025-01-03 04:55:06,646 - INFO - LRs are now: 1.28e-05 2025-01-03 04:55:06,696 - INFO - LRs are now: 1.28e-05 2025-01-03 04:55:06,752 - INFO - LRs are now: 1.28e-05 2025-01-03 04:55:06,812 - INFO - LRs are now: 1.28e-05 2025-01-03 04:55:06,876 - INFO - LRs are now: 1.28e-05 2025-01-03 04:55:06,942 - INFO - LRs are now: 1.28e-05 2025-01-03 04:55:07,000 - INFO - LRs are now: 1.28e-05 2025-01-03 04:55:07,060 - INFO - LRs are now: 1.28e-05 2025-01-03 04:55:07,171 - INFO - LRs are now: 1.27e-05 2025-01-03 04:55:07,250 - INFO - LRs are now: 1.27e-05 2025-01-03 04:55:07,303 - INFO - LRs are now: 1.27e-05 2025-01-03 04:55:07,404 - INFO - LRs are now: 1.27e-05 2025-01-03 04:55:07,512 - INFO - LRs are now: 1.27e-05 2025-01-03 04:55:07,583 - INFO - LRs are now: 1.27e-05 2025-01-03 04:55:07,643 - INFO - LRs are now: 1.27e-05 2025-01-03 04:55:07,701 - INFO - LRs are now: 1.27e-05 2025-01-03 04:55:07,774 - INFO - LRs are now: 1.27e-05 2025-01-03 04:55:07,832 - INFO - LRs are now: 1.27e-05 2025-01-03 04:55:07,881 - INFO - LRs are now: 1.27e-05 2025-01-03 04:55:07,930 - INFO - LRs are now: 1.27e-05 2025-01-03 04:55:08,033 - INFO - LRs are now: 1.27e-05 2025-01-03 04:55:08,139 - INFO - LRs are now: 1.27e-05 2025-01-03 04:55:08,211 - INFO - LRs are now: 1.27e-05 2025-01-03 04:55:08,289 - INFO - LRs are now: 1.27e-05 2025-01-03 04:55:08,378 - INFO - LRs are now: 1.27e-05 2025-01-03 04:55:08,462 - INFO - LRs are now: 1.27e-05 2025-01-03 04:55:08,524 - INFO - LRs are now: 1.27e-05 2025-01-03 04:55:08,579 - INFO - LRs are now: 1.27e-05 2025-01-03 04:55:08,638 - INFO - LRs are now: 1.27e-05 2025-01-03 04:55:08,775 - INFO - LRs are now: 1.27e-05 2025-01-03 04:55:08,907 - INFO - LRs are now: 1.27e-05 2025-01-03 04:55:08,980 - INFO - LRs are now: 1.27e-05 2025-01-03 04:55:09,053 - INFO - LRs are now: 1.27e-05 2025-01-03 04:55:09,138 - INFO - LRs are now: 1.27e-05 2025-01-03 04:55:09,262 - INFO - LRs are now: 1.27e-05 2025-01-03 04:55:09,349 - INFO - LRs are now: 1.27e-05 2025-01-03 04:55:09,421 - INFO - LRs are now: 1.27e-05 2025-01-03 04:55:09,485 - INFO - LRs are now: 1.27e-05 2025-01-03 04:55:09,549 - INFO - LRs are now: 1.27e-05 2025-01-03 04:55:09,623 - INFO - LRs are now: 1.27e-05 2025-01-03 04:55:09,686 - INFO - LRs are now: 1.27e-05 2025-01-03 04:55:09,745 - INFO - LRs are now: 1.27e-05 2025-01-03 04:55:09,798 - INFO - LRs are now: 1.27e-05 2025-01-03 04:55:09,860 - INFO - LRs are now: 1.27e-05 2025-01-03 04:55:09,915 - INFO - LRs are now: 1.27e-05 2025-01-03 04:55:10,019 - INFO - LRs are now: 1.27e-05 2025-01-03 04:55:10,096 - INFO - LRs are now: 1.27e-05 2025-01-03 04:55:10,151 - INFO - LRs are now: 1.27e-05 2025-01-03 04:55:10,219 - INFO - LRs are now: 1.27e-05 2025-01-03 04:55:10,284 - INFO - LRs are now: 1.27e-05 2025-01-03 04:55:10,337 - INFO - LRs are now: 1.27e-05 2025-01-03 04:55:10,411 - INFO - LRs are now: 1.27e-05 2025-01-03 04:55:10,469 - INFO - LRs are now: 1.27e-05 2025-01-03 04:55:10,563 - INFO - LRs are now: 1.27e-05 2025-01-03 04:55:10,642 - INFO - LRs are now: 1.27e-05 2025-01-03 04:55:10,708 - INFO - LRs are now: 1.27e-05 2025-01-03 04:55:10,779 - INFO - LRs are now: 1.27e-05 2025-01-03 04:55:10,835 - INFO - LRs are now: 1.27e-05 2025-01-03 04:55:10,904 - INFO - LRs are now: 1.27e-05 2025-01-03 04:55:10,992 - INFO - LRs are now: 1.27e-05 2025-01-03 04:55:11,092 - INFO - LRs are now: 1.27e-05 2025-01-03 04:55:11,194 - INFO - LRs are now: 1.27e-05 2025-01-03 04:55:11,274 - INFO - LRs are now: 1.27e-05 2025-01-03 04:55:11,360 - INFO - LRs are now: 1.27e-05 2025-01-03 04:55:11,433 - INFO - LRs are now: 1.27e-05 2025-01-03 04:55:11,519 - INFO - LRs are now: 1.27e-05 2025-01-03 04:55:11,617 - INFO - LRs are now: 1.27e-05 2025-01-03 04:55:11,685 - INFO - LRs are now: 1.27e-05 2025-01-03 04:55:11,720 - INFO - Training epoch 16 finished. (Took 0.3 mins.) 2025-01-03 04:55:11,721 - INFO - loss_train: 65.25 2025-01-03 04:55:11,722 - INFO - upos-fscore_train: 91.43% 2025-01-03 04:55:11,723 - INFO - aggregate_train: 91.43% 2025-01-03 04:55:13,173 - INFO - Validation epoch 16 finished. (Took 0.0 mins.) 2025-01-03 04:55:13,173 - INFO - loss_valid: 9.817 2025-01-03 04:55:13,175 - INFO - upos-fscore_valid: 92.62% 2025-01-03 04:55:13,176 - INFO - aggregate_valid: 92.62% 2025-01-03 04:55:13,399 - INFO - LRs are now: 1.27e-05 2025-01-03 04:55:13,537 - INFO - LRs are now: 1.27e-05 2025-01-03 04:55:13,619 - INFO - LRs are now: 1.27e-05 2025-01-03 04:55:13,686 - INFO - LRs are now: 1.26e-05 2025-01-03 04:55:13,750 - INFO - LRs are now: 1.26e-05 2025-01-03 04:55:13,831 - INFO - LRs are now: 1.26e-05 2025-01-03 04:55:13,911 - INFO - LRs are now: 1.26e-05 2025-01-03 04:55:13,965 - INFO - LRs are now: 1.26e-05 2025-01-03 04:55:14,035 - INFO - LRs are now: 1.26e-05 2025-01-03 04:55:14,112 - INFO - LRs are now: 1.26e-05 2025-01-03 04:55:14,172 - INFO - LRs are now: 1.26e-05 2025-01-03 04:55:14,235 - INFO - LRs are now: 1.26e-05 2025-01-03 04:55:14,321 - INFO - LRs are now: 1.26e-05 2025-01-03 04:55:14,389 - INFO - LRs are now: 1.26e-05 2025-01-03 04:55:14,455 - INFO - LRs are now: 1.26e-05 2025-01-03 04:55:14,508 - INFO - LRs are now: 1.26e-05 2025-01-03 04:55:14,647 - INFO - LRs are now: 1.26e-05 2025-01-03 04:55:14,746 - INFO - LRs are now: 1.26e-05 2025-01-03 04:55:14,800 - INFO - LRs are now: 1.26e-05 2025-01-03 04:55:14,870 - INFO - LRs are now: 1.26e-05 2025-01-03 04:55:14,943 - INFO - LRs are now: 1.26e-05 2025-01-03 04:55:15,017 - INFO - LRs are now: 1.26e-05 2025-01-03 04:55:15,088 - INFO - LRs are now: 1.26e-05 2025-01-03 04:55:15,150 - INFO - LRs are now: 1.26e-05 2025-01-03 04:55:15,215 - INFO - LRs are now: 1.26e-05 2025-01-03 04:55:15,275 - INFO - LRs are now: 1.26e-05 2025-01-03 04:55:15,335 - INFO - LRs are now: 1.26e-05 2025-01-03 04:55:15,391 - INFO - LRs are now: 1.26e-05 2025-01-03 04:55:15,453 - INFO - LRs are now: 1.26e-05 2025-01-03 04:55:15,528 - INFO - LRs are now: 1.26e-05 2025-01-03 04:55:15,582 - INFO - LRs are now: 1.26e-05 2025-01-03 04:55:15,631 - INFO - LRs are now: 1.26e-05 2025-01-03 04:55:15,682 - INFO - LRs are now: 1.26e-05 2025-01-03 04:55:15,766 - INFO - LRs are now: 1.26e-05 2025-01-03 04:55:15,920 - INFO - LRs are now: 1.26e-05 2025-01-03 04:55:16,027 - INFO - LRs are now: 1.26e-05 2025-01-03 04:55:16,082 - INFO - LRs are now: 1.26e-05 2025-01-03 04:55:16,157 - INFO - LRs are now: 1.26e-05 2025-01-03 04:55:16,238 - INFO - LRs are now: 1.26e-05 2025-01-03 04:55:16,310 - INFO - LRs are now: 1.26e-05 2025-01-03 04:55:16,382 - INFO - LRs are now: 1.26e-05 2025-01-03 04:55:16,472 - INFO - LRs are now: 1.26e-05 2025-01-03 04:55:16,535 - INFO - LRs are now: 1.26e-05 2025-01-03 04:55:16,630 - INFO - LRs are now: 1.26e-05 2025-01-03 04:55:16,712 - INFO - LRs are now: 1.26e-05 2025-01-03 04:55:16,819 - INFO - LRs are now: 1.26e-05 2025-01-03 04:55:16,944 - INFO - LRs are now: 1.26e-05 2025-01-03 04:55:17,030 - INFO - LRs are now: 1.26e-05 2025-01-03 04:55:17,097 - INFO - LRs are now: 1.26e-05 2025-01-03 04:55:17,237 - INFO - LRs are now: 1.26e-05 2025-01-03 04:55:17,350 - INFO - LRs are now: 1.26e-05 2025-01-03 04:55:17,461 - INFO - LRs are now: 1.26e-05 2025-01-03 04:55:17,553 - INFO - LRs are now: 1.26e-05 2025-01-03 04:55:17,619 - INFO - LRs are now: 1.26e-05 2025-01-03 04:55:17,715 - INFO - LRs are now: 1.26e-05 2025-01-03 04:55:17,782 - INFO - LRs are now: 1.26e-05 2025-01-03 04:55:17,843 - INFO - LRs are now: 1.26e-05 2025-01-03 04:55:17,899 - INFO - LRs are now: 1.26e-05 2025-01-03 04:55:17,984 - INFO - LRs are now: 1.26e-05 2025-01-03 04:55:18,055 - INFO - LRs are now: 1.26e-05 2025-01-03 04:55:18,123 - INFO - LRs are now: 1.26e-05 2025-01-03 04:55:18,178 - INFO - LRs are now: 1.26e-05 2025-01-03 04:55:18,244 - INFO - LRs are now: 1.26e-05 2025-01-03 04:55:18,302 - INFO - LRs are now: 1.26e-05 2025-01-03 04:55:18,364 - INFO - LRs are now: 1.26e-05 2025-01-03 04:55:18,431 - INFO - LRs are now: 1.26e-05 2025-01-03 04:55:18,488 - INFO - LRs are now: 1.26e-05 2025-01-03 04:55:18,550 - INFO - LRs are now: 1.25e-05 2025-01-03 04:55:18,651 - INFO - LRs are now: 1.25e-05 2025-01-03 04:55:18,801 - INFO - LRs are now: 1.25e-05 2025-01-03 04:55:18,911 - INFO - LRs are now: 1.25e-05 2025-01-03 04:55:19,012 - INFO - LRs are now: 1.25e-05 2025-01-03 04:55:19,097 - INFO - LRs are now: 1.25e-05 2025-01-03 04:55:19,154 - INFO - LRs are now: 1.25e-05 2025-01-03 04:55:19,219 - INFO - LRs are now: 1.25e-05 2025-01-03 04:55:19,276 - INFO - LRs are now: 1.25e-05 2025-01-03 04:55:19,350 - INFO - LRs are now: 1.25e-05 2025-01-03 04:55:19,423 - INFO - LRs are now: 1.25e-05 2025-01-03 04:55:19,486 - INFO - LRs are now: 1.25e-05 2025-01-03 04:55:19,544 - INFO - LRs are now: 1.25e-05 2025-01-03 04:55:19,679 - INFO - LRs are now: 1.25e-05 2025-01-03 04:55:19,777 - INFO - LRs are now: 1.25e-05 2025-01-03 04:55:19,919 - INFO - LRs are now: 1.25e-05 2025-01-03 04:55:20,046 - INFO - LRs are now: 1.25e-05 2025-01-03 04:55:20,171 - INFO - LRs are now: 1.25e-05 2025-01-03 04:55:20,342 - INFO - LRs are now: 1.25e-05 2025-01-03 04:55:20,489 - INFO - LRs are now: 1.25e-05 2025-01-03 04:55:20,596 - INFO - LRs are now: 1.25e-05 2025-01-03 04:55:20,660 - INFO - LRs are now: 1.25e-05 2025-01-03 04:55:20,732 - INFO - LRs are now: 1.25e-05 2025-01-03 04:55:20,795 - INFO - LRs are now: 1.25e-05 2025-01-03 04:55:20,855 - INFO - LRs are now: 1.25e-05 2025-01-03 04:55:20,936 - INFO - LRs are now: 1.25e-05 2025-01-03 04:55:21,005 - INFO - LRs are now: 1.25e-05 2025-01-03 04:55:21,080 - INFO - LRs are now: 1.25e-05 2025-01-03 04:55:21,182 - INFO - LRs are now: 1.25e-05 2025-01-03 04:55:21,283 - INFO - LRs are now: 1.25e-05 2025-01-03 04:55:21,362 - INFO - LRs are now: 1.25e-05 2025-01-03 04:55:21,505 - INFO - LRs are now: 1.25e-05 2025-01-03 04:55:21,608 - INFO - LRs are now: 1.25e-05 2025-01-03 04:55:21,698 - INFO - LRs are now: 1.25e-05 2025-01-03 04:55:21,795 - INFO - LRs are now: 1.25e-05 2025-01-03 04:55:21,924 - INFO - LRs are now: 1.25e-05 2025-01-03 04:55:22,024 - INFO - LRs are now: 1.25e-05 2025-01-03 04:55:22,085 - INFO - LRs are now: 1.25e-05 2025-01-03 04:55:22,210 - INFO - LRs are now: 1.25e-05 2025-01-03 04:55:22,313 - INFO - LRs are now: 1.25e-05 2025-01-03 04:55:22,366 - INFO - LRs are now: 1.25e-05 2025-01-03 04:55:22,421 - INFO - LRs are now: 1.25e-05 2025-01-03 04:55:22,502 - INFO - LRs are now: 1.25e-05 2025-01-03 04:55:22,564 - INFO - LRs are now: 1.25e-05 2025-01-03 04:55:22,643 - INFO - LRs are now: 1.25e-05 2025-01-03 04:55:22,770 - INFO - LRs are now: 1.25e-05 2025-01-03 04:55:22,853 - INFO - LRs are now: 1.25e-05 2025-01-03 04:55:22,903 - INFO - LRs are now: 1.25e-05 2025-01-03 04:55:22,966 - INFO - LRs are now: 1.25e-05 2025-01-03 04:55:23,027 - INFO - LRs are now: 1.25e-05 2025-01-03 04:55:23,083 - INFO - LRs are now: 1.25e-05 2025-01-03 04:55:23,144 - INFO - LRs are now: 1.25e-05 2025-01-03 04:55:23,214 - INFO - LRs are now: 1.25e-05 2025-01-03 04:55:23,276 - INFO - LRs are now: 1.25e-05 2025-01-03 04:55:23,335 - INFO - LRs are now: 1.25e-05 2025-01-03 04:55:23,392 - INFO - LRs are now: 1.25e-05 2025-01-03 04:55:23,451 - INFO - LRs are now: 1.25e-05 2025-01-03 04:55:23,524 - INFO - LRs are now: 1.25e-05 2025-01-03 04:55:23,591 - INFO - LRs are now: 1.25e-05 2025-01-03 04:55:23,667 - INFO - LRs are now: 1.25e-05 2025-01-03 04:55:23,817 - INFO - LRs are now: 1.25e-05 2025-01-03 04:55:23,940 - INFO - LRs are now: 1.25e-05 2025-01-03 04:55:24,007 - INFO - LRs are now: 1.25e-05 2025-01-03 04:55:24,057 - INFO - LRs are now: 1.25e-05 2025-01-03 04:55:24,134 - INFO - LRs are now: 1.25e-05 2025-01-03 04:55:24,199 - INFO - LRs are now: 1.24e-05 2025-01-03 04:55:24,251 - INFO - LRs are now: 1.24e-05 2025-01-03 04:55:24,301 - INFO - LRs are now: 1.24e-05 2025-01-03 04:55:24,362 - INFO - LRs are now: 1.24e-05 2025-01-03 04:55:24,419 - INFO - LRs are now: 1.24e-05 2025-01-03 04:55:24,472 - INFO - LRs are now: 1.24e-05 2025-01-03 04:55:24,525 - INFO - LRs are now: 1.24e-05 2025-01-03 04:55:24,639 - INFO - LRs are now: 1.24e-05 2025-01-03 04:55:24,762 - INFO - LRs are now: 1.24e-05 2025-01-03 04:55:24,836 - INFO - LRs are now: 1.24e-05 2025-01-03 04:55:24,907 - INFO - LRs are now: 1.24e-05 2025-01-03 04:55:24,980 - INFO - LRs are now: 1.24e-05 2025-01-03 04:55:25,060 - INFO - LRs are now: 1.24e-05 2025-01-03 04:55:25,163 - INFO - LRs are now: 1.24e-05 2025-01-03 04:55:25,231 - INFO - LRs are now: 1.24e-05 2025-01-03 04:55:25,293 - INFO - LRs are now: 1.24e-05 2025-01-03 04:55:25,351 - INFO - LRs are now: 1.24e-05 2025-01-03 04:55:25,481 - INFO - LRs are now: 1.24e-05 2025-01-03 04:55:25,592 - INFO - LRs are now: 1.24e-05 2025-01-03 04:55:25,649 - INFO - LRs are now: 1.24e-05 2025-01-03 04:55:25,707 - INFO - LRs are now: 1.24e-05 2025-01-03 04:55:25,760 - INFO - LRs are now: 1.24e-05 2025-01-03 04:55:25,881 - INFO - LRs are now: 1.24e-05 2025-01-03 04:55:25,977 - INFO - LRs are now: 1.24e-05 2025-01-03 04:55:26,060 - INFO - LRs are now: 1.24e-05 2025-01-03 04:55:26,129 - INFO - LRs are now: 1.24e-05 2025-01-03 04:55:26,196 - INFO - LRs are now: 1.24e-05 2025-01-03 04:55:26,248 - INFO - LRs are now: 1.24e-05 2025-01-03 04:55:26,300 - INFO - LRs are now: 1.24e-05 2025-01-03 04:55:26,368 - INFO - LRs are now: 1.24e-05 2025-01-03 04:55:26,447 - INFO - LRs are now: 1.24e-05 2025-01-03 04:55:26,512 - INFO - LRs are now: 1.24e-05 2025-01-03 04:55:26,574 - INFO - LRs are now: 1.24e-05 2025-01-03 04:55:26,625 - INFO - LRs are now: 1.24e-05 2025-01-03 04:55:26,691 - INFO - LRs are now: 1.24e-05 2025-01-03 04:55:26,789 - INFO - LRs are now: 1.24e-05 2025-01-03 04:55:26,871 - INFO - LRs are now: 1.24e-05 2025-01-03 04:55:26,931 - INFO - LRs are now: 1.24e-05 2025-01-03 04:55:27,021 - INFO - LRs are now: 1.24e-05 2025-01-03 04:55:27,134 - INFO - LRs are now: 1.24e-05 2025-01-03 04:55:27,247 - INFO - LRs are now: 1.24e-05 2025-01-03 04:55:27,329 - INFO - LRs are now: 1.24e-05 2025-01-03 04:55:27,411 - INFO - LRs are now: 1.24e-05 2025-01-03 04:55:27,504 - INFO - LRs are now: 1.24e-05 2025-01-03 04:55:27,572 - INFO - LRs are now: 1.24e-05 2025-01-03 04:55:27,645 - INFO - LRs are now: 1.24e-05 2025-01-03 04:55:27,706 - INFO - LRs are now: 1.24e-05 2025-01-03 04:55:27,769 - INFO - LRs are now: 1.24e-05 2025-01-03 04:55:27,830 - INFO - LRs are now: 1.24e-05 2025-01-03 04:55:27,888 - INFO - LRs are now: 1.24e-05 2025-01-03 04:55:27,951 - INFO - LRs are now: 1.24e-05 2025-01-03 04:55:28,057 - INFO - LRs are now: 1.24e-05 2025-01-03 04:55:28,148 - INFO - LRs are now: 1.24e-05 2025-01-03 04:55:28,218 - INFO - LRs are now: 1.24e-05 2025-01-03 04:55:28,307 - INFO - LRs are now: 1.24e-05 2025-01-03 04:55:28,384 - INFO - LRs are now: 1.24e-05 2025-01-03 04:55:28,438 - INFO - LRs are now: 1.24e-05 2025-01-03 04:55:28,497 - INFO - LRs are now: 1.24e-05 2025-01-03 04:55:28,600 - INFO - LRs are now: 1.24e-05 2025-01-03 04:55:28,731 - INFO - LRs are now: 1.24e-05 2025-01-03 04:55:28,822 - INFO - LRs are now: 1.24e-05 2025-01-03 04:55:28,878 - INFO - LRs are now: 1.24e-05 2025-01-03 04:55:28,943 - INFO - LRs are now: 1.24e-05 2025-01-03 04:55:29,004 - INFO - LRs are now: 1.24e-05 2025-01-03 04:55:29,059 - INFO - LRs are now: 1.24e-05 2025-01-03 04:55:29,126 - INFO - LRs are now: 1.24e-05 2025-01-03 04:55:29,201 - INFO - LRs are now: 1.24e-05 2025-01-03 04:55:29,259 - INFO - LRs are now: 1.24e-05 2025-01-03 04:55:29,357 - INFO - LRs are now: 1.23e-05 2025-01-03 04:55:29,458 - INFO - LRs are now: 1.23e-05 2025-01-03 04:55:29,527 - INFO - LRs are now: 1.23e-05 2025-01-03 04:55:29,577 - INFO - LRs are now: 1.23e-05 2025-01-03 04:55:29,632 - INFO - LRs are now: 1.23e-05 2025-01-03 04:55:29,684 - INFO - LRs are now: 1.23e-05 2025-01-03 04:55:29,743 - INFO - LRs are now: 1.23e-05 2025-01-03 04:55:29,818 - INFO - LRs are now: 1.23e-05 2025-01-03 04:55:29,883 - INFO - LRs are now: 1.23e-05 2025-01-03 04:55:29,964 - INFO - LRs are now: 1.23e-05 2025-01-03 04:55:30,045 - INFO - LRs are now: 1.23e-05 2025-01-03 04:55:30,113 - INFO - LRs are now: 1.23e-05 2025-01-03 04:55:30,231 - INFO - LRs are now: 1.23e-05 2025-01-03 04:55:30,314 - INFO - LRs are now: 1.23e-05 2025-01-03 04:55:30,395 - INFO - LRs are now: 1.23e-05 2025-01-03 04:55:30,458 - INFO - LRs are now: 1.23e-05 2025-01-03 04:55:30,509 - INFO - LRs are now: 1.23e-05 2025-01-03 04:55:30,573 - INFO - LRs are now: 1.23e-05 2025-01-03 04:55:30,646 - INFO - LRs are now: 1.23e-05 2025-01-03 04:55:30,723 - INFO - LRs are now: 1.23e-05 2025-01-03 04:55:30,780 - INFO - LRs are now: 1.23e-05 2025-01-03 04:55:30,837 - INFO - LRs are now: 1.23e-05 2025-01-03 04:55:30,895 - INFO - LRs are now: 1.23e-05 2025-01-03 04:55:30,944 - INFO - LRs are now: 1.23e-05 2025-01-03 04:55:31,030 - INFO - LRs are now: 1.23e-05 2025-01-03 04:55:31,117 - INFO - LRs are now: 1.23e-05 2025-01-03 04:55:31,241 - INFO - LRs are now: 1.23e-05 2025-01-03 04:55:31,346 - INFO - LRs are now: 1.23e-05 2025-01-03 04:55:31,403 - INFO - LRs are now: 1.23e-05 2025-01-03 04:55:31,473 - INFO - LRs are now: 1.23e-05 2025-01-03 04:55:31,582 - INFO - LRs are now: 1.23e-05 2025-01-03 04:55:31,700 - INFO - LRs are now: 1.23e-05 2025-01-03 04:55:31,788 - INFO - LRs are now: 1.23e-05 2025-01-03 04:55:31,855 - INFO - LRs are now: 1.23e-05 2025-01-03 04:55:31,942 - INFO - LRs are now: 1.23e-05 2025-01-03 04:55:32,034 - INFO - LRs are now: 1.23e-05 2025-01-03 04:55:32,104 - INFO - LRs are now: 1.23e-05 2025-01-03 04:55:32,188 - INFO - LRs are now: 1.23e-05 2025-01-03 04:55:32,257 - INFO - LRs are now: 1.23e-05 2025-01-03 04:55:32,331 - INFO - LRs are now: 1.23e-05 2025-01-03 04:55:32,396 - INFO - LRs are now: 1.23e-05 2025-01-03 04:55:32,455 - INFO - LRs are now: 1.23e-05 2025-01-03 04:55:32,526 - INFO - LRs are now: 1.23e-05 2025-01-03 04:55:32,587 - INFO - LRs are now: 1.23e-05 2025-01-03 04:55:32,643 - INFO - LRs are now: 1.23e-05 2025-01-03 04:55:32,701 - INFO - LRs are now: 1.23e-05 2025-01-03 04:55:32,767 - INFO - LRs are now: 1.23e-05 2025-01-03 04:55:32,836 - INFO - LRs are now: 1.23e-05 2025-01-03 04:55:32,904 - INFO - LRs are now: 1.23e-05 2025-01-03 04:55:32,961 - INFO - LRs are now: 1.23e-05 2025-01-03 04:55:32,997 - INFO - Training epoch 17 finished. (Took 0.3 mins.) 2025-01-03 04:55:32,998 - INFO - loss_train: 64.82 2025-01-03 04:55:33,000 - INFO - upos-fscore_train: 91.46% 2025-01-03 04:55:33,001 - INFO - aggregate_train: 91.46% 2025-01-03 04:55:34,491 - INFO - Validation epoch 17 finished. (Took 0.0 mins.) 2025-01-03 04:55:34,491 - INFO - loss_valid: 9.596 2025-01-03 04:55:34,493 - INFO - upos-fscore_valid: 92.51% 2025-01-03 04:55:34,494 - INFO - aggregate_valid: 92.51% 2025-01-03 04:55:34,751 - INFO - LRs are now: 1.23e-05 2025-01-03 04:55:34,912 - INFO - LRs are now: 1.23e-05 2025-01-03 04:55:34,978 - INFO - LRs are now: 1.23e-05 2025-01-03 04:55:35,106 - INFO - LRs are now: 1.23e-05 2025-01-03 04:55:35,209 - INFO - LRs are now: 1.23e-05 2025-01-03 04:55:35,271 - INFO - LRs are now: 1.23e-05 2025-01-03 04:55:35,324 - INFO - LRs are now: 1.23e-05 2025-01-03 04:55:35,390 - INFO - LRs are now: 1.23e-05 2025-01-03 04:55:35,453 - INFO - LRs are now: 1.23e-05 2025-01-03 04:55:35,573 - INFO - LRs are now: 1.23e-05 2025-01-03 04:55:35,663 - INFO - LRs are now: 1.23e-05 2025-01-03 04:55:35,750 - INFO - LRs are now: 1.23e-05 2025-01-03 04:55:35,817 - INFO - LRs are now: 1.23e-05 2025-01-03 04:55:35,869 - INFO - LRs are now: 1.23e-05 2025-01-03 04:55:35,966 - INFO - LRs are now: 1.23e-05 2025-01-03 04:55:36,037 - INFO - LRs are now: 1.23e-05 2025-01-03 04:55:36,101 - INFO - LRs are now: 1.23e-05 2025-01-03 04:55:36,162 - INFO - LRs are now: 1.23e-05 2025-01-03 04:55:36,221 - INFO - LRs are now: 1.22e-05 2025-01-03 04:55:36,304 - INFO - LRs are now: 1.22e-05 2025-01-03 04:55:36,369 - INFO - LRs are now: 1.22e-05 2025-01-03 04:55:36,438 - INFO - LRs are now: 1.22e-05 2025-01-03 04:55:36,504 - INFO - LRs are now: 1.22e-05 2025-01-03 04:55:36,572 - INFO - LRs are now: 1.22e-05 2025-01-03 04:55:36,707 - INFO - LRs are now: 1.22e-05 2025-01-03 04:55:36,814 - INFO - LRs are now: 1.22e-05 2025-01-03 04:55:36,959 - INFO - LRs are now: 1.22e-05 2025-01-03 04:55:37,060 - INFO - LRs are now: 1.22e-05 2025-01-03 04:55:37,113 - INFO - LRs are now: 1.22e-05 2025-01-03 04:55:37,165 - INFO - LRs are now: 1.22e-05 2025-01-03 04:55:37,266 - INFO - LRs are now: 1.22e-05 2025-01-03 04:55:37,349 - INFO - LRs are now: 1.22e-05 2025-01-03 04:55:37,401 - INFO - LRs are now: 1.22e-05 2025-01-03 04:55:37,461 - INFO - LRs are now: 1.22e-05 2025-01-03 04:55:37,525 - INFO - LRs are now: 1.22e-05 2025-01-03 04:55:37,611 - INFO - LRs are now: 1.22e-05 2025-01-03 04:55:37,697 - INFO - LRs are now: 1.22e-05 2025-01-03 04:55:37,810 - INFO - LRs are now: 1.22e-05 2025-01-03 04:55:37,917 - INFO - LRs are now: 1.22e-05 2025-01-03 04:55:37,973 - INFO - LRs are now: 1.22e-05 2025-01-03 04:55:38,044 - INFO - LRs are now: 1.22e-05 2025-01-03 04:55:38,132 - INFO - LRs are now: 1.22e-05 2025-01-03 04:55:38,204 - INFO - LRs are now: 1.22e-05 2025-01-03 04:55:38,268 - INFO - LRs are now: 1.22e-05 2025-01-03 04:55:38,334 - INFO - LRs are now: 1.22e-05 2025-01-03 04:55:38,387 - INFO - LRs are now: 1.22e-05 2025-01-03 04:55:38,439 - INFO - LRs are now: 1.22e-05 2025-01-03 04:55:38,489 - INFO - LRs are now: 1.22e-05 2025-01-03 04:55:38,545 - INFO - LRs are now: 1.22e-05 2025-01-03 04:55:38,620 - INFO - LRs are now: 1.22e-05 2025-01-03 04:55:38,697 - INFO - LRs are now: 1.22e-05 2025-01-03 04:55:38,764 - INFO - LRs are now: 1.22e-05 2025-01-03 04:55:38,831 - INFO - LRs are now: 1.22e-05 2025-01-03 04:55:38,909 - INFO - LRs are now: 1.22e-05 2025-01-03 04:55:38,980 - INFO - LRs are now: 1.22e-05 2025-01-03 04:55:39,131 - INFO - LRs are now: 1.22e-05 2025-01-03 04:55:39,241 - INFO - LRs are now: 1.22e-05 2025-01-03 04:55:39,295 - INFO - LRs are now: 1.22e-05 2025-01-03 04:55:39,349 - INFO - LRs are now: 1.22e-05 2025-01-03 04:55:39,403 - INFO - LRs are now: 1.22e-05 2025-01-03 04:55:39,453 - INFO - LRs are now: 1.22e-05 2025-01-03 04:55:39,504 - INFO - LRs are now: 1.22e-05 2025-01-03 04:55:39,555 - INFO - LRs are now: 1.22e-05 2025-01-03 04:55:39,626 - INFO - LRs are now: 1.22e-05 2025-01-03 04:55:39,692 - INFO - LRs are now: 1.22e-05 2025-01-03 04:55:39,751 - INFO - LRs are now: 1.22e-05 2025-01-03 04:55:39,809 - INFO - LRs are now: 1.22e-05 2025-01-03 04:55:39,874 - INFO - LRs are now: 1.22e-05 2025-01-03 04:55:39,949 - INFO - LRs are now: 1.22e-05 2025-01-03 04:55:40,059 - INFO - LRs are now: 1.22e-05 2025-01-03 04:55:40,140 - INFO - LRs are now: 1.22e-05 2025-01-03 04:55:40,209 - INFO - LRs are now: 1.22e-05 2025-01-03 04:55:40,286 - INFO - LRs are now: 1.22e-05 2025-01-03 04:55:40,339 - INFO - LRs are now: 1.22e-05 2025-01-03 04:55:40,391 - INFO - LRs are now: 1.22e-05 2025-01-03 04:55:40,503 - INFO - LRs are now: 1.22e-05 2025-01-03 04:55:40,601 - INFO - LRs are now: 1.22e-05 2025-01-03 04:55:40,658 - INFO - LRs are now: 1.22e-05 2025-01-03 04:55:40,752 - INFO - LRs are now: 1.22e-05 2025-01-03 04:55:40,826 - INFO - LRs are now: 1.22e-05 2025-01-03 04:55:40,888 - INFO - LRs are now: 1.22e-05 2025-01-03 04:55:41,003 - INFO - LRs are now: 1.22e-05 2025-01-03 04:55:41,089 - INFO - LRs are now: 1.22e-05 2025-01-03 04:55:41,151 - INFO - LRs are now: 1.22e-05 2025-01-03 04:55:41,258 - INFO - LRs are now: 1.22e-05 2025-01-03 04:55:41,345 - INFO - LRs are now: 1.22e-05 2025-01-03 04:55:41,481 - INFO - LRs are now: 1.22e-05 2025-01-03 04:55:41,606 - INFO - LRs are now: 1.22e-05 2025-01-03 04:55:41,716 - INFO - LRs are now: 1.22e-05 2025-01-03 04:55:41,857 - INFO - LRs are now: 1.21e-05 2025-01-03 04:55:41,955 - INFO - LRs are now: 1.21e-05 2025-01-03 04:55:42,017 - INFO - LRs are now: 1.21e-05 2025-01-03 04:55:42,065 - INFO - LRs are now: 1.21e-05 2025-01-03 04:55:42,123 - INFO - LRs are now: 1.21e-05 2025-01-03 04:55:42,178 - INFO - LRs are now: 1.21e-05 2025-01-03 04:55:42,262 - INFO - LRs are now: 1.21e-05 2025-01-03 04:55:42,350 - INFO - LRs are now: 1.21e-05 2025-01-03 04:55:42,423 - INFO - LRs are now: 1.21e-05 2025-01-03 04:55:42,477 - INFO - LRs are now: 1.21e-05 2025-01-03 04:55:42,546 - INFO - LRs are now: 1.21e-05 2025-01-03 04:55:42,627 - INFO - LRs are now: 1.21e-05 2025-01-03 04:55:42,692 - INFO - LRs are now: 1.21e-05 2025-01-03 04:55:42,800 - INFO - LRs are now: 1.21e-05 2025-01-03 04:55:42,885 - INFO - LRs are now: 1.21e-05 2025-01-03 04:55:42,938 - INFO - LRs are now: 1.21e-05 2025-01-03 04:55:43,015 - INFO - LRs are now: 1.21e-05 2025-01-03 04:55:43,085 - INFO - LRs are now: 1.21e-05 2025-01-03 04:55:43,147 - INFO - LRs are now: 1.21e-05 2025-01-03 04:55:43,206 - INFO - LRs are now: 1.21e-05 2025-01-03 04:55:43,287 - INFO - LRs are now: 1.21e-05 2025-01-03 04:55:43,351 - INFO - LRs are now: 1.21e-05 2025-01-03 04:55:43,419 - INFO - LRs are now: 1.21e-05 2025-01-03 04:55:43,480 - INFO - LRs are now: 1.21e-05 2025-01-03 04:55:43,551 - INFO - LRs are now: 1.21e-05 2025-01-03 04:55:43,614 - INFO - LRs are now: 1.21e-05 2025-01-03 04:55:43,691 - INFO - LRs are now: 1.21e-05 2025-01-03 04:55:43,805 - INFO - LRs are now: 1.21e-05 2025-01-03 04:55:43,895 - INFO - LRs are now: 1.21e-05 2025-01-03 04:55:43,984 - INFO - LRs are now: 1.21e-05 2025-01-03 04:55:44,052 - INFO - LRs are now: 1.21e-05 2025-01-03 04:55:44,105 - INFO - LRs are now: 1.21e-05 2025-01-03 04:55:44,172 - INFO - LRs are now: 1.21e-05 2025-01-03 04:55:44,252 - INFO - LRs are now: 1.21e-05 2025-01-03 04:55:44,312 - INFO - LRs are now: 1.21e-05 2025-01-03 04:55:44,413 - INFO - LRs are now: 1.21e-05 2025-01-03 04:55:44,493 - INFO - LRs are now: 1.21e-05 2025-01-03 04:55:44,548 - INFO - LRs are now: 1.21e-05 2025-01-03 04:55:44,651 - INFO - LRs are now: 1.21e-05 2025-01-03 04:55:44,736 - INFO - LRs are now: 1.21e-05 2025-01-03 04:55:44,804 - INFO - LRs are now: 1.21e-05 2025-01-03 04:55:44,883 - INFO - LRs are now: 1.21e-05 2025-01-03 04:55:44,945 - INFO - LRs are now: 1.21e-05 2025-01-03 04:55:45,000 - INFO - LRs are now: 1.21e-05 2025-01-03 04:55:45,064 - INFO - LRs are now: 1.21e-05 2025-01-03 04:55:45,120 - INFO - LRs are now: 1.21e-05 2025-01-03 04:55:45,183 - INFO - LRs are now: 1.21e-05 2025-01-03 04:55:45,249 - INFO - LRs are now: 1.21e-05 2025-01-03 04:55:45,310 - INFO - LRs are now: 1.21e-05 2025-01-03 04:55:45,363 - INFO - LRs are now: 1.21e-05 2025-01-03 04:55:45,417 - INFO - LRs are now: 1.21e-05 2025-01-03 04:55:45,487 - INFO - LRs are now: 1.21e-05 2025-01-03 04:55:45,585 - INFO - LRs are now: 1.21e-05 2025-01-03 04:55:45,651 - INFO - LRs are now: 1.21e-05 2025-01-03 04:55:45,776 - INFO - LRs are now: 1.21e-05 2025-01-03 04:55:45,873 - INFO - LRs are now: 1.21e-05 2025-01-03 04:55:45,926 - INFO - LRs are now: 1.21e-05 2025-01-03 04:55:46,030 - INFO - LRs are now: 1.21e-05 2025-01-03 04:55:46,123 - INFO - LRs are now: 1.21e-05 2025-01-03 04:55:46,193 - INFO - LRs are now: 1.21e-05 2025-01-03 04:55:46,267 - INFO - LRs are now: 1.21e-05 2025-01-03 04:55:46,346 - INFO - LRs are now: 1.21e-05 2025-01-03 04:55:46,410 - INFO - LRs are now: 1.21e-05 2025-01-03 04:55:46,501 - INFO - LRs are now: 1.21e-05 2025-01-03 04:55:46,568 - INFO - LRs are now: 1.21e-05 2025-01-03 04:55:46,624 - INFO - LRs are now: 1.21e-05 2025-01-03 04:55:46,762 - INFO - LRs are now: 1.21e-05 2025-01-03 04:55:46,880 - INFO - LRs are now: 1.21e-05 2025-01-03 04:55:46,962 - INFO - LRs are now: 1.21e-05 2025-01-03 04:55:47,050 - INFO - LRs are now: 1.21e-05 2025-01-03 04:55:47,111 - INFO - LRs are now: 1.21e-05 2025-01-03 04:55:47,250 - INFO - LRs are now: 1.21e-05 2025-01-03 04:55:47,360 - INFO - LRs are now: 1.20e-05 2025-01-03 04:55:47,458 - INFO - LRs are now: 1.20e-05 2025-01-03 04:55:47,609 - INFO - LRs are now: 1.20e-05 2025-01-03 04:55:47,727 - INFO - LRs are now: 1.20e-05 2025-01-03 04:55:47,806 - INFO - LRs are now: 1.20e-05 2025-01-03 04:55:47,909 - INFO - LRs are now: 1.20e-05 2025-01-03 04:55:48,020 - INFO - LRs are now: 1.20e-05 2025-01-03 04:55:48,097 - INFO - LRs are now: 1.20e-05 2025-01-03 04:55:48,175 - INFO - LRs are now: 1.20e-05 2025-01-03 04:55:48,245 - INFO - LRs are now: 1.20e-05 2025-01-03 04:55:48,306 - INFO - LRs are now: 1.20e-05 2025-01-03 04:55:48,359 - INFO - LRs are now: 1.20e-05 2025-01-03 04:55:48,409 - INFO - LRs are now: 1.20e-05 2025-01-03 04:55:48,477 - INFO - LRs are now: 1.20e-05 2025-01-03 04:55:48,536 - INFO - LRs are now: 1.20e-05 2025-01-03 04:55:48,632 - INFO - LRs are now: 1.20e-05 2025-01-03 04:55:48,731 - INFO - LRs are now: 1.20e-05 2025-01-03 04:55:48,799 - INFO - LRs are now: 1.20e-05 2025-01-03 04:55:48,863 - INFO - LRs are now: 1.20e-05 2025-01-03 04:55:48,914 - INFO - LRs are now: 1.20e-05 2025-01-03 04:55:49,012 - INFO - LRs are now: 1.20e-05 2025-01-03 04:55:49,092 - INFO - LRs are now: 1.20e-05 2025-01-03 04:55:49,175 - INFO - LRs are now: 1.20e-05 2025-01-03 04:55:49,255 - INFO - LRs are now: 1.20e-05 2025-01-03 04:55:49,353 - INFO - LRs are now: 1.20e-05 2025-01-03 04:55:49,430 - INFO - LRs are now: 1.20e-05 2025-01-03 04:55:49,483 - INFO - LRs are now: 1.20e-05 2025-01-03 04:55:49,538 - INFO - LRs are now: 1.20e-05 2025-01-03 04:55:49,613 - INFO - LRs are now: 1.20e-05 2025-01-03 04:55:49,758 - INFO - LRs are now: 1.20e-05 2025-01-03 04:55:49,880 - INFO - LRs are now: 1.20e-05 2025-01-03 04:55:49,965 - INFO - LRs are now: 1.20e-05 2025-01-03 04:55:50,048 - INFO - LRs are now: 1.20e-05 2025-01-03 04:55:50,109 - INFO - LRs are now: 1.20e-05 2025-01-03 04:55:50,195 - INFO - LRs are now: 1.20e-05 2025-01-03 04:55:50,281 - INFO - LRs are now: 1.20e-05 2025-01-03 04:55:50,355 - INFO - LRs are now: 1.20e-05 2025-01-03 04:55:50,444 - INFO - LRs are now: 1.20e-05 2025-01-03 04:55:50,527 - INFO - LRs are now: 1.20e-05 2025-01-03 04:55:50,599 - INFO - LRs are now: 1.20e-05 2025-01-03 04:55:50,662 - INFO - LRs are now: 1.20e-05 2025-01-03 04:55:50,725 - INFO - LRs are now: 1.20e-05 2025-01-03 04:55:50,791 - INFO - LRs are now: 1.20e-05 2025-01-03 04:55:50,862 - INFO - LRs are now: 1.20e-05 2025-01-03 04:55:50,929 - INFO - LRs are now: 1.20e-05 2025-01-03 04:55:50,997 - INFO - LRs are now: 1.20e-05 2025-01-03 04:55:51,065 - INFO - LRs are now: 1.20e-05 2025-01-03 04:55:51,124 - INFO - LRs are now: 1.20e-05 2025-01-03 04:55:51,187 - INFO - LRs are now: 1.20e-05 2025-01-03 04:55:51,253 - INFO - LRs are now: 1.20e-05 2025-01-03 04:55:51,323 - INFO - LRs are now: 1.20e-05 2025-01-03 04:55:51,425 - INFO - LRs are now: 1.20e-05 2025-01-03 04:55:51,501 - INFO - LRs are now: 1.20e-05 2025-01-03 04:55:51,561 - INFO - LRs are now: 1.20e-05 2025-01-03 04:55:51,616 - INFO - LRs are now: 1.20e-05 2025-01-03 04:55:51,681 - INFO - LRs are now: 1.20e-05 2025-01-03 04:55:51,752 - INFO - LRs are now: 1.20e-05 2025-01-03 04:55:51,816 - INFO - LRs are now: 1.20e-05 2025-01-03 04:55:51,873 - INFO - LRs are now: 1.20e-05 2025-01-03 04:55:51,932 - INFO - LRs are now: 1.20e-05 2025-01-03 04:55:51,991 - INFO - LRs are now: 1.20e-05 2025-01-03 04:55:52,051 - INFO - LRs are now: 1.20e-05 2025-01-03 04:55:52,116 - INFO - LRs are now: 1.20e-05 2025-01-03 04:55:52,209 - INFO - LRs are now: 1.20e-05 2025-01-03 04:55:52,329 - INFO - LRs are now: 1.20e-05 2025-01-03 04:55:52,416 - INFO - LRs are now: 1.20e-05 2025-01-03 04:55:52,513 - INFO - LRs are now: 1.20e-05 2025-01-03 04:55:52,587 - INFO - LRs are now: 1.20e-05 2025-01-03 04:55:52,641 - INFO - LRs are now: 1.20e-05 2025-01-03 04:55:52,694 - INFO - LRs are now: 1.20e-05 2025-01-03 04:55:52,775 - INFO - LRs are now: 1.20e-05 2025-01-03 04:55:52,840 - INFO - LRs are now: 1.20e-05 2025-01-03 04:55:52,901 - INFO - LRs are now: 1.20e-05 2025-01-03 04:55:52,963 - INFO - LRs are now: 1.20e-05 2025-01-03 04:55:53,049 - INFO - LRs are now: 1.19e-05 2025-01-03 04:55:53,121 - INFO - LRs are now: 1.19e-05 2025-01-03 04:55:53,220 - INFO - LRs are now: 1.19e-05 2025-01-03 04:55:53,326 - INFO - LRs are now: 1.19e-05 2025-01-03 04:55:53,423 - INFO - LRs are now: 1.19e-05 2025-01-03 04:55:53,492 - INFO - LRs are now: 1.19e-05 2025-01-03 04:55:53,561 - INFO - LRs are now: 1.19e-05 2025-01-03 04:55:53,655 - INFO - LRs are now: 1.19e-05 2025-01-03 04:55:53,803 - INFO - LRs are now: 1.19e-05 2025-01-03 04:55:53,911 - INFO - LRs are now: 1.19e-05 2025-01-03 04:55:53,962 - INFO - LRs are now: 1.19e-05 2025-01-03 04:55:54,015 - INFO - LRs are now: 1.19e-05 2025-01-03 04:55:54,074 - INFO - LRs are now: 1.19e-05 2025-01-03 04:55:54,152 - INFO - LRs are now: 1.19e-05 2025-01-03 04:55:54,239 - INFO - LRs are now: 1.19e-05 2025-01-03 04:55:54,275 - INFO - Training epoch 18 finished. (Took 0.3 mins.) 2025-01-03 04:55:54,275 - INFO - loss_train: 63.58 2025-01-03 04:55:54,277 - INFO - upos-fscore_train: 91.69% 2025-01-03 04:55:54,278 - INFO - aggregate_train: 91.69% 2025-01-03 04:55:55,773 - INFO - Validation epoch 18 finished. (Took 0.0 mins.) 2025-01-03 04:55:55,774 - INFO - loss_valid: 9.723 2025-01-03 04:55:55,775 - INFO - upos-fscore_valid: 92.50% 2025-01-03 04:55:55,776 - INFO - aggregate_valid: 92.50% 2025-01-03 04:55:56,018 - INFO - LRs are now: 1.19e-05 2025-01-03 04:55:56,233 - INFO - LRs are now: 1.19e-05 2025-01-03 04:55:56,338 - INFO - LRs are now: 1.19e-05 2025-01-03 04:55:56,399 - INFO - LRs are now: 1.19e-05 2025-01-03 04:55:56,455 - INFO - LRs are now: 1.19e-05 2025-01-03 04:55:56,530 - INFO - LRs are now: 1.19e-05 2025-01-03 04:55:56,622 - INFO - LRs are now: 1.19e-05 2025-01-03 04:55:56,704 - INFO - LRs are now: 1.19e-05 2025-01-03 04:55:56,773 - INFO - LRs are now: 1.19e-05 2025-01-03 04:55:56,842 - INFO - LRs are now: 1.19e-05 2025-01-03 04:55:56,906 - INFO - LRs are now: 1.19e-05 2025-01-03 04:55:56,974 - INFO - LRs are now: 1.19e-05 2025-01-03 04:55:57,038 - INFO - LRs are now: 1.19e-05 2025-01-03 04:55:57,125 - INFO - LRs are now: 1.19e-05 2025-01-03 04:55:57,207 - INFO - LRs are now: 1.19e-05 2025-01-03 04:55:57,291 - INFO - LRs are now: 1.19e-05 2025-01-03 04:55:57,356 - INFO - LRs are now: 1.19e-05 2025-01-03 04:55:57,406 - INFO - LRs are now: 1.19e-05 2025-01-03 04:55:57,460 - INFO - LRs are now: 1.19e-05 2025-01-03 04:55:57,526 - INFO - LRs are now: 1.19e-05 2025-01-03 04:55:57,595 - INFO - LRs are now: 1.19e-05 2025-01-03 04:55:57,651 - INFO - LRs are now: 1.19e-05 2025-01-03 04:55:57,734 - INFO - LRs are now: 1.19e-05 2025-01-03 04:55:57,840 - INFO - LRs are now: 1.19e-05 2025-01-03 04:55:57,914 - INFO - LRs are now: 1.19e-05 2025-01-03 04:55:57,965 - INFO - LRs are now: 1.19e-05 2025-01-03 04:55:58,023 - INFO - LRs are now: 1.19e-05 2025-01-03 04:55:58,093 - INFO - LRs are now: 1.19e-05 2025-01-03 04:55:58,146 - INFO - LRs are now: 1.19e-05 2025-01-03 04:55:58,203 - INFO - LRs are now: 1.19e-05 2025-01-03 04:55:58,280 - INFO - LRs are now: 1.19e-05 2025-01-03 04:55:58,347 - INFO - LRs are now: 1.19e-05 2025-01-03 04:55:58,411 - INFO - LRs are now: 1.19e-05 2025-01-03 04:55:58,475 - INFO - LRs are now: 1.19e-05 2025-01-03 04:55:58,567 - INFO - LRs are now: 1.19e-05 2025-01-03 04:55:58,661 - INFO - LRs are now: 1.19e-05 2025-01-03 04:55:58,733 - INFO - LRs are now: 1.19e-05 2025-01-03 04:55:58,788 - INFO - LRs are now: 1.19e-05 2025-01-03 04:55:58,836 - INFO - LRs are now: 1.19e-05 2025-01-03 04:55:58,890 - INFO - LRs are now: 1.19e-05 2025-01-03 04:55:58,944 - INFO - LRs are now: 1.19e-05 2025-01-03 04:55:59,033 - INFO - LRs are now: 1.19e-05 2025-01-03 04:55:59,124 - INFO - LRs are now: 1.19e-05 2025-01-03 04:55:59,198 - INFO - LRs are now: 1.19e-05 2025-01-03 04:55:59,252 - INFO - LRs are now: 1.19e-05 2025-01-03 04:55:59,325 - INFO - LRs are now: 1.19e-05 2025-01-03 04:55:59,420 - INFO - LRs are now: 1.19e-05 2025-01-03 04:55:59,495 - INFO - LRs are now: 1.19e-05 2025-01-03 04:55:59,580 - INFO - LRs are now: 1.19e-05 2025-01-03 04:55:59,645 - INFO - LRs are now: 1.19e-05 2025-01-03 04:55:59,708 - INFO - LRs are now: 1.19e-05 2025-01-03 04:55:59,796 - INFO - LRs are now: 1.19e-05 2025-01-03 04:55:59,868 - INFO - LRs are now: 1.19e-05 2025-01-03 04:55:59,973 - INFO - LRs are now: 1.19e-05 2025-01-03 04:56:00,097 - INFO - LRs are now: 1.19e-05 2025-01-03 04:56:00,156 - INFO - LRs are now: 1.19e-05 2025-01-03 04:56:00,215 - INFO - LRs are now: 1.19e-05 2025-01-03 04:56:00,266 - INFO - LRs are now: 1.19e-05 2025-01-03 04:56:00,408 - INFO - LRs are now: 1.19e-05 2025-01-03 04:56:00,545 - INFO - LRs are now: 1.19e-05 2025-01-03 04:56:00,613 - INFO - LRs are now: 1.19e-05 2025-01-03 04:56:00,680 - INFO - LRs are now: 1.18e-05 2025-01-03 04:56:00,776 - INFO - LRs are now: 1.18e-05 2025-01-03 04:56:00,854 - INFO - LRs are now: 1.18e-05 2025-01-03 04:56:00,910 - INFO - LRs are now: 1.18e-05 2025-01-03 04:56:00,963 - INFO - LRs are now: 1.18e-05 2025-01-03 04:56:01,035 - INFO - LRs are now: 1.18e-05 2025-01-03 04:56:01,104 - INFO - LRs are now: 1.18e-05 2025-01-03 04:56:01,153 - INFO - LRs are now: 1.18e-05 2025-01-03 04:56:01,221 - INFO - LRs are now: 1.18e-05 2025-01-03 04:56:01,276 - INFO - LRs are now: 1.18e-05 2025-01-03 04:56:01,340 - INFO - LRs are now: 1.18e-05 2025-01-03 04:56:01,429 - INFO - LRs are now: 1.18e-05 2025-01-03 04:56:01,530 - INFO - LRs are now: 1.18e-05 2025-01-03 04:56:01,598 - INFO - LRs are now: 1.18e-05 2025-01-03 04:56:01,650 - INFO - LRs are now: 1.18e-05 2025-01-03 04:56:01,714 - INFO - LRs are now: 1.18e-05 2025-01-03 04:56:01,816 - INFO - LRs are now: 1.18e-05 2025-01-03 04:56:01,898 - INFO - LRs are now: 1.18e-05 2025-01-03 04:56:01,959 - INFO - LRs are now: 1.18e-05 2025-01-03 04:56:02,017 - INFO - LRs are now: 1.18e-05 2025-01-03 04:56:02,072 - INFO - LRs are now: 1.18e-05 2025-01-03 04:56:02,132 - INFO - LRs are now: 1.18e-05 2025-01-03 04:56:02,205 - INFO - LRs are now: 1.18e-05 2025-01-03 04:56:02,265 - INFO - LRs are now: 1.18e-05 2025-01-03 04:56:02,317 - INFO - LRs are now: 1.18e-05 2025-01-03 04:56:02,423 - INFO - LRs are now: 1.18e-05 2025-01-03 04:56:02,520 - INFO - LRs are now: 1.18e-05 2025-01-03 04:56:02,593 - INFO - LRs are now: 1.18e-05 2025-01-03 04:56:02,672 - INFO - LRs are now: 1.18e-05 2025-01-03 04:56:02,737 - INFO - LRs are now: 1.18e-05 2025-01-03 04:56:02,815 - INFO - LRs are now: 1.18e-05 2025-01-03 04:56:02,921 - INFO - LRs are now: 1.18e-05 2025-01-03 04:56:03,018 - INFO - LRs are now: 1.18e-05 2025-01-03 04:56:03,071 - INFO - LRs are now: 1.18e-05 2025-01-03 04:56:03,132 - INFO - LRs are now: 1.18e-05 2025-01-03 04:56:03,188 - INFO - LRs are now: 1.18e-05 2025-01-03 04:56:03,238 - INFO - LRs are now: 1.18e-05 2025-01-03 04:56:03,289 - INFO - LRs are now: 1.18e-05 2025-01-03 04:56:03,349 - INFO - LRs are now: 1.18e-05 2025-01-03 04:56:03,418 - INFO - LRs are now: 1.18e-05 2025-01-03 04:56:03,482 - INFO - LRs are now: 1.18e-05 2025-01-03 04:56:03,552 - INFO - LRs are now: 1.18e-05 2025-01-03 04:56:03,701 - INFO - LRs are now: 1.18e-05 2025-01-03 04:56:03,814 - INFO - LRs are now: 1.18e-05 2025-01-03 04:56:03,914 - INFO - LRs are now: 1.18e-05 2025-01-03 04:56:03,988 - INFO - LRs are now: 1.18e-05 2025-01-03 04:56:04,059 - INFO - LRs are now: 1.18e-05 2025-01-03 04:56:04,133 - INFO - LRs are now: 1.18e-05 2025-01-03 04:56:04,195 - INFO - LRs are now: 1.18e-05 2025-01-03 04:56:04,250 - INFO - LRs are now: 1.18e-05 2025-01-03 04:56:04,317 - INFO - LRs are now: 1.18e-05 2025-01-03 04:56:04,374 - INFO - LRs are now: 1.18e-05 2025-01-03 04:56:04,429 - INFO - LRs are now: 1.18e-05 2025-01-03 04:56:04,487 - INFO - LRs are now: 1.18e-05 2025-01-03 04:56:04,554 - INFO - LRs are now: 1.18e-05 2025-01-03 04:56:04,609 - INFO - LRs are now: 1.18e-05 2025-01-03 04:56:04,660 - INFO - LRs are now: 1.18e-05 2025-01-03 04:56:04,737 - INFO - LRs are now: 1.18e-05 2025-01-03 04:56:04,809 - INFO - LRs are now: 1.18e-05 2025-01-03 04:56:04,878 - INFO - LRs are now: 1.18e-05 2025-01-03 04:56:04,974 - INFO - LRs are now: 1.18e-05 2025-01-03 04:56:05,047 - INFO - LRs are now: 1.18e-05 2025-01-03 04:56:05,112 - INFO - LRs are now: 1.18e-05 2025-01-03 04:56:05,177 - INFO - LRs are now: 1.18e-05 2025-01-03 04:56:05,238 - INFO - LRs are now: 1.18e-05 2025-01-03 04:56:05,289 - INFO - LRs are now: 1.18e-05 2025-01-03 04:56:05,344 - INFO - LRs are now: 1.18e-05 2025-01-03 04:56:05,456 - INFO - LRs are now: 1.18e-05 2025-01-03 04:56:05,543 - INFO - LRs are now: 1.18e-05 2025-01-03 04:56:05,608 - INFO - LRs are now: 1.18e-05 2025-01-03 04:56:05,664 - INFO - LRs are now: 1.18e-05 2025-01-03 04:56:05,725 - INFO - LRs are now: 1.18e-05 2025-01-03 04:56:05,778 - INFO - LRs are now: 1.18e-05 2025-01-03 04:56:05,857 - INFO - LRs are now: 1.18e-05 2025-01-03 04:56:05,935 - INFO - LRs are now: 1.18e-05 2025-01-03 04:56:05,993 - INFO - LRs are now: 1.18e-05 2025-01-03 04:56:06,062 - INFO - LRs are now: 1.18e-05 2025-01-03 04:56:06,125 - INFO - LRs are now: 1.18e-05 2025-01-03 04:56:06,196 - INFO - LRs are now: 1.17e-05 2025-01-03 04:56:06,333 - INFO - LRs are now: 1.17e-05 2025-01-03 04:56:06,431 - INFO - LRs are now: 1.17e-05 2025-01-03 04:56:06,485 - INFO - LRs are now: 1.17e-05 2025-01-03 04:56:06,561 - INFO - LRs are now: 1.17e-05 2025-01-03 04:56:06,634 - INFO - LRs are now: 1.17e-05 2025-01-03 04:56:06,696 - INFO - LRs are now: 1.17e-05 2025-01-03 04:56:06,751 - INFO - LRs are now: 1.17e-05 2025-01-03 04:56:06,800 - INFO - LRs are now: 1.17e-05 2025-01-03 04:56:06,871 - INFO - LRs are now: 1.17e-05 2025-01-03 04:56:06,963 - INFO - LRs are now: 1.17e-05 2025-01-03 04:56:07,032 - INFO - LRs are now: 1.17e-05 2025-01-03 04:56:07,107 - INFO - LRs are now: 1.17e-05 2025-01-03 04:56:07,197 - INFO - LRs are now: 1.17e-05 2025-01-03 04:56:07,273 - INFO - LRs are now: 1.17e-05 2025-01-03 04:56:07,330 - INFO - LRs are now: 1.17e-05 2025-01-03 04:56:07,395 - INFO - LRs are now: 1.17e-05 2025-01-03 04:56:07,460 - INFO - LRs are now: 1.17e-05 2025-01-03 04:56:07,516 - INFO - LRs are now: 1.17e-05 2025-01-03 04:56:07,628 - INFO - LRs are now: 1.17e-05 2025-01-03 04:56:07,722 - INFO - LRs are now: 1.17e-05 2025-01-03 04:56:07,775 - INFO - LRs are now: 1.17e-05 2025-01-03 04:56:07,837 - INFO - LRs are now: 1.17e-05 2025-01-03 04:56:07,899 - INFO - LRs are now: 1.17e-05 2025-01-03 04:56:07,960 - INFO - LRs are now: 1.17e-05 2025-01-03 04:56:08,022 - INFO - LRs are now: 1.17e-05 2025-01-03 04:56:08,083 - INFO - LRs are now: 1.17e-05 2025-01-03 04:56:08,141 - INFO - LRs are now: 1.17e-05 2025-01-03 04:56:08,229 - INFO - LRs are now: 1.17e-05 2025-01-03 04:56:08,344 - INFO - LRs are now: 1.17e-05 2025-01-03 04:56:08,475 - INFO - LRs are now: 1.17e-05 2025-01-03 04:56:08,554 - INFO - LRs are now: 1.17e-05 2025-01-03 04:56:08,612 - INFO - LRs are now: 1.17e-05 2025-01-03 04:56:08,742 - INFO - LRs are now: 1.17e-05 2025-01-03 04:56:08,910 - INFO - LRs are now: 1.17e-05 2025-01-03 04:56:09,002 - INFO - LRs are now: 1.17e-05 2025-01-03 04:56:09,088 - INFO - LRs are now: 1.17e-05 2025-01-03 04:56:09,201 - INFO - LRs are now: 1.17e-05 2025-01-03 04:56:09,364 - INFO - LRs are now: 1.17e-05 2025-01-03 04:56:09,461 - INFO - LRs are now: 1.17e-05 2025-01-03 04:56:09,511 - INFO - LRs are now: 1.17e-05 2025-01-03 04:56:09,591 - INFO - LRs are now: 1.17e-05 2025-01-03 04:56:09,664 - INFO - LRs are now: 1.17e-05 2025-01-03 04:56:09,735 - INFO - LRs are now: 1.17e-05 2025-01-03 04:56:09,806 - INFO - LRs are now: 1.17e-05 2025-01-03 04:56:09,884 - INFO - LRs are now: 1.17e-05 2025-01-03 04:56:10,012 - INFO - LRs are now: 1.17e-05 2025-01-03 04:56:10,106 - INFO - LRs are now: 1.17e-05 2025-01-03 04:56:10,160 - INFO - LRs are now: 1.17e-05 2025-01-03 04:56:10,225 - INFO - LRs are now: 1.17e-05 2025-01-03 04:56:10,295 - INFO - LRs are now: 1.17e-05 2025-01-03 04:56:10,353 - INFO - LRs are now: 1.17e-05 2025-01-03 04:56:10,421 - INFO - LRs are now: 1.17e-05 2025-01-03 04:56:10,485 - INFO - LRs are now: 1.17e-05 2025-01-03 04:56:10,556 - INFO - LRs are now: 1.17e-05 2025-01-03 04:56:10,706 - INFO - LRs are now: 1.17e-05 2025-01-03 04:56:10,826 - INFO - LRs are now: 1.17e-05 2025-01-03 04:56:10,933 - INFO - LRs are now: 1.17e-05 2025-01-03 04:56:11,013 - INFO - LRs are now: 1.17e-05 2025-01-03 04:56:11,071 - INFO - LRs are now: 1.17e-05 2025-01-03 04:56:11,139 - INFO - LRs are now: 1.17e-05 2025-01-03 04:56:11,206 - INFO - LRs are now: 1.17e-05 2025-01-03 04:56:11,284 - INFO - LRs are now: 1.17e-05 2025-01-03 04:56:11,349 - INFO - LRs are now: 1.17e-05 2025-01-03 04:56:11,430 - INFO - LRs are now: 1.17e-05 2025-01-03 04:56:11,542 - INFO - LRs are now: 1.17e-05 2025-01-03 04:56:11,701 - INFO - LRs are now: 1.17e-05 2025-01-03 04:56:11,840 - INFO - LRs are now: 1.17e-05 2025-01-03 04:56:11,911 - INFO - LRs are now: 1.17e-05 2025-01-03 04:56:11,968 - INFO - LRs are now: 1.17e-05 2025-01-03 04:56:12,026 - INFO - LRs are now: 1.17e-05 2025-01-03 04:56:12,125 - INFO - LRs are now: 1.17e-05 2025-01-03 04:56:12,248 - INFO - LRs are now: 1.17e-05 2025-01-03 04:56:12,338 - INFO - LRs are now: 1.17e-05 2025-01-03 04:56:12,410 - INFO - LRs are now: 1.17e-05 2025-01-03 04:56:12,483 - INFO - LRs are now: 1.17e-05 2025-01-03 04:56:12,538 - INFO - LRs are now: 1.17e-05 2025-01-03 04:56:12,598 - INFO - LRs are now: 1.17e-05 2025-01-03 04:56:12,665 - INFO - LRs are now: 1.17e-05 2025-01-03 04:56:12,727 - INFO - LRs are now: 1.17e-05 2025-01-03 04:56:12,832 - INFO - LRs are now: 1.16e-05 2025-01-03 04:56:12,948 - INFO - LRs are now: 1.16e-05 2025-01-03 04:56:13,018 - INFO - LRs are now: 1.16e-05 2025-01-03 04:56:13,127 - INFO - LRs are now: 1.16e-05 2025-01-03 04:56:13,219 - INFO - LRs are now: 1.16e-05 2025-01-03 04:56:13,307 - INFO - LRs are now: 1.16e-05 2025-01-03 04:56:13,394 - INFO - LRs are now: 1.16e-05 2025-01-03 04:56:13,450 - INFO - LRs are now: 1.16e-05 2025-01-03 04:56:13,502 - INFO - LRs are now: 1.16e-05 2025-01-03 04:56:13,564 - INFO - LRs are now: 1.16e-05 2025-01-03 04:56:13,625 - INFO - LRs are now: 1.16e-05 2025-01-03 04:56:13,706 - INFO - LRs are now: 1.16e-05 2025-01-03 04:56:13,772 - INFO - LRs are now: 1.16e-05 2025-01-03 04:56:13,910 - INFO - LRs are now: 1.16e-05 2025-01-03 04:56:14,023 - INFO - LRs are now: 1.16e-05 2025-01-03 04:56:14,099 - INFO - LRs are now: 1.16e-05 2025-01-03 04:56:14,169 - INFO - LRs are now: 1.16e-05 2025-01-03 04:56:14,288 - INFO - LRs are now: 1.16e-05 2025-01-03 04:56:14,451 - INFO - LRs are now: 1.16e-05 2025-01-03 04:56:14,576 - INFO - LRs are now: 1.16e-05 2025-01-03 04:56:14,649 - INFO - LRs are now: 1.16e-05 2025-01-03 04:56:14,720 - INFO - LRs are now: 1.16e-05 2025-01-03 04:56:14,832 - INFO - LRs are now: 1.16e-05 2025-01-03 04:56:14,919 - INFO - LRs are now: 1.16e-05 2025-01-03 04:56:14,991 - INFO - LRs are now: 1.16e-05 2025-01-03 04:56:15,078 - INFO - LRs are now: 1.16e-05 2025-01-03 04:56:15,163 - INFO - LRs are now: 1.16e-05 2025-01-03 04:56:15,277 - INFO - LRs are now: 1.16e-05 2025-01-03 04:56:15,351 - INFO - LRs are now: 1.16e-05 2025-01-03 04:56:15,410 - INFO - LRs are now: 1.16e-05 2025-01-03 04:56:15,471 - INFO - LRs are now: 1.16e-05 2025-01-03 04:56:15,506 - INFO - Training epoch 19 finished. (Took 0.3 mins.) 2025-01-03 04:56:15,507 - INFO - loss_train: 62.29 2025-01-03 04:56:15,509 - INFO - upos-fscore_train: 91.71% 2025-01-03 04:56:15,510 - INFO - aggregate_train: 91.71% 2025-01-03 04:56:16,961 - INFO - Validation epoch 19 finished. (Took 0.0 mins.) 2025-01-03 04:56:16,961 - INFO - loss_valid: 9.472 2025-01-03 04:56:16,963 - INFO - upos-fscore_valid: 92.63% 2025-01-03 04:56:16,964 - INFO - aggregate_valid: 92.63% 2025-01-03 04:56:17,214 - INFO - LRs are now: 1.16e-05 2025-01-03 04:56:17,353 - INFO - LRs are now: 1.16e-05 2025-01-03 04:56:17,461 - INFO - LRs are now: 1.16e-05 2025-01-03 04:56:17,577 - INFO - LRs are now: 1.16e-05 2025-01-03 04:56:17,652 - INFO - LRs are now: 1.16e-05 2025-01-03 04:56:17,737 - INFO - LRs are now: 1.16e-05 2025-01-03 04:56:17,801 - INFO - LRs are now: 1.16e-05 2025-01-03 04:56:17,874 - INFO - LRs are now: 1.16e-05 2025-01-03 04:56:17,948 - INFO - LRs are now: 1.16e-05 2025-01-03 04:56:18,020 - INFO - LRs are now: 1.16e-05 2025-01-03 04:56:18,105 - INFO - LRs are now: 1.16e-05 2025-01-03 04:56:18,176 - INFO - LRs are now: 1.16e-05 2025-01-03 04:56:18,233 - INFO - LRs are now: 1.16e-05 2025-01-03 04:56:18,300 - INFO - LRs are now: 1.16e-05 2025-01-03 04:56:18,369 - INFO - LRs are now: 1.16e-05 2025-01-03 04:56:18,453 - INFO - LRs are now: 1.16e-05 2025-01-03 04:56:18,523 - INFO - LRs are now: 1.16e-05 2025-01-03 04:56:18,575 - INFO - LRs are now: 1.16e-05 2025-01-03 04:56:18,656 - INFO - LRs are now: 1.16e-05 2025-01-03 04:56:18,734 - INFO - LRs are now: 1.16e-05 2025-01-03 04:56:18,797 - INFO - LRs are now: 1.16e-05 2025-01-03 04:56:18,860 - INFO - LRs are now: 1.16e-05 2025-01-03 04:56:18,922 - INFO - LRs are now: 1.16e-05 2025-01-03 04:56:19,000 - INFO - LRs are now: 1.16e-05 2025-01-03 04:56:19,062 - INFO - LRs are now: 1.16e-05 2025-01-03 04:56:19,179 - INFO - LRs are now: 1.16e-05 2025-01-03 04:56:19,310 - INFO - LRs are now: 1.16e-05 2025-01-03 04:56:19,463 - INFO - LRs are now: 1.16e-05 2025-01-03 04:56:19,584 - INFO - LRs are now: 1.16e-05 2025-01-03 04:56:19,658 - INFO - LRs are now: 1.16e-05 2025-01-03 04:56:19,731 - INFO - LRs are now: 1.16e-05 2025-01-03 04:56:19,802 - INFO - LRs are now: 1.16e-05 2025-01-03 04:56:19,876 - INFO - LRs are now: 1.16e-05 2025-01-03 04:56:19,944 - INFO - LRs are now: 1.16e-05 2025-01-03 04:56:20,089 - INFO - LRs are now: 1.16e-05 2025-01-03 04:56:20,203 - INFO - LRs are now: 1.16e-05 2025-01-03 04:56:20,275 - INFO - LRs are now: 1.16e-05 2025-01-03 04:56:20,392 - INFO - LRs are now: 1.16e-05 2025-01-03 04:56:20,540 - INFO - LRs are now: 1.16e-05 2025-01-03 04:56:20,635 - INFO - LRs are now: 1.16e-05 2025-01-03 04:56:20,688 - INFO - LRs are now: 1.16e-05 2025-01-03 04:56:20,747 - INFO - LRs are now: 1.16e-05 2025-01-03 04:56:20,857 - INFO - LRs are now: 1.16e-05 2025-01-03 04:56:21,003 - INFO - LRs are now: 1.16e-05 2025-01-03 04:56:21,195 - INFO - LRs are now: 1.16e-05 2025-01-03 04:56:21,309 - INFO - LRs are now: 1.16e-05 2025-01-03 04:56:21,363 - INFO - LRs are now: 1.16e-05 2025-01-03 04:56:21,423 - INFO - LRs are now: 1.16e-05 2025-01-03 04:56:21,494 - INFO - LRs are now: 1.16e-05 2025-01-03 04:56:21,573 - INFO - LRs are now: 1.16e-05 2025-01-03 04:56:21,649 - INFO - LRs are now: 1.16e-05 2025-01-03 04:56:21,715 - INFO - LRs are now: 1.15e-05 2025-01-03 04:56:21,775 - INFO - LRs are now: 1.15e-05 2025-01-03 04:56:21,832 - INFO - LRs are now: 1.15e-05 2025-01-03 04:56:21,883 - INFO - LRs are now: 1.15e-05 2025-01-03 04:56:21,934 - INFO - LRs are now: 1.15e-05 2025-01-03 04:56:21,986 - INFO - LRs are now: 1.15e-05 2025-01-03 04:56:22,037 - INFO - LRs are now: 1.15e-05 2025-01-03 04:56:22,099 - INFO - LRs are now: 1.15e-05 2025-01-03 04:56:22,167 - INFO - LRs are now: 1.15e-05 2025-01-03 04:56:22,274 - INFO - LRs are now: 1.15e-05 2025-01-03 04:56:22,349 - INFO - LRs are now: 1.15e-05 2025-01-03 04:56:22,461 - INFO - LRs are now: 1.15e-05 2025-01-03 04:56:22,606 - INFO - LRs are now: 1.15e-05 2025-01-03 04:56:22,686 - INFO - LRs are now: 1.15e-05 2025-01-03 04:56:22,754 - INFO - LRs are now: 1.15e-05 2025-01-03 04:56:22,814 - INFO - LRs are now: 1.15e-05 2025-01-03 04:56:22,871 - INFO - LRs are now: 1.15e-05 2025-01-03 04:56:22,932 - INFO - LRs are now: 1.15e-05 2025-01-03 04:56:22,992 - INFO - LRs are now: 1.15e-05 2025-01-03 04:56:23,065 - INFO - LRs are now: 1.15e-05 2025-01-03 04:56:23,202 - INFO - LRs are now: 1.15e-05 2025-01-03 04:56:23,295 - INFO - LRs are now: 1.15e-05 2025-01-03 04:56:23,363 - INFO - LRs are now: 1.15e-05 2025-01-03 04:56:23,429 - INFO - LRs are now: 1.15e-05 2025-01-03 04:56:23,489 - INFO - LRs are now: 1.15e-05 2025-01-03 04:56:23,540 - INFO - LRs are now: 1.15e-05 2025-01-03 04:56:23,595 - INFO - LRs are now: 1.15e-05 2025-01-03 04:56:23,647 - INFO - LRs are now: 1.15e-05 2025-01-03 04:56:23,712 - INFO - LRs are now: 1.15e-05 2025-01-03 04:56:23,767 - INFO - LRs are now: 1.15e-05 2025-01-03 04:56:23,876 - INFO - LRs are now: 1.15e-05 2025-01-03 04:56:23,981 - INFO - LRs are now: 1.15e-05 2025-01-03 04:56:24,038 - INFO - LRs are now: 1.15e-05 2025-01-03 04:56:24,139 - INFO - LRs are now: 1.15e-05 2025-01-03 04:56:24,324 - INFO - LRs are now: 1.15e-05 2025-01-03 04:56:24,427 - INFO - LRs are now: 1.15e-05 2025-01-03 04:56:24,568 - INFO - LRs are now: 1.15e-05 2025-01-03 04:56:24,688 - INFO - LRs are now: 1.15e-05 2025-01-03 04:56:24,762 - INFO - LRs are now: 1.15e-05 2025-01-03 04:56:24,846 - INFO - LRs are now: 1.15e-05 2025-01-03 04:56:24,922 - INFO - LRs are now: 1.15e-05 2025-01-03 04:56:25,014 - INFO - LRs are now: 1.15e-05 2025-01-03 04:56:25,104 - INFO - LRs are now: 1.15e-05 2025-01-03 04:56:25,239 - INFO - LRs are now: 1.15e-05 2025-01-03 04:56:25,330 - INFO - LRs are now: 1.15e-05 2025-01-03 04:56:25,411 - INFO - LRs are now: 1.15e-05 2025-01-03 04:56:25,510 - INFO - LRs are now: 1.15e-05 2025-01-03 04:56:25,579 - INFO - LRs are now: 1.15e-05 2025-01-03 04:56:25,654 - INFO - LRs are now: 1.15e-05 2025-01-03 04:56:25,724 - INFO - LRs are now: 1.15e-05 2025-01-03 04:56:25,784 - INFO - LRs are now: 1.15e-05 2025-01-03 04:56:25,874 - INFO - LRs are now: 1.15e-05 2025-01-03 04:56:25,950 - INFO - LRs are now: 1.15e-05 2025-01-03 04:56:26,047 - INFO - LRs are now: 1.15e-05 2025-01-03 04:56:26,120 - INFO - LRs are now: 1.15e-05 2025-01-03 04:56:26,190 - INFO - LRs are now: 1.15e-05 2025-01-03 04:56:26,264 - INFO - LRs are now: 1.15e-05 2025-01-03 04:56:26,342 - INFO - LRs are now: 1.15e-05 2025-01-03 04:56:26,411 - INFO - LRs are now: 1.15e-05 2025-01-03 04:56:26,469 - INFO - LRs are now: 1.15e-05 2025-01-03 04:56:26,519 - INFO - LRs are now: 1.15e-05 2025-01-03 04:56:26,604 - INFO - LRs are now: 1.15e-05 2025-01-03 04:56:26,669 - INFO - LRs are now: 1.15e-05 2025-01-03 04:56:26,722 - INFO - LRs are now: 1.15e-05 2025-01-03 04:56:26,773 - INFO - LRs are now: 1.15e-05 2025-01-03 04:56:26,823 - INFO - LRs are now: 1.15e-05 2025-01-03 04:56:26,900 - INFO - LRs are now: 1.15e-05 2025-01-03 04:56:27,024 - INFO - LRs are now: 1.15e-05 2025-01-03 04:56:27,109 - INFO - LRs are now: 1.15e-05 2025-01-03 04:56:27,193 - INFO - LRs are now: 1.15e-05 2025-01-03 04:56:27,275 - INFO - LRs are now: 1.15e-05 2025-01-03 04:56:27,352 - INFO - LRs are now: 1.15e-05 2025-01-03 04:56:27,433 - INFO - LRs are now: 1.15e-05 2025-01-03 04:56:27,519 - INFO - LRs are now: 1.15e-05 2025-01-03 04:56:27,586 - INFO - LRs are now: 1.15e-05 2025-01-03 04:56:27,678 - INFO - LRs are now: 1.15e-05 2025-01-03 04:56:27,754 - INFO - LRs are now: 1.15e-05 2025-01-03 04:56:27,837 - INFO - LRs are now: 1.15e-05 2025-01-03 04:56:27,909 - INFO - LRs are now: 1.15e-05 2025-01-03 04:56:27,963 - INFO - LRs are now: 1.15e-05 2025-01-03 04:56:28,019 - INFO - LRs are now: 1.15e-05 2025-01-03 04:56:28,100 - INFO - LRs are now: 1.15e-05 2025-01-03 04:56:28,163 - INFO - LRs are now: 1.15e-05 2025-01-03 04:56:28,261 - INFO - LRs are now: 1.15e-05 2025-01-03 04:56:28,339 - INFO - LRs are now: 1.14e-05 2025-01-03 04:56:28,472 - INFO - LRs are now: 1.14e-05 2025-01-03 04:56:28,586 - INFO - LRs are now: 1.14e-05 2025-01-03 04:56:28,701 - INFO - LRs are now: 1.14e-05 2025-01-03 04:56:28,806 - INFO - LRs are now: 1.14e-05 2025-01-03 04:56:28,856 - INFO - LRs are now: 1.14e-05 2025-01-03 04:56:28,976 - INFO - LRs are now: 1.14e-05 2025-01-03 04:56:29,098 - INFO - LRs are now: 1.14e-05 2025-01-03 04:56:29,189 - INFO - LRs are now: 1.14e-05 2025-01-03 04:56:29,268 - INFO - LRs are now: 1.14e-05 2025-01-03 04:56:29,321 - INFO - LRs are now: 1.14e-05 2025-01-03 04:56:29,416 - INFO - LRs are now: 1.14e-05 2025-01-03 04:56:29,498 - INFO - LRs are now: 1.14e-05 2025-01-03 04:56:29,579 - INFO - LRs are now: 1.14e-05 2025-01-03 04:56:29,699 - INFO - LRs are now: 1.14e-05 2025-01-03 04:56:29,775 - INFO - LRs are now: 1.14e-05 2025-01-03 04:56:29,864 - INFO - LRs are now: 1.14e-05 2025-01-03 04:56:29,938 - INFO - LRs are now: 1.14e-05 2025-01-03 04:56:30,015 - INFO - LRs are now: 1.14e-05 2025-01-03 04:56:30,090 - INFO - LRs are now: 1.14e-05 2025-01-03 04:56:30,153 - INFO - LRs are now: 1.14e-05 2025-01-03 04:56:30,229 - INFO - LRs are now: 1.14e-05 2025-01-03 04:56:30,294 - INFO - LRs are now: 1.14e-05 2025-01-03 04:56:30,367 - INFO - LRs are now: 1.14e-05 2025-01-03 04:56:30,467 - INFO - LRs are now: 1.14e-05 2025-01-03 04:56:30,557 - INFO - LRs are now: 1.14e-05 2025-01-03 04:56:30,620 - INFO - LRs are now: 1.14e-05 2025-01-03 04:56:30,691 - INFO - LRs are now: 1.14e-05 2025-01-03 04:56:30,765 - INFO - LRs are now: 1.14e-05 2025-01-03 04:56:30,829 - INFO - LRs are now: 1.14e-05 2025-01-03 04:56:30,899 - INFO - LRs are now: 1.14e-05 2025-01-03 04:56:30,957 - INFO - LRs are now: 1.14e-05 2025-01-03 04:56:31,044 - INFO - LRs are now: 1.14e-05 2025-01-03 04:56:31,171 - INFO - LRs are now: 1.14e-05 2025-01-03 04:56:31,266 - INFO - LRs are now: 1.14e-05 2025-01-03 04:56:31,349 - INFO - LRs are now: 1.14e-05 2025-01-03 04:56:31,436 - INFO - LRs are now: 1.14e-05 2025-01-03 04:56:31,509 - INFO - LRs are now: 1.14e-05 2025-01-03 04:56:31,582 - INFO - LRs are now: 1.14e-05 2025-01-03 04:56:31,647 - INFO - LRs are now: 1.14e-05 2025-01-03 04:56:31,718 - INFO - LRs are now: 1.14e-05 2025-01-03 04:56:31,787 - INFO - LRs are now: 1.14e-05 2025-01-03 04:56:31,844 - INFO - LRs are now: 1.14e-05 2025-01-03 04:56:31,894 - INFO - LRs are now: 1.14e-05 2025-01-03 04:56:31,975 - INFO - LRs are now: 1.14e-05 2025-01-03 04:56:32,052 - INFO - LRs are now: 1.14e-05 2025-01-03 04:56:32,116 - INFO - LRs are now: 1.14e-05 2025-01-03 04:56:32,173 - INFO - LRs are now: 1.14e-05 2025-01-03 04:56:32,223 - INFO - LRs are now: 1.14e-05 2025-01-03 04:56:32,273 - INFO - LRs are now: 1.14e-05 2025-01-03 04:56:32,334 - INFO - LRs are now: 1.14e-05 2025-01-03 04:56:32,395 - INFO - LRs are now: 1.14e-05 2025-01-03 04:56:32,450 - INFO - LRs are now: 1.14e-05 2025-01-03 04:56:32,508 - INFO - LRs are now: 1.14e-05 2025-01-03 04:56:32,576 - INFO - LRs are now: 1.14e-05 2025-01-03 04:56:32,684 - INFO - LRs are now: 1.14e-05 2025-01-03 04:56:32,811 - INFO - LRs are now: 1.14e-05 2025-01-03 04:56:32,879 - INFO - LRs are now: 1.14e-05 2025-01-03 04:56:32,957 - INFO - LRs are now: 1.14e-05 2025-01-03 04:56:33,073 - INFO - LRs are now: 1.14e-05 2025-01-03 04:56:33,170 - INFO - LRs are now: 1.14e-05 2025-01-03 04:56:33,238 - INFO - LRs are now: 1.14e-05 2025-01-03 04:56:33,332 - INFO - LRs are now: 1.14e-05 2025-01-03 04:56:33,403 - INFO - LRs are now: 1.14e-05 2025-01-03 04:56:33,456 - INFO - LRs are now: 1.14e-05 2025-01-03 04:56:33,510 - INFO - LRs are now: 1.14e-05 2025-01-03 04:56:33,562 - INFO - LRs are now: 1.14e-05 2025-01-03 04:56:33,624 - INFO - LRs are now: 1.14e-05 2025-01-03 04:56:33,690 - INFO - LRs are now: 1.14e-05 2025-01-03 04:56:33,748 - INFO - LRs are now: 1.14e-05 2025-01-03 04:56:33,806 - INFO - LRs are now: 1.14e-05 2025-01-03 04:56:33,893 - INFO - LRs are now: 1.14e-05 2025-01-03 04:56:33,967 - INFO - LRs are now: 1.14e-05 2025-01-03 04:56:34,055 - INFO - LRs are now: 1.14e-05 2025-01-03 04:56:34,119 - INFO - LRs are now: 1.14e-05 2025-01-03 04:56:34,209 - INFO - LRs are now: 1.14e-05 2025-01-03 04:56:34,283 - INFO - LRs are now: 1.14e-05 2025-01-03 04:56:34,336 - INFO - LRs are now: 1.14e-05 2025-01-03 04:56:34,394 - INFO - LRs are now: 1.14e-05 2025-01-03 04:56:34,453 - INFO - LRs are now: 1.14e-05 2025-01-03 04:56:34,512 - INFO - LRs are now: 1.14e-05 2025-01-03 04:56:34,560 - INFO - LRs are now: 1.14e-05 2025-01-03 04:56:34,611 - INFO - LRs are now: 1.14e-05 2025-01-03 04:56:34,725 - INFO - LRs are now: 1.14e-05 2025-01-03 04:56:34,841 - INFO - LRs are now: 1.14e-05 2025-01-03 04:56:34,902 - INFO - LRs are now: 1.14e-05 2025-01-03 04:56:34,963 - INFO - LRs are now: 1.14e-05 2025-01-03 04:56:35,020 - INFO - LRs are now: 1.13e-05 2025-01-03 04:56:35,126 - INFO - LRs are now: 1.13e-05 2025-01-03 04:56:35,220 - INFO - LRs are now: 1.13e-05 2025-01-03 04:56:35,338 - INFO - LRs are now: 1.13e-05 2025-01-03 04:56:35,428 - INFO - LRs are now: 1.13e-05 2025-01-03 04:56:35,479 - INFO - LRs are now: 1.13e-05 2025-01-03 04:56:35,535 - INFO - LRs are now: 1.13e-05 2025-01-03 04:56:35,594 - INFO - LRs are now: 1.13e-05 2025-01-03 04:56:35,649 - INFO - LRs are now: 1.13e-05 2025-01-03 04:56:35,699 - INFO - LRs are now: 1.13e-05 2025-01-03 04:56:35,785 - INFO - LRs are now: 1.13e-05 2025-01-03 04:56:35,852 - INFO - LRs are now: 1.13e-05 2025-01-03 04:56:35,914 - INFO - LRs are now: 1.13e-05 2025-01-03 04:56:36,015 - INFO - LRs are now: 1.13e-05 2025-01-03 04:56:36,121 - INFO - LRs are now: 1.13e-05 2025-01-03 04:56:36,208 - INFO - LRs are now: 1.13e-05 2025-01-03 04:56:36,277 - INFO - LRs are now: 1.13e-05 2025-01-03 04:56:36,343 - INFO - LRs are now: 1.13e-05 2025-01-03 04:56:36,405 - INFO - LRs are now: 1.13e-05 2025-01-03 04:56:36,458 - INFO - LRs are now: 1.13e-05 2025-01-03 04:56:36,513 - INFO - LRs are now: 1.13e-05 2025-01-03 04:56:36,585 - INFO - LRs are now: 1.13e-05 2025-01-03 04:56:36,646 - INFO - LRs are now: 1.13e-05 2025-01-03 04:56:36,743 - INFO - LRs are now: 1.13e-05 2025-01-03 04:56:36,827 - INFO - LRs are now: 1.13e-05 2025-01-03 04:56:36,895 - INFO - LRs are now: 1.13e-05 2025-01-03 04:56:36,950 - INFO - LRs are now: 1.13e-05 2025-01-03 04:56:36,986 - INFO - Training epoch 20 finished. (Took 0.3 mins.) 2025-01-03 04:56:36,987 - INFO - loss_train: 60.51 2025-01-03 04:56:36,989 - INFO - upos-fscore_train: 92.06% 2025-01-03 04:56:36,990 - INFO - aggregate_train: 92.06% 2025-01-03 04:56:38,477 - INFO - Validation epoch 20 finished. (Took 0.0 mins.) 2025-01-03 04:56:38,477 - INFO - loss_valid: 9.624 2025-01-03 04:56:38,479 - INFO - upos-fscore_valid: 92.63% 2025-01-03 04:56:38,480 - INFO - aggregate_valid: 92.63% 2025-01-03 04:56:40,407 - INFO - Saving regular checkpoint: data/saved_models/POS_Tagging/ota_boun/0103_044916/checkpoint-epoch20.pth ... 2025-01-03 04:56:40,668 - INFO - LRs are now: 1.13e-05 2025-01-03 04:56:40,817 - INFO - LRs are now: 1.13e-05 2025-01-03 04:56:40,879 - INFO - LRs are now: 1.13e-05 2025-01-03 04:56:40,955 - INFO - LRs are now: 1.13e-05 2025-01-03 04:56:41,017 - INFO - LRs are now: 1.13e-05 2025-01-03 04:56:41,076 - INFO - LRs are now: 1.13e-05 2025-01-03 04:56:41,142 - INFO - LRs are now: 1.13e-05 2025-01-03 04:56:41,205 - INFO - LRs are now: 1.13e-05 2025-01-03 04:56:41,277 - INFO - LRs are now: 1.13e-05 2025-01-03 04:56:41,349 - INFO - LRs are now: 1.13e-05 2025-01-03 04:56:41,408 - INFO - LRs are now: 1.13e-05 2025-01-03 04:56:41,472 - INFO - LRs are now: 1.13e-05 2025-01-03 04:56:41,535 - INFO - LRs are now: 1.13e-05 2025-01-03 04:56:41,598 - INFO - LRs are now: 1.13e-05 2025-01-03 04:56:41,731 - INFO - LRs are now: 1.13e-05 2025-01-03 04:56:41,830 - INFO - LRs are now: 1.13e-05 2025-01-03 04:56:41,883 - INFO - LRs are now: 1.13e-05 2025-01-03 04:56:41,985 - INFO - LRs are now: 1.13e-05 2025-01-03 04:56:42,083 - INFO - LRs are now: 1.13e-05 2025-01-03 04:56:42,221 - INFO - LRs are now: 1.13e-05 2025-01-03 04:56:42,317 - INFO - LRs are now: 1.13e-05 2025-01-03 04:56:42,368 - INFO - LRs are now: 1.13e-05 2025-01-03 04:56:42,435 - INFO - LRs are now: 1.13e-05 2025-01-03 04:56:42,574 - INFO - LRs are now: 1.13e-05 2025-01-03 04:56:42,685 - INFO - LRs are now: 1.13e-05 2025-01-03 04:56:42,741 - INFO - LRs are now: 1.13e-05 2025-01-03 04:56:42,808 - INFO - LRs are now: 1.13e-05 2025-01-03 04:56:42,868 - INFO - LRs are now: 1.13e-05 2025-01-03 04:56:42,935 - INFO - LRs are now: 1.13e-05 2025-01-03 04:56:43,045 - INFO - LRs are now: 1.13e-05 2025-01-03 04:56:43,122 - INFO - LRs are now: 1.13e-05 2025-01-03 04:56:43,178 - INFO - LRs are now: 1.13e-05 2025-01-03 04:56:43,233 - INFO - LRs are now: 1.13e-05 2025-01-03 04:56:43,293 - INFO - LRs are now: 1.13e-05 2025-01-03 04:56:43,352 - INFO - LRs are now: 1.13e-05 2025-01-03 04:56:43,418 - INFO - LRs are now: 1.13e-05 2025-01-03 04:56:43,498 - INFO - LRs are now: 1.13e-05 2025-01-03 04:56:43,567 - INFO - LRs are now: 1.13e-05 2025-01-03 04:56:43,639 - INFO - LRs are now: 1.13e-05 2025-01-03 04:56:43,712 - INFO - LRs are now: 1.13e-05 2025-01-03 04:56:43,776 - INFO - LRs are now: 1.13e-05 2025-01-03 04:56:43,830 - INFO - LRs are now: 1.13e-05 2025-01-03 04:56:43,885 - INFO - LRs are now: 1.13e-05 2025-01-03 04:56:43,973 - INFO - LRs are now: 1.13e-05 2025-01-03 04:56:44,041 - INFO - LRs are now: 1.13e-05 2025-01-03 04:56:44,130 - INFO - LRs are now: 1.13e-05 2025-01-03 04:56:44,200 - INFO - LRs are now: 1.13e-05 2025-01-03 04:56:44,269 - INFO - LRs are now: 1.13e-05 2025-01-03 04:56:44,334 - INFO - LRs are now: 1.13e-05 2025-01-03 04:56:44,407 - INFO - LRs are now: 1.13e-05 2025-01-03 04:56:44,525 - INFO - LRs are now: 1.13e-05 2025-01-03 04:56:44,614 - INFO - LRs are now: 1.13e-05 2025-01-03 04:56:44,699 - INFO - LRs are now: 1.13e-05 2025-01-03 04:56:44,764 - INFO - LRs are now: 1.13e-05 2025-01-03 04:56:44,851 - INFO - LRs are now: 1.13e-05 2025-01-03 04:56:44,916 - INFO - LRs are now: 1.13e-05 2025-01-03 04:56:44,969 - INFO - LRs are now: 1.13e-05 2025-01-03 04:56:45,026 - INFO - LRs are now: 1.13e-05 2025-01-03 04:56:45,098 - INFO - LRs are now: 1.13e-05 2025-01-03 04:56:45,165 - INFO - LRs are now: 1.13e-05 2025-01-03 04:56:45,272 - INFO - LRs are now: 1.13e-05 2025-01-03 04:56:45,433 - INFO - LRs are now: 1.12e-05 2025-01-03 04:56:45,567 - INFO - LRs are now: 1.12e-05 2025-01-03 04:56:45,638 - INFO - LRs are now: 1.12e-05 2025-01-03 04:56:45,695 - INFO - LRs are now: 1.12e-05 2025-01-03 04:56:45,755 - INFO - LRs are now: 1.12e-05 2025-01-03 04:56:45,810 - INFO - LRs are now: 1.12e-05 2025-01-03 04:56:45,875 - INFO - LRs are now: 1.12e-05 2025-01-03 04:56:45,963 - INFO - LRs are now: 1.12e-05 2025-01-03 04:56:46,046 - INFO - LRs are now: 1.12e-05 2025-01-03 04:56:46,110 - INFO - LRs are now: 1.12e-05 2025-01-03 04:56:46,171 - INFO - LRs are now: 1.12e-05 2025-01-03 04:56:46,234 - INFO - LRs are now: 1.12e-05 2025-01-03 04:56:46,344 - INFO - LRs are now: 1.12e-05 2025-01-03 04:56:46,420 - INFO - LRs are now: 1.12e-05 2025-01-03 04:56:46,502 - INFO - LRs are now: 1.12e-05 2025-01-03 04:56:46,584 - INFO - LRs are now: 1.12e-05 2025-01-03 04:56:46,650 - INFO - LRs are now: 1.12e-05 2025-01-03 04:56:46,709 - INFO - LRs are now: 1.12e-05 2025-01-03 04:56:46,821 - INFO - LRs are now: 1.12e-05 2025-01-03 04:56:46,943 - INFO - LRs are now: 1.12e-05 2025-01-03 04:56:47,013 - INFO - LRs are now: 1.12e-05 2025-01-03 04:56:47,089 - INFO - LRs are now: 1.12e-05 2025-01-03 04:56:47,193 - INFO - LRs are now: 1.12e-05 2025-01-03 04:56:47,268 - INFO - LRs are now: 1.12e-05 2025-01-03 04:56:47,377 - INFO - LRs are now: 1.12e-05 2025-01-03 04:56:47,460 - INFO - LRs are now: 1.12e-05 2025-01-03 04:56:47,529 - INFO - LRs are now: 1.12e-05 2025-01-03 04:56:47,590 - INFO - LRs are now: 1.12e-05 2025-01-03 04:56:47,669 - INFO - LRs are now: 1.12e-05 2025-01-03 04:56:47,744 - INFO - LRs are now: 1.12e-05 2025-01-03 04:56:47,798 - INFO - LRs are now: 1.12e-05 2025-01-03 04:56:47,860 - INFO - LRs are now: 1.12e-05 2025-01-03 04:56:48,000 - INFO - LRs are now: 1.12e-05 2025-01-03 04:56:48,096 - INFO - LRs are now: 1.12e-05 2025-01-03 04:56:48,152 - INFO - LRs are now: 1.12e-05 2025-01-03 04:56:48,247 - INFO - LRs are now: 1.12e-05 2025-01-03 04:56:48,398 - INFO - LRs are now: 1.12e-05 2025-01-03 04:56:48,527 - INFO - LRs are now: 1.12e-05 2025-01-03 04:56:48,603 - INFO - LRs are now: 1.12e-05 2025-01-03 04:56:48,672 - INFO - LRs are now: 1.12e-05 2025-01-03 04:56:48,740 - INFO - LRs are now: 1.12e-05 2025-01-03 04:56:48,803 - INFO - LRs are now: 1.12e-05 2025-01-03 04:56:48,874 - INFO - LRs are now: 1.12e-05 2025-01-03 04:56:48,938 - INFO - LRs are now: 1.12e-05 2025-01-03 04:56:49,019 - INFO - LRs are now: 1.12e-05 2025-01-03 04:56:49,105 - INFO - LRs are now: 1.12e-05 2025-01-03 04:56:49,166 - INFO - LRs are now: 1.12e-05 2025-01-03 04:56:49,246 - INFO - LRs are now: 1.12e-05 2025-01-03 04:56:49,311 - INFO - LRs are now: 1.12e-05 2025-01-03 04:56:49,366 - INFO - LRs are now: 1.12e-05 2025-01-03 04:56:49,439 - INFO - LRs are now: 1.12e-05 2025-01-03 04:56:49,516 - INFO - LRs are now: 1.12e-05 2025-01-03 04:56:49,592 - INFO - LRs are now: 1.12e-05 2025-01-03 04:56:49,653 - INFO - LRs are now: 1.12e-05 2025-01-03 04:56:49,712 - INFO - LRs are now: 1.12e-05 2025-01-03 04:56:49,792 - INFO - LRs are now: 1.12e-05 2025-01-03 04:56:49,852 - INFO - LRs are now: 1.12e-05 2025-01-03 04:56:49,923 - INFO - LRs are now: 1.12e-05 2025-01-03 04:56:49,986 - INFO - LRs are now: 1.12e-05 2025-01-03 04:56:50,077 - INFO - LRs are now: 1.12e-05 2025-01-03 04:56:50,186 - INFO - LRs are now: 1.12e-05 2025-01-03 04:56:50,250 - INFO - LRs are now: 1.12e-05 2025-01-03 04:56:50,337 - INFO - LRs are now: 1.12e-05 2025-01-03 04:56:50,401 - INFO - LRs are now: 1.12e-05 2025-01-03 04:56:50,475 - INFO - LRs are now: 1.12e-05 2025-01-03 04:56:50,538 - INFO - LRs are now: 1.12e-05 2025-01-03 04:56:50,599 - INFO - LRs are now: 1.12e-05 2025-01-03 04:56:50,662 - INFO - LRs are now: 1.12e-05 2025-01-03 04:56:50,746 - INFO - LRs are now: 1.12e-05 2025-01-03 04:56:50,830 - INFO - LRs are now: 1.12e-05 2025-01-03 04:56:50,891 - INFO - LRs are now: 1.12e-05 2025-01-03 04:56:50,963 - INFO - LRs are now: 1.12e-05 2025-01-03 04:56:51,028 - INFO - LRs are now: 1.12e-05 2025-01-03 04:56:51,102 - INFO - LRs are now: 1.12e-05 2025-01-03 04:56:51,189 - INFO - LRs are now: 1.12e-05 2025-01-03 04:56:51,248 - INFO - LRs are now: 1.12e-05 2025-01-03 04:56:51,329 - INFO - LRs are now: 1.12e-05 2025-01-03 04:56:51,409 - INFO - LRs are now: 1.12e-05 2025-01-03 04:56:51,495 - INFO - LRs are now: 1.12e-05 2025-01-03 04:56:51,561 - INFO - LRs are now: 1.12e-05 2025-01-03 04:56:51,697 - INFO - LRs are now: 1.12e-05 2025-01-03 04:56:51,806 - INFO - LRs are now: 1.12e-05 2025-01-03 04:56:51,865 - INFO - LRs are now: 1.12e-05 2025-01-03 04:56:51,938 - INFO - LRs are now: 1.12e-05 2025-01-03 04:56:52,030 - INFO - LRs are now: 1.12e-05 2025-01-03 04:56:52,109 - INFO - LRs are now: 1.12e-05 2025-01-03 04:56:52,172 - INFO - LRs are now: 1.12e-05 2025-01-03 04:56:52,222 - INFO - LRs are now: 1.12e-05 2025-01-03 04:56:52,284 - INFO - LRs are now: 1.12e-05 2025-01-03 04:56:52,341 - INFO - LRs are now: 1.12e-05 2025-01-03 04:56:52,389 - INFO - LRs are now: 1.12e-05 2025-01-03 04:56:52,453 - INFO - LRs are now: 1.11e-05 2025-01-03 04:56:52,526 - INFO - LRs are now: 1.11e-05 2025-01-03 04:56:52,580 - INFO - LRs are now: 1.11e-05 2025-01-03 04:56:52,658 - INFO - LRs are now: 1.11e-05 2025-01-03 04:56:52,725 - INFO - LRs are now: 1.11e-05 2025-01-03 04:56:52,775 - INFO - LRs are now: 1.11e-05 2025-01-03 04:56:52,849 - INFO - LRs are now: 1.11e-05 2025-01-03 04:56:52,964 - INFO - LRs are now: 1.11e-05 2025-01-03 04:56:53,068 - INFO - LRs are now: 1.11e-05 2025-01-03 04:56:53,130 - INFO - LRs are now: 1.11e-05 2025-01-03 04:56:53,198 - INFO - LRs are now: 1.11e-05 2025-01-03 04:56:53,266 - INFO - LRs are now: 1.11e-05 2025-01-03 04:56:53,333 - INFO - LRs are now: 1.11e-05 2025-01-03 04:56:53,403 - INFO - LRs are now: 1.11e-05 2025-01-03 04:56:53,462 - INFO - LRs are now: 1.11e-05 2025-01-03 04:56:53,514 - INFO - LRs are now: 1.11e-05 2025-01-03 04:56:53,568 - INFO - LRs are now: 1.11e-05 2025-01-03 04:56:53,621 - INFO - LRs are now: 1.11e-05 2025-01-03 04:56:53,728 - INFO - LRs are now: 1.11e-05 2025-01-03 04:56:53,825 - INFO - LRs are now: 1.11e-05 2025-01-03 04:56:53,894 - INFO - LRs are now: 1.11e-05 2025-01-03 04:56:53,956 - INFO - LRs are now: 1.11e-05 2025-01-03 04:56:54,015 - INFO - LRs are now: 1.11e-05 2025-01-03 04:56:54,076 - INFO - LRs are now: 1.11e-05 2025-01-03 04:56:54,138 - INFO - LRs are now: 1.11e-05 2025-01-03 04:56:54,189 - INFO - LRs are now: 1.11e-05 2025-01-03 04:56:54,312 - INFO - LRs are now: 1.11e-05 2025-01-03 04:56:54,422 - INFO - LRs are now: 1.11e-05 2025-01-03 04:56:54,472 - INFO - LRs are now: 1.11e-05 2025-01-03 04:56:54,531 - INFO - LRs are now: 1.11e-05 2025-01-03 04:56:54,582 - INFO - LRs are now: 1.11e-05 2025-01-03 04:56:54,643 - INFO - LRs are now: 1.11e-05 2025-01-03 04:56:54,704 - INFO - LRs are now: 1.11e-05 2025-01-03 04:56:54,754 - INFO - LRs are now: 1.11e-05 2025-01-03 04:56:54,844 - INFO - LRs are now: 1.11e-05 2025-01-03 04:56:54,929 - INFO - LRs are now: 1.11e-05 2025-01-03 04:56:55,000 - INFO - LRs are now: 1.11e-05 2025-01-03 04:56:55,081 - INFO - LRs are now: 1.11e-05 2025-01-03 04:56:55,185 - INFO - LRs are now: 1.11e-05 2025-01-03 04:56:55,288 - INFO - LRs are now: 1.11e-05 2025-01-03 04:56:55,361 - INFO - LRs are now: 1.11e-05 2025-01-03 04:56:55,432 - INFO - LRs are now: 1.11e-05 2025-01-03 04:56:55,504 - INFO - LRs are now: 1.11e-05 2025-01-03 04:56:55,568 - INFO - LRs are now: 1.11e-05 2025-01-03 04:56:55,628 - INFO - LRs are now: 1.11e-05 2025-01-03 04:56:55,711 - INFO - LRs are now: 1.11e-05 2025-01-03 04:56:55,786 - INFO - LRs are now: 1.11e-05 2025-01-03 04:56:55,839 - INFO - LRs are now: 1.11e-05 2025-01-03 04:56:55,934 - INFO - LRs are now: 1.11e-05 2025-01-03 04:56:56,046 - INFO - LRs are now: 1.11e-05 2025-01-03 04:56:56,149 - INFO - LRs are now: 1.11e-05 2025-01-03 04:56:56,241 - INFO - LRs are now: 1.11e-05 2025-01-03 04:56:56,346 - INFO - LRs are now: 1.11e-05 2025-01-03 04:56:56,474 - INFO - LRs are now: 1.11e-05 2025-01-03 04:56:56,555 - INFO - LRs are now: 1.11e-05 2025-01-03 04:56:56,610 - INFO - LRs are now: 1.11e-05 2025-01-03 04:56:56,680 - INFO - LRs are now: 1.11e-05 2025-01-03 04:56:56,754 - INFO - LRs are now: 1.11e-05 2025-01-03 04:56:56,830 - INFO - LRs are now: 1.11e-05 2025-01-03 04:56:56,979 - INFO - LRs are now: 1.11e-05 2025-01-03 04:56:57,076 - INFO - LRs are now: 1.11e-05 2025-01-03 04:56:57,141 - INFO - LRs are now: 1.11e-05 2025-01-03 04:56:57,201 - INFO - LRs are now: 1.11e-05 2025-01-03 04:56:57,307 - INFO - LRs are now: 1.11e-05 2025-01-03 04:56:57,437 - INFO - LRs are now: 1.11e-05 2025-01-03 04:56:57,514 - INFO - LRs are now: 1.11e-05 2025-01-03 04:56:57,622 - INFO - LRs are now: 1.11e-05 2025-01-03 04:56:57,715 - INFO - LRs are now: 1.11e-05 2025-01-03 04:56:57,773 - INFO - LRs are now: 1.11e-05 2025-01-03 04:56:57,824 - INFO - LRs are now: 1.11e-05 2025-01-03 04:56:57,888 - INFO - LRs are now: 1.11e-05 2025-01-03 04:56:58,029 - INFO - LRs are now: 1.11e-05 2025-01-03 04:56:58,141 - INFO - LRs are now: 1.11e-05 2025-01-03 04:56:58,208 - INFO - LRs are now: 1.11e-05 2025-01-03 04:56:58,331 - INFO - LRs are now: 1.11e-05 2025-01-03 04:56:58,425 - INFO - LRs are now: 1.11e-05 2025-01-03 04:56:58,495 - INFO - LRs are now: 1.11e-05 2025-01-03 04:56:58,549 - INFO - LRs are now: 1.11e-05 2025-01-03 04:56:58,670 - INFO - LRs are now: 1.11e-05 2025-01-03 04:56:58,786 - INFO - LRs are now: 1.11e-05 2025-01-03 04:56:58,851 - INFO - LRs are now: 1.11e-05 2025-01-03 04:56:58,903 - INFO - LRs are now: 1.11e-05 2025-01-03 04:56:58,963 - INFO - LRs are now: 1.11e-05 2025-01-03 04:56:59,087 - INFO - LRs are now: 1.11e-05 2025-01-03 04:56:59,189 - INFO - LRs are now: 1.11e-05 2025-01-03 04:56:59,249 - INFO - LRs are now: 1.11e-05 2025-01-03 04:56:59,352 - INFO - LRs are now: 1.11e-05 2025-01-03 04:56:59,422 - INFO - LRs are now: 1.11e-05 2025-01-03 04:56:59,482 - INFO - LRs are now: 1.11e-05 2025-01-03 04:56:59,536 - INFO - LRs are now: 1.11e-05 2025-01-03 04:56:59,658 - INFO - LRs are now: 1.11e-05 2025-01-03 04:56:59,763 - INFO - LRs are now: 1.11e-05 2025-01-03 04:56:59,843 - INFO - LRs are now: 1.11e-05 2025-01-03 04:56:59,903 - INFO - LRs are now: 1.11e-05 2025-01-03 04:56:59,992 - INFO - LRs are now: 1.10e-05 2025-01-03 04:57:00,066 - INFO - LRs are now: 1.10e-05 2025-01-03 04:57:00,132 - INFO - LRs are now: 1.10e-05 2025-01-03 04:57:00,198 - INFO - LRs are now: 1.10e-05 2025-01-03 04:57:00,235 - INFO - Training epoch 21 finished. (Took 0.3 mins.) 2025-01-03 04:57:00,236 - INFO - loss_train: 59.61 2025-01-03 04:57:00,238 - INFO - upos-fscore_train: 92.07% 2025-01-03 04:57:00,239 - INFO - aggregate_train: 92.07% 2025-01-03 04:57:01,749 - INFO - Validation epoch 21 finished. (Took 0.0 mins.) 2025-01-03 04:57:01,749 - INFO - loss_valid: 9.975 2025-01-03 04:57:01,751 - INFO - upos-fscore_valid: 92.71% 2025-01-03 04:57:01,752 - INFO - aggregate_valid: 92.71% 2025-01-03 04:57:01,754 - INFO - Validation criterion didn't improve for 15 epochs. Training stops. 2025-01-03 04:57:01,754 - INFO - Training took 7.7 mins.