diff --git "a/info.log" "b/info.log"
new file mode 100644--- /dev/null
+++ "b/info.log"
@@ -0,0 +1,14639 @@
+2025-01-03 01:10:59,584 - INFO - experiment = ota_boun
+2025-01-03 01:10:59,584 - INFO - name = bert-base-turkish-cased
+2025-01-03 01:10:59,584 - INFO - n_gpu = 1
+2025-01-03 01:10:59,584 - INFO - model.type = MultiParser
+2025-01-03 01:10:59,584 - INFO - model.args.embeddings_processor.type = BertWrapper
+2025-01-03 01:10:59,584 - INFO - model.args.embeddings_processor.args.model_path = data/pretrained_embeddings/bert-base-turkish-cased-nonpretrained
+2025-01-03 01:10:59,584 - INFO - model.args.embeddings_processor.args.fine_tune = True
+2025-01-03 01:10:59,585 - INFO - model.args.embeddings_processor.args.hidden_dropout = 0.2
+2025-01-03 01:10:59,585 - INFO - model.args.embeddings_processor.args.attn_dropout = 0.2
+2025-01-03 01:10:59,585 - INFO - model.args.embeddings_processor.args.output_dropout = 0.5
+2025-01-03 01:10:59,585 - INFO - model.args.embeddings_processor.args.scalar_mix_layer_dropout = 0.1
+2025-01-03 01:10:59,585 - INFO - model.args.embeddings_processor.args.token_mask_prob = 0.15
+2025-01-03 01:10:59,585 - INFO - model.args.outputs.heads.type = ArcScorer
+2025-01-03 01:10:59,585 - INFO - model.args.outputs.heads.args.scorer_class = DeepBiaffineScorer
+2025-01-03 01:10:59,585 - INFO - model.args.outputs.heads.args.head_mode = single_head
+2025-01-03 01:10:59,585 - INFO - model.args.outputs.heads.args.hidden_size = 768
+2025-01-03 01:10:59,585 - INFO - model.args.outputs.heads.args.dropout = 0.33
+2025-01-03 01:10:59,586 - INFO - model.args.outputs.heads.args.vocab.type = IntegerVocab
+2025-01-03 01:10:59,586 - INFO - model.args.outputs.labels.type = DependencyClassifier
+2025-01-03 01:10:59,586 - INFO - model.args.outputs.labels.args.scorer_class = DeepBiaffineScorer
+2025-01-03 01:10:59,586 - INFO - model.args.outputs.labels.args.hidden_size = 256
+2025-01-03 01:10:59,586 - INFO - model.args.outputs.labels.args.dropout = 0.33
+2025-01-03 01:10:59,586 - INFO - model.args.outputs.labels.args.vocab.type = BasicVocab
+2025-01-03 01:10:59,586 - INFO - model.args.outputs.labels.args.vocab.args.vocab_filename = data/corpora/ota_boun/vocab/basic.vocab
+2025-01-03 01:10:59,586 - INFO - model.args.post_processors = [OrderedDict([('type', 'FactorizedMSTPostProcessor'), ('args', OrderedDict([('annotation_ids', ['heads', 'labels'])]))])]
+2025-01-03 01:10:59,586 - INFO - data_loaders.type = BucketedCONLLLoader
+2025-01-03 01:10:59,586 - INFO - data_loaders.args.annotation_layers.heads.type = TagSequence
+2025-01-03 01:10:59,587 - INFO - data_loaders.args.annotation_layers.heads.source_column = 6
+2025-01-03 01:10:59,587 - INFO - data_loaders.args.annotation_layers.heads.args.ignore_root = True
+2025-01-03 01:10:59,587 - INFO - data_loaders.args.annotation_layers.labels.type = DependencyMatrix
+2025-01-03 01:10:59,587 - INFO - data_loaders.args.annotation_layers.labels.source_column = [6, 7]
+2025-01-03 01:10:59,587 - INFO - data_loaders.args.annotation_layers.labels.args.ignore_non_relations = True
+2025-01-03 01:10:59,587 - INFO - data_loaders.args.batch_size = 32
+2025-01-03 01:10:59,587 - INFO - data_loaders.args.bucket_size = 256
+2025-01-03 01:10:59,587 - INFO - data_loaders.args.max_tokens_per_batch = 156800
+2025-01-03 01:10:59,587 - INFO - data_loaders.args.num_workers = 2
+2025-01-03 01:10:59,587 - INFO - data_loaders.paths.train = data/corpora/ota_boun/ota_boun-ud-train.conllu
+2025-01-03 01:10:59,587 - INFO - data_loaders.paths.dev = data/corpora/ota_boun/ota_boun-ud-test.conllu
+2025-01-03 01:10:59,588 - INFO - data_loaders.paths.test = data/corpora/ota_boun/tr_boun-ud-test.conllu
+2025-01-03 01:10:59,588 - INFO - trainer.min_epochs = 15
+2025-01-03 01:10:59,588 - INFO - trainer.max_epochs = 300
+2025-01-03 01:10:59,588 - INFO - trainer.early_stop = 15
+2025-01-03 01:10:59,588 - INFO - trainer.save_dir = data/saved_models/
+2025-01-03 01:10:59,588 - INFO - trainer.save_period = 20
+2025-01-03 01:10:59,588 - INFO - trainer.verbosity = 2
+2025-01-03 01:10:59,588 - INFO - trainer.validation_criterion.metrics.heads = fscore
+2025-01-03 01:10:59,588 - INFO - trainer.validation_criterion.metrics.labels = fscore
+2025-01-03 01:10:59,588 - INFO - trainer.validation_criterion.weighting = multiplicative
+2025-01-03 01:10:59,588 - INFO - trainer.optimizer.type = AdamW
+2025-01-03 01:10:59,589 - INFO - trainer.optimizer.args.lr = 4e-05
+2025-01-03 01:10:59,589 - INFO - trainer.optimizer.args.weight_decay = 0.0
+2025-01-03 01:10:59,589 - INFO - trainer.lr_scheduler.type = LambdaLR
+2025-01-03 01:10:59,589 - INFO - trainer.lr_scheduler.args.lr_lambda = SqrtSchedule(400)
+2025-01-03 01:10:59,589 - INFO - trainer.loss.type = CrossEntropyLoss
+2025-01-03 01:10:59,589 - INFO - trainer.loss.args.ignore_index = -1
+2025-01-03 01:11:08,952 - INFO - LRs are now: 1.00e-07
+2025-01-03 01:11:09,221 - INFO - LRs are now: 2.00e-07
+2025-01-03 01:11:10,089 - INFO - LRs are now: 3.00e-07
+2025-01-03 01:11:10,816 - INFO - LRs are now: 4.00e-07
+2025-01-03 01:11:11,342 - INFO - LRs are now: 5.00e-07
+2025-01-03 01:11:11,562 - INFO - LRs are now: 6.00e-07
+2025-01-03 01:11:11,908 - INFO - LRs are now: 7.00e-07
+2025-01-03 01:11:12,279 - INFO - LRs are now: 8.00e-07
+2025-01-03 01:11:12,754 - INFO - LRs are now: 9.00e-07
+2025-01-03 01:11:13,688 - INFO - LRs are now: 1.00e-06
+2025-01-03 01:11:14,573 - INFO - LRs are now: 1.10e-06
+2025-01-03 01:11:15,133 - INFO - LRs are now: 1.20e-06
+2025-01-03 01:11:15,418 - INFO - LRs are now: 1.30e-06
+2025-01-03 01:11:15,599 - INFO - LRs are now: 1.40e-06
+2025-01-03 01:11:15,935 - INFO - LRs are now: 1.50e-06
+2025-01-03 01:11:16,324 - INFO - LRs are now: 1.60e-06
+2025-01-03 01:11:16,525 - INFO - LRs are now: 1.70e-06
+2025-01-03 01:11:16,744 - INFO - LRs are now: 1.80e-06
+2025-01-03 01:11:17,032 - INFO - LRs are now: 1.90e-06
+2025-01-03 01:11:17,612 - INFO - LRs are now: 2.00e-06
+2025-01-03 01:11:17,862 - INFO - LRs are now: 2.10e-06
+2025-01-03 01:11:18,895 - INFO - LRs are now: 2.20e-06
+2025-01-03 01:11:19,364 - INFO - LRs are now: 2.30e-06
+2025-01-03 01:11:19,628 - INFO - LRs are now: 2.40e-06
+2025-01-03 01:11:19,839 - INFO - LRs are now: 2.50e-06
+2025-01-03 01:11:20,078 - INFO - LRs are now: 2.60e-06
+2025-01-03 01:11:20,746 - INFO - LRs are now: 2.70e-06
+2025-01-03 01:11:21,525 - INFO - LRs are now: 2.80e-06
+2025-01-03 01:11:22,200 - INFO - LRs are now: 2.90e-06
+2025-01-03 01:11:22,693 - INFO - LRs are now: 3.00e-06
+2025-01-03 01:11:23,597 - INFO - LRs are now: 3.10e-06
+2025-01-03 01:11:24,046 - INFO - LRs are now: 3.20e-06
+2025-01-03 01:11:24,708 - INFO - LRs are now: 3.30e-06
+2025-01-03 01:11:25,025 - INFO - LRs are now: 3.40e-06
+2025-01-03 01:11:25,273 - INFO - LRs are now: 3.50e-06
+2025-01-03 01:11:25,500 - INFO - LRs are now: 3.60e-06
+2025-01-03 01:11:25,663 - INFO - LRs are now: 3.70e-06
+2025-01-03 01:11:25,865 - INFO - LRs are now: 3.80e-06
+2025-01-03 01:11:26,221 - INFO - LRs are now: 3.90e-06
+2025-01-03 01:11:27,142 - INFO - LRs are now: 4.00e-06
+2025-01-03 01:11:27,450 - INFO - LRs are now: 4.10e-06
+2025-01-03 01:11:27,942 - INFO - LRs are now: 4.20e-06
+2025-01-03 01:11:28,391 - INFO - LRs are now: 4.30e-06
+2025-01-03 01:11:28,617 - INFO - LRs are now: 4.40e-06
+2025-01-03 01:11:28,856 - INFO - LRs are now: 4.50e-06
+2025-01-03 01:11:29,573 - INFO - LRs are now: 4.60e-06
+2025-01-03 01:11:29,995 - INFO - LRs are now: 4.70e-06
+2025-01-03 01:11:30,397 - INFO - LRs are now: 4.80e-06
+2025-01-03 01:11:30,635 - INFO - LRs are now: 4.90e-06
+2025-01-03 01:11:30,853 - INFO - LRs are now: 5.00e-06
+2025-01-03 01:11:31,055 - INFO - LRs are now: 5.10e-06
+2025-01-03 01:11:31,414 - INFO - LRs are now: 5.20e-06
+2025-01-03 01:11:32,355 - INFO - LRs are now: 5.30e-06
+2025-01-03 01:11:32,747 - INFO - LRs are now: 5.40e-06
+2025-01-03 01:11:33,112 - INFO - LRs are now: 5.50e-06
+2025-01-03 01:11:33,516 - INFO - LRs are now: 5.60e-06
+2025-01-03 01:11:33,996 - INFO - LRs are now: 5.70e-06
+2025-01-03 01:11:34,296 - INFO - LRs are now: 5.80e-06
+2025-01-03 01:11:34,706 - INFO - LRs are now: 5.90e-06
+2025-01-03 01:11:34,979 - INFO - LRs are now: 6.00e-06
+2025-01-03 01:11:35,294 - INFO - LRs are now: 6.10e-06
+2025-01-03 01:11:36,600 - INFO - LRs are now: 6.20e-06
+2025-01-03 01:11:37,851 - INFO - LRs are now: 6.30e-06
+2025-01-03 01:11:38,183 - INFO - LRs are now: 6.40e-06
+2025-01-03 01:11:38,494 - INFO - LRs are now: 6.50e-06
+2025-01-03 01:11:38,908 - INFO - LRs are now: 6.60e-06
+2025-01-03 01:11:39,155 - INFO - LRs are now: 6.70e-06
+2025-01-03 01:11:39,490 - INFO - LRs are now: 6.80e-06
+2025-01-03 01:11:39,788 - INFO - LRs are now: 6.90e-06
+2025-01-03 01:11:40,033 - INFO - LRs are now: 7.00e-06
+2025-01-03 01:11:40,244 - INFO - LRs are now: 7.10e-06
+2025-01-03 01:11:40,484 - INFO - LRs are now: 7.20e-06
+2025-01-03 01:11:40,696 - INFO - LRs are now: 7.30e-06
+2025-01-03 01:11:41,309 - INFO - LRs are now: 7.40e-06
+2025-01-03 01:11:41,619 - INFO - LRs are now: 7.50e-06
+2025-01-03 01:11:41,813 - INFO - LRs are now: 7.60e-06
+2025-01-03 01:11:42,039 - INFO - LRs are now: 7.70e-06
+2025-01-03 01:11:42,456 - INFO - LRs are now: 7.80e-06
+2025-01-03 01:11:42,696 - INFO - LRs are now: 7.90e-06
+2025-01-03 01:11:43,036 - INFO - LRs are now: 8.00e-06
+2025-01-03 01:11:43,346 - INFO - LRs are now: 8.10e-06
+2025-01-03 01:11:43,569 - INFO - LRs are now: 8.20e-06
+2025-01-03 01:11:43,866 - INFO - LRs are now: 8.30e-06
+2025-01-03 01:11:44,133 - INFO - LRs are now: 8.40e-06
+2025-01-03 01:11:44,446 - INFO - LRs are now: 8.50e-06
+2025-01-03 01:11:44,692 - INFO - LRs are now: 8.60e-06
+2025-01-03 01:11:45,404 - INFO - LRs are now: 8.70e-06
+2025-01-03 01:11:45,868 - INFO - LRs are now: 8.80e-06
+2025-01-03 01:11:46,206 - INFO - LRs are now: 8.90e-06
+2025-01-03 01:11:46,656 - INFO - LRs are now: 9.00e-06
+2025-01-03 01:11:46,980 - INFO - LRs are now: 9.10e-06
+2025-01-03 01:11:47,421 - INFO - LRs are now: 9.20e-06
+2025-01-03 01:11:47,717 - INFO - LRs are now: 9.30e-06
+2025-01-03 01:11:48,219 - INFO - LRs are now: 9.40e-06
+2025-01-03 01:11:48,860 - INFO - LRs are now: 9.50e-06
+2025-01-03 01:11:49,453 - INFO - LRs are now: 9.60e-06
+2025-01-03 01:11:49,694 - INFO - LRs are now: 9.70e-06
+2025-01-03 01:11:49,861 - INFO - LRs are now: 9.80e-06
+2025-01-03 01:11:50,374 - INFO - LRs are now: 9.90e-06
+2025-01-03 01:11:50,691 - INFO - LRs are now: 1.00e-05
+2025-01-03 01:11:51,738 - INFO - LRs are now: 1.01e-05
+2025-01-03 01:11:52,146 - INFO - LRs are now: 1.02e-05
+2025-01-03 01:11:52,544 - INFO - LRs are now: 1.03e-05
+2025-01-03 01:11:52,899 - INFO - LRs are now: 1.04e-05
+2025-01-03 01:11:53,186 - INFO - LRs are now: 1.05e-05
+2025-01-03 01:11:53,483 - INFO - LRs are now: 1.06e-05
+2025-01-03 01:11:54,450 - INFO - LRs are now: 1.07e-05
+2025-01-03 01:11:55,229 - INFO - LRs are now: 1.08e-05
+2025-01-03 01:11:55,682 - INFO - LRs are now: 1.09e-05
+2025-01-03 01:11:56,003 - INFO - LRs are now: 1.10e-05
+2025-01-03 01:11:56,375 - INFO - LRs are now: 1.11e-05
+2025-01-03 01:11:56,793 - INFO - LRs are now: 1.12e-05
+2025-01-03 01:11:57,146 - INFO - LRs are now: 1.13e-05
+2025-01-03 01:11:57,417 - INFO - LRs are now: 1.14e-05
+2025-01-03 01:11:57,670 - INFO - LRs are now: 1.15e-05
+2025-01-03 01:11:57,998 - INFO - LRs are now: 1.16e-05
+2025-01-03 01:11:58,238 - INFO - LRs are now: 1.17e-05
+2025-01-03 01:11:59,015 - INFO - LRs are now: 1.18e-05
+2025-01-03 01:11:59,335 - INFO - LRs are now: 1.19e-05
+2025-01-03 01:11:59,556 - INFO - LRs are now: 1.20e-05
+2025-01-03 01:11:59,812 - INFO - LRs are now: 1.21e-05
+2025-01-03 01:12:00,188 - INFO - LRs are now: 1.22e-05
+2025-01-03 01:12:00,983 - INFO - LRs are now: 1.23e-05
+2025-01-03 01:12:01,982 - INFO - LRs are now: 1.24e-05
+2025-01-03 01:12:02,347 - INFO - LRs are now: 1.25e-05
+2025-01-03 01:12:02,687 - INFO - LRs are now: 1.26e-05
+2025-01-03 01:12:02,959 - INFO - LRs are now: 1.27e-05
+2025-01-03 01:12:03,242 - INFO - LRs are now: 1.28e-05
+2025-01-03 01:12:03,744 - INFO - LRs are now: 1.29e-05
+2025-01-03 01:12:04,032 - INFO - LRs are now: 1.30e-05
+2025-01-03 01:12:04,989 - INFO - LRs are now: 1.31e-05
+2025-01-03 01:12:05,495 - INFO - LRs are now: 1.32e-05
+2025-01-03 01:12:05,913 - INFO - LRs are now: 1.33e-05
+2025-01-03 01:12:06,416 - INFO - LRs are now: 1.34e-05
+2025-01-03 01:12:06,651 - INFO - LRs are now: 1.35e-05
+2025-01-03 01:12:06,847 - INFO - LRs are now: 1.36e-05
+2025-01-03 01:12:07,170 - INFO - LRs are now: 1.37e-05
+2025-01-03 01:12:07,480 - INFO - LRs are now: 1.38e-05
+2025-01-03 01:12:07,735 - INFO - LRs are now: 1.39e-05
+2025-01-03 01:12:08,896 - INFO - LRs are now: 1.40e-05
+2025-01-03 01:12:09,324 - INFO - LRs are now: 1.41e-05
+2025-01-03 01:12:10,225 - INFO - LRs are now: 1.42e-05
+2025-01-03 01:12:10,724 - INFO - LRs are now: 1.43e-05
+2025-01-03 01:12:10,974 - INFO - LRs are now: 1.44e-05
+2025-01-03 01:12:11,495 - INFO - LRs are now: 1.45e-05
+2025-01-03 01:12:12,249 - INFO - LRs are now: 1.46e-05
+2025-01-03 01:12:13,439 - INFO - LRs are now: 1.47e-05
+2025-01-03 01:12:13,925 - INFO - LRs are now: 1.48e-05
+2025-01-03 01:12:14,211 - INFO - LRs are now: 1.49e-05
+2025-01-03 01:12:14,506 - INFO - LRs are now: 1.50e-05
+2025-01-03 01:12:14,751 - INFO - LRs are now: 1.51e-05
+2025-01-03 01:12:15,341 - INFO - LRs are now: 1.52e-05
+2025-01-03 01:12:15,731 - INFO - LRs are now: 1.53e-05
+2025-01-03 01:12:15,966 - INFO - LRs are now: 1.54e-05
+2025-01-03 01:12:16,174 - INFO - LRs are now: 1.55e-05
+2025-01-03 01:12:16,471 - INFO - LRs are now: 1.56e-05
+2025-01-03 01:12:16,716 - INFO - LRs are now: 1.57e-05
+2025-01-03 01:12:17,091 - INFO - LRs are now: 1.58e-05
+2025-01-03 01:12:17,374 - INFO - LRs are now: 1.59e-05
+2025-01-03 01:12:17,573 - INFO - LRs are now: 1.60e-05
+2025-01-03 01:12:17,956 - INFO - LRs are now: 1.61e-05
+2025-01-03 01:12:18,259 - INFO - LRs are now: 1.62e-05
+2025-01-03 01:12:19,369 - INFO - LRs are now: 1.63e-05
+2025-01-03 01:12:20,040 - INFO - LRs are now: 1.64e-05
+2025-01-03 01:12:20,623 - INFO - LRs are now: 1.65e-05
+2025-01-03 01:12:21,650 - INFO - LRs are now: 1.66e-05
+2025-01-03 01:12:22,502 - INFO - LRs are now: 1.67e-05
+2025-01-03 01:12:22,921 - INFO - LRs are now: 1.68e-05
+2025-01-03 01:12:23,370 - INFO - LRs are now: 1.69e-05
+2025-01-03 01:12:24,039 - INFO - LRs are now: 1.70e-05
+2025-01-03 01:12:24,444 - INFO - LRs are now: 1.71e-05
+2025-01-03 01:12:25,016 - INFO - LRs are now: 1.72e-05
+2025-01-03 01:12:25,286 - INFO - LRs are now: 1.73e-05
+2025-01-03 01:12:25,945 - INFO - LRs are now: 1.74e-05
+2025-01-03 01:12:26,988 - INFO - LRs are now: 1.75e-05
+2025-01-03 01:12:27,761 - INFO - LRs are now: 1.76e-05
+2025-01-03 01:12:28,141 - INFO - LRs are now: 1.77e-05
+2025-01-03 01:12:29,146 - INFO - LRs are now: 1.78e-05
+2025-01-03 01:12:29,925 - INFO - LRs are now: 1.79e-05
+2025-01-03 01:12:30,280 - INFO - LRs are now: 1.80e-05
+2025-01-03 01:12:30,860 - INFO - LRs are now: 1.81e-05
+2025-01-03 01:12:31,123 - INFO - LRs are now: 1.82e-05
+2025-01-03 01:12:31,414 - INFO - LRs are now: 1.83e-05
+2025-01-03 01:12:31,858 - INFO - LRs are now: 1.84e-05
+2025-01-03 01:12:32,167 - INFO - LRs are now: 1.85e-05
+2025-01-03 01:12:32,560 - INFO - LRs are now: 1.86e-05
+2025-01-03 01:12:32,913 - INFO - LRs are now: 1.87e-05
+2025-01-03 01:12:33,134 - INFO - LRs are now: 1.88e-05
+2025-01-03 01:12:33,442 - INFO - LRs are now: 1.89e-05
+2025-01-03 01:12:33,748 - INFO - LRs are now: 1.90e-05
+2025-01-03 01:12:34,009 - INFO - LRs are now: 1.91e-05
+2025-01-03 01:12:34,323 - INFO - LRs are now: 1.92e-05
+2025-01-03 01:12:34,700 - INFO - LRs are now: 1.93e-05
+2025-01-03 01:12:35,141 - INFO - LRs are now: 1.94e-05
+2025-01-03 01:12:35,455 - INFO - LRs are now: 1.95e-05
+2025-01-03 01:12:35,851 - INFO - LRs are now: 1.96e-05
+2025-01-03 01:12:36,379 - INFO - LRs are now: 1.97e-05
+2025-01-03 01:12:37,429 - INFO - LRs are now: 1.98e-05
+2025-01-03 01:12:37,765 - INFO - LRs are now: 1.99e-05
+2025-01-03 01:12:38,027 - INFO - LRs are now: 2.00e-05
+2025-01-03 01:12:38,339 - INFO - LRs are now: 2.01e-05
+2025-01-03 01:12:39,063 - INFO - LRs are now: 2.02e-05
+2025-01-03 01:12:39,359 - INFO - LRs are now: 2.03e-05
+2025-01-03 01:12:39,604 - INFO - LRs are now: 2.04e-05
+2025-01-03 01:12:40,290 - INFO - LRs are now: 2.05e-05
+2025-01-03 01:12:40,761 - INFO - LRs are now: 2.06e-05
+2025-01-03 01:12:41,047 - INFO - LRs are now: 2.07e-05
+2025-01-03 01:12:41,416 - INFO - LRs are now: 2.08e-05
+2025-01-03 01:12:41,800 - INFO - LRs are now: 2.09e-05
+2025-01-03 01:12:42,471 - INFO - LRs are now: 2.10e-05
+2025-01-03 01:12:42,752 - INFO - LRs are now: 2.11e-05
+2025-01-03 01:12:43,162 - INFO - LRs are now: 2.12e-05
+2025-01-03 01:12:43,953 - INFO - LRs are now: 2.13e-05
+2025-01-03 01:12:44,297 - INFO - LRs are now: 2.14e-05
+2025-01-03 01:12:44,903 - INFO - LRs are now: 2.15e-05
+2025-01-03 01:12:45,160 - INFO - LRs are now: 2.16e-05
+2025-01-03 01:12:45,776 - INFO - LRs are now: 2.17e-05
+2025-01-03 01:12:46,427 - INFO - LRs are now: 2.18e-05
+2025-01-03 01:12:46,843 - INFO - LRs are now: 2.19e-05
+2025-01-03 01:12:48,020 - INFO - LRs are now: 2.20e-05
+2025-01-03 01:12:48,861 - INFO - LRs are now: 2.21e-05
+2025-01-03 01:12:49,256 - INFO - LRs are now: 2.22e-05
+2025-01-03 01:12:49,445 - INFO - LRs are now: 2.23e-05
+2025-01-03 01:12:50,743 - INFO - LRs are now: 2.24e-05
+2025-01-03 01:12:51,200 - INFO - LRs are now: 2.25e-05
+2025-01-03 01:12:51,452 - INFO - LRs are now: 2.26e-05
+2025-01-03 01:12:52,505 - INFO - LRs are now: 2.27e-05
+2025-01-03 01:12:53,143 - INFO - LRs are now: 2.28e-05
+2025-01-03 01:12:53,434 - INFO - LRs are now: 2.29e-05
+2025-01-03 01:12:53,838 - INFO - LRs are now: 2.30e-05
+2025-01-03 01:12:54,865 - INFO - LRs are now: 2.31e-05
+2025-01-03 01:12:55,408 - INFO - LRs are now: 2.32e-05
+2025-01-03 01:12:56,327 - INFO - LRs are now: 2.33e-05
+2025-01-03 01:12:57,201 - INFO - LRs are now: 2.34e-05
+2025-01-03 01:12:57,641 - INFO - LRs are now: 2.35e-05
+2025-01-03 01:12:57,934 - INFO - LRs are now: 2.36e-05
+2025-01-03 01:12:58,232 - INFO - LRs are now: 2.37e-05
+2025-01-03 01:12:58,427 - INFO - LRs are now: 2.38e-05
+2025-01-03 01:12:59,671 - INFO - LRs are now: 2.39e-05
+2025-01-03 01:13:00,522 - INFO - LRs are now: 2.40e-05
+2025-01-03 01:13:01,144 - INFO - LRs are now: 2.41e-05
+2025-01-03 01:13:01,447 - INFO - LRs are now: 2.42e-05
+2025-01-03 01:13:01,946 - INFO - LRs are now: 2.43e-05
+2025-01-03 01:13:02,281 - INFO - LRs are now: 2.44e-05
+2025-01-03 01:13:02,494 - INFO - LRs are now: 2.45e-05
+2025-01-03 01:13:02,835 - INFO - LRs are now: 2.46e-05
+2025-01-03 01:13:03,150 - INFO - LRs are now: 2.47e-05
+2025-01-03 01:13:03,582 - INFO - LRs are now: 2.48e-05
+2025-01-03 01:13:03,830 - INFO - LRs are now: 2.49e-05
+2025-01-03 01:13:05,217 - INFO - LRs are now: 2.50e-05
+2025-01-03 01:13:05,302 - INFO - Training epoch 1 finished. (Took 2.0 mins.)
+2025-01-03 01:13:05,304 - INFO - loss_train: 1.143e+03
+2025-01-03 01:13:05,307 - INFO - heads-fscore_train: 23.32%
+2025-01-03 01:13:05,308 - INFO - labels-fscore_train: 40.37%
+2025-01-03 01:13:05,310 - INFO - aggregate_train: 9.42%
+2025-01-03 01:13:09,791 - INFO - Validation epoch 1 finished. (Took 0.1 mins.)
+2025-01-03 01:13:09,792 - INFO - loss_valid: 34.47
+2025-01-03 01:13:09,794 - INFO - heads-fscore_valid: 32.52%
+2025-01-03 01:13:09,795 - INFO - labels-fscore_valid: 76.12%
+2025-01-03 01:13:09,796 - INFO - aggregate_valid: 24.75%
+2025-01-03 01:13:14,840 - INFO - Saving current best: model_best.pth ...
+2025-01-03 01:13:16,043 - INFO - LRs are now: 2.51e-05
+2025-01-03 01:13:16,892 - INFO - LRs are now: 2.52e-05
+2025-01-03 01:13:17,905 - INFO - LRs are now: 2.53e-05
+2025-01-03 01:13:18,320 - INFO - LRs are now: 2.54e-05
+2025-01-03 01:13:19,282 - INFO - LRs are now: 2.55e-05
+2025-01-03 01:13:19,767 - INFO - LRs are now: 2.56e-05
+2025-01-03 01:13:20,019 - INFO - LRs are now: 2.57e-05
+2025-01-03 01:13:20,282 - INFO - LRs are now: 2.58e-05
+2025-01-03 01:13:20,906 - INFO - LRs are now: 2.59e-05
+2025-01-03 01:13:22,205 - INFO - LRs are now: 2.60e-05
+2025-01-03 01:13:22,645 - INFO - LRs are now: 2.61e-05
+2025-01-03 01:13:22,958 - INFO - LRs are now: 2.62e-05
+2025-01-03 01:13:23,363 - INFO - LRs are now: 2.63e-05
+2025-01-03 01:13:23,797 - INFO - LRs are now: 2.64e-05
+2025-01-03 01:13:24,077 - INFO - LRs are now: 2.65e-05
+2025-01-03 01:13:24,408 - INFO - LRs are now: 2.66e-05
+2025-01-03 01:13:24,708 - INFO - LRs are now: 2.67e-05
+2025-01-03 01:13:25,614 - INFO - LRs are now: 2.68e-05
+2025-01-03 01:13:26,028 - INFO - LRs are now: 2.69e-05
+2025-01-03 01:13:26,349 - INFO - LRs are now: 2.70e-05
+2025-01-03 01:13:27,249 - INFO - LRs are now: 2.71e-05
+2025-01-03 01:13:27,717 - INFO - LRs are now: 2.72e-05
+2025-01-03 01:13:28,043 - INFO - LRs are now: 2.73e-05
+2025-01-03 01:13:28,266 - INFO - LRs are now: 2.74e-05
+2025-01-03 01:13:28,704 - INFO - LRs are now: 2.75e-05
+2025-01-03 01:13:29,404 - INFO - LRs are now: 2.76e-05
+2025-01-03 01:13:29,879 - INFO - LRs are now: 2.77e-05
+2025-01-03 01:13:30,641 - INFO - LRs are now: 2.78e-05
+2025-01-03 01:13:31,030 - INFO - LRs are now: 2.79e-05
+2025-01-03 01:13:31,515 - INFO - LRs are now: 2.80e-05
+2025-01-03 01:13:32,356 - INFO - LRs are now: 2.81e-05
+2025-01-03 01:13:33,373 - INFO - LRs are now: 2.82e-05
+2025-01-03 01:13:34,455 - INFO - LRs are now: 2.83e-05
+2025-01-03 01:13:35,343 - INFO - LRs are now: 2.84e-05
+2025-01-03 01:13:35,736 - INFO - LRs are now: 2.85e-05
+2025-01-03 01:13:35,963 - INFO - LRs are now: 2.86e-05
+2025-01-03 01:13:36,572 - INFO - LRs are now: 2.87e-05
+2025-01-03 01:13:36,862 - INFO - LRs are now: 2.88e-05
+2025-01-03 01:13:37,168 - INFO - LRs are now: 2.89e-05
+2025-01-03 01:13:38,039 - INFO - LRs are now: 2.90e-05
+2025-01-03 01:13:38,514 - INFO - LRs are now: 2.91e-05
+2025-01-03 01:13:39,469 - INFO - LRs are now: 2.92e-05
+2025-01-03 01:13:39,807 - INFO - LRs are now: 2.93e-05
+2025-01-03 01:13:40,021 - INFO - LRs are now: 2.94e-05
+2025-01-03 01:13:41,079 - INFO - LRs are now: 2.95e-05
+2025-01-03 01:13:41,509 - INFO - LRs are now: 2.96e-05
+2025-01-03 01:13:41,953 - INFO - LRs are now: 2.97e-05
+2025-01-03 01:13:42,772 - INFO - LRs are now: 2.98e-05
+2025-01-03 01:13:43,376 - INFO - LRs are now: 2.99e-05
+2025-01-03 01:13:43,637 - INFO - LRs are now: 3.00e-05
+2025-01-03 01:13:44,007 - INFO - LRs are now: 3.01e-05
+2025-01-03 01:13:44,481 - INFO - LRs are now: 3.02e-05
+2025-01-03 01:13:44,677 - INFO - LRs are now: 3.03e-05
+2025-01-03 01:13:44,906 - INFO - LRs are now: 3.04e-05
+2025-01-03 01:13:45,234 - INFO - LRs are now: 3.05e-05
+2025-01-03 01:13:45,637 - INFO - LRs are now: 3.06e-05
+2025-01-03 01:13:45,923 - INFO - LRs are now: 3.07e-05
+2025-01-03 01:13:46,922 - INFO - LRs are now: 3.08e-05
+2025-01-03 01:13:47,393 - INFO - LRs are now: 3.09e-05
+2025-01-03 01:13:47,630 - INFO - LRs are now: 3.10e-05
+2025-01-03 01:13:47,868 - INFO - LRs are now: 3.11e-05
+2025-01-03 01:13:48,159 - INFO - LRs are now: 3.12e-05
+2025-01-03 01:13:48,643 - INFO - LRs are now: 3.13e-05
+2025-01-03 01:13:49,396 - INFO - LRs are now: 3.14e-05
+2025-01-03 01:13:49,754 - INFO - LRs are now: 3.15e-05
+2025-01-03 01:13:50,617 - INFO - LRs are now: 3.16e-05
+2025-01-03 01:13:51,061 - INFO - LRs are now: 3.17e-05
+2025-01-03 01:13:51,287 - INFO - LRs are now: 3.18e-05
+2025-01-03 01:13:51,537 - INFO - LRs are now: 3.19e-05
+2025-01-03 01:13:51,761 - INFO - LRs are now: 3.20e-05
+2025-01-03 01:13:52,032 - INFO - LRs are now: 3.21e-05
+2025-01-03 01:13:52,430 - INFO - LRs are now: 3.22e-05
+2025-01-03 01:13:52,703 - INFO - LRs are now: 3.23e-05
+2025-01-03 01:13:52,907 - INFO - LRs are now: 3.24e-05
+2025-01-03 01:13:53,273 - INFO - LRs are now: 3.25e-05
+2025-01-03 01:13:53,530 - INFO - LRs are now: 3.26e-05
+2025-01-03 01:13:54,249 - INFO - LRs are now: 3.27e-05
+2025-01-03 01:13:54,754 - INFO - LRs are now: 3.28e-05
+2025-01-03 01:13:55,347 - INFO - LRs are now: 3.29e-05
+2025-01-03 01:13:55,625 - INFO - LRs are now: 3.30e-05
+2025-01-03 01:13:56,166 - INFO - LRs are now: 3.31e-05
+2025-01-03 01:13:56,761 - INFO - LRs are now: 3.32e-05
+2025-01-03 01:13:57,020 - INFO - LRs are now: 3.33e-05
+2025-01-03 01:13:57,310 - INFO - LRs are now: 3.34e-05
+2025-01-03 01:13:57,537 - INFO - LRs are now: 3.35e-05
+2025-01-03 01:13:58,485 - INFO - LRs are now: 3.36e-05
+2025-01-03 01:13:59,039 - INFO - LRs are now: 3.37e-05
+2025-01-03 01:13:59,392 - INFO - LRs are now: 3.38e-05
+2025-01-03 01:13:59,709 - INFO - LRs are now: 3.39e-05
+2025-01-03 01:13:59,973 - INFO - LRs are now: 3.40e-05
+2025-01-03 01:14:00,460 - INFO - LRs are now: 3.41e-05
+2025-01-03 01:14:00,877 - INFO - LRs are now: 3.42e-05
+2025-01-03 01:14:01,187 - INFO - LRs are now: 3.43e-05
+2025-01-03 01:14:01,712 - INFO - LRs are now: 3.44e-05
+2025-01-03 01:14:02,249 - INFO - LRs are now: 3.45e-05
+2025-01-03 01:14:02,539 - INFO - LRs are now: 3.46e-05
+2025-01-03 01:14:02,948 - INFO - LRs are now: 3.47e-05
+2025-01-03 01:14:03,321 - INFO - LRs are now: 3.48e-05
+2025-01-03 01:14:03,579 - INFO - LRs are now: 3.49e-05
+2025-01-03 01:14:03,879 - INFO - LRs are now: 3.50e-05
+2025-01-03 01:14:04,153 - INFO - LRs are now: 3.51e-05
+2025-01-03 01:14:04,706 - INFO - LRs are now: 3.52e-05
+2025-01-03 01:14:05,472 - INFO - LRs are now: 3.53e-05
+2025-01-03 01:14:05,780 - INFO - LRs are now: 3.54e-05
+2025-01-03 01:14:06,150 - INFO - LRs are now: 3.55e-05
+2025-01-03 01:14:06,643 - INFO - LRs are now: 3.56e-05
+2025-01-03 01:14:07,058 - INFO - LRs are now: 3.57e-05
+2025-01-03 01:14:07,267 - INFO - LRs are now: 3.58e-05
+2025-01-03 01:14:07,436 - INFO - LRs are now: 3.59e-05
+2025-01-03 01:14:08,374 - INFO - LRs are now: 3.60e-05
+2025-01-03 01:14:08,853 - INFO - LRs are now: 3.61e-05
+2025-01-03 01:14:09,476 - INFO - LRs are now: 3.62e-05
+2025-01-03 01:14:09,948 - INFO - LRs are now: 3.63e-05
+2025-01-03 01:14:10,512 - INFO - LRs are now: 3.64e-05
+2025-01-03 01:14:10,794 - INFO - LRs are now: 3.65e-05
+2025-01-03 01:14:11,162 - INFO - LRs are now: 3.66e-05
+2025-01-03 01:14:12,315 - INFO - LRs are now: 3.67e-05
+2025-01-03 01:14:12,684 - INFO - LRs are now: 3.68e-05
+2025-01-03 01:14:13,706 - INFO - LRs are now: 3.69e-05
+2025-01-03 01:14:14,343 - INFO - LRs are now: 3.70e-05
+2025-01-03 01:14:14,800 - INFO - LRs are now: 3.71e-05
+2025-01-03 01:14:15,685 - INFO - LRs are now: 3.72e-05
+2025-01-03 01:14:16,408 - INFO - LRs are now: 3.73e-05
+2025-01-03 01:14:16,773 - INFO - LRs are now: 3.74e-05
+2025-01-03 01:14:17,586 - INFO - LRs are now: 3.75e-05
+2025-01-03 01:14:18,068 - INFO - LRs are now: 3.76e-05
+2025-01-03 01:14:18,275 - INFO - LRs are now: 3.77e-05
+2025-01-03 01:14:18,473 - INFO - LRs are now: 3.78e-05
+2025-01-03 01:14:18,722 - INFO - LRs are now: 3.79e-05
+2025-01-03 01:14:18,923 - INFO - LRs are now: 3.80e-05
+2025-01-03 01:14:19,156 - INFO - LRs are now: 3.81e-05
+2025-01-03 01:14:19,587 - INFO - LRs are now: 3.82e-05
+2025-01-03 01:14:19,928 - INFO - LRs are now: 3.83e-05
+2025-01-03 01:14:20,235 - INFO - LRs are now: 3.84e-05
+2025-01-03 01:14:20,460 - INFO - LRs are now: 3.85e-05
+2025-01-03 01:14:21,245 - INFO - LRs are now: 3.86e-05
+2025-01-03 01:14:21,681 - INFO - LRs are now: 3.87e-05
+2025-01-03 01:14:21,912 - INFO - LRs are now: 3.88e-05
+2025-01-03 01:14:22,131 - INFO - LRs are now: 3.89e-05
+2025-01-03 01:14:22,915 - INFO - LRs are now: 3.90e-05
+2025-01-03 01:14:23,522 - INFO - LRs are now: 3.91e-05
+2025-01-03 01:14:23,803 - INFO - LRs are now: 3.92e-05
+2025-01-03 01:14:24,007 - INFO - LRs are now: 3.93e-05
+2025-01-03 01:14:24,555 - INFO - LRs are now: 3.94e-05
+2025-01-03 01:14:25,073 - INFO - LRs are now: 3.95e-05
+2025-01-03 01:14:25,472 - INFO - LRs are now: 3.96e-05
+2025-01-03 01:14:25,751 - INFO - LRs are now: 3.97e-05
+2025-01-03 01:14:26,004 - INFO - LRs are now: 3.98e-05
+2025-01-03 01:14:26,858 - INFO - LRs are now: 3.99e-05
+2025-01-03 01:14:27,180 - INFO - LRs are now: 4.00e-05
+2025-01-03 01:14:27,563 - INFO - LRs are now: 4.00e-05
+2025-01-03 01:14:27,916 - INFO - LRs are now: 3.99e-05
+2025-01-03 01:14:28,229 - INFO - LRs are now: 3.99e-05
+2025-01-03 01:14:28,656 - INFO - LRs are now: 3.98e-05
+2025-01-03 01:14:28,872 - INFO - LRs are now: 3.98e-05
+2025-01-03 01:14:29,100 - INFO - LRs are now: 3.97e-05
+2025-01-03 01:14:29,326 - INFO - LRs are now: 3.97e-05
+2025-01-03 01:14:29,657 - INFO - LRs are now: 3.96e-05
+2025-01-03 01:14:29,967 - INFO - LRs are now: 3.96e-05
+2025-01-03 01:14:30,382 - INFO - LRs are now: 3.95e-05
+2025-01-03 01:14:30,721 - INFO - LRs are now: 3.95e-05
+2025-01-03 01:14:30,969 - INFO - LRs are now: 3.94e-05
+2025-01-03 01:14:31,907 - INFO - LRs are now: 3.94e-05
+2025-01-03 01:14:32,878 - INFO - LRs are now: 3.93e-05
+2025-01-03 01:14:34,055 - INFO - LRs are now: 3.93e-05
+2025-01-03 01:14:34,554 - INFO - LRs are now: 3.92e-05
+2025-01-03 01:14:34,963 - INFO - LRs are now: 3.92e-05
+2025-01-03 01:14:35,259 - INFO - LRs are now: 3.91e-05
+2025-01-03 01:14:35,690 - INFO - LRs are now: 3.91e-05
+2025-01-03 01:14:36,079 - INFO - LRs are now: 3.90e-05
+2025-01-03 01:14:36,553 - INFO - LRs are now: 3.90e-05
+2025-01-03 01:14:37,225 - INFO - LRs are now: 3.89e-05
+2025-01-03 01:14:38,087 - INFO - LRs are now: 3.89e-05
+2025-01-03 01:14:38,772 - INFO - LRs are now: 3.89e-05
+2025-01-03 01:14:39,039 - INFO - LRs are now: 3.88e-05
+2025-01-03 01:14:39,286 - INFO - LRs are now: 3.88e-05
+2025-01-03 01:14:39,800 - INFO - LRs are now: 3.87e-05
+2025-01-03 01:14:40,419 - INFO - LRs are now: 3.87e-05
+2025-01-03 01:14:40,710 - INFO - LRs are now: 3.86e-05
+2025-01-03 01:14:41,265 - INFO - LRs are now: 3.86e-05
+2025-01-03 01:14:41,812 - INFO - LRs are now: 3.85e-05
+2025-01-03 01:14:42,744 - INFO - LRs are now: 3.85e-05
+2025-01-03 01:14:43,362 - INFO - LRs are now: 3.84e-05
+2025-01-03 01:14:44,114 - INFO - LRs are now: 3.84e-05
+2025-01-03 01:14:45,336 - INFO - LRs are now: 3.84e-05
+2025-01-03 01:14:46,349 - INFO - LRs are now: 3.83e-05
+2025-01-03 01:14:46,748 - INFO - LRs are now: 3.83e-05
+2025-01-03 01:14:46,993 - INFO - LRs are now: 3.82e-05
+2025-01-03 01:14:48,017 - INFO - LRs are now: 3.82e-05
+2025-01-03 01:14:48,644 - INFO - LRs are now: 3.81e-05
+2025-01-03 01:14:49,049 - INFO - LRs are now: 3.81e-05
+2025-01-03 01:14:49,276 - INFO - LRs are now: 3.81e-05
+2025-01-03 01:14:50,005 - INFO - LRs are now: 3.80e-05
+2025-01-03 01:14:50,674 - INFO - LRs are now: 3.80e-05
+2025-01-03 01:14:50,957 - INFO - LRs are now: 3.79e-05
+2025-01-03 01:14:51,348 - INFO - LRs are now: 3.79e-05
+2025-01-03 01:14:52,211 - INFO - LRs are now: 3.78e-05
+2025-01-03 01:14:52,697 - INFO - LRs are now: 3.78e-05
+2025-01-03 01:14:52,917 - INFO - LRs are now: 3.78e-05
+2025-01-03 01:14:53,169 - INFO - LRs are now: 3.77e-05
+2025-01-03 01:14:53,465 - INFO - LRs are now: 3.77e-05
+2025-01-03 01:14:53,711 - INFO - LRs are now: 3.76e-05
+2025-01-03 01:14:55,035 - INFO - LRs are now: 3.76e-05
+2025-01-03 01:14:56,380 - INFO - LRs are now: 3.75e-05
+2025-01-03 01:14:56,756 - INFO - LRs are now: 3.75e-05
+2025-01-03 01:14:57,305 - INFO - LRs are now: 3.75e-05
+2025-01-03 01:14:57,651 - INFO - LRs are now: 3.74e-05
+2025-01-03 01:14:58,049 - INFO - LRs are now: 3.74e-05
+2025-01-03 01:14:58,892 - INFO - LRs are now: 3.73e-05
+2025-01-03 01:14:59,437 - INFO - LRs are now: 3.73e-05
+2025-01-03 01:14:59,789 - INFO - LRs are now: 3.73e-05
+2025-01-03 01:15:00,497 - INFO - LRs are now: 3.72e-05
+2025-01-03 01:15:01,001 - INFO - LRs are now: 3.72e-05
+2025-01-03 01:15:01,293 - INFO - LRs are now: 3.71e-05
+2025-01-03 01:15:01,548 - INFO - LRs are now: 3.71e-05
+2025-01-03 01:15:02,753 - INFO - LRs are now: 3.71e-05
+2025-01-03 01:15:03,093 - INFO - LRs are now: 3.70e-05
+2025-01-03 01:15:03,331 - INFO - LRs are now: 3.70e-05
+2025-01-03 01:15:03,910 - INFO - LRs are now: 3.69e-05
+2025-01-03 01:15:04,265 - INFO - LRs are now: 3.69e-05
+2025-01-03 01:15:04,571 - INFO - LRs are now: 3.69e-05
+2025-01-03 01:15:04,831 - INFO - LRs are now: 3.68e-05
+2025-01-03 01:15:05,584 - INFO - LRs are now: 3.68e-05
+2025-01-03 01:15:06,051 - INFO - LRs are now: 3.67e-05
+2025-01-03 01:15:06,478 - INFO - LRs are now: 3.67e-05
+2025-01-03 01:15:06,712 - INFO - LRs are now: 3.67e-05
+2025-01-03 01:15:07,085 - INFO - LRs are now: 3.66e-05
+2025-01-03 01:15:07,321 - INFO - LRs are now: 3.66e-05
+2025-01-03 01:15:08,336 - INFO - LRs are now: 3.66e-05
+2025-01-03 01:15:08,962 - INFO - LRs are now: 3.65e-05
+2025-01-03 01:15:09,627 - INFO - LRs are now: 3.65e-05
+2025-01-03 01:15:10,031 - INFO - LRs are now: 3.64e-05
+2025-01-03 01:15:10,835 - INFO - LRs are now: 3.64e-05
+2025-01-03 01:15:11,268 - INFO - LRs are now: 3.64e-05
+2025-01-03 01:15:11,515 - INFO - LRs are now: 3.63e-05
+2025-01-03 01:15:12,443 - INFO - LRs are now: 3.63e-05
+2025-01-03 01:15:12,821 - INFO - LRs are now: 3.63e-05
+2025-01-03 01:15:13,130 - INFO - LRs are now: 3.62e-05
+2025-01-03 01:15:13,380 - INFO - LRs are now: 3.62e-05
+2025-01-03 01:15:13,592 - INFO - LRs are now: 3.61e-05
+2025-01-03 01:15:13,780 - INFO - LRs are now: 3.61e-05
+2025-01-03 01:15:13,951 - INFO - LRs are now: 3.61e-05
+2025-01-03 01:15:14,167 - INFO - LRs are now: 3.60e-05
+2025-01-03 01:15:14,391 - INFO - LRs are now: 3.60e-05
+2025-01-03 01:15:15,464 - INFO - LRs are now: 3.60e-05
+2025-01-03 01:15:16,053 - INFO - LRs are now: 3.59e-05
+2025-01-03 01:15:16,312 - INFO - LRs are now: 3.59e-05
+2025-01-03 01:15:16,651 - INFO - LRs are now: 3.58e-05
+2025-01-03 01:15:17,272 - INFO - LRs are now: 3.58e-05
+2025-01-03 01:15:18,353 - INFO - LRs are now: 3.58e-05
+2025-01-03 01:15:18,439 - INFO - Training epoch 2 finished. (Took 2.1 mins.)
+2025-01-03 01:15:18,439 - INFO - loss_train: 552.6
+2025-01-03 01:15:18,441 - INFO - heads-fscore_train: 46.92%
+2025-01-03 01:15:18,443 - INFO - labels-fscore_train: 76.59%
+2025-01-03 01:15:18,444 - INFO - aggregate_train: 35.94%
+2025-01-03 01:15:24,141 - INFO - Validation epoch 2 finished. (Took 0.1 mins.)
+2025-01-03 01:15:24,142 - INFO - loss_valid: 22.13
+2025-01-03 01:15:24,145 - INFO - heads-fscore_valid: 61.18%
+2025-01-03 01:15:24,146 - INFO - labels-fscore_valid: 83.22%
+2025-01-03 01:15:24,147 - INFO - aggregate_valid: 50.91%
+2025-01-03 01:15:32,875 - INFO - Saving current best: model_best.pth ...
+2025-01-03 01:15:34,419 - INFO - LRs are now: 3.57e-05
+2025-01-03 01:15:35,197 - INFO - LRs are now: 3.57e-05
+2025-01-03 01:15:35,477 - INFO - LRs are now: 3.57e-05
+2025-01-03 01:15:35,747 - INFO - LRs are now: 3.56e-05
+2025-01-03 01:15:36,456 - INFO - LRs are now: 3.56e-05
+2025-01-03 01:15:36,749 - INFO - LRs are now: 3.56e-05
+2025-01-03 01:15:36,951 - INFO - LRs are now: 3.55e-05
+2025-01-03 01:15:38,171 - INFO - LRs are now: 3.55e-05
+2025-01-03 01:15:38,784 - INFO - LRs are now: 3.55e-05
+2025-01-03 01:15:39,062 - INFO - LRs are now: 3.54e-05
+2025-01-03 01:15:39,283 - INFO - LRs are now: 3.54e-05
+2025-01-03 01:15:39,943 - INFO - LRs are now: 3.54e-05
+2025-01-03 01:15:40,353 - INFO - LRs are now: 3.53e-05
+2025-01-03 01:15:41,456 - INFO - LRs are now: 3.53e-05
+2025-01-03 01:15:42,168 - INFO - LRs are now: 3.53e-05
+2025-01-03 01:15:42,480 - INFO - LRs are now: 3.52e-05
+2025-01-03 01:15:43,446 - INFO - LRs are now: 3.52e-05
+2025-01-03 01:15:44,800 - INFO - LRs are now: 3.51e-05
+2025-01-03 01:15:45,282 - INFO - LRs are now: 3.51e-05
+2025-01-03 01:15:45,481 - INFO - LRs are now: 3.51e-05
+2025-01-03 01:15:46,581 - INFO - LRs are now: 3.50e-05
+2025-01-03 01:15:47,114 - INFO - LRs are now: 3.50e-05
+2025-01-03 01:15:47,346 - INFO - LRs are now: 3.50e-05
+2025-01-03 01:15:47,921 - INFO - LRs are now: 3.49e-05
+2025-01-03 01:15:48,237 - INFO - LRs are now: 3.49e-05
+2025-01-03 01:15:48,446 - INFO - LRs are now: 3.49e-05
+2025-01-03 01:15:48,633 - INFO - LRs are now: 3.48e-05
+2025-01-03 01:15:48,812 - INFO - LRs are now: 3.48e-05
+2025-01-03 01:15:49,148 - INFO - LRs are now: 3.48e-05
+2025-01-03 01:15:49,355 - INFO - LRs are now: 3.47e-05
+2025-01-03 01:15:49,739 - INFO - LRs are now: 3.47e-05
+2025-01-03 01:15:50,001 - INFO - LRs are now: 3.47e-05
+2025-01-03 01:15:50,191 - INFO - LRs are now: 3.47e-05
+2025-01-03 01:15:50,951 - INFO - LRs are now: 3.46e-05
+2025-01-03 01:15:51,499 - INFO - LRs are now: 3.46e-05
+2025-01-03 01:15:51,817 - INFO - LRs are now: 3.46e-05
+2025-01-03 01:15:52,515 - INFO - LRs are now: 3.45e-05
+2025-01-03 01:15:52,826 - INFO - LRs are now: 3.45e-05
+2025-01-03 01:15:54,277 - INFO - LRs are now: 3.45e-05
+2025-01-03 01:15:54,806 - INFO - LRs are now: 3.44e-05
+2025-01-03 01:15:55,364 - INFO - LRs are now: 3.44e-05
+2025-01-03 01:15:56,500 - INFO - LRs are now: 3.44e-05
+2025-01-03 01:15:56,976 - INFO - LRs are now: 3.43e-05
+2025-01-03 01:15:57,212 - INFO - LRs are now: 3.43e-05
+2025-01-03 01:15:57,406 - INFO - LRs are now: 3.43e-05
+2025-01-03 01:15:57,974 - INFO - LRs are now: 3.42e-05
+2025-01-03 01:15:58,374 - INFO - LRs are now: 3.42e-05
+2025-01-03 01:15:58,778 - INFO - LRs are now: 3.42e-05
+2025-01-03 01:15:59,259 - INFO - LRs are now: 3.41e-05
+2025-01-03 01:15:59,565 - INFO - LRs are now: 3.41e-05
+2025-01-03 01:16:00,610 - INFO - LRs are now: 3.41e-05
+2025-01-03 01:16:01,055 - INFO - LRs are now: 3.41e-05
+2025-01-03 01:16:01,628 - INFO - LRs are now: 3.40e-05
+2025-01-03 01:16:02,081 - INFO - LRs are now: 3.40e-05
+2025-01-03 01:16:03,233 - INFO - LRs are now: 3.40e-05
+2025-01-03 01:16:03,840 - INFO - LRs are now: 3.39e-05
+2025-01-03 01:16:04,839 - INFO - LRs are now: 3.39e-05
+2025-01-03 01:16:05,308 - INFO - LRs are now: 3.39e-05
+2025-01-03 01:16:05,560 - INFO - LRs are now: 3.38e-05
+2025-01-03 01:16:05,751 - INFO - LRs are now: 3.38e-05
+2025-01-03 01:16:06,085 - INFO - LRs are now: 3.38e-05
+2025-01-03 01:16:06,413 - INFO - LRs are now: 3.37e-05
+2025-01-03 01:16:07,214 - INFO - LRs are now: 3.37e-05
+2025-01-03 01:16:07,964 - INFO - LRs are now: 3.37e-05
+2025-01-03 01:16:08,373 - INFO - LRs are now: 3.37e-05
+2025-01-03 01:16:08,654 - INFO - LRs are now: 3.36e-05
+2025-01-03 01:16:08,919 - INFO - LRs are now: 3.36e-05
+2025-01-03 01:16:09,335 - INFO - LRs are now: 3.36e-05
+2025-01-03 01:16:10,016 - INFO - LRs are now: 3.35e-05
+2025-01-03 01:16:10,279 - INFO - LRs are now: 3.35e-05
+2025-01-03 01:16:10,743 - INFO - LRs are now: 3.35e-05
+2025-01-03 01:16:11,092 - INFO - LRs are now: 3.34e-05
+2025-01-03 01:16:11,310 - INFO - LRs are now: 3.34e-05
+2025-01-03 01:16:11,674 - INFO - LRs are now: 3.34e-05
+2025-01-03 01:16:11,979 - INFO - LRs are now: 3.34e-05
+2025-01-03 01:16:12,224 - INFO - LRs are now: 3.33e-05
+2025-01-03 01:16:12,435 - INFO - LRs are now: 3.33e-05
+2025-01-03 01:16:12,623 - INFO - LRs are now: 3.33e-05
+2025-01-03 01:16:12,793 - INFO - LRs are now: 3.32e-05
+2025-01-03 01:16:12,979 - INFO - LRs are now: 3.32e-05
+2025-01-03 01:16:13,277 - INFO - LRs are now: 3.32e-05
+2025-01-03 01:16:13,581 - INFO - LRs are now: 3.32e-05
+2025-01-03 01:16:13,873 - INFO - LRs are now: 3.31e-05
+2025-01-03 01:16:14,684 - INFO - LRs are now: 3.31e-05
+2025-01-03 01:16:15,004 - INFO - LRs are now: 3.31e-05
+2025-01-03 01:16:15,200 - INFO - LRs are now: 3.30e-05
+2025-01-03 01:16:15,435 - INFO - LRs are now: 3.30e-05
+2025-01-03 01:16:15,822 - INFO - LRs are now: 3.30e-05
+2025-01-03 01:16:16,292 - INFO - LRs are now: 3.30e-05
+2025-01-03 01:16:16,543 - INFO - LRs are now: 3.29e-05
+2025-01-03 01:16:17,727 - INFO - LRs are now: 3.29e-05
+2025-01-03 01:16:18,214 - INFO - LRs are now: 3.29e-05
+2025-01-03 01:16:18,478 - INFO - LRs are now: 3.29e-05
+2025-01-03 01:16:18,768 - INFO - LRs are now: 3.28e-05
+2025-01-03 01:16:18,983 - INFO - LRs are now: 3.28e-05
+2025-01-03 01:16:19,196 - INFO - LRs are now: 3.28e-05
+2025-01-03 01:16:19,364 - INFO - LRs are now: 3.27e-05
+2025-01-03 01:16:20,327 - INFO - LRs are now: 3.27e-05
+2025-01-03 01:16:20,694 - INFO - LRs are now: 3.27e-05
+2025-01-03 01:16:20,885 - INFO - LRs are now: 3.27e-05
+2025-01-03 01:16:21,133 - INFO - LRs are now: 3.26e-05
+2025-01-03 01:16:21,323 - INFO - LRs are now: 3.26e-05
+2025-01-03 01:16:22,498 - INFO - LRs are now: 3.26e-05
+2025-01-03 01:16:23,072 - INFO - LRs are now: 3.26e-05
+2025-01-03 01:16:23,412 - INFO - LRs are now: 3.25e-05
+2025-01-03 01:16:23,764 - INFO - LRs are now: 3.25e-05
+2025-01-03 01:16:24,277 - INFO - LRs are now: 3.25e-05
+2025-01-03 01:16:24,757 - INFO - LRs are now: 3.24e-05
+2025-01-03 01:16:25,166 - INFO - LRs are now: 3.24e-05
+2025-01-03 01:16:25,494 - INFO - LRs are now: 3.24e-05
+2025-01-03 01:16:26,234 - INFO - LRs are now: 3.24e-05
+2025-01-03 01:16:26,664 - INFO - LRs are now: 3.23e-05
+2025-01-03 01:16:26,996 - INFO - LRs are now: 3.23e-05
+2025-01-03 01:16:28,086 - INFO - LRs are now: 3.23e-05
+2025-01-03 01:16:29,452 - INFO - LRs are now: 3.23e-05
+2025-01-03 01:16:29,853 - INFO - LRs are now: 3.22e-05
+2025-01-03 01:16:30,903 - INFO - LRs are now: 3.22e-05
+2025-01-03 01:16:31,481 - INFO - LRs are now: 3.22e-05
+2025-01-03 01:16:32,055 - INFO - LRs are now: 3.22e-05
+2025-01-03 01:16:32,391 - INFO - LRs are now: 3.21e-05
+2025-01-03 01:16:32,893 - INFO - LRs are now: 3.21e-05
+2025-01-03 01:16:33,169 - INFO - LRs are now: 3.21e-05
+2025-01-03 01:16:33,461 - INFO - LRs are now: 3.21e-05
+2025-01-03 01:16:33,674 - INFO - LRs are now: 3.20e-05
+2025-01-03 01:16:33,867 - INFO - LRs are now: 3.20e-05
+2025-01-03 01:16:34,088 - INFO - LRs are now: 3.20e-05
+2025-01-03 01:16:34,657 - INFO - LRs are now: 3.19e-05
+2025-01-03 01:16:35,825 - INFO - LRs are now: 3.19e-05
+2025-01-03 01:16:36,288 - INFO - LRs are now: 3.19e-05
+2025-01-03 01:16:36,891 - INFO - LRs are now: 3.19e-05
+2025-01-03 01:16:37,193 - INFO - LRs are now: 3.18e-05
+2025-01-03 01:16:37,441 - INFO - LRs are now: 3.18e-05
+2025-01-03 01:16:37,690 - INFO - LRs are now: 3.18e-05
+2025-01-03 01:16:38,231 - INFO - LRs are now: 3.18e-05
+2025-01-03 01:16:38,586 - INFO - LRs are now: 3.17e-05
+2025-01-03 01:16:39,017 - INFO - LRs are now: 3.17e-05
+2025-01-03 01:16:39,327 - INFO - LRs are now: 3.17e-05
+2025-01-03 01:16:39,555 - INFO - LRs are now: 3.17e-05
+2025-01-03 01:16:39,841 - INFO - LRs are now: 3.16e-05
+2025-01-03 01:16:40,176 - INFO - LRs are now: 3.16e-05
+2025-01-03 01:16:40,463 - INFO - LRs are now: 3.16e-05
+2025-01-03 01:16:40,842 - INFO - LRs are now: 3.16e-05
+2025-01-03 01:16:41,442 - INFO - LRs are now: 3.15e-05
+2025-01-03 01:16:41,795 - INFO - LRs are now: 3.15e-05
+2025-01-03 01:16:42,437 - INFO - LRs are now: 3.15e-05
+2025-01-03 01:16:42,857 - INFO - LRs are now: 3.15e-05
+2025-01-03 01:16:43,071 - INFO - LRs are now: 3.15e-05
+2025-01-03 01:16:43,359 - INFO - LRs are now: 3.14e-05
+2025-01-03 01:16:43,563 - INFO - LRs are now: 3.14e-05
+2025-01-03 01:16:43,798 - INFO - LRs are now: 3.14e-05
+2025-01-03 01:16:45,055 - INFO - LRs are now: 3.14e-05
+2025-01-03 01:16:45,539 - INFO - LRs are now: 3.13e-05
+2025-01-03 01:16:45,885 - INFO - LRs are now: 3.13e-05
+2025-01-03 01:16:47,061 - INFO - LRs are now: 3.13e-05
+2025-01-03 01:16:47,408 - INFO - LRs are now: 3.13e-05
+2025-01-03 01:16:48,383 - INFO - LRs are now: 3.12e-05
+2025-01-03 01:16:48,819 - INFO - LRs are now: 3.12e-05
+2025-01-03 01:16:49,403 - INFO - LRs are now: 3.12e-05
+2025-01-03 01:16:49,983 - INFO - LRs are now: 3.12e-05
+2025-01-03 01:16:50,262 - INFO - LRs are now: 3.11e-05
+2025-01-03 01:16:50,623 - INFO - LRs are now: 3.11e-05
+2025-01-03 01:16:51,002 - INFO - LRs are now: 3.11e-05
+2025-01-03 01:16:51,306 - INFO - LRs are now: 3.11e-05
+2025-01-03 01:16:51,518 - INFO - LRs are now: 3.10e-05
+2025-01-03 01:16:51,916 - INFO - LRs are now: 3.10e-05
+2025-01-03 01:16:52,167 - INFO - LRs are now: 3.10e-05
+2025-01-03 01:16:53,002 - INFO - LRs are now: 3.10e-05
+2025-01-03 01:16:53,444 - INFO - LRs are now: 3.10e-05
+2025-01-03 01:16:53,658 - INFO - LRs are now: 3.09e-05
+2025-01-03 01:16:53,956 - INFO - LRs are now: 3.09e-05
+2025-01-03 01:16:54,200 - INFO - LRs are now: 3.09e-05
+2025-01-03 01:16:54,500 - INFO - LRs are now: 3.09e-05
+2025-01-03 01:16:54,794 - INFO - LRs are now: 3.08e-05
+2025-01-03 01:16:55,199 - INFO - LRs are now: 3.08e-05
+2025-01-03 01:16:55,548 - INFO - LRs are now: 3.08e-05
+2025-01-03 01:16:56,103 - INFO - LRs are now: 3.08e-05
+2025-01-03 01:16:56,410 - INFO - LRs are now: 3.07e-05
+2025-01-03 01:16:56,775 - INFO - LRs are now: 3.07e-05
+2025-01-03 01:16:57,245 - INFO - LRs are now: 3.07e-05
+2025-01-03 01:16:58,122 - INFO - LRs are now: 3.07e-05
+2025-01-03 01:16:59,069 - INFO - LRs are now: 3.07e-05
+2025-01-03 01:16:59,402 - INFO - LRs are now: 3.06e-05
+2025-01-03 01:16:59,893 - INFO - LRs are now: 3.06e-05
+2025-01-03 01:17:01,217 - INFO - LRs are now: 3.06e-05
+2025-01-03 01:17:02,082 - INFO - LRs are now: 3.06e-05
+2025-01-03 01:17:02,485 - INFO - LRs are now: 3.05e-05
+2025-01-03 01:17:02,748 - INFO - LRs are now: 3.05e-05
+2025-01-03 01:17:02,963 - INFO - LRs are now: 3.05e-05
+2025-01-03 01:17:03,290 - INFO - LRs are now: 3.05e-05
+2025-01-03 01:17:03,611 - INFO - LRs are now: 3.05e-05
+2025-01-03 01:17:04,188 - INFO - LRs are now: 3.04e-05
+2025-01-03 01:17:04,746 - INFO - LRs are now: 3.04e-05
+2025-01-03 01:17:05,253 - INFO - LRs are now: 3.04e-05
+2025-01-03 01:17:05,664 - INFO - LRs are now: 3.04e-05
+2025-01-03 01:17:05,893 - INFO - LRs are now: 3.03e-05
+2025-01-03 01:17:06,936 - INFO - LRs are now: 3.03e-05
+2025-01-03 01:17:07,445 - INFO - LRs are now: 3.03e-05
+2025-01-03 01:17:08,217 - INFO - LRs are now: 3.03e-05
+2025-01-03 01:17:08,563 - INFO - LRs are now: 3.03e-05
+2025-01-03 01:17:08,805 - INFO - LRs are now: 3.02e-05
+2025-01-03 01:17:09,033 - INFO - LRs are now: 3.02e-05
+2025-01-03 01:17:09,330 - INFO - LRs are now: 3.02e-05
+2025-01-03 01:17:09,679 - INFO - LRs are now: 3.02e-05
+2025-01-03 01:17:10,580 - INFO - LRs are now: 3.02e-05
+2025-01-03 01:17:10,960 - INFO - LRs are now: 3.01e-05
+2025-01-03 01:17:11,428 - INFO - LRs are now: 3.01e-05
+2025-01-03 01:17:11,681 - INFO - LRs are now: 3.01e-05
+2025-01-03 01:17:11,900 - INFO - LRs are now: 3.01e-05
+2025-01-03 01:17:12,196 - INFO - LRs are now: 3.00e-05
+2025-01-03 01:17:12,661 - INFO - LRs are now: 3.00e-05
+2025-01-03 01:17:12,929 - INFO - LRs are now: 3.00e-05
+2025-01-03 01:17:13,104 - INFO - LRs are now: 3.00e-05
+2025-01-03 01:17:13,520 - INFO - LRs are now: 3.00e-05
+2025-01-03 01:17:13,797 - INFO - LRs are now: 2.99e-05
+2025-01-03 01:17:14,009 - INFO - LRs are now: 2.99e-05
+2025-01-03 01:17:14,245 - INFO - LRs are now: 2.99e-05
+2025-01-03 01:17:14,517 - INFO - LRs are now: 2.99e-05
+2025-01-03 01:17:14,740 - INFO - LRs are now: 2.99e-05
+2025-01-03 01:17:15,480 - INFO - LRs are now: 2.98e-05
+2025-01-03 01:17:15,802 - INFO - LRs are now: 2.98e-05
+2025-01-03 01:17:16,559 - INFO - LRs are now: 2.98e-05
+2025-01-03 01:17:17,799 - INFO - LRs are now: 2.98e-05
+2025-01-03 01:17:18,694 - INFO - LRs are now: 2.98e-05
+2025-01-03 01:17:19,457 - INFO - LRs are now: 2.97e-05
+2025-01-03 01:17:19,750 - INFO - LRs are now: 2.97e-05
+2025-01-03 01:17:20,146 - INFO - LRs are now: 2.97e-05
+2025-01-03 01:17:20,386 - INFO - LRs are now: 2.97e-05
+2025-01-03 01:17:20,711 - INFO - LRs are now: 2.96e-05
+2025-01-03 01:17:21,006 - INFO - LRs are now: 2.96e-05
+2025-01-03 01:17:21,329 - INFO - LRs are now: 2.96e-05
+2025-01-03 01:17:21,676 - INFO - LRs are now: 2.96e-05
+2025-01-03 01:17:21,925 - INFO - LRs are now: 2.96e-05
+2025-01-03 01:17:22,873 - INFO - LRs are now: 2.95e-05
+2025-01-03 01:17:23,996 - INFO - LRs are now: 2.95e-05
+2025-01-03 01:17:24,495 - INFO - LRs are now: 2.95e-05
+2025-01-03 01:17:24,998 - INFO - LRs are now: 2.95e-05
+2025-01-03 01:17:25,282 - INFO - LRs are now: 2.95e-05
+2025-01-03 01:17:25,620 - INFO - LRs are now: 2.94e-05
+2025-01-03 01:17:25,914 - INFO - LRs are now: 2.94e-05
+2025-01-03 01:17:26,501 - INFO - LRs are now: 2.94e-05
+2025-01-03 01:17:26,944 - INFO - LRs are now: 2.94e-05
+2025-01-03 01:17:27,374 - INFO - LRs are now: 2.94e-05
+2025-01-03 01:17:27,694 - INFO - LRs are now: 2.93e-05
+2025-01-03 01:17:28,014 - INFO - LRs are now: 2.93e-05
+2025-01-03 01:17:28,787 - INFO - LRs are now: 2.93e-05
+2025-01-03 01:17:29,105 - INFO - LRs are now: 2.93e-05
+2025-01-03 01:17:29,770 - INFO - LRs are now: 2.93e-05
+2025-01-03 01:17:30,503 - INFO - LRs are now: 2.93e-05
+2025-01-03 01:17:31,289 - INFO - LRs are now: 2.92e-05
+2025-01-03 01:17:31,781 - INFO - LRs are now: 2.92e-05
+2025-01-03 01:17:31,872 - INFO - Training epoch 3 finished. (Took 2.0 mins.)
+2025-01-03 01:17:31,873 - INFO - loss_train: 402.0
+2025-01-03 01:17:31,875 - INFO - heads-fscore_train: 63.33%
+2025-01-03 01:17:31,877 - INFO - labels-fscore_train: 81.28%
+2025-01-03 01:17:31,878 - INFO - aggregate_train: 51.48%
+2025-01-03 01:17:37,344 - INFO - Validation epoch 3 finished. (Took 0.1 mins.)
+2025-01-03 01:17:37,345 - INFO - loss_valid: 18.77
+2025-01-03 01:17:37,348 - INFO - heads-fscore_valid: 70.75%
+2025-01-03 01:17:37,349 - INFO - labels-fscore_valid: 83.88%
+2025-01-03 01:17:37,350 - INFO - aggregate_valid: 59.34%
+2025-01-03 01:17:46,002 - INFO - Saving current best: model_best.pth ...
+2025-01-03 01:17:47,732 - INFO - LRs are now: 2.92e-05
+2025-01-03 01:17:48,268 - INFO - LRs are now: 2.92e-05
+2025-01-03 01:17:49,619 - INFO - LRs are now: 2.92e-05
+2025-01-03 01:17:50,385 - INFO - LRs are now: 2.91e-05
+2025-01-03 01:17:50,908 - INFO - LRs are now: 2.91e-05
+2025-01-03 01:17:51,326 - INFO - LRs are now: 2.91e-05
+2025-01-03 01:17:52,519 - INFO - LRs are now: 2.91e-05
+2025-01-03 01:17:53,084 - INFO - LRs are now: 2.91e-05
+2025-01-03 01:17:53,339 - INFO - LRs are now: 2.90e-05
+2025-01-03 01:17:53,914 - INFO - LRs are now: 2.90e-05
+2025-01-03 01:17:54,170 - INFO - LRs are now: 2.90e-05
+2025-01-03 01:17:54,412 - INFO - LRs are now: 2.90e-05
+2025-01-03 01:17:55,411 - INFO - LRs are now: 2.90e-05
+2025-01-03 01:17:56,668 - INFO - LRs are now: 2.89e-05
+2025-01-03 01:17:57,195 - INFO - LRs are now: 2.89e-05
+2025-01-03 01:17:57,436 - INFO - LRs are now: 2.89e-05
+2025-01-03 01:17:57,748 - INFO - LRs are now: 2.89e-05
+2025-01-03 01:17:57,969 - INFO - LRs are now: 2.89e-05
+2025-01-03 01:17:58,142 - INFO - LRs are now: 2.88e-05
+2025-01-03 01:17:58,300 - INFO - LRs are now: 2.88e-05
+2025-01-03 01:17:58,478 - INFO - LRs are now: 2.88e-05
+2025-01-03 01:17:58,669 - INFO - LRs are now: 2.88e-05
+2025-01-03 01:17:58,885 - INFO - LRs are now: 2.88e-05
+2025-01-03 01:17:59,093 - INFO - LRs are now: 2.88e-05
+2025-01-03 01:17:59,326 - INFO - LRs are now: 2.87e-05
+2025-01-03 01:17:59,583 - INFO - LRs are now: 2.87e-05
+2025-01-03 01:18:00,294 - INFO - LRs are now: 2.87e-05
+2025-01-03 01:18:00,634 - INFO - LRs are now: 2.87e-05
+2025-01-03 01:18:00,995 - INFO - LRs are now: 2.87e-05
+2025-01-03 01:18:01,338 - INFO - LRs are now: 2.86e-05
+2025-01-03 01:18:01,676 - INFO - LRs are now: 2.86e-05
+2025-01-03 01:18:02,116 - INFO - LRs are now: 2.86e-05
+2025-01-03 01:18:02,375 - INFO - LRs are now: 2.86e-05
+2025-01-03 01:18:02,663 - INFO - LRs are now: 2.86e-05
+2025-01-03 01:18:03,458 - INFO - LRs are now: 2.86e-05
+2025-01-03 01:18:04,070 - INFO - LRs are now: 2.85e-05
+2025-01-03 01:18:04,750 - INFO - LRs are now: 2.85e-05
+2025-01-03 01:18:05,113 - INFO - LRs are now: 2.85e-05
+2025-01-03 01:18:05,880 - INFO - LRs are now: 2.85e-05
+2025-01-03 01:18:06,237 - INFO - LRs are now: 2.85e-05
+2025-01-03 01:18:06,569 - INFO - LRs are now: 2.84e-05
+2025-01-03 01:18:07,786 - INFO - LRs are now: 2.84e-05
+2025-01-03 01:18:08,606 - INFO - LRs are now: 2.84e-05
+2025-01-03 01:18:09,130 - INFO - LRs are now: 2.84e-05
+2025-01-03 01:18:09,399 - INFO - LRs are now: 2.84e-05
+2025-01-03 01:18:09,608 - INFO - LRs are now: 2.84e-05
+2025-01-03 01:18:09,785 - INFO - LRs are now: 2.83e-05
+2025-01-03 01:18:10,220 - INFO - LRs are now: 2.83e-05
+2025-01-03 01:18:10,694 - INFO - LRs are now: 2.83e-05
+2025-01-03 01:18:11,658 - INFO - LRs are now: 2.83e-05
+2025-01-03 01:18:12,815 - INFO - LRs are now: 2.83e-05
+2025-01-03 01:18:13,210 - INFO - LRs are now: 2.82e-05
+2025-01-03 01:18:13,433 - INFO - LRs are now: 2.82e-05
+2025-01-03 01:18:13,700 - INFO - LRs are now: 2.82e-05
+2025-01-03 01:18:14,141 - INFO - LRs are now: 2.82e-05
+2025-01-03 01:18:14,786 - INFO - LRs are now: 2.82e-05
+2025-01-03 01:18:16,197 - INFO - LRs are now: 2.82e-05
+2025-01-03 01:18:16,659 - INFO - LRs are now: 2.81e-05
+2025-01-03 01:18:17,031 - INFO - LRs are now: 2.81e-05
+2025-01-03 01:18:17,388 - INFO - LRs are now: 2.81e-05
+2025-01-03 01:18:17,920 - INFO - LRs are now: 2.81e-05
+2025-01-03 01:18:18,278 - INFO - LRs are now: 2.81e-05
+2025-01-03 01:18:19,580 - INFO - LRs are now: 2.81e-05
+2025-01-03 01:18:20,021 - INFO - LRs are now: 2.80e-05
+2025-01-03 01:18:20,343 - INFO - LRs are now: 2.80e-05
+2025-01-03 01:18:20,779 - INFO - LRs are now: 2.80e-05
+2025-01-03 01:18:21,367 - INFO - LRs are now: 2.80e-05
+2025-01-03 01:18:21,812 - INFO - LRs are now: 2.80e-05
+2025-01-03 01:18:22,116 - INFO - LRs are now: 2.80e-05
+2025-01-03 01:18:22,377 - INFO - LRs are now: 2.79e-05
+2025-01-03 01:18:22,845 - INFO - LRs are now: 2.79e-05
+2025-01-03 01:18:23,118 - INFO - LRs are now: 2.79e-05
+2025-01-03 01:18:23,534 - INFO - LRs are now: 2.79e-05
+2025-01-03 01:18:23,833 - INFO - LRs are now: 2.79e-05
+2025-01-03 01:18:24,104 - INFO - LRs are now: 2.79e-05
+2025-01-03 01:18:24,443 - INFO - LRs are now: 2.78e-05
+2025-01-03 01:18:24,766 - INFO - LRs are now: 2.78e-05
+2025-01-03 01:18:25,782 - INFO - LRs are now: 2.78e-05
+2025-01-03 01:18:26,200 - INFO - LRs are now: 2.78e-05
+2025-01-03 01:18:26,675 - INFO - LRs are now: 2.78e-05
+2025-01-03 01:18:27,040 - INFO - LRs are now: 2.78e-05
+2025-01-03 01:18:27,615 - INFO - LRs are now: 2.77e-05
+2025-01-03 01:18:27,869 - INFO - LRs are now: 2.77e-05
+2025-01-03 01:18:28,574 - INFO - LRs are now: 2.77e-05
+2025-01-03 01:18:28,926 - INFO - LRs are now: 2.77e-05
+2025-01-03 01:18:29,351 - INFO - LRs are now: 2.77e-05
+2025-01-03 01:18:29,572 - INFO - LRs are now: 2.77e-05
+2025-01-03 01:18:29,790 - INFO - LRs are now: 2.76e-05
+2025-01-03 01:18:30,424 - INFO - LRs are now: 2.76e-05
+2025-01-03 01:18:30,835 - INFO - LRs are now: 2.76e-05
+2025-01-03 01:18:31,287 - INFO - LRs are now: 2.76e-05
+2025-01-03 01:18:31,929 - INFO - LRs are now: 2.76e-05
+2025-01-03 01:18:32,426 - INFO - LRs are now: 2.76e-05
+2025-01-03 01:18:32,692 - INFO - LRs are now: 2.75e-05
+2025-01-03 01:18:33,140 - INFO - LRs are now: 2.75e-05
+2025-01-03 01:18:33,401 - INFO - LRs are now: 2.75e-05
+2025-01-03 01:18:33,778 - INFO - LRs are now: 2.75e-05
+2025-01-03 01:18:34,376 - INFO - LRs are now: 2.75e-05
+2025-01-03 01:18:34,766 - INFO - LRs are now: 2.75e-05
+2025-01-03 01:18:35,310 - INFO - LRs are now: 2.74e-05
+2025-01-03 01:18:35,665 - INFO - LRs are now: 2.74e-05
+2025-01-03 01:18:35,870 - INFO - LRs are now: 2.74e-05
+2025-01-03 01:18:36,061 - INFO - LRs are now: 2.74e-05
+2025-01-03 01:18:36,243 - INFO - LRs are now: 2.74e-05
+2025-01-03 01:18:36,817 - INFO - LRs are now: 2.74e-05
+2025-01-03 01:18:37,939 - INFO - LRs are now: 2.73e-05
+2025-01-03 01:18:38,376 - INFO - LRs are now: 2.73e-05
+2025-01-03 01:18:38,586 - INFO - LRs are now: 2.73e-05
+2025-01-03 01:18:39,930 - INFO - LRs are now: 2.73e-05
+2025-01-03 01:18:40,843 - INFO - LRs are now: 2.73e-05
+2025-01-03 01:18:41,165 - INFO - LRs are now: 2.73e-05
+2025-01-03 01:18:41,592 - INFO - LRs are now: 2.72e-05
+2025-01-03 01:18:42,006 - INFO - LRs are now: 2.72e-05
+2025-01-03 01:18:42,344 - INFO - LRs are now: 2.72e-05
+2025-01-03 01:18:42,823 - INFO - LRs are now: 2.72e-05
+2025-01-03 01:18:43,183 - INFO - LRs are now: 2.72e-05
+2025-01-03 01:18:43,400 - INFO - LRs are now: 2.72e-05
+2025-01-03 01:18:44,725 - INFO - LRs are now: 2.72e-05
+2025-01-03 01:18:45,760 - INFO - LRs are now: 2.71e-05
+2025-01-03 01:18:46,377 - INFO - LRs are now: 2.71e-05
+2025-01-03 01:18:46,970 - INFO - LRs are now: 2.71e-05
+2025-01-03 01:18:47,687 - INFO - LRs are now: 2.71e-05
+2025-01-03 01:18:48,656 - INFO - LRs are now: 2.71e-05
+2025-01-03 01:18:49,074 - INFO - LRs are now: 2.71e-05
+2025-01-03 01:18:49,253 - INFO - LRs are now: 2.70e-05
+2025-01-03 01:18:49,436 - INFO - LRs are now: 2.70e-05
+2025-01-03 01:18:49,652 - INFO - LRs are now: 2.70e-05
+2025-01-03 01:18:49,909 - INFO - LRs are now: 2.70e-05
+2025-01-03 01:18:50,581 - INFO - LRs are now: 2.70e-05
+2025-01-03 01:18:51,512 - INFO - LRs are now: 2.70e-05
+2025-01-03 01:18:52,697 - INFO - LRs are now: 2.70e-05
+2025-01-03 01:18:53,063 - INFO - LRs are now: 2.69e-05
+2025-01-03 01:18:53,251 - INFO - LRs are now: 2.69e-05
+2025-01-03 01:18:54,372 - INFO - LRs are now: 2.69e-05
+2025-01-03 01:18:54,975 - INFO - LRs are now: 2.69e-05
+2025-01-03 01:18:55,728 - INFO - LRs are now: 2.69e-05
+2025-01-03 01:18:56,086 - INFO - LRs are now: 2.69e-05
+2025-01-03 01:18:56,387 - INFO - LRs are now: 2.68e-05
+2025-01-03 01:18:56,711 - INFO - LRs are now: 2.68e-05
+2025-01-03 01:18:57,230 - INFO - LRs are now: 2.68e-05
+2025-01-03 01:18:57,529 - INFO - LRs are now: 2.68e-05
+2025-01-03 01:18:58,013 - INFO - LRs are now: 2.68e-05
+2025-01-03 01:18:59,157 - INFO - LRs are now: 2.68e-05
+2025-01-03 01:19:00,573 - INFO - LRs are now: 2.68e-05
+2025-01-03 01:19:01,676 - INFO - LRs are now: 2.67e-05
+2025-01-03 01:19:02,066 - INFO - LRs are now: 2.67e-05
+2025-01-03 01:19:02,249 - INFO - LRs are now: 2.67e-05
+2025-01-03 01:19:02,545 - INFO - LRs are now: 2.67e-05
+2025-01-03 01:19:03,153 - INFO - LRs are now: 2.67e-05
+2025-01-03 01:19:03,984 - INFO - LRs are now: 2.67e-05
+2025-01-03 01:19:04,290 - INFO - LRs are now: 2.67e-05
+2025-01-03 01:19:04,577 - INFO - LRs are now: 2.66e-05
+2025-01-03 01:19:05,790 - INFO - LRs are now: 2.66e-05
+2025-01-03 01:19:06,245 - INFO - LRs are now: 2.66e-05
+2025-01-03 01:19:06,479 - INFO - LRs are now: 2.66e-05
+2025-01-03 01:19:06,703 - INFO - LRs are now: 2.66e-05
+2025-01-03 01:19:07,099 - INFO - LRs are now: 2.66e-05
+2025-01-03 01:19:07,343 - INFO - LRs are now: 2.65e-05
+2025-01-03 01:19:07,702 - INFO - LRs are now: 2.65e-05
+2025-01-03 01:19:08,082 - INFO - LRs are now: 2.65e-05
+2025-01-03 01:19:08,937 - INFO - LRs are now: 2.65e-05
+2025-01-03 01:19:09,349 - INFO - LRs are now: 2.65e-05
+2025-01-03 01:19:09,655 - INFO - LRs are now: 2.65e-05
+2025-01-03 01:19:09,869 - INFO - LRs are now: 2.65e-05
+2025-01-03 01:19:10,050 - INFO - LRs are now: 2.64e-05
+2025-01-03 01:19:10,334 - INFO - LRs are now: 2.64e-05
+2025-01-03 01:19:10,583 - INFO - LRs are now: 2.64e-05
+2025-01-03 01:19:10,818 - INFO - LRs are now: 2.64e-05
+2025-01-03 01:19:11,205 - INFO - LRs are now: 2.64e-05
+2025-01-03 01:19:11,485 - INFO - LRs are now: 2.64e-05
+2025-01-03 01:19:11,817 - INFO - LRs are now: 2.64e-05
+2025-01-03 01:19:12,529 - INFO - LRs are now: 2.63e-05
+2025-01-03 01:19:12,802 - INFO - LRs are now: 2.63e-05
+2025-01-03 01:19:13,256 - INFO - LRs are now: 2.63e-05
+2025-01-03 01:19:13,866 - INFO - LRs are now: 2.63e-05
+2025-01-03 01:19:14,983 - INFO - LRs are now: 2.63e-05
+2025-01-03 01:19:15,841 - INFO - LRs are now: 2.63e-05
+2025-01-03 01:19:16,140 - INFO - LRs are now: 2.63e-05
+2025-01-03 01:19:16,364 - INFO - LRs are now: 2.62e-05
+2025-01-03 01:19:16,600 - INFO - LRs are now: 2.62e-05
+2025-01-03 01:19:17,202 - INFO - LRs are now: 2.62e-05
+2025-01-03 01:19:17,517 - INFO - LRs are now: 2.62e-05
+2025-01-03 01:19:18,136 - INFO - LRs are now: 2.62e-05
+2025-01-03 01:19:18,805 - INFO - LRs are now: 2.62e-05
+2025-01-03 01:19:19,174 - INFO - LRs are now: 2.62e-05
+2025-01-03 01:19:19,461 - INFO - LRs are now: 2.61e-05
+2025-01-03 01:19:19,822 - INFO - LRs are now: 2.61e-05
+2025-01-03 01:19:20,674 - INFO - LRs are now: 2.61e-05
+2025-01-03 01:19:21,019 - INFO - LRs are now: 2.61e-05
+2025-01-03 01:19:22,025 - INFO - LRs are now: 2.61e-05
+2025-01-03 01:19:22,615 - INFO - LRs are now: 2.61e-05
+2025-01-03 01:19:22,894 - INFO - LRs are now: 2.61e-05
+2025-01-03 01:19:23,155 - INFO - LRs are now: 2.61e-05
+2025-01-03 01:19:23,353 - INFO - LRs are now: 2.60e-05
+2025-01-03 01:19:23,673 - INFO - LRs are now: 2.60e-05
+2025-01-03 01:19:23,931 - INFO - LRs are now: 2.60e-05
+2025-01-03 01:19:24,859 - INFO - LRs are now: 2.60e-05
+2025-01-03 01:19:25,349 - INFO - LRs are now: 2.60e-05
+2025-01-03 01:19:25,800 - INFO - LRs are now: 2.60e-05
+2025-01-03 01:19:26,047 - INFO - LRs are now: 2.60e-05
+2025-01-03 01:19:26,682 - INFO - LRs are now: 2.59e-05
+2025-01-03 01:19:26,968 - INFO - LRs are now: 2.59e-05
+2025-01-03 01:19:27,226 - INFO - LRs are now: 2.59e-05
+2025-01-03 01:19:27,628 - INFO - LRs are now: 2.59e-05
+2025-01-03 01:19:29,028 - INFO - LRs are now: 2.59e-05
+2025-01-03 01:19:29,466 - INFO - LRs are now: 2.59e-05
+2025-01-03 01:19:29,921 - INFO - LRs are now: 2.59e-05
+2025-01-03 01:19:30,353 - INFO - LRs are now: 2.58e-05
+2025-01-03 01:19:31,150 - INFO - LRs are now: 2.58e-05
+2025-01-03 01:19:31,712 - INFO - LRs are now: 2.58e-05
+2025-01-03 01:19:32,535 - INFO - LRs are now: 2.58e-05
+2025-01-03 01:19:32,951 - INFO - LRs are now: 2.58e-05
+2025-01-03 01:19:33,306 - INFO - LRs are now: 2.58e-05
+2025-01-03 01:19:33,664 - INFO - LRs are now: 2.58e-05
+2025-01-03 01:19:34,160 - INFO - LRs are now: 2.58e-05
+2025-01-03 01:19:34,784 - INFO - LRs are now: 2.57e-05
+2025-01-03 01:19:35,053 - INFO - LRs are now: 2.57e-05
+2025-01-03 01:19:35,259 - INFO - LRs are now: 2.57e-05
+2025-01-03 01:19:35,437 - INFO - LRs are now: 2.57e-05
+2025-01-03 01:19:35,749 - INFO - LRs are now: 2.57e-05
+2025-01-03 01:19:35,971 - INFO - LRs are now: 2.57e-05
+2025-01-03 01:19:36,238 - INFO - LRs are now: 2.57e-05
+2025-01-03 01:19:36,517 - INFO - LRs are now: 2.56e-05
+2025-01-03 01:19:36,890 - INFO - LRs are now: 2.56e-05
+2025-01-03 01:19:37,227 - INFO - LRs are now: 2.56e-05
+2025-01-03 01:19:37,467 - INFO - LRs are now: 2.56e-05
+2025-01-03 01:19:37,807 - INFO - LRs are now: 2.56e-05
+2025-01-03 01:19:38,016 - INFO - LRs are now: 2.56e-05
+2025-01-03 01:19:38,205 - INFO - LRs are now: 2.56e-05
+2025-01-03 01:19:38,728 - INFO - LRs are now: 2.56e-05
+2025-01-03 01:19:39,085 - INFO - LRs are now: 2.55e-05
+2025-01-03 01:19:39,440 - INFO - LRs are now: 2.55e-05
+2025-01-03 01:19:40,537 - INFO - LRs are now: 2.55e-05
+2025-01-03 01:19:41,024 - INFO - LRs are now: 2.55e-05
+2025-01-03 01:19:41,754 - INFO - LRs are now: 2.55e-05
+2025-01-03 01:19:42,239 - INFO - LRs are now: 2.55e-05
+2025-01-03 01:19:42,490 - INFO - LRs are now: 2.55e-05
+2025-01-03 01:19:42,714 - INFO - LRs are now: 2.55e-05
+2025-01-03 01:19:42,919 - INFO - LRs are now: 2.54e-05
+2025-01-03 01:19:43,221 - INFO - LRs are now: 2.54e-05
+2025-01-03 01:19:43,648 - INFO - LRs are now: 2.54e-05
+2025-01-03 01:19:43,908 - INFO - LRs are now: 2.54e-05
+2025-01-03 01:19:44,213 - INFO - LRs are now: 2.54e-05
+2025-01-03 01:19:44,487 - INFO - LRs are now: 2.54e-05
+2025-01-03 01:19:44,744 - INFO - LRs are now: 2.54e-05
+2025-01-03 01:19:45,053 - INFO - LRs are now: 2.53e-05
+2025-01-03 01:19:45,289 - INFO - LRs are now: 2.53e-05
+2025-01-03 01:19:45,580 - INFO - LRs are now: 2.53e-05
+2025-01-03 01:19:45,858 - INFO - LRs are now: 2.53e-05
+2025-01-03 01:19:45,939 - INFO - Training epoch 4 finished. (Took 2.0 mins.)
+2025-01-03 01:19:45,942 - INFO - loss_train: 349.0
+2025-01-03 01:19:45,945 - INFO - heads-fscore_train: 69.24%
+2025-01-03 01:19:45,946 - INFO - labels-fscore_train: 82.80%
+2025-01-03 01:19:45,948 - INFO - aggregate_train: 57.33%
+2025-01-03 01:19:51,308 - INFO - Validation epoch 4 finished. (Took 0.1 mins.)
+2025-01-03 01:19:51,308 - INFO - loss_valid: 17.27
+2025-01-03 01:19:51,310 - INFO - heads-fscore_valid: 74.69%
+2025-01-03 01:19:51,312 - INFO - labels-fscore_valid: 84.37%
+2025-01-03 01:19:51,315 - INFO - aggregate_valid: 63.02%
+2025-01-03 01:19:58,078 - INFO - Saving current best: model_best.pth ...
+2025-01-03 01:19:59,968 - INFO - LRs are now: 2.53e-05
+2025-01-03 01:20:00,498 - INFO - LRs are now: 2.53e-05
+2025-01-03 01:20:00,706 - INFO - LRs are now: 2.53e-05
+2025-01-03 01:20:01,173 - INFO - LRs are now: 2.53e-05
+2025-01-03 01:20:02,631 - INFO - LRs are now: 2.52e-05
+2025-01-03 01:20:03,090 - INFO - LRs are now: 2.52e-05
+2025-01-03 01:20:03,402 - INFO - LRs are now: 2.52e-05
+2025-01-03 01:20:03,619 - INFO - LRs are now: 2.52e-05
+2025-01-03 01:20:03,785 - INFO - LRs are now: 2.52e-05
+2025-01-03 01:20:03,984 - INFO - LRs are now: 2.52e-05
+2025-01-03 01:20:04,268 - INFO - LRs are now: 2.52e-05
+2025-01-03 01:20:04,581 - INFO - LRs are now: 2.52e-05
+2025-01-03 01:20:04,773 - INFO - LRs are now: 2.51e-05
+2025-01-03 01:20:05,140 - INFO - LRs are now: 2.51e-05
+2025-01-03 01:20:05,469 - INFO - LRs are now: 2.51e-05
+2025-01-03 01:20:06,094 - INFO - LRs are now: 2.51e-05
+2025-01-03 01:20:06,344 - INFO - LRs are now: 2.51e-05
+2025-01-03 01:20:06,584 - INFO - LRs are now: 2.51e-05
+2025-01-03 01:20:07,053 - INFO - LRs are now: 2.51e-05
+2025-01-03 01:20:07,555 - INFO - LRs are now: 2.51e-05
+2025-01-03 01:20:07,834 - INFO - LRs are now: 2.50e-05
+2025-01-03 01:20:08,090 - INFO - LRs are now: 2.50e-05
+2025-01-03 01:20:08,406 - INFO - LRs are now: 2.50e-05
+2025-01-03 01:20:08,823 - INFO - LRs are now: 2.50e-05
+2025-01-03 01:20:09,117 - INFO - LRs are now: 2.50e-05
+2025-01-03 01:20:09,367 - INFO - LRs are now: 2.50e-05
+2025-01-03 01:20:09,735 - INFO - LRs are now: 2.50e-05
+2025-01-03 01:20:10,148 - INFO - LRs are now: 2.50e-05
+2025-01-03 01:20:10,450 - INFO - LRs are now: 2.50e-05
+2025-01-03 01:20:10,720 - INFO - LRs are now: 2.49e-05
+2025-01-03 01:20:11,183 - INFO - LRs are now: 2.49e-05
+2025-01-03 01:20:11,495 - INFO - LRs are now: 2.49e-05
+2025-01-03 01:20:12,397 - INFO - LRs are now: 2.49e-05
+2025-01-03 01:20:12,790 - INFO - LRs are now: 2.49e-05
+2025-01-03 01:20:13,056 - INFO - LRs are now: 2.49e-05
+2025-01-03 01:20:13,694 - INFO - LRs are now: 2.49e-05
+2025-01-03 01:20:13,984 - INFO - LRs are now: 2.49e-05
+2025-01-03 01:20:14,167 - INFO - LRs are now: 2.48e-05
+2025-01-03 01:20:15,418 - INFO - LRs are now: 2.48e-05
+2025-01-03 01:20:16,213 - INFO - LRs are now: 2.48e-05
+2025-01-03 01:20:16,658 - INFO - LRs are now: 2.48e-05
+2025-01-03 01:20:17,010 - INFO - LRs are now: 2.48e-05
+2025-01-03 01:20:17,260 - INFO - LRs are now: 2.48e-05
+2025-01-03 01:20:17,490 - INFO - LRs are now: 2.48e-05
+2025-01-03 01:20:17,697 - INFO - LRs are now: 2.48e-05
+2025-01-03 01:20:18,069 - INFO - LRs are now: 2.47e-05
+2025-01-03 01:20:18,432 - INFO - LRs are now: 2.47e-05
+2025-01-03 01:20:18,720 - INFO - LRs are now: 2.47e-05
+2025-01-03 01:20:18,973 - INFO - LRs are now: 2.47e-05
+2025-01-03 01:20:19,214 - INFO - LRs are now: 2.47e-05
+2025-01-03 01:20:19,426 - INFO - LRs are now: 2.47e-05
+2025-01-03 01:20:19,922 - INFO - LRs are now: 2.47e-05
+2025-01-03 01:20:20,636 - INFO - LRs are now: 2.47e-05
+2025-01-03 01:20:21,040 - INFO - LRs are now: 2.47e-05
+2025-01-03 01:20:21,287 - INFO - LRs are now: 2.46e-05
+2025-01-03 01:20:21,874 - INFO - LRs are now: 2.46e-05
+2025-01-03 01:20:22,584 - INFO - LRs are now: 2.46e-05
+2025-01-03 01:20:23,958 - INFO - LRs are now: 2.46e-05
+2025-01-03 01:20:24,304 - INFO - LRs are now: 2.46e-05
+2025-01-03 01:20:24,617 - INFO - LRs are now: 2.46e-05
+2025-01-03 01:20:25,897 - INFO - LRs are now: 2.46e-05
+2025-01-03 01:20:26,341 - INFO - LRs are now: 2.46e-05
+2025-01-03 01:20:27,526 - INFO - LRs are now: 2.45e-05
+2025-01-03 01:20:27,990 - INFO - LRs are now: 2.45e-05
+2025-01-03 01:20:28,254 - INFO - LRs are now: 2.45e-05
+2025-01-03 01:20:28,650 - INFO - LRs are now: 2.45e-05
+2025-01-03 01:20:29,094 - INFO - LRs are now: 2.45e-05
+2025-01-03 01:20:29,679 - INFO - LRs are now: 2.45e-05
+2025-01-03 01:20:30,752 - INFO - LRs are now: 2.45e-05
+2025-01-03 01:20:31,429 - INFO - LRs are now: 2.45e-05
+2025-01-03 01:20:31,677 - INFO - LRs are now: 2.45e-05
+2025-01-03 01:20:32,244 - INFO - LRs are now: 2.44e-05
+2025-01-03 01:20:32,530 - INFO - LRs are now: 2.44e-05
+2025-01-03 01:20:32,717 - INFO - LRs are now: 2.44e-05
+2025-01-03 01:20:32,934 - INFO - LRs are now: 2.44e-05
+2025-01-03 01:20:34,091 - INFO - LRs are now: 2.44e-05
+2025-01-03 01:20:34,669 - INFO - LRs are now: 2.44e-05
+2025-01-03 01:20:34,948 - INFO - LRs are now: 2.44e-05
+2025-01-03 01:20:36,306 - INFO - LRs are now: 2.44e-05
+2025-01-03 01:20:36,832 - INFO - LRs are now: 2.44e-05
+2025-01-03 01:20:37,037 - INFO - LRs are now: 2.43e-05
+2025-01-03 01:20:37,430 - INFO - LRs are now: 2.43e-05
+2025-01-03 01:20:37,927 - INFO - LRs are now: 2.43e-05
+2025-01-03 01:20:38,164 - INFO - LRs are now: 2.43e-05
+2025-01-03 01:20:38,439 - INFO - LRs are now: 2.43e-05
+2025-01-03 01:20:39,198 - INFO - LRs are now: 2.43e-05
+2025-01-03 01:20:39,920 - INFO - LRs are now: 2.43e-05
+2025-01-03 01:20:40,475 - INFO - LRs are now: 2.43e-05
+2025-01-03 01:20:40,758 - INFO - LRs are now: 2.43e-05
+2025-01-03 01:20:41,339 - INFO - LRs are now: 2.42e-05
+2025-01-03 01:20:41,591 - INFO - LRs are now: 2.42e-05
+2025-01-03 01:20:41,970 - INFO - LRs are now: 2.42e-05
+2025-01-03 01:20:42,233 - INFO - LRs are now: 2.42e-05
+2025-01-03 01:20:42,413 - INFO - LRs are now: 2.42e-05
+2025-01-03 01:20:42,584 - INFO - LRs are now: 2.42e-05
+2025-01-03 01:20:42,798 - INFO - LRs are now: 2.42e-05
+2025-01-03 01:20:43,005 - INFO - LRs are now: 2.42e-05
+2025-01-03 01:20:43,516 - INFO - LRs are now: 2.42e-05
+2025-01-03 01:20:43,756 - INFO - LRs are now: 2.41e-05
+2025-01-03 01:20:44,016 - INFO - LRs are now: 2.41e-05
+2025-01-03 01:20:44,235 - INFO - LRs are now: 2.41e-05
+2025-01-03 01:20:44,491 - INFO - LRs are now: 2.41e-05
+2025-01-03 01:20:44,775 - INFO - LRs are now: 2.41e-05
+2025-01-03 01:20:45,053 - INFO - LRs are now: 2.41e-05
+2025-01-03 01:20:45,582 - INFO - LRs are now: 2.41e-05
+2025-01-03 01:20:45,896 - INFO - LRs are now: 2.41e-05
+2025-01-03 01:20:46,113 - INFO - LRs are now: 2.41e-05
+2025-01-03 01:20:46,372 - INFO - LRs are now: 2.40e-05
+2025-01-03 01:20:46,675 - INFO - LRs are now: 2.40e-05
+2025-01-03 01:20:47,074 - INFO - LRs are now: 2.40e-05
+2025-01-03 01:20:48,323 - INFO - LRs are now: 2.40e-05
+2025-01-03 01:20:49,485 - INFO - LRs are now: 2.40e-05
+2025-01-03 01:20:49,964 - INFO - LRs are now: 2.40e-05
+2025-01-03 01:20:50,158 - INFO - LRs are now: 2.40e-05
+2025-01-03 01:20:50,656 - INFO - LRs are now: 2.40e-05
+2025-01-03 01:20:51,333 - INFO - LRs are now: 2.40e-05
+2025-01-03 01:20:51,682 - INFO - LRs are now: 2.39e-05
+2025-01-03 01:20:52,046 - INFO - LRs are now: 2.39e-05
+2025-01-03 01:20:53,523 - INFO - LRs are now: 2.39e-05
+2025-01-03 01:20:53,972 - INFO - LRs are now: 2.39e-05
+2025-01-03 01:20:54,254 - INFO - LRs are now: 2.39e-05
+2025-01-03 01:20:54,874 - INFO - LRs are now: 2.39e-05
+2025-01-03 01:20:55,279 - INFO - LRs are now: 2.39e-05
+2025-01-03 01:20:56,607 - INFO - LRs are now: 2.39e-05
+2025-01-03 01:20:57,683 - INFO - LRs are now: 2.39e-05
+2025-01-03 01:20:58,132 - INFO - LRs are now: 2.39e-05
+2025-01-03 01:20:58,454 - INFO - LRs are now: 2.38e-05
+2025-01-03 01:20:58,735 - INFO - LRs are now: 2.38e-05
+2025-01-03 01:20:59,832 - INFO - LRs are now: 2.38e-05
+2025-01-03 01:21:00,423 - INFO - LRs are now: 2.38e-05
+2025-01-03 01:21:01,431 - INFO - LRs are now: 2.38e-05
+2025-01-03 01:21:02,054 - INFO - LRs are now: 2.38e-05
+2025-01-03 01:21:02,442 - INFO - LRs are now: 2.38e-05
+2025-01-03 01:21:03,763 - INFO - LRs are now: 2.38e-05
+2025-01-03 01:21:05,046 - INFO - LRs are now: 2.38e-05
+2025-01-03 01:21:05,750 - INFO - LRs are now: 2.37e-05
+2025-01-03 01:21:06,100 - INFO - LRs are now: 2.37e-05
+2025-01-03 01:21:06,478 - INFO - LRs are now: 2.37e-05
+2025-01-03 01:21:06,763 - INFO - LRs are now: 2.37e-05
+2025-01-03 01:21:06,949 - INFO - LRs are now: 2.37e-05
+2025-01-03 01:21:07,390 - INFO - LRs are now: 2.37e-05
+2025-01-03 01:21:07,783 - INFO - LRs are now: 2.37e-05
+2025-01-03 01:21:08,022 - INFO - LRs are now: 2.37e-05
+2025-01-03 01:21:09,271 - INFO - LRs are now: 2.37e-05
+2025-01-03 01:21:10,785 - INFO - LRs are now: 2.37e-05
+2025-01-03 01:21:11,704 - INFO - LRs are now: 2.36e-05
+2025-01-03 01:21:12,081 - INFO - LRs are now: 2.36e-05
+2025-01-03 01:21:12,707 - INFO - LRs are now: 2.36e-05
+2025-01-03 01:21:13,032 - INFO - LRs are now: 2.36e-05
+2025-01-03 01:21:13,416 - INFO - LRs are now: 2.36e-05
+2025-01-03 01:21:13,690 - INFO - LRs are now: 2.36e-05
+2025-01-03 01:21:13,989 - INFO - LRs are now: 2.36e-05
+2025-01-03 01:21:14,212 - INFO - LRs are now: 2.36e-05
+2025-01-03 01:21:14,485 - INFO - LRs are now: 2.36e-05
+2025-01-03 01:21:14,869 - INFO - LRs are now: 2.35e-05
+2025-01-03 01:21:15,134 - INFO - LRs are now: 2.35e-05
+2025-01-03 01:21:16,191 - INFO - LRs are now: 2.35e-05
+2025-01-03 01:21:16,616 - INFO - LRs are now: 2.35e-05
+2025-01-03 01:21:16,903 - INFO - LRs are now: 2.35e-05
+2025-01-03 01:21:17,139 - INFO - LRs are now: 2.35e-05
+2025-01-03 01:21:18,059 - INFO - LRs are now: 2.35e-05
+2025-01-03 01:21:19,246 - INFO - LRs are now: 2.35e-05
+2025-01-03 01:21:20,486 - INFO - LRs are now: 2.35e-05
+2025-01-03 01:21:20,874 - INFO - LRs are now: 2.35e-05
+2025-01-03 01:21:21,092 - INFO - LRs are now: 2.34e-05
+2025-01-03 01:21:21,289 - INFO - LRs are now: 2.34e-05
+2025-01-03 01:21:21,489 - INFO - LRs are now: 2.34e-05
+2025-01-03 01:21:21,862 - INFO - LRs are now: 2.34e-05
+2025-01-03 01:21:22,105 - INFO - LRs are now: 2.34e-05
+2025-01-03 01:21:22,277 - INFO - LRs are now: 2.34e-05
+2025-01-03 01:21:22,504 - INFO - LRs are now: 2.34e-05
+2025-01-03 01:21:22,698 - INFO - LRs are now: 2.34e-05
+2025-01-03 01:21:22,979 - INFO - LRs are now: 2.34e-05
+2025-01-03 01:21:23,450 - INFO - LRs are now: 2.34e-05
+2025-01-03 01:21:24,780 - INFO - LRs are now: 2.33e-05
+2025-01-03 01:21:25,201 - INFO - LRs are now: 2.33e-05
+2025-01-03 01:21:25,850 - INFO - LRs are now: 2.33e-05
+2025-01-03 01:21:26,263 - INFO - LRs are now: 2.33e-05
+2025-01-03 01:21:26,491 - INFO - LRs are now: 2.33e-05
+2025-01-03 01:21:26,726 - INFO - LRs are now: 2.33e-05
+2025-01-03 01:21:27,037 - INFO - LRs are now: 2.33e-05
+2025-01-03 01:21:27,353 - INFO - LRs are now: 2.33e-05
+2025-01-03 01:21:27,987 - INFO - LRs are now: 2.33e-05
+2025-01-03 01:21:28,387 - INFO - LRs are now: 2.33e-05
+2025-01-03 01:21:28,788 - INFO - LRs are now: 2.32e-05
+2025-01-03 01:21:29,996 - INFO - LRs are now: 2.32e-05
+2025-01-03 01:21:30,417 - INFO - LRs are now: 2.32e-05
+2025-01-03 01:21:30,833 - INFO - LRs are now: 2.32e-05
+2025-01-03 01:21:31,439 - INFO - LRs are now: 2.32e-05
+2025-01-03 01:21:32,637 - INFO - LRs are now: 2.32e-05
+2025-01-03 01:21:33,087 - INFO - LRs are now: 2.32e-05
+2025-01-03 01:21:33,316 - INFO - LRs are now: 2.32e-05
+2025-01-03 01:21:33,696 - INFO - LRs are now: 2.32e-05
+2025-01-03 01:21:34,464 - INFO - LRs are now: 2.32e-05
+2025-01-03 01:21:34,939 - INFO - LRs are now: 2.32e-05
+2025-01-03 01:21:35,283 - INFO - LRs are now: 2.31e-05
+2025-01-03 01:21:35,541 - INFO - LRs are now: 2.31e-05
+2025-01-03 01:21:36,072 - INFO - LRs are now: 2.31e-05
+2025-01-03 01:21:36,523 - INFO - LRs are now: 2.31e-05
+2025-01-03 01:21:37,118 - INFO - LRs are now: 2.31e-05
+2025-01-03 01:21:37,395 - INFO - LRs are now: 2.31e-05
+2025-01-03 01:21:38,470 - INFO - LRs are now: 2.31e-05
+2025-01-03 01:21:38,760 - INFO - LRs are now: 2.31e-05
+2025-01-03 01:21:39,227 - INFO - LRs are now: 2.31e-05
+2025-01-03 01:21:39,508 - INFO - LRs are now: 2.31e-05
+2025-01-03 01:21:39,835 - INFO - LRs are now: 2.30e-05
+2025-01-03 01:21:40,104 - INFO - LRs are now: 2.30e-05
+2025-01-03 01:21:40,378 - INFO - LRs are now: 2.30e-05
+2025-01-03 01:21:40,562 - INFO - LRs are now: 2.30e-05
+2025-01-03 01:21:40,729 - INFO - LRs are now: 2.30e-05
+2025-01-03 01:21:40,982 - INFO - LRs are now: 2.30e-05
+2025-01-03 01:21:41,304 - INFO - LRs are now: 2.30e-05
+2025-01-03 01:21:41,603 - INFO - LRs are now: 2.30e-05
+2025-01-03 01:21:41,799 - INFO - LRs are now: 2.30e-05
+2025-01-03 01:21:42,225 - INFO - LRs are now: 2.30e-05
+2025-01-03 01:21:42,506 - INFO - LRs are now: 2.30e-05
+2025-01-03 01:21:43,208 - INFO - LRs are now: 2.29e-05
+2025-01-03 01:21:43,539 - INFO - LRs are now: 2.29e-05
+2025-01-03 01:21:44,955 - INFO - LRs are now: 2.29e-05
+2025-01-03 01:21:45,841 - INFO - LRs are now: 2.29e-05
+2025-01-03 01:21:46,194 - INFO - LRs are now: 2.29e-05
+2025-01-03 01:21:46,648 - INFO - LRs are now: 2.29e-05
+2025-01-03 01:21:46,895 - INFO - LRs are now: 2.29e-05
+2025-01-03 01:21:47,113 - INFO - LRs are now: 2.29e-05
+2025-01-03 01:21:47,747 - INFO - LRs are now: 2.29e-05
+2025-01-03 01:21:48,197 - INFO - LRs are now: 2.29e-05
+2025-01-03 01:21:48,599 - INFO - LRs are now: 2.28e-05
+2025-01-03 01:21:48,850 - INFO - LRs are now: 2.28e-05
+2025-01-03 01:21:49,037 - INFO - LRs are now: 2.28e-05
+2025-01-03 01:21:49,211 - INFO - LRs are now: 2.28e-05
+2025-01-03 01:21:49,586 - INFO - LRs are now: 2.28e-05
+2025-01-03 01:21:49,901 - INFO - LRs are now: 2.28e-05
+2025-01-03 01:21:50,204 - INFO - LRs are now: 2.28e-05
+2025-01-03 01:21:50,407 - INFO - LRs are now: 2.28e-05
+2025-01-03 01:21:50,918 - INFO - LRs are now: 2.28e-05
+2025-01-03 01:21:51,217 - INFO - LRs are now: 2.28e-05
+2025-01-03 01:21:51,527 - INFO - LRs are now: 2.28e-05
+2025-01-03 01:21:51,833 - INFO - LRs are now: 2.27e-05
+2025-01-03 01:21:52,127 - INFO - LRs are now: 2.27e-05
+2025-01-03 01:21:52,480 - INFO - LRs are now: 2.27e-05
+2025-01-03 01:21:52,825 - INFO - LRs are now: 2.27e-05
+2025-01-03 01:21:53,058 - INFO - LRs are now: 2.27e-05
+2025-01-03 01:21:53,564 - INFO - LRs are now: 2.27e-05
+2025-01-03 01:21:53,859 - INFO - LRs are now: 2.27e-05
+2025-01-03 01:21:54,769 - INFO - LRs are now: 2.27e-05
+2025-01-03 01:21:55,108 - INFO - LRs are now: 2.27e-05
+2025-01-03 01:21:55,573 - INFO - LRs are now: 2.27e-05
+2025-01-03 01:21:56,692 - INFO - LRs are now: 2.27e-05
+2025-01-03 01:21:57,105 - INFO - LRs are now: 2.26e-05
+2025-01-03 01:21:57,158 - INFO - Training epoch 5 finished. (Took 2.0 mins.)
+2025-01-03 01:21:57,159 - INFO - loss_train: 316.5
+2025-01-03 01:21:57,161 - INFO - heads-fscore_train: 71.69%
+2025-01-03 01:21:57,162 - INFO - labels-fscore_train: 83.53%
+2025-01-03 01:21:57,163 - INFO - aggregate_train: 59.89%
+2025-01-03 01:22:02,605 - INFO - Validation epoch 5 finished. (Took 0.1 mins.)
+2025-01-03 01:22:02,605 - INFO - loss_valid: 16.77
+2025-01-03 01:22:02,608 - INFO - heads-fscore_valid: 75.84%
+2025-01-03 01:22:02,610 - INFO - labels-fscore_valid: 84.52%
+2025-01-03 01:22:02,611 - INFO - aggregate_valid: 64.10%
+2025-01-03 01:22:09,954 - INFO - Saving current best: model_best.pth ...
+2025-01-03 01:22:10,748 - INFO - LRs are now: 2.26e-05
+2025-01-03 01:22:11,327 - INFO - LRs are now: 2.26e-05
+2025-01-03 01:22:11,737 - INFO - LRs are now: 2.26e-05
+2025-01-03 01:22:12,003 - INFO - LRs are now: 2.26e-05
+2025-01-03 01:22:12,198 - INFO - LRs are now: 2.26e-05
+2025-01-03 01:22:12,996 - INFO - LRs are now: 2.26e-05
+2025-01-03 01:22:13,330 - INFO - LRs are now: 2.26e-05
+2025-01-03 01:22:13,680 - INFO - LRs are now: 2.26e-05
+2025-01-03 01:22:13,988 - INFO - LRs are now: 2.26e-05
+2025-01-03 01:22:14,318 - INFO - LRs are now: 2.26e-05
+2025-01-03 01:22:15,661 - INFO - LRs are now: 2.25e-05
+2025-01-03 01:22:16,164 - INFO - LRs are now: 2.25e-05
+2025-01-03 01:22:17,065 - INFO - LRs are now: 2.25e-05
+2025-01-03 01:22:17,391 - INFO - LRs are now: 2.25e-05
+2025-01-03 01:22:17,731 - INFO - LRs are now: 2.25e-05
+2025-01-03 01:22:18,312 - INFO - LRs are now: 2.25e-05
+2025-01-03 01:22:18,553 - INFO - LRs are now: 2.25e-05
+2025-01-03 01:22:18,732 - INFO - LRs are now: 2.25e-05
+2025-01-03 01:22:18,997 - INFO - LRs are now: 2.25e-05
+2025-01-03 01:22:19,218 - INFO - LRs are now: 2.25e-05
+2025-01-03 01:22:19,566 - INFO - LRs are now: 2.25e-05
+2025-01-03 01:22:20,031 - INFO - LRs are now: 2.24e-05
+2025-01-03 01:22:20,359 - INFO - LRs are now: 2.24e-05
+2025-01-03 01:22:20,579 - INFO - LRs are now: 2.24e-05
+2025-01-03 01:22:21,094 - INFO - LRs are now: 2.24e-05
+2025-01-03 01:22:21,355 - INFO - LRs are now: 2.24e-05
+2025-01-03 01:22:21,640 - INFO - LRs are now: 2.24e-05
+2025-01-03 01:22:21,866 - INFO - LRs are now: 2.24e-05
+2025-01-03 01:22:22,174 - INFO - LRs are now: 2.24e-05
+2025-01-03 01:22:22,441 - INFO - LRs are now: 2.24e-05
+2025-01-03 01:22:22,830 - INFO - LRs are now: 2.24e-05
+2025-01-03 01:22:23,950 - INFO - LRs are now: 2.24e-05
+2025-01-03 01:22:25,347 - INFO - LRs are now: 2.24e-05
+2025-01-03 01:22:26,154 - INFO - LRs are now: 2.23e-05
+2025-01-03 01:22:26,524 - INFO - LRs are now: 2.23e-05
+2025-01-03 01:22:26,755 - INFO - LRs are now: 2.23e-05
+2025-01-03 01:22:27,253 - INFO - LRs are now: 2.23e-05
+2025-01-03 01:22:27,529 - INFO - LRs are now: 2.23e-05
+2025-01-03 01:22:27,724 - INFO - LRs are now: 2.23e-05
+2025-01-03 01:22:27,913 - INFO - LRs are now: 2.23e-05
+2025-01-03 01:22:28,145 - INFO - LRs are now: 2.23e-05
+2025-01-03 01:22:29,379 - INFO - LRs are now: 2.23e-05
+2025-01-03 01:22:30,001 - INFO - LRs are now: 2.23e-05
+2025-01-03 01:22:31,140 - INFO - LRs are now: 2.23e-05
+2025-01-03 01:22:32,408 - INFO - LRs are now: 2.22e-05
+2025-01-03 01:22:32,819 - INFO - LRs are now: 2.22e-05
+2025-01-03 01:22:33,206 - INFO - LRs are now: 2.22e-05
+2025-01-03 01:22:33,422 - INFO - LRs are now: 2.22e-05
+2025-01-03 01:22:33,657 - INFO - LRs are now: 2.22e-05
+2025-01-03 01:22:33,886 - INFO - LRs are now: 2.22e-05
+2025-01-03 01:22:34,231 - INFO - LRs are now: 2.22e-05
+2025-01-03 01:22:34,455 - INFO - LRs are now: 2.22e-05
+2025-01-03 01:22:34,768 - INFO - LRs are now: 2.22e-05
+2025-01-03 01:22:35,476 - INFO - LRs are now: 2.22e-05
+2025-01-03 01:22:35,980 - INFO - LRs are now: 2.22e-05
+2025-01-03 01:22:36,339 - INFO - LRs are now: 2.22e-05
+2025-01-03 01:22:36,593 - INFO - LRs are now: 2.21e-05
+2025-01-03 01:22:37,072 - INFO - LRs are now: 2.21e-05
+2025-01-03 01:22:37,339 - INFO - LRs are now: 2.21e-05
+2025-01-03 01:22:37,536 - INFO - LRs are now: 2.21e-05
+2025-01-03 01:22:38,422 - INFO - LRs are now: 2.21e-05
+2025-01-03 01:22:38,788 - INFO - LRs are now: 2.21e-05
+2025-01-03 01:22:39,154 - INFO - LRs are now: 2.21e-05
+2025-01-03 01:22:39,465 - INFO - LRs are now: 2.21e-05
+2025-01-03 01:22:40,599 - INFO - LRs are now: 2.21e-05
+2025-01-03 01:22:40,997 - INFO - LRs are now: 2.21e-05
+2025-01-03 01:22:41,406 - INFO - LRs are now: 2.21e-05
+2025-01-03 01:22:41,690 - INFO - LRs are now: 2.21e-05
+2025-01-03 01:22:42,224 - INFO - LRs are now: 2.20e-05
+2025-01-03 01:22:43,324 - INFO - LRs are now: 2.20e-05
+2025-01-03 01:22:44,007 - INFO - LRs are now: 2.20e-05
+2025-01-03 01:22:44,326 - INFO - LRs are now: 2.20e-05
+2025-01-03 01:22:44,992 - INFO - LRs are now: 2.20e-05
+2025-01-03 01:22:46,100 - INFO - LRs are now: 2.20e-05
+2025-01-03 01:22:46,860 - INFO - LRs are now: 2.20e-05
+2025-01-03 01:22:47,295 - INFO - LRs are now: 2.20e-05
+2025-01-03 01:22:47,676 - INFO - LRs are now: 2.20e-05
+2025-01-03 01:22:48,133 - INFO - LRs are now: 2.20e-05
+2025-01-03 01:22:48,384 - INFO - LRs are now: 2.20e-05
+2025-01-03 01:22:48,596 - INFO - LRs are now: 2.20e-05
+2025-01-03 01:22:48,815 - INFO - LRs are now: 2.19e-05
+2025-01-03 01:22:48,982 - INFO - LRs are now: 2.19e-05
+2025-01-03 01:22:49,388 - INFO - LRs are now: 2.19e-05
+2025-01-03 01:22:49,634 - INFO - LRs are now: 2.19e-05
+2025-01-03 01:22:50,232 - INFO - LRs are now: 2.19e-05
+2025-01-03 01:22:50,614 - INFO - LRs are now: 2.19e-05
+2025-01-03 01:22:50,924 - INFO - LRs are now: 2.19e-05
+2025-01-03 01:22:51,531 - INFO - LRs are now: 2.19e-05
+2025-01-03 01:22:52,019 - INFO - LRs are now: 2.19e-05
+2025-01-03 01:22:52,555 - INFO - LRs are now: 2.19e-05
+2025-01-03 01:22:52,850 - INFO - LRs are now: 2.19e-05
+2025-01-03 01:22:53,053 - INFO - LRs are now: 2.19e-05
+2025-01-03 01:22:53,427 - INFO - LRs are now: 2.18e-05
+2025-01-03 01:22:53,818 - INFO - LRs are now: 2.18e-05
+2025-01-03 01:22:54,351 - INFO - LRs are now: 2.18e-05
+2025-01-03 01:22:54,815 - INFO - LRs are now: 2.18e-05
+2025-01-03 01:22:55,728 - INFO - LRs are now: 2.18e-05
+2025-01-03 01:22:56,104 - INFO - LRs are now: 2.18e-05
+2025-01-03 01:22:56,354 - INFO - LRs are now: 2.18e-05
+2025-01-03 01:22:56,899 - INFO - LRs are now: 2.18e-05
+2025-01-03 01:22:57,168 - INFO - LRs are now: 2.18e-05
+2025-01-03 01:22:57,450 - INFO - LRs are now: 2.18e-05
+2025-01-03 01:22:58,022 - INFO - LRs are now: 2.18e-05
+2025-01-03 01:22:58,391 - INFO - LRs are now: 2.18e-05
+2025-01-03 01:22:58,592 - INFO - LRs are now: 2.17e-05
+2025-01-03 01:22:59,025 - INFO - LRs are now: 2.17e-05
+2025-01-03 01:22:59,324 - INFO - LRs are now: 2.17e-05
+2025-01-03 01:22:59,951 - INFO - LRs are now: 2.17e-05
+2025-01-03 01:23:01,027 - INFO - LRs are now: 2.17e-05
+2025-01-03 01:23:01,379 - INFO - LRs are now: 2.17e-05
+2025-01-03 01:23:01,564 - INFO - LRs are now: 2.17e-05
+2025-01-03 01:23:01,867 - INFO - LRs are now: 2.17e-05
+2025-01-03 01:23:02,114 - INFO - LRs are now: 2.17e-05
+2025-01-03 01:23:02,304 - INFO - LRs are now: 2.17e-05
+2025-01-03 01:23:03,506 - INFO - LRs are now: 2.17e-05
+2025-01-03 01:23:04,091 - INFO - LRs are now: 2.17e-05
+2025-01-03 01:23:04,611 - INFO - LRs are now: 2.17e-05
+2025-01-03 01:23:04,878 - INFO - LRs are now: 2.16e-05
+2025-01-03 01:23:05,113 - INFO - LRs are now: 2.16e-05
+2025-01-03 01:23:05,392 - INFO - LRs are now: 2.16e-05
+2025-01-03 01:23:06,612 - INFO - LRs are now: 2.16e-05
+2025-01-03 01:23:08,096 - INFO - LRs are now: 2.16e-05
+2025-01-03 01:23:08,469 - INFO - LRs are now: 2.16e-05
+2025-01-03 01:23:08,699 - INFO - LRs are now: 2.16e-05
+2025-01-03 01:23:09,497 - INFO - LRs are now: 2.16e-05
+2025-01-03 01:23:09,943 - INFO - LRs are now: 2.16e-05
+2025-01-03 01:23:10,264 - INFO - LRs are now: 2.16e-05
+2025-01-03 01:23:10,890 - INFO - LRs are now: 2.16e-05
+2025-01-03 01:23:11,237 - INFO - LRs are now: 2.16e-05
+2025-01-03 01:23:11,599 - INFO - LRs are now: 2.16e-05
+2025-01-03 01:23:11,850 - INFO - LRs are now: 2.15e-05
+2025-01-03 01:23:12,405 - INFO - LRs are now: 2.15e-05
+2025-01-03 01:23:13,055 - INFO - LRs are now: 2.15e-05
+2025-01-03 01:23:13,518 - INFO - LRs are now: 2.15e-05
+2025-01-03 01:23:14,113 - INFO - LRs are now: 2.15e-05
+2025-01-03 01:23:14,480 - INFO - LRs are now: 2.15e-05
+2025-01-03 01:23:14,659 - INFO - LRs are now: 2.15e-05
+2025-01-03 01:23:14,953 - INFO - LRs are now: 2.15e-05
+2025-01-03 01:23:15,393 - INFO - LRs are now: 2.15e-05
+2025-01-03 01:23:15,632 - INFO - LRs are now: 2.15e-05
+2025-01-03 01:23:15,916 - INFO - LRs are now: 2.15e-05
+2025-01-03 01:23:16,384 - INFO - LRs are now: 2.15e-05
+2025-01-03 01:23:16,707 - INFO - LRs are now: 2.14e-05
+2025-01-03 01:23:17,023 - INFO - LRs are now: 2.14e-05
+2025-01-03 01:23:17,256 - INFO - LRs are now: 2.14e-05
+2025-01-03 01:23:17,502 - INFO - LRs are now: 2.14e-05
+2025-01-03 01:23:17,779 - INFO - LRs are now: 2.14e-05
+2025-01-03 01:23:18,169 - INFO - LRs are now: 2.14e-05
+2025-01-03 01:23:18,491 - INFO - LRs are now: 2.14e-05
+2025-01-03 01:23:19,703 - INFO - LRs are now: 2.14e-05
+2025-01-03 01:23:20,462 - INFO - LRs are now: 2.14e-05
+2025-01-03 01:23:20,726 - INFO - LRs are now: 2.14e-05
+2025-01-03 01:23:20,945 - INFO - LRs are now: 2.14e-05
+2025-01-03 01:23:21,202 - INFO - LRs are now: 2.14e-05
+2025-01-03 01:23:21,713 - INFO - LRs are now: 2.14e-05
+2025-01-03 01:23:22,208 - INFO - LRs are now: 2.14e-05
+2025-01-03 01:23:22,590 - INFO - LRs are now: 2.13e-05
+2025-01-03 01:23:22,960 - INFO - LRs are now: 2.13e-05
+2025-01-03 01:23:23,261 - INFO - LRs are now: 2.13e-05
+2025-01-03 01:23:23,774 - INFO - LRs are now: 2.13e-05
+2025-01-03 01:23:24,114 - INFO - LRs are now: 2.13e-05
+2025-01-03 01:23:24,845 - INFO - LRs are now: 2.13e-05
+2025-01-03 01:23:25,235 - INFO - LRs are now: 2.13e-05
+2025-01-03 01:23:25,528 - INFO - LRs are now: 2.13e-05
+2025-01-03 01:23:26,997 - INFO - LRs are now: 2.13e-05
+2025-01-03 01:23:27,448 - INFO - LRs are now: 2.13e-05
+2025-01-03 01:23:27,911 - INFO - LRs are now: 2.13e-05
+2025-01-03 01:23:28,177 - INFO - LRs are now: 2.13e-05
+2025-01-03 01:23:29,133 - INFO - LRs are now: 2.13e-05
+2025-01-03 01:23:29,471 - INFO - LRs are now: 2.12e-05
+2025-01-03 01:23:30,076 - INFO - LRs are now: 2.12e-05
+2025-01-03 01:23:30,365 - INFO - LRs are now: 2.12e-05
+2025-01-03 01:23:31,403 - INFO - LRs are now: 2.12e-05
+2025-01-03 01:23:31,830 - INFO - LRs are now: 2.12e-05
+2025-01-03 01:23:32,072 - INFO - LRs are now: 2.12e-05
+2025-01-03 01:23:32,457 - INFO - LRs are now: 2.12e-05
+2025-01-03 01:23:32,760 - INFO - LRs are now: 2.12e-05
+2025-01-03 01:23:33,173 - INFO - LRs are now: 2.12e-05
+2025-01-03 01:23:33,540 - INFO - LRs are now: 2.12e-05
+2025-01-03 01:23:33,782 - INFO - LRs are now: 2.12e-05
+2025-01-03 01:23:34,033 - INFO - LRs are now: 2.12e-05
+2025-01-03 01:23:34,435 - INFO - LRs are now: 2.12e-05
+2025-01-03 01:23:35,523 - INFO - LRs are now: 2.11e-05
+2025-01-03 01:23:35,909 - INFO - LRs are now: 2.11e-05
+2025-01-03 01:23:36,255 - INFO - LRs are now: 2.11e-05
+2025-01-03 01:23:36,602 - INFO - LRs are now: 2.11e-05
+2025-01-03 01:23:36,905 - INFO - LRs are now: 2.11e-05
+2025-01-03 01:23:37,307 - INFO - LRs are now: 2.11e-05
+2025-01-03 01:23:37,569 - INFO - LRs are now: 2.11e-05
+2025-01-03 01:23:37,743 - INFO - LRs are now: 2.11e-05
+2025-01-03 01:23:37,925 - INFO - LRs are now: 2.11e-05
+2025-01-03 01:23:38,532 - INFO - LRs are now: 2.11e-05
+2025-01-03 01:23:38,860 - INFO - LRs are now: 2.11e-05
+2025-01-03 01:23:39,398 - INFO - LRs are now: 2.11e-05
+2025-01-03 01:23:39,698 - INFO - LRs are now: 2.11e-05
+2025-01-03 01:23:39,947 - INFO - LRs are now: 2.11e-05
+2025-01-03 01:23:40,372 - INFO - LRs are now: 2.10e-05
+2025-01-03 01:23:40,690 - INFO - LRs are now: 2.10e-05
+2025-01-03 01:23:41,085 - INFO - LRs are now: 2.10e-05
+2025-01-03 01:23:41,891 - INFO - LRs are now: 2.10e-05
+2025-01-03 01:23:42,249 - INFO - LRs are now: 2.10e-05
+2025-01-03 01:23:42,521 - INFO - LRs are now: 2.10e-05
+2025-01-03 01:23:42,725 - INFO - LRs are now: 2.10e-05
+2025-01-03 01:23:43,348 - INFO - LRs are now: 2.10e-05
+2025-01-03 01:23:43,631 - INFO - LRs are now: 2.10e-05
+2025-01-03 01:23:43,831 - INFO - LRs are now: 2.10e-05
+2025-01-03 01:23:44,879 - INFO - LRs are now: 2.10e-05
+2025-01-03 01:23:46,276 - INFO - LRs are now: 2.10e-05
+2025-01-03 01:23:46,957 - INFO - LRs are now: 2.10e-05
+2025-01-03 01:23:47,221 - INFO - LRs are now: 2.10e-05
+2025-01-03 01:23:47,687 - INFO - LRs are now: 2.09e-05
+2025-01-03 01:23:48,048 - INFO - LRs are now: 2.09e-05
+2025-01-03 01:23:49,125 - INFO - LRs are now: 2.09e-05
+2025-01-03 01:23:49,639 - INFO - LRs are now: 2.09e-05
+2025-01-03 01:23:49,940 - INFO - LRs are now: 2.09e-05
+2025-01-03 01:23:50,439 - INFO - LRs are now: 2.09e-05
+2025-01-03 01:23:50,796 - INFO - LRs are now: 2.09e-05
+2025-01-03 01:23:52,015 - INFO - LRs are now: 2.09e-05
+2025-01-03 01:23:52,702 - INFO - LRs are now: 2.09e-05
+2025-01-03 01:23:53,001 - INFO - LRs are now: 2.09e-05
+2025-01-03 01:23:53,208 - INFO - LRs are now: 2.09e-05
+2025-01-03 01:23:53,385 - INFO - LRs are now: 2.09e-05
+2025-01-03 01:23:53,882 - INFO - LRs are now: 2.09e-05
+2025-01-03 01:23:55,030 - INFO - LRs are now: 2.09e-05
+2025-01-03 01:23:55,564 - INFO - LRs are now: 2.08e-05
+2025-01-03 01:23:56,986 - INFO - LRs are now: 2.08e-05
+2025-01-03 01:23:57,442 - INFO - LRs are now: 2.08e-05
+2025-01-03 01:23:57,988 - INFO - LRs are now: 2.08e-05
+2025-01-03 01:23:58,346 - INFO - LRs are now: 2.08e-05
+2025-01-03 01:23:58,558 - INFO - LRs are now: 2.08e-05
+2025-01-03 01:23:58,773 - INFO - LRs are now: 2.08e-05
+2025-01-03 01:23:59,174 - INFO - LRs are now: 2.08e-05
+2025-01-03 01:24:00,754 - INFO - LRs are now: 2.08e-05
+2025-01-03 01:24:01,301 - INFO - LRs are now: 2.08e-05
+2025-01-03 01:24:01,539 - INFO - LRs are now: 2.08e-05
+2025-01-03 01:24:01,954 - INFO - LRs are now: 2.08e-05
+2025-01-03 01:24:02,467 - INFO - LRs are now: 2.08e-05
+2025-01-03 01:24:02,714 - INFO - LRs are now: 2.08e-05
+2025-01-03 01:24:03,015 - INFO - LRs are now: 2.07e-05
+2025-01-03 01:24:03,344 - INFO - LRs are now: 2.07e-05
+2025-01-03 01:24:03,939 - INFO - LRs are now: 2.07e-05
+2025-01-03 01:24:04,327 - INFO - LRs are now: 2.07e-05
+2025-01-03 01:24:04,535 - INFO - LRs are now: 2.07e-05
+2025-01-03 01:24:05,189 - INFO - LRs are now: 2.07e-05
+2025-01-03 01:24:05,528 - INFO - LRs are now: 2.07e-05
+2025-01-03 01:24:05,789 - INFO - LRs are now: 2.07e-05
+2025-01-03 01:24:06,792 - INFO - LRs are now: 2.07e-05
+2025-01-03 01:24:07,201 - INFO - LRs are now: 2.07e-05
+2025-01-03 01:24:07,792 - INFO - LRs are now: 2.07e-05
+2025-01-03 01:24:08,426 - INFO - LRs are now: 2.07e-05
+2025-01-03 01:24:08,484 - INFO - Training epoch 6 finished. (Took 2.0 mins.)
+2025-01-03 01:24:08,485 - INFO - loss_train: 307.1
+2025-01-03 01:24:08,488 - INFO - heads-fscore_train: 73.10%
+2025-01-03 01:24:08,490 - INFO - labels-fscore_train: 84.34%
+2025-01-03 01:24:08,492 - INFO - aggregate_train: 61.65%
+2025-01-03 01:24:13,008 - INFO - Validation epoch 6 finished. (Took 0.1 mins.)
+2025-01-03 01:24:13,009 - INFO - loss_valid: 16.66
+2025-01-03 01:24:13,011 - INFO - heads-fscore_valid: 76.67%
+2025-01-03 01:24:13,013 - INFO - labels-fscore_valid: 84.32%
+2025-01-03 01:24:13,014 - INFO - aggregate_valid: 64.65%
+2025-01-03 01:24:20,026 - INFO - Saving current best: model_best.pth ...
+2025-01-03 01:24:21,524 - INFO - LRs are now: 2.07e-05
+2025-01-03 01:24:22,783 - INFO - LRs are now: 2.07e-05
+2025-01-03 01:24:23,199 - INFO - LRs are now: 2.06e-05
+2025-01-03 01:24:23,428 - INFO - LRs are now: 2.06e-05
+2025-01-03 01:24:23,641 - INFO - LRs are now: 2.06e-05
+2025-01-03 01:24:24,691 - INFO - LRs are now: 2.06e-05
+2025-01-03 01:24:25,795 - INFO - LRs are now: 2.06e-05
+2025-01-03 01:24:26,248 - INFO - LRs are now: 2.06e-05
+2025-01-03 01:24:26,556 - INFO - LRs are now: 2.06e-05
+2025-01-03 01:24:27,218 - INFO - LRs are now: 2.06e-05
+2025-01-03 01:24:27,527 - INFO - LRs are now: 2.06e-05
+2025-01-03 01:24:28,805 - INFO - LRs are now: 2.06e-05
+2025-01-03 01:24:29,710 - INFO - LRs are now: 2.06e-05
+2025-01-03 01:24:30,151 - INFO - LRs are now: 2.06e-05
+2025-01-03 01:24:30,862 - INFO - LRs are now: 2.06e-05
+2025-01-03 01:24:31,151 - INFO - LRs are now: 2.06e-05
+2025-01-03 01:24:31,542 - INFO - LRs are now: 2.06e-05
+2025-01-03 01:24:31,929 - INFO - LRs are now: 2.05e-05
+2025-01-03 01:24:32,433 - INFO - LRs are now: 2.05e-05
+2025-01-03 01:24:32,734 - INFO - LRs are now: 2.05e-05
+2025-01-03 01:24:33,039 - INFO - LRs are now: 2.05e-05
+2025-01-03 01:24:33,274 - INFO - LRs are now: 2.05e-05
+2025-01-03 01:24:34,336 - INFO - LRs are now: 2.05e-05
+2025-01-03 01:24:34,749 - INFO - LRs are now: 2.05e-05
+2025-01-03 01:24:35,044 - INFO - LRs are now: 2.05e-05
+2025-01-03 01:24:35,275 - INFO - LRs are now: 2.05e-05
+2025-01-03 01:24:35,518 - INFO - LRs are now: 2.05e-05
+2025-01-03 01:24:35,778 - INFO - LRs are now: 2.05e-05
+2025-01-03 01:24:36,297 - INFO - LRs are now: 2.05e-05
+2025-01-03 01:24:36,913 - INFO - LRs are now: 2.05e-05
+2025-01-03 01:24:37,212 - INFO - LRs are now: 2.05e-05
+2025-01-03 01:24:37,504 - INFO - LRs are now: 2.05e-05
+2025-01-03 01:24:38,501 - INFO - LRs are now: 2.04e-05
+2025-01-03 01:24:39,028 - INFO - LRs are now: 2.04e-05
+2025-01-03 01:24:39,514 - INFO - LRs are now: 2.04e-05
+2025-01-03 01:24:40,331 - INFO - LRs are now: 2.04e-05
+2025-01-03 01:24:40,759 - INFO - LRs are now: 2.04e-05
+2025-01-03 01:24:41,071 - INFO - LRs are now: 2.04e-05
+2025-01-03 01:24:41,285 - INFO - LRs are now: 2.04e-05
+2025-01-03 01:24:41,658 - INFO - LRs are now: 2.04e-05
+2025-01-03 01:24:41,881 - INFO - LRs are now: 2.04e-05
+2025-01-03 01:24:42,927 - INFO - LRs are now: 2.04e-05
+2025-01-03 01:24:43,821 - INFO - LRs are now: 2.04e-05
+2025-01-03 01:24:44,450 - INFO - LRs are now: 2.04e-05
+2025-01-03 01:24:44,716 - INFO - LRs are now: 2.04e-05
+2025-01-03 01:24:45,131 - INFO - LRs are now: 2.04e-05
+2025-01-03 01:24:45,888 - INFO - LRs are now: 2.04e-05
+2025-01-03 01:24:46,264 - INFO - LRs are now: 2.03e-05
+2025-01-03 01:24:46,565 - INFO - LRs are now: 2.03e-05
+2025-01-03 01:24:47,711 - INFO - LRs are now: 2.03e-05
+2025-01-03 01:24:48,118 - INFO - LRs are now: 2.03e-05
+2025-01-03 01:24:49,084 - INFO - LRs are now: 2.03e-05
+2025-01-03 01:24:49,527 - INFO - LRs are now: 2.03e-05
+2025-01-03 01:24:49,798 - INFO - LRs are now: 2.03e-05
+2025-01-03 01:24:50,156 - INFO - LRs are now: 2.03e-05
+2025-01-03 01:24:51,205 - INFO - LRs are now: 2.03e-05
+2025-01-03 01:24:51,556 - INFO - LRs are now: 2.03e-05
+2025-01-03 01:24:51,827 - INFO - LRs are now: 2.03e-05
+2025-01-03 01:24:52,761 - INFO - LRs are now: 2.03e-05
+2025-01-03 01:24:53,784 - INFO - LRs are now: 2.03e-05
+2025-01-03 01:24:55,196 - INFO - LRs are now: 2.03e-05
+2025-01-03 01:24:55,739 - INFO - LRs are now: 2.03e-05
+2025-01-03 01:24:55,971 - INFO - LRs are now: 2.02e-05
+2025-01-03 01:24:56,620 - INFO - LRs are now: 2.02e-05
+2025-01-03 01:24:56,943 - INFO - LRs are now: 2.02e-05
+2025-01-03 01:24:57,183 - INFO - LRs are now: 2.02e-05
+2025-01-03 01:24:57,407 - INFO - LRs are now: 2.02e-05
+2025-01-03 01:24:57,668 - INFO - LRs are now: 2.02e-05
+2025-01-03 01:24:58,015 - INFO - LRs are now: 2.02e-05
+2025-01-03 01:24:58,395 - INFO - LRs are now: 2.02e-05
+2025-01-03 01:24:58,898 - INFO - LRs are now: 2.02e-05
+2025-01-03 01:24:59,192 - INFO - LRs are now: 2.02e-05
+2025-01-03 01:24:59,492 - INFO - LRs are now: 2.02e-05
+2025-01-03 01:24:59,772 - INFO - LRs are now: 2.02e-05
+2025-01-03 01:25:00,052 - INFO - LRs are now: 2.02e-05
+2025-01-03 01:25:00,649 - INFO - LRs are now: 2.02e-05
+2025-01-03 01:25:01,028 - INFO - LRs are now: 2.02e-05
+2025-01-03 01:25:01,500 - INFO - LRs are now: 2.02e-05
+2025-01-03 01:25:02,918 - INFO - LRs are now: 2.01e-05
+2025-01-03 01:25:03,532 - INFO - LRs are now: 2.01e-05
+2025-01-03 01:25:03,884 - INFO - LRs are now: 2.01e-05
+2025-01-03 01:25:04,185 - INFO - LRs are now: 2.01e-05
+2025-01-03 01:25:05,466 - INFO - LRs are now: 2.01e-05
+2025-01-03 01:25:05,926 - INFO - LRs are now: 2.01e-05
+2025-01-03 01:25:06,236 - INFO - LRs are now: 2.01e-05
+2025-01-03 01:25:06,455 - INFO - LRs are now: 2.01e-05
+2025-01-03 01:25:06,679 - INFO - LRs are now: 2.01e-05
+2025-01-03 01:25:06,936 - INFO - LRs are now: 2.01e-05
+2025-01-03 01:25:07,416 - INFO - LRs are now: 2.01e-05
+2025-01-03 01:25:08,120 - INFO - LRs are now: 2.01e-05
+2025-01-03 01:25:08,402 - INFO - LRs are now: 2.01e-05
+2025-01-03 01:25:08,941 - INFO - LRs are now: 2.01e-05
+2025-01-03 01:25:09,385 - INFO - LRs are now: 2.01e-05
+2025-01-03 01:25:09,842 - INFO - LRs are now: 2.01e-05
+2025-01-03 01:25:10,407 - INFO - LRs are now: 2.00e-05
+2025-01-03 01:25:10,749 - INFO - LRs are now: 2.00e-05
+2025-01-03 01:25:10,961 - INFO - LRs are now: 2.00e-05
+2025-01-03 01:25:11,488 - INFO - LRs are now: 2.00e-05
+2025-01-03 01:25:11,855 - INFO - LRs are now: 2.00e-05
+2025-01-03 01:25:12,098 - INFO - LRs are now: 2.00e-05
+2025-01-03 01:25:12,288 - INFO - LRs are now: 2.00e-05
+2025-01-03 01:25:12,605 - INFO - LRs are now: 2.00e-05
+2025-01-03 01:25:12,933 - INFO - LRs are now: 2.00e-05
+2025-01-03 01:25:13,962 - INFO - LRs are now: 2.00e-05
+2025-01-03 01:25:14,541 - INFO - LRs are now: 2.00e-05
+2025-01-03 01:25:15,018 - INFO - LRs are now: 2.00e-05
+2025-01-03 01:25:15,273 - INFO - LRs are now: 2.00e-05
+2025-01-03 01:25:15,851 - INFO - LRs are now: 2.00e-05
+2025-01-03 01:25:16,667 - INFO - LRs are now: 2.00e-05
+2025-01-03 01:25:16,964 - INFO - LRs are now: 2.00e-05
+2025-01-03 01:25:17,211 - INFO - LRs are now: 1.99e-05
+2025-01-03 01:25:17,430 - INFO - LRs are now: 1.99e-05
+2025-01-03 01:25:17,621 - INFO - LRs are now: 1.99e-05
+2025-01-03 01:25:17,890 - INFO - LRs are now: 1.99e-05
+2025-01-03 01:25:18,118 - INFO - LRs are now: 1.99e-05
+2025-01-03 01:25:18,426 - INFO - LRs are now: 1.99e-05
+2025-01-03 01:25:18,639 - INFO - LRs are now: 1.99e-05
+2025-01-03 01:25:18,969 - INFO - LRs are now: 1.99e-05
+2025-01-03 01:25:19,188 - INFO - LRs are now: 1.99e-05
+2025-01-03 01:25:19,370 - INFO - LRs are now: 1.99e-05
+2025-01-03 01:25:19,802 - INFO - LRs are now: 1.99e-05
+2025-01-03 01:25:20,438 - INFO - LRs are now: 1.99e-05
+2025-01-03 01:25:20,746 - INFO - LRs are now: 1.99e-05
+2025-01-03 01:25:20,926 - INFO - LRs are now: 1.99e-05
+2025-01-03 01:25:21,554 - INFO - LRs are now: 1.99e-05
+2025-01-03 01:25:22,300 - INFO - LRs are now: 1.99e-05
+2025-01-03 01:25:22,603 - INFO - LRs are now: 1.98e-05
+2025-01-03 01:25:22,964 - INFO - LRs are now: 1.98e-05
+2025-01-03 01:25:23,212 - INFO - LRs are now: 1.98e-05
+2025-01-03 01:25:23,467 - INFO - LRs are now: 1.98e-05
+2025-01-03 01:25:24,427 - INFO - LRs are now: 1.98e-05
+2025-01-03 01:25:24,748 - INFO - LRs are now: 1.98e-05
+2025-01-03 01:25:25,308 - INFO - LRs are now: 1.98e-05
+2025-01-03 01:25:25,701 - INFO - LRs are now: 1.98e-05
+2025-01-03 01:25:26,080 - INFO - LRs are now: 1.98e-05
+2025-01-03 01:25:26,335 - INFO - LRs are now: 1.98e-05
+2025-01-03 01:25:26,625 - INFO - LRs are now: 1.98e-05
+2025-01-03 01:25:27,240 - INFO - LRs are now: 1.98e-05
+2025-01-03 01:25:27,702 - INFO - LRs are now: 1.98e-05
+2025-01-03 01:25:28,166 - INFO - LRs are now: 1.98e-05
+2025-01-03 01:25:28,421 - INFO - LRs are now: 1.98e-05
+2025-01-03 01:25:29,413 - INFO - LRs are now: 1.98e-05
+2025-01-03 01:25:29,924 - INFO - LRs are now: 1.97e-05
+2025-01-03 01:25:30,341 - INFO - LRs are now: 1.97e-05
+2025-01-03 01:25:30,974 - INFO - LRs are now: 1.97e-05
+2025-01-03 01:25:31,268 - INFO - LRs are now: 1.97e-05
+2025-01-03 01:25:31,594 - INFO - LRs are now: 1.97e-05
+2025-01-03 01:25:31,827 - INFO - LRs are now: 1.97e-05
+2025-01-03 01:25:32,542 - INFO - LRs are now: 1.97e-05
+2025-01-03 01:25:32,901 - INFO - LRs are now: 1.97e-05
+2025-01-03 01:25:33,192 - INFO - LRs are now: 1.97e-05
+2025-01-03 01:25:33,400 - INFO - LRs are now: 1.97e-05
+2025-01-03 01:25:33,733 - INFO - LRs are now: 1.97e-05
+2025-01-03 01:25:34,219 - INFO - LRs are now: 1.97e-05
+2025-01-03 01:25:34,469 - INFO - LRs are now: 1.97e-05
+2025-01-03 01:25:34,726 - INFO - LRs are now: 1.97e-05
+2025-01-03 01:25:34,945 - INFO - LRs are now: 1.97e-05
+2025-01-03 01:25:35,216 - INFO - LRs are now: 1.97e-05
+2025-01-03 01:25:35,427 - INFO - LRs are now: 1.97e-05
+2025-01-03 01:25:35,734 - INFO - LRs are now: 1.96e-05
+2025-01-03 01:25:35,979 - INFO - LRs are now: 1.96e-05
+2025-01-03 01:25:36,229 - INFO - LRs are now: 1.96e-05
+2025-01-03 01:25:36,907 - INFO - LRs are now: 1.96e-05
+2025-01-03 01:25:37,659 - INFO - LRs are now: 1.96e-05
+2025-01-03 01:25:37,974 - INFO - LRs are now: 1.96e-05
+2025-01-03 01:25:38,194 - INFO - LRs are now: 1.96e-05
+2025-01-03 01:25:38,503 - INFO - LRs are now: 1.96e-05
+2025-01-03 01:25:39,328 - INFO - LRs are now: 1.96e-05
+2025-01-03 01:25:39,827 - INFO - LRs are now: 1.96e-05
+2025-01-03 01:25:40,450 - INFO - LRs are now: 1.96e-05
+2025-01-03 01:25:40,718 - INFO - LRs are now: 1.96e-05
+2025-01-03 01:25:40,972 - INFO - LRs are now: 1.96e-05
+2025-01-03 01:25:41,409 - INFO - LRs are now: 1.96e-05
+2025-01-03 01:25:41,761 - INFO - LRs are now: 1.96e-05
+2025-01-03 01:25:41,964 - INFO - LRs are now: 1.96e-05
+2025-01-03 01:25:42,967 - INFO - LRs are now: 1.96e-05
+2025-01-03 01:25:43,827 - INFO - LRs are now: 1.95e-05
+2025-01-03 01:25:45,101 - INFO - LRs are now: 1.95e-05
+2025-01-03 01:25:45,629 - INFO - LRs are now: 1.95e-05
+2025-01-03 01:25:45,836 - INFO - LRs are now: 1.95e-05
+2025-01-03 01:25:46,673 - INFO - LRs are now: 1.95e-05
+2025-01-03 01:25:47,826 - INFO - LRs are now: 1.95e-05
+2025-01-03 01:25:48,589 - INFO - LRs are now: 1.95e-05
+2025-01-03 01:25:48,911 - INFO - LRs are now: 1.95e-05
+2025-01-03 01:25:49,130 - INFO - LRs are now: 1.95e-05
+2025-01-03 01:25:49,933 - INFO - LRs are now: 1.95e-05
+2025-01-03 01:25:50,709 - INFO - LRs are now: 1.95e-05
+2025-01-03 01:25:50,985 - INFO - LRs are now: 1.95e-05
+2025-01-03 01:25:51,207 - INFO - LRs are now: 1.95e-05
+2025-01-03 01:25:51,472 - INFO - LRs are now: 1.95e-05
+2025-01-03 01:25:51,803 - INFO - LRs are now: 1.95e-05
+2025-01-03 01:25:52,117 - INFO - LRs are now: 1.95e-05
+2025-01-03 01:25:52,444 - INFO - LRs are now: 1.95e-05
+2025-01-03 01:25:53,804 - INFO - LRs are now: 1.94e-05
+2025-01-03 01:25:54,246 - INFO - LRs are now: 1.94e-05
+2025-01-03 01:25:54,699 - INFO - LRs are now: 1.94e-05
+2025-01-03 01:25:55,969 - INFO - LRs are now: 1.94e-05
+2025-01-03 01:25:56,706 - INFO - LRs are now: 1.94e-05
+2025-01-03 01:25:56,947 - INFO - LRs are now: 1.94e-05
+2025-01-03 01:25:57,239 - INFO - LRs are now: 1.94e-05
+2025-01-03 01:25:57,504 - INFO - LRs are now: 1.94e-05
+2025-01-03 01:25:57,721 - INFO - LRs are now: 1.94e-05
+2025-01-03 01:25:58,023 - INFO - LRs are now: 1.94e-05
+2025-01-03 01:25:58,514 - INFO - LRs are now: 1.94e-05
+2025-01-03 01:25:58,798 - INFO - LRs are now: 1.94e-05
+2025-01-03 01:25:59,127 - INFO - LRs are now: 1.94e-05
+2025-01-03 01:25:59,469 - INFO - LRs are now: 1.94e-05
+2025-01-03 01:25:59,900 - INFO - LRs are now: 1.94e-05
+2025-01-03 01:26:00,395 - INFO - LRs are now: 1.94e-05
+2025-01-03 01:26:00,694 - INFO - LRs are now: 1.94e-05
+2025-01-03 01:26:01,009 - INFO - LRs are now: 1.94e-05
+2025-01-03 01:26:01,257 - INFO - LRs are now: 1.93e-05
+2025-01-03 01:26:01,440 - INFO - LRs are now: 1.93e-05
+2025-01-03 01:26:01,626 - INFO - LRs are now: 1.93e-05
+2025-01-03 01:26:02,764 - INFO - LRs are now: 1.93e-05
+2025-01-03 01:26:03,379 - INFO - LRs are now: 1.93e-05
+2025-01-03 01:26:03,992 - INFO - LRs are now: 1.93e-05
+2025-01-03 01:26:05,122 - INFO - LRs are now: 1.93e-05
+2025-01-03 01:26:05,620 - INFO - LRs are now: 1.93e-05
+2025-01-03 01:26:05,882 - INFO - LRs are now: 1.93e-05
+2025-01-03 01:26:06,098 - INFO - LRs are now: 1.93e-05
+2025-01-03 01:26:06,799 - INFO - LRs are now: 1.93e-05
+2025-01-03 01:26:07,093 - INFO - LRs are now: 1.93e-05
+2025-01-03 01:26:07,436 - INFO - LRs are now: 1.93e-05
+2025-01-03 01:26:07,738 - INFO - LRs are now: 1.93e-05
+2025-01-03 01:26:07,982 - INFO - LRs are now: 1.93e-05
+2025-01-03 01:26:08,715 - INFO - LRs are now: 1.93e-05
+2025-01-03 01:26:10,007 - INFO - LRs are now: 1.93e-05
+2025-01-03 01:26:10,516 - INFO - LRs are now: 1.93e-05
+2025-01-03 01:26:10,889 - INFO - LRs are now: 1.92e-05
+2025-01-03 01:26:11,129 - INFO - LRs are now: 1.92e-05
+2025-01-03 01:26:11,332 - INFO - LRs are now: 1.92e-05
+2025-01-03 01:26:11,682 - INFO - LRs are now: 1.92e-05
+2025-01-03 01:26:12,383 - INFO - LRs are now: 1.92e-05
+2025-01-03 01:26:12,726 - INFO - LRs are now: 1.92e-05
+2025-01-03 01:26:12,900 - INFO - LRs are now: 1.92e-05
+2025-01-03 01:26:13,488 - INFO - LRs are now: 1.92e-05
+2025-01-03 01:26:14,396 - INFO - LRs are now: 1.92e-05
+2025-01-03 01:26:14,969 - INFO - LRs are now: 1.92e-05
+2025-01-03 01:26:15,286 - INFO - LRs are now: 1.92e-05
+2025-01-03 01:26:15,598 - INFO - LRs are now: 1.92e-05
+2025-01-03 01:26:15,836 - INFO - LRs are now: 1.92e-05
+2025-01-03 01:26:16,162 - INFO - LRs are now: 1.92e-05
+2025-01-03 01:26:16,604 - INFO - LRs are now: 1.92e-05
+2025-01-03 01:26:17,072 - INFO - LRs are now: 1.92e-05
+2025-01-03 01:26:17,490 - INFO - LRs are now: 1.92e-05
+2025-01-03 01:26:17,782 - INFO - LRs are now: 1.92e-05
+2025-01-03 01:26:18,034 - INFO - LRs are now: 1.91e-05
+2025-01-03 01:26:18,221 - INFO - LRs are now: 1.91e-05
+2025-01-03 01:26:18,388 - INFO - LRs are now: 1.91e-05
+2025-01-03 01:26:18,435 - INFO - Training epoch 7 finished. (Took 2.0 mins.)
+2025-01-03 01:26:18,436 - INFO - loss_train: 298.1
+2025-01-03 01:26:18,439 - INFO - heads-fscore_train: 74.33%
+2025-01-03 01:26:18,440 - INFO - labels-fscore_train: 84.71%
+2025-01-03 01:26:18,441 - INFO - aggregate_train: 62.96%
+2025-01-03 01:26:22,821 - INFO - Validation epoch 7 finished. (Took 0.1 mins.)
+2025-01-03 01:26:22,822 - INFO - loss_valid: 16.1
+2025-01-03 01:26:22,823 - INFO - heads-fscore_valid: 78.17%
+2025-01-03 01:26:22,824 - INFO - labels-fscore_valid: 85.02%
+2025-01-03 01:26:22,825 - INFO - aggregate_valid: 66.46%
+2025-01-03 01:26:34,560 - INFO - Saving current best: model_best.pth ...
+2025-01-03 01:26:35,583 - INFO - LRs are now: 1.91e-05
+2025-01-03 01:26:36,207 - INFO - LRs are now: 1.91e-05
+2025-01-03 01:26:36,715 - INFO - LRs are now: 1.91e-05
+2025-01-03 01:26:37,562 - INFO - LRs are now: 1.91e-05
+2025-01-03 01:26:38,065 - INFO - LRs are now: 1.91e-05
+2025-01-03 01:26:38,537 - INFO - LRs are now: 1.91e-05
+2025-01-03 01:26:39,591 - INFO - LRs are now: 1.91e-05
+2025-01-03 01:26:39,924 - INFO - LRs are now: 1.91e-05
+2025-01-03 01:26:40,461 - INFO - LRs are now: 1.91e-05
+2025-01-03 01:26:41,106 - INFO - LRs are now: 1.91e-05
+2025-01-03 01:26:41,379 - INFO - LRs are now: 1.91e-05
+2025-01-03 01:26:41,671 - INFO - LRs are now: 1.91e-05
+2025-01-03 01:26:42,516 - INFO - LRs are now: 1.91e-05
+2025-01-03 01:26:42,881 - INFO - LRs are now: 1.91e-05
+2025-01-03 01:26:44,099 - INFO - LRs are now: 1.91e-05
+2025-01-03 01:26:45,324 - INFO - LRs are now: 1.90e-05
+2025-01-03 01:26:45,866 - INFO - LRs are now: 1.90e-05
+2025-01-03 01:26:46,871 - INFO - LRs are now: 1.90e-05
+2025-01-03 01:26:47,420 - INFO - LRs are now: 1.90e-05
+2025-01-03 01:26:47,797 - INFO - LRs are now: 1.90e-05
+2025-01-03 01:26:48,401 - INFO - LRs are now: 1.90e-05
+2025-01-03 01:26:48,852 - INFO - LRs are now: 1.90e-05
+2025-01-03 01:26:49,086 - INFO - LRs are now: 1.90e-05
+2025-01-03 01:26:49,342 - INFO - LRs are now: 1.90e-05
+2025-01-03 01:26:49,665 - INFO - LRs are now: 1.90e-05
+2025-01-03 01:26:49,900 - INFO - LRs are now: 1.90e-05
+2025-01-03 01:26:50,306 - INFO - LRs are now: 1.90e-05
+2025-01-03 01:26:50,898 - INFO - LRs are now: 1.90e-05
+2025-01-03 01:26:51,274 - INFO - LRs are now: 1.90e-05
+2025-01-03 01:26:51,490 - INFO - LRs are now: 1.90e-05
+2025-01-03 01:26:51,667 - INFO - LRs are now: 1.90e-05
+2025-01-03 01:26:51,983 - INFO - LRs are now: 1.90e-05
+2025-01-03 01:26:52,183 - INFO - LRs are now: 1.90e-05
+2025-01-03 01:26:52,890 - INFO - LRs are now: 1.90e-05
+2025-01-03 01:26:53,232 - INFO - LRs are now: 1.89e-05
+2025-01-03 01:26:54,064 - INFO - LRs are now: 1.89e-05
+2025-01-03 01:26:54,428 - INFO - LRs are now: 1.89e-05
+2025-01-03 01:26:54,693 - INFO - LRs are now: 1.89e-05
+2025-01-03 01:26:55,480 - INFO - LRs are now: 1.89e-05
+2025-01-03 01:26:55,811 - INFO - LRs are now: 1.89e-05
+2025-01-03 01:26:56,858 - INFO - LRs are now: 1.89e-05
+2025-01-03 01:26:57,511 - INFO - LRs are now: 1.89e-05
+2025-01-03 01:26:57,892 - INFO - LRs are now: 1.89e-05
+2025-01-03 01:26:58,123 - INFO - LRs are now: 1.89e-05
+2025-01-03 01:26:58,521 - INFO - LRs are now: 1.89e-05
+2025-01-03 01:26:59,101 - INFO - LRs are now: 1.89e-05
+2025-01-03 01:26:59,414 - INFO - LRs are now: 1.89e-05
+2025-01-03 01:26:59,671 - INFO - LRs are now: 1.89e-05
+2025-01-03 01:26:59,956 - INFO - LRs are now: 1.89e-05
+2025-01-03 01:27:00,191 - INFO - LRs are now: 1.89e-05
+2025-01-03 01:27:00,679 - INFO - LRs are now: 1.89e-05
+2025-01-03 01:27:01,531 - INFO - LRs are now: 1.89e-05
+2025-01-03 01:27:02,088 - INFO - LRs are now: 1.89e-05
+2025-01-03 01:27:02,339 - INFO - LRs are now: 1.88e-05
+2025-01-03 01:27:03,153 - INFO - LRs are now: 1.88e-05
+2025-01-03 01:27:03,887 - INFO - LRs are now: 1.88e-05
+2025-01-03 01:27:04,660 - INFO - LRs are now: 1.88e-05
+2025-01-03 01:27:05,018 - INFO - LRs are now: 1.88e-05
+2025-01-03 01:27:05,220 - INFO - LRs are now: 1.88e-05
+2025-01-03 01:27:06,125 - INFO - LRs are now: 1.88e-05
+2025-01-03 01:27:06,965 - INFO - LRs are now: 1.88e-05
+2025-01-03 01:27:07,262 - INFO - LRs are now: 1.88e-05
+2025-01-03 01:27:07,558 - INFO - LRs are now: 1.88e-05
+2025-01-03 01:27:08,430 - INFO - LRs are now: 1.88e-05
+2025-01-03 01:27:08,813 - INFO - LRs are now: 1.88e-05
+2025-01-03 01:27:09,481 - INFO - LRs are now: 1.88e-05
+2025-01-03 01:27:10,027 - INFO - LRs are now: 1.88e-05
+2025-01-03 01:27:10,858 - INFO - LRs are now: 1.88e-05
+2025-01-03 01:27:11,238 - INFO - LRs are now: 1.88e-05
+2025-01-03 01:27:11,602 - INFO - LRs are now: 1.88e-05
+2025-01-03 01:27:11,965 - INFO - LRs are now: 1.88e-05
+2025-01-03 01:27:12,786 - INFO - LRs are now: 1.88e-05
+2025-01-03 01:27:13,139 - INFO - LRs are now: 1.87e-05
+2025-01-03 01:27:13,337 - INFO - LRs are now: 1.87e-05
+2025-01-03 01:27:13,653 - INFO - LRs are now: 1.87e-05
+2025-01-03 01:27:13,876 - INFO - LRs are now: 1.87e-05
+2025-01-03 01:27:14,055 - INFO - LRs are now: 1.87e-05
+2025-01-03 01:27:14,512 - INFO - LRs are now: 1.87e-05
+2025-01-03 01:27:14,841 - INFO - LRs are now: 1.87e-05
+2025-01-03 01:27:15,265 - INFO - LRs are now: 1.87e-05
+2025-01-03 01:27:15,485 - INFO - LRs are now: 1.87e-05
+2025-01-03 01:27:16,490 - INFO - LRs are now: 1.87e-05
+2025-01-03 01:27:16,876 - INFO - LRs are now: 1.87e-05
+2025-01-03 01:27:17,647 - INFO - LRs are now: 1.87e-05
+2025-01-03 01:27:18,264 - INFO - LRs are now: 1.87e-05
+2025-01-03 01:27:18,557 - INFO - LRs are now: 1.87e-05
+2025-01-03 01:27:19,502 - INFO - LRs are now: 1.87e-05
+2025-01-03 01:27:20,059 - INFO - LRs are now: 1.87e-05
+2025-01-03 01:27:20,539 - INFO - LRs are now: 1.87e-05
+2025-01-03 01:27:20,815 - INFO - LRs are now: 1.87e-05
+2025-01-03 01:27:21,114 - INFO - LRs are now: 1.87e-05
+2025-01-03 01:27:21,591 - INFO - LRs are now: 1.87e-05
+2025-01-03 01:27:21,899 - INFO - LRs are now: 1.86e-05
+2025-01-03 01:27:22,272 - INFO - LRs are now: 1.86e-05
+2025-01-03 01:27:22,757 - INFO - LRs are now: 1.86e-05
+2025-01-03 01:27:23,037 - INFO - LRs are now: 1.86e-05
+2025-01-03 01:27:23,369 - INFO - LRs are now: 1.86e-05
+2025-01-03 01:27:24,512 - INFO - LRs are now: 1.86e-05
+2025-01-03 01:27:24,893 - INFO - LRs are now: 1.86e-05
+2025-01-03 01:27:25,526 - INFO - LRs are now: 1.86e-05
+2025-01-03 01:27:25,871 - INFO - LRs are now: 1.86e-05
+2025-01-03 01:27:26,086 - INFO - LRs are now: 1.86e-05
+2025-01-03 01:27:26,303 - INFO - LRs are now: 1.86e-05
+2025-01-03 01:27:27,055 - INFO - LRs are now: 1.86e-05
+2025-01-03 01:27:28,653 - INFO - LRs are now: 1.86e-05
+2025-01-03 01:27:29,914 - INFO - LRs are now: 1.86e-05
+2025-01-03 01:27:30,647 - INFO - LRs are now: 1.86e-05
+2025-01-03 01:27:31,097 - INFO - LRs are now: 1.86e-05
+2025-01-03 01:27:31,955 - INFO - LRs are now: 1.86e-05
+2025-01-03 01:27:32,289 - INFO - LRs are now: 1.86e-05
+2025-01-03 01:27:32,750 - INFO - LRs are now: 1.86e-05
+2025-01-03 01:27:33,484 - INFO - LRs are now: 1.85e-05
+2025-01-03 01:27:33,957 - INFO - LRs are now: 1.85e-05
+2025-01-03 01:27:34,502 - INFO - LRs are now: 1.85e-05
+2025-01-03 01:27:34,842 - INFO - LRs are now: 1.85e-05
+2025-01-03 01:27:35,549 - INFO - LRs are now: 1.85e-05
+2025-01-03 01:27:36,106 - INFO - LRs are now: 1.85e-05
+2025-01-03 01:27:37,069 - INFO - LRs are now: 1.85e-05
+2025-01-03 01:27:37,519 - INFO - LRs are now: 1.85e-05
+2025-01-03 01:27:38,065 - INFO - LRs are now: 1.85e-05
+2025-01-03 01:27:38,314 - INFO - LRs are now: 1.85e-05
+2025-01-03 01:27:38,501 - INFO - LRs are now: 1.85e-05
+2025-01-03 01:27:38,709 - INFO - LRs are now: 1.85e-05
+2025-01-03 01:27:39,162 - INFO - LRs are now: 1.85e-05
+2025-01-03 01:27:40,012 - INFO - LRs are now: 1.85e-05
+2025-01-03 01:27:40,396 - INFO - LRs are now: 1.85e-05
+2025-01-03 01:27:40,610 - INFO - LRs are now: 1.85e-05
+2025-01-03 01:27:41,064 - INFO - LRs are now: 1.85e-05
+2025-01-03 01:27:41,491 - INFO - LRs are now: 1.85e-05
+2025-01-03 01:27:41,946 - INFO - LRs are now: 1.85e-05
+2025-01-03 01:27:42,485 - INFO - LRs are now: 1.85e-05
+2025-01-03 01:27:43,328 - INFO - LRs are now: 1.85e-05
+2025-01-03 01:27:43,699 - INFO - LRs are now: 1.84e-05
+2025-01-03 01:27:44,133 - INFO - LRs are now: 1.84e-05
+2025-01-03 01:27:44,533 - INFO - LRs are now: 1.84e-05
+2025-01-03 01:27:45,342 - INFO - LRs are now: 1.84e-05
+2025-01-03 01:27:45,721 - INFO - LRs are now: 1.84e-05
+2025-01-03 01:27:45,999 - INFO - LRs are now: 1.84e-05
+2025-01-03 01:27:47,043 - INFO - LRs are now: 1.84e-05
+2025-01-03 01:27:47,472 - INFO - LRs are now: 1.84e-05
+2025-01-03 01:27:47,750 - INFO - LRs are now: 1.84e-05
+2025-01-03 01:27:48,024 - INFO - LRs are now: 1.84e-05
+2025-01-03 01:27:48,357 - INFO - LRs are now: 1.84e-05
+2025-01-03 01:27:48,788 - INFO - LRs are now: 1.84e-05
+2025-01-03 01:27:49,851 - INFO - LRs are now: 1.84e-05
+2025-01-03 01:27:50,353 - INFO - LRs are now: 1.84e-05
+2025-01-03 01:27:51,294 - INFO - LRs are now: 1.84e-05
+2025-01-03 01:27:52,404 - INFO - LRs are now: 1.84e-05
+2025-01-03 01:27:53,062 - INFO - LRs are now: 1.84e-05
+2025-01-03 01:27:53,524 - INFO - LRs are now: 1.84e-05
+2025-01-03 01:27:54,395 - INFO - LRs are now: 1.84e-05
+2025-01-03 01:27:54,818 - INFO - LRs are now: 1.84e-05
+2025-01-03 01:27:55,260 - INFO - LRs are now: 1.83e-05
+2025-01-03 01:27:55,541 - INFO - LRs are now: 1.83e-05
+2025-01-03 01:27:55,773 - INFO - LRs are now: 1.83e-05
+2025-01-03 01:27:56,014 - INFO - LRs are now: 1.83e-05
+2025-01-03 01:27:56,502 - INFO - LRs are now: 1.83e-05
+2025-01-03 01:27:57,254 - INFO - LRs are now: 1.83e-05
+2025-01-03 01:27:57,590 - INFO - LRs are now: 1.83e-05
+2025-01-03 01:27:57,786 - INFO - LRs are now: 1.83e-05
+2025-01-03 01:27:58,482 - INFO - LRs are now: 1.83e-05
+2025-01-03 01:27:58,795 - INFO - LRs are now: 1.83e-05
+2025-01-03 01:27:59,254 - INFO - LRs are now: 1.83e-05
+2025-01-03 01:27:59,671 - INFO - LRs are now: 1.83e-05
+2025-01-03 01:27:59,901 - INFO - LRs are now: 1.83e-05
+2025-01-03 01:28:00,104 - INFO - LRs are now: 1.83e-05
+2025-01-03 01:28:00,365 - INFO - LRs are now: 1.83e-05
+2025-01-03 01:28:00,613 - INFO - LRs are now: 1.83e-05
+2025-01-03 01:28:00,925 - INFO - LRs are now: 1.83e-05
+2025-01-03 01:28:01,252 - INFO - LRs are now: 1.83e-05
+2025-01-03 01:28:01,729 - INFO - LRs are now: 1.83e-05
+2025-01-03 01:28:02,081 - INFO - LRs are now: 1.83e-05
+2025-01-03 01:28:02,358 - INFO - LRs are now: 1.83e-05
+2025-01-03 01:28:02,581 - INFO - LRs are now: 1.82e-05
+2025-01-03 01:28:03,882 - INFO - LRs are now: 1.82e-05
+2025-01-03 01:28:04,374 - INFO - LRs are now: 1.82e-05
+2025-01-03 01:28:04,680 - INFO - LRs are now: 1.82e-05
+2025-01-03 01:28:04,964 - INFO - LRs are now: 1.82e-05
+2025-01-03 01:28:05,256 - INFO - LRs are now: 1.82e-05
+2025-01-03 01:28:05,495 - INFO - LRs are now: 1.82e-05
+2025-01-03 01:28:06,363 - INFO - LRs are now: 1.82e-05
+2025-01-03 01:28:06,915 - INFO - LRs are now: 1.82e-05
+2025-01-03 01:28:07,460 - INFO - LRs are now: 1.82e-05
+2025-01-03 01:28:07,744 - INFO - LRs are now: 1.82e-05
+2025-01-03 01:28:07,984 - INFO - LRs are now: 1.82e-05
+2025-01-03 01:28:08,252 - INFO - LRs are now: 1.82e-05
+2025-01-03 01:28:08,554 - INFO - LRs are now: 1.82e-05
+2025-01-03 01:28:08,820 - INFO - LRs are now: 1.82e-05
+2025-01-03 01:28:09,078 - INFO - LRs are now: 1.82e-05
+2025-01-03 01:28:09,297 - INFO - LRs are now: 1.82e-05
+2025-01-03 01:28:09,571 - INFO - LRs are now: 1.82e-05
+2025-01-03 01:28:10,349 - INFO - LRs are now: 1.82e-05
+2025-01-03 01:28:10,894 - INFO - LRs are now: 1.82e-05
+2025-01-03 01:28:11,238 - INFO - LRs are now: 1.82e-05
+2025-01-03 01:28:11,518 - INFO - LRs are now: 1.81e-05
+2025-01-03 01:28:11,741 - INFO - LRs are now: 1.81e-05
+2025-01-03 01:28:12,540 - INFO - LRs are now: 1.81e-05
+2025-01-03 01:28:12,957 - INFO - LRs are now: 1.81e-05
+2025-01-03 01:28:13,279 - INFO - LRs are now: 1.81e-05
+2025-01-03 01:28:14,024 - INFO - LRs are now: 1.81e-05
+2025-01-03 01:28:14,570 - INFO - LRs are now: 1.81e-05
+2025-01-03 01:28:14,810 - INFO - LRs are now: 1.81e-05
+2025-01-03 01:28:15,111 - INFO - LRs are now: 1.81e-05
+2025-01-03 01:28:15,428 - INFO - LRs are now: 1.81e-05
+2025-01-03 01:28:15,854 - INFO - LRs are now: 1.81e-05
+2025-01-03 01:28:16,758 - INFO - LRs are now: 1.81e-05
+2025-01-03 01:28:17,180 - INFO - LRs are now: 1.81e-05
+2025-01-03 01:28:17,413 - INFO - LRs are now: 1.81e-05
+2025-01-03 01:28:17,862 - INFO - LRs are now: 1.81e-05
+2025-01-03 01:28:18,490 - INFO - LRs are now: 1.81e-05
+2025-01-03 01:28:18,794 - INFO - LRs are now: 1.81e-05
+2025-01-03 01:28:18,999 - INFO - LRs are now: 1.81e-05
+2025-01-03 01:28:19,336 - INFO - LRs are now: 1.81e-05
+2025-01-03 01:28:20,209 - INFO - LRs are now: 1.81e-05
+2025-01-03 01:28:20,568 - INFO - LRs are now: 1.81e-05
+2025-01-03 01:28:20,893 - INFO - LRs are now: 1.81e-05
+2025-01-03 01:28:21,191 - INFO - LRs are now: 1.80e-05
+2025-01-03 01:28:21,713 - INFO - LRs are now: 1.80e-05
+2025-01-03 01:28:22,698 - INFO - LRs are now: 1.80e-05
+2025-01-03 01:28:23,655 - INFO - LRs are now: 1.80e-05
+2025-01-03 01:28:24,727 - INFO - LRs are now: 1.80e-05
+2025-01-03 01:28:25,090 - INFO - LRs are now: 1.80e-05
+2025-01-03 01:28:25,654 - INFO - LRs are now: 1.80e-05
+2025-01-03 01:28:25,975 - INFO - LRs are now: 1.80e-05
+2025-01-03 01:28:26,984 - INFO - LRs are now: 1.80e-05
+2025-01-03 01:28:27,459 - INFO - LRs are now: 1.80e-05
+2025-01-03 01:28:27,896 - INFO - LRs are now: 1.80e-05
+2025-01-03 01:28:28,355 - INFO - LRs are now: 1.80e-05
+2025-01-03 01:28:28,594 - INFO - LRs are now: 1.80e-05
+2025-01-03 01:28:28,929 - INFO - LRs are now: 1.80e-05
+2025-01-03 01:28:29,215 - INFO - LRs are now: 1.80e-05
+2025-01-03 01:28:30,193 - INFO - LRs are now: 1.80e-05
+2025-01-03 01:28:31,051 - INFO - LRs are now: 1.80e-05
+2025-01-03 01:28:31,348 - INFO - LRs are now: 1.80e-05
+2025-01-03 01:28:32,101 - INFO - LRs are now: 1.80e-05
+2025-01-03 01:28:32,901 - INFO - LRs are now: 1.80e-05
+2025-01-03 01:28:33,451 - INFO - LRs are now: 1.80e-05
+2025-01-03 01:28:33,704 - INFO - LRs are now: 1.80e-05
+2025-01-03 01:28:34,161 - INFO - LRs are now: 1.79e-05
+2025-01-03 01:28:34,656 - INFO - LRs are now: 1.79e-05
+2025-01-03 01:28:35,056 - INFO - LRs are now: 1.79e-05
+2025-01-03 01:28:35,402 - INFO - LRs are now: 1.79e-05
+2025-01-03 01:28:35,631 - INFO - LRs are now: 1.79e-05
+2025-01-03 01:28:36,078 - INFO - LRs are now: 1.79e-05
+2025-01-03 01:28:36,419 - INFO - LRs are now: 1.79e-05
+2025-01-03 01:28:36,763 - INFO - LRs are now: 1.79e-05
+2025-01-03 01:28:37,065 - INFO - LRs are now: 1.79e-05
+2025-01-03 01:28:37,860 - INFO - LRs are now: 1.79e-05
+2025-01-03 01:28:38,501 - INFO - LRs are now: 1.79e-05
+2025-01-03 01:28:39,592 - INFO - LRs are now: 1.79e-05
+2025-01-03 01:28:39,679 - INFO - Training epoch 8 finished. (Took 2.1 mins.)
+2025-01-03 01:28:39,681 - INFO - loss_train: 297.4
+2025-01-03 01:28:39,684 - INFO - heads-fscore_train: 75.26%
+2025-01-03 01:28:39,686 - INFO - labels-fscore_train: 85.06%
+2025-01-03 01:28:39,688 - INFO - aggregate_train: 64.02%
+2025-01-03 01:28:44,222 - INFO - Validation epoch 8 finished. (Took 0.1 mins.)
+2025-01-03 01:28:44,222 - INFO - loss_valid: 15.83
+2025-01-03 01:28:44,224 - INFO - heads-fscore_valid: 78.84%
+2025-01-03 01:28:44,225 - INFO - labels-fscore_valid: 85.29%
+2025-01-03 01:28:44,226 - INFO - aggregate_valid: 67.25%
+2025-01-03 01:28:49,450 - INFO - Saving current best: model_best.pth ...
+2025-01-03 01:28:50,812 - INFO - LRs are now: 1.79e-05
+2025-01-03 01:28:51,351 - INFO - LRs are now: 1.79e-05
+2025-01-03 01:28:51,543 - INFO - LRs are now: 1.79e-05
+2025-01-03 01:28:52,075 - INFO - LRs are now: 1.79e-05
+2025-01-03 01:28:52,425 - INFO - LRs are now: 1.79e-05
+2025-01-03 01:28:52,799 - INFO - LRs are now: 1.79e-05
+2025-01-03 01:28:53,199 - INFO - LRs are now: 1.79e-05
+2025-01-03 01:28:54,028 - INFO - LRs are now: 1.79e-05
+2025-01-03 01:28:54,335 - INFO - LRs are now: 1.79e-05
+2025-01-03 01:28:54,946 - INFO - LRs are now: 1.79e-05
+2025-01-03 01:28:55,727 - INFO - LRs are now: 1.78e-05
+2025-01-03 01:28:56,281 - INFO - LRs are now: 1.78e-05
+2025-01-03 01:28:57,624 - INFO - LRs are now: 1.78e-05
+2025-01-03 01:28:58,333 - INFO - LRs are now: 1.78e-05
+2025-01-03 01:28:58,581 - INFO - LRs are now: 1.78e-05
+2025-01-03 01:28:59,152 - INFO - LRs are now: 1.78e-05
+2025-01-03 01:28:59,759 - INFO - LRs are now: 1.78e-05
+2025-01-03 01:29:00,045 - INFO - LRs are now: 1.78e-05
+2025-01-03 01:29:00,209 - INFO - LRs are now: 1.78e-05
+2025-01-03 01:29:00,730 - INFO - LRs are now: 1.78e-05
+2025-01-03 01:29:01,224 - INFO - LRs are now: 1.78e-05
+2025-01-03 01:29:01,630 - INFO - LRs are now: 1.78e-05
+2025-01-03 01:29:01,937 - INFO - LRs are now: 1.78e-05
+2025-01-03 01:29:02,408 - INFO - LRs are now: 1.78e-05
+2025-01-03 01:29:02,823 - INFO - LRs are now: 1.78e-05
+2025-01-03 01:29:03,564 - INFO - LRs are now: 1.78e-05
+2025-01-03 01:29:04,449 - INFO - LRs are now: 1.78e-05
+2025-01-03 01:29:04,850 - INFO - LRs are now: 1.78e-05
+2025-01-03 01:29:05,140 - INFO - LRs are now: 1.78e-05
+2025-01-03 01:29:05,621 - INFO - LRs are now: 1.78e-05
+2025-01-03 01:29:06,567 - INFO - LRs are now: 1.78e-05
+2025-01-03 01:29:07,118 - INFO - LRs are now: 1.78e-05
+2025-01-03 01:29:07,496 - INFO - LRs are now: 1.78e-05
+2025-01-03 01:29:07,723 - INFO - LRs are now: 1.77e-05
+2025-01-03 01:29:07,975 - INFO - LRs are now: 1.77e-05
+2025-01-03 01:29:08,286 - INFO - LRs are now: 1.77e-05
+2025-01-03 01:29:08,569 - INFO - LRs are now: 1.77e-05
+2025-01-03 01:29:08,910 - INFO - LRs are now: 1.77e-05
+2025-01-03 01:29:09,153 - INFO - LRs are now: 1.77e-05
+2025-01-03 01:29:09,705 - INFO - LRs are now: 1.77e-05
+2025-01-03 01:29:11,187 - INFO - LRs are now: 1.77e-05
+2025-01-03 01:29:11,773 - INFO - LRs are now: 1.77e-05
+2025-01-03 01:29:12,232 - INFO - LRs are now: 1.77e-05
+2025-01-03 01:29:12,517 - INFO - LRs are now: 1.77e-05
+2025-01-03 01:29:12,867 - INFO - LRs are now: 1.77e-05
+2025-01-03 01:29:13,145 - INFO - LRs are now: 1.77e-05
+2025-01-03 01:29:13,702 - INFO - LRs are now: 1.77e-05
+2025-01-03 01:29:14,037 - INFO - LRs are now: 1.77e-05
+2025-01-03 01:29:14,342 - INFO - LRs are now: 1.77e-05
+2025-01-03 01:29:14,579 - INFO - LRs are now: 1.77e-05
+2025-01-03 01:29:14,807 - INFO - LRs are now: 1.77e-05
+2025-01-03 01:29:15,028 - INFO - LRs are now: 1.77e-05
+2025-01-03 01:29:15,276 - INFO - LRs are now: 1.77e-05
+2025-01-03 01:29:15,495 - INFO - LRs are now: 1.77e-05
+2025-01-03 01:29:15,849 - INFO - LRs are now: 1.77e-05
+2025-01-03 01:29:16,092 - INFO - LRs are now: 1.77e-05
+2025-01-03 01:29:16,310 - INFO - LRs are now: 1.76e-05
+2025-01-03 01:29:16,607 - INFO - LRs are now: 1.76e-05
+2025-01-03 01:29:16,930 - INFO - LRs are now: 1.76e-05
+2025-01-03 01:29:17,541 - INFO - LRs are now: 1.76e-05
+2025-01-03 01:29:17,830 - INFO - LRs are now: 1.76e-05
+2025-01-03 01:29:18,213 - INFO - LRs are now: 1.76e-05
+2025-01-03 01:29:18,538 - INFO - LRs are now: 1.76e-05
+2025-01-03 01:29:18,979 - INFO - LRs are now: 1.76e-05
+2025-01-03 01:29:19,367 - INFO - LRs are now: 1.76e-05
+2025-01-03 01:29:19,929 - INFO - LRs are now: 1.76e-05
+2025-01-03 01:29:20,954 - INFO - LRs are now: 1.76e-05
+2025-01-03 01:29:21,415 - INFO - LRs are now: 1.76e-05
+2025-01-03 01:29:21,701 - INFO - LRs are now: 1.76e-05
+2025-01-03 01:29:21,983 - INFO - LRs are now: 1.76e-05
+2025-01-03 01:29:22,243 - INFO - LRs are now: 1.76e-05
+2025-01-03 01:29:22,472 - INFO - LRs are now: 1.76e-05
+2025-01-03 01:29:22,757 - INFO - LRs are now: 1.76e-05
+2025-01-03 01:29:23,082 - INFO - LRs are now: 1.76e-05
+2025-01-03 01:29:23,344 - INFO - LRs are now: 1.76e-05
+2025-01-03 01:29:23,691 - INFO - LRs are now: 1.76e-05
+2025-01-03 01:29:24,010 - INFO - LRs are now: 1.76e-05
+2025-01-03 01:29:24,223 - INFO - LRs are now: 1.76e-05
+2025-01-03 01:29:24,563 - INFO - LRs are now: 1.76e-05
+2025-01-03 01:29:24,859 - INFO - LRs are now: 1.75e-05
+2025-01-03 01:29:25,077 - INFO - LRs are now: 1.75e-05
+2025-01-03 01:29:25,473 - INFO - LRs are now: 1.75e-05
+2025-01-03 01:29:26,007 - INFO - LRs are now: 1.75e-05
+2025-01-03 01:29:26,427 - INFO - LRs are now: 1.75e-05
+2025-01-03 01:29:26,886 - INFO - LRs are now: 1.75e-05
+2025-01-03 01:29:27,193 - INFO - LRs are now: 1.75e-05
+2025-01-03 01:29:28,409 - INFO - LRs are now: 1.75e-05
+2025-01-03 01:29:28,793 - INFO - LRs are now: 1.75e-05
+2025-01-03 01:29:29,822 - INFO - LRs are now: 1.75e-05
+2025-01-03 01:29:30,366 - INFO - LRs are now: 1.75e-05
+2025-01-03 01:29:30,688 - INFO - LRs are now: 1.75e-05
+2025-01-03 01:29:30,936 - INFO - LRs are now: 1.75e-05
+2025-01-03 01:29:31,144 - INFO - LRs are now: 1.75e-05
+2025-01-03 01:29:32,040 - INFO - LRs are now: 1.75e-05
+2025-01-03 01:29:32,730 - INFO - LRs are now: 1.75e-05
+2025-01-03 01:29:33,211 - INFO - LRs are now: 1.75e-05
+2025-01-03 01:29:33,925 - INFO - LRs are now: 1.75e-05
+2025-01-03 01:29:34,476 - INFO - LRs are now: 1.75e-05
+2025-01-03 01:29:34,864 - INFO - LRs are now: 1.75e-05
+2025-01-03 01:29:35,115 - INFO - LRs are now: 1.75e-05
+2025-01-03 01:29:35,469 - INFO - LRs are now: 1.75e-05
+2025-01-03 01:29:35,733 - INFO - LRs are now: 1.75e-05
+2025-01-03 01:29:36,717 - INFO - LRs are now: 1.75e-05
+2025-01-03 01:29:37,986 - INFO - LRs are now: 1.74e-05
+2025-01-03 01:29:38,409 - INFO - LRs are now: 1.74e-05
+2025-01-03 01:29:38,603 - INFO - LRs are now: 1.74e-05
+2025-01-03 01:29:39,164 - INFO - LRs are now: 1.74e-05
+2025-01-03 01:29:39,522 - INFO - LRs are now: 1.74e-05
+2025-01-03 01:29:39,957 - INFO - LRs are now: 1.74e-05
+2025-01-03 01:29:40,309 - INFO - LRs are now: 1.74e-05
+2025-01-03 01:29:40,684 - INFO - LRs are now: 1.74e-05
+2025-01-03 01:29:41,237 - INFO - LRs are now: 1.74e-05
+2025-01-03 01:29:42,325 - INFO - LRs are now: 1.74e-05
+2025-01-03 01:29:42,714 - INFO - LRs are now: 1.74e-05
+2025-01-03 01:29:43,455 - INFO - LRs are now: 1.74e-05
+2025-01-03 01:29:43,809 - INFO - LRs are now: 1.74e-05
+2025-01-03 01:29:44,052 - INFO - LRs are now: 1.74e-05
+2025-01-03 01:29:44,470 - INFO - LRs are now: 1.74e-05
+2025-01-03 01:29:44,746 - INFO - LRs are now: 1.74e-05
+2025-01-03 01:29:45,089 - INFO - LRs are now: 1.74e-05
+2025-01-03 01:29:45,859 - INFO - LRs are now: 1.74e-05
+2025-01-03 01:29:46,256 - INFO - LRs are now: 1.74e-05
+2025-01-03 01:29:47,192 - INFO - LRs are now: 1.74e-05
+2025-01-03 01:29:48,199 - INFO - LRs are now: 1.74e-05
+2025-01-03 01:29:48,670 - INFO - LRs are now: 1.74e-05
+2025-01-03 01:29:48,917 - INFO - LRs are now: 1.74e-05
+2025-01-03 01:29:49,151 - INFO - LRs are now: 1.74e-05
+2025-01-03 01:29:49,448 - INFO - LRs are now: 1.74e-05
+2025-01-03 01:29:49,709 - INFO - LRs are now: 1.73e-05
+2025-01-03 01:29:49,998 - INFO - LRs are now: 1.73e-05
+2025-01-03 01:29:50,834 - INFO - LRs are now: 1.73e-05
+2025-01-03 01:29:51,757 - INFO - LRs are now: 1.73e-05
+2025-01-03 01:29:52,349 - INFO - LRs are now: 1.73e-05
+2025-01-03 01:29:52,592 - INFO - LRs are now: 1.73e-05
+2025-01-03 01:29:52,850 - INFO - LRs are now: 1.73e-05
+2025-01-03 01:29:53,143 - INFO - LRs are now: 1.73e-05
+2025-01-03 01:29:53,425 - INFO - LRs are now: 1.73e-05
+2025-01-03 01:29:53,678 - INFO - LRs are now: 1.73e-05
+2025-01-03 01:29:54,270 - INFO - LRs are now: 1.73e-05
+2025-01-03 01:29:54,992 - INFO - LRs are now: 1.73e-05
+2025-01-03 01:29:55,382 - INFO - LRs are now: 1.73e-05
+2025-01-03 01:29:56,154 - INFO - LRs are now: 1.73e-05
+2025-01-03 01:29:56,812 - INFO - LRs are now: 1.73e-05
+2025-01-03 01:29:57,286 - INFO - LRs are now: 1.73e-05
+2025-01-03 01:29:57,732 - INFO - LRs are now: 1.73e-05
+2025-01-03 01:29:58,830 - INFO - LRs are now: 1.73e-05
+2025-01-03 01:29:59,181 - INFO - LRs are now: 1.73e-05
+2025-01-03 01:29:59,402 - INFO - LRs are now: 1.73e-05
+2025-01-03 01:30:00,763 - INFO - LRs are now: 1.73e-05
+2025-01-03 01:30:01,288 - INFO - LRs are now: 1.73e-05
+2025-01-03 01:30:02,293 - INFO - LRs are now: 1.73e-05
+2025-01-03 01:30:03,154 - INFO - LRs are now: 1.73e-05
+2025-01-03 01:30:03,552 - INFO - LRs are now: 1.72e-05
+2025-01-03 01:30:03,788 - INFO - LRs are now: 1.72e-05
+2025-01-03 01:30:04,240 - INFO - LRs are now: 1.72e-05
+2025-01-03 01:30:04,761 - INFO - LRs are now: 1.72e-05
+2025-01-03 01:30:05,029 - INFO - LRs are now: 1.72e-05
+2025-01-03 01:30:05,193 - INFO - LRs are now: 1.72e-05
+2025-01-03 01:30:06,015 - INFO - LRs are now: 1.72e-05
+2025-01-03 01:30:07,164 - INFO - LRs are now: 1.72e-05
+2025-01-03 01:30:07,720 - INFO - LRs are now: 1.72e-05
+2025-01-03 01:30:07,976 - INFO - LRs are now: 1.72e-05
+2025-01-03 01:30:08,339 - INFO - LRs are now: 1.72e-05
+2025-01-03 01:30:09,258 - INFO - LRs are now: 1.72e-05
+2025-01-03 01:30:09,869 - INFO - LRs are now: 1.72e-05
+2025-01-03 01:30:10,113 - INFO - LRs are now: 1.72e-05
+2025-01-03 01:30:10,356 - INFO - LRs are now: 1.72e-05
+2025-01-03 01:30:10,741 - INFO - LRs are now: 1.72e-05
+2025-01-03 01:30:11,010 - INFO - LRs are now: 1.72e-05
+2025-01-03 01:30:11,450 - INFO - LRs are now: 1.72e-05
+2025-01-03 01:30:11,703 - INFO - LRs are now: 1.72e-05
+2025-01-03 01:30:11,943 - INFO - LRs are now: 1.72e-05
+2025-01-03 01:30:12,269 - INFO - LRs are now: 1.72e-05
+2025-01-03 01:30:12,502 - INFO - LRs are now: 1.72e-05
+2025-01-03 01:30:13,073 - INFO - LRs are now: 1.72e-05
+2025-01-03 01:30:13,393 - INFO - LRs are now: 1.72e-05
+2025-01-03 01:30:13,789 - INFO - LRs are now: 1.72e-05
+2025-01-03 01:30:14,878 - INFO - LRs are now: 1.71e-05
+2025-01-03 01:30:15,780 - INFO - LRs are now: 1.71e-05
+2025-01-03 01:30:16,042 - INFO - LRs are now: 1.71e-05
+2025-01-03 01:30:16,262 - INFO - LRs are now: 1.71e-05
+2025-01-03 01:30:16,623 - INFO - LRs are now: 1.71e-05
+2025-01-03 01:30:16,862 - INFO - LRs are now: 1.71e-05
+2025-01-03 01:30:17,210 - INFO - LRs are now: 1.71e-05
+2025-01-03 01:30:17,535 - INFO - LRs are now: 1.71e-05
+2025-01-03 01:30:17,890 - INFO - LRs are now: 1.71e-05
+2025-01-03 01:30:18,525 - INFO - LRs are now: 1.71e-05
+2025-01-03 01:30:18,896 - INFO - LRs are now: 1.71e-05
+2025-01-03 01:30:19,643 - INFO - LRs are now: 1.71e-05
+2025-01-03 01:30:20,000 - INFO - LRs are now: 1.71e-05
+2025-01-03 01:30:20,678 - INFO - LRs are now: 1.71e-05
+2025-01-03 01:30:21,615 - INFO - LRs are now: 1.71e-05
+2025-01-03 01:30:22,318 - INFO - LRs are now: 1.71e-05
+2025-01-03 01:30:22,591 - INFO - LRs are now: 1.71e-05
+2025-01-03 01:30:22,976 - INFO - LRs are now: 1.71e-05
+2025-01-03 01:30:23,400 - INFO - LRs are now: 1.71e-05
+2025-01-03 01:30:24,420 - INFO - LRs are now: 1.71e-05
+2025-01-03 01:30:24,832 - INFO - LRs are now: 1.71e-05
+2025-01-03 01:30:25,440 - INFO - LRs are now: 1.71e-05
+2025-01-03 01:30:25,740 - INFO - LRs are now: 1.71e-05
+2025-01-03 01:30:25,920 - INFO - LRs are now: 1.71e-05
+2025-01-03 01:30:26,153 - INFO - LRs are now: 1.71e-05
+2025-01-03 01:30:26,888 - INFO - LRs are now: 1.71e-05
+2025-01-03 01:30:27,195 - INFO - LRs are now: 1.70e-05
+2025-01-03 01:30:27,538 - INFO - LRs are now: 1.70e-05
+2025-01-03 01:30:27,755 - INFO - LRs are now: 1.70e-05
+2025-01-03 01:30:27,959 - INFO - LRs are now: 1.70e-05
+2025-01-03 01:30:28,769 - INFO - LRs are now: 1.70e-05
+2025-01-03 01:30:29,591 - INFO - LRs are now: 1.70e-05
+2025-01-03 01:30:29,872 - INFO - LRs are now: 1.70e-05
+2025-01-03 01:30:30,916 - INFO - LRs are now: 1.70e-05
+2025-01-03 01:30:31,590 - INFO - LRs are now: 1.70e-05
+2025-01-03 01:30:31,877 - INFO - LRs are now: 1.70e-05
+2025-01-03 01:30:32,170 - INFO - LRs are now: 1.70e-05
+2025-01-03 01:30:32,486 - INFO - LRs are now: 1.70e-05
+2025-01-03 01:30:32,904 - INFO - LRs are now: 1.70e-05
+2025-01-03 01:30:33,218 - INFO - LRs are now: 1.70e-05
+2025-01-03 01:30:33,423 - INFO - LRs are now: 1.70e-05
+2025-01-03 01:30:33,634 - INFO - LRs are now: 1.70e-05
+2025-01-03 01:30:33,873 - INFO - LRs are now: 1.70e-05
+2025-01-03 01:30:34,070 - INFO - LRs are now: 1.70e-05
+2025-01-03 01:30:34,249 - INFO - LRs are now: 1.70e-05
+2025-01-03 01:30:34,665 - INFO - LRs are now: 1.70e-05
+2025-01-03 01:30:35,931 - INFO - LRs are now: 1.70e-05
+2025-01-03 01:30:36,605 - INFO - LRs are now: 1.70e-05
+2025-01-03 01:30:37,157 - INFO - LRs are now: 1.70e-05
+2025-01-03 01:30:37,578 - INFO - LRs are now: 1.70e-05
+2025-01-03 01:30:37,974 - INFO - LRs are now: 1.70e-05
+2025-01-03 01:30:38,512 - INFO - LRs are now: 1.70e-05
+2025-01-03 01:30:39,743 - INFO - LRs are now: 1.69e-05
+2025-01-03 01:30:40,193 - INFO - LRs are now: 1.69e-05
+2025-01-03 01:30:40,396 - INFO - LRs are now: 1.69e-05
+2025-01-03 01:30:40,791 - INFO - LRs are now: 1.69e-05
+2025-01-03 01:30:41,768 - INFO - LRs are now: 1.69e-05
+2025-01-03 01:30:42,177 - INFO - LRs are now: 1.69e-05
+2025-01-03 01:30:42,421 - INFO - LRs are now: 1.69e-05
+2025-01-03 01:30:42,726 - INFO - LRs are now: 1.69e-05
+2025-01-03 01:30:43,304 - INFO - LRs are now: 1.69e-05
+2025-01-03 01:30:43,577 - INFO - LRs are now: 1.69e-05
+2025-01-03 01:30:43,842 - INFO - LRs are now: 1.69e-05
+2025-01-03 01:30:44,949 - INFO - LRs are now: 1.69e-05
+2025-01-03 01:30:45,487 - INFO - LRs are now: 1.69e-05
+2025-01-03 01:30:46,055 - INFO - LRs are now: 1.69e-05
+2025-01-03 01:30:46,351 - INFO - LRs are now: 1.69e-05
+2025-01-03 01:30:46,631 - INFO - LRs are now: 1.69e-05
+2025-01-03 01:30:47,832 - INFO - LRs are now: 1.69e-05
+2025-01-03 01:30:48,212 - INFO - LRs are now: 1.69e-05
+2025-01-03 01:30:49,457 - INFO - LRs are now: 1.69e-05
+2025-01-03 01:30:49,853 - INFO - LRs are now: 1.69e-05
+2025-01-03 01:30:50,230 - INFO - LRs are now: 1.69e-05
+2025-01-03 01:30:50,283 - INFO - Training epoch 9 finished. (Took 2.0 mins.)
+2025-01-03 01:30:50,284 - INFO - loss_train: 279.7
+2025-01-03 01:30:50,286 - INFO - heads-fscore_train: 76.01%
+2025-01-03 01:30:50,287 - INFO - labels-fscore_train: 85.44%
+2025-01-03 01:30:50,288 - INFO - aggregate_train: 64.94%
+2025-01-03 01:30:54,651 - INFO - Validation epoch 9 finished. (Took 0.1 mins.)
+2025-01-03 01:30:54,653 - INFO - loss_valid: 15.66
+2025-01-03 01:30:54,655 - INFO - heads-fscore_valid: 79.31%
+2025-01-03 01:30:54,657 - INFO - labels-fscore_valid: 85.35%
+2025-01-03 01:30:54,659 - INFO - aggregate_valid: 67.69%
+2025-01-03 01:31:03,570 - INFO - Saving current best: model_best.pth ...
+2025-01-03 01:31:04,597 - INFO - LRs are now: 1.69e-05
+2025-01-03 01:31:05,202 - INFO - LRs are now: 1.69e-05
+2025-01-03 01:31:05,678 - INFO - LRs are now: 1.69e-05
+2025-01-03 01:31:06,019 - INFO - LRs are now: 1.69e-05
+2025-01-03 01:31:06,456 - INFO - LRs are now: 1.69e-05
+2025-01-03 01:31:06,700 - INFO - LRs are now: 1.69e-05
+2025-01-03 01:31:07,454 - INFO - LRs are now: 1.68e-05
+2025-01-03 01:31:08,047 - INFO - LRs are now: 1.68e-05
+2025-01-03 01:31:08,352 - INFO - LRs are now: 1.68e-05
+2025-01-03 01:31:08,566 - INFO - LRs are now: 1.68e-05
+2025-01-03 01:31:09,025 - INFO - LRs are now: 1.68e-05
+2025-01-03 01:31:09,804 - INFO - LRs are now: 1.68e-05
+2025-01-03 01:31:10,111 - INFO - LRs are now: 1.68e-05
+2025-01-03 01:31:10,295 - INFO - LRs are now: 1.68e-05
+2025-01-03 01:31:10,501 - INFO - LRs are now: 1.68e-05
+2025-01-03 01:31:10,864 - INFO - LRs are now: 1.68e-05
+2025-01-03 01:31:11,136 - INFO - LRs are now: 1.68e-05
+2025-01-03 01:31:12,158 - INFO - LRs are now: 1.68e-05
+2025-01-03 01:31:12,644 - INFO - LRs are now: 1.68e-05
+2025-01-03 01:31:12,930 - INFO - LRs are now: 1.68e-05
+2025-01-03 01:31:14,257 - INFO - LRs are now: 1.68e-05
+2025-01-03 01:31:14,765 - INFO - LRs are now: 1.68e-05
+2025-01-03 01:31:15,142 - INFO - LRs are now: 1.68e-05
+2025-01-03 01:31:15,361 - INFO - LRs are now: 1.68e-05
+2025-01-03 01:31:15,599 - INFO - LRs are now: 1.68e-05
+2025-01-03 01:31:16,065 - INFO - LRs are now: 1.68e-05
+2025-01-03 01:31:16,411 - INFO - LRs are now: 1.68e-05
+2025-01-03 01:31:17,177 - INFO - LRs are now: 1.68e-05
+2025-01-03 01:31:17,584 - INFO - LRs are now: 1.68e-05
+2025-01-03 01:31:17,802 - INFO - LRs are now: 1.68e-05
+2025-01-03 01:31:18,675 - INFO - LRs are now: 1.68e-05
+2025-01-03 01:31:19,386 - INFO - LRs are now: 1.68e-05
+2025-01-03 01:31:20,037 - INFO - LRs are now: 1.68e-05
+2025-01-03 01:31:20,471 - INFO - LRs are now: 1.67e-05
+2025-01-03 01:31:20,687 - INFO - LRs are now: 1.67e-05
+2025-01-03 01:31:21,444 - INFO - LRs are now: 1.67e-05
+2025-01-03 01:31:22,223 - INFO - LRs are now: 1.67e-05
+2025-01-03 01:31:22,510 - INFO - LRs are now: 1.67e-05
+2025-01-03 01:31:22,758 - INFO - LRs are now: 1.67e-05
+2025-01-03 01:31:23,033 - INFO - LRs are now: 1.67e-05
+2025-01-03 01:31:23,483 - INFO - LRs are now: 1.67e-05
+2025-01-03 01:31:23,980 - INFO - LRs are now: 1.67e-05
+2025-01-03 01:31:24,222 - INFO - LRs are now: 1.67e-05
+2025-01-03 01:31:24,596 - INFO - LRs are now: 1.67e-05
+2025-01-03 01:31:24,997 - INFO - LRs are now: 1.67e-05
+2025-01-03 01:31:25,826 - INFO - LRs are now: 1.67e-05
+2025-01-03 01:31:26,188 - INFO - LRs are now: 1.67e-05
+2025-01-03 01:31:26,475 - INFO - LRs are now: 1.67e-05
+2025-01-03 01:31:27,041 - INFO - LRs are now: 1.67e-05
+2025-01-03 01:31:27,404 - INFO - LRs are now: 1.67e-05
+2025-01-03 01:31:28,020 - INFO - LRs are now: 1.67e-05
+2025-01-03 01:31:28,301 - INFO - LRs are now: 1.67e-05
+2025-01-03 01:31:28,510 - INFO - LRs are now: 1.67e-05
+2025-01-03 01:31:28,775 - INFO - LRs are now: 1.67e-05
+2025-01-03 01:31:29,515 - INFO - LRs are now: 1.67e-05
+2025-01-03 01:31:30,232 - INFO - LRs are now: 1.67e-05
+2025-01-03 01:31:30,783 - INFO - LRs are now: 1.67e-05
+2025-01-03 01:31:31,163 - INFO - LRs are now: 1.67e-05
+2025-01-03 01:31:31,907 - INFO - LRs are now: 1.67e-05
+2025-01-03 01:31:32,297 - INFO - LRs are now: 1.67e-05
+2025-01-03 01:31:32,939 - INFO - LRs are now: 1.66e-05
+2025-01-03 01:31:33,626 - INFO - LRs are now: 1.66e-05
+2025-01-03 01:31:34,010 - INFO - LRs are now: 1.66e-05
+2025-01-03 01:31:34,376 - INFO - LRs are now: 1.66e-05
+2025-01-03 01:31:35,469 - INFO - LRs are now: 1.66e-05
+2025-01-03 01:31:35,825 - INFO - LRs are now: 1.66e-05
+2025-01-03 01:31:36,034 - INFO - LRs are now: 1.66e-05
+2025-01-03 01:31:37,133 - INFO - LRs are now: 1.66e-05
+2025-01-03 01:31:38,257 - INFO - LRs are now: 1.66e-05
+2025-01-03 01:31:38,648 - INFO - LRs are now: 1.66e-05
+2025-01-03 01:31:38,848 - INFO - LRs are now: 1.66e-05
+2025-01-03 01:31:39,067 - INFO - LRs are now: 1.66e-05
+2025-01-03 01:31:39,353 - INFO - LRs are now: 1.66e-05
+2025-01-03 01:31:40,292 - INFO - LRs are now: 1.66e-05
+2025-01-03 01:31:41,270 - INFO - LRs are now: 1.66e-05
+2025-01-03 01:31:41,919 - INFO - LRs are now: 1.66e-05
+2025-01-03 01:31:42,741 - INFO - LRs are now: 1.66e-05
+2025-01-03 01:31:43,115 - INFO - LRs are now: 1.66e-05
+2025-01-03 01:31:43,429 - INFO - LRs are now: 1.66e-05
+2025-01-03 01:31:43,762 - INFO - LRs are now: 1.66e-05
+2025-01-03 01:31:44,126 - INFO - LRs are now: 1.66e-05
+2025-01-03 01:31:44,383 - INFO - LRs are now: 1.66e-05
+2025-01-03 01:31:44,876 - INFO - LRs are now: 1.66e-05
+2025-01-03 01:31:45,293 - INFO - LRs are now: 1.66e-05
+2025-01-03 01:31:46,028 - INFO - LRs are now: 1.66e-05
+2025-01-03 01:31:46,427 - INFO - LRs are now: 1.66e-05
+2025-01-03 01:31:46,778 - INFO - LRs are now: 1.66e-05
+2025-01-03 01:31:47,618 - INFO - LRs are now: 1.66e-05
+2025-01-03 01:31:48,031 - INFO - LRs are now: 1.65e-05
+2025-01-03 01:31:48,232 - INFO - LRs are now: 1.65e-05
+2025-01-03 01:31:49,197 - INFO - LRs are now: 1.65e-05
+2025-01-03 01:31:50,364 - INFO - LRs are now: 1.65e-05
+2025-01-03 01:31:50,731 - INFO - LRs are now: 1.65e-05
+2025-01-03 01:31:50,945 - INFO - LRs are now: 1.65e-05
+2025-01-03 01:31:51,238 - INFO - LRs are now: 1.65e-05
+2025-01-03 01:31:51,569 - INFO - LRs are now: 1.65e-05
+2025-01-03 01:31:52,012 - INFO - LRs are now: 1.65e-05
+2025-01-03 01:31:52,288 - INFO - LRs are now: 1.65e-05
+2025-01-03 01:31:52,883 - INFO - LRs are now: 1.65e-05
+2025-01-03 01:31:53,716 - INFO - LRs are now: 1.65e-05
+2025-01-03 01:31:54,851 - INFO - LRs are now: 1.65e-05
+2025-01-03 01:31:55,917 - INFO - LRs are now: 1.65e-05
+2025-01-03 01:31:57,021 - INFO - LRs are now: 1.65e-05
+2025-01-03 01:31:57,366 - INFO - LRs are now: 1.65e-05
+2025-01-03 01:31:57,569 - INFO - LRs are now: 1.65e-05
+2025-01-03 01:31:57,804 - INFO - LRs are now: 1.65e-05
+2025-01-03 01:31:58,118 - INFO - LRs are now: 1.65e-05
+2025-01-03 01:31:58,583 - INFO - LRs are now: 1.65e-05
+2025-01-03 01:31:59,031 - INFO - LRs are now: 1.65e-05
+2025-01-03 01:31:59,340 - INFO - LRs are now: 1.65e-05
+2025-01-03 01:31:59,539 - INFO - LRs are now: 1.65e-05
+2025-01-03 01:32:00,078 - INFO - LRs are now: 1.65e-05
+2025-01-03 01:32:00,399 - INFO - LRs are now: 1.65e-05
+2025-01-03 01:32:00,593 - INFO - LRs are now: 1.65e-05
+2025-01-03 01:32:00,769 - INFO - LRs are now: 1.65e-05
+2025-01-03 01:32:01,251 - INFO - LRs are now: 1.65e-05
+2025-01-03 01:32:01,601 - INFO - LRs are now: 1.65e-05
+2025-01-03 01:32:01,996 - INFO - LRs are now: 1.64e-05
+2025-01-03 01:32:02,329 - INFO - LRs are now: 1.64e-05
+2025-01-03 01:32:02,553 - INFO - LRs are now: 1.64e-05
+2025-01-03 01:32:03,193 - INFO - LRs are now: 1.64e-05
+2025-01-03 01:32:03,603 - INFO - LRs are now: 1.64e-05
+2025-01-03 01:32:03,796 - INFO - LRs are now: 1.64e-05
+2025-01-03 01:32:04,017 - INFO - LRs are now: 1.64e-05
+2025-01-03 01:32:04,411 - INFO - LRs are now: 1.64e-05
+2025-01-03 01:32:05,009 - INFO - LRs are now: 1.64e-05
+2025-01-03 01:32:06,229 - INFO - LRs are now: 1.64e-05
+2025-01-03 01:32:06,684 - INFO - LRs are now: 1.64e-05
+2025-01-03 01:32:07,092 - INFO - LRs are now: 1.64e-05
+2025-01-03 01:32:07,441 - INFO - LRs are now: 1.64e-05
+2025-01-03 01:32:07,967 - INFO - LRs are now: 1.64e-05
+2025-01-03 01:32:08,425 - INFO - LRs are now: 1.64e-05
+2025-01-03 01:32:09,528 - INFO - LRs are now: 1.64e-05
+2025-01-03 01:32:09,917 - INFO - LRs are now: 1.64e-05
+2025-01-03 01:32:10,127 - INFO - LRs are now: 1.64e-05
+2025-01-03 01:32:10,640 - INFO - LRs are now: 1.64e-05
+2025-01-03 01:32:10,920 - INFO - LRs are now: 1.64e-05
+2025-01-03 01:32:11,354 - INFO - LRs are now: 1.64e-05
+2025-01-03 01:32:12,297 - INFO - LRs are now: 1.64e-05
+2025-01-03 01:32:12,758 - INFO - LRs are now: 1.64e-05
+2025-01-03 01:32:13,098 - INFO - LRs are now: 1.64e-05
+2025-01-03 01:32:13,546 - INFO - LRs are now: 1.64e-05
+2025-01-03 01:32:13,902 - INFO - LRs are now: 1.64e-05
+2025-01-03 01:32:14,197 - INFO - LRs are now: 1.64e-05
+2025-01-03 01:32:14,414 - INFO - LRs are now: 1.64e-05
+2025-01-03 01:32:14,788 - INFO - LRs are now: 1.64e-05
+2025-01-03 01:32:15,059 - INFO - LRs are now: 1.63e-05
+2025-01-03 01:32:15,268 - INFO - LRs are now: 1.63e-05
+2025-01-03 01:32:15,586 - INFO - LRs are now: 1.63e-05
+2025-01-03 01:32:16,455 - INFO - LRs are now: 1.63e-05
+2025-01-03 01:32:16,834 - INFO - LRs are now: 1.63e-05
+2025-01-03 01:32:17,233 - INFO - LRs are now: 1.63e-05
+2025-01-03 01:32:17,523 - INFO - LRs are now: 1.63e-05
+2025-01-03 01:32:18,498 - INFO - LRs are now: 1.63e-05
+2025-01-03 01:32:18,964 - INFO - LRs are now: 1.63e-05
+2025-01-03 01:32:19,364 - INFO - LRs are now: 1.63e-05
+2025-01-03 01:32:19,733 - INFO - LRs are now: 1.63e-05
+2025-01-03 01:32:20,027 - INFO - LRs are now: 1.63e-05
+2025-01-03 01:32:21,002 - INFO - LRs are now: 1.63e-05
+2025-01-03 01:32:21,629 - INFO - LRs are now: 1.63e-05
+2025-01-03 01:32:21,896 - INFO - LRs are now: 1.63e-05
+2025-01-03 01:32:22,112 - INFO - LRs are now: 1.63e-05
+2025-01-03 01:32:22,511 - INFO - LRs are now: 1.63e-05
+2025-01-03 01:32:23,153 - INFO - LRs are now: 1.63e-05
+2025-01-03 01:32:24,067 - INFO - LRs are now: 1.63e-05
+2025-01-03 01:32:24,403 - INFO - LRs are now: 1.63e-05
+2025-01-03 01:32:24,606 - INFO - LRs are now: 1.63e-05
+2025-01-03 01:32:24,849 - INFO - LRs are now: 1.63e-05
+2025-01-03 01:32:25,904 - INFO - LRs are now: 1.63e-05
+2025-01-03 01:32:26,512 - INFO - LRs are now: 1.63e-05
+2025-01-03 01:32:26,748 - INFO - LRs are now: 1.63e-05
+2025-01-03 01:32:27,046 - INFO - LRs are now: 1.63e-05
+2025-01-03 01:32:27,441 - INFO - LRs are now: 1.63e-05
+2025-01-03 01:32:27,825 - INFO - LRs are now: 1.63e-05
+2025-01-03 01:32:28,696 - INFO - LRs are now: 1.63e-05
+2025-01-03 01:32:29,738 - INFO - LRs are now: 1.62e-05
+2025-01-03 01:32:30,165 - INFO - LRs are now: 1.62e-05
+2025-01-03 01:32:30,790 - INFO - LRs are now: 1.62e-05
+2025-01-03 01:32:31,615 - INFO - LRs are now: 1.62e-05
+2025-01-03 01:32:31,925 - INFO - LRs are now: 1.62e-05
+2025-01-03 01:32:32,083 - INFO - LRs are now: 1.62e-05
+2025-01-03 01:32:32,266 - INFO - LRs are now: 1.62e-05
+2025-01-03 01:32:32,634 - INFO - LRs are now: 1.62e-05
+2025-01-03 01:32:32,913 - INFO - LRs are now: 1.62e-05
+2025-01-03 01:32:33,725 - INFO - LRs are now: 1.62e-05
+2025-01-03 01:32:34,735 - INFO - LRs are now: 1.62e-05
+2025-01-03 01:32:35,342 - INFO - LRs are now: 1.62e-05
+2025-01-03 01:32:35,647 - INFO - LRs are now: 1.62e-05
+2025-01-03 01:32:36,175 - INFO - LRs are now: 1.62e-05
+2025-01-03 01:32:36,527 - INFO - LRs are now: 1.62e-05
+2025-01-03 01:32:37,444 - INFO - LRs are now: 1.62e-05
+2025-01-03 01:32:37,891 - INFO - LRs are now: 1.62e-05
+2025-01-03 01:32:38,322 - INFO - LRs are now: 1.62e-05
+2025-01-03 01:32:39,265 - INFO - LRs are now: 1.62e-05
+2025-01-03 01:32:39,644 - INFO - LRs are now: 1.62e-05
+2025-01-03 01:32:40,011 - INFO - LRs are now: 1.62e-05
+2025-01-03 01:32:40,555 - INFO - LRs are now: 1.62e-05
+2025-01-03 01:32:41,680 - INFO - LRs are now: 1.62e-05
+2025-01-03 01:32:42,159 - INFO - LRs are now: 1.62e-05
+2025-01-03 01:32:42,588 - INFO - LRs are now: 1.62e-05
+2025-01-03 01:32:43,245 - INFO - LRs are now: 1.62e-05
+2025-01-03 01:32:43,514 - INFO - LRs are now: 1.62e-05
+2025-01-03 01:32:43,711 - INFO - LRs are now: 1.62e-05
+2025-01-03 01:32:43,916 - INFO - LRs are now: 1.62e-05
+2025-01-03 01:32:44,670 - INFO - LRs are now: 1.62e-05
+2025-01-03 01:32:45,061 - INFO - LRs are now: 1.61e-05
+2025-01-03 01:32:45,314 - INFO - LRs are now: 1.61e-05
+2025-01-03 01:32:45,506 - INFO - LRs are now: 1.61e-05
+2025-01-03 01:32:45,854 - INFO - LRs are now: 1.61e-05
+2025-01-03 01:32:46,206 - INFO - LRs are now: 1.61e-05
+2025-01-03 01:32:46,441 - INFO - LRs are now: 1.61e-05
+2025-01-03 01:32:47,232 - INFO - LRs are now: 1.61e-05
+2025-01-03 01:32:47,686 - INFO - LRs are now: 1.61e-05
+2025-01-03 01:32:48,050 - INFO - LRs are now: 1.61e-05
+2025-01-03 01:32:48,262 - INFO - LRs are now: 1.61e-05
+2025-01-03 01:32:49,041 - INFO - LRs are now: 1.61e-05
+2025-01-03 01:32:49,586 - INFO - LRs are now: 1.61e-05
+2025-01-03 01:32:50,409 - INFO - LRs are now: 1.61e-05
+2025-01-03 01:32:51,340 - INFO - LRs are now: 1.61e-05
+2025-01-03 01:32:51,991 - INFO - LRs are now: 1.61e-05
+2025-01-03 01:32:52,251 - INFO - LRs are now: 1.61e-05
+2025-01-03 01:32:52,494 - INFO - LRs are now: 1.61e-05
+2025-01-03 01:32:52,929 - INFO - LRs are now: 1.61e-05
+2025-01-03 01:32:53,380 - INFO - LRs are now: 1.61e-05
+2025-01-03 01:32:53,688 - INFO - LRs are now: 1.61e-05
+2025-01-03 01:32:53,892 - INFO - LRs are now: 1.61e-05
+2025-01-03 01:32:54,788 - INFO - LRs are now: 1.61e-05
+2025-01-03 01:32:55,307 - INFO - LRs are now: 1.61e-05
+2025-01-03 01:32:55,675 - INFO - LRs are now: 1.61e-05
+2025-01-03 01:32:55,979 - INFO - LRs are now: 1.61e-05
+2025-01-03 01:32:56,282 - INFO - LRs are now: 1.61e-05
+2025-01-03 01:32:56,628 - INFO - LRs are now: 1.61e-05
+2025-01-03 01:32:57,646 - INFO - LRs are now: 1.61e-05
+2025-01-03 01:32:58,831 - INFO - LRs are now: 1.61e-05
+2025-01-03 01:33:00,223 - INFO - LRs are now: 1.61e-05
+2025-01-03 01:33:00,682 - INFO - LRs are now: 1.61e-05
+2025-01-03 01:33:01,851 - INFO - LRs are now: 1.60e-05
+2025-01-03 01:33:02,343 - INFO - LRs are now: 1.60e-05
+2025-01-03 01:33:02,605 - INFO - LRs are now: 1.60e-05
+2025-01-03 01:33:02,847 - INFO - LRs are now: 1.60e-05
+2025-01-03 01:33:03,260 - INFO - LRs are now: 1.60e-05
+2025-01-03 01:33:03,554 - INFO - LRs are now: 1.60e-05
+2025-01-03 01:33:03,882 - INFO - LRs are now: 1.60e-05
+2025-01-03 01:33:04,142 - INFO - LRs are now: 1.60e-05
+2025-01-03 01:33:04,339 - INFO - LRs are now: 1.60e-05
+2025-01-03 01:33:04,581 - INFO - LRs are now: 1.60e-05
+2025-01-03 01:33:05,364 - INFO - LRs are now: 1.60e-05
+2025-01-03 01:33:05,823 - INFO - LRs are now: 1.60e-05
+2025-01-03 01:33:06,335 - INFO - LRs are now: 1.60e-05
+2025-01-03 01:33:06,605 - INFO - LRs are now: 1.60e-05
+2025-01-03 01:33:06,655 - INFO - Training epoch 10 finished. (Took 2.1 mins.)
+2025-01-03 01:33:06,655 - INFO - loss_train: 274.2
+2025-01-03 01:33:06,658 - INFO - heads-fscore_train: 76.99%
+2025-01-03 01:33:06,660 - INFO - labels-fscore_train: 85.85%
+2025-01-03 01:33:06,661 - INFO - aggregate_train: 66.09%
+2025-01-03 01:33:11,470 - INFO - Validation epoch 10 finished. (Took 0.1 mins.)
+2025-01-03 01:33:11,471 - INFO - loss_valid: 15.8
+2025-01-03 01:33:11,474 - INFO - heads-fscore_valid: 79.21%
+2025-01-03 01:33:11,475 - INFO - labels-fscore_valid: 85.64%
+2025-01-03 01:33:11,477 - INFO - aggregate_valid: 67.84%
+2025-01-03 01:33:17,062 - INFO - Saving current best: model_best.pth ...
+2025-01-03 01:33:18,473 - INFO - LRs are now: 1.60e-05
+2025-01-03 01:33:19,770 - INFO - LRs are now: 1.60e-05
+2025-01-03 01:33:20,494 - INFO - LRs are now: 1.60e-05
+2025-01-03 01:33:21,179 - INFO - LRs are now: 1.60e-05
+2025-01-03 01:33:21,529 - INFO - LRs are now: 1.60e-05
+2025-01-03 01:33:21,779 - INFO - LRs are now: 1.60e-05
+2025-01-03 01:33:21,975 - INFO - LRs are now: 1.60e-05
+2025-01-03 01:33:22,241 - INFO - LRs are now: 1.60e-05
+2025-01-03 01:33:22,518 - INFO - LRs are now: 1.60e-05
+2025-01-03 01:33:22,728 - INFO - LRs are now: 1.60e-05
+2025-01-03 01:33:23,007 - INFO - LRs are now: 1.60e-05
+2025-01-03 01:33:23,305 - INFO - LRs are now: 1.60e-05
+2025-01-03 01:33:23,609 - INFO - LRs are now: 1.60e-05
+2025-01-03 01:33:23,889 - INFO - LRs are now: 1.60e-05
+2025-01-03 01:33:24,425 - INFO - LRs are now: 1.60e-05
+2025-01-03 01:33:24,938 - INFO - LRs are now: 1.60e-05
+2025-01-03 01:33:25,194 - INFO - LRs are now: 1.60e-05
+2025-01-03 01:33:25,408 - INFO - LRs are now: 1.59e-05
+2025-01-03 01:33:25,865 - INFO - LRs are now: 1.59e-05
+2025-01-03 01:33:26,150 - INFO - LRs are now: 1.59e-05
+2025-01-03 01:33:26,601 - INFO - LRs are now: 1.59e-05
+2025-01-03 01:33:27,271 - INFO - LRs are now: 1.59e-05
+2025-01-03 01:33:27,683 - INFO - LRs are now: 1.59e-05
+2025-01-03 01:33:27,901 - INFO - LRs are now: 1.59e-05
+2025-01-03 01:33:28,086 - INFO - LRs are now: 1.59e-05
+2025-01-03 01:33:28,374 - INFO - LRs are now: 1.59e-05
+2025-01-03 01:33:28,678 - INFO - LRs are now: 1.59e-05
+2025-01-03 01:33:29,139 - INFO - LRs are now: 1.59e-05
+2025-01-03 01:33:29,873 - INFO - LRs are now: 1.59e-05
+2025-01-03 01:33:30,222 - INFO - LRs are now: 1.59e-05
+2025-01-03 01:33:30,585 - INFO - LRs are now: 1.59e-05
+2025-01-03 01:33:30,852 - INFO - LRs are now: 1.59e-05
+2025-01-03 01:33:32,003 - INFO - LRs are now: 1.59e-05
+2025-01-03 01:33:32,462 - INFO - LRs are now: 1.59e-05
+2025-01-03 01:33:33,196 - INFO - LRs are now: 1.59e-05
+2025-01-03 01:33:33,577 - INFO - LRs are now: 1.59e-05
+2025-01-03 01:33:33,941 - INFO - LRs are now: 1.59e-05
+2025-01-03 01:33:34,210 - INFO - LRs are now: 1.59e-05
+2025-01-03 01:33:35,377 - INFO - LRs are now: 1.59e-05
+2025-01-03 01:33:36,057 - INFO - LRs are now: 1.59e-05
+2025-01-03 01:33:37,487 - INFO - LRs are now: 1.59e-05
+2025-01-03 01:33:38,096 - INFO - LRs are now: 1.59e-05
+2025-01-03 01:33:39,261 - INFO - LRs are now: 1.59e-05
+2025-01-03 01:33:40,089 - INFO - LRs are now: 1.59e-05
+2025-01-03 01:33:40,495 - INFO - LRs are now: 1.59e-05
+2025-01-03 01:33:40,727 - INFO - LRs are now: 1.59e-05
+2025-01-03 01:33:41,463 - INFO - LRs are now: 1.59e-05
+2025-01-03 01:33:42,130 - INFO - LRs are now: 1.59e-05
+2025-01-03 01:33:42,437 - INFO - LRs are now: 1.59e-05
+2025-01-03 01:33:42,798 - INFO - LRs are now: 1.58e-05
+2025-01-03 01:33:43,994 - INFO - LRs are now: 1.58e-05
+2025-01-03 01:33:44,435 - INFO - LRs are now: 1.58e-05
+2025-01-03 01:33:44,714 - INFO - LRs are now: 1.58e-05
+2025-01-03 01:33:45,385 - INFO - LRs are now: 1.58e-05
+2025-01-03 01:33:46,727 - INFO - LRs are now: 1.58e-05
+2025-01-03 01:33:47,569 - INFO - LRs are now: 1.58e-05
+2025-01-03 01:33:48,047 - INFO - LRs are now: 1.58e-05
+2025-01-03 01:33:48,620 - INFO - LRs are now: 1.58e-05
+2025-01-03 01:33:49,696 - INFO - LRs are now: 1.58e-05
+2025-01-03 01:33:50,098 - INFO - LRs are now: 1.58e-05
+2025-01-03 01:33:50,281 - INFO - LRs are now: 1.58e-05
+2025-01-03 01:33:51,431 - INFO - LRs are now: 1.58e-05
+2025-01-03 01:33:51,915 - INFO - LRs are now: 1.58e-05
+2025-01-03 01:33:52,247 - INFO - LRs are now: 1.58e-05
+2025-01-03 01:33:52,515 - INFO - LRs are now: 1.58e-05
+2025-01-03 01:33:52,728 - INFO - LRs are now: 1.58e-05
+2025-01-03 01:33:52,898 - INFO - LRs are now: 1.58e-05
+2025-01-03 01:33:53,174 - INFO - LRs are now: 1.58e-05
+2025-01-03 01:33:53,399 - INFO - LRs are now: 1.58e-05
+2025-01-03 01:33:53,594 - INFO - LRs are now: 1.58e-05
+2025-01-03 01:33:54,209 - INFO - LRs are now: 1.58e-05
+2025-01-03 01:33:54,491 - INFO - LRs are now: 1.58e-05
+2025-01-03 01:33:54,684 - INFO - LRs are now: 1.58e-05
+2025-01-03 01:33:55,725 - INFO - LRs are now: 1.58e-05
+2025-01-03 01:33:56,150 - INFO - LRs are now: 1.58e-05
+2025-01-03 01:33:57,215 - INFO - LRs are now: 1.58e-05
+2025-01-03 01:33:57,722 - INFO - LRs are now: 1.58e-05
+2025-01-03 01:33:58,072 - INFO - LRs are now: 1.58e-05
+2025-01-03 01:33:58,384 - INFO - LRs are now: 1.58e-05
+2025-01-03 01:33:58,713 - INFO - LRs are now: 1.58e-05
+2025-01-03 01:33:59,006 - INFO - LRs are now: 1.58e-05
+2025-01-03 01:33:59,573 - INFO - LRs are now: 1.57e-05
+2025-01-03 01:33:59,862 - INFO - LRs are now: 1.57e-05
+2025-01-03 01:34:00,130 - INFO - LRs are now: 1.57e-05
+2025-01-03 01:34:00,376 - INFO - LRs are now: 1.57e-05
+2025-01-03 01:34:00,614 - INFO - LRs are now: 1.57e-05
+2025-01-03 01:34:00,815 - INFO - LRs are now: 1.57e-05
+2025-01-03 01:34:01,351 - INFO - LRs are now: 1.57e-05
+2025-01-03 01:34:01,898 - INFO - LRs are now: 1.57e-05
+2025-01-03 01:34:02,323 - INFO - LRs are now: 1.57e-05
+2025-01-03 01:34:02,861 - INFO - LRs are now: 1.57e-05
+2025-01-03 01:34:03,949 - INFO - LRs are now: 1.57e-05
+2025-01-03 01:34:04,461 - INFO - LRs are now: 1.57e-05
+2025-01-03 01:34:04,707 - INFO - LRs are now: 1.57e-05
+2025-01-03 01:34:04,992 - INFO - LRs are now: 1.57e-05
+2025-01-03 01:34:05,240 - INFO - LRs are now: 1.57e-05
+2025-01-03 01:34:06,190 - INFO - LRs are now: 1.57e-05
+2025-01-03 01:34:06,782 - INFO - LRs are now: 1.57e-05
+2025-01-03 01:34:07,649 - INFO - LRs are now: 1.57e-05
+2025-01-03 01:34:08,871 - INFO - LRs are now: 1.57e-05
+2025-01-03 01:34:09,442 - INFO - LRs are now: 1.57e-05
+2025-01-03 01:34:09,916 - INFO - LRs are now: 1.57e-05
+2025-01-03 01:34:10,204 - INFO - LRs are now: 1.57e-05
+2025-01-03 01:34:11,268 - INFO - LRs are now: 1.57e-05
+2025-01-03 01:34:12,098 - INFO - LRs are now: 1.57e-05
+2025-01-03 01:34:12,439 - INFO - LRs are now: 1.57e-05
+2025-01-03 01:34:12,799 - INFO - LRs are now: 1.57e-05
+2025-01-03 01:34:13,204 - INFO - LRs are now: 1.57e-05
+2025-01-03 01:34:13,562 - INFO - LRs are now: 1.57e-05
+2025-01-03 01:34:14,654 - INFO - LRs are now: 1.57e-05
+2025-01-03 01:34:15,182 - INFO - LRs are now: 1.57e-05
+2025-01-03 01:34:15,869 - INFO - LRs are now: 1.57e-05
+2025-01-03 01:34:16,198 - INFO - LRs are now: 1.57e-05
+2025-01-03 01:34:16,465 - INFO - LRs are now: 1.57e-05
+2025-01-03 01:34:16,780 - INFO - LRs are now: 1.57e-05
+2025-01-03 01:34:17,801 - INFO - LRs are now: 1.56e-05
+2025-01-03 01:34:18,585 - INFO - LRs are now: 1.56e-05
+2025-01-03 01:34:18,955 - INFO - LRs are now: 1.56e-05
+2025-01-03 01:34:19,230 - INFO - LRs are now: 1.56e-05
+2025-01-03 01:34:19,535 - INFO - LRs are now: 1.56e-05
+2025-01-03 01:34:19,791 - INFO - LRs are now: 1.56e-05
+2025-01-03 01:34:19,992 - INFO - LRs are now: 1.56e-05
+2025-01-03 01:34:20,259 - INFO - LRs are now: 1.56e-05
+2025-01-03 01:34:20,822 - INFO - LRs are now: 1.56e-05
+2025-01-03 01:34:21,410 - INFO - LRs are now: 1.56e-05
+2025-01-03 01:34:21,837 - INFO - LRs are now: 1.56e-05
+2025-01-03 01:34:22,114 - INFO - LRs are now: 1.56e-05
+2025-01-03 01:34:22,466 - INFO - LRs are now: 1.56e-05
+2025-01-03 01:34:22,696 - INFO - LRs are now: 1.56e-05
+2025-01-03 01:34:22,972 - INFO - LRs are now: 1.56e-05
+2025-01-03 01:34:23,543 - INFO - LRs are now: 1.56e-05
+2025-01-03 01:34:23,998 - INFO - LRs are now: 1.56e-05
+2025-01-03 01:34:24,329 - INFO - LRs are now: 1.56e-05
+2025-01-03 01:34:24,546 - INFO - LRs are now: 1.56e-05
+2025-01-03 01:34:24,748 - INFO - LRs are now: 1.56e-05
+2025-01-03 01:34:24,941 - INFO - LRs are now: 1.56e-05
+2025-01-03 01:34:25,109 - INFO - LRs are now: 1.56e-05
+2025-01-03 01:34:25,274 - INFO - LRs are now: 1.56e-05
+2025-01-03 01:34:26,296 - INFO - LRs are now: 1.56e-05
+2025-01-03 01:34:27,097 - INFO - LRs are now: 1.56e-05
+2025-01-03 01:34:27,355 - INFO - LRs are now: 1.56e-05
+2025-01-03 01:34:27,721 - INFO - LRs are now: 1.56e-05
+2025-01-03 01:34:27,998 - INFO - LRs are now: 1.56e-05
+2025-01-03 01:34:28,256 - INFO - LRs are now: 1.56e-05
+2025-01-03 01:34:28,463 - INFO - LRs are now: 1.56e-05
+2025-01-03 01:34:28,785 - INFO - LRs are now: 1.56e-05
+2025-01-03 01:34:29,010 - INFO - LRs are now: 1.56e-05
+2025-01-03 01:34:29,209 - INFO - LRs are now: 1.56e-05
+2025-01-03 01:34:29,823 - INFO - LRs are now: 1.55e-05
+2025-01-03 01:34:30,177 - INFO - LRs are now: 1.55e-05
+2025-01-03 01:34:30,557 - INFO - LRs are now: 1.55e-05
+2025-01-03 01:34:30,847 - INFO - LRs are now: 1.55e-05
+2025-01-03 01:34:31,190 - INFO - LRs are now: 1.55e-05
+2025-01-03 01:34:31,855 - INFO - LRs are now: 1.55e-05
+2025-01-03 01:34:32,133 - INFO - LRs are now: 1.55e-05
+2025-01-03 01:34:32,810 - INFO - LRs are now: 1.55e-05
+2025-01-03 01:34:33,481 - INFO - LRs are now: 1.55e-05
+2025-01-03 01:34:34,619 - INFO - LRs are now: 1.55e-05
+2025-01-03 01:34:35,261 - INFO - LRs are now: 1.55e-05
+2025-01-03 01:34:35,515 - INFO - LRs are now: 1.55e-05
+2025-01-03 01:34:35,967 - INFO - LRs are now: 1.55e-05
+2025-01-03 01:34:36,248 - INFO - LRs are now: 1.55e-05
+2025-01-03 01:34:36,442 - INFO - LRs are now: 1.55e-05
+2025-01-03 01:34:36,633 - INFO - LRs are now: 1.55e-05
+2025-01-03 01:34:36,929 - INFO - LRs are now: 1.55e-05
+2025-01-03 01:34:37,182 - INFO - LRs are now: 1.55e-05
+2025-01-03 01:34:37,465 - INFO - LRs are now: 1.55e-05
+2025-01-03 01:34:37,861 - INFO - LRs are now: 1.55e-05
+2025-01-03 01:34:38,848 - INFO - LRs are now: 1.55e-05
+2025-01-03 01:34:39,228 - INFO - LRs are now: 1.55e-05
+2025-01-03 01:34:39,547 - INFO - LRs are now: 1.55e-05
+2025-01-03 01:34:40,474 - INFO - LRs are now: 1.55e-05
+2025-01-03 01:34:40,830 - INFO - LRs are now: 1.55e-05
+2025-01-03 01:34:41,024 - INFO - LRs are now: 1.55e-05
+2025-01-03 01:34:41,229 - INFO - LRs are now: 1.55e-05
+2025-01-03 01:34:41,624 - INFO - LRs are now: 1.55e-05
+2025-01-03 01:34:42,216 - INFO - LRs are now: 1.55e-05
+2025-01-03 01:34:42,521 - INFO - LRs are now: 1.55e-05
+2025-01-03 01:34:43,500 - INFO - LRs are now: 1.55e-05
+2025-01-03 01:34:44,779 - INFO - LRs are now: 1.55e-05
+2025-01-03 01:34:45,166 - INFO - LRs are now: 1.55e-05
+2025-01-03 01:34:45,338 - INFO - LRs are now: 1.55e-05
+2025-01-03 01:34:45,523 - INFO - LRs are now: 1.55e-05
+2025-01-03 01:34:45,722 - INFO - LRs are now: 1.54e-05
+2025-01-03 01:34:45,981 - INFO - LRs are now: 1.54e-05
+2025-01-03 01:34:46,374 - INFO - LRs are now: 1.54e-05
+2025-01-03 01:34:46,652 - INFO - LRs are now: 1.54e-05
+2025-01-03 01:34:47,275 - INFO - LRs are now: 1.54e-05
+2025-01-03 01:34:48,645 - INFO - LRs are now: 1.54e-05
+2025-01-03 01:34:49,312 - INFO - LRs are now: 1.54e-05
+2025-01-03 01:34:49,977 - INFO - LRs are now: 1.54e-05
+2025-01-03 01:34:50,705 - INFO - LRs are now: 1.54e-05
+2025-01-03 01:34:51,201 - INFO - LRs are now: 1.54e-05
+2025-01-03 01:34:51,651 - INFO - LRs are now: 1.54e-05
+2025-01-03 01:34:53,029 - INFO - LRs are now: 1.54e-05
+2025-01-03 01:34:53,442 - INFO - LRs are now: 1.54e-05
+2025-01-03 01:34:53,839 - INFO - LRs are now: 1.54e-05
+2025-01-03 01:34:54,098 - INFO - LRs are now: 1.54e-05
+2025-01-03 01:34:54,363 - INFO - LRs are now: 1.54e-05
+2025-01-03 01:34:54,766 - INFO - LRs are now: 1.54e-05
+2025-01-03 01:34:54,980 - INFO - LRs are now: 1.54e-05
+2025-01-03 01:34:55,275 - INFO - LRs are now: 1.54e-05
+2025-01-03 01:34:55,592 - INFO - LRs are now: 1.54e-05
+2025-01-03 01:34:55,921 - INFO - LRs are now: 1.54e-05
+2025-01-03 01:34:56,411 - INFO - LRs are now: 1.54e-05
+2025-01-03 01:34:56,663 - INFO - LRs are now: 1.54e-05
+2025-01-03 01:34:56,962 - INFO - LRs are now: 1.54e-05
+2025-01-03 01:34:57,489 - INFO - LRs are now: 1.54e-05
+2025-01-03 01:34:57,980 - INFO - LRs are now: 1.54e-05
+2025-01-03 01:34:58,289 - INFO - LRs are now: 1.54e-05
+2025-01-03 01:34:58,654 - INFO - LRs are now: 1.54e-05
+2025-01-03 01:34:59,012 - INFO - LRs are now: 1.54e-05
+2025-01-03 01:34:59,602 - INFO - LRs are now: 1.54e-05
+2025-01-03 01:35:00,028 - INFO - LRs are now: 1.54e-05
+2025-01-03 01:35:00,325 - INFO - LRs are now: 1.54e-05
+2025-01-03 01:35:00,557 - INFO - LRs are now: 1.54e-05
+2025-01-03 01:35:00,727 - INFO - LRs are now: 1.54e-05
+2025-01-03 01:35:01,049 - INFO - LRs are now: 1.54e-05
+2025-01-03 01:35:01,306 - INFO - LRs are now: 1.53e-05
+2025-01-03 01:35:01,749 - INFO - LRs are now: 1.53e-05
+2025-01-03 01:35:02,042 - INFO - LRs are now: 1.53e-05
+2025-01-03 01:35:02,958 - INFO - LRs are now: 1.53e-05
+2025-01-03 01:35:04,412 - INFO - LRs are now: 1.53e-05
+2025-01-03 01:35:04,975 - INFO - LRs are now: 1.53e-05
+2025-01-03 01:35:05,690 - INFO - LRs are now: 1.53e-05
+2025-01-03 01:35:06,407 - INFO - LRs are now: 1.53e-05
+2025-01-03 01:35:07,825 - INFO - LRs are now: 1.53e-05
+2025-01-03 01:35:08,244 - INFO - LRs are now: 1.53e-05
+2025-01-03 01:35:08,436 - INFO - LRs are now: 1.53e-05
+2025-01-03 01:35:08,627 - INFO - LRs are now: 1.53e-05
+2025-01-03 01:35:08,808 - INFO - LRs are now: 1.53e-05
+2025-01-03 01:35:09,002 - INFO - LRs are now: 1.53e-05
+2025-01-03 01:35:09,318 - INFO - LRs are now: 1.53e-05
+2025-01-03 01:35:09,838 - INFO - LRs are now: 1.53e-05
+2025-01-03 01:35:10,191 - INFO - LRs are now: 1.53e-05
+2025-01-03 01:35:10,412 - INFO - LRs are now: 1.53e-05
+2025-01-03 01:35:10,612 - INFO - LRs are now: 1.53e-05
+2025-01-03 01:35:11,450 - INFO - LRs are now: 1.53e-05
+2025-01-03 01:35:11,775 - INFO - LRs are now: 1.53e-05
+2025-01-03 01:35:11,983 - INFO - LRs are now: 1.53e-05
+2025-01-03 01:35:12,377 - INFO - LRs are now: 1.53e-05
+2025-01-03 01:35:12,704 - INFO - LRs are now: 1.53e-05
+2025-01-03 01:35:12,961 - INFO - LRs are now: 1.53e-05
+2025-01-03 01:35:13,244 - INFO - LRs are now: 1.53e-05
+2025-01-03 01:35:13,972 - INFO - LRs are now: 1.53e-05
+2025-01-03 01:35:14,328 - INFO - LRs are now: 1.53e-05
+2025-01-03 01:35:14,731 - INFO - LRs are now: 1.53e-05
+2025-01-03 01:35:15,159 - INFO - LRs are now: 1.53e-05
+2025-01-03 01:35:15,409 - INFO - LRs are now: 1.53e-05
+2025-01-03 01:35:16,224 - INFO - LRs are now: 1.53e-05
+2025-01-03 01:35:16,299 - INFO - Training epoch 11 finished. (Took 2.0 mins.)
+2025-01-03 01:35:16,300 - INFO - loss_train: 261.4
+2025-01-03 01:35:16,303 - INFO - heads-fscore_train: 77.56%
+2025-01-03 01:35:16,305 - INFO - labels-fscore_train: 85.90%
+2025-01-03 01:35:16,307 - INFO - aggregate_train: 66.62%
+2025-01-03 01:35:22,338 - INFO - Validation epoch 11 finished. (Took 0.1 mins.)
+2025-01-03 01:35:22,342 - INFO - loss_valid: 15.64
+2025-01-03 01:35:22,344 - INFO - heads-fscore_valid: 79.63%
+2025-01-03 01:35:22,346 - INFO - labels-fscore_valid: 85.86%
+2025-01-03 01:35:22,347 - INFO - aggregate_valid: 68.37%
+2025-01-03 01:35:27,913 - INFO - Saving current best: model_best.pth ...
+2025-01-03 01:35:29,159 - INFO - LRs are now: 1.53e-05
+2025-01-03 01:35:29,560 - INFO - LRs are now: 1.53e-05
+2025-01-03 01:35:30,077 - INFO - LRs are now: 1.53e-05
+2025-01-03 01:35:30,367 - INFO - LRs are now: 1.52e-05
+2025-01-03 01:35:30,573 - INFO - LRs are now: 1.52e-05
+2025-01-03 01:35:31,025 - INFO - LRs are now: 1.52e-05
+2025-01-03 01:35:31,589 - INFO - LRs are now: 1.52e-05
+2025-01-03 01:35:31,924 - INFO - LRs are now: 1.52e-05
+2025-01-03 01:35:32,187 - INFO - LRs are now: 1.52e-05
+2025-01-03 01:35:32,436 - INFO - LRs are now: 1.52e-05
+2025-01-03 01:35:32,764 - INFO - LRs are now: 1.52e-05
+2025-01-03 01:35:33,199 - INFO - LRs are now: 1.52e-05
+2025-01-03 01:35:33,822 - INFO - LRs are now: 1.52e-05
+2025-01-03 01:35:34,126 - INFO - LRs are now: 1.52e-05
+2025-01-03 01:35:34,562 - INFO - LRs are now: 1.52e-05
+2025-01-03 01:35:34,838 - INFO - LRs are now: 1.52e-05
+2025-01-03 01:35:35,032 - INFO - LRs are now: 1.52e-05
+2025-01-03 01:35:35,331 - INFO - LRs are now: 1.52e-05
+2025-01-03 01:35:35,585 - INFO - LRs are now: 1.52e-05
+2025-01-03 01:35:35,792 - INFO - LRs are now: 1.52e-05
+2025-01-03 01:35:36,036 - INFO - LRs are now: 1.52e-05
+2025-01-03 01:35:36,225 - INFO - LRs are now: 1.52e-05
+2025-01-03 01:35:36,462 - INFO - LRs are now: 1.52e-05
+2025-01-03 01:35:36,667 - INFO - LRs are now: 1.52e-05
+2025-01-03 01:35:36,843 - INFO - LRs are now: 1.52e-05
+2025-01-03 01:35:37,257 - INFO - LRs are now: 1.52e-05
+2025-01-03 01:35:37,526 - INFO - LRs are now: 1.52e-05
+2025-01-03 01:35:37,812 - INFO - LRs are now: 1.52e-05
+2025-01-03 01:35:38,359 - INFO - LRs are now: 1.52e-05
+2025-01-03 01:35:38,638 - INFO - LRs are now: 1.52e-05
+2025-01-03 01:35:38,845 - INFO - LRs are now: 1.52e-05
+2025-01-03 01:35:39,104 - INFO - LRs are now: 1.52e-05
+2025-01-03 01:35:40,380 - INFO - LRs are now: 1.52e-05
+2025-01-03 01:35:41,974 - INFO - LRs are now: 1.52e-05
+2025-01-03 01:35:43,240 - INFO - LRs are now: 1.52e-05
+2025-01-03 01:35:44,226 - INFO - LRs are now: 1.52e-05
+2025-01-03 01:35:44,979 - INFO - LRs are now: 1.52e-05
+2025-01-03 01:35:46,052 - INFO - LRs are now: 1.52e-05
+2025-01-03 01:35:46,588 - INFO - LRs are now: 1.52e-05
+2025-01-03 01:35:46,935 - INFO - LRs are now: 1.52e-05
+2025-01-03 01:35:47,468 - INFO - LRs are now: 1.51e-05
+2025-01-03 01:35:47,883 - INFO - LRs are now: 1.51e-05
+2025-01-03 01:35:48,207 - INFO - LRs are now: 1.51e-05
+2025-01-03 01:35:48,633 - INFO - LRs are now: 1.51e-05
+2025-01-03 01:35:48,866 - INFO - LRs are now: 1.51e-05
+2025-01-03 01:35:49,041 - INFO - LRs are now: 1.51e-05
+2025-01-03 01:35:50,101 - INFO - LRs are now: 1.51e-05
+2025-01-03 01:35:50,579 - INFO - LRs are now: 1.51e-05
+2025-01-03 01:35:50,807 - INFO - LRs are now: 1.51e-05
+2025-01-03 01:35:51,089 - INFO - LRs are now: 1.51e-05
+2025-01-03 01:35:51,375 - INFO - LRs are now: 1.51e-05
+2025-01-03 01:35:51,585 - INFO - LRs are now: 1.51e-05
+2025-01-03 01:35:51,841 - INFO - LRs are now: 1.51e-05
+2025-01-03 01:35:52,051 - INFO - LRs are now: 1.51e-05
+2025-01-03 01:35:52,482 - INFO - LRs are now: 1.51e-05
+2025-01-03 01:35:52,867 - INFO - LRs are now: 1.51e-05
+2025-01-03 01:35:53,601 - INFO - LRs are now: 1.51e-05
+2025-01-03 01:35:55,098 - INFO - LRs are now: 1.51e-05
+2025-01-03 01:35:55,594 - INFO - LRs are now: 1.51e-05
+2025-01-03 01:35:56,156 - INFO - LRs are now: 1.51e-05
+2025-01-03 01:35:56,692 - INFO - LRs are now: 1.51e-05
+2025-01-03 01:35:57,156 - INFO - LRs are now: 1.51e-05
+2025-01-03 01:35:57,828 - INFO - LRs are now: 1.51e-05
+2025-01-03 01:35:58,125 - INFO - LRs are now: 1.51e-05
+2025-01-03 01:35:58,354 - INFO - LRs are now: 1.51e-05
+2025-01-03 01:35:58,601 - INFO - LRs are now: 1.51e-05
+2025-01-03 01:35:58,868 - INFO - LRs are now: 1.51e-05
+2025-01-03 01:35:59,158 - INFO - LRs are now: 1.51e-05
+2025-01-03 01:35:59,440 - INFO - LRs are now: 1.51e-05
+2025-01-03 01:36:00,103 - INFO - LRs are now: 1.51e-05
+2025-01-03 01:36:00,764 - INFO - LRs are now: 1.51e-05
+2025-01-03 01:36:01,160 - INFO - LRs are now: 1.51e-05
+2025-01-03 01:36:02,200 - INFO - LRs are now: 1.51e-05
+2025-01-03 01:36:03,438 - INFO - LRs are now: 1.51e-05
+2025-01-03 01:36:04,039 - INFO - LRs are now: 1.51e-05
+2025-01-03 01:36:04,330 - INFO - LRs are now: 1.51e-05
+2025-01-03 01:36:05,272 - INFO - LRs are now: 1.51e-05
+2025-01-03 01:36:05,751 - INFO - LRs are now: 1.50e-05
+2025-01-03 01:36:06,144 - INFO - LRs are now: 1.50e-05
+2025-01-03 01:36:06,824 - INFO - LRs are now: 1.50e-05
+2025-01-03 01:36:07,227 - INFO - LRs are now: 1.50e-05
+2025-01-03 01:36:08,217 - INFO - LRs are now: 1.50e-05
+2025-01-03 01:36:08,855 - INFO - LRs are now: 1.50e-05
+2025-01-03 01:36:09,224 - INFO - LRs are now: 1.50e-05
+2025-01-03 01:36:09,446 - INFO - LRs are now: 1.50e-05
+2025-01-03 01:36:09,687 - INFO - LRs are now: 1.50e-05
+2025-01-03 01:36:09,903 - INFO - LRs are now: 1.50e-05
+2025-01-03 01:36:10,329 - INFO - LRs are now: 1.50e-05
+2025-01-03 01:36:10,662 - INFO - LRs are now: 1.50e-05
+2025-01-03 01:36:10,991 - INFO - LRs are now: 1.50e-05
+2025-01-03 01:36:11,268 - INFO - LRs are now: 1.50e-05
+2025-01-03 01:36:11,568 - INFO - LRs are now: 1.50e-05
+2025-01-03 01:36:11,998 - INFO - LRs are now: 1.50e-05
+2025-01-03 01:36:13,176 - INFO - LRs are now: 1.50e-05
+2025-01-03 01:36:13,541 - INFO - LRs are now: 1.50e-05
+2025-01-03 01:36:13,854 - INFO - LRs are now: 1.50e-05
+2025-01-03 01:36:14,061 - INFO - LRs are now: 1.50e-05
+2025-01-03 01:36:14,267 - INFO - LRs are now: 1.50e-05
+2025-01-03 01:36:14,562 - INFO - LRs are now: 1.50e-05
+2025-01-03 01:36:15,051 - INFO - LRs are now: 1.50e-05
+2025-01-03 01:36:15,364 - INFO - LRs are now: 1.50e-05
+2025-01-03 01:36:15,710 - INFO - LRs are now: 1.50e-05
+2025-01-03 01:36:15,934 - INFO - LRs are now: 1.50e-05
+2025-01-03 01:36:16,111 - INFO - LRs are now: 1.50e-05
+2025-01-03 01:36:17,143 - INFO - LRs are now: 1.50e-05
+2025-01-03 01:36:17,512 - INFO - LRs are now: 1.50e-05
+2025-01-03 01:36:17,873 - INFO - LRs are now: 1.50e-05
+2025-01-03 01:36:18,555 - INFO - LRs are now: 1.50e-05
+2025-01-03 01:36:19,219 - INFO - LRs are now: 1.50e-05
+2025-01-03 01:36:19,486 - INFO - LRs are now: 1.50e-05
+2025-01-03 01:36:19,655 - INFO - LRs are now: 1.50e-05
+2025-01-03 01:36:19,905 - INFO - LRs are now: 1.50e-05
+2025-01-03 01:36:20,130 - INFO - LRs are now: 1.50e-05
+2025-01-03 01:36:20,371 - INFO - LRs are now: 1.50e-05
+2025-01-03 01:36:20,766 - INFO - LRs are now: 1.50e-05
+2025-01-03 01:36:21,052 - INFO - LRs are now: 1.49e-05
+2025-01-03 01:36:21,278 - INFO - LRs are now: 1.49e-05
+2025-01-03 01:36:21,685 - INFO - LRs are now: 1.49e-05
+2025-01-03 01:36:22,302 - INFO - LRs are now: 1.49e-05
+2025-01-03 01:36:22,572 - INFO - LRs are now: 1.49e-05
+2025-01-03 01:36:22,791 - INFO - LRs are now: 1.49e-05
+2025-01-03 01:36:23,836 - INFO - LRs are now: 1.49e-05
+2025-01-03 01:36:24,256 - INFO - LRs are now: 1.49e-05
+2025-01-03 01:36:24,690 - INFO - LRs are now: 1.49e-05
+2025-01-03 01:36:25,137 - INFO - LRs are now: 1.49e-05
+2025-01-03 01:36:25,586 - INFO - LRs are now: 1.49e-05
+2025-01-03 01:36:25,959 - INFO - LRs are now: 1.49e-05
+2025-01-03 01:36:26,344 - INFO - LRs are now: 1.49e-05
+2025-01-03 01:36:26,971 - INFO - LRs are now: 1.49e-05
+2025-01-03 01:36:27,315 - INFO - LRs are now: 1.49e-05
+2025-01-03 01:36:27,620 - INFO - LRs are now: 1.49e-05
+2025-01-03 01:36:27,982 - INFO - LRs are now: 1.49e-05
+2025-01-03 01:36:28,288 - INFO - LRs are now: 1.49e-05
+2025-01-03 01:36:28,814 - INFO - LRs are now: 1.49e-05
+2025-01-03 01:36:29,121 - INFO - LRs are now: 1.49e-05
+2025-01-03 01:36:29,585 - INFO - LRs are now: 1.49e-05
+2025-01-03 01:36:29,879 - INFO - LRs are now: 1.49e-05
+2025-01-03 01:36:30,083 - INFO - LRs are now: 1.49e-05
+2025-01-03 01:36:30,284 - INFO - LRs are now: 1.49e-05
+2025-01-03 01:36:30,684 - INFO - LRs are now: 1.49e-05
+2025-01-03 01:36:30,952 - INFO - LRs are now: 1.49e-05
+2025-01-03 01:36:32,149 - INFO - LRs are now: 1.49e-05
+2025-01-03 01:36:33,504 - INFO - LRs are now: 1.49e-05
+2025-01-03 01:36:34,119 - INFO - LRs are now: 1.49e-05
+2025-01-03 01:36:34,678 - INFO - LRs are now: 1.49e-05
+2025-01-03 01:36:35,132 - INFO - LRs are now: 1.49e-05
+2025-01-03 01:36:35,374 - INFO - LRs are now: 1.49e-05
+2025-01-03 01:36:36,209 - INFO - LRs are now: 1.49e-05
+2025-01-03 01:36:36,580 - INFO - LRs are now: 1.49e-05
+2025-01-03 01:36:36,763 - INFO - LRs are now: 1.49e-05
+2025-01-03 01:36:37,054 - INFO - LRs are now: 1.49e-05
+2025-01-03 01:36:37,396 - INFO - LRs are now: 1.49e-05
+2025-01-03 01:36:37,695 - INFO - LRs are now: 1.49e-05
+2025-01-03 01:36:37,887 - INFO - LRs are now: 1.49e-05
+2025-01-03 01:36:38,054 - INFO - LRs are now: 1.48e-05
+2025-01-03 01:36:38,250 - INFO - LRs are now: 1.48e-05
+2025-01-03 01:36:38,530 - INFO - LRs are now: 1.48e-05
+2025-01-03 01:36:38,807 - INFO - LRs are now: 1.48e-05
+2025-01-03 01:36:39,021 - INFO - LRs are now: 1.48e-05
+2025-01-03 01:36:39,306 - INFO - LRs are now: 1.48e-05
+2025-01-03 01:36:39,617 - INFO - LRs are now: 1.48e-05
+2025-01-03 01:36:40,659 - INFO - LRs are now: 1.48e-05
+2025-01-03 01:36:41,303 - INFO - LRs are now: 1.48e-05
+2025-01-03 01:36:41,754 - INFO - LRs are now: 1.48e-05
+2025-01-03 01:36:42,006 - INFO - LRs are now: 1.48e-05
+2025-01-03 01:36:42,415 - INFO - LRs are now: 1.48e-05
+2025-01-03 01:36:42,802 - INFO - LRs are now: 1.48e-05
+2025-01-03 01:36:43,022 - INFO - LRs are now: 1.48e-05
+2025-01-03 01:36:43,392 - INFO - LRs are now: 1.48e-05
+2025-01-03 01:36:43,789 - INFO - LRs are now: 1.48e-05
+2025-01-03 01:36:44,038 - INFO - LRs are now: 1.48e-05
+2025-01-03 01:36:44,434 - INFO - LRs are now: 1.48e-05
+2025-01-03 01:36:44,815 - INFO - LRs are now: 1.48e-05
+2025-01-03 01:36:45,930 - INFO - LRs are now: 1.48e-05
+2025-01-03 01:36:46,377 - INFO - LRs are now: 1.48e-05
+2025-01-03 01:36:46,723 - INFO - LRs are now: 1.48e-05
+2025-01-03 01:36:47,710 - INFO - LRs are now: 1.48e-05
+2025-01-03 01:36:48,165 - INFO - LRs are now: 1.48e-05
+2025-01-03 01:36:48,376 - INFO - LRs are now: 1.48e-05
+2025-01-03 01:36:48,547 - INFO - LRs are now: 1.48e-05
+2025-01-03 01:36:49,721 - INFO - LRs are now: 1.48e-05
+2025-01-03 01:36:50,222 - INFO - LRs are now: 1.48e-05
+2025-01-03 01:36:50,542 - INFO - LRs are now: 1.48e-05
+2025-01-03 01:36:50,808 - INFO - LRs are now: 1.48e-05
+2025-01-03 01:36:51,840 - INFO - LRs are now: 1.48e-05
+2025-01-03 01:36:52,292 - INFO - LRs are now: 1.48e-05
+2025-01-03 01:36:52,612 - INFO - LRs are now: 1.48e-05
+2025-01-03 01:36:52,867 - INFO - LRs are now: 1.48e-05
+2025-01-03 01:36:53,074 - INFO - LRs are now: 1.48e-05
+2025-01-03 01:36:54,144 - INFO - LRs are now: 1.48e-05
+2025-01-03 01:36:55,539 - INFO - LRs are now: 1.48e-05
+2025-01-03 01:36:55,964 - INFO - LRs are now: 1.48e-05
+2025-01-03 01:36:56,168 - INFO - LRs are now: 1.48e-05
+2025-01-03 01:36:56,494 - INFO - LRs are now: 1.47e-05
+2025-01-03 01:36:56,794 - INFO - LRs are now: 1.47e-05
+2025-01-03 01:36:57,455 - INFO - LRs are now: 1.47e-05
+2025-01-03 01:36:58,307 - INFO - LRs are now: 1.47e-05
+2025-01-03 01:36:59,042 - INFO - LRs are now: 1.47e-05
+2025-01-03 01:37:00,516 - INFO - LRs are now: 1.47e-05
+2025-01-03 01:37:01,040 - INFO - LRs are now: 1.47e-05
+2025-01-03 01:37:02,362 - INFO - LRs are now: 1.47e-05
+2025-01-03 01:37:03,179 - INFO - LRs are now: 1.47e-05
+2025-01-03 01:37:03,683 - INFO - LRs are now: 1.47e-05
+2025-01-03 01:37:03,967 - INFO - LRs are now: 1.47e-05
+2025-01-03 01:37:04,213 - INFO - LRs are now: 1.47e-05
+2025-01-03 01:37:04,813 - INFO - LRs are now: 1.47e-05
+2025-01-03 01:37:05,385 - INFO - LRs are now: 1.47e-05
+2025-01-03 01:37:05,705 - INFO - LRs are now: 1.47e-05
+2025-01-03 01:37:06,250 - INFO - LRs are now: 1.47e-05
+2025-01-03 01:37:06,566 - INFO - LRs are now: 1.47e-05
+2025-01-03 01:37:07,668 - INFO - LRs are now: 1.47e-05
+2025-01-03 01:37:08,063 - INFO - LRs are now: 1.47e-05
+2025-01-03 01:37:08,321 - INFO - LRs are now: 1.47e-05
+2025-01-03 01:37:08,611 - INFO - LRs are now: 1.47e-05
+2025-01-03 01:37:08,929 - INFO - LRs are now: 1.47e-05
+2025-01-03 01:37:09,245 - INFO - LRs are now: 1.47e-05
+2025-01-03 01:37:09,701 - INFO - LRs are now: 1.47e-05
+2025-01-03 01:37:10,622 - INFO - LRs are now: 1.47e-05
+2025-01-03 01:37:11,430 - INFO - LRs are now: 1.47e-05
+2025-01-03 01:37:11,777 - INFO - LRs are now: 1.47e-05
+2025-01-03 01:37:12,173 - INFO - LRs are now: 1.47e-05
+2025-01-03 01:37:12,433 - INFO - LRs are now: 1.47e-05
+2025-01-03 01:37:12,795 - INFO - LRs are now: 1.47e-05
+2025-01-03 01:37:13,073 - INFO - LRs are now: 1.47e-05
+2025-01-03 01:37:13,415 - INFO - LRs are now: 1.47e-05
+2025-01-03 01:37:13,943 - INFO - LRs are now: 1.47e-05
+2025-01-03 01:37:14,507 - INFO - LRs are now: 1.47e-05
+2025-01-03 01:37:14,751 - INFO - LRs are now: 1.47e-05
+2025-01-03 01:37:14,940 - INFO - LRs are now: 1.47e-05
+2025-01-03 01:37:15,577 - INFO - LRs are now: 1.47e-05
+2025-01-03 01:37:16,061 - INFO - LRs are now: 1.47e-05
+2025-01-03 01:37:16,306 - INFO - LRs are now: 1.47e-05
+2025-01-03 01:37:16,551 - INFO - LRs are now: 1.47e-05
+2025-01-03 01:37:16,865 - INFO - LRs are now: 1.46e-05
+2025-01-03 01:37:17,486 - INFO - LRs are now: 1.46e-05
+2025-01-03 01:37:17,900 - INFO - LRs are now: 1.46e-05
+2025-01-03 01:37:19,213 - INFO - LRs are now: 1.46e-05
+2025-01-03 01:37:20,007 - INFO - LRs are now: 1.46e-05
+2025-01-03 01:37:20,303 - INFO - LRs are now: 1.46e-05
+2025-01-03 01:37:21,172 - INFO - LRs are now: 1.46e-05
+2025-01-03 01:37:21,544 - INFO - LRs are now: 1.46e-05
+2025-01-03 01:37:21,737 - INFO - LRs are now: 1.46e-05
+2025-01-03 01:37:22,388 - INFO - LRs are now: 1.46e-05
+2025-01-03 01:37:22,690 - INFO - LRs are now: 1.46e-05
+2025-01-03 01:37:23,400 - INFO - LRs are now: 1.46e-05
+2025-01-03 01:37:24,124 - INFO - LRs are now: 1.46e-05
+2025-01-03 01:37:24,926 - INFO - LRs are now: 1.46e-05
+2025-01-03 01:37:25,234 - INFO - LRs are now: 1.46e-05
+2025-01-03 01:37:25,534 - INFO - LRs are now: 1.46e-05
+2025-01-03 01:37:26,034 - INFO - LRs are now: 1.46e-05
+2025-01-03 01:37:26,116 - INFO - Training epoch 12 finished. (Took 2.0 mins.)
+2025-01-03 01:37:26,117 - INFO - loss_train: 251.8
+2025-01-03 01:37:26,120 - INFO - heads-fscore_train: 78.11%
+2025-01-03 01:37:26,122 - INFO - labels-fscore_train: 86.19%
+2025-01-03 01:37:26,123 - INFO - aggregate_train: 67.32%
+2025-01-03 01:37:30,634 - INFO - Validation epoch 12 finished. (Took 0.1 mins.)
+2025-01-03 01:37:30,635 - INFO - loss_valid: 15.77
+2025-01-03 01:37:30,637 - INFO - heads-fscore_valid: 79.89%
+2025-01-03 01:37:30,638 - INFO - labels-fscore_valid: 85.41%
+2025-01-03 01:37:30,639 - INFO - aggregate_valid: 68.24%
+2025-01-03 01:37:32,117 - INFO - LRs are now: 1.46e-05
+2025-01-03 01:37:32,664 - INFO - LRs are now: 1.46e-05
+2025-01-03 01:37:33,270 - INFO - LRs are now: 1.46e-05
+2025-01-03 01:37:33,598 - INFO - LRs are now: 1.46e-05
+2025-01-03 01:37:34,207 - INFO - LRs are now: 1.46e-05
+2025-01-03 01:37:34,705 - INFO - LRs are now: 1.46e-05
+2025-01-03 01:37:35,365 - INFO - LRs are now: 1.46e-05
+2025-01-03 01:37:36,797 - INFO - LRs are now: 1.46e-05
+2025-01-03 01:37:38,071 - INFO - LRs are now: 1.46e-05
+2025-01-03 01:37:39,178 - INFO - LRs are now: 1.46e-05
+2025-01-03 01:37:39,597 - INFO - LRs are now: 1.46e-05
+2025-01-03 01:37:39,810 - INFO - LRs are now: 1.46e-05
+2025-01-03 01:37:40,003 - INFO - LRs are now: 1.46e-05
+2025-01-03 01:37:40,204 - INFO - LRs are now: 1.46e-05
+2025-01-03 01:37:40,582 - INFO - LRs are now: 1.46e-05
+2025-01-03 01:37:40,886 - INFO - LRs are now: 1.46e-05
+2025-01-03 01:37:41,172 - INFO - LRs are now: 1.46e-05
+2025-01-03 01:37:41,400 - INFO - LRs are now: 1.46e-05
+2025-01-03 01:37:41,634 - INFO - LRs are now: 1.46e-05
+2025-01-03 01:37:41,873 - INFO - LRs are now: 1.46e-05
+2025-01-03 01:37:42,245 - INFO - LRs are now: 1.46e-05
+2025-01-03 01:37:42,647 - INFO - LRs are now: 1.46e-05
+2025-01-03 01:37:42,872 - INFO - LRs are now: 1.46e-05
+2025-01-03 01:37:44,038 - INFO - LRs are now: 1.46e-05
+2025-01-03 01:37:44,666 - INFO - LRs are now: 1.46e-05
+2025-01-03 01:37:44,962 - INFO - LRs are now: 1.45e-05
+2025-01-03 01:37:45,326 - INFO - LRs are now: 1.45e-05
+2025-01-03 01:37:45,609 - INFO - LRs are now: 1.45e-05
+2025-01-03 01:37:45,821 - INFO - LRs are now: 1.45e-05
+2025-01-03 01:37:46,840 - INFO - LRs are now: 1.45e-05
+2025-01-03 01:37:47,204 - INFO - LRs are now: 1.45e-05
+2025-01-03 01:37:47,824 - INFO - LRs are now: 1.45e-05
+2025-01-03 01:37:48,089 - INFO - LRs are now: 1.45e-05
+2025-01-03 01:37:48,387 - INFO - LRs are now: 1.45e-05
+2025-01-03 01:37:49,058 - INFO - LRs are now: 1.45e-05
+2025-01-03 01:37:49,381 - INFO - LRs are now: 1.45e-05
+2025-01-03 01:37:50,408 - INFO - LRs are now: 1.45e-05
+2025-01-03 01:37:51,015 - INFO - LRs are now: 1.45e-05
+2025-01-03 01:37:51,439 - INFO - LRs are now: 1.45e-05
+2025-01-03 01:37:52,321 - INFO - LRs are now: 1.45e-05
+2025-01-03 01:37:52,762 - INFO - LRs are now: 1.45e-05
+2025-01-03 01:37:53,592 - INFO - LRs are now: 1.45e-05
+2025-01-03 01:37:54,266 - INFO - LRs are now: 1.45e-05
+2025-01-03 01:37:55,370 - INFO - LRs are now: 1.45e-05
+2025-01-03 01:37:55,877 - INFO - LRs are now: 1.45e-05
+2025-01-03 01:37:56,102 - INFO - LRs are now: 1.45e-05
+2025-01-03 01:37:56,298 - INFO - LRs are now: 1.45e-05
+2025-01-03 01:37:56,736 - INFO - LRs are now: 1.45e-05
+2025-01-03 01:37:57,174 - INFO - LRs are now: 1.45e-05
+2025-01-03 01:37:57,415 - INFO - LRs are now: 1.45e-05
+2025-01-03 01:37:58,109 - INFO - LRs are now: 1.45e-05
+2025-01-03 01:37:58,600 - INFO - LRs are now: 1.45e-05
+2025-01-03 01:37:58,968 - INFO - LRs are now: 1.45e-05
+2025-01-03 01:37:59,515 - INFO - LRs are now: 1.45e-05
+2025-01-03 01:37:59,785 - INFO - LRs are now: 1.45e-05
+2025-01-03 01:38:00,095 - INFO - LRs are now: 1.45e-05
+2025-01-03 01:38:01,057 - INFO - LRs are now: 1.45e-05
+2025-01-03 01:38:01,455 - INFO - LRs are now: 1.45e-05
+2025-01-03 01:38:01,876 - INFO - LRs are now: 1.45e-05
+2025-01-03 01:38:02,503 - INFO - LRs are now: 1.45e-05
+2025-01-03 01:38:02,890 - INFO - LRs are now: 1.45e-05
+2025-01-03 01:38:03,137 - INFO - LRs are now: 1.45e-05
+2025-01-03 01:38:03,421 - INFO - LRs are now: 1.45e-05
+2025-01-03 01:38:03,844 - INFO - LRs are now: 1.45e-05
+2025-01-03 01:38:04,126 - INFO - LRs are now: 1.45e-05
+2025-01-03 01:38:04,425 - INFO - LRs are now: 1.45e-05
+2025-01-03 01:38:04,682 - INFO - LRs are now: 1.45e-05
+2025-01-03 01:38:04,971 - INFO - LRs are now: 1.44e-05
+2025-01-03 01:38:05,562 - INFO - LRs are now: 1.44e-05
+2025-01-03 01:38:05,830 - INFO - LRs are now: 1.44e-05
+2025-01-03 01:38:06,095 - INFO - LRs are now: 1.44e-05
+2025-01-03 01:38:06,344 - INFO - LRs are now: 1.44e-05
+2025-01-03 01:38:06,853 - INFO - LRs are now: 1.44e-05
+2025-01-03 01:38:07,313 - INFO - LRs are now: 1.44e-05
+2025-01-03 01:38:07,739 - INFO - LRs are now: 1.44e-05
+2025-01-03 01:38:08,368 - INFO - LRs are now: 1.44e-05
+2025-01-03 01:38:08,639 - INFO - LRs are now: 1.44e-05
+2025-01-03 01:38:09,772 - INFO - LRs are now: 1.44e-05
+2025-01-03 01:38:10,330 - INFO - LRs are now: 1.44e-05
+2025-01-03 01:38:10,726 - INFO - LRs are now: 1.44e-05
+2025-01-03 01:38:11,362 - INFO - LRs are now: 1.44e-05
+2025-01-03 01:38:11,743 - INFO - LRs are now: 1.44e-05
+2025-01-03 01:38:12,518 - INFO - LRs are now: 1.44e-05
+2025-01-03 01:38:12,865 - INFO - LRs are now: 1.44e-05
+2025-01-03 01:38:13,229 - INFO - LRs are now: 1.44e-05
+2025-01-03 01:38:13,658 - INFO - LRs are now: 1.44e-05
+2025-01-03 01:38:13,999 - INFO - LRs are now: 1.44e-05
+2025-01-03 01:38:14,219 - INFO - LRs are now: 1.44e-05
+2025-01-03 01:38:14,688 - INFO - LRs are now: 1.44e-05
+2025-01-03 01:38:14,933 - INFO - LRs are now: 1.44e-05
+2025-01-03 01:38:15,149 - INFO - LRs are now: 1.44e-05
+2025-01-03 01:38:15,425 - INFO - LRs are now: 1.44e-05
+2025-01-03 01:38:15,986 - INFO - LRs are now: 1.44e-05
+2025-01-03 01:38:16,250 - INFO - LRs are now: 1.44e-05
+2025-01-03 01:38:16,447 - INFO - LRs are now: 1.44e-05
+2025-01-03 01:38:16,759 - INFO - LRs are now: 1.44e-05
+2025-01-03 01:38:16,972 - INFO - LRs are now: 1.44e-05
+2025-01-03 01:38:17,331 - INFO - LRs are now: 1.44e-05
+2025-01-03 01:38:17,805 - INFO - LRs are now: 1.44e-05
+2025-01-03 01:38:18,389 - INFO - LRs are now: 1.44e-05
+2025-01-03 01:38:18,730 - INFO - LRs are now: 1.44e-05
+2025-01-03 01:38:19,327 - INFO - LRs are now: 1.44e-05
+2025-01-03 01:38:19,657 - INFO - LRs are now: 1.44e-05
+2025-01-03 01:38:20,820 - INFO - LRs are now: 1.44e-05
+2025-01-03 01:38:21,313 - INFO - LRs are now: 1.44e-05
+2025-01-03 01:38:21,660 - INFO - LRs are now: 1.44e-05
+2025-01-03 01:38:21,961 - INFO - LRs are now: 1.44e-05
+2025-01-03 01:38:22,176 - INFO - LRs are now: 1.44e-05
+2025-01-03 01:38:22,978 - INFO - LRs are now: 1.44e-05
+2025-01-03 01:38:23,534 - INFO - LRs are now: 1.43e-05
+2025-01-03 01:38:24,016 - INFO - LRs are now: 1.43e-05
+2025-01-03 01:38:24,342 - INFO - LRs are now: 1.43e-05
+2025-01-03 01:38:24,884 - INFO - LRs are now: 1.43e-05
+2025-01-03 01:38:25,356 - INFO - LRs are now: 1.43e-05
+2025-01-03 01:38:25,986 - INFO - LRs are now: 1.43e-05
+2025-01-03 01:38:26,286 - INFO - LRs are now: 1.43e-05
+2025-01-03 01:38:26,516 - INFO - LRs are now: 1.43e-05
+2025-01-03 01:38:26,755 - INFO - LRs are now: 1.43e-05
+2025-01-03 01:38:27,232 - INFO - LRs are now: 1.43e-05
+2025-01-03 01:38:27,606 - INFO - LRs are now: 1.43e-05
+2025-01-03 01:38:27,822 - INFO - LRs are now: 1.43e-05
+2025-01-03 01:38:28,091 - INFO - LRs are now: 1.43e-05
+2025-01-03 01:38:28,395 - INFO - LRs are now: 1.43e-05
+2025-01-03 01:38:28,621 - INFO - LRs are now: 1.43e-05
+2025-01-03 01:38:28,825 - INFO - LRs are now: 1.43e-05
+2025-01-03 01:38:29,051 - INFO - LRs are now: 1.43e-05
+2025-01-03 01:38:29,559 - INFO - LRs are now: 1.43e-05
+2025-01-03 01:38:30,798 - INFO - LRs are now: 1.43e-05
+2025-01-03 01:38:31,635 - INFO - LRs are now: 1.43e-05
+2025-01-03 01:38:32,198 - INFO - LRs are now: 1.43e-05
+2025-01-03 01:38:32,464 - INFO - LRs are now: 1.43e-05
+2025-01-03 01:38:32,653 - INFO - LRs are now: 1.43e-05
+2025-01-03 01:38:32,842 - INFO - LRs are now: 1.43e-05
+2025-01-03 01:38:33,028 - INFO - LRs are now: 1.43e-05
+2025-01-03 01:38:33,217 - INFO - LRs are now: 1.43e-05
+2025-01-03 01:38:34,478 - INFO - LRs are now: 1.43e-05
+2025-01-03 01:38:35,166 - INFO - LRs are now: 1.43e-05
+2025-01-03 01:38:36,116 - INFO - LRs are now: 1.43e-05
+2025-01-03 01:38:36,535 - INFO - LRs are now: 1.43e-05
+2025-01-03 01:38:36,730 - INFO - LRs are now: 1.43e-05
+2025-01-03 01:38:36,914 - INFO - LRs are now: 1.43e-05
+2025-01-03 01:38:37,332 - INFO - LRs are now: 1.43e-05
+2025-01-03 01:38:37,643 - INFO - LRs are now: 1.43e-05
+2025-01-03 01:38:37,932 - INFO - LRs are now: 1.43e-05
+2025-01-03 01:38:38,263 - INFO - LRs are now: 1.43e-05
+2025-01-03 01:38:38,843 - INFO - LRs are now: 1.43e-05
+2025-01-03 01:38:39,454 - INFO - LRs are now: 1.43e-05
+2025-01-03 01:38:39,946 - INFO - LRs are now: 1.43e-05
+2025-01-03 01:38:40,661 - INFO - LRs are now: 1.43e-05
+2025-01-03 01:38:41,081 - INFO - LRs are now: 1.43e-05
+2025-01-03 01:38:41,752 - INFO - LRs are now: 1.43e-05
+2025-01-03 01:38:42,517 - INFO - LRs are now: 1.43e-05
+2025-01-03 01:38:43,008 - INFO - LRs are now: 1.43e-05
+2025-01-03 01:38:43,753 - INFO - LRs are now: 1.42e-05
+2025-01-03 01:38:44,081 - INFO - LRs are now: 1.42e-05
+2025-01-03 01:38:44,390 - INFO - LRs are now: 1.42e-05
+2025-01-03 01:38:45,049 - INFO - LRs are now: 1.42e-05
+2025-01-03 01:38:45,425 - INFO - LRs are now: 1.42e-05
+2025-01-03 01:38:45,830 - INFO - LRs are now: 1.42e-05
+2025-01-03 01:38:46,531 - INFO - LRs are now: 1.42e-05
+2025-01-03 01:38:46,805 - INFO - LRs are now: 1.42e-05
+2025-01-03 01:38:47,230 - INFO - LRs are now: 1.42e-05
+2025-01-03 01:38:47,470 - INFO - LRs are now: 1.42e-05
+2025-01-03 01:38:47,735 - INFO - LRs are now: 1.42e-05
+2025-01-03 01:38:47,976 - INFO - LRs are now: 1.42e-05
+2025-01-03 01:38:49,057 - INFO - LRs are now: 1.42e-05
+2025-01-03 01:38:49,468 - INFO - LRs are now: 1.42e-05
+2025-01-03 01:38:50,949 - INFO - LRs are now: 1.42e-05
+2025-01-03 01:38:51,619 - INFO - LRs are now: 1.42e-05
+2025-01-03 01:38:51,967 - INFO - LRs are now: 1.42e-05
+2025-01-03 01:38:52,246 - INFO - LRs are now: 1.42e-05
+2025-01-03 01:38:53,167 - INFO - LRs are now: 1.42e-05
+2025-01-03 01:38:53,708 - INFO - LRs are now: 1.42e-05
+2025-01-03 01:38:54,011 - INFO - LRs are now: 1.42e-05
+2025-01-03 01:38:54,463 - INFO - LRs are now: 1.42e-05
+2025-01-03 01:38:54,717 - INFO - LRs are now: 1.42e-05
+2025-01-03 01:38:55,786 - INFO - LRs are now: 1.42e-05
+2025-01-03 01:38:56,198 - INFO - LRs are now: 1.42e-05
+2025-01-03 01:38:56,499 - INFO - LRs are now: 1.42e-05
+2025-01-03 01:38:57,413 - INFO - LRs are now: 1.42e-05
+2025-01-03 01:38:57,815 - INFO - LRs are now: 1.42e-05
+2025-01-03 01:38:57,990 - INFO - LRs are now: 1.42e-05
+2025-01-03 01:38:58,404 - INFO - LRs are now: 1.42e-05
+2025-01-03 01:38:58,650 - INFO - LRs are now: 1.42e-05
+2025-01-03 01:38:58,969 - INFO - LRs are now: 1.42e-05
+2025-01-03 01:38:59,249 - INFO - LRs are now: 1.42e-05
+2025-01-03 01:39:00,390 - INFO - LRs are now: 1.42e-05
+2025-01-03 01:39:00,881 - INFO - LRs are now: 1.42e-05
+2025-01-03 01:39:01,193 - INFO - LRs are now: 1.42e-05
+2025-01-03 01:39:01,615 - INFO - LRs are now: 1.42e-05
+2025-01-03 01:39:01,833 - INFO - LRs are now: 1.42e-05
+2025-01-03 01:39:02,100 - INFO - LRs are now: 1.42e-05
+2025-01-03 01:39:02,583 - INFO - LRs are now: 1.42e-05
+2025-01-03 01:39:02,937 - INFO - LRs are now: 1.42e-05
+2025-01-03 01:39:03,176 - INFO - LRs are now: 1.42e-05
+2025-01-03 01:39:03,608 - INFO - LRs are now: 1.42e-05
+2025-01-03 01:39:04,516 - INFO - LRs are now: 1.42e-05
+2025-01-03 01:39:04,853 - INFO - LRs are now: 1.42e-05
+2025-01-03 01:39:05,069 - INFO - LRs are now: 1.41e-05
+2025-01-03 01:39:05,297 - INFO - LRs are now: 1.41e-05
+2025-01-03 01:39:05,920 - INFO - LRs are now: 1.41e-05
+2025-01-03 01:39:06,204 - INFO - LRs are now: 1.41e-05
+2025-01-03 01:39:06,425 - INFO - LRs are now: 1.41e-05
+2025-01-03 01:39:06,715 - INFO - LRs are now: 1.41e-05
+2025-01-03 01:39:07,076 - INFO - LRs are now: 1.41e-05
+2025-01-03 01:39:07,564 - INFO - LRs are now: 1.41e-05
+2025-01-03 01:39:07,980 - INFO - LRs are now: 1.41e-05
+2025-01-03 01:39:08,627 - INFO - LRs are now: 1.41e-05
+2025-01-03 01:39:08,978 - INFO - LRs are now: 1.41e-05
+2025-01-03 01:39:09,213 - INFO - LRs are now: 1.41e-05
+2025-01-03 01:39:09,492 - INFO - LRs are now: 1.41e-05
+2025-01-03 01:39:09,784 - INFO - LRs are now: 1.41e-05
+2025-01-03 01:39:09,991 - INFO - LRs are now: 1.41e-05
+2025-01-03 01:39:10,928 - INFO - LRs are now: 1.41e-05
+2025-01-03 01:39:11,378 - INFO - LRs are now: 1.41e-05
+2025-01-03 01:39:11,604 - INFO - LRs are now: 1.41e-05
+2025-01-03 01:39:11,822 - INFO - LRs are now: 1.41e-05
+2025-01-03 01:39:12,042 - INFO - LRs are now: 1.41e-05
+2025-01-03 01:39:12,278 - INFO - LRs are now: 1.41e-05
+2025-01-03 01:39:12,482 - INFO - LRs are now: 1.41e-05
+2025-01-03 01:39:12,673 - INFO - LRs are now: 1.41e-05
+2025-01-03 01:39:12,931 - INFO - LRs are now: 1.41e-05
+2025-01-03 01:39:13,301 - INFO - LRs are now: 1.41e-05
+2025-01-03 01:39:13,924 - INFO - LRs are now: 1.41e-05
+2025-01-03 01:39:14,338 - INFO - LRs are now: 1.41e-05
+2025-01-03 01:39:14,615 - INFO - LRs are now: 1.41e-05
+2025-01-03 01:39:15,517 - INFO - LRs are now: 1.41e-05
+2025-01-03 01:39:15,879 - INFO - LRs are now: 1.41e-05
+2025-01-03 01:39:16,175 - INFO - LRs are now: 1.41e-05
+2025-01-03 01:39:16,758 - INFO - LRs are now: 1.41e-05
+2025-01-03 01:39:17,866 - INFO - LRs are now: 1.41e-05
+2025-01-03 01:39:19,362 - INFO - LRs are now: 1.41e-05
+2025-01-03 01:39:19,835 - INFO - LRs are now: 1.41e-05
+2025-01-03 01:39:21,266 - INFO - LRs are now: 1.41e-05
+2025-01-03 01:39:21,814 - INFO - LRs are now: 1.41e-05
+2025-01-03 01:39:22,182 - INFO - LRs are now: 1.41e-05
+2025-01-03 01:39:22,427 - INFO - LRs are now: 1.41e-05
+2025-01-03 01:39:22,875 - INFO - LRs are now: 1.41e-05
+2025-01-03 01:39:23,150 - INFO - LRs are now: 1.41e-05
+2025-01-03 01:39:24,329 - INFO - LRs are now: 1.41e-05
+2025-01-03 01:39:24,914 - INFO - LRs are now: 1.41e-05
+2025-01-03 01:39:25,153 - INFO - LRs are now: 1.41e-05
+2025-01-03 01:39:26,053 - INFO - LRs are now: 1.41e-05
+2025-01-03 01:39:26,426 - INFO - LRs are now: 1.41e-05
+2025-01-03 01:39:26,673 - INFO - LRs are now: 1.40e-05
+2025-01-03 01:39:27,257 - INFO - LRs are now: 1.40e-05
+2025-01-03 01:39:27,551 - INFO - LRs are now: 1.40e-05
+2025-01-03 01:39:27,843 - INFO - LRs are now: 1.40e-05
+2025-01-03 01:39:28,124 - INFO - LRs are now: 1.40e-05
+2025-01-03 01:39:28,473 - INFO - LRs are now: 1.40e-05
+2025-01-03 01:39:28,532 - INFO - Training epoch 13 finished. (Took 2.0 mins.)
+2025-01-03 01:39:28,533 - INFO - loss_train: 249.0
+2025-01-03 01:39:28,535 - INFO - heads-fscore_train: 78.69%
+2025-01-03 01:39:28,537 - INFO - labels-fscore_train: 86.24%
+2025-01-03 01:39:28,538 - INFO - aggregate_train: 67.86%
+2025-01-03 01:39:32,937 - INFO - Validation epoch 13 finished. (Took 0.1 mins.)
+2025-01-03 01:39:32,938 - INFO - loss_valid: 15.37
+2025-01-03 01:39:32,939 - INFO - heads-fscore_valid: 79.84%
+2025-01-03 01:39:32,940 - INFO - labels-fscore_valid: 85.82%
+2025-01-03 01:39:32,941 - INFO - aggregate_valid: 68.51%
+2025-01-03 01:39:41,753 - INFO - Saving current best: model_best.pth ...
+2025-01-03 01:39:42,777 - INFO - LRs are now: 1.40e-05
+2025-01-03 01:39:43,343 - INFO - LRs are now: 1.40e-05
+2025-01-03 01:39:43,797 - INFO - LRs are now: 1.40e-05
+2025-01-03 01:39:44,417 - INFO - LRs are now: 1.40e-05
+2025-01-03 01:39:45,192 - INFO - LRs are now: 1.40e-05
+2025-01-03 01:39:45,515 - INFO - LRs are now: 1.40e-05
+2025-01-03 01:39:45,744 - INFO - LRs are now: 1.40e-05
+2025-01-03 01:39:45,935 - INFO - LRs are now: 1.40e-05
+2025-01-03 01:39:47,050 - INFO - LRs are now: 1.40e-05
+2025-01-03 01:39:47,805 - INFO - LRs are now: 1.40e-05
+2025-01-03 01:39:49,069 - INFO - LRs are now: 1.40e-05
+2025-01-03 01:39:49,598 - INFO - LRs are now: 1.40e-05
+2025-01-03 01:39:50,858 - INFO - LRs are now: 1.40e-05
+2025-01-03 01:39:51,224 - INFO - LRs are now: 1.40e-05
+2025-01-03 01:39:51,435 - INFO - LRs are now: 1.40e-05
+2025-01-03 01:39:52,114 - INFO - LRs are now: 1.40e-05
+2025-01-03 01:39:52,485 - INFO - LRs are now: 1.40e-05
+2025-01-03 01:39:53,007 - INFO - LRs are now: 1.40e-05
+2025-01-03 01:39:53,389 - INFO - LRs are now: 1.40e-05
+2025-01-03 01:39:53,623 - INFO - LRs are now: 1.40e-05
+2025-01-03 01:39:53,860 - INFO - LRs are now: 1.40e-05
+2025-01-03 01:39:54,220 - INFO - LRs are now: 1.40e-05
+2025-01-03 01:39:54,447 - INFO - LRs are now: 1.40e-05
+2025-01-03 01:39:54,613 - INFO - LRs are now: 1.40e-05
+2025-01-03 01:39:54,996 - INFO - LRs are now: 1.40e-05
+2025-01-03 01:39:55,356 - INFO - LRs are now: 1.40e-05
+2025-01-03 01:39:56,333 - INFO - LRs are now: 1.40e-05
+2025-01-03 01:39:56,934 - INFO - LRs are now: 1.40e-05
+2025-01-03 01:39:57,307 - INFO - LRs are now: 1.40e-05
+2025-01-03 01:39:57,553 - INFO - LRs are now: 1.40e-05
+2025-01-03 01:39:57,910 - INFO - LRs are now: 1.40e-05
+2025-01-03 01:39:58,454 - INFO - LRs are now: 1.40e-05
+2025-01-03 01:39:58,781 - INFO - LRs are now: 1.40e-05
+2025-01-03 01:39:58,987 - INFO - LRs are now: 1.40e-05
+2025-01-03 01:39:59,173 - INFO - LRs are now: 1.40e-05
+2025-01-03 01:39:59,428 - INFO - LRs are now: 1.40e-05
+2025-01-03 01:39:59,685 - INFO - LRs are now: 1.40e-05
+2025-01-03 01:40:00,043 - INFO - LRs are now: 1.40e-05
+2025-01-03 01:40:00,354 - INFO - LRs are now: 1.40e-05
+2025-01-03 01:40:00,586 - INFO - LRs are now: 1.40e-05
+2025-01-03 01:40:01,012 - INFO - LRs are now: 1.39e-05
+2025-01-03 01:40:01,414 - INFO - LRs are now: 1.39e-05
+2025-01-03 01:40:01,649 - INFO - LRs are now: 1.39e-05
+2025-01-03 01:40:01,869 - INFO - LRs are now: 1.39e-05
+2025-01-03 01:40:02,108 - INFO - LRs are now: 1.39e-05
+2025-01-03 01:40:02,448 - INFO - LRs are now: 1.39e-05
+2025-01-03 01:40:02,920 - INFO - LRs are now: 1.39e-05
+2025-01-03 01:40:03,260 - INFO - LRs are now: 1.39e-05
+2025-01-03 01:40:03,513 - INFO - LRs are now: 1.39e-05
+2025-01-03 01:40:03,744 - INFO - LRs are now: 1.39e-05
+2025-01-03 01:40:03,949 - INFO - LRs are now: 1.39e-05
+2025-01-03 01:40:04,157 - INFO - LRs are now: 1.39e-05
+2025-01-03 01:40:05,476 - INFO - LRs are now: 1.39e-05
+2025-01-03 01:40:06,342 - INFO - LRs are now: 1.39e-05
+2025-01-03 01:40:06,713 - INFO - LRs are now: 1.39e-05
+2025-01-03 01:40:07,094 - INFO - LRs are now: 1.39e-05
+2025-01-03 01:40:07,561 - INFO - LRs are now: 1.39e-05
+2025-01-03 01:40:07,828 - INFO - LRs are now: 1.39e-05
+2025-01-03 01:40:08,181 - INFO - LRs are now: 1.39e-05
+2025-01-03 01:40:08,395 - INFO - LRs are now: 1.39e-05
+2025-01-03 01:40:09,491 - INFO - LRs are now: 1.39e-05
+2025-01-03 01:40:10,308 - INFO - LRs are now: 1.39e-05
+2025-01-03 01:40:10,571 - INFO - LRs are now: 1.39e-05
+2025-01-03 01:40:11,050 - INFO - LRs are now: 1.39e-05
+2025-01-03 01:40:11,319 - INFO - LRs are now: 1.39e-05
+2025-01-03 01:40:11,502 - INFO - LRs are now: 1.39e-05
+2025-01-03 01:40:11,899 - INFO - LRs are now: 1.39e-05
+2025-01-03 01:40:12,314 - INFO - LRs are now: 1.39e-05
+2025-01-03 01:40:12,623 - INFO - LRs are now: 1.39e-05
+2025-01-03 01:40:13,104 - INFO - LRs are now: 1.39e-05
+2025-01-03 01:40:13,445 - INFO - LRs are now: 1.39e-05
+2025-01-03 01:40:13,899 - INFO - LRs are now: 1.39e-05
+2025-01-03 01:40:14,215 - INFO - LRs are now: 1.39e-05
+2025-01-03 01:40:14,907 - INFO - LRs are now: 1.39e-05
+2025-01-03 01:40:15,315 - INFO - LRs are now: 1.39e-05
+2025-01-03 01:40:16,218 - INFO - LRs are now: 1.39e-05
+2025-01-03 01:40:16,660 - INFO - LRs are now: 1.39e-05
+2025-01-03 01:40:17,203 - INFO - LRs are now: 1.39e-05
+2025-01-03 01:40:18,513 - INFO - LRs are now: 1.39e-05
+2025-01-03 01:40:18,992 - INFO - LRs are now: 1.39e-05
+2025-01-03 01:40:19,258 - INFO - LRs are now: 1.39e-05
+2025-01-03 01:40:19,486 - INFO - LRs are now: 1.39e-05
+2025-01-03 01:40:19,717 - INFO - LRs are now: 1.39e-05
+2025-01-03 01:40:19,898 - INFO - LRs are now: 1.39e-05
+2025-01-03 01:40:20,120 - INFO - LRs are now: 1.39e-05
+2025-01-03 01:40:20,370 - INFO - LRs are now: 1.39e-05
+2025-01-03 01:40:20,578 - INFO - LRs are now: 1.39e-05
+2025-01-03 01:40:20,930 - INFO - LRs are now: 1.39e-05
+2025-01-03 01:40:21,441 - INFO - LRs are now: 1.38e-05
+2025-01-03 01:40:22,198 - INFO - LRs are now: 1.38e-05
+2025-01-03 01:40:22,893 - INFO - LRs are now: 1.38e-05
+2025-01-03 01:40:24,555 - INFO - LRs are now: 1.38e-05
+2025-01-03 01:40:25,037 - INFO - LRs are now: 1.38e-05
+2025-01-03 01:40:25,669 - INFO - LRs are now: 1.38e-05
+2025-01-03 01:40:26,119 - INFO - LRs are now: 1.38e-05
+2025-01-03 01:40:26,805 - INFO - LRs are now: 1.38e-05
+2025-01-03 01:40:27,577 - INFO - LRs are now: 1.38e-05
+2025-01-03 01:40:27,935 - INFO - LRs are now: 1.38e-05
+2025-01-03 01:40:28,554 - INFO - LRs are now: 1.38e-05
+2025-01-03 01:40:28,836 - INFO - LRs are now: 1.38e-05
+2025-01-03 01:40:29,351 - INFO - LRs are now: 1.38e-05
+2025-01-03 01:40:29,842 - INFO - LRs are now: 1.38e-05
+2025-01-03 01:40:30,137 - INFO - LRs are now: 1.38e-05
+2025-01-03 01:40:30,576 - INFO - LRs are now: 1.38e-05
+2025-01-03 01:40:30,889 - INFO - LRs are now: 1.38e-05
+2025-01-03 01:40:31,253 - INFO - LRs are now: 1.38e-05
+2025-01-03 01:40:31,553 - INFO - LRs are now: 1.38e-05
+2025-01-03 01:40:31,774 - INFO - LRs are now: 1.38e-05
+2025-01-03 01:40:31,991 - INFO - LRs are now: 1.38e-05
+2025-01-03 01:40:32,210 - INFO - LRs are now: 1.38e-05
+2025-01-03 01:40:32,578 - INFO - LRs are now: 1.38e-05
+2025-01-03 01:40:32,909 - INFO - LRs are now: 1.38e-05
+2025-01-03 01:40:33,601 - INFO - LRs are now: 1.38e-05
+2025-01-03 01:40:34,108 - INFO - LRs are now: 1.38e-05
+2025-01-03 01:40:34,459 - INFO - LRs are now: 1.38e-05
+2025-01-03 01:40:34,853 - INFO - LRs are now: 1.38e-05
+2025-01-03 01:40:35,106 - INFO - LRs are now: 1.38e-05
+2025-01-03 01:40:35,644 - INFO - LRs are now: 1.38e-05
+2025-01-03 01:40:36,122 - INFO - LRs are now: 1.38e-05
+2025-01-03 01:40:36,435 - INFO - LRs are now: 1.38e-05
+2025-01-03 01:40:36,721 - INFO - LRs are now: 1.38e-05
+2025-01-03 01:40:36,925 - INFO - LRs are now: 1.38e-05
+2025-01-03 01:40:37,203 - INFO - LRs are now: 1.38e-05
+2025-01-03 01:40:37,777 - INFO - LRs are now: 1.38e-05
+2025-01-03 01:40:38,041 - INFO - LRs are now: 1.38e-05
+2025-01-03 01:40:38,283 - INFO - LRs are now: 1.38e-05
+2025-01-03 01:40:38,687 - INFO - LRs are now: 1.38e-05
+2025-01-03 01:40:38,995 - INFO - LRs are now: 1.38e-05
+2025-01-03 01:40:39,452 - INFO - LRs are now: 1.38e-05
+2025-01-03 01:40:39,802 - INFO - LRs are now: 1.38e-05
+2025-01-03 01:40:40,057 - INFO - LRs are now: 1.38e-05
+2025-01-03 01:40:40,357 - INFO - LRs are now: 1.38e-05
+2025-01-03 01:40:40,772 - INFO - LRs are now: 1.38e-05
+2025-01-03 01:40:41,034 - INFO - LRs are now: 1.38e-05
+2025-01-03 01:40:41,665 - INFO - LRs are now: 1.38e-05
+2025-01-03 01:40:41,968 - INFO - LRs are now: 1.38e-05
+2025-01-03 01:40:42,416 - INFO - LRs are now: 1.38e-05
+2025-01-03 01:40:42,832 - INFO - LRs are now: 1.37e-05
+2025-01-03 01:40:43,202 - INFO - LRs are now: 1.37e-05
+2025-01-03 01:40:43,438 - INFO - LRs are now: 1.37e-05
+2025-01-03 01:40:43,654 - INFO - LRs are now: 1.37e-05
+2025-01-03 01:40:43,979 - INFO - LRs are now: 1.37e-05
+2025-01-03 01:40:44,239 - INFO - LRs are now: 1.37e-05
+2025-01-03 01:40:45,382 - INFO - LRs are now: 1.37e-05
+2025-01-03 01:40:45,840 - INFO - LRs are now: 1.37e-05
+2025-01-03 01:40:46,668 - INFO - LRs are now: 1.37e-05
+2025-01-03 01:40:47,113 - INFO - LRs are now: 1.37e-05
+2025-01-03 01:40:47,678 - INFO - LRs are now: 1.37e-05
+2025-01-03 01:40:47,981 - INFO - LRs are now: 1.37e-05
+2025-01-03 01:40:48,234 - INFO - LRs are now: 1.37e-05
+2025-01-03 01:40:48,560 - INFO - LRs are now: 1.37e-05
+2025-01-03 01:40:49,257 - INFO - LRs are now: 1.37e-05
+2025-01-03 01:40:50,302 - INFO - LRs are now: 1.37e-05
+2025-01-03 01:40:50,703 - INFO - LRs are now: 1.37e-05
+2025-01-03 01:40:51,754 - INFO - LRs are now: 1.37e-05
+2025-01-03 01:40:52,406 - INFO - LRs are now: 1.37e-05
+2025-01-03 01:40:52,721 - INFO - LRs are now: 1.37e-05
+2025-01-03 01:40:52,917 - INFO - LRs are now: 1.37e-05
+2025-01-03 01:40:53,130 - INFO - LRs are now: 1.37e-05
+2025-01-03 01:40:53,321 - INFO - LRs are now: 1.37e-05
+2025-01-03 01:40:53,597 - INFO - LRs are now: 1.37e-05
+2025-01-03 01:40:53,862 - INFO - LRs are now: 1.37e-05
+2025-01-03 01:40:54,929 - INFO - LRs are now: 1.37e-05
+2025-01-03 01:40:56,023 - INFO - LRs are now: 1.37e-05
+2025-01-03 01:40:57,232 - INFO - LRs are now: 1.37e-05
+2025-01-03 01:40:58,023 - INFO - LRs are now: 1.37e-05
+2025-01-03 01:40:58,458 - INFO - LRs are now: 1.37e-05
+2025-01-03 01:40:58,692 - INFO - LRs are now: 1.37e-05
+2025-01-03 01:40:59,732 - INFO - LRs are now: 1.37e-05
+2025-01-03 01:41:00,546 - INFO - LRs are now: 1.37e-05
+2025-01-03 01:41:01,117 - INFO - LRs are now: 1.37e-05
+2025-01-03 01:41:01,451 - INFO - LRs are now: 1.37e-05
+2025-01-03 01:41:01,716 - INFO - LRs are now: 1.37e-05
+2025-01-03 01:41:02,136 - INFO - LRs are now: 1.37e-05
+2025-01-03 01:41:02,598 - INFO - LRs are now: 1.37e-05
+2025-01-03 01:41:02,861 - INFO - LRs are now: 1.37e-05
+2025-01-03 01:41:03,149 - INFO - LRs are now: 1.37e-05
+2025-01-03 01:41:03,373 - INFO - LRs are now: 1.37e-05
+2025-01-03 01:41:03,920 - INFO - LRs are now: 1.37e-05
+2025-01-03 01:41:04,411 - INFO - LRs are now: 1.37e-05
+2025-01-03 01:41:05,084 - INFO - LRs are now: 1.37e-05
+2025-01-03 01:41:05,363 - INFO - LRs are now: 1.37e-05
+2025-01-03 01:41:05,545 - INFO - LRs are now: 1.37e-05
+2025-01-03 01:41:05,749 - INFO - LRs are now: 1.37e-05
+2025-01-03 01:41:05,955 - INFO - LRs are now: 1.37e-05
+2025-01-03 01:41:06,387 - INFO - LRs are now: 1.37e-05
+2025-01-03 01:41:06,699 - INFO - LRs are now: 1.36e-05
+2025-01-03 01:41:07,058 - INFO - LRs are now: 1.36e-05
+2025-01-03 01:41:08,099 - INFO - LRs are now: 1.36e-05
+2025-01-03 01:41:08,584 - INFO - LRs are now: 1.36e-05
+2025-01-03 01:41:08,880 - INFO - LRs are now: 1.36e-05
+2025-01-03 01:41:09,197 - INFO - LRs are now: 1.36e-05
+2025-01-03 01:41:09,432 - INFO - LRs are now: 1.36e-05
+2025-01-03 01:41:10,178 - INFO - LRs are now: 1.36e-05
+2025-01-03 01:41:11,384 - INFO - LRs are now: 1.36e-05
+2025-01-03 01:41:12,981 - INFO - LRs are now: 1.36e-05
+2025-01-03 01:41:13,937 - INFO - LRs are now: 1.36e-05
+2025-01-03 01:41:14,229 - INFO - LRs are now: 1.36e-05
+2025-01-03 01:41:14,492 - INFO - LRs are now: 1.36e-05
+2025-01-03 01:41:14,749 - INFO - LRs are now: 1.36e-05
+2025-01-03 01:41:15,069 - INFO - LRs are now: 1.36e-05
+2025-01-03 01:41:15,785 - INFO - LRs are now: 1.36e-05
+2025-01-03 01:41:16,960 - INFO - LRs are now: 1.36e-05
+2025-01-03 01:41:17,459 - INFO - LRs are now: 1.36e-05
+2025-01-03 01:41:17,864 - INFO - LRs are now: 1.36e-05
+2025-01-03 01:41:18,848 - INFO - LRs are now: 1.36e-05
+2025-01-03 01:41:20,063 - INFO - LRs are now: 1.36e-05
+2025-01-03 01:41:20,538 - INFO - LRs are now: 1.36e-05
+2025-01-03 01:41:20,748 - INFO - LRs are now: 1.36e-05
+2025-01-03 01:41:21,074 - INFO - LRs are now: 1.36e-05
+2025-01-03 01:41:21,303 - INFO - LRs are now: 1.36e-05
+2025-01-03 01:41:21,568 - INFO - LRs are now: 1.36e-05
+2025-01-03 01:41:22,159 - INFO - LRs are now: 1.36e-05
+2025-01-03 01:41:22,573 - INFO - LRs are now: 1.36e-05
+2025-01-03 01:41:22,967 - INFO - LRs are now: 1.36e-05
+2025-01-03 01:41:23,323 - INFO - LRs are now: 1.36e-05
+2025-01-03 01:41:23,578 - INFO - LRs are now: 1.36e-05
+2025-01-03 01:41:24,543 - INFO - LRs are now: 1.36e-05
+2025-01-03 01:41:24,768 - INFO - LRs are now: 1.36e-05
+2025-01-03 01:41:25,272 - INFO - LRs are now: 1.36e-05
+2025-01-03 01:41:25,548 - INFO - LRs are now: 1.36e-05
+2025-01-03 01:41:25,737 - INFO - LRs are now: 1.36e-05
+2025-01-03 01:41:26,008 - INFO - LRs are now: 1.36e-05
+2025-01-03 01:41:27,294 - INFO - LRs are now: 1.36e-05
+2025-01-03 01:41:27,661 - INFO - LRs are now: 1.36e-05
+2025-01-03 01:41:28,279 - INFO - LRs are now: 1.36e-05
+2025-01-03 01:41:28,655 - INFO - LRs are now: 1.36e-05
+2025-01-03 01:41:28,969 - INFO - LRs are now: 1.36e-05
+2025-01-03 01:41:29,344 - INFO - LRs are now: 1.36e-05
+2025-01-03 01:41:29,642 - INFO - LRs are now: 1.36e-05
+2025-01-03 01:41:29,902 - INFO - LRs are now: 1.36e-05
+2025-01-03 01:41:30,300 - INFO - LRs are now: 1.36e-05
+2025-01-03 01:41:30,552 - INFO - LRs are now: 1.36e-05
+2025-01-03 01:41:31,006 - INFO - LRs are now: 1.36e-05
+2025-01-03 01:41:31,875 - INFO - LRs are now: 1.36e-05
+2025-01-03 01:41:32,255 - INFO - LRs are now: 1.36e-05
+2025-01-03 01:41:33,337 - INFO - LRs are now: 1.36e-05
+2025-01-03 01:41:33,836 - INFO - LRs are now: 1.35e-05
+2025-01-03 01:41:34,375 - INFO - LRs are now: 1.35e-05
+2025-01-03 01:41:34,831 - INFO - LRs are now: 1.35e-05
+2025-01-03 01:41:35,367 - INFO - LRs are now: 1.35e-05
+2025-01-03 01:41:35,691 - INFO - LRs are now: 1.35e-05
+2025-01-03 01:41:35,887 - INFO - LRs are now: 1.35e-05
+2025-01-03 01:41:36,417 - INFO - LRs are now: 1.35e-05
+2025-01-03 01:41:36,689 - INFO - LRs are now: 1.35e-05
+2025-01-03 01:41:37,706 - INFO - LRs are now: 1.35e-05
+2025-01-03 01:41:38,135 - INFO - LRs are now: 1.35e-05
+2025-01-03 01:41:39,340 - INFO - LRs are now: 1.35e-05
+2025-01-03 01:41:40,567 - INFO - LRs are now: 1.35e-05
+2025-01-03 01:41:41,748 - INFO - LRs are now: 1.35e-05
+2025-01-03 01:41:41,817 - INFO - Training epoch 14 finished. (Took 2.0 mins.)
+2025-01-03 01:41:41,818 - INFO - loss_train: 247.6
+2025-01-03 01:41:41,820 - INFO - heads-fscore_train: 78.63%
+2025-01-03 01:41:41,821 - INFO - labels-fscore_train: 86.42%
+2025-01-03 01:41:41,822 - INFO - aggregate_train: 67.95%
+2025-01-03 01:41:47,218 - INFO - Validation epoch 14 finished. (Took 0.1 mins.)
+2025-01-03 01:41:47,219 - INFO - loss_valid: 15.61
+2025-01-03 01:41:47,221 - INFO - heads-fscore_valid: 79.91%
+2025-01-03 01:41:47,223 - INFO - labels-fscore_valid: 85.66%
+2025-01-03 01:41:47,224 - INFO - aggregate_valid: 68.45%
+2025-01-03 01:41:48,303 - INFO - LRs are now: 1.35e-05
+2025-01-03 01:41:48,963 - INFO - LRs are now: 1.35e-05
+2025-01-03 01:41:49,242 - INFO - LRs are now: 1.35e-05
+2025-01-03 01:41:49,469 - INFO - LRs are now: 1.35e-05
+2025-01-03 01:41:49,883 - INFO - LRs are now: 1.35e-05
+2025-01-03 01:41:50,969 - INFO - LRs are now: 1.35e-05
+2025-01-03 01:41:51,942 - INFO - LRs are now: 1.35e-05
+2025-01-03 01:41:52,310 - INFO - LRs are now: 1.35e-05
+2025-01-03 01:41:53,298 - INFO - LRs are now: 1.35e-05
+2025-01-03 01:41:54,214 - INFO - LRs are now: 1.35e-05
+2025-01-03 01:41:54,540 - INFO - LRs are now: 1.35e-05
+2025-01-03 01:41:54,781 - INFO - LRs are now: 1.35e-05
+2025-01-03 01:41:55,095 - INFO - LRs are now: 1.35e-05
+2025-01-03 01:41:55,558 - INFO - LRs are now: 1.35e-05
+2025-01-03 01:41:55,798 - INFO - LRs are now: 1.35e-05
+2025-01-03 01:41:56,101 - INFO - LRs are now: 1.35e-05
+2025-01-03 01:41:57,015 - INFO - LRs are now: 1.35e-05
+2025-01-03 01:41:57,373 - INFO - LRs are now: 1.35e-05
+2025-01-03 01:41:57,650 - INFO - LRs are now: 1.35e-05
+2025-01-03 01:41:57,910 - INFO - LRs are now: 1.35e-05
+2025-01-03 01:41:58,095 - INFO - LRs are now: 1.35e-05
+2025-01-03 01:41:58,423 - INFO - LRs are now: 1.35e-05
+2025-01-03 01:41:58,654 - INFO - LRs are now: 1.35e-05
+2025-01-03 01:41:59,171 - INFO - LRs are now: 1.35e-05
+2025-01-03 01:41:59,467 - INFO - LRs are now: 1.35e-05
+2025-01-03 01:41:59,821 - INFO - LRs are now: 1.35e-05
+2025-01-03 01:42:00,323 - INFO - LRs are now: 1.35e-05
+2025-01-03 01:42:01,078 - INFO - LRs are now: 1.35e-05
+2025-01-03 01:42:01,588 - INFO - LRs are now: 1.35e-05
+2025-01-03 01:42:01,915 - INFO - LRs are now: 1.35e-05
+2025-01-03 01:42:02,148 - INFO - LRs are now: 1.35e-05
+2025-01-03 01:42:02,573 - INFO - LRs are now: 1.35e-05
+2025-01-03 01:42:02,811 - INFO - LRs are now: 1.35e-05
+2025-01-03 01:42:03,580 - INFO - LRs are now: 1.35e-05
+2025-01-03 01:42:04,075 - INFO - LRs are now: 1.35e-05
+2025-01-03 01:42:04,281 - INFO - LRs are now: 1.35e-05
+2025-01-03 01:42:04,988 - INFO - LRs are now: 1.35e-05
+2025-01-03 01:42:05,681 - INFO - LRs are now: 1.35e-05
+2025-01-03 01:42:06,208 - INFO - LRs are now: 1.35e-05
+2025-01-03 01:42:06,460 - INFO - LRs are now: 1.34e-05
+2025-01-03 01:42:06,783 - INFO - LRs are now: 1.34e-05
+2025-01-03 01:42:07,058 - INFO - LRs are now: 1.34e-05
+2025-01-03 01:42:07,588 - INFO - LRs are now: 1.34e-05
+2025-01-03 01:42:08,498 - INFO - LRs are now: 1.34e-05
+2025-01-03 01:42:08,922 - INFO - LRs are now: 1.34e-05
+2025-01-03 01:42:09,550 - INFO - LRs are now: 1.34e-05
+2025-01-03 01:42:09,940 - INFO - LRs are now: 1.34e-05
+2025-01-03 01:42:10,377 - INFO - LRs are now: 1.34e-05
+2025-01-03 01:42:10,700 - INFO - LRs are now: 1.34e-05
+2025-01-03 01:42:11,901 - INFO - LRs are now: 1.34e-05
+2025-01-03 01:42:13,067 - INFO - LRs are now: 1.34e-05
+2025-01-03 01:42:13,458 - INFO - LRs are now: 1.34e-05
+2025-01-03 01:42:13,692 - INFO - LRs are now: 1.34e-05
+2025-01-03 01:42:13,883 - INFO - LRs are now: 1.34e-05
+2025-01-03 01:42:14,095 - INFO - LRs are now: 1.34e-05
+2025-01-03 01:42:14,637 - INFO - LRs are now: 1.34e-05
+2025-01-03 01:42:14,973 - INFO - LRs are now: 1.34e-05
+2025-01-03 01:42:15,293 - INFO - LRs are now: 1.34e-05
+2025-01-03 01:42:15,659 - INFO - LRs are now: 1.34e-05
+2025-01-03 01:42:16,304 - INFO - LRs are now: 1.34e-05
+2025-01-03 01:42:16,564 - INFO - LRs are now: 1.34e-05
+2025-01-03 01:42:17,109 - INFO - LRs are now: 1.34e-05
+2025-01-03 01:42:17,821 - INFO - LRs are now: 1.34e-05
+2025-01-03 01:42:18,102 - INFO - LRs are now: 1.34e-05
+2025-01-03 01:42:18,289 - INFO - LRs are now: 1.34e-05
+2025-01-03 01:42:18,520 - INFO - LRs are now: 1.34e-05
+2025-01-03 01:42:18,768 - INFO - LRs are now: 1.34e-05
+2025-01-03 01:42:18,951 - INFO - LRs are now: 1.34e-05
+2025-01-03 01:42:19,129 - INFO - LRs are now: 1.34e-05
+2025-01-03 01:42:19,343 - INFO - LRs are now: 1.34e-05
+2025-01-03 01:42:19,559 - INFO - LRs are now: 1.34e-05
+2025-01-03 01:42:20,186 - INFO - LRs are now: 1.34e-05
+2025-01-03 01:42:20,669 - INFO - LRs are now: 1.34e-05
+2025-01-03 01:42:21,289 - INFO - LRs are now: 1.34e-05
+2025-01-03 01:42:21,819 - INFO - LRs are now: 1.34e-05
+2025-01-03 01:42:22,358 - INFO - LRs are now: 1.34e-05
+2025-01-03 01:42:22,626 - INFO - LRs are now: 1.34e-05
+2025-01-03 01:42:22,854 - INFO - LRs are now: 1.34e-05
+2025-01-03 01:42:23,165 - INFO - LRs are now: 1.34e-05
+2025-01-03 01:42:23,356 - INFO - LRs are now: 1.34e-05
+2025-01-03 01:42:23,591 - INFO - LRs are now: 1.34e-05
+2025-01-03 01:42:23,862 - INFO - LRs are now: 1.34e-05
+2025-01-03 01:42:24,895 - INFO - LRs are now: 1.34e-05
+2025-01-03 01:42:26,366 - INFO - LRs are now: 1.34e-05
+2025-01-03 01:42:26,852 - INFO - LRs are now: 1.34e-05
+2025-01-03 01:42:27,101 - INFO - LRs are now: 1.34e-05
+2025-01-03 01:42:28,072 - INFO - LRs are now: 1.34e-05
+2025-01-03 01:42:28,543 - INFO - LRs are now: 1.34e-05
+2025-01-03 01:42:29,282 - INFO - LRs are now: 1.34e-05
+2025-01-03 01:42:29,839 - INFO - LRs are now: 1.34e-05
+2025-01-03 01:42:30,084 - INFO - LRs are now: 1.34e-05
+2025-01-03 01:42:30,249 - INFO - LRs are now: 1.34e-05
+2025-01-03 01:42:30,442 - INFO - LRs are now: 1.34e-05
+2025-01-03 01:42:30,844 - INFO - LRs are now: 1.33e-05
+2025-01-03 01:42:31,138 - INFO - LRs are now: 1.33e-05
+2025-01-03 01:42:31,394 - INFO - LRs are now: 1.33e-05
+2025-01-03 01:42:32,604 - INFO - LRs are now: 1.33e-05
+2025-01-03 01:42:33,332 - INFO - LRs are now: 1.33e-05
+2025-01-03 01:42:33,777 - INFO - LRs are now: 1.33e-05
+2025-01-03 01:42:34,042 - INFO - LRs are now: 1.33e-05
+2025-01-03 01:42:34,325 - INFO - LRs are now: 1.33e-05
+2025-01-03 01:42:34,681 - INFO - LRs are now: 1.33e-05
+2025-01-03 01:42:35,772 - INFO - LRs are now: 1.33e-05
+2025-01-03 01:42:36,163 - INFO - LRs are now: 1.33e-05
+2025-01-03 01:42:36,674 - INFO - LRs are now: 1.33e-05
+2025-01-03 01:42:37,363 - INFO - LRs are now: 1.33e-05
+2025-01-03 01:42:37,750 - INFO - LRs are now: 1.33e-05
+2025-01-03 01:42:38,009 - INFO - LRs are now: 1.33e-05
+2025-01-03 01:42:38,322 - INFO - LRs are now: 1.33e-05
+2025-01-03 01:42:38,897 - INFO - LRs are now: 1.33e-05
+2025-01-03 01:42:39,217 - INFO - LRs are now: 1.33e-05
+2025-01-03 01:42:40,203 - INFO - LRs are now: 1.33e-05
+2025-01-03 01:42:40,641 - INFO - LRs are now: 1.33e-05
+2025-01-03 01:42:41,906 - INFO - LRs are now: 1.33e-05
+2025-01-03 01:42:42,370 - INFO - LRs are now: 1.33e-05
+2025-01-03 01:42:42,559 - INFO - LRs are now: 1.33e-05
+2025-01-03 01:42:42,809 - INFO - LRs are now: 1.33e-05
+2025-01-03 01:42:43,100 - INFO - LRs are now: 1.33e-05
+2025-01-03 01:42:43,449 - INFO - LRs are now: 1.33e-05
+2025-01-03 01:42:44,548 - INFO - LRs are now: 1.33e-05
+2025-01-03 01:42:44,923 - INFO - LRs are now: 1.33e-05
+2025-01-03 01:42:45,480 - INFO - LRs are now: 1.33e-05
+2025-01-03 01:42:45,884 - INFO - LRs are now: 1.33e-05
+2025-01-03 01:42:46,914 - INFO - LRs are now: 1.33e-05
+2025-01-03 01:42:47,402 - INFO - LRs are now: 1.33e-05
+2025-01-03 01:42:48,189 - INFO - LRs are now: 1.33e-05
+2025-01-03 01:42:48,623 - INFO - LRs are now: 1.33e-05
+2025-01-03 01:42:49,063 - INFO - LRs are now: 1.33e-05
+2025-01-03 01:42:49,582 - INFO - LRs are now: 1.33e-05
+2025-01-03 01:42:49,877 - INFO - LRs are now: 1.33e-05
+2025-01-03 01:42:50,539 - INFO - LRs are now: 1.33e-05
+2025-01-03 01:42:51,797 - INFO - LRs are now: 1.33e-05
+2025-01-03 01:42:52,449 - INFO - LRs are now: 1.33e-05
+2025-01-03 01:42:53,771 - INFO - LRs are now: 1.33e-05
+2025-01-03 01:42:54,183 - INFO - LRs are now: 1.33e-05
+2025-01-03 01:42:54,659 - INFO - LRs are now: 1.33e-05
+2025-01-03 01:42:54,962 - INFO - LRs are now: 1.33e-05
+2025-01-03 01:42:55,229 - INFO - LRs are now: 1.33e-05
+2025-01-03 01:42:55,523 - INFO - LRs are now: 1.33e-05
+2025-01-03 01:42:55,835 - INFO - LRs are now: 1.33e-05
+2025-01-03 01:42:57,085 - INFO - LRs are now: 1.33e-05
+2025-01-03 01:42:58,342 - INFO - LRs are now: 1.33e-05
+2025-01-03 01:42:58,777 - INFO - LRs are now: 1.33e-05
+2025-01-03 01:42:59,133 - INFO - LRs are now: 1.33e-05
+2025-01-03 01:42:59,426 - INFO - LRs are now: 1.33e-05
+2025-01-03 01:43:00,351 - INFO - LRs are now: 1.33e-05
+2025-01-03 01:43:00,713 - INFO - LRs are now: 1.33e-05
+2025-01-03 01:43:00,967 - INFO - LRs are now: 1.32e-05
+2025-01-03 01:43:01,236 - INFO - LRs are now: 1.32e-05
+2025-01-03 01:43:01,431 - INFO - LRs are now: 1.32e-05
+2025-01-03 01:43:01,642 - INFO - LRs are now: 1.32e-05
+2025-01-03 01:43:02,251 - INFO - LRs are now: 1.32e-05
+2025-01-03 01:43:02,666 - INFO - LRs are now: 1.32e-05
+2025-01-03 01:43:03,121 - INFO - LRs are now: 1.32e-05
+2025-01-03 01:43:03,376 - INFO - LRs are now: 1.32e-05
+2025-01-03 01:43:03,551 - INFO - LRs are now: 1.32e-05
+2025-01-03 01:43:03,811 - INFO - LRs are now: 1.32e-05
+2025-01-03 01:43:04,033 - INFO - LRs are now: 1.32e-05
+2025-01-03 01:43:04,994 - INFO - LRs are now: 1.32e-05
+2025-01-03 01:43:05,458 - INFO - LRs are now: 1.32e-05
+2025-01-03 01:43:06,161 - INFO - LRs are now: 1.32e-05
+2025-01-03 01:43:06,938 - INFO - LRs are now: 1.32e-05
+2025-01-03 01:43:07,374 - INFO - LRs are now: 1.32e-05
+2025-01-03 01:43:07,653 - INFO - LRs are now: 1.32e-05
+2025-01-03 01:43:07,981 - INFO - LRs are now: 1.32e-05
+2025-01-03 01:43:08,487 - INFO - LRs are now: 1.32e-05
+2025-01-03 01:43:08,739 - INFO - LRs are now: 1.32e-05
+2025-01-03 01:43:10,152 - INFO - LRs are now: 1.32e-05
+2025-01-03 01:43:10,736 - INFO - LRs are now: 1.32e-05
+2025-01-03 01:43:11,110 - INFO - LRs are now: 1.32e-05
+2025-01-03 01:43:11,393 - INFO - LRs are now: 1.32e-05
+2025-01-03 01:43:11,768 - INFO - LRs are now: 1.32e-05
+2025-01-03 01:43:12,120 - INFO - LRs are now: 1.32e-05
+2025-01-03 01:43:12,763 - INFO - LRs are now: 1.32e-05
+2025-01-03 01:43:13,087 - INFO - LRs are now: 1.32e-05
+2025-01-03 01:43:13,298 - INFO - LRs are now: 1.32e-05
+2025-01-03 01:43:13,493 - INFO - LRs are now: 1.32e-05
+2025-01-03 01:43:13,686 - INFO - LRs are now: 1.32e-05
+2025-01-03 01:43:13,941 - INFO - LRs are now: 1.32e-05
+2025-01-03 01:43:15,038 - INFO - LRs are now: 1.32e-05
+2025-01-03 01:43:16,131 - INFO - LRs are now: 1.32e-05
+2025-01-03 01:43:16,566 - INFO - LRs are now: 1.32e-05
+2025-01-03 01:43:17,053 - INFO - LRs are now: 1.32e-05
+2025-01-03 01:43:17,284 - INFO - LRs are now: 1.32e-05
+2025-01-03 01:43:17,820 - INFO - LRs are now: 1.32e-05
+2025-01-03 01:43:19,022 - INFO - LRs are now: 1.32e-05
+2025-01-03 01:43:19,654 - INFO - LRs are now: 1.32e-05
+2025-01-03 01:43:20,167 - INFO - LRs are now: 1.32e-05
+2025-01-03 01:43:20,427 - INFO - LRs are now: 1.32e-05
+2025-01-03 01:43:20,629 - INFO - LRs are now: 1.32e-05
+2025-01-03 01:43:20,927 - INFO - LRs are now: 1.32e-05
+2025-01-03 01:43:21,394 - INFO - LRs are now: 1.32e-05
+2025-01-03 01:43:21,636 - INFO - LRs are now: 1.32e-05
+2025-01-03 01:43:22,637 - INFO - LRs are now: 1.32e-05
+2025-01-03 01:43:23,117 - INFO - LRs are now: 1.32e-05
+2025-01-03 01:43:23,405 - INFO - LRs are now: 1.32e-05
+2025-01-03 01:43:23,632 - INFO - LRs are now: 1.32e-05
+2025-01-03 01:43:24,059 - INFO - LRs are now: 1.32e-05
+2025-01-03 01:43:24,430 - INFO - LRs are now: 1.32e-05
+2025-01-03 01:43:24,982 - INFO - LRs are now: 1.32e-05
+2025-01-03 01:43:25,423 - INFO - LRs are now: 1.32e-05
+2025-01-03 01:43:25,675 - INFO - LRs are now: 1.32e-05
+2025-01-03 01:43:26,032 - INFO - LRs are now: 1.32e-05
+2025-01-03 01:43:26,267 - INFO - LRs are now: 1.31e-05
+2025-01-03 01:43:26,491 - INFO - LRs are now: 1.31e-05
+2025-01-03 01:43:27,128 - INFO - LRs are now: 1.31e-05
+2025-01-03 01:43:27,470 - INFO - LRs are now: 1.31e-05
+2025-01-03 01:43:28,229 - INFO - LRs are now: 1.31e-05
+2025-01-03 01:43:28,508 - INFO - LRs are now: 1.31e-05
+2025-01-03 01:43:28,696 - INFO - LRs are now: 1.31e-05
+2025-01-03 01:43:29,217 - INFO - LRs are now: 1.31e-05
+2025-01-03 01:43:29,743 - INFO - LRs are now: 1.31e-05
+2025-01-03 01:43:30,235 - INFO - LRs are now: 1.31e-05
+2025-01-03 01:43:30,727 - INFO - LRs are now: 1.31e-05
+2025-01-03 01:43:31,034 - INFO - LRs are now: 1.31e-05
+2025-01-03 01:43:31,300 - INFO - LRs are now: 1.31e-05
+2025-01-03 01:43:31,768 - INFO - LRs are now: 1.31e-05
+2025-01-03 01:43:32,028 - INFO - LRs are now: 1.31e-05
+2025-01-03 01:43:32,922 - INFO - LRs are now: 1.31e-05
+2025-01-03 01:43:33,465 - INFO - LRs are now: 1.31e-05
+2025-01-03 01:43:33,696 - INFO - LRs are now: 1.31e-05
+2025-01-03 01:43:33,946 - INFO - LRs are now: 1.31e-05
+2025-01-03 01:43:35,038 - INFO - LRs are now: 1.31e-05
+2025-01-03 01:43:35,633 - INFO - LRs are now: 1.31e-05
+2025-01-03 01:43:36,016 - INFO - LRs are now: 1.31e-05
+2025-01-03 01:43:36,224 - INFO - LRs are now: 1.31e-05
+2025-01-03 01:43:36,399 - INFO - LRs are now: 1.31e-05
+2025-01-03 01:43:36,854 - INFO - LRs are now: 1.31e-05
+2025-01-03 01:43:37,441 - INFO - LRs are now: 1.31e-05
+2025-01-03 01:43:37,704 - INFO - LRs are now: 1.31e-05
+2025-01-03 01:43:37,887 - INFO - LRs are now: 1.31e-05
+2025-01-03 01:43:38,112 - INFO - LRs are now: 1.31e-05
+2025-01-03 01:43:38,371 - INFO - LRs are now: 1.31e-05
+2025-01-03 01:43:38,811 - INFO - LRs are now: 1.31e-05
+2025-01-03 01:43:39,074 - INFO - LRs are now: 1.31e-05
+2025-01-03 01:43:39,326 - INFO - LRs are now: 1.31e-05
+2025-01-03 01:43:40,019 - INFO - LRs are now: 1.31e-05
+2025-01-03 01:43:40,700 - INFO - LRs are now: 1.31e-05
+2025-01-03 01:43:41,103 - INFO - LRs are now: 1.31e-05
+2025-01-03 01:43:41,443 - INFO - LRs are now: 1.31e-05
+2025-01-03 01:43:41,694 - INFO - LRs are now: 1.31e-05
+2025-01-03 01:43:42,058 - INFO - LRs are now: 1.31e-05
+2025-01-03 01:43:42,570 - INFO - LRs are now: 1.31e-05
+2025-01-03 01:43:42,785 - INFO - LRs are now: 1.31e-05
+2025-01-03 01:43:43,104 - INFO - LRs are now: 1.31e-05
+2025-01-03 01:43:44,376 - INFO - LRs are now: 1.31e-05
+2025-01-03 01:43:45,529 - INFO - LRs are now: 1.31e-05
+2025-01-03 01:43:45,911 - INFO - LRs are now: 1.31e-05
+2025-01-03 01:43:46,404 - INFO - LRs are now: 1.31e-05
+2025-01-03 01:43:46,786 - INFO - LRs are now: 1.31e-05
+2025-01-03 01:43:46,846 - INFO - Training epoch 15 finished. (Took 2.0 mins.)
+2025-01-03 01:43:46,847 - INFO - loss_train: 238.5
+2025-01-03 01:43:46,849 - INFO - heads-fscore_train: 79.23%
+2025-01-03 01:43:46,850 - INFO - labels-fscore_train: 86.71%
+2025-01-03 01:43:46,851 - INFO - aggregate_train: 68.70%
+2025-01-03 01:43:51,665 - INFO - Validation epoch 15 finished. (Took 0.1 mins.)
+2025-01-03 01:43:51,666 - INFO - loss_valid: 15.43
+2025-01-03 01:43:51,669 - INFO - heads-fscore_valid: 80.06%
+2025-01-03 01:43:51,670 - INFO - labels-fscore_valid: 85.95%
+2025-01-03 01:43:51,672 - INFO - aggregate_valid: 68.81%
+2025-01-03 01:43:57,220 - INFO - Saving current best: model_best.pth ...
+2025-01-03 01:43:58,998 - INFO - LRs are now: 1.31e-05
+2025-01-03 01:43:59,582 - INFO - LRs are now: 1.31e-05
+2025-01-03 01:44:00,038 - INFO - LRs are now: 1.31e-05
+2025-01-03 01:44:00,352 - INFO - LRs are now: 1.31e-05
+2025-01-03 01:44:00,999 - INFO - LRs are now: 1.31e-05
+2025-01-03 01:44:01,255 - INFO - LRs are now: 1.31e-05
+2025-01-03 01:44:01,443 - INFO - LRs are now: 1.31e-05
+2025-01-03 01:44:01,695 - INFO - LRs are now: 1.31e-05
+2025-01-03 01:44:01,927 - INFO - LRs are now: 1.31e-05
+2025-01-03 01:44:02,303 - INFO - LRs are now: 1.31e-05
+2025-01-03 01:44:02,882 - INFO - LRs are now: 1.30e-05
+2025-01-03 01:44:03,764 - INFO - LRs are now: 1.30e-05
+2025-01-03 01:44:04,365 - INFO - LRs are now: 1.30e-05
+2025-01-03 01:44:04,596 - INFO - LRs are now: 1.30e-05
+2025-01-03 01:44:04,904 - INFO - LRs are now: 1.30e-05
+2025-01-03 01:44:05,302 - INFO - LRs are now: 1.30e-05
+2025-01-03 01:44:05,668 - INFO - LRs are now: 1.30e-05
+2025-01-03 01:44:05,967 - INFO - LRs are now: 1.30e-05
+2025-01-03 01:44:07,045 - INFO - LRs are now: 1.30e-05
+2025-01-03 01:44:07,429 - INFO - LRs are now: 1.30e-05
+2025-01-03 01:44:07,946 - INFO - LRs are now: 1.30e-05
+2025-01-03 01:44:08,916 - INFO - LRs are now: 1.30e-05
+2025-01-03 01:44:09,366 - INFO - LRs are now: 1.30e-05
+2025-01-03 01:44:09,564 - INFO - LRs are now: 1.30e-05
+2025-01-03 01:44:09,765 - INFO - LRs are now: 1.30e-05
+2025-01-03 01:44:10,204 - INFO - LRs are now: 1.30e-05
+2025-01-03 01:44:10,741 - INFO - LRs are now: 1.30e-05
+2025-01-03 01:44:11,140 - INFO - LRs are now: 1.30e-05
+2025-01-03 01:44:11,390 - INFO - LRs are now: 1.30e-05
+2025-01-03 01:44:11,684 - INFO - LRs are now: 1.30e-05
+2025-01-03 01:44:12,292 - INFO - LRs are now: 1.30e-05
+2025-01-03 01:44:12,647 - INFO - LRs are now: 1.30e-05
+2025-01-03 01:44:12,876 - INFO - LRs are now: 1.30e-05
+2025-01-03 01:44:13,734 - INFO - LRs are now: 1.30e-05
+2025-01-03 01:44:14,239 - INFO - LRs are now: 1.30e-05
+2025-01-03 01:44:15,119 - INFO - LRs are now: 1.30e-05
+2025-01-03 01:44:16,032 - INFO - LRs are now: 1.30e-05
+2025-01-03 01:44:16,404 - INFO - LRs are now: 1.30e-05
+2025-01-03 01:44:16,820 - INFO - LRs are now: 1.30e-05
+2025-01-03 01:44:17,555 - INFO - LRs are now: 1.30e-05
+2025-01-03 01:44:17,901 - INFO - LRs are now: 1.30e-05
+2025-01-03 01:44:18,222 - INFO - LRs are now: 1.30e-05
+2025-01-03 01:44:18,514 - INFO - LRs are now: 1.30e-05
+2025-01-03 01:44:18,923 - INFO - LRs are now: 1.30e-05
+2025-01-03 01:44:19,685 - INFO - LRs are now: 1.30e-05
+2025-01-03 01:44:20,090 - INFO - LRs are now: 1.30e-05
+2025-01-03 01:44:20,325 - INFO - LRs are now: 1.30e-05
+2025-01-03 01:44:20,602 - INFO - LRs are now: 1.30e-05
+2025-01-03 01:44:20,849 - INFO - LRs are now: 1.30e-05
+2025-01-03 01:44:21,751 - INFO - LRs are now: 1.30e-05
+2025-01-03 01:44:22,164 - INFO - LRs are now: 1.30e-05
+2025-01-03 01:44:22,754 - INFO - LRs are now: 1.30e-05
+2025-01-03 01:44:23,113 - INFO - LRs are now: 1.30e-05
+2025-01-03 01:44:23,454 - INFO - LRs are now: 1.30e-05
+2025-01-03 01:44:24,156 - INFO - LRs are now: 1.30e-05
+2025-01-03 01:44:24,552 - INFO - LRs are now: 1.30e-05
+2025-01-03 01:44:24,956 - INFO - LRs are now: 1.30e-05
+2025-01-03 01:44:25,211 - INFO - LRs are now: 1.30e-05
+2025-01-03 01:44:25,984 - INFO - LRs are now: 1.30e-05
+2025-01-03 01:44:26,605 - INFO - LRs are now: 1.30e-05
+2025-01-03 01:44:27,200 - INFO - LRs are now: 1.30e-05
+2025-01-03 01:44:28,623 - INFO - LRs are now: 1.30e-05
+2025-01-03 01:44:29,104 - INFO - LRs are now: 1.30e-05
+2025-01-03 01:44:29,525 - INFO - LRs are now: 1.30e-05
+2025-01-03 01:44:30,235 - INFO - LRs are now: 1.30e-05
+2025-01-03 01:44:31,953 - INFO - LRs are now: 1.30e-05
+2025-01-03 01:44:32,652 - INFO - LRs are now: 1.30e-05
+2025-01-03 01:44:34,157 - INFO - LRs are now: 1.30e-05
+2025-01-03 01:44:34,599 - INFO - LRs are now: 1.29e-05
+2025-01-03 01:44:34,814 - INFO - LRs are now: 1.29e-05
+2025-01-03 01:44:35,310 - INFO - LRs are now: 1.29e-05
+2025-01-03 01:44:35,561 - INFO - LRs are now: 1.29e-05
+2025-01-03 01:44:35,741 - INFO - LRs are now: 1.29e-05
+2025-01-03 01:44:35,915 - INFO - LRs are now: 1.29e-05
+2025-01-03 01:44:36,199 - INFO - LRs are now: 1.29e-05
+2025-01-03 01:44:36,551 - INFO - LRs are now: 1.29e-05
+2025-01-03 01:44:37,037 - INFO - LRs are now: 1.29e-05
+2025-01-03 01:44:37,304 - INFO - LRs are now: 1.29e-05
+2025-01-03 01:44:37,504 - INFO - LRs are now: 1.29e-05
+2025-01-03 01:44:37,710 - INFO - LRs are now: 1.29e-05
+2025-01-03 01:44:38,194 - INFO - LRs are now: 1.29e-05
+2025-01-03 01:44:38,433 - INFO - LRs are now: 1.29e-05
+2025-01-03 01:44:38,888 - INFO - LRs are now: 1.29e-05
+2025-01-03 01:44:39,283 - INFO - LRs are now: 1.29e-05
+2025-01-03 01:44:39,497 - INFO - LRs are now: 1.29e-05
+2025-01-03 01:44:39,683 - INFO - LRs are now: 1.29e-05
+2025-01-03 01:44:40,889 - INFO - LRs are now: 1.29e-05
+2025-01-03 01:44:41,342 - INFO - LRs are now: 1.29e-05
+2025-01-03 01:44:41,616 - INFO - LRs are now: 1.29e-05
+2025-01-03 01:44:41,999 - INFO - LRs are now: 1.29e-05
+2025-01-03 01:44:43,078 - INFO - LRs are now: 1.29e-05
+2025-01-03 01:44:43,479 - INFO - LRs are now: 1.29e-05
+2025-01-03 01:44:43,864 - INFO - LRs are now: 1.29e-05
+2025-01-03 01:44:44,140 - INFO - LRs are now: 1.29e-05
+2025-01-03 01:44:44,346 - INFO - LRs are now: 1.29e-05
+2025-01-03 01:44:44,575 - INFO - LRs are now: 1.29e-05
+2025-01-03 01:44:45,903 - INFO - LRs are now: 1.29e-05
+2025-01-03 01:44:46,386 - INFO - LRs are now: 1.29e-05
+2025-01-03 01:44:46,992 - INFO - LRs are now: 1.29e-05
+2025-01-03 01:44:47,267 - INFO - LRs are now: 1.29e-05
+2025-01-03 01:44:47,466 - INFO - LRs are now: 1.29e-05
+2025-01-03 01:44:47,710 - INFO - LRs are now: 1.29e-05
+2025-01-03 01:44:48,135 - INFO - LRs are now: 1.29e-05
+2025-01-03 01:44:48,502 - INFO - LRs are now: 1.29e-05
+2025-01-03 01:44:48,729 - INFO - LRs are now: 1.29e-05
+2025-01-03 01:44:49,061 - INFO - LRs are now: 1.29e-05
+2025-01-03 01:44:49,725 - INFO - LRs are now: 1.29e-05
+2025-01-03 01:44:50,118 - INFO - LRs are now: 1.29e-05
+2025-01-03 01:44:51,316 - INFO - LRs are now: 1.29e-05
+2025-01-03 01:44:51,906 - INFO - LRs are now: 1.29e-05
+2025-01-03 01:44:52,194 - INFO - LRs are now: 1.29e-05
+2025-01-03 01:44:53,024 - INFO - LRs are now: 1.29e-05
+2025-01-03 01:44:53,328 - INFO - LRs are now: 1.29e-05
+2025-01-03 01:44:53,725 - INFO - LRs are now: 1.29e-05
+2025-01-03 01:44:54,644 - INFO - LRs are now: 1.29e-05
+2025-01-03 01:44:55,096 - INFO - LRs are now: 1.29e-05
+2025-01-03 01:44:55,400 - INFO - LRs are now: 1.29e-05
+2025-01-03 01:44:55,612 - INFO - LRs are now: 1.29e-05
+2025-01-03 01:44:55,874 - INFO - LRs are now: 1.29e-05
+2025-01-03 01:44:56,236 - INFO - LRs are now: 1.29e-05
+2025-01-03 01:44:56,735 - INFO - LRs are now: 1.29e-05
+2025-01-03 01:44:56,974 - INFO - LRs are now: 1.29e-05
+2025-01-03 01:44:57,151 - INFO - LRs are now: 1.29e-05
+2025-01-03 01:44:57,641 - INFO - LRs are now: 1.29e-05
+2025-01-03 01:44:58,748 - INFO - LRs are now: 1.29e-05
+2025-01-03 01:44:59,432 - INFO - LRs are now: 1.29e-05
+2025-01-03 01:44:59,675 - INFO - LRs are now: 1.29e-05
+2025-01-03 01:44:59,914 - INFO - LRs are now: 1.28e-05
+2025-01-03 01:45:00,369 - INFO - LRs are now: 1.28e-05
+2025-01-03 01:45:00,760 - INFO - LRs are now: 1.28e-05
+2025-01-03 01:45:01,491 - INFO - LRs are now: 1.28e-05
+2025-01-03 01:45:01,852 - INFO - LRs are now: 1.28e-05
+2025-01-03 01:45:02,042 - INFO - LRs are now: 1.28e-05
+2025-01-03 01:45:02,271 - INFO - LRs are now: 1.28e-05
+2025-01-03 01:45:02,577 - INFO - LRs are now: 1.28e-05
+2025-01-03 01:45:02,797 - INFO - LRs are now: 1.28e-05
+2025-01-03 01:45:03,187 - INFO - LRs are now: 1.28e-05
+2025-01-03 01:45:03,557 - INFO - LRs are now: 1.28e-05
+2025-01-03 01:45:03,907 - INFO - LRs are now: 1.28e-05
+2025-01-03 01:45:05,120 - INFO - LRs are now: 1.28e-05
+2025-01-03 01:45:05,643 - INFO - LRs are now: 1.28e-05
+2025-01-03 01:45:06,324 - INFO - LRs are now: 1.28e-05
+2025-01-03 01:45:06,634 - INFO - LRs are now: 1.28e-05
+2025-01-03 01:45:06,898 - INFO - LRs are now: 1.28e-05
+2025-01-03 01:45:07,283 - INFO - LRs are now: 1.28e-05
+2025-01-03 01:45:07,681 - INFO - LRs are now: 1.28e-05
+2025-01-03 01:45:08,006 - INFO - LRs are now: 1.28e-05
+2025-01-03 01:45:08,268 - INFO - LRs are now: 1.28e-05
+2025-01-03 01:45:09,006 - INFO - LRs are now: 1.28e-05
+2025-01-03 01:45:09,426 - INFO - LRs are now: 1.28e-05
+2025-01-03 01:45:09,713 - INFO - LRs are now: 1.28e-05
+2025-01-03 01:45:09,989 - INFO - LRs are now: 1.28e-05
+2025-01-03 01:45:10,338 - INFO - LRs are now: 1.28e-05
+2025-01-03 01:45:10,754 - INFO - LRs are now: 1.28e-05
+2025-01-03 01:45:11,434 - INFO - LRs are now: 1.28e-05
+2025-01-03 01:45:12,535 - INFO - LRs are now: 1.28e-05
+2025-01-03 01:45:12,995 - INFO - LRs are now: 1.28e-05
+2025-01-03 01:45:13,322 - INFO - LRs are now: 1.28e-05
+2025-01-03 01:45:13,530 - INFO - LRs are now: 1.28e-05
+2025-01-03 01:45:13,771 - INFO - LRs are now: 1.28e-05
+2025-01-03 01:45:14,001 - INFO - LRs are now: 1.28e-05
+2025-01-03 01:45:14,417 - INFO - LRs are now: 1.28e-05
+2025-01-03 01:45:15,508 - INFO - LRs are now: 1.28e-05
+2025-01-03 01:45:16,119 - INFO - LRs are now: 1.28e-05
+2025-01-03 01:45:16,346 - INFO - LRs are now: 1.28e-05
+2025-01-03 01:45:17,230 - INFO - LRs are now: 1.28e-05
+2025-01-03 01:45:17,752 - INFO - LRs are now: 1.28e-05
+2025-01-03 01:45:18,403 - INFO - LRs are now: 1.28e-05
+2025-01-03 01:45:19,282 - INFO - LRs are now: 1.28e-05
+2025-01-03 01:45:20,167 - INFO - LRs are now: 1.28e-05
+2025-01-03 01:45:20,607 - INFO - LRs are now: 1.28e-05
+2025-01-03 01:45:21,037 - INFO - LRs are now: 1.28e-05
+2025-01-03 01:45:21,887 - INFO - LRs are now: 1.28e-05
+2025-01-03 01:45:22,349 - INFO - LRs are now: 1.28e-05
+2025-01-03 01:45:23,218 - INFO - LRs are now: 1.28e-05
+2025-01-03 01:45:23,555 - INFO - LRs are now: 1.28e-05
+2025-01-03 01:45:23,771 - INFO - LRs are now: 1.28e-05
+2025-01-03 01:45:23,991 - INFO - LRs are now: 1.28e-05
+2025-01-03 01:45:24,483 - INFO - LRs are now: 1.28e-05
+2025-01-03 01:45:24,966 - INFO - LRs are now: 1.28e-05
+2025-01-03 01:45:25,246 - INFO - LRs are now: 1.28e-05
+2025-01-03 01:45:25,653 - INFO - LRs are now: 1.28e-05
+2025-01-03 01:45:26,069 - INFO - LRs are now: 1.28e-05
+2025-01-03 01:45:26,412 - INFO - LRs are now: 1.28e-05
+2025-01-03 01:45:26,664 - INFO - LRs are now: 1.28e-05
+2025-01-03 01:45:26,992 - INFO - LRs are now: 1.28e-05
+2025-01-03 01:45:27,223 - INFO - LRs are now: 1.28e-05
+2025-01-03 01:45:28,039 - INFO - LRs are now: 1.28e-05
+2025-01-03 01:45:28,781 - INFO - LRs are now: 1.27e-05
+2025-01-03 01:45:29,501 - INFO - LRs are now: 1.27e-05
+2025-01-03 01:45:30,195 - INFO - LRs are now: 1.27e-05
+2025-01-03 01:45:30,640 - INFO - LRs are now: 1.27e-05
+2025-01-03 01:45:30,917 - INFO - LRs are now: 1.27e-05
+2025-01-03 01:45:31,170 - INFO - LRs are now: 1.27e-05
+2025-01-03 01:45:31,702 - INFO - LRs are now: 1.27e-05
+2025-01-03 01:45:31,969 - INFO - LRs are now: 1.27e-05
+2025-01-03 01:45:32,199 - INFO - LRs are now: 1.27e-05
+2025-01-03 01:45:33,171 - INFO - LRs are now: 1.27e-05
+2025-01-03 01:45:33,930 - INFO - LRs are now: 1.27e-05
+2025-01-03 01:45:34,246 - INFO - LRs are now: 1.27e-05
+2025-01-03 01:45:35,459 - INFO - LRs are now: 1.27e-05
+2025-01-03 01:45:37,427 - INFO - LRs are now: 1.27e-05
+2025-01-03 01:45:37,961 - INFO - LRs are now: 1.27e-05
+2025-01-03 01:45:38,709 - INFO - LRs are now: 1.27e-05
+2025-01-03 01:45:39,193 - INFO - LRs are now: 1.27e-05
+2025-01-03 01:45:39,648 - INFO - LRs are now: 1.27e-05
+2025-01-03 01:45:40,038 - INFO - LRs are now: 1.27e-05
+2025-01-03 01:45:40,410 - INFO - LRs are now: 1.27e-05
+2025-01-03 01:45:40,653 - INFO - LRs are now: 1.27e-05
+2025-01-03 01:45:40,922 - INFO - LRs are now: 1.27e-05
+2025-01-03 01:45:41,476 - INFO - LRs are now: 1.27e-05
+2025-01-03 01:45:42,529 - INFO - LRs are now: 1.27e-05
+2025-01-03 01:45:42,883 - INFO - LRs are now: 1.27e-05
+2025-01-03 01:45:43,136 - INFO - LRs are now: 1.27e-05
+2025-01-03 01:45:43,768 - INFO - LRs are now: 1.27e-05
+2025-01-03 01:45:44,867 - INFO - LRs are now: 1.27e-05
+2025-01-03 01:45:45,446 - INFO - LRs are now: 1.27e-05
+2025-01-03 01:45:46,265 - INFO - LRs are now: 1.27e-05
+2025-01-03 01:45:46,947 - INFO - LRs are now: 1.27e-05
+2025-01-03 01:45:47,445 - INFO - LRs are now: 1.27e-05
+2025-01-03 01:45:48,277 - INFO - LRs are now: 1.27e-05
+2025-01-03 01:45:48,690 - INFO - LRs are now: 1.27e-05
+2025-01-03 01:45:49,050 - INFO - LRs are now: 1.27e-05
+2025-01-03 01:45:49,332 - INFO - LRs are now: 1.27e-05
+2025-01-03 01:45:49,564 - INFO - LRs are now: 1.27e-05
+2025-01-03 01:45:49,749 - INFO - LRs are now: 1.27e-05
+2025-01-03 01:45:49,924 - INFO - LRs are now: 1.27e-05
+2025-01-03 01:45:50,642 - INFO - LRs are now: 1.27e-05
+2025-01-03 01:45:50,957 - INFO - LRs are now: 1.27e-05
+2025-01-03 01:45:51,330 - INFO - LRs are now: 1.27e-05
+2025-01-03 01:45:51,628 - INFO - LRs are now: 1.27e-05
+2025-01-03 01:45:51,818 - INFO - LRs are now: 1.27e-05
+2025-01-03 01:45:52,365 - INFO - LRs are now: 1.27e-05
+2025-01-03 01:45:52,652 - INFO - LRs are now: 1.27e-05
+2025-01-03 01:45:52,853 - INFO - LRs are now: 1.27e-05
+2025-01-03 01:45:53,380 - INFO - LRs are now: 1.27e-05
+2025-01-03 01:45:53,703 - INFO - LRs are now: 1.27e-05
+2025-01-03 01:45:53,941 - INFO - LRs are now: 1.27e-05
+2025-01-03 01:45:54,780 - INFO - LRs are now: 1.27e-05
+2025-01-03 01:45:55,171 - INFO - LRs are now: 1.27e-05
+2025-01-03 01:45:55,436 - INFO - LRs are now: 1.27e-05
+2025-01-03 01:45:55,639 - INFO - LRs are now: 1.27e-05
+2025-01-03 01:45:55,847 - INFO - LRs are now: 1.27e-05
+2025-01-03 01:45:56,116 - INFO - LRs are now: 1.27e-05
+2025-01-03 01:45:56,377 - INFO - LRs are now: 1.27e-05
+2025-01-03 01:45:56,590 - INFO - LRs are now: 1.27e-05
+2025-01-03 01:45:56,873 - INFO - LRs are now: 1.27e-05
+2025-01-03 01:45:57,647 - INFO - LRs are now: 1.27e-05
+2025-01-03 01:45:58,401 - INFO - LRs are now: 1.27e-05
+2025-01-03 01:45:58,795 - INFO - LRs are now: 1.27e-05
+2025-01-03 01:45:58,868 - INFO - Training epoch 16 finished. (Took 2.0 mins.)
+2025-01-03 01:45:58,869 - INFO - loss_train: 235.4
+2025-01-03 01:45:58,871 - INFO - heads-fscore_train: 79.98%
+2025-01-03 01:45:58,873 - INFO - labels-fscore_train: 86.90%
+2025-01-03 01:45:58,874 - INFO - aggregate_train: 69.50%
+2025-01-03 01:46:03,384 - INFO - Validation epoch 16 finished. (Took 0.1 mins.)
+2025-01-03 01:46:03,385 - INFO - loss_valid: 15.4
+2025-01-03 01:46:03,387 - INFO - heads-fscore_valid: 79.89%
+2025-01-03 01:46:03,388 - INFO - labels-fscore_valid: 86.02%
+2025-01-03 01:46:03,389 - INFO - aggregate_valid: 68.73%
+2025-01-03 01:46:04,775 - INFO - LRs are now: 1.27e-05
+2025-01-03 01:46:05,663 - INFO - LRs are now: 1.26e-05
+2025-01-03 01:46:06,000 - INFO - LRs are now: 1.26e-05
+2025-01-03 01:46:07,257 - INFO - LRs are now: 1.26e-05
+2025-01-03 01:46:07,751 - INFO - LRs are now: 1.26e-05
+2025-01-03 01:46:09,001 - INFO - LRs are now: 1.26e-05
+2025-01-03 01:46:10,250 - INFO - LRs are now: 1.26e-05
+2025-01-03 01:46:11,649 - INFO - LRs are now: 1.26e-05
+2025-01-03 01:46:12,096 - INFO - LRs are now: 1.26e-05
+2025-01-03 01:46:12,512 - INFO - LRs are now: 1.26e-05
+2025-01-03 01:46:13,115 - INFO - LRs are now: 1.26e-05
+2025-01-03 01:46:13,465 - INFO - LRs are now: 1.26e-05
+2025-01-03 01:46:13,748 - INFO - LRs are now: 1.26e-05
+2025-01-03 01:46:14,006 - INFO - LRs are now: 1.26e-05
+2025-01-03 01:46:14,248 - INFO - LRs are now: 1.26e-05
+2025-01-03 01:46:14,556 - INFO - LRs are now: 1.26e-05
+2025-01-03 01:46:15,011 - INFO - LRs are now: 1.26e-05
+2025-01-03 01:46:15,615 - INFO - LRs are now: 1.26e-05
+2025-01-03 01:46:15,873 - INFO - LRs are now: 1.26e-05
+2025-01-03 01:46:16,097 - INFO - LRs are now: 1.26e-05
+2025-01-03 01:46:16,580 - INFO - LRs are now: 1.26e-05
+2025-01-03 01:46:17,490 - INFO - LRs are now: 1.26e-05
+2025-01-03 01:46:18,496 - INFO - LRs are now: 1.26e-05
+2025-01-03 01:46:19,025 - INFO - LRs are now: 1.26e-05
+2025-01-03 01:46:19,285 - INFO - LRs are now: 1.26e-05
+2025-01-03 01:46:19,480 - INFO - LRs are now: 1.26e-05
+2025-01-03 01:46:19,685 - INFO - LRs are now: 1.26e-05
+2025-01-03 01:46:20,077 - INFO - LRs are now: 1.26e-05
+2025-01-03 01:46:20,356 - INFO - LRs are now: 1.26e-05
+2025-01-03 01:46:20,555 - INFO - LRs are now: 1.26e-05
+2025-01-03 01:46:21,139 - INFO - LRs are now: 1.26e-05
+2025-01-03 01:46:21,454 - INFO - LRs are now: 1.26e-05
+2025-01-03 01:46:21,831 - INFO - LRs are now: 1.26e-05
+2025-01-03 01:46:22,117 - INFO - LRs are now: 1.26e-05
+2025-01-03 01:46:23,307 - INFO - LRs are now: 1.26e-05
+2025-01-03 01:46:23,704 - INFO - LRs are now: 1.26e-05
+2025-01-03 01:46:23,986 - INFO - LRs are now: 1.26e-05
+2025-01-03 01:46:24,259 - INFO - LRs are now: 1.26e-05
+2025-01-03 01:46:24,898 - INFO - LRs are now: 1.26e-05
+2025-01-03 01:46:25,356 - INFO - LRs are now: 1.26e-05
+2025-01-03 01:46:25,950 - INFO - LRs are now: 1.26e-05
+2025-01-03 01:46:26,353 - INFO - LRs are now: 1.26e-05
+2025-01-03 01:46:26,657 - INFO - LRs are now: 1.26e-05
+2025-01-03 01:46:27,281 - INFO - LRs are now: 1.26e-05
+2025-01-03 01:46:28,472 - INFO - LRs are now: 1.26e-05
+2025-01-03 01:46:28,956 - INFO - LRs are now: 1.26e-05
+2025-01-03 01:46:29,285 - INFO - LRs are now: 1.26e-05
+2025-01-03 01:46:29,515 - INFO - LRs are now: 1.26e-05
+2025-01-03 01:46:30,165 - INFO - LRs are now: 1.26e-05
+2025-01-03 01:46:30,573 - INFO - LRs are now: 1.26e-05
+2025-01-03 01:46:31,061 - INFO - LRs are now: 1.26e-05
+2025-01-03 01:46:31,356 - INFO - LRs are now: 1.26e-05
+2025-01-03 01:46:31,717 - INFO - LRs are now: 1.26e-05
+2025-01-03 01:46:32,288 - INFO - LRs are now: 1.26e-05
+2025-01-03 01:46:32,727 - INFO - LRs are now: 1.26e-05
+2025-01-03 01:46:33,163 - INFO - LRs are now: 1.26e-05
+2025-01-03 01:46:33,432 - INFO - LRs are now: 1.26e-05
+2025-01-03 01:46:33,576 - INFO - LRs are now: 1.26e-05
+2025-01-03 01:46:33,974 - INFO - LRs are now: 1.26e-05
+2025-01-03 01:46:34,239 - INFO - LRs are now: 1.26e-05
+2025-01-03 01:46:35,240 - INFO - LRs are now: 1.26e-05
+2025-01-03 01:46:35,770 - INFO - LRs are now: 1.26e-05
+2025-01-03 01:46:36,667 - INFO - LRs are now: 1.26e-05
+2025-01-03 01:46:37,359 - INFO - LRs are now: 1.26e-05
+2025-01-03 01:46:38,572 - INFO - LRs are now: 1.26e-05
+2025-01-03 01:46:39,055 - INFO - LRs are now: 1.25e-05
+2025-01-03 01:46:39,286 - INFO - LRs are now: 1.25e-05
+2025-01-03 01:46:39,737 - INFO - LRs are now: 1.25e-05
+2025-01-03 01:46:40,148 - INFO - LRs are now: 1.25e-05
+2025-01-03 01:46:40,396 - INFO - LRs are now: 1.25e-05
+2025-01-03 01:46:41,583 - INFO - LRs are now: 1.25e-05
+2025-01-03 01:46:42,312 - INFO - LRs are now: 1.25e-05
+2025-01-03 01:46:42,570 - INFO - LRs are now: 1.25e-05
+2025-01-03 01:46:42,778 - INFO - LRs are now: 1.25e-05
+2025-01-03 01:46:43,271 - INFO - LRs are now: 1.25e-05
+2025-01-03 01:46:43,554 - INFO - LRs are now: 1.25e-05
+2025-01-03 01:46:43,785 - INFO - LRs are now: 1.25e-05
+2025-01-03 01:46:43,981 - INFO - LRs are now: 1.25e-05
+2025-01-03 01:46:44,190 - INFO - LRs are now: 1.25e-05
+2025-01-03 01:46:44,729 - INFO - LRs are now: 1.25e-05
+2025-01-03 01:46:45,219 - INFO - LRs are now: 1.25e-05
+2025-01-03 01:46:45,930 - INFO - LRs are now: 1.25e-05
+2025-01-03 01:46:46,248 - INFO - LRs are now: 1.25e-05
+2025-01-03 01:46:47,577 - INFO - LRs are now: 1.25e-05
+2025-01-03 01:46:48,015 - INFO - LRs are now: 1.25e-05
+2025-01-03 01:46:48,309 - INFO - LRs are now: 1.25e-05
+2025-01-03 01:46:49,048 - INFO - LRs are now: 1.25e-05
+2025-01-03 01:46:49,329 - INFO - LRs are now: 1.25e-05
+2025-01-03 01:46:49,734 - INFO - LRs are now: 1.25e-05
+2025-01-03 01:46:50,750 - INFO - LRs are now: 1.25e-05
+2025-01-03 01:46:51,172 - INFO - LRs are now: 1.25e-05
+2025-01-03 01:46:51,622 - INFO - LRs are now: 1.25e-05
+2025-01-03 01:46:52,782 - INFO - LRs are now: 1.25e-05
+2025-01-03 01:46:54,011 - INFO - LRs are now: 1.25e-05
+2025-01-03 01:46:54,369 - INFO - LRs are now: 1.25e-05
+2025-01-03 01:46:54,623 - INFO - LRs are now: 1.25e-05
+2025-01-03 01:46:54,835 - INFO - LRs are now: 1.25e-05
+2025-01-03 01:46:55,067 - INFO - LRs are now: 1.25e-05
+2025-01-03 01:46:55,323 - INFO - LRs are now: 1.25e-05
+2025-01-03 01:46:55,573 - INFO - LRs are now: 1.25e-05
+2025-01-03 01:46:55,853 - INFO - LRs are now: 1.25e-05
+2025-01-03 01:46:56,046 - INFO - LRs are now: 1.25e-05
+2025-01-03 01:46:56,879 - INFO - LRs are now: 1.25e-05
+2025-01-03 01:46:57,270 - INFO - LRs are now: 1.25e-05
+2025-01-03 01:46:57,582 - INFO - LRs are now: 1.25e-05
+2025-01-03 01:46:58,850 - INFO - LRs are now: 1.25e-05
+2025-01-03 01:46:59,350 - INFO - LRs are now: 1.25e-05
+2025-01-03 01:46:59,666 - INFO - LRs are now: 1.25e-05
+2025-01-03 01:46:59,905 - INFO - LRs are now: 1.25e-05
+2025-01-03 01:47:00,130 - INFO - LRs are now: 1.25e-05
+2025-01-03 01:47:00,398 - INFO - LRs are now: 1.25e-05
+2025-01-03 01:47:00,732 - INFO - LRs are now: 1.25e-05
+2025-01-03 01:47:01,058 - INFO - LRs are now: 1.25e-05
+2025-01-03 01:47:01,299 - INFO - LRs are now: 1.25e-05
+2025-01-03 01:47:01,586 - INFO - LRs are now: 1.25e-05
+2025-01-03 01:47:02,847 - INFO - LRs are now: 1.25e-05
+2025-01-03 01:47:03,462 - INFO - LRs are now: 1.25e-05
+2025-01-03 01:47:03,700 - INFO - LRs are now: 1.25e-05
+2025-01-03 01:47:04,149 - INFO - LRs are now: 1.25e-05
+2025-01-03 01:47:04,500 - INFO - LRs are now: 1.25e-05
+2025-01-03 01:47:04,743 - INFO - LRs are now: 1.25e-05
+2025-01-03 01:47:04,960 - INFO - LRs are now: 1.25e-05
+2025-01-03 01:47:05,944 - INFO - LRs are now: 1.25e-05
+2025-01-03 01:47:06,452 - INFO - LRs are now: 1.25e-05
+2025-01-03 01:47:06,926 - INFO - LRs are now: 1.25e-05
+2025-01-03 01:47:07,421 - INFO - LRs are now: 1.25e-05
+2025-01-03 01:47:07,730 - INFO - LRs are now: 1.25e-05
+2025-01-03 01:47:08,243 - INFO - LRs are now: 1.25e-05
+2025-01-03 01:47:09,436 - INFO - LRs are now: 1.25e-05
+2025-01-03 01:47:09,882 - INFO - LRs are now: 1.25e-05
+2025-01-03 01:47:10,168 - INFO - LRs are now: 1.24e-05
+2025-01-03 01:47:10,366 - INFO - LRs are now: 1.24e-05
+2025-01-03 01:47:10,590 - INFO - LRs are now: 1.24e-05
+2025-01-03 01:47:10,786 - INFO - LRs are now: 1.24e-05
+2025-01-03 01:47:10,961 - INFO - LRs are now: 1.24e-05
+2025-01-03 01:47:12,113 - INFO - LRs are now: 1.24e-05
+2025-01-03 01:47:12,519 - INFO - LRs are now: 1.24e-05
+2025-01-03 01:47:13,111 - INFO - LRs are now: 1.24e-05
+2025-01-03 01:47:13,420 - INFO - LRs are now: 1.24e-05
+2025-01-03 01:47:14,109 - INFO - LRs are now: 1.24e-05
+2025-01-03 01:47:14,473 - INFO - LRs are now: 1.24e-05
+2025-01-03 01:47:14,794 - INFO - LRs are now: 1.24e-05
+2025-01-03 01:47:15,006 - INFO - LRs are now: 1.24e-05
+2025-01-03 01:47:15,221 - INFO - LRs are now: 1.24e-05
+2025-01-03 01:47:15,517 - INFO - LRs are now: 1.24e-05
+2025-01-03 01:47:16,076 - INFO - LRs are now: 1.24e-05
+2025-01-03 01:47:16,453 - INFO - LRs are now: 1.24e-05
+2025-01-03 01:47:16,678 - INFO - LRs are now: 1.24e-05
+2025-01-03 01:47:17,988 - INFO - LRs are now: 1.24e-05
+2025-01-03 01:47:18,605 - INFO - LRs are now: 1.24e-05
+2025-01-03 01:47:18,856 - INFO - LRs are now: 1.24e-05
+2025-01-03 01:47:19,090 - INFO - LRs are now: 1.24e-05
+2025-01-03 01:47:19,507 - INFO - LRs are now: 1.24e-05
+2025-01-03 01:47:20,842 - INFO - LRs are now: 1.24e-05
+2025-01-03 01:47:21,440 - INFO - LRs are now: 1.24e-05
+2025-01-03 01:47:21,819 - INFO - LRs are now: 1.24e-05
+2025-01-03 01:47:22,101 - INFO - LRs are now: 1.24e-05
+2025-01-03 01:47:22,868 - INFO - LRs are now: 1.24e-05
+2025-01-03 01:47:24,175 - INFO - LRs are now: 1.24e-05
+2025-01-03 01:47:24,564 - INFO - LRs are now: 1.24e-05
+2025-01-03 01:47:24,746 - INFO - LRs are now: 1.24e-05
+2025-01-03 01:47:25,228 - INFO - LRs are now: 1.24e-05
+2025-01-03 01:47:25,913 - INFO - LRs are now: 1.24e-05
+2025-01-03 01:47:26,514 - INFO - LRs are now: 1.24e-05
+2025-01-03 01:47:26,877 - INFO - LRs are now: 1.24e-05
+2025-01-03 01:47:27,204 - INFO - LRs are now: 1.24e-05
+2025-01-03 01:47:27,398 - INFO - LRs are now: 1.24e-05
+2025-01-03 01:47:27,746 - INFO - LRs are now: 1.24e-05
+2025-01-03 01:47:28,916 - INFO - LRs are now: 1.24e-05
+2025-01-03 01:47:29,414 - INFO - LRs are now: 1.24e-05
+2025-01-03 01:47:29,713 - INFO - LRs are now: 1.24e-05
+2025-01-03 01:47:29,936 - INFO - LRs are now: 1.24e-05
+2025-01-03 01:47:30,294 - INFO - LRs are now: 1.24e-05
+2025-01-03 01:47:30,518 - INFO - LRs are now: 1.24e-05
+2025-01-03 01:47:30,790 - INFO - LRs are now: 1.24e-05
+2025-01-03 01:47:31,143 - INFO - LRs are now: 1.24e-05
+2025-01-03 01:47:31,688 - INFO - LRs are now: 1.24e-05
+2025-01-03 01:47:32,476 - INFO - LRs are now: 1.24e-05
+2025-01-03 01:47:32,746 - INFO - LRs are now: 1.24e-05
+2025-01-03 01:47:32,965 - INFO - LRs are now: 1.24e-05
+2025-01-03 01:47:33,358 - INFO - LRs are now: 1.24e-05
+2025-01-03 01:47:34,102 - INFO - LRs are now: 1.24e-05
+2025-01-03 01:47:34,485 - INFO - LRs are now: 1.24e-05
+2025-01-03 01:47:34,741 - INFO - LRs are now: 1.24e-05
+2025-01-03 01:47:35,040 - INFO - LRs are now: 1.24e-05
+2025-01-03 01:47:35,411 - INFO - LRs are now: 1.24e-05
+2025-01-03 01:47:35,865 - INFO - LRs are now: 1.24e-05
+2025-01-03 01:47:36,377 - INFO - LRs are now: 1.24e-05
+2025-01-03 01:47:36,988 - INFO - LRs are now: 1.24e-05
+2025-01-03 01:47:37,506 - INFO - LRs are now: 1.24e-05
+2025-01-03 01:47:37,777 - INFO - LRs are now: 1.24e-05
+2025-01-03 01:47:38,545 - INFO - LRs are now: 1.24e-05
+2025-01-03 01:47:38,891 - INFO - LRs are now: 1.24e-05
+2025-01-03 01:47:39,614 - INFO - LRs are now: 1.24e-05
+2025-01-03 01:47:40,057 - INFO - LRs are now: 1.24e-05
+2025-01-03 01:47:40,516 - INFO - LRs are now: 1.24e-05
+2025-01-03 01:47:40,830 - INFO - LRs are now: 1.24e-05
+2025-01-03 01:47:41,409 - INFO - LRs are now: 1.24e-05
+2025-01-03 01:47:41,851 - INFO - LRs are now: 1.23e-05
+2025-01-03 01:47:42,197 - INFO - LRs are now: 1.23e-05
+2025-01-03 01:47:42,405 - INFO - LRs are now: 1.23e-05
+2025-01-03 01:47:43,440 - INFO - LRs are now: 1.23e-05
+2025-01-03 01:47:44,301 - INFO - LRs are now: 1.23e-05
+2025-01-03 01:47:44,706 - INFO - LRs are now: 1.23e-05
+2025-01-03 01:47:45,337 - INFO - LRs are now: 1.23e-05
+2025-01-03 01:47:45,596 - INFO - LRs are now: 1.23e-05
+2025-01-03 01:47:45,941 - INFO - LRs are now: 1.23e-05
+2025-01-03 01:47:46,410 - INFO - LRs are now: 1.23e-05
+2025-01-03 01:47:46,967 - INFO - LRs are now: 1.23e-05
+2025-01-03 01:47:47,712 - INFO - LRs are now: 1.23e-05
+2025-01-03 01:47:48,290 - INFO - LRs are now: 1.23e-05
+2025-01-03 01:47:48,867 - INFO - LRs are now: 1.23e-05
+2025-01-03 01:47:49,698 - INFO - LRs are now: 1.23e-05
+2025-01-03 01:47:49,977 - INFO - LRs are now: 1.23e-05
+2025-01-03 01:47:50,264 - INFO - LRs are now: 1.23e-05
+2025-01-03 01:47:50,625 - INFO - LRs are now: 1.23e-05
+2025-01-03 01:47:50,987 - INFO - LRs are now: 1.23e-05
+2025-01-03 01:47:51,444 - INFO - LRs are now: 1.23e-05
+2025-01-03 01:47:51,680 - INFO - LRs are now: 1.23e-05
+2025-01-03 01:47:51,876 - INFO - LRs are now: 1.23e-05
+2025-01-03 01:47:52,172 - INFO - LRs are now: 1.23e-05
+2025-01-03 01:47:52,897 - INFO - LRs are now: 1.23e-05
+2025-01-03 01:47:53,217 - INFO - LRs are now: 1.23e-05
+2025-01-03 01:47:53,452 - INFO - LRs are now: 1.23e-05
+2025-01-03 01:47:54,463 - INFO - LRs are now: 1.23e-05
+2025-01-03 01:47:55,107 - INFO - LRs are now: 1.23e-05
+2025-01-03 01:47:55,337 - INFO - LRs are now: 1.23e-05
+2025-01-03 01:47:55,940 - INFO - LRs are now: 1.23e-05
+2025-01-03 01:47:56,231 - INFO - LRs are now: 1.23e-05
+2025-01-03 01:47:56,482 - INFO - LRs are now: 1.23e-05
+2025-01-03 01:47:56,808 - INFO - LRs are now: 1.23e-05
+2025-01-03 01:47:57,025 - INFO - LRs are now: 1.23e-05
+2025-01-03 01:47:57,226 - INFO - LRs are now: 1.23e-05
+2025-01-03 01:47:58,273 - INFO - LRs are now: 1.23e-05
+2025-01-03 01:47:58,818 - INFO - LRs are now: 1.23e-05
+2025-01-03 01:47:59,111 - INFO - LRs are now: 1.23e-05
+2025-01-03 01:47:59,435 - INFO - LRs are now: 1.23e-05
+2025-01-03 01:47:59,641 - INFO - LRs are now: 1.23e-05
+2025-01-03 01:47:59,843 - INFO - LRs are now: 1.23e-05
+2025-01-03 01:48:00,203 - INFO - LRs are now: 1.23e-05
+2025-01-03 01:48:00,549 - INFO - LRs are now: 1.23e-05
+2025-01-03 01:48:01,227 - INFO - LRs are now: 1.23e-05
+2025-01-03 01:48:01,551 - INFO - LRs are now: 1.23e-05
+2025-01-03 01:48:01,946 - INFO - LRs are now: 1.23e-05
+2025-01-03 01:48:02,219 - INFO - LRs are now: 1.23e-05
+2025-01-03 01:48:02,559 - INFO - LRs are now: 1.23e-05
+2025-01-03 01:48:02,799 - INFO - LRs are now: 1.23e-05
+2025-01-03 01:48:02,984 - INFO - LRs are now: 1.23e-05
+2025-01-03 01:48:03,194 - INFO - LRs are now: 1.23e-05
+2025-01-03 01:48:04,170 - INFO - LRs are now: 1.23e-05
+2025-01-03 01:48:04,219 - INFO - Training epoch 17 finished. (Took 2.0 mins.)
+2025-01-03 01:48:04,220 - INFO - loss_train: 230.8
+2025-01-03 01:48:04,224 - INFO - heads-fscore_train: 80.21%
+2025-01-03 01:48:04,225 - INFO - labels-fscore_train: 87.06%
+2025-01-03 01:48:04,226 - INFO - aggregate_train: 69.83%
+2025-01-03 01:48:10,103 - INFO - Validation epoch 17 finished. (Took 0.1 mins.)
+2025-01-03 01:48:10,103 - INFO - loss_valid: 15.61
+2025-01-03 01:48:10,106 - INFO - heads-fscore_valid: 80.07%
+2025-01-03 01:48:10,109 - INFO - labels-fscore_valid: 85.94%
+2025-01-03 01:48:10,111 - INFO - aggregate_valid: 68.81%
+2025-01-03 01:48:19,349 - INFO - Saving current best: model_best.pth ...
+2025-01-03 01:48:20,375 - INFO - LRs are now: 1.23e-05
+2025-01-03 01:48:21,352 - INFO - LRs are now: 1.23e-05
+2025-01-03 01:48:22,702 - INFO - LRs are now: 1.23e-05
+2025-01-03 01:48:24,104 - INFO - LRs are now: 1.23e-05
+2025-01-03 01:48:24,696 - INFO - LRs are now: 1.23e-05
+2025-01-03 01:48:24,953 - INFO - LRs are now: 1.23e-05
+2025-01-03 01:48:26,212 - INFO - LRs are now: 1.23e-05
+2025-01-03 01:48:26,562 - INFO - LRs are now: 1.23e-05
+2025-01-03 01:48:26,739 - INFO - LRs are now: 1.23e-05
+2025-01-03 01:48:28,069 - INFO - LRs are now: 1.23e-05
+2025-01-03 01:48:29,308 - INFO - LRs are now: 1.23e-05
+2025-01-03 01:48:30,349 - INFO - LRs are now: 1.23e-05
+2025-01-03 01:48:31,034 - INFO - LRs are now: 1.23e-05
+2025-01-03 01:48:31,315 - INFO - LRs are now: 1.23e-05
+2025-01-03 01:48:31,680 - INFO - LRs are now: 1.23e-05
+2025-01-03 01:48:31,934 - INFO - LRs are now: 1.23e-05
+2025-01-03 01:48:32,221 - INFO - LRs are now: 1.22e-05
+2025-01-03 01:48:32,453 - INFO - LRs are now: 1.22e-05
+2025-01-03 01:48:33,428 - INFO - LRs are now: 1.22e-05
+2025-01-03 01:48:33,927 - INFO - LRs are now: 1.22e-05
+2025-01-03 01:48:34,481 - INFO - LRs are now: 1.22e-05
+2025-01-03 01:48:34,878 - INFO - LRs are now: 1.22e-05
+2025-01-03 01:48:35,080 - INFO - LRs are now: 1.22e-05
+2025-01-03 01:48:35,279 - INFO - LRs are now: 1.22e-05
+2025-01-03 01:48:35,622 - INFO - LRs are now: 1.22e-05
+2025-01-03 01:48:35,906 - INFO - LRs are now: 1.22e-05
+2025-01-03 01:48:36,148 - INFO - LRs are now: 1.22e-05
+2025-01-03 01:48:36,653 - INFO - LRs are now: 1.22e-05
+2025-01-03 01:48:37,027 - INFO - LRs are now: 1.22e-05
+2025-01-03 01:48:37,897 - INFO - LRs are now: 1.22e-05
+2025-01-03 01:48:38,263 - INFO - LRs are now: 1.22e-05
+2025-01-03 01:48:38,617 - INFO - LRs are now: 1.22e-05
+2025-01-03 01:48:39,225 - INFO - LRs are now: 1.22e-05
+2025-01-03 01:48:40,630 - INFO - LRs are now: 1.22e-05
+2025-01-03 01:48:41,029 - INFO - LRs are now: 1.22e-05
+2025-01-03 01:48:41,337 - INFO - LRs are now: 1.22e-05
+2025-01-03 01:48:43,029 - INFO - LRs are now: 1.22e-05
+2025-01-03 01:48:43,475 - INFO - LRs are now: 1.22e-05
+2025-01-03 01:48:43,774 - INFO - LRs are now: 1.22e-05
+2025-01-03 01:48:44,103 - INFO - LRs are now: 1.22e-05
+2025-01-03 01:48:44,986 - INFO - LRs are now: 1.22e-05
+2025-01-03 01:48:45,563 - INFO - LRs are now: 1.22e-05
+2025-01-03 01:48:45,788 - INFO - LRs are now: 1.22e-05
+2025-01-03 01:48:46,004 - INFO - LRs are now: 1.22e-05
+2025-01-03 01:48:46,334 - INFO - LRs are now: 1.22e-05
+2025-01-03 01:48:46,566 - INFO - LRs are now: 1.22e-05
+2025-01-03 01:48:46,847 - INFO - LRs are now: 1.22e-05
+2025-01-03 01:48:47,085 - INFO - LRs are now: 1.22e-05
+2025-01-03 01:48:47,340 - INFO - LRs are now: 1.22e-05
+2025-01-03 01:48:47,947 - INFO - LRs are now: 1.22e-05
+2025-01-03 01:48:48,939 - INFO - LRs are now: 1.22e-05
+2025-01-03 01:48:49,485 - INFO - LRs are now: 1.22e-05
+2025-01-03 01:48:50,137 - INFO - LRs are now: 1.22e-05
+2025-01-03 01:48:50,573 - INFO - LRs are now: 1.22e-05
+2025-01-03 01:48:50,796 - INFO - LRs are now: 1.22e-05
+2025-01-03 01:48:51,328 - INFO - LRs are now: 1.22e-05
+2025-01-03 01:48:52,073 - INFO - LRs are now: 1.22e-05
+2025-01-03 01:48:52,511 - INFO - LRs are now: 1.22e-05
+2025-01-03 01:48:52,766 - INFO - LRs are now: 1.22e-05
+2025-01-03 01:48:53,010 - INFO - LRs are now: 1.22e-05
+2025-01-03 01:48:53,415 - INFO - LRs are now: 1.22e-05
+2025-01-03 01:48:53,768 - INFO - LRs are now: 1.22e-05
+2025-01-03 01:48:54,075 - INFO - LRs are now: 1.22e-05
+2025-01-03 01:48:54,292 - INFO - LRs are now: 1.22e-05
+2025-01-03 01:48:54,564 - INFO - LRs are now: 1.22e-05
+2025-01-03 01:48:54,774 - INFO - LRs are now: 1.22e-05
+2025-01-03 01:48:55,036 - INFO - LRs are now: 1.22e-05
+2025-01-03 01:48:55,311 - INFO - LRs are now: 1.22e-05
+2025-01-03 01:48:56,120 - INFO - LRs are now: 1.22e-05
+2025-01-03 01:48:56,646 - INFO - LRs are now: 1.22e-05
+2025-01-03 01:48:56,988 - INFO - LRs are now: 1.22e-05
+2025-01-03 01:48:57,281 - INFO - LRs are now: 1.22e-05
+2025-01-03 01:48:57,714 - INFO - LRs are now: 1.22e-05
+2025-01-03 01:48:58,542 - INFO - LRs are now: 1.22e-05
+2025-01-03 01:48:58,854 - INFO - LRs are now: 1.22e-05
+2025-01-03 01:48:59,102 - INFO - LRs are now: 1.22e-05
+2025-01-03 01:48:59,782 - INFO - LRs are now: 1.22e-05
+2025-01-03 01:49:00,108 - INFO - LRs are now: 1.22e-05
+2025-01-03 01:49:00,312 - INFO - LRs are now: 1.22e-05
+2025-01-03 01:49:00,726 - INFO - LRs are now: 1.22e-05
+2025-01-03 01:49:01,046 - INFO - LRs are now: 1.22e-05
+2025-01-03 01:49:01,265 - INFO - LRs are now: 1.22e-05
+2025-01-03 01:49:01,439 - INFO - LRs are now: 1.22e-05
+2025-01-03 01:49:01,913 - INFO - LRs are now: 1.22e-05
+2025-01-03 01:49:02,632 - INFO - LRs are now: 1.22e-05
+2025-01-03 01:49:03,239 - INFO - LRs are now: 1.22e-05
+2025-01-03 01:49:03,529 - INFO - LRs are now: 1.22e-05
+2025-01-03 01:49:03,800 - INFO - LRs are now: 1.21e-05
+2025-01-03 01:49:04,120 - INFO - LRs are now: 1.21e-05
+2025-01-03 01:49:04,343 - INFO - LRs are now: 1.21e-05
+2025-01-03 01:49:05,097 - INFO - LRs are now: 1.21e-05
+2025-01-03 01:49:05,491 - INFO - LRs are now: 1.21e-05
+2025-01-03 01:49:05,747 - INFO - LRs are now: 1.21e-05
+2025-01-03 01:49:06,142 - INFO - LRs are now: 1.21e-05
+2025-01-03 01:49:07,475 - INFO - LRs are now: 1.21e-05
+2025-01-03 01:49:08,182 - INFO - LRs are now: 1.21e-05
+2025-01-03 01:49:08,895 - INFO - LRs are now: 1.21e-05
+2025-01-03 01:49:09,803 - INFO - LRs are now: 1.21e-05
+2025-01-03 01:49:10,378 - INFO - LRs are now: 1.21e-05
+2025-01-03 01:49:10,949 - INFO - LRs are now: 1.21e-05
+2025-01-03 01:49:11,286 - INFO - LRs are now: 1.21e-05
+2025-01-03 01:49:11,538 - INFO - LRs are now: 1.21e-05
+2025-01-03 01:49:12,086 - INFO - LRs are now: 1.21e-05
+2025-01-03 01:49:12,475 - INFO - LRs are now: 1.21e-05
+2025-01-03 01:49:13,656 - INFO - LRs are now: 1.21e-05
+2025-01-03 01:49:14,073 - INFO - LRs are now: 1.21e-05
+2025-01-03 01:49:14,461 - INFO - LRs are now: 1.21e-05
+2025-01-03 01:49:14,879 - INFO - LRs are now: 1.21e-05
+2025-01-03 01:49:15,192 - INFO - LRs are now: 1.21e-05
+2025-01-03 01:49:15,904 - INFO - LRs are now: 1.21e-05
+2025-01-03 01:49:16,279 - INFO - LRs are now: 1.21e-05
+2025-01-03 01:49:16,561 - INFO - LRs are now: 1.21e-05
+2025-01-03 01:49:16,752 - INFO - LRs are now: 1.21e-05
+2025-01-03 01:49:17,997 - INFO - LRs are now: 1.21e-05
+2025-01-03 01:49:18,413 - INFO - LRs are now: 1.21e-05
+2025-01-03 01:49:18,818 - INFO - LRs are now: 1.21e-05
+2025-01-03 01:49:19,162 - INFO - LRs are now: 1.21e-05
+2025-01-03 01:49:19,485 - INFO - LRs are now: 1.21e-05
+2025-01-03 01:49:20,021 - INFO - LRs are now: 1.21e-05
+2025-01-03 01:49:20,325 - INFO - LRs are now: 1.21e-05
+2025-01-03 01:49:20,528 - INFO - LRs are now: 1.21e-05
+2025-01-03 01:49:20,991 - INFO - LRs are now: 1.21e-05
+2025-01-03 01:49:21,366 - INFO - LRs are now: 1.21e-05
+2025-01-03 01:49:21,592 - INFO - LRs are now: 1.21e-05
+2025-01-03 01:49:22,212 - INFO - LRs are now: 1.21e-05
+2025-01-03 01:49:23,350 - INFO - LRs are now: 1.21e-05
+2025-01-03 01:49:24,229 - INFO - LRs are now: 1.21e-05
+2025-01-03 01:49:24,515 - INFO - LRs are now: 1.21e-05
+2025-01-03 01:49:24,746 - INFO - LRs are now: 1.21e-05
+2025-01-03 01:49:25,885 - INFO - LRs are now: 1.21e-05
+2025-01-03 01:49:26,331 - INFO - LRs are now: 1.21e-05
+2025-01-03 01:49:26,537 - INFO - LRs are now: 1.21e-05
+2025-01-03 01:49:26,920 - INFO - LRs are now: 1.21e-05
+2025-01-03 01:49:27,231 - INFO - LRs are now: 1.21e-05
+2025-01-03 01:49:27,526 - INFO - LRs are now: 1.21e-05
+2025-01-03 01:49:27,751 - INFO - LRs are now: 1.21e-05
+2025-01-03 01:49:28,325 - INFO - LRs are now: 1.21e-05
+2025-01-03 01:49:28,809 - INFO - LRs are now: 1.21e-05
+2025-01-03 01:49:29,069 - INFO - LRs are now: 1.21e-05
+2025-01-03 01:49:29,294 - INFO - LRs are now: 1.21e-05
+2025-01-03 01:49:29,774 - INFO - LRs are now: 1.21e-05
+2025-01-03 01:49:30,072 - INFO - LRs are now: 1.21e-05
+2025-01-03 01:49:30,247 - INFO - LRs are now: 1.21e-05
+2025-01-03 01:49:30,452 - INFO - LRs are now: 1.21e-05
+2025-01-03 01:49:30,752 - INFO - LRs are now: 1.21e-05
+2025-01-03 01:49:31,269 - INFO - LRs are now: 1.21e-05
+2025-01-03 01:49:31,532 - INFO - LRs are now: 1.21e-05
+2025-01-03 01:49:31,901 - INFO - LRs are now: 1.21e-05
+2025-01-03 01:49:33,181 - INFO - LRs are now: 1.21e-05
+2025-01-03 01:49:34,422 - INFO - LRs are now: 1.21e-05
+2025-01-03 01:49:34,807 - INFO - LRs are now: 1.21e-05
+2025-01-03 01:49:35,692 - INFO - LRs are now: 1.21e-05
+2025-01-03 01:49:36,065 - INFO - LRs are now: 1.21e-05
+2025-01-03 01:49:36,275 - INFO - LRs are now: 1.21e-05
+2025-01-03 01:49:36,535 - INFO - LRs are now: 1.21e-05
+2025-01-03 01:49:36,920 - INFO - LRs are now: 1.21e-05
+2025-01-03 01:49:37,354 - INFO - LRs are now: 1.21e-05
+2025-01-03 01:49:38,341 - INFO - LRs are now: 1.21e-05
+2025-01-03 01:49:39,654 - INFO - LRs are now: 1.21e-05
+2025-01-03 01:49:40,181 - INFO - LRs are now: 1.20e-05
+2025-01-03 01:49:40,587 - INFO - LRs are now: 1.20e-05
+2025-01-03 01:49:40,986 - INFO - LRs are now: 1.20e-05
+2025-01-03 01:49:41,356 - INFO - LRs are now: 1.20e-05
+2025-01-03 01:49:41,591 - INFO - LRs are now: 1.20e-05
+2025-01-03 01:49:42,153 - INFO - LRs are now: 1.20e-05
+2025-01-03 01:49:42,466 - INFO - LRs are now: 1.20e-05
+2025-01-03 01:49:42,709 - INFO - LRs are now: 1.20e-05
+2025-01-03 01:49:42,926 - INFO - LRs are now: 1.20e-05
+2025-01-03 01:49:43,213 - INFO - LRs are now: 1.20e-05
+2025-01-03 01:49:43,708 - INFO - LRs are now: 1.20e-05
+2025-01-03 01:49:44,243 - INFO - LRs are now: 1.20e-05
+2025-01-03 01:49:44,686 - INFO - LRs are now: 1.20e-05
+2025-01-03 01:49:44,958 - INFO - LRs are now: 1.20e-05
+2025-01-03 01:49:45,429 - INFO - LRs are now: 1.20e-05
+2025-01-03 01:49:45,826 - INFO - LRs are now: 1.20e-05
+2025-01-03 01:49:46,199 - INFO - LRs are now: 1.20e-05
+2025-01-03 01:49:46,685 - INFO - LRs are now: 1.20e-05
+2025-01-03 01:49:47,092 - INFO - LRs are now: 1.20e-05
+2025-01-03 01:49:47,405 - INFO - LRs are now: 1.20e-05
+2025-01-03 01:49:47,725 - INFO - LRs are now: 1.20e-05
+2025-01-03 01:49:47,949 - INFO - LRs are now: 1.20e-05
+2025-01-03 01:49:48,226 - INFO - LRs are now: 1.20e-05
+2025-01-03 01:49:48,585 - INFO - LRs are now: 1.20e-05
+2025-01-03 01:49:49,610 - INFO - LRs are now: 1.20e-05
+2025-01-03 01:49:50,092 - INFO - LRs are now: 1.20e-05
+2025-01-03 01:49:50,560 - INFO - LRs are now: 1.20e-05
+2025-01-03 01:49:51,973 - INFO - LRs are now: 1.20e-05
+2025-01-03 01:49:52,807 - INFO - LRs are now: 1.20e-05
+2025-01-03 01:49:53,093 - INFO - LRs are now: 1.20e-05
+2025-01-03 01:49:53,349 - INFO - LRs are now: 1.20e-05
+2025-01-03 01:49:53,762 - INFO - LRs are now: 1.20e-05
+2025-01-03 01:49:54,379 - INFO - LRs are now: 1.20e-05
+2025-01-03 01:49:54,609 - INFO - LRs are now: 1.20e-05
+2025-01-03 01:49:54,818 - INFO - LRs are now: 1.20e-05
+2025-01-03 01:49:55,029 - INFO - LRs are now: 1.20e-05
+2025-01-03 01:49:55,299 - INFO - LRs are now: 1.20e-05
+2025-01-03 01:49:55,495 - INFO - LRs are now: 1.20e-05
+2025-01-03 01:49:55,689 - INFO - LRs are now: 1.20e-05
+2025-01-03 01:49:56,740 - INFO - LRs are now: 1.20e-05
+2025-01-03 01:49:57,157 - INFO - LRs are now: 1.20e-05
+2025-01-03 01:49:57,586 - INFO - LRs are now: 1.20e-05
+2025-01-03 01:49:58,146 - INFO - LRs are now: 1.20e-05
+2025-01-03 01:49:58,756 - INFO - LRs are now: 1.20e-05
+2025-01-03 01:49:59,088 - INFO - LRs are now: 1.20e-05
+2025-01-03 01:49:59,643 - INFO - LRs are now: 1.20e-05
+2025-01-03 01:49:59,939 - INFO - LRs are now: 1.20e-05
+2025-01-03 01:50:00,223 - INFO - LRs are now: 1.20e-05
+2025-01-03 01:50:00,553 - INFO - LRs are now: 1.20e-05
+2025-01-03 01:50:00,796 - INFO - LRs are now: 1.20e-05
+2025-01-03 01:50:01,191 - INFO - LRs are now: 1.20e-05
+2025-01-03 01:50:02,186 - INFO - LRs are now: 1.20e-05
+2025-01-03 01:50:02,829 - INFO - LRs are now: 1.20e-05
+2025-01-03 01:50:03,640 - INFO - LRs are now: 1.20e-05
+2025-01-03 01:50:04,827 - INFO - LRs are now: 1.20e-05
+2025-01-03 01:50:06,259 - INFO - LRs are now: 1.20e-05
+2025-01-03 01:50:06,681 - INFO - LRs are now: 1.20e-05
+2025-01-03 01:50:07,933 - INFO - LRs are now: 1.20e-05
+2025-01-03 01:50:08,543 - INFO - LRs are now: 1.20e-05
+2025-01-03 01:50:08,751 - INFO - LRs are now: 1.20e-05
+2025-01-03 01:50:08,937 - INFO - LRs are now: 1.20e-05
+2025-01-03 01:50:09,208 - INFO - LRs are now: 1.20e-05
+2025-01-03 01:50:09,559 - INFO - LRs are now: 1.20e-05
+2025-01-03 01:50:09,817 - INFO - LRs are now: 1.20e-05
+2025-01-03 01:50:10,480 - INFO - LRs are now: 1.20e-05
+2025-01-03 01:50:10,985 - INFO - LRs are now: 1.20e-05
+2025-01-03 01:50:11,356 - INFO - LRs are now: 1.20e-05
+2025-01-03 01:50:11,815 - INFO - LRs are now: 1.20e-05
+2025-01-03 01:50:12,430 - INFO - LRs are now: 1.20e-05
+2025-01-03 01:50:12,766 - INFO - LRs are now: 1.20e-05
+2025-01-03 01:50:12,990 - INFO - LRs are now: 1.20e-05
+2025-01-03 01:50:13,353 - INFO - LRs are now: 1.20e-05
+2025-01-03 01:50:14,015 - INFO - LRs are now: 1.20e-05
+2025-01-03 01:50:14,868 - INFO - LRs are now: 1.20e-05
+2025-01-03 01:50:15,231 - INFO - LRs are now: 1.19e-05
+2025-01-03 01:50:15,440 - INFO - LRs are now: 1.19e-05
+2025-01-03 01:50:15,716 - INFO - LRs are now: 1.19e-05
+2025-01-03 01:50:16,264 - INFO - LRs are now: 1.19e-05
+2025-01-03 01:50:16,552 - INFO - LRs are now: 1.19e-05
+2025-01-03 01:50:16,791 - INFO - LRs are now: 1.19e-05
+2025-01-03 01:50:17,098 - INFO - LRs are now: 1.19e-05
+2025-01-03 01:50:17,756 - INFO - LRs are now: 1.19e-05
+2025-01-03 01:50:18,326 - INFO - LRs are now: 1.19e-05
+2025-01-03 01:50:18,777 - INFO - LRs are now: 1.19e-05
+2025-01-03 01:50:19,048 - INFO - LRs are now: 1.19e-05
+2025-01-03 01:50:19,880 - INFO - LRs are now: 1.19e-05
+2025-01-03 01:50:20,156 - INFO - LRs are now: 1.19e-05
+2025-01-03 01:50:20,762 - INFO - LRs are now: 1.19e-05
+2025-01-03 01:50:21,381 - INFO - LRs are now: 1.19e-05
+2025-01-03 01:50:21,950 - INFO - LRs are now: 1.19e-05
+2025-01-03 01:50:22,400 - INFO - LRs are now: 1.19e-05
+2025-01-03 01:50:22,478 - INFO - Training epoch 18 finished. (Took 2.1 mins.)
+2025-01-03 01:50:22,479 - INFO - loss_train: 229.7
+2025-01-03 01:50:22,482 - INFO - heads-fscore_train: 80.42%
+2025-01-03 01:50:22,484 - INFO - labels-fscore_train: 87.04%
+2025-01-03 01:50:22,486 - INFO - aggregate_train: 70.00%
+2025-01-03 01:50:27,594 - INFO - Validation epoch 18 finished. (Took 0.1 mins.)
+2025-01-03 01:50:27,595 - INFO - loss_valid: 15.45
+2025-01-03 01:50:27,597 - INFO - heads-fscore_valid: 79.85%
+2025-01-03 01:50:27,598 - INFO - labels-fscore_valid: 86.11%
+2025-01-03 01:50:27,599 - INFO - aggregate_valid: 68.76%
+2025-01-03 01:50:28,518 - INFO - LRs are now: 1.19e-05
+2025-01-03 01:50:29,093 - INFO - LRs are now: 1.19e-05
+2025-01-03 01:50:29,386 - INFO - LRs are now: 1.19e-05
+2025-01-03 01:50:29,611 - INFO - LRs are now: 1.19e-05
+2025-01-03 01:50:29,803 - INFO - LRs are now: 1.19e-05
+2025-01-03 01:50:30,167 - INFO - LRs are now: 1.19e-05
+2025-01-03 01:50:31,136 - INFO - LRs are now: 1.19e-05
+2025-01-03 01:50:31,561 - INFO - LRs are now: 1.19e-05
+2025-01-03 01:50:32,476 - INFO - LRs are now: 1.19e-05
+2025-01-03 01:50:32,814 - INFO - LRs are now: 1.19e-05
+2025-01-03 01:50:33,285 - INFO - LRs are now: 1.19e-05
+2025-01-03 01:50:33,651 - INFO - LRs are now: 1.19e-05
+2025-01-03 01:50:34,058 - INFO - LRs are now: 1.19e-05
+2025-01-03 01:50:34,305 - INFO - LRs are now: 1.19e-05
+2025-01-03 01:50:34,588 - INFO - LRs are now: 1.19e-05
+2025-01-03 01:50:34,980 - INFO - LRs are now: 1.19e-05
+2025-01-03 01:50:35,279 - INFO - LRs are now: 1.19e-05
+2025-01-03 01:50:35,614 - INFO - LRs are now: 1.19e-05
+2025-01-03 01:50:36,775 - INFO - LRs are now: 1.19e-05
+2025-01-03 01:50:37,248 - INFO - LRs are now: 1.19e-05
+2025-01-03 01:50:37,500 - INFO - LRs are now: 1.19e-05
+2025-01-03 01:50:37,708 - INFO - LRs are now: 1.19e-05
+2025-01-03 01:50:38,154 - INFO - LRs are now: 1.19e-05
+2025-01-03 01:50:38,419 - INFO - LRs are now: 1.19e-05
+2025-01-03 01:50:38,945 - INFO - LRs are now: 1.19e-05
+2025-01-03 01:50:39,198 - INFO - LRs are now: 1.19e-05
+2025-01-03 01:50:39,415 - INFO - LRs are now: 1.19e-05
+2025-01-03 01:50:39,671 - INFO - LRs are now: 1.19e-05
+2025-01-03 01:50:39,904 - INFO - LRs are now: 1.19e-05
+2025-01-03 01:50:40,258 - INFO - LRs are now: 1.19e-05
+2025-01-03 01:50:40,660 - INFO - LRs are now: 1.19e-05
+2025-01-03 01:50:41,030 - INFO - LRs are now: 1.19e-05
+2025-01-03 01:50:41,249 - INFO - LRs are now: 1.19e-05
+2025-01-03 01:50:42,188 - INFO - LRs are now: 1.19e-05
+2025-01-03 01:50:42,511 - INFO - LRs are now: 1.19e-05
+2025-01-03 01:50:43,102 - INFO - LRs are now: 1.19e-05
+2025-01-03 01:50:43,400 - INFO - LRs are now: 1.19e-05
+2025-01-03 01:50:43,601 - INFO - LRs are now: 1.19e-05
+2025-01-03 01:50:43,822 - INFO - LRs are now: 1.19e-05
+2025-01-03 01:50:45,016 - INFO - LRs are now: 1.19e-05
+2025-01-03 01:50:46,136 - INFO - LRs are now: 1.19e-05
+2025-01-03 01:50:46,874 - INFO - LRs are now: 1.19e-05
+2025-01-03 01:50:47,174 - INFO - LRs are now: 1.19e-05
+2025-01-03 01:50:47,508 - INFO - LRs are now: 1.19e-05
+2025-01-03 01:50:48,142 - INFO - LRs are now: 1.19e-05
+2025-01-03 01:50:48,439 - INFO - LRs are now: 1.19e-05
+2025-01-03 01:50:49,167 - INFO - LRs are now: 1.19e-05
+2025-01-03 01:50:49,846 - INFO - LRs are now: 1.19e-05
+2025-01-03 01:50:50,306 - INFO - LRs are now: 1.19e-05
+2025-01-03 01:50:50,561 - INFO - LRs are now: 1.19e-05
+2025-01-03 01:50:51,837 - INFO - LRs are now: 1.19e-05
+2025-01-03 01:50:52,267 - INFO - LRs are now: 1.19e-05
+2025-01-03 01:50:52,944 - INFO - LRs are now: 1.19e-05
+2025-01-03 01:50:53,449 - INFO - LRs are now: 1.19e-05
+2025-01-03 01:50:54,158 - INFO - LRs are now: 1.19e-05
+2025-01-03 01:50:54,560 - INFO - LRs are now: 1.19e-05
+2025-01-03 01:50:55,850 - INFO - LRs are now: 1.19e-05
+2025-01-03 01:50:56,448 - INFO - LRs are now: 1.19e-05
+2025-01-03 01:50:57,032 - INFO - LRs are now: 1.19e-05
+2025-01-03 01:50:57,490 - INFO - LRs are now: 1.18e-05
+2025-01-03 01:50:57,731 - INFO - LRs are now: 1.18e-05
+2025-01-03 01:50:57,987 - INFO - LRs are now: 1.18e-05
+2025-01-03 01:50:58,327 - INFO - LRs are now: 1.18e-05
+2025-01-03 01:50:58,845 - INFO - LRs are now: 1.18e-05
+2025-01-03 01:50:59,144 - INFO - LRs are now: 1.18e-05
+2025-01-03 01:51:00,380 - INFO - LRs are now: 1.18e-05
+2025-01-03 01:51:00,898 - INFO - LRs are now: 1.18e-05
+2025-01-03 01:51:01,504 - INFO - LRs are now: 1.18e-05
+2025-01-03 01:51:01,802 - INFO - LRs are now: 1.18e-05
+2025-01-03 01:51:01,998 - INFO - LRs are now: 1.18e-05
+2025-01-03 01:51:02,276 - INFO - LRs are now: 1.18e-05
+2025-01-03 01:51:02,721 - INFO - LRs are now: 1.18e-05
+2025-01-03 01:51:03,372 - INFO - LRs are now: 1.18e-05
+2025-01-03 01:51:03,684 - INFO - LRs are now: 1.18e-05
+2025-01-03 01:51:03,920 - INFO - LRs are now: 1.18e-05
+2025-01-03 01:51:04,961 - INFO - LRs are now: 1.18e-05
+2025-01-03 01:51:05,399 - INFO - LRs are now: 1.18e-05
+2025-01-03 01:51:05,650 - INFO - LRs are now: 1.18e-05
+2025-01-03 01:51:05,890 - INFO - LRs are now: 1.18e-05
+2025-01-03 01:51:06,273 - INFO - LRs are now: 1.18e-05
+2025-01-03 01:51:07,254 - INFO - LRs are now: 1.18e-05
+2025-01-03 01:51:07,641 - INFO - LRs are now: 1.18e-05
+2025-01-03 01:51:07,868 - INFO - LRs are now: 1.18e-05
+2025-01-03 01:51:08,190 - INFO - LRs are now: 1.18e-05
+2025-01-03 01:51:08,656 - INFO - LRs are now: 1.18e-05
+2025-01-03 01:51:09,789 - INFO - LRs are now: 1.18e-05
+2025-01-03 01:51:10,780 - INFO - LRs are now: 1.18e-05
+2025-01-03 01:51:11,283 - INFO - LRs are now: 1.18e-05
+2025-01-03 01:51:11,603 - INFO - LRs are now: 1.18e-05
+2025-01-03 01:51:12,146 - INFO - LRs are now: 1.18e-05
+2025-01-03 01:51:12,977 - INFO - LRs are now: 1.18e-05
+2025-01-03 01:51:13,491 - INFO - LRs are now: 1.18e-05
+2025-01-03 01:51:13,848 - INFO - LRs are now: 1.18e-05
+2025-01-03 01:51:14,522 - INFO - LRs are now: 1.18e-05
+2025-01-03 01:51:15,248 - INFO - LRs are now: 1.18e-05
+2025-01-03 01:51:15,615 - INFO - LRs are now: 1.18e-05
+2025-01-03 01:51:16,802 - INFO - LRs are now: 1.18e-05
+2025-01-03 01:51:17,426 - INFO - LRs are now: 1.18e-05
+2025-01-03 01:51:17,959 - INFO - LRs are now: 1.18e-05
+2025-01-03 01:51:18,210 - INFO - LRs are now: 1.18e-05
+2025-01-03 01:51:19,242 - INFO - LRs are now: 1.18e-05
+2025-01-03 01:51:19,979 - INFO - LRs are now: 1.18e-05
+2025-01-03 01:51:20,349 - INFO - LRs are now: 1.18e-05
+2025-01-03 01:51:20,719 - INFO - LRs are now: 1.18e-05
+2025-01-03 01:51:20,972 - INFO - LRs are now: 1.18e-05
+2025-01-03 01:51:21,269 - INFO - LRs are now: 1.18e-05
+2025-01-03 01:51:21,488 - INFO - LRs are now: 1.18e-05
+2025-01-03 01:51:21,701 - INFO - LRs are now: 1.18e-05
+2025-01-03 01:51:22,086 - INFO - LRs are now: 1.18e-05
+2025-01-03 01:51:22,340 - INFO - LRs are now: 1.18e-05
+2025-01-03 01:51:22,634 - INFO - LRs are now: 1.18e-05
+2025-01-03 01:51:22,899 - INFO - LRs are now: 1.18e-05
+2025-01-03 01:51:23,156 - INFO - LRs are now: 1.18e-05
+2025-01-03 01:51:23,429 - INFO - LRs are now: 1.18e-05
+2025-01-03 01:51:23,863 - INFO - LRs are now: 1.18e-05
+2025-01-03 01:51:24,137 - INFO - LRs are now: 1.18e-05
+2025-01-03 01:51:24,321 - INFO - LRs are now: 1.18e-05
+2025-01-03 01:51:24,574 - INFO - LRs are now: 1.18e-05
+2025-01-03 01:51:25,079 - INFO - LRs are now: 1.18e-05
+2025-01-03 01:51:26,383 - INFO - LRs are now: 1.18e-05
+2025-01-03 01:51:26,870 - INFO - LRs are now: 1.18e-05
+2025-01-03 01:51:27,057 - INFO - LRs are now: 1.18e-05
+2025-01-03 01:51:27,653 - INFO - LRs are now: 1.18e-05
+2025-01-03 01:51:28,565 - INFO - LRs are now: 1.18e-05
+2025-01-03 01:51:29,265 - INFO - LRs are now: 1.18e-05
+2025-01-03 01:51:29,604 - INFO - LRs are now: 1.18e-05
+2025-01-03 01:51:29,984 - INFO - LRs are now: 1.18e-05
+2025-01-03 01:51:30,269 - INFO - LRs are now: 1.18e-05
+2025-01-03 01:51:30,464 - INFO - LRs are now: 1.18e-05
+2025-01-03 01:51:30,770 - INFO - LRs are now: 1.18e-05
+2025-01-03 01:51:30,997 - INFO - LRs are now: 1.18e-05
+2025-01-03 01:51:31,578 - INFO - LRs are now: 1.18e-05
+2025-01-03 01:51:32,064 - INFO - LRs are now: 1.18e-05
+2025-01-03 01:51:32,439 - INFO - LRs are now: 1.18e-05
+2025-01-03 01:51:33,488 - INFO - LRs are now: 1.18e-05
+2025-01-03 01:51:34,886 - INFO - LRs are now: 1.18e-05
+2025-01-03 01:51:35,319 - INFO - LRs are now: 1.18e-05
+2025-01-03 01:51:35,542 - INFO - LRs are now: 1.17e-05
+2025-01-03 01:51:35,839 - INFO - LRs are now: 1.17e-05
+2025-01-03 01:51:36,175 - INFO - LRs are now: 1.17e-05
+2025-01-03 01:51:36,582 - INFO - LRs are now: 1.17e-05
+2025-01-03 01:51:37,001 - INFO - LRs are now: 1.17e-05
+2025-01-03 01:51:37,313 - INFO - LRs are now: 1.17e-05
+2025-01-03 01:51:37,555 - INFO - LRs are now: 1.17e-05
+2025-01-03 01:51:38,155 - INFO - LRs are now: 1.17e-05
+2025-01-03 01:51:38,522 - INFO - LRs are now: 1.17e-05
+2025-01-03 01:51:39,144 - INFO - LRs are now: 1.17e-05
+2025-01-03 01:51:39,462 - INFO - LRs are now: 1.17e-05
+2025-01-03 01:51:39,730 - INFO - LRs are now: 1.17e-05
+2025-01-03 01:51:39,935 - INFO - LRs are now: 1.17e-05
+2025-01-03 01:51:40,110 - INFO - LRs are now: 1.17e-05
+2025-01-03 01:51:41,159 - INFO - LRs are now: 1.17e-05
+2025-01-03 01:51:42,142 - INFO - LRs are now: 1.17e-05
+2025-01-03 01:51:42,955 - INFO - LRs are now: 1.17e-05
+2025-01-03 01:51:43,645 - INFO - LRs are now: 1.17e-05
+2025-01-03 01:51:43,949 - INFO - LRs are now: 1.17e-05
+2025-01-03 01:51:44,155 - INFO - LRs are now: 1.17e-05
+2025-01-03 01:51:45,131 - INFO - LRs are now: 1.17e-05
+2025-01-03 01:51:45,640 - INFO - LRs are now: 1.17e-05
+2025-01-03 01:51:46,268 - INFO - LRs are now: 1.17e-05
+2025-01-03 01:51:47,329 - INFO - LRs are now: 1.17e-05
+2025-01-03 01:51:47,692 - INFO - LRs are now: 1.17e-05
+2025-01-03 01:51:48,031 - INFO - LRs are now: 1.17e-05
+2025-01-03 01:51:48,274 - INFO - LRs are now: 1.17e-05
+2025-01-03 01:51:48,584 - INFO - LRs are now: 1.17e-05
+2025-01-03 01:51:48,876 - INFO - LRs are now: 1.17e-05
+2025-01-03 01:51:49,244 - INFO - LRs are now: 1.17e-05
+2025-01-03 01:51:49,634 - INFO - LRs are now: 1.17e-05
+2025-01-03 01:51:49,879 - INFO - LRs are now: 1.17e-05
+2025-01-03 01:51:50,423 - INFO - LRs are now: 1.17e-05
+2025-01-03 01:51:50,999 - INFO - LRs are now: 1.17e-05
+2025-01-03 01:51:51,447 - INFO - LRs are now: 1.17e-05
+2025-01-03 01:51:51,684 - INFO - LRs are now: 1.17e-05
+2025-01-03 01:51:51,849 - INFO - LRs are now: 1.17e-05
+2025-01-03 01:51:52,075 - INFO - LRs are now: 1.17e-05
+2025-01-03 01:51:53,114 - INFO - LRs are now: 1.17e-05
+2025-01-03 01:51:53,629 - INFO - LRs are now: 1.17e-05
+2025-01-03 01:51:54,954 - INFO - LRs are now: 1.17e-05
+2025-01-03 01:51:55,941 - INFO - LRs are now: 1.17e-05
+2025-01-03 01:51:56,219 - INFO - LRs are now: 1.17e-05
+2025-01-03 01:51:57,074 - INFO - LRs are now: 1.17e-05
+2025-01-03 01:51:57,581 - INFO - LRs are now: 1.17e-05
+2025-01-03 01:51:57,876 - INFO - LRs are now: 1.17e-05
+2025-01-03 01:51:58,507 - INFO - LRs are now: 1.17e-05
+2025-01-03 01:51:59,050 - INFO - LRs are now: 1.17e-05
+2025-01-03 01:51:59,286 - INFO - LRs are now: 1.17e-05
+2025-01-03 01:51:59,706 - INFO - LRs are now: 1.17e-05
+2025-01-03 01:51:59,932 - INFO - LRs are now: 1.17e-05
+2025-01-03 01:52:01,077 - INFO - LRs are now: 1.17e-05
+2025-01-03 01:52:01,457 - INFO - LRs are now: 1.17e-05
+2025-01-03 01:52:02,573 - INFO - LRs are now: 1.17e-05
+2025-01-03 01:52:02,946 - INFO - LRs are now: 1.17e-05
+2025-01-03 01:52:03,128 - INFO - LRs are now: 1.17e-05
+2025-01-03 01:52:04,256 - INFO - LRs are now: 1.17e-05
+2025-01-03 01:52:04,682 - INFO - LRs are now: 1.17e-05
+2025-01-03 01:52:04,927 - INFO - LRs are now: 1.17e-05
+2025-01-03 01:52:05,125 - INFO - LRs are now: 1.17e-05
+2025-01-03 01:52:05,386 - INFO - LRs are now: 1.17e-05
+2025-01-03 01:52:05,846 - INFO - LRs are now: 1.17e-05
+2025-01-03 01:52:06,242 - INFO - LRs are now: 1.17e-05
+2025-01-03 01:52:07,269 - INFO - LRs are now: 1.17e-05
+2025-01-03 01:52:07,797 - INFO - LRs are now: 1.17e-05
+2025-01-03 01:52:08,617 - INFO - LRs are now: 1.17e-05
+2025-01-03 01:52:09,082 - INFO - LRs are now: 1.17e-05
+2025-01-03 01:52:09,362 - INFO - LRs are now: 1.17e-05
+2025-01-03 01:52:09,882 - INFO - LRs are now: 1.17e-05
+2025-01-03 01:52:10,437 - INFO - LRs are now: 1.17e-05
+2025-01-03 01:52:10,881 - INFO - LRs are now: 1.17e-05
+2025-01-03 01:52:11,194 - INFO - LRs are now: 1.17e-05
+2025-01-03 01:52:11,533 - INFO - LRs are now: 1.17e-05
+2025-01-03 01:52:11,960 - INFO - LRs are now: 1.17e-05
+2025-01-03 01:52:12,188 - INFO - LRs are now: 1.17e-05
+2025-01-03 01:52:12,528 - INFO - LRs are now: 1.17e-05
+2025-01-03 01:52:12,846 - INFO - LRs are now: 1.17e-05
+2025-01-03 01:52:13,865 - INFO - LRs are now: 1.17e-05
+2025-01-03 01:52:14,286 - INFO - LRs are now: 1.17e-05
+2025-01-03 01:52:14,507 - INFO - LRs are now: 1.17e-05
+2025-01-03 01:52:15,048 - INFO - LRs are now: 1.16e-05
+2025-01-03 01:52:15,386 - INFO - LRs are now: 1.16e-05
+2025-01-03 01:52:15,619 - INFO - LRs are now: 1.16e-05
+2025-01-03 01:52:15,839 - INFO - LRs are now: 1.16e-05
+2025-01-03 01:52:16,494 - INFO - LRs are now: 1.16e-05
+2025-01-03 01:52:16,861 - INFO - LRs are now: 1.16e-05
+2025-01-03 01:52:17,041 - INFO - LRs are now: 1.16e-05
+2025-01-03 01:52:17,629 - INFO - LRs are now: 1.16e-05
+2025-01-03 01:52:17,972 - INFO - LRs are now: 1.16e-05
+2025-01-03 01:52:18,228 - INFO - LRs are now: 1.16e-05
+2025-01-03 01:52:18,522 - INFO - LRs are now: 1.16e-05
+2025-01-03 01:52:18,799 - INFO - LRs are now: 1.16e-05
+2025-01-03 01:52:19,248 - INFO - LRs are now: 1.16e-05
+2025-01-03 01:52:19,607 - INFO - LRs are now: 1.16e-05
+2025-01-03 01:52:20,145 - INFO - LRs are now: 1.16e-05
+2025-01-03 01:52:20,462 - INFO - LRs are now: 1.16e-05
+2025-01-03 01:52:20,705 - INFO - LRs are now: 1.16e-05
+2025-01-03 01:52:21,237 - INFO - LRs are now: 1.16e-05
+2025-01-03 01:52:21,624 - INFO - LRs are now: 1.16e-05
+2025-01-03 01:52:22,168 - INFO - LRs are now: 1.16e-05
+2025-01-03 01:52:22,665 - INFO - LRs are now: 1.16e-05
+2025-01-03 01:52:22,924 - INFO - LRs are now: 1.16e-05
+2025-01-03 01:52:23,928 - INFO - LRs are now: 1.16e-05
+2025-01-03 01:52:24,344 - INFO - LRs are now: 1.16e-05
+2025-01-03 01:52:24,651 - INFO - LRs are now: 1.16e-05
+2025-01-03 01:52:25,682 - INFO - LRs are now: 1.16e-05
+2025-01-03 01:52:26,259 - INFO - LRs are now: 1.16e-05
+2025-01-03 01:52:26,633 - INFO - LRs are now: 1.16e-05
+2025-01-03 01:52:26,939 - INFO - LRs are now: 1.16e-05
+2025-01-03 01:52:27,330 - INFO - LRs are now: 1.16e-05
+2025-01-03 01:52:27,623 - INFO - LRs are now: 1.16e-05
+2025-01-03 01:52:27,882 - INFO - LRs are now: 1.16e-05
+2025-01-03 01:52:28,439 - INFO - LRs are now: 1.16e-05
+2025-01-03 01:52:28,491 - INFO - Training epoch 19 finished. (Took 2.0 mins.)
+2025-01-03 01:52:28,491 - INFO - loss_train: 224.9
+2025-01-03 01:52:28,495 - INFO - heads-fscore_train: 80.86%
+2025-01-03 01:52:28,496 - INFO - labels-fscore_train: 87.10%
+2025-01-03 01:52:28,497 - INFO - aggregate_train: 70.43%
+2025-01-03 01:52:33,255 - INFO - Validation epoch 19 finished. (Took 0.1 mins.)
+2025-01-03 01:52:33,256 - INFO - loss_valid: 15.62
+2025-01-03 01:52:33,261 - INFO - heads-fscore_valid: 80.22%
+2025-01-03 01:52:33,263 - INFO - labels-fscore_valid: 85.92%
+2025-01-03 01:52:33,264 - INFO - aggregate_valid: 68.92%
+2025-01-03 01:52:42,338 - INFO - Saving current best: model_best.pth ...
+2025-01-03 01:52:43,863 - INFO - LRs are now: 1.16e-05
+2025-01-03 01:52:44,412 - INFO - LRs are now: 1.16e-05
+2025-01-03 01:52:44,678 - INFO - LRs are now: 1.16e-05
+2025-01-03 01:52:44,859 - INFO - LRs are now: 1.16e-05
+2025-01-03 01:52:45,808 - INFO - LRs are now: 1.16e-05
+2025-01-03 01:52:46,528 - INFO - LRs are now: 1.16e-05
+2025-01-03 01:52:46,902 - INFO - LRs are now: 1.16e-05
+2025-01-03 01:52:47,194 - INFO - LRs are now: 1.16e-05
+2025-01-03 01:52:47,406 - INFO - LRs are now: 1.16e-05
+2025-01-03 01:52:47,816 - INFO - LRs are now: 1.16e-05
+2025-01-03 01:52:48,496 - INFO - LRs are now: 1.16e-05
+2025-01-03 01:52:48,898 - INFO - LRs are now: 1.16e-05
+2025-01-03 01:52:49,172 - INFO - LRs are now: 1.16e-05
+2025-01-03 01:52:49,662 - INFO - LRs are now: 1.16e-05
+2025-01-03 01:52:49,927 - INFO - LRs are now: 1.16e-05
+2025-01-03 01:52:50,181 - INFO - LRs are now: 1.16e-05
+2025-01-03 01:52:50,576 - INFO - LRs are now: 1.16e-05
+2025-01-03 01:52:50,902 - INFO - LRs are now: 1.16e-05
+2025-01-03 01:52:51,271 - INFO - LRs are now: 1.16e-05
+2025-01-03 01:52:51,978 - INFO - LRs are now: 1.16e-05
+2025-01-03 01:52:52,286 - INFO - LRs are now: 1.16e-05
+2025-01-03 01:52:53,550 - INFO - LRs are now: 1.16e-05
+2025-01-03 01:52:53,943 - INFO - LRs are now: 1.16e-05
+2025-01-03 01:52:55,135 - INFO - LRs are now: 1.16e-05
+2025-01-03 01:52:55,722 - INFO - LRs are now: 1.16e-05
+2025-01-03 01:52:56,285 - INFO - LRs are now: 1.16e-05
+2025-01-03 01:52:56,668 - INFO - LRs are now: 1.16e-05
+2025-01-03 01:52:57,568 - INFO - LRs are now: 1.16e-05
+2025-01-03 01:52:57,944 - INFO - LRs are now: 1.16e-05
+2025-01-03 01:52:58,286 - INFO - LRs are now: 1.16e-05
+2025-01-03 01:52:58,937 - INFO - LRs are now: 1.16e-05
+2025-01-03 01:52:59,334 - INFO - LRs are now: 1.16e-05
+2025-01-03 01:52:59,569 - INFO - LRs are now: 1.16e-05
+2025-01-03 01:53:00,503 - INFO - LRs are now: 1.16e-05
+2025-01-03 01:53:00,988 - INFO - LRs are now: 1.16e-05
+2025-01-03 01:53:01,284 - INFO - LRs are now: 1.16e-05
+2025-01-03 01:53:02,443 - INFO - LRs are now: 1.16e-05
+2025-01-03 01:53:02,953 - INFO - LRs are now: 1.16e-05
+2025-01-03 01:53:03,179 - INFO - LRs are now: 1.16e-05
+2025-01-03 01:53:03,399 - INFO - LRs are now: 1.16e-05
+2025-01-03 01:53:04,684 - INFO - LRs are now: 1.16e-05
+2025-01-03 01:53:05,608 - INFO - LRs are now: 1.16e-05
+2025-01-03 01:53:06,953 - INFO - LRs are now: 1.16e-05
+2025-01-03 01:53:07,863 - INFO - LRs are now: 1.16e-05
+2025-01-03 01:53:08,311 - INFO - LRs are now: 1.16e-05
+2025-01-03 01:53:08,573 - INFO - LRs are now: 1.16e-05
+2025-01-03 01:53:08,773 - INFO - LRs are now: 1.16e-05
+2025-01-03 01:53:10,005 - INFO - LRs are now: 1.16e-05
+2025-01-03 01:53:10,419 - INFO - LRs are now: 1.16e-05
+2025-01-03 01:53:10,885 - INFO - LRs are now: 1.15e-05
+2025-01-03 01:53:11,201 - INFO - LRs are now: 1.15e-05
+2025-01-03 01:53:11,400 - INFO - LRs are now: 1.15e-05
+2025-01-03 01:53:11,605 - INFO - LRs are now: 1.15e-05
+2025-01-03 01:53:11,886 - INFO - LRs are now: 1.15e-05
+2025-01-03 01:53:12,458 - INFO - LRs are now: 1.15e-05
+2025-01-03 01:53:12,726 - INFO - LRs are now: 1.15e-05
+2025-01-03 01:53:12,930 - INFO - LRs are now: 1.15e-05
+2025-01-03 01:53:13,315 - INFO - LRs are now: 1.15e-05
+2025-01-03 01:53:13,992 - INFO - LRs are now: 1.15e-05
+2025-01-03 01:53:14,263 - INFO - LRs are now: 1.15e-05
+2025-01-03 01:53:14,489 - INFO - LRs are now: 1.15e-05
+2025-01-03 01:53:14,853 - INFO - LRs are now: 1.15e-05
+2025-01-03 01:53:15,412 - INFO - LRs are now: 1.15e-05
+2025-01-03 01:53:15,801 - INFO - LRs are now: 1.15e-05
+2025-01-03 01:53:16,008 - INFO - LRs are now: 1.15e-05
+2025-01-03 01:53:16,220 - INFO - LRs are now: 1.15e-05
+2025-01-03 01:53:16,642 - INFO - LRs are now: 1.15e-05
+2025-01-03 01:53:16,933 - INFO - LRs are now: 1.15e-05
+2025-01-03 01:53:17,274 - INFO - LRs are now: 1.15e-05
+2025-01-03 01:53:17,581 - INFO - LRs are now: 1.15e-05
+2025-01-03 01:53:17,859 - INFO - LRs are now: 1.15e-05
+2025-01-03 01:53:18,140 - INFO - LRs are now: 1.15e-05
+2025-01-03 01:53:18,397 - INFO - LRs are now: 1.15e-05
+2025-01-03 01:53:18,822 - INFO - LRs are now: 1.15e-05
+2025-01-03 01:53:19,463 - INFO - LRs are now: 1.15e-05
+2025-01-03 01:53:19,854 - INFO - LRs are now: 1.15e-05
+2025-01-03 01:53:20,402 - INFO - LRs are now: 1.15e-05
+2025-01-03 01:53:21,304 - INFO - LRs are now: 1.15e-05
+2025-01-03 01:53:21,769 - INFO - LRs are now: 1.15e-05
+2025-01-03 01:53:22,324 - INFO - LRs are now: 1.15e-05
+2025-01-03 01:53:22,625 - INFO - LRs are now: 1.15e-05
+2025-01-03 01:53:22,900 - INFO - LRs are now: 1.15e-05
+2025-01-03 01:53:23,280 - INFO - LRs are now: 1.15e-05
+2025-01-03 01:53:23,515 - INFO - LRs are now: 1.15e-05
+2025-01-03 01:53:23,916 - INFO - LRs are now: 1.15e-05
+2025-01-03 01:53:24,269 - INFO - LRs are now: 1.15e-05
+2025-01-03 01:53:24,756 - INFO - LRs are now: 1.15e-05
+2025-01-03 01:53:25,621 - INFO - LRs are now: 1.15e-05
+2025-01-03 01:53:25,997 - INFO - LRs are now: 1.15e-05
+2025-01-03 01:53:26,237 - INFO - LRs are now: 1.15e-05
+2025-01-03 01:53:26,938 - INFO - LRs are now: 1.15e-05
+2025-01-03 01:53:27,710 - INFO - LRs are now: 1.15e-05
+2025-01-03 01:53:28,088 - INFO - LRs are now: 1.15e-05
+2025-01-03 01:53:28,331 - INFO - LRs are now: 1.15e-05
+2025-01-03 01:53:28,757 - INFO - LRs are now: 1.15e-05
+2025-01-03 01:53:29,330 - INFO - LRs are now: 1.15e-05
+2025-01-03 01:53:30,311 - INFO - LRs are now: 1.15e-05
+2025-01-03 01:53:30,701 - INFO - LRs are now: 1.15e-05
+2025-01-03 01:53:30,940 - INFO - LRs are now: 1.15e-05
+2025-01-03 01:53:31,290 - INFO - LRs are now: 1.15e-05
+2025-01-03 01:53:32,449 - INFO - LRs are now: 1.15e-05
+2025-01-03 01:53:33,648 - INFO - LRs are now: 1.15e-05
+2025-01-03 01:53:34,021 - INFO - LRs are now: 1.15e-05
+2025-01-03 01:53:34,465 - INFO - LRs are now: 1.15e-05
+2025-01-03 01:53:34,715 - INFO - LRs are now: 1.15e-05
+2025-01-03 01:53:34,955 - INFO - LRs are now: 1.15e-05
+2025-01-03 01:53:35,246 - INFO - LRs are now: 1.15e-05
+2025-01-03 01:53:35,466 - INFO - LRs are now: 1.15e-05
+2025-01-03 01:53:35,931 - INFO - LRs are now: 1.15e-05
+2025-01-03 01:53:36,407 - INFO - LRs are now: 1.15e-05
+2025-01-03 01:53:37,056 - INFO - LRs are now: 1.15e-05
+2025-01-03 01:53:37,561 - INFO - LRs are now: 1.15e-05
+2025-01-03 01:53:38,055 - INFO - LRs are now: 1.15e-05
+2025-01-03 01:53:38,428 - INFO - LRs are now: 1.15e-05
+2025-01-03 01:53:38,702 - INFO - LRs are now: 1.15e-05
+2025-01-03 01:53:38,891 - INFO - LRs are now: 1.15e-05
+2025-01-03 01:53:39,482 - INFO - LRs are now: 1.15e-05
+2025-01-03 01:53:39,906 - INFO - LRs are now: 1.15e-05
+2025-01-03 01:53:40,225 - INFO - LRs are now: 1.15e-05
+2025-01-03 01:53:40,464 - INFO - LRs are now: 1.15e-05
+2025-01-03 01:53:41,154 - INFO - LRs are now: 1.15e-05
+2025-01-03 01:53:41,465 - INFO - LRs are now: 1.15e-05
+2025-01-03 01:53:41,718 - INFO - LRs are now: 1.15e-05
+2025-01-03 01:53:42,086 - INFO - LRs are now: 1.15e-05
+2025-01-03 01:53:42,726 - INFO - LRs are now: 1.15e-05
+2025-01-03 01:53:42,992 - INFO - LRs are now: 1.15e-05
+2025-01-03 01:53:43,431 - INFO - LRs are now: 1.15e-05
+2025-01-03 01:53:43,699 - INFO - LRs are now: 1.15e-05
+2025-01-03 01:53:43,908 - INFO - LRs are now: 1.15e-05
+2025-01-03 01:53:44,073 - INFO - LRs are now: 1.15e-05
+2025-01-03 01:53:44,255 - INFO - LRs are now: 1.15e-05
+2025-01-03 01:53:45,037 - INFO - LRs are now: 1.15e-05
+2025-01-03 01:53:45,506 - INFO - LRs are now: 1.15e-05
+2025-01-03 01:53:45,925 - INFO - LRs are now: 1.14e-05
+2025-01-03 01:53:46,143 - INFO - LRs are now: 1.14e-05
+2025-01-03 01:53:46,360 - INFO - LRs are now: 1.14e-05
+2025-01-03 01:53:47,310 - INFO - LRs are now: 1.14e-05
+2025-01-03 01:53:47,704 - INFO - LRs are now: 1.14e-05
+2025-01-03 01:53:47,973 - INFO - LRs are now: 1.14e-05
+2025-01-03 01:53:48,174 - INFO - LRs are now: 1.14e-05
+2025-01-03 01:53:48,462 - INFO - LRs are now: 1.14e-05
+2025-01-03 01:53:48,681 - INFO - LRs are now: 1.14e-05
+2025-01-03 01:53:49,067 - INFO - LRs are now: 1.14e-05
+2025-01-03 01:53:49,635 - INFO - LRs are now: 1.14e-05
+2025-01-03 01:53:49,881 - INFO - LRs are now: 1.14e-05
+2025-01-03 01:53:50,115 - INFO - LRs are now: 1.14e-05
+2025-01-03 01:53:51,283 - INFO - LRs are now: 1.14e-05
+2025-01-03 01:53:51,695 - INFO - LRs are now: 1.14e-05
+2025-01-03 01:53:52,237 - INFO - LRs are now: 1.14e-05
+2025-01-03 01:53:52,479 - INFO - LRs are now: 1.14e-05
+2025-01-03 01:53:53,204 - INFO - LRs are now: 1.14e-05
+2025-01-03 01:53:53,565 - INFO - LRs are now: 1.14e-05
+2025-01-03 01:53:53,860 - INFO - LRs are now: 1.14e-05
+2025-01-03 01:53:55,242 - INFO - LRs are now: 1.14e-05
+2025-01-03 01:53:55,780 - INFO - LRs are now: 1.14e-05
+2025-01-03 01:53:56,108 - INFO - LRs are now: 1.14e-05
+2025-01-03 01:53:57,479 - INFO - LRs are now: 1.14e-05
+2025-01-03 01:53:59,122 - INFO - LRs are now: 1.14e-05
+2025-01-03 01:53:59,758 - INFO - LRs are now: 1.14e-05
+2025-01-03 01:54:00,175 - INFO - LRs are now: 1.14e-05
+2025-01-03 01:54:00,616 - INFO - LRs are now: 1.14e-05
+2025-01-03 01:54:01,162 - INFO - LRs are now: 1.14e-05
+2025-01-03 01:54:01,773 - INFO - LRs are now: 1.14e-05
+2025-01-03 01:54:02,387 - INFO - LRs are now: 1.14e-05
+2025-01-03 01:54:02,701 - INFO - LRs are now: 1.14e-05
+2025-01-03 01:54:03,722 - INFO - LRs are now: 1.14e-05
+2025-01-03 01:54:04,079 - INFO - LRs are now: 1.14e-05
+2025-01-03 01:54:04,604 - INFO - LRs are now: 1.14e-05
+2025-01-03 01:54:05,066 - INFO - LRs are now: 1.14e-05
+2025-01-03 01:54:05,324 - INFO - LRs are now: 1.14e-05
+2025-01-03 01:54:05,524 - INFO - LRs are now: 1.14e-05
+2025-01-03 01:54:06,722 - INFO - LRs are now: 1.14e-05
+2025-01-03 01:54:07,379 - INFO - LRs are now: 1.14e-05
+2025-01-03 01:54:07,838 - INFO - LRs are now: 1.14e-05
+2025-01-03 01:54:08,091 - INFO - LRs are now: 1.14e-05
+2025-01-03 01:54:08,281 - INFO - LRs are now: 1.14e-05
+2025-01-03 01:54:08,914 - INFO - LRs are now: 1.14e-05
+2025-01-03 01:54:09,199 - INFO - LRs are now: 1.14e-05
+2025-01-03 01:54:09,412 - INFO - LRs are now: 1.14e-05
+2025-01-03 01:54:09,612 - INFO - LRs are now: 1.14e-05
+2025-01-03 01:54:09,896 - INFO - LRs are now: 1.14e-05
+2025-01-03 01:54:10,134 - INFO - LRs are now: 1.14e-05
+2025-01-03 01:54:10,364 - INFO - LRs are now: 1.14e-05
+2025-01-03 01:54:10,708 - INFO - LRs are now: 1.14e-05
+2025-01-03 01:54:10,983 - INFO - LRs are now: 1.14e-05
+2025-01-03 01:54:12,075 - INFO - LRs are now: 1.14e-05
+2025-01-03 01:54:12,543 - INFO - LRs are now: 1.14e-05
+2025-01-03 01:54:13,649 - INFO - LRs are now: 1.14e-05
+2025-01-03 01:54:14,317 - INFO - LRs are now: 1.14e-05
+2025-01-03 01:54:14,671 - INFO - LRs are now: 1.14e-05
+2025-01-03 01:54:14,875 - INFO - LRs are now: 1.14e-05
+2025-01-03 01:54:16,060 - INFO - LRs are now: 1.14e-05
+2025-01-03 01:54:16,567 - INFO - LRs are now: 1.14e-05
+2025-01-03 01:54:16,920 - INFO - LRs are now: 1.14e-05
+2025-01-03 01:54:17,289 - INFO - LRs are now: 1.14e-05
+2025-01-03 01:54:17,476 - INFO - LRs are now: 1.14e-05
+2025-01-03 01:54:17,801 - INFO - LRs are now: 1.14e-05
+2025-01-03 01:54:18,879 - INFO - LRs are now: 1.14e-05
+2025-01-03 01:54:19,409 - INFO - LRs are now: 1.14e-05
+2025-01-03 01:54:19,765 - INFO - LRs are now: 1.14e-05
+2025-01-03 01:54:19,983 - INFO - LRs are now: 1.14e-05
+2025-01-03 01:54:20,419 - INFO - LRs are now: 1.14e-05
+2025-01-03 01:54:20,649 - INFO - LRs are now: 1.14e-05
+2025-01-03 01:54:20,983 - INFO - LRs are now: 1.14e-05
+2025-01-03 01:54:21,286 - INFO - LRs are now: 1.14e-05
+2025-01-03 01:54:21,497 - INFO - LRs are now: 1.14e-05
+2025-01-03 01:54:21,718 - INFO - LRs are now: 1.14e-05
+2025-01-03 01:54:22,090 - INFO - LRs are now: 1.14e-05
+2025-01-03 01:54:22,841 - INFO - LRs are now: 1.14e-05
+2025-01-03 01:54:23,321 - INFO - LRs are now: 1.14e-05
+2025-01-03 01:54:23,596 - INFO - LRs are now: 1.14e-05
+2025-01-03 01:54:24,107 - INFO - LRs are now: 1.14e-05
+2025-01-03 01:54:24,659 - INFO - LRs are now: 1.14e-05
+2025-01-03 01:54:24,922 - INFO - LRs are now: 1.14e-05
+2025-01-03 01:54:25,228 - INFO - LRs are now: 1.14e-05
+2025-01-03 01:54:26,292 - INFO - LRs are now: 1.14e-05
+2025-01-03 01:54:26,742 - INFO - LRs are now: 1.14e-05
+2025-01-03 01:54:27,879 - INFO - LRs are now: 1.14e-05
+2025-01-03 01:54:28,630 - INFO - LRs are now: 1.14e-05
+2025-01-03 01:54:28,910 - INFO - LRs are now: 1.14e-05
+2025-01-03 01:54:29,105 - INFO - LRs are now: 1.13e-05
+2025-01-03 01:54:29,391 - INFO - LRs are now: 1.13e-05
+2025-01-03 01:54:29,625 - INFO - LRs are now: 1.13e-05
+2025-01-03 01:54:30,818 - INFO - LRs are now: 1.13e-05
+2025-01-03 01:54:31,334 - INFO - LRs are now: 1.13e-05
+2025-01-03 01:54:31,566 - INFO - LRs are now: 1.13e-05
+2025-01-03 01:54:32,717 - INFO - LRs are now: 1.13e-05
+2025-01-03 01:54:33,103 - INFO - LRs are now: 1.13e-05
+2025-01-03 01:54:33,523 - INFO - LRs are now: 1.13e-05
+2025-01-03 01:54:33,945 - INFO - LRs are now: 1.13e-05
+2025-01-03 01:54:34,230 - INFO - LRs are now: 1.13e-05
+2025-01-03 01:54:34,790 - INFO - LRs are now: 1.13e-05
+2025-01-03 01:54:35,514 - INFO - LRs are now: 1.13e-05
+2025-01-03 01:54:35,893 - INFO - LRs are now: 1.13e-05
+2025-01-03 01:54:36,114 - INFO - LRs are now: 1.13e-05
+2025-01-03 01:54:36,481 - INFO - LRs are now: 1.13e-05
+2025-01-03 01:54:36,795 - INFO - LRs are now: 1.13e-05
+2025-01-03 01:54:37,116 - INFO - LRs are now: 1.13e-05
+2025-01-03 01:54:37,362 - INFO - LRs are now: 1.13e-05
+2025-01-03 01:54:37,555 - INFO - LRs are now: 1.13e-05
+2025-01-03 01:54:37,749 - INFO - LRs are now: 1.13e-05
+2025-01-03 01:54:38,125 - INFO - LRs are now: 1.13e-05
+2025-01-03 01:54:38,495 - INFO - LRs are now: 1.13e-05
+2025-01-03 01:54:38,713 - INFO - LRs are now: 1.13e-05
+2025-01-03 01:54:38,936 - INFO - LRs are now: 1.13e-05
+2025-01-03 01:54:39,241 - INFO - LRs are now: 1.13e-05
+2025-01-03 01:54:39,581 - INFO - LRs are now: 1.13e-05
+2025-01-03 01:54:39,838 - INFO - LRs are now: 1.13e-05
+2025-01-03 01:54:40,453 - INFO - LRs are now: 1.13e-05
+2025-01-03 01:54:40,919 - INFO - LRs are now: 1.13e-05
+2025-01-03 01:54:40,970 - INFO - Training epoch 20 finished. (Took 2.0 mins.)
+2025-01-03 01:54:40,970 - INFO - loss_train: 219.6
+2025-01-03 01:54:40,972 - INFO - heads-fscore_train: 81.12%
+2025-01-03 01:54:40,973 - INFO - labels-fscore_train: 87.29%
+2025-01-03 01:54:40,977 - INFO - aggregate_train: 70.81%
+2025-01-03 01:54:45,991 - INFO - Validation epoch 20 finished. (Took 0.1 mins.)
+2025-01-03 01:54:45,992 - INFO - loss_valid: 15.33
+2025-01-03 01:54:45,994 - INFO - heads-fscore_valid: 80.26%
+2025-01-03 01:54:45,995 - INFO - labels-fscore_valid: 86.26%
+2025-01-03 01:54:45,997 - INFO - aggregate_valid: 69.23%
+2025-01-03 01:54:53,048 - INFO - Saving current best: model_best.pth ...
+2025-01-03 01:54:54,054 - INFO - LRs are now: 1.13e-05
+2025-01-03 01:54:54,608 - INFO - LRs are now: 1.13e-05
+2025-01-03 01:54:55,691 - INFO - LRs are now: 1.13e-05
+2025-01-03 01:54:56,388 - INFO - LRs are now: 1.13e-05
+2025-01-03 01:54:56,649 - INFO - LRs are now: 1.13e-05
+2025-01-03 01:54:56,957 - INFO - LRs are now: 1.13e-05
+2025-01-03 01:54:57,657 - INFO - LRs are now: 1.13e-05
+2025-01-03 01:54:58,217 - INFO - LRs are now: 1.13e-05
+2025-01-03 01:54:59,413 - INFO - LRs are now: 1.13e-05
+2025-01-03 01:54:59,866 - INFO - LRs are now: 1.13e-05
+2025-01-03 01:55:00,086 - INFO - LRs are now: 1.13e-05
+2025-01-03 01:55:01,422 - INFO - LRs are now: 1.13e-05
+2025-01-03 01:55:02,666 - INFO - LRs are now: 1.13e-05
+2025-01-03 01:55:03,468 - INFO - LRs are now: 1.13e-05
+2025-01-03 01:55:03,795 - INFO - LRs are now: 1.13e-05
+2025-01-03 01:55:04,305 - INFO - LRs are now: 1.13e-05
+2025-01-03 01:55:04,904 - INFO - LRs are now: 1.13e-05
+2025-01-03 01:55:05,213 - INFO - LRs are now: 1.13e-05
+2025-01-03 01:55:05,520 - INFO - LRs are now: 1.13e-05
+2025-01-03 01:55:05,793 - INFO - LRs are now: 1.13e-05
+2025-01-03 01:55:06,640 - INFO - LRs are now: 1.13e-05
+2025-01-03 01:55:06,959 - INFO - LRs are now: 1.13e-05
+2025-01-03 01:55:07,497 - INFO - LRs are now: 1.13e-05
+2025-01-03 01:55:08,271 - INFO - LRs are now: 1.13e-05
+2025-01-03 01:55:08,671 - INFO - LRs are now: 1.13e-05
+2025-01-03 01:55:09,021 - INFO - LRs are now: 1.13e-05
+2025-01-03 01:55:10,123 - INFO - LRs are now: 1.13e-05
+2025-01-03 01:55:10,519 - INFO - LRs are now: 1.13e-05
+2025-01-03 01:55:10,820 - INFO - LRs are now: 1.13e-05
+2025-01-03 01:55:11,412 - INFO - LRs are now: 1.13e-05
+2025-01-03 01:55:11,751 - INFO - LRs are now: 1.13e-05
+2025-01-03 01:55:11,972 - INFO - LRs are now: 1.13e-05
+2025-01-03 01:55:12,181 - INFO - LRs are now: 1.13e-05
+2025-01-03 01:55:12,364 - INFO - LRs are now: 1.13e-05
+2025-01-03 01:55:12,741 - INFO - LRs are now: 1.13e-05
+2025-01-03 01:55:13,712 - INFO - LRs are now: 1.13e-05
+2025-01-03 01:55:14,218 - INFO - LRs are now: 1.13e-05
+2025-01-03 01:55:14,543 - INFO - LRs are now: 1.13e-05
+2025-01-03 01:55:15,235 - INFO - LRs are now: 1.13e-05
+2025-01-03 01:55:15,744 - INFO - LRs are now: 1.13e-05
+2025-01-03 01:55:16,435 - INFO - LRs are now: 1.13e-05
+2025-01-03 01:55:17,252 - INFO - LRs are now: 1.13e-05
+2025-01-03 01:55:17,848 - INFO - LRs are now: 1.13e-05
+2025-01-03 01:55:18,184 - INFO - LRs are now: 1.13e-05
+2025-01-03 01:55:18,459 - INFO - LRs are now: 1.13e-05
+2025-01-03 01:55:18,793 - INFO - LRs are now: 1.13e-05
+2025-01-03 01:55:19,033 - INFO - LRs are now: 1.13e-05
+2025-01-03 01:55:19,244 - INFO - LRs are now: 1.13e-05
+2025-01-03 01:55:19,476 - INFO - LRs are now: 1.13e-05
+2025-01-03 01:55:19,725 - INFO - LRs are now: 1.13e-05
+2025-01-03 01:55:20,147 - INFO - LRs are now: 1.13e-05
+2025-01-03 01:55:20,419 - INFO - LRs are now: 1.13e-05
+2025-01-03 01:55:20,832 - INFO - LRs are now: 1.13e-05
+2025-01-03 01:55:21,095 - INFO - LRs are now: 1.13e-05
+2025-01-03 01:55:21,315 - INFO - LRs are now: 1.13e-05
+2025-01-03 01:55:21,970 - INFO - LRs are now: 1.13e-05
+2025-01-03 01:55:22,534 - INFO - LRs are now: 1.13e-05
+2025-01-03 01:55:22,879 - INFO - LRs are now: 1.13e-05
+2025-01-03 01:55:23,125 - INFO - LRs are now: 1.12e-05
+2025-01-03 01:55:23,437 - INFO - LRs are now: 1.12e-05
+2025-01-03 01:55:24,003 - INFO - LRs are now: 1.12e-05
+2025-01-03 01:55:24,338 - INFO - LRs are now: 1.12e-05
+2025-01-03 01:55:24,631 - INFO - LRs are now: 1.12e-05
+2025-01-03 01:55:24,851 - INFO - LRs are now: 1.12e-05
+2025-01-03 01:55:25,054 - INFO - LRs are now: 1.12e-05
+2025-01-03 01:55:25,274 - INFO - LRs are now: 1.12e-05
+2025-01-03 01:55:25,470 - INFO - LRs are now: 1.12e-05
+2025-01-03 01:55:25,641 - INFO - LRs are now: 1.12e-05
+2025-01-03 01:55:26,024 - INFO - LRs are now: 1.12e-05
+2025-01-03 01:55:26,379 - INFO - LRs are now: 1.12e-05
+2025-01-03 01:55:27,106 - INFO - LRs are now: 1.12e-05
+2025-01-03 01:55:27,721 - INFO - LRs are now: 1.12e-05
+2025-01-03 01:55:27,960 - INFO - LRs are now: 1.12e-05
+2025-01-03 01:55:28,919 - INFO - LRs are now: 1.12e-05
+2025-01-03 01:55:29,355 - INFO - LRs are now: 1.12e-05
+2025-01-03 01:55:30,259 - INFO - LRs are now: 1.12e-05
+2025-01-03 01:55:30,665 - INFO - LRs are now: 1.12e-05
+2025-01-03 01:55:31,061 - INFO - LRs are now: 1.12e-05
+2025-01-03 01:55:31,392 - INFO - LRs are now: 1.12e-05
+2025-01-03 01:55:32,664 - INFO - LRs are now: 1.12e-05
+2025-01-03 01:55:33,156 - INFO - LRs are now: 1.12e-05
+2025-01-03 01:55:33,357 - INFO - LRs are now: 1.12e-05
+2025-01-03 01:55:33,575 - INFO - LRs are now: 1.12e-05
+2025-01-03 01:55:33,832 - INFO - LRs are now: 1.12e-05
+2025-01-03 01:55:34,041 - INFO - LRs are now: 1.12e-05
+2025-01-03 01:55:34,532 - INFO - LRs are now: 1.12e-05
+2025-01-03 01:55:35,005 - INFO - LRs are now: 1.12e-05
+2025-01-03 01:55:35,367 - INFO - LRs are now: 1.12e-05
+2025-01-03 01:55:35,643 - INFO - LRs are now: 1.12e-05
+2025-01-03 01:55:36,110 - INFO - LRs are now: 1.12e-05
+2025-01-03 01:55:36,399 - INFO - LRs are now: 1.12e-05
+2025-01-03 01:55:37,588 - INFO - LRs are now: 1.12e-05
+2025-01-03 01:55:38,469 - INFO - LRs are now: 1.12e-05
+2025-01-03 01:55:39,322 - INFO - LRs are now: 1.12e-05
+2025-01-03 01:55:40,539 - INFO - LRs are now: 1.12e-05
+2025-01-03 01:55:40,985 - INFO - LRs are now: 1.12e-05
+2025-01-03 01:55:41,552 - INFO - LRs are now: 1.12e-05
+2025-01-03 01:55:41,880 - INFO - LRs are now: 1.12e-05
+2025-01-03 01:55:42,566 - INFO - LRs are now: 1.12e-05
+2025-01-03 01:55:43,310 - INFO - LRs are now: 1.12e-05
+2025-01-03 01:55:43,765 - INFO - LRs are now: 1.12e-05
+2025-01-03 01:55:44,642 - INFO - LRs are now: 1.12e-05
+2025-01-03 01:55:45,864 - INFO - LRs are now: 1.12e-05
+2025-01-03 01:55:46,306 - INFO - LRs are now: 1.12e-05
+2025-01-03 01:55:46,539 - INFO - LRs are now: 1.12e-05
+2025-01-03 01:55:47,038 - INFO - LRs are now: 1.12e-05
+2025-01-03 01:55:47,790 - INFO - LRs are now: 1.12e-05
+2025-01-03 01:55:48,231 - INFO - LRs are now: 1.12e-05
+2025-01-03 01:55:48,484 - INFO - LRs are now: 1.12e-05
+2025-01-03 01:55:49,097 - INFO - LRs are now: 1.12e-05
+2025-01-03 01:55:49,797 - INFO - LRs are now: 1.12e-05
+2025-01-03 01:55:51,123 - INFO - LRs are now: 1.12e-05
+2025-01-03 01:55:51,546 - INFO - LRs are now: 1.12e-05
+2025-01-03 01:55:52,886 - INFO - LRs are now: 1.12e-05
+2025-01-03 01:55:53,499 - INFO - LRs are now: 1.12e-05
+2025-01-03 01:55:53,930 - INFO - LRs are now: 1.12e-05
+2025-01-03 01:55:54,849 - INFO - LRs are now: 1.12e-05
+2025-01-03 01:55:55,333 - INFO - LRs are now: 1.12e-05
+2025-01-03 01:55:55,534 - INFO - LRs are now: 1.12e-05
+2025-01-03 01:55:55,828 - INFO - LRs are now: 1.12e-05
+2025-01-03 01:55:56,225 - INFO - LRs are now: 1.12e-05
+2025-01-03 01:55:57,191 - INFO - LRs are now: 1.12e-05
+2025-01-03 01:55:57,577 - INFO - LRs are now: 1.12e-05
+2025-01-03 01:55:58,056 - INFO - LRs are now: 1.12e-05
+2025-01-03 01:55:58,377 - INFO - LRs are now: 1.12e-05
+2025-01-03 01:55:58,705 - INFO - LRs are now: 1.12e-05
+2025-01-03 01:55:59,536 - INFO - LRs are now: 1.12e-05
+2025-01-03 01:55:59,842 - INFO - LRs are now: 1.12e-05
+2025-01-03 01:56:00,395 - INFO - LRs are now: 1.12e-05
+2025-01-03 01:56:00,655 - INFO - LRs are now: 1.12e-05
+2025-01-03 01:56:00,901 - INFO - LRs are now: 1.12e-05
+2025-01-03 01:56:01,165 - INFO - LRs are now: 1.12e-05
+2025-01-03 01:56:01,376 - INFO - LRs are now: 1.12e-05
+2025-01-03 01:56:01,768 - INFO - LRs are now: 1.12e-05
+2025-01-03 01:56:02,812 - INFO - LRs are now: 1.12e-05
+2025-01-03 01:56:03,368 - INFO - LRs are now: 1.12e-05
+2025-01-03 01:56:03,689 - INFO - LRs are now: 1.12e-05
+2025-01-03 01:56:03,939 - INFO - LRs are now: 1.12e-05
+2025-01-03 01:56:04,213 - INFO - LRs are now: 1.12e-05
+2025-01-03 01:56:05,230 - INFO - LRs are now: 1.12e-05
+2025-01-03 01:56:05,560 - INFO - LRs are now: 1.12e-05
+2025-01-03 01:56:06,609 - INFO - LRs are now: 1.12e-05
+2025-01-03 01:56:06,918 - INFO - LRs are now: 1.12e-05
+2025-01-03 01:56:08,032 - INFO - LRs are now: 1.12e-05
+2025-01-03 01:56:08,566 - INFO - LRs are now: 1.12e-05
+2025-01-03 01:56:09,047 - INFO - LRs are now: 1.12e-05
+2025-01-03 01:56:09,338 - INFO - LRs are now: 1.12e-05
+2025-01-03 01:56:09,565 - INFO - LRs are now: 1.12e-05
+2025-01-03 01:56:09,908 - INFO - LRs are now: 1.12e-05
+2025-01-03 01:56:10,324 - INFO - LRs are now: 1.11e-05
+2025-01-03 01:56:11,529 - INFO - LRs are now: 1.11e-05
+2025-01-03 01:56:12,046 - INFO - LRs are now: 1.11e-05
+2025-01-03 01:56:12,739 - INFO - LRs are now: 1.11e-05
+2025-01-03 01:56:13,089 - INFO - LRs are now: 1.11e-05
+2025-01-03 01:56:13,786 - INFO - LRs are now: 1.11e-05
+2025-01-03 01:56:14,150 - INFO - LRs are now: 1.11e-05
+2025-01-03 01:56:14,377 - INFO - LRs are now: 1.11e-05
+2025-01-03 01:56:15,007 - INFO - LRs are now: 1.11e-05
+2025-01-03 01:56:15,679 - INFO - LRs are now: 1.11e-05
+2025-01-03 01:56:16,197 - INFO - LRs are now: 1.11e-05
+2025-01-03 01:56:16,444 - INFO - LRs are now: 1.11e-05
+2025-01-03 01:56:16,742 - INFO - LRs are now: 1.11e-05
+2025-01-03 01:56:17,331 - INFO - LRs are now: 1.11e-05
+2025-01-03 01:56:17,753 - INFO - LRs are now: 1.11e-05
+2025-01-03 01:56:18,076 - INFO - LRs are now: 1.11e-05
+2025-01-03 01:56:18,981 - INFO - LRs are now: 1.11e-05
+2025-01-03 01:56:19,504 - INFO - LRs are now: 1.11e-05
+2025-01-03 01:56:20,014 - INFO - LRs are now: 1.11e-05
+2025-01-03 01:56:20,465 - INFO - LRs are now: 1.11e-05
+2025-01-03 01:56:21,260 - INFO - LRs are now: 1.11e-05
+2025-01-03 01:56:21,547 - INFO - LRs are now: 1.11e-05
+2025-01-03 01:56:21,837 - INFO - LRs are now: 1.11e-05
+2025-01-03 01:56:22,152 - INFO - LRs are now: 1.11e-05
+2025-01-03 01:56:22,511 - INFO - LRs are now: 1.11e-05
+2025-01-03 01:56:22,848 - INFO - LRs are now: 1.11e-05
+2025-01-03 01:56:23,093 - INFO - LRs are now: 1.11e-05
+2025-01-03 01:56:23,524 - INFO - LRs are now: 1.11e-05
+2025-01-03 01:56:24,456 - INFO - LRs are now: 1.11e-05
+2025-01-03 01:56:24,855 - INFO - LRs are now: 1.11e-05
+2025-01-03 01:56:25,117 - INFO - LRs are now: 1.11e-05
+2025-01-03 01:56:26,571 - INFO - LRs are now: 1.11e-05
+2025-01-03 01:56:27,173 - INFO - LRs are now: 1.11e-05
+2025-01-03 01:56:27,822 - INFO - LRs are now: 1.11e-05
+2025-01-03 01:56:28,222 - INFO - LRs are now: 1.11e-05
+2025-01-03 01:56:28,616 - INFO - LRs are now: 1.11e-05
+2025-01-03 01:56:29,210 - INFO - LRs are now: 1.11e-05
+2025-01-03 01:56:30,190 - INFO - LRs are now: 1.11e-05
+2025-01-03 01:56:30,720 - INFO - LRs are now: 1.11e-05
+2025-01-03 01:56:30,979 - INFO - LRs are now: 1.11e-05
+2025-01-03 01:56:31,184 - INFO - LRs are now: 1.11e-05
+2025-01-03 01:56:31,812 - INFO - LRs are now: 1.11e-05
+2025-01-03 01:56:33,030 - INFO - LRs are now: 1.11e-05
+2025-01-03 01:56:33,731 - INFO - LRs are now: 1.11e-05
+2025-01-03 01:56:34,696 - INFO - LRs are now: 1.11e-05
+2025-01-03 01:56:35,227 - INFO - LRs are now: 1.11e-05
+2025-01-03 01:56:35,890 - INFO - LRs are now: 1.11e-05
+2025-01-03 01:56:36,230 - INFO - LRs are now: 1.11e-05
+2025-01-03 01:56:36,782 - INFO - LRs are now: 1.11e-05
+2025-01-03 01:56:37,109 - INFO - LRs are now: 1.11e-05
+2025-01-03 01:56:37,821 - INFO - LRs are now: 1.11e-05
+2025-01-03 01:56:38,232 - INFO - LRs are now: 1.11e-05
+2025-01-03 01:56:38,479 - INFO - LRs are now: 1.11e-05
+2025-01-03 01:56:38,700 - INFO - LRs are now: 1.11e-05
+2025-01-03 01:56:39,510 - INFO - LRs are now: 1.11e-05
+2025-01-03 01:56:39,868 - INFO - LRs are now: 1.11e-05
+2025-01-03 01:56:40,245 - INFO - LRs are now: 1.11e-05
+2025-01-03 01:56:40,509 - INFO - LRs are now: 1.11e-05
+2025-01-03 01:56:40,877 - INFO - LRs are now: 1.11e-05
+2025-01-03 01:56:41,163 - INFO - LRs are now: 1.11e-05
+2025-01-03 01:56:41,468 - INFO - LRs are now: 1.11e-05
+2025-01-03 01:56:41,690 - INFO - LRs are now: 1.11e-05
+2025-01-03 01:56:41,924 - INFO - LRs are now: 1.11e-05
+2025-01-03 01:56:42,485 - INFO - LRs are now: 1.11e-05
+2025-01-03 01:56:42,751 - INFO - LRs are now: 1.11e-05
+2025-01-03 01:56:43,347 - INFO - LRs are now: 1.11e-05
+2025-01-03 01:56:43,696 - INFO - LRs are now: 1.11e-05
+2025-01-03 01:56:44,052 - INFO - LRs are now: 1.11e-05
+2025-01-03 01:56:44,685 - INFO - LRs are now: 1.11e-05
+2025-01-03 01:56:45,098 - INFO - LRs are now: 1.11e-05
+2025-01-03 01:56:45,445 - INFO - LRs are now: 1.11e-05
+2025-01-03 01:56:45,642 - INFO - LRs are now: 1.11e-05
+2025-01-03 01:56:46,085 - INFO - LRs are now: 1.11e-05
+2025-01-03 01:56:46,460 - INFO - LRs are now: 1.11e-05
+2025-01-03 01:56:47,265 - INFO - LRs are now: 1.11e-05
+2025-01-03 01:56:47,775 - INFO - LRs are now: 1.11e-05
+2025-01-03 01:56:48,049 - INFO - LRs are now: 1.11e-05
+2025-01-03 01:56:48,653 - INFO - LRs are now: 1.11e-05
+2025-01-03 01:56:49,588 - INFO - LRs are now: 1.11e-05
+2025-01-03 01:56:50,229 - INFO - LRs are now: 1.11e-05
+2025-01-03 01:56:50,523 - INFO - LRs are now: 1.11e-05
+2025-01-03 01:56:50,871 - INFO - LRs are now: 1.11e-05
+2025-01-03 01:56:51,662 - INFO - LRs are now: 1.11e-05
+2025-01-03 01:56:52,320 - INFO - LRs are now: 1.11e-05
+2025-01-03 01:56:52,689 - INFO - LRs are now: 1.11e-05
+2025-01-03 01:56:53,402 - INFO - LRs are now: 1.11e-05
+2025-01-03 01:56:54,025 - INFO - LRs are now: 1.11e-05
+2025-01-03 01:56:54,298 - INFO - LRs are now: 1.11e-05
+2025-01-03 01:56:54,648 - INFO - LRs are now: 1.11e-05
+2025-01-03 01:56:54,967 - INFO - LRs are now: 1.11e-05
+2025-01-03 01:56:55,203 - INFO - LRs are now: 1.11e-05
+2025-01-03 01:56:55,482 - INFO - LRs are now: 1.11e-05
+2025-01-03 01:56:55,775 - INFO - LRs are now: 1.11e-05
+2025-01-03 01:56:56,257 - INFO - LRs are now: 1.11e-05
+2025-01-03 01:56:56,756 - INFO - LRs are now: 1.10e-05
+2025-01-03 01:56:57,035 - INFO - LRs are now: 1.10e-05
+2025-01-03 01:56:57,272 - INFO - LRs are now: 1.10e-05
+2025-01-03 01:56:57,499 - INFO - LRs are now: 1.10e-05
+2025-01-03 01:56:57,709 - INFO - LRs are now: 1.10e-05
+2025-01-03 01:56:58,012 - INFO - LRs are now: 1.10e-05
+2025-01-03 01:56:58,061 - INFO - Training epoch 21 finished. (Took 2.1 mins.)
+2025-01-03 01:56:58,062 - INFO - loss_train: 221.8
+2025-01-03 01:56:58,065 - INFO - heads-fscore_train: 81.28%
+2025-01-03 01:56:58,067 - INFO - labels-fscore_train: 87.53%
+2025-01-03 01:56:58,068 - INFO - aggregate_train: 71.14%
+2025-01-03 01:57:03,845 - INFO - Validation epoch 21 finished. (Took 0.1 mins.)
+2025-01-03 01:57:03,845 - INFO - loss_valid: 15.34
+2025-01-03 01:57:03,848 - INFO - heads-fscore_valid: 80.27%
+2025-01-03 01:57:03,850 - INFO - labels-fscore_valid: 86.45%
+2025-01-03 01:57:03,851 - INFO - aggregate_valid: 69.39%
+2025-01-03 01:57:12,118 - INFO - Saving current best: model_best.pth ...
+2025-01-03 01:57:13,534 - INFO - LRs are now: 1.10e-05
+2025-01-03 01:57:14,042 - INFO - LRs are now: 1.10e-05
+2025-01-03 01:57:14,308 - INFO - LRs are now: 1.10e-05
+2025-01-03 01:57:14,519 - INFO - LRs are now: 1.10e-05
+2025-01-03 01:57:14,700 - INFO - LRs are now: 1.10e-05
+2025-01-03 01:57:14,998 - INFO - LRs are now: 1.10e-05
+2025-01-03 01:57:15,210 - INFO - LRs are now: 1.10e-05
+2025-01-03 01:57:15,652 - INFO - LRs are now: 1.10e-05
+2025-01-03 01:57:15,895 - INFO - LRs are now: 1.10e-05
+2025-01-03 01:57:17,137 - INFO - LRs are now: 1.10e-05
+2025-01-03 01:57:17,738 - INFO - LRs are now: 1.10e-05
+2025-01-03 01:57:19,337 - INFO - LRs are now: 1.10e-05
+2025-01-03 01:57:20,138 - INFO - LRs are now: 1.10e-05
+2025-01-03 01:57:20,521 - INFO - LRs are now: 1.10e-05
+2025-01-03 01:57:20,801 - INFO - LRs are now: 1.10e-05
+2025-01-03 01:57:21,891 - INFO - LRs are now: 1.10e-05
+2025-01-03 01:57:22,631 - INFO - LRs are now: 1.10e-05
+2025-01-03 01:57:22,987 - INFO - LRs are now: 1.10e-05
+2025-01-03 01:57:23,262 - INFO - LRs are now: 1.10e-05
+2025-01-03 01:57:23,525 - INFO - LRs are now: 1.10e-05
+2025-01-03 01:57:24,695 - INFO - LRs are now: 1.10e-05
+2025-01-03 01:57:25,302 - INFO - LRs are now: 1.10e-05
+2025-01-03 01:57:25,596 - INFO - LRs are now: 1.10e-05
+2025-01-03 01:57:26,002 - INFO - LRs are now: 1.10e-05
+2025-01-03 01:57:26,276 - INFO - LRs are now: 1.10e-05
+2025-01-03 01:57:26,882 - INFO - LRs are now: 1.10e-05
+2025-01-03 01:57:27,460 - INFO - LRs are now: 1.10e-05
+2025-01-03 01:57:27,822 - INFO - LRs are now: 1.10e-05
+2025-01-03 01:57:28,108 - INFO - LRs are now: 1.10e-05
+2025-01-03 01:57:28,343 - INFO - LRs are now: 1.10e-05
+2025-01-03 01:57:29,347 - INFO - LRs are now: 1.10e-05
+2025-01-03 01:57:29,770 - INFO - LRs are now: 1.10e-05
+2025-01-03 01:57:30,053 - INFO - LRs are now: 1.10e-05
+2025-01-03 01:57:30,228 - INFO - LRs are now: 1.10e-05
+2025-01-03 01:57:30,403 - INFO - LRs are now: 1.10e-05
+2025-01-03 01:57:30,736 - INFO - LRs are now: 1.10e-05
+2025-01-03 01:57:31,366 - INFO - LRs are now: 1.10e-05
+2025-01-03 01:57:31,676 - INFO - LRs are now: 1.10e-05
+2025-01-03 01:57:31,932 - INFO - LRs are now: 1.10e-05
+2025-01-03 01:57:32,280 - INFO - LRs are now: 1.10e-05
+2025-01-03 01:57:32,815 - INFO - LRs are now: 1.10e-05
+2025-01-03 01:57:33,082 - INFO - LRs are now: 1.10e-05
+2025-01-03 01:57:33,411 - INFO - LRs are now: 1.10e-05
+2025-01-03 01:57:34,682 - INFO - LRs are now: 1.10e-05
+2025-01-03 01:57:35,085 - INFO - LRs are now: 1.10e-05
+2025-01-03 01:57:35,661 - INFO - LRs are now: 1.10e-05
+2025-01-03 01:57:36,026 - INFO - LRs are now: 1.10e-05
+2025-01-03 01:57:36,310 - INFO - LRs are now: 1.10e-05
+2025-01-03 01:57:36,685 - INFO - LRs are now: 1.10e-05
+2025-01-03 01:57:36,926 - INFO - LRs are now: 1.10e-05
+2025-01-03 01:57:37,193 - INFO - LRs are now: 1.10e-05
+2025-01-03 01:57:37,544 - INFO - LRs are now: 1.10e-05
+2025-01-03 01:57:37,798 - INFO - LRs are now: 1.10e-05
+2025-01-03 01:57:38,548 - INFO - LRs are now: 1.10e-05
+2025-01-03 01:57:39,273 - INFO - LRs are now: 1.10e-05
+2025-01-03 01:57:40,612 - INFO - LRs are now: 1.10e-05
+2025-01-03 01:57:41,162 - INFO - LRs are now: 1.10e-05
+2025-01-03 01:57:41,428 - INFO - LRs are now: 1.10e-05
+2025-01-03 01:57:41,988 - INFO - LRs are now: 1.10e-05
+2025-01-03 01:57:42,310 - INFO - LRs are now: 1.10e-05
+2025-01-03 01:57:42,515 - INFO - LRs are now: 1.10e-05
+2025-01-03 01:57:42,757 - INFO - LRs are now: 1.10e-05
+2025-01-03 01:57:43,606 - INFO - LRs are now: 1.10e-05
+2025-01-03 01:57:44,653 - INFO - LRs are now: 1.10e-05
+2025-01-03 01:57:45,092 - INFO - LRs are now: 1.10e-05
+2025-01-03 01:57:45,301 - INFO - LRs are now: 1.10e-05
+2025-01-03 01:57:45,583 - INFO - LRs are now: 1.10e-05
+2025-01-03 01:57:45,855 - INFO - LRs are now: 1.10e-05
+2025-01-03 01:57:46,076 - INFO - LRs are now: 1.10e-05
+2025-01-03 01:57:46,583 - INFO - LRs are now: 1.10e-05
+2025-01-03 01:57:46,966 - INFO - LRs are now: 1.10e-05
+2025-01-03 01:57:47,709 - INFO - LRs are now: 1.10e-05
+2025-01-03 01:57:48,970 - INFO - LRs are now: 1.10e-05
+2025-01-03 01:57:50,362 - INFO - LRs are now: 1.10e-05
+2025-01-03 01:57:50,772 - INFO - LRs are now: 1.10e-05
+2025-01-03 01:57:51,171 - INFO - LRs are now: 1.10e-05
+2025-01-03 01:57:51,473 - INFO - LRs are now: 1.10e-05
+2025-01-03 01:57:51,714 - INFO - LRs are now: 1.10e-05
+2025-01-03 01:57:51,982 - INFO - LRs are now: 1.10e-05
+2025-01-03 01:57:52,234 - INFO - LRs are now: 1.10e-05
+2025-01-03 01:57:53,081 - INFO - LRs are now: 1.10e-05
+2025-01-03 01:57:53,372 - INFO - LRs are now: 1.10e-05
+2025-01-03 01:57:54,199 - INFO - LRs are now: 1.10e-05
+2025-01-03 01:57:55,142 - INFO - LRs are now: 1.10e-05
+2025-01-03 01:57:55,456 - INFO - LRs are now: 1.10e-05
+2025-01-03 01:57:55,660 - INFO - LRs are now: 1.10e-05
+2025-01-03 01:57:56,369 - INFO - LRs are now: 1.10e-05
+2025-01-03 01:57:56,743 - INFO - LRs are now: 1.10e-05
+2025-01-03 01:57:57,100 - INFO - LRs are now: 1.10e-05
+2025-01-03 01:57:57,315 - INFO - LRs are now: 1.10e-05
+2025-01-03 01:57:57,579 - INFO - LRs are now: 1.09e-05
+2025-01-03 01:57:58,064 - INFO - LRs are now: 1.09e-05
+2025-01-03 01:57:58,720 - INFO - LRs are now: 1.09e-05
+2025-01-03 01:57:59,180 - INFO - LRs are now: 1.09e-05
+2025-01-03 01:57:59,396 - INFO - LRs are now: 1.09e-05
+2025-01-03 01:58:00,395 - INFO - LRs are now: 1.09e-05
+2025-01-03 01:58:00,766 - INFO - LRs are now: 1.09e-05
+2025-01-03 01:58:01,074 - INFO - LRs are now: 1.09e-05
+2025-01-03 01:58:01,717 - INFO - LRs are now: 1.09e-05
+2025-01-03 01:58:02,094 - INFO - LRs are now: 1.09e-05
+2025-01-03 01:58:03,300 - INFO - LRs are now: 1.09e-05
+2025-01-03 01:58:03,972 - INFO - LRs are now: 1.09e-05
+2025-01-03 01:58:04,339 - INFO - LRs are now: 1.09e-05
+2025-01-03 01:58:04,558 - INFO - LRs are now: 1.09e-05
+2025-01-03 01:58:04,839 - INFO - LRs are now: 1.09e-05
+2025-01-03 01:58:05,652 - INFO - LRs are now: 1.09e-05
+2025-01-03 01:58:06,168 - INFO - LRs are now: 1.09e-05
+2025-01-03 01:58:06,405 - INFO - LRs are now: 1.09e-05
+2025-01-03 01:58:07,055 - INFO - LRs are now: 1.09e-05
+2025-01-03 01:58:07,347 - INFO - LRs are now: 1.09e-05
+2025-01-03 01:58:07,604 - INFO - LRs are now: 1.09e-05
+2025-01-03 01:58:08,840 - INFO - LRs are now: 1.09e-05
+2025-01-03 01:58:09,727 - INFO - LRs are now: 1.09e-05
+2025-01-03 01:58:10,128 - INFO - LRs are now: 1.09e-05
+2025-01-03 01:58:10,771 - INFO - LRs are now: 1.09e-05
+2025-01-03 01:58:11,159 - INFO - LRs are now: 1.09e-05
+2025-01-03 01:58:11,565 - INFO - LRs are now: 1.09e-05
+2025-01-03 01:58:11,815 - INFO - LRs are now: 1.09e-05
+2025-01-03 01:58:12,170 - INFO - LRs are now: 1.09e-05
+2025-01-03 01:58:12,371 - INFO - LRs are now: 1.09e-05
+2025-01-03 01:58:12,795 - INFO - LRs are now: 1.09e-05
+2025-01-03 01:58:13,223 - INFO - LRs are now: 1.09e-05
+2025-01-03 01:58:13,488 - INFO - LRs are now: 1.09e-05
+2025-01-03 01:58:14,231 - INFO - LRs are now: 1.09e-05
+2025-01-03 01:58:14,522 - INFO - LRs are now: 1.09e-05
+2025-01-03 01:58:15,310 - INFO - LRs are now: 1.09e-05
+2025-01-03 01:58:16,654 - INFO - LRs are now: 1.09e-05
+2025-01-03 01:58:17,486 - INFO - LRs are now: 1.09e-05
+2025-01-03 01:58:17,952 - INFO - LRs are now: 1.09e-05
+2025-01-03 01:58:18,369 - INFO - LRs are now: 1.09e-05
+2025-01-03 01:58:18,663 - INFO - LRs are now: 1.09e-05
+2025-01-03 01:58:18,916 - INFO - LRs are now: 1.09e-05
+2025-01-03 01:58:19,142 - INFO - LRs are now: 1.09e-05
+2025-01-03 01:58:19,755 - INFO - LRs are now: 1.09e-05
+2025-01-03 01:58:20,342 - INFO - LRs are now: 1.09e-05
+2025-01-03 01:58:20,582 - INFO - LRs are now: 1.09e-05
+2025-01-03 01:58:20,997 - INFO - LRs are now: 1.09e-05
+2025-01-03 01:58:21,478 - INFO - LRs are now: 1.09e-05
+2025-01-03 01:58:21,878 - INFO - LRs are now: 1.09e-05
+2025-01-03 01:58:22,203 - INFO - LRs are now: 1.09e-05
+2025-01-03 01:58:22,883 - INFO - LRs are now: 1.09e-05
+2025-01-03 01:58:23,168 - INFO - LRs are now: 1.09e-05
+2025-01-03 01:58:23,608 - INFO - LRs are now: 1.09e-05
+2025-01-03 01:58:24,265 - INFO - LRs are now: 1.09e-05
+2025-01-03 01:58:24,621 - INFO - LRs are now: 1.09e-05
+2025-01-03 01:58:24,827 - INFO - LRs are now: 1.09e-05
+2025-01-03 01:58:25,439 - INFO - LRs are now: 1.09e-05
+2025-01-03 01:58:25,855 - INFO - LRs are now: 1.09e-05
+2025-01-03 01:58:26,130 - INFO - LRs are now: 1.09e-05
+2025-01-03 01:58:26,340 - INFO - LRs are now: 1.09e-05
+2025-01-03 01:58:26,716 - INFO - LRs are now: 1.09e-05
+2025-01-03 01:58:27,089 - INFO - LRs are now: 1.09e-05
+2025-01-03 01:58:27,447 - INFO - LRs are now: 1.09e-05
+2025-01-03 01:58:27,654 - INFO - LRs are now: 1.09e-05
+2025-01-03 01:58:27,950 - INFO - LRs are now: 1.09e-05
+2025-01-03 01:58:28,182 - INFO - LRs are now: 1.09e-05
+2025-01-03 01:58:28,367 - INFO - LRs are now: 1.09e-05
+2025-01-03 01:58:29,404 - INFO - LRs are now: 1.09e-05
+2025-01-03 01:58:29,872 - INFO - LRs are now: 1.09e-05
+2025-01-03 01:58:30,794 - INFO - LRs are now: 1.09e-05
+2025-01-03 01:58:31,400 - INFO - LRs are now: 1.09e-05
+2025-01-03 01:58:31,747 - INFO - LRs are now: 1.09e-05
+2025-01-03 01:58:32,158 - INFO - LRs are now: 1.09e-05
+2025-01-03 01:58:32,780 - INFO - LRs are now: 1.09e-05
+2025-01-03 01:58:33,112 - INFO - LRs are now: 1.09e-05
+2025-01-03 01:58:33,489 - INFO - LRs are now: 1.09e-05
+2025-01-03 01:58:33,708 - INFO - LRs are now: 1.09e-05
+2025-01-03 01:58:34,235 - INFO - LRs are now: 1.09e-05
+2025-01-03 01:58:34,496 - INFO - LRs are now: 1.09e-05
+2025-01-03 01:58:34,708 - INFO - LRs are now: 1.09e-05
+2025-01-03 01:58:34,897 - INFO - LRs are now: 1.09e-05
+2025-01-03 01:58:35,964 - INFO - LRs are now: 1.09e-05
+2025-01-03 01:58:36,475 - INFO - LRs are now: 1.09e-05
+2025-01-03 01:58:36,750 - INFO - LRs are now: 1.09e-05
+2025-01-03 01:58:37,145 - INFO - LRs are now: 1.09e-05
+2025-01-03 01:58:38,375 - INFO - LRs are now: 1.09e-05
+2025-01-03 01:58:39,148 - INFO - LRs are now: 1.09e-05
+2025-01-03 01:58:39,564 - INFO - LRs are now: 1.09e-05
+2025-01-03 01:58:39,799 - INFO - LRs are now: 1.09e-05
+2025-01-03 01:58:40,511 - INFO - LRs are now: 1.09e-05
+2025-01-03 01:58:41,015 - INFO - LRs are now: 1.09e-05
+2025-01-03 01:58:41,290 - INFO - LRs are now: 1.09e-05
+2025-01-03 01:58:42,014 - INFO - LRs are now: 1.09e-05
+2025-01-03 01:58:42,808 - INFO - LRs are now: 1.09e-05
+2025-01-03 01:58:43,359 - INFO - LRs are now: 1.09e-05
+2025-01-03 01:58:43,744 - INFO - LRs are now: 1.09e-05
+2025-01-03 01:58:44,887 - INFO - LRs are now: 1.09e-05
+2025-01-03 01:58:45,461 - INFO - LRs are now: 1.09e-05
+2025-01-03 01:58:45,703 - INFO - LRs are now: 1.09e-05
+2025-01-03 01:58:46,012 - INFO - LRs are now: 1.08e-05
+2025-01-03 01:58:46,834 - INFO - LRs are now: 1.08e-05
+2025-01-03 01:58:47,246 - INFO - LRs are now: 1.08e-05
+2025-01-03 01:58:47,499 - INFO - LRs are now: 1.08e-05
+2025-01-03 01:58:47,988 - INFO - LRs are now: 1.08e-05
+2025-01-03 01:58:48,538 - INFO - LRs are now: 1.08e-05
+2025-01-03 01:58:48,877 - INFO - LRs are now: 1.08e-05
+2025-01-03 01:58:49,085 - INFO - LRs are now: 1.08e-05
+2025-01-03 01:58:49,426 - INFO - LRs are now: 1.08e-05
+2025-01-03 01:58:49,671 - INFO - LRs are now: 1.08e-05
+2025-01-03 01:58:49,849 - INFO - LRs are now: 1.08e-05
+2025-01-03 01:58:50,132 - INFO - LRs are now: 1.08e-05
+2025-01-03 01:58:50,406 - INFO - LRs are now: 1.08e-05
+2025-01-03 01:58:51,630 - INFO - LRs are now: 1.08e-05
+2025-01-03 01:58:52,055 - INFO - LRs are now: 1.08e-05
+2025-01-03 01:58:52,551 - INFO - LRs are now: 1.08e-05
+2025-01-03 01:58:52,964 - INFO - LRs are now: 1.08e-05
+2025-01-03 01:58:54,489 - INFO - LRs are now: 1.08e-05
+2025-01-03 01:58:55,225 - INFO - LRs are now: 1.08e-05
+2025-01-03 01:58:55,459 - INFO - LRs are now: 1.08e-05
+2025-01-03 01:58:55,891 - INFO - LRs are now: 1.08e-05
+2025-01-03 01:58:56,909 - INFO - LRs are now: 1.08e-05
+2025-01-03 01:58:57,612 - INFO - LRs are now: 1.08e-05
+2025-01-03 01:58:58,282 - INFO - LRs are now: 1.08e-05
+2025-01-03 01:58:58,848 - INFO - LRs are now: 1.08e-05
+2025-01-03 01:58:59,148 - INFO - LRs are now: 1.08e-05
+2025-01-03 01:58:59,514 - INFO - LRs are now: 1.08e-05
+2025-01-03 01:59:00,007 - INFO - LRs are now: 1.08e-05
+2025-01-03 01:59:00,563 - INFO - LRs are now: 1.08e-05
+2025-01-03 01:59:01,188 - INFO - LRs are now: 1.08e-05
+2025-01-03 01:59:01,725 - INFO - LRs are now: 1.08e-05
+2025-01-03 01:59:02,727 - INFO - LRs are now: 1.08e-05
+2025-01-03 01:59:03,173 - INFO - LRs are now: 1.08e-05
+2025-01-03 01:59:03,493 - INFO - LRs are now: 1.08e-05
+2025-01-03 01:59:03,717 - INFO - LRs are now: 1.08e-05
+2025-01-03 01:59:03,956 - INFO - LRs are now: 1.08e-05
+2025-01-03 01:59:04,183 - INFO - LRs are now: 1.08e-05
+2025-01-03 01:59:04,479 - INFO - LRs are now: 1.08e-05
+2025-01-03 01:59:04,677 - INFO - LRs are now: 1.08e-05
+2025-01-03 01:59:04,860 - INFO - LRs are now: 1.08e-05
+2025-01-03 01:59:05,086 - INFO - LRs are now: 1.08e-05
+2025-01-03 01:59:05,383 - INFO - LRs are now: 1.08e-05
+2025-01-03 01:59:05,698 - INFO - LRs are now: 1.08e-05
+2025-01-03 01:59:06,020 - INFO - LRs are now: 1.08e-05
+2025-01-03 01:59:06,337 - INFO - LRs are now: 1.08e-05
+2025-01-03 01:59:06,594 - INFO - LRs are now: 1.08e-05
+2025-01-03 01:59:06,855 - INFO - LRs are now: 1.08e-05
+2025-01-03 01:59:07,286 - INFO - LRs are now: 1.08e-05
+2025-01-03 01:59:07,741 - INFO - LRs are now: 1.08e-05
+2025-01-03 01:59:08,787 - INFO - LRs are now: 1.08e-05
+2025-01-03 01:59:09,959 - INFO - LRs are now: 1.08e-05
+2025-01-03 01:59:10,398 - INFO - LRs are now: 1.08e-05
+2025-01-03 01:59:11,554 - INFO - LRs are now: 1.08e-05
+2025-01-03 01:59:12,241 - INFO - LRs are now: 1.08e-05
+2025-01-03 01:59:12,525 - INFO - LRs are now: 1.08e-05
+2025-01-03 01:59:12,832 - INFO - LRs are now: 1.08e-05
+2025-01-03 01:59:13,093 - INFO - LRs are now: 1.08e-05
+2025-01-03 01:59:13,808 - INFO - LRs are now: 1.08e-05
+2025-01-03 01:59:14,326 - INFO - LRs are now: 1.08e-05
+2025-01-03 01:59:14,606 - INFO - LRs are now: 1.08e-05
+2025-01-03 01:59:14,826 - INFO - LRs are now: 1.08e-05
+2025-01-03 01:59:14,917 - INFO - Training epoch 22 finished. (Took 2.0 mins.)
+2025-01-03 01:59:14,918 - INFO - loss_train: 215.3
+2025-01-03 01:59:14,920 - INFO - heads-fscore_train: 81.45%
+2025-01-03 01:59:14,922 - INFO - labels-fscore_train: 87.65%
+2025-01-03 01:59:14,923 - INFO - aggregate_train: 71.39%
+2025-01-03 01:59:19,553 - INFO - Validation epoch 22 finished. (Took 0.1 mins.)
+2025-01-03 01:59:19,554 - INFO - loss_valid: 15.3
+2025-01-03 01:59:19,555 - INFO - heads-fscore_valid: 80.43%
+2025-01-03 01:59:19,557 - INFO - labels-fscore_valid: 86.48%
+2025-01-03 01:59:19,558 - INFO - aggregate_valid: 69.56%
+2025-01-03 01:59:26,390 - INFO - Saving current best: model_best.pth ...
+2025-01-03 01:59:28,265 - INFO - LRs are now: 1.08e-05
+2025-01-03 01:59:28,786 - INFO - LRs are now: 1.08e-05
+2025-01-03 01:59:28,986 - INFO - LRs are now: 1.08e-05
+2025-01-03 01:59:29,300 - INFO - LRs are now: 1.08e-05
+2025-01-03 01:59:29,561 - INFO - LRs are now: 1.08e-05
+2025-01-03 01:59:29,839 - INFO - LRs are now: 1.08e-05
+2025-01-03 01:59:30,335 - INFO - LRs are now: 1.08e-05
+2025-01-03 01:59:30,655 - INFO - LRs are now: 1.08e-05
+2025-01-03 01:59:31,898 - INFO - LRs are now: 1.08e-05
+2025-01-03 01:59:32,291 - INFO - LRs are now: 1.08e-05
+2025-01-03 01:59:32,476 - INFO - LRs are now: 1.08e-05
+2025-01-03 01:59:33,036 - INFO - LRs are now: 1.08e-05
+2025-01-03 01:59:34,224 - INFO - LRs are now: 1.08e-05
+2025-01-03 01:59:35,154 - INFO - LRs are now: 1.08e-05
+2025-01-03 01:59:35,683 - INFO - LRs are now: 1.08e-05
+2025-01-03 01:59:35,942 - INFO - LRs are now: 1.08e-05
+2025-01-03 01:59:36,361 - INFO - LRs are now: 1.08e-05
+2025-01-03 01:59:36,738 - INFO - LRs are now: 1.08e-05
+2025-01-03 01:59:36,984 - INFO - LRs are now: 1.08e-05
+2025-01-03 01:59:37,414 - INFO - LRs are now: 1.08e-05
+2025-01-03 01:59:37,667 - INFO - LRs are now: 1.08e-05
+2025-01-03 01:59:37,891 - INFO - LRs are now: 1.08e-05
+2025-01-03 01:59:38,328 - INFO - LRs are now: 1.08e-05
+2025-01-03 01:59:39,632 - INFO - LRs are now: 1.08e-05
+2025-01-03 01:59:40,332 - INFO - LRs are now: 1.08e-05
+2025-01-03 01:59:40,799 - INFO - LRs are now: 1.08e-05
+2025-01-03 01:59:41,085 - INFO - LRs are now: 1.08e-05
+2025-01-03 01:59:42,215 - INFO - LRs are now: 1.08e-05
+2025-01-03 01:59:42,647 - INFO - LRs are now: 1.08e-05
+2025-01-03 01:59:42,887 - INFO - LRs are now: 1.08e-05
+2025-01-03 01:59:43,578 - INFO - LRs are now: 1.08e-05
+2025-01-03 01:59:43,914 - INFO - LRs are now: 1.08e-05
+2025-01-03 01:59:44,456 - INFO - LRs are now: 1.08e-05
+2025-01-03 01:59:45,148 - INFO - LRs are now: 1.08e-05
+2025-01-03 01:59:45,422 - INFO - LRs are now: 1.08e-05
+2025-01-03 01:59:45,714 - INFO - LRs are now: 1.08e-05
+2025-01-03 01:59:45,945 - INFO - LRs are now: 1.08e-05
+2025-01-03 01:59:46,257 - INFO - LRs are now: 1.08e-05
+2025-01-03 01:59:46,471 - INFO - LRs are now: 1.08e-05
+2025-01-03 01:59:46,835 - INFO - LRs are now: 1.08e-05
+2025-01-03 01:59:47,216 - INFO - LRs are now: 1.08e-05
+2025-01-03 01:59:48,633 - INFO - LRs are now: 1.07e-05
+2025-01-03 01:59:49,246 - INFO - LRs are now: 1.07e-05
+2025-01-03 01:59:50,864 - INFO - LRs are now: 1.07e-05
+2025-01-03 01:59:51,305 - INFO - LRs are now: 1.07e-05
+2025-01-03 01:59:52,503 - INFO - LRs are now: 1.07e-05
+2025-01-03 01:59:53,894 - INFO - LRs are now: 1.07e-05
+2025-01-03 01:59:54,382 - INFO - LRs are now: 1.07e-05
+2025-01-03 01:59:54,879 - INFO - LRs are now: 1.07e-05
+2025-01-03 01:59:55,236 - INFO - LRs are now: 1.07e-05
+2025-01-03 01:59:55,564 - INFO - LRs are now: 1.07e-05
+2025-01-03 01:59:55,769 - INFO - LRs are now: 1.07e-05
+2025-01-03 01:59:55,953 - INFO - LRs are now: 1.07e-05
+2025-01-03 01:59:56,197 - INFO - LRs are now: 1.07e-05
+2025-01-03 01:59:56,490 - INFO - LRs are now: 1.07e-05
+2025-01-03 01:59:56,945 - INFO - LRs are now: 1.07e-05
+2025-01-03 01:59:57,302 - INFO - LRs are now: 1.07e-05
+2025-01-03 01:59:57,641 - INFO - LRs are now: 1.07e-05
+2025-01-03 01:59:57,990 - INFO - LRs are now: 1.07e-05
+2025-01-03 01:59:58,203 - INFO - LRs are now: 1.07e-05
+2025-01-03 01:59:58,387 - INFO - LRs are now: 1.07e-05
+2025-01-03 01:59:58,878 - INFO - LRs are now: 1.07e-05
+2025-01-03 01:59:59,207 - INFO - LRs are now: 1.07e-05
+2025-01-03 01:59:59,795 - INFO - LRs are now: 1.07e-05
+2025-01-03 02:00:00,095 - INFO - LRs are now: 1.07e-05
+2025-01-03 02:00:00,291 - INFO - LRs are now: 1.07e-05
+2025-01-03 02:00:00,518 - INFO - LRs are now: 1.07e-05
+2025-01-03 02:00:00,749 - INFO - LRs are now: 1.07e-05
+2025-01-03 02:00:01,012 - INFO - LRs are now: 1.07e-05
+2025-01-03 02:00:01,954 - INFO - LRs are now: 1.07e-05
+2025-01-03 02:00:02,418 - INFO - LRs are now: 1.07e-05
+2025-01-03 02:00:03,405 - INFO - LRs are now: 1.07e-05
+2025-01-03 02:00:04,458 - INFO - LRs are now: 1.07e-05
+2025-01-03 02:00:05,879 - INFO - LRs are now: 1.07e-05
+2025-01-03 02:00:07,315 - INFO - LRs are now: 1.07e-05
+2025-01-03 02:00:07,741 - INFO - LRs are now: 1.07e-05
+2025-01-03 02:00:08,010 - INFO - LRs are now: 1.07e-05
+2025-01-03 02:00:08,510 - INFO - LRs are now: 1.07e-05
+2025-01-03 02:00:08,934 - INFO - LRs are now: 1.07e-05
+2025-01-03 02:00:09,511 - INFO - LRs are now: 1.07e-05
+2025-01-03 02:00:10,526 - INFO - LRs are now: 1.07e-05
+2025-01-03 02:00:11,019 - INFO - LRs are now: 1.07e-05
+2025-01-03 02:00:11,268 - INFO - LRs are now: 1.07e-05
+2025-01-03 02:00:11,528 - INFO - LRs are now: 1.07e-05
+2025-01-03 02:00:11,901 - INFO - LRs are now: 1.07e-05
+2025-01-03 02:00:12,263 - INFO - LRs are now: 1.07e-05
+2025-01-03 02:00:12,681 - INFO - LRs are now: 1.07e-05
+2025-01-03 02:00:13,267 - INFO - LRs are now: 1.07e-05
+2025-01-03 02:00:13,674 - INFO - LRs are now: 1.07e-05
+2025-01-03 02:00:13,903 - INFO - LRs are now: 1.07e-05
+2025-01-03 02:00:14,539 - INFO - LRs are now: 1.07e-05
+2025-01-03 02:00:14,971 - INFO - LRs are now: 1.07e-05
+2025-01-03 02:00:15,807 - INFO - LRs are now: 1.07e-05
+2025-01-03 02:00:16,234 - INFO - LRs are now: 1.07e-05
+2025-01-03 02:00:16,523 - INFO - LRs are now: 1.07e-05
+2025-01-03 02:00:16,994 - INFO - LRs are now: 1.07e-05
+2025-01-03 02:00:17,778 - INFO - LRs are now: 1.07e-05
+2025-01-03 02:00:18,577 - INFO - LRs are now: 1.07e-05
+2025-01-03 02:00:19,048 - INFO - LRs are now: 1.07e-05
+2025-01-03 02:00:19,678 - INFO - LRs are now: 1.07e-05
+2025-01-03 02:00:20,840 - INFO - LRs are now: 1.07e-05
+2025-01-03 02:00:21,877 - INFO - LRs are now: 1.07e-05
+2025-01-03 02:00:22,888 - INFO - LRs are now: 1.07e-05
+2025-01-03 02:00:23,602 - INFO - LRs are now: 1.07e-05
+2025-01-03 02:00:23,907 - INFO - LRs are now: 1.07e-05
+2025-01-03 02:00:24,377 - INFO - LRs are now: 1.07e-05
+2025-01-03 02:00:25,045 - INFO - LRs are now: 1.07e-05
+2025-01-03 02:00:25,736 - INFO - LRs are now: 1.07e-05
+2025-01-03 02:00:26,029 - INFO - LRs are now: 1.07e-05
+2025-01-03 02:00:26,208 - INFO - LRs are now: 1.07e-05
+2025-01-03 02:00:26,537 - INFO - LRs are now: 1.07e-05
+2025-01-03 02:00:26,763 - INFO - LRs are now: 1.07e-05
+2025-01-03 02:00:27,593 - INFO - LRs are now: 1.07e-05
+2025-01-03 02:00:28,614 - INFO - LRs are now: 1.07e-05
+2025-01-03 02:00:28,912 - INFO - LRs are now: 1.07e-05
+2025-01-03 02:00:29,936 - INFO - LRs are now: 1.07e-05
+2025-01-03 02:00:30,346 - INFO - LRs are now: 1.07e-05
+2025-01-03 02:00:30,585 - INFO - LRs are now: 1.07e-05
+2025-01-03 02:00:31,078 - INFO - LRs are now: 1.07e-05
+2025-01-03 02:00:31,486 - INFO - LRs are now: 1.07e-05
+2025-01-03 02:00:31,750 - INFO - LRs are now: 1.07e-05
+2025-01-03 02:00:32,048 - INFO - LRs are now: 1.07e-05
+2025-01-03 02:00:32,296 - INFO - LRs are now: 1.07e-05
+2025-01-03 02:00:32,569 - INFO - LRs are now: 1.07e-05
+2025-01-03 02:00:33,317 - INFO - LRs are now: 1.07e-05
+2025-01-03 02:00:34,369 - INFO - LRs are now: 1.07e-05
+2025-01-03 02:00:34,864 - INFO - LRs are now: 1.07e-05
+2025-01-03 02:00:35,632 - INFO - LRs are now: 1.07e-05
+2025-01-03 02:00:36,085 - INFO - LRs are now: 1.07e-05
+2025-01-03 02:00:36,339 - INFO - LRs are now: 1.07e-05
+2025-01-03 02:00:36,618 - INFO - LRs are now: 1.07e-05
+2025-01-03 02:00:37,560 - INFO - LRs are now: 1.07e-05
+2025-01-03 02:00:38,223 - INFO - LRs are now: 1.07e-05
+2025-01-03 02:00:38,875 - INFO - LRs are now: 1.07e-05
+2025-01-03 02:00:40,470 - INFO - LRs are now: 1.07e-05
+2025-01-03 02:00:40,924 - INFO - LRs are now: 1.07e-05
+2025-01-03 02:00:41,696 - INFO - LRs are now: 1.07e-05
+2025-01-03 02:00:42,066 - INFO - LRs are now: 1.07e-05
+2025-01-03 02:00:42,335 - INFO - LRs are now: 1.07e-05
+2025-01-03 02:00:42,746 - INFO - LRs are now: 1.07e-05
+2025-01-03 02:00:42,992 - INFO - LRs are now: 1.07e-05
+2025-01-03 02:00:43,286 - INFO - LRs are now: 1.07e-05
+2025-01-03 02:00:43,711 - INFO - LRs are now: 1.07e-05
+2025-01-03 02:00:44,072 - INFO - LRs are now: 1.07e-05
+2025-01-03 02:00:44,334 - INFO - LRs are now: 1.07e-05
+2025-01-03 02:00:44,540 - INFO - LRs are now: 1.06e-05
+2025-01-03 02:00:44,702 - INFO - LRs are now: 1.06e-05
+2025-01-03 02:00:44,934 - INFO - LRs are now: 1.06e-05
+2025-01-03 02:00:45,330 - INFO - LRs are now: 1.06e-05
+2025-01-03 02:00:45,618 - INFO - LRs are now: 1.06e-05
+2025-01-03 02:00:46,143 - INFO - LRs are now: 1.06e-05
+2025-01-03 02:00:46,395 - INFO - LRs are now: 1.06e-05
+2025-01-03 02:00:46,621 - INFO - LRs are now: 1.06e-05
+2025-01-03 02:00:47,388 - INFO - LRs are now: 1.06e-05
+2025-01-03 02:00:47,872 - INFO - LRs are now: 1.06e-05
+2025-01-03 02:00:48,237 - INFO - LRs are now: 1.06e-05
+2025-01-03 02:00:48,553 - INFO - LRs are now: 1.06e-05
+2025-01-03 02:00:48,801 - INFO - LRs are now: 1.06e-05
+2025-01-03 02:00:49,935 - INFO - LRs are now: 1.06e-05
+2025-01-03 02:00:51,067 - INFO - LRs are now: 1.06e-05
+2025-01-03 02:00:51,608 - INFO - LRs are now: 1.06e-05
+2025-01-03 02:00:52,011 - INFO - LRs are now: 1.06e-05
+2025-01-03 02:00:53,205 - INFO - LRs are now: 1.06e-05
+2025-01-03 02:00:53,740 - INFO - LRs are now: 1.06e-05
+2025-01-03 02:00:54,108 - INFO - LRs are now: 1.06e-05
+2025-01-03 02:00:54,814 - INFO - LRs are now: 1.06e-05
+2025-01-03 02:00:55,641 - INFO - LRs are now: 1.06e-05
+2025-01-03 02:00:56,104 - INFO - LRs are now: 1.06e-05
+2025-01-03 02:00:56,484 - INFO - LRs are now: 1.06e-05
+2025-01-03 02:00:57,278 - INFO - LRs are now: 1.06e-05
+2025-01-03 02:00:57,596 - INFO - LRs are now: 1.06e-05
+2025-01-03 02:00:57,792 - INFO - LRs are now: 1.06e-05
+2025-01-03 02:00:58,054 - INFO - LRs are now: 1.06e-05
+2025-01-03 02:00:58,552 - INFO - LRs are now: 1.06e-05
+2025-01-03 02:00:58,821 - INFO - LRs are now: 1.06e-05
+2025-01-03 02:00:59,062 - INFO - LRs are now: 1.06e-05
+2025-01-03 02:00:59,676 - INFO - LRs are now: 1.06e-05
+2025-01-03 02:01:00,004 - INFO - LRs are now: 1.06e-05
+2025-01-03 02:01:00,327 - INFO - LRs are now: 1.06e-05
+2025-01-03 02:01:01,006 - INFO - LRs are now: 1.06e-05
+2025-01-03 02:01:01,338 - INFO - LRs are now: 1.06e-05
+2025-01-03 02:01:01,565 - INFO - LRs are now: 1.06e-05
+2025-01-03 02:01:01,827 - INFO - LRs are now: 1.06e-05
+2025-01-03 02:01:02,059 - INFO - LRs are now: 1.06e-05
+2025-01-03 02:01:02,259 - INFO - LRs are now: 1.06e-05
+2025-01-03 02:01:02,610 - INFO - LRs are now: 1.06e-05
+2025-01-03 02:01:02,959 - INFO - LRs are now: 1.06e-05
+2025-01-03 02:01:03,321 - INFO - LRs are now: 1.06e-05
+2025-01-03 02:01:04,037 - INFO - LRs are now: 1.06e-05
+2025-01-03 02:01:04,712 - INFO - LRs are now: 1.06e-05
+2025-01-03 02:01:05,070 - INFO - LRs are now: 1.06e-05
+2025-01-03 02:01:05,680 - INFO - LRs are now: 1.06e-05
+2025-01-03 02:01:05,943 - INFO - LRs are now: 1.06e-05
+2025-01-03 02:01:06,813 - INFO - LRs are now: 1.06e-05
+2025-01-03 02:01:07,211 - INFO - LRs are now: 1.06e-05
+2025-01-03 02:01:07,637 - INFO - LRs are now: 1.06e-05
+2025-01-03 02:01:08,040 - INFO - LRs are now: 1.06e-05
+2025-01-03 02:01:08,416 - INFO - LRs are now: 1.06e-05
+2025-01-03 02:01:08,768 - INFO - LRs are now: 1.06e-05
+2025-01-03 02:01:09,337 - INFO - LRs are now: 1.06e-05
+2025-01-03 02:01:09,717 - INFO - LRs are now: 1.06e-05
+2025-01-03 02:01:10,077 - INFO - LRs are now: 1.06e-05
+2025-01-03 02:01:10,327 - INFO - LRs are now: 1.06e-05
+2025-01-03 02:01:10,566 - INFO - LRs are now: 1.06e-05
+2025-01-03 02:01:10,802 - INFO - LRs are now: 1.06e-05
+2025-01-03 02:01:11,015 - INFO - LRs are now: 1.06e-05
+2025-01-03 02:01:11,294 - INFO - LRs are now: 1.06e-05
+2025-01-03 02:01:11,982 - INFO - LRs are now: 1.06e-05
+2025-01-03 02:01:12,432 - INFO - LRs are now: 1.06e-05
+2025-01-03 02:01:12,694 - INFO - LRs are now: 1.06e-05
+2025-01-03 02:01:12,958 - INFO - LRs are now: 1.06e-05
+2025-01-03 02:01:13,328 - INFO - LRs are now: 1.06e-05
+2025-01-03 02:01:13,689 - INFO - LRs are now: 1.06e-05
+2025-01-03 02:01:13,913 - INFO - LRs are now: 1.06e-05
+2025-01-03 02:01:14,437 - INFO - LRs are now: 1.06e-05
+2025-01-03 02:01:14,734 - INFO - LRs are now: 1.06e-05
+2025-01-03 02:01:14,956 - INFO - LRs are now: 1.06e-05
+2025-01-03 02:01:15,860 - INFO - LRs are now: 1.06e-05
+2025-01-03 02:01:16,395 - INFO - LRs are now: 1.06e-05
+2025-01-03 02:01:16,738 - INFO - LRs are now: 1.06e-05
+2025-01-03 02:01:17,309 - INFO - LRs are now: 1.06e-05
+2025-01-03 02:01:17,664 - INFO - LRs are now: 1.06e-05
+2025-01-03 02:01:17,893 - INFO - LRs are now: 1.06e-05
+2025-01-03 02:01:18,445 - INFO - LRs are now: 1.06e-05
+2025-01-03 02:01:18,904 - INFO - LRs are now: 1.06e-05
+2025-01-03 02:01:19,853 - INFO - LRs are now: 1.06e-05
+2025-01-03 02:01:21,204 - INFO - LRs are now: 1.06e-05
+2025-01-03 02:01:21,644 - INFO - LRs are now: 1.06e-05
+2025-01-03 02:01:21,873 - INFO - LRs are now: 1.06e-05
+2025-01-03 02:01:22,123 - INFO - LRs are now: 1.06e-05
+2025-01-03 02:01:22,609 - INFO - LRs are now: 1.06e-05
+2025-01-03 02:01:22,866 - INFO - LRs are now: 1.06e-05
+2025-01-03 02:01:23,088 - INFO - LRs are now: 1.06e-05
+2025-01-03 02:01:23,367 - INFO - LRs are now: 1.06e-05
+2025-01-03 02:01:23,584 - INFO - LRs are now: 1.06e-05
+2025-01-03 02:01:23,800 - INFO - LRs are now: 1.06e-05
+2025-01-03 02:01:23,973 - INFO - LRs are now: 1.06e-05
+2025-01-03 02:01:24,239 - INFO - LRs are now: 1.06e-05
+2025-01-03 02:01:24,462 - INFO - LRs are now: 1.06e-05
+2025-01-03 02:01:24,692 - INFO - LRs are now: 1.06e-05
+2025-01-03 02:01:25,134 - INFO - LRs are now: 1.06e-05
+2025-01-03 02:01:25,656 - INFO - LRs are now: 1.06e-05
+2025-01-03 02:01:26,318 - INFO - LRs are now: 1.06e-05
+2025-01-03 02:01:26,810 - INFO - LRs are now: 1.06e-05
+2025-01-03 02:01:27,402 - INFO - LRs are now: 1.06e-05
+2025-01-03 02:01:27,962 - INFO - LRs are now: 1.06e-05
+2025-01-03 02:01:28,214 - INFO - LRs are now: 1.06e-05
+2025-01-03 02:01:28,486 - INFO - LRs are now: 1.06e-05
+2025-01-03 02:01:28,885 - INFO - LRs are now: 1.06e-05
+2025-01-03 02:01:29,119 - INFO - LRs are now: 1.06e-05
+2025-01-03 02:01:29,252 - INFO - Training epoch 23 finished. (Took 2.0 mins.)
+2025-01-03 02:01:29,254 - INFO - loss_train: 217.1
+2025-01-03 02:01:29,257 - INFO - heads-fscore_train: 81.28%
+2025-01-03 02:01:29,259 - INFO - labels-fscore_train: 87.44%
+2025-01-03 02:01:29,263 - INFO - aggregate_train: 71.07%
+2025-01-03 02:01:35,413 - INFO - Validation epoch 23 finished. (Took 0.1 mins.)
+2025-01-03 02:01:35,415 - INFO - loss_valid: 15.69
+2025-01-03 02:01:35,419 - INFO - heads-fscore_valid: 80.60%
+2025-01-03 02:01:35,420 - INFO - labels-fscore_valid: 86.14%
+2025-01-03 02:01:35,421 - INFO - aggregate_valid: 69.42%
+2025-01-03 02:01:36,348 - INFO - LRs are now: 1.06e-05
+2025-01-03 02:01:36,996 - INFO - LRs are now: 1.06e-05
+2025-01-03 02:01:37,384 - INFO - LRs are now: 1.06e-05
+2025-01-03 02:01:37,781 - INFO - LRs are now: 1.05e-05
+2025-01-03 02:01:38,047 - INFO - LRs are now: 1.05e-05
+2025-01-03 02:01:38,314 - INFO - LRs are now: 1.05e-05
+2025-01-03 02:01:38,630 - INFO - LRs are now: 1.05e-05
+2025-01-03 02:01:38,919 - INFO - LRs are now: 1.05e-05
+2025-01-03 02:01:39,256 - INFO - LRs are now: 1.05e-05
+2025-01-03 02:01:39,558 - INFO - LRs are now: 1.05e-05
+2025-01-03 02:01:40,404 - INFO - LRs are now: 1.05e-05
+2025-01-03 02:01:40,804 - INFO - LRs are now: 1.05e-05
+2025-01-03 02:01:41,134 - INFO - LRs are now: 1.05e-05
+2025-01-03 02:01:41,441 - INFO - LRs are now: 1.05e-05
+2025-01-03 02:01:42,168 - INFO - LRs are now: 1.05e-05
+2025-01-03 02:01:42,694 - INFO - LRs are now: 1.05e-05
+2025-01-03 02:01:43,248 - INFO - LRs are now: 1.05e-05
+2025-01-03 02:01:43,591 - INFO - LRs are now: 1.05e-05
+2025-01-03 02:01:43,869 - INFO - LRs are now: 1.05e-05
+2025-01-03 02:01:44,290 - INFO - LRs are now: 1.05e-05
+2025-01-03 02:01:45,077 - INFO - LRs are now: 1.05e-05
+2025-01-03 02:01:45,496 - INFO - LRs are now: 1.05e-05
+2025-01-03 02:01:45,965 - INFO - LRs are now: 1.05e-05
+2025-01-03 02:01:46,213 - INFO - LRs are now: 1.05e-05
+2025-01-03 02:01:46,664 - INFO - LRs are now: 1.05e-05
+2025-01-03 02:01:47,018 - INFO - LRs are now: 1.05e-05
+2025-01-03 02:01:47,303 - INFO - LRs are now: 1.05e-05
+2025-01-03 02:01:48,386 - INFO - LRs are now: 1.05e-05
+2025-01-03 02:01:48,809 - INFO - LRs are now: 1.05e-05
+2025-01-03 02:01:50,036 - INFO - LRs are now: 1.05e-05
+2025-01-03 02:01:50,462 - INFO - LRs are now: 1.05e-05
+2025-01-03 02:01:50,701 - INFO - LRs are now: 1.05e-05
+2025-01-03 02:01:50,926 - INFO - LRs are now: 1.05e-05
+2025-01-03 02:01:51,328 - INFO - LRs are now: 1.05e-05
+2025-01-03 02:01:51,564 - INFO - LRs are now: 1.05e-05
+2025-01-03 02:01:51,860 - INFO - LRs are now: 1.05e-05
+2025-01-03 02:01:52,096 - INFO - LRs are now: 1.05e-05
+2025-01-03 02:01:52,395 - INFO - LRs are now: 1.05e-05
+2025-01-03 02:01:52,655 - INFO - LRs are now: 1.05e-05
+2025-01-03 02:01:52,827 - INFO - LRs are now: 1.05e-05
+2025-01-03 02:01:53,102 - INFO - LRs are now: 1.05e-05
+2025-01-03 02:01:53,670 - INFO - LRs are now: 1.05e-05
+2025-01-03 02:01:54,025 - INFO - LRs are now: 1.05e-05
+2025-01-03 02:01:54,904 - INFO - LRs are now: 1.05e-05
+2025-01-03 02:01:55,361 - INFO - LRs are now: 1.05e-05
+2025-01-03 02:01:55,590 - INFO - LRs are now: 1.05e-05
+2025-01-03 02:01:55,832 - INFO - LRs are now: 1.05e-05
+2025-01-03 02:01:56,061 - INFO - LRs are now: 1.05e-05
+2025-01-03 02:01:56,432 - INFO - LRs are now: 1.05e-05
+2025-01-03 02:01:56,825 - INFO - LRs are now: 1.05e-05
+2025-01-03 02:01:57,140 - INFO - LRs are now: 1.05e-05
+2025-01-03 02:01:57,778 - INFO - LRs are now: 1.05e-05
+2025-01-03 02:01:58,045 - INFO - LRs are now: 1.05e-05
+2025-01-03 02:01:58,316 - INFO - LRs are now: 1.05e-05
+2025-01-03 02:01:58,701 - INFO - LRs are now: 1.05e-05
+2025-01-03 02:01:59,045 - INFO - LRs are now: 1.05e-05
+2025-01-03 02:01:59,522 - INFO - LRs are now: 1.05e-05
+2025-01-03 02:01:59,899 - INFO - LRs are now: 1.05e-05
+2025-01-03 02:02:00,109 - INFO - LRs are now: 1.05e-05
+2025-01-03 02:02:00,595 - INFO - LRs are now: 1.05e-05
+2025-01-03 02:02:01,685 - INFO - LRs are now: 1.05e-05
+2025-01-03 02:02:02,949 - INFO - LRs are now: 1.05e-05
+2025-01-03 02:02:03,340 - INFO - LRs are now: 1.05e-05
+2025-01-03 02:02:03,715 - INFO - LRs are now: 1.05e-05
+2025-01-03 02:02:04,817 - INFO - LRs are now: 1.05e-05
+2025-01-03 02:02:05,274 - INFO - LRs are now: 1.05e-05
+2025-01-03 02:02:06,304 - INFO - LRs are now: 1.05e-05
+2025-01-03 02:02:06,868 - INFO - LRs are now: 1.05e-05
+2025-01-03 02:02:07,182 - INFO - LRs are now: 1.05e-05
+2025-01-03 02:02:07,622 - INFO - LRs are now: 1.05e-05
+2025-01-03 02:02:07,882 - INFO - LRs are now: 1.05e-05
+2025-01-03 02:02:08,194 - INFO - LRs are now: 1.05e-05
+2025-01-03 02:02:09,479 - INFO - LRs are now: 1.05e-05
+2025-01-03 02:02:10,270 - INFO - LRs are now: 1.05e-05
+2025-01-03 02:02:10,542 - INFO - LRs are now: 1.05e-05
+2025-01-03 02:02:10,794 - INFO - LRs are now: 1.05e-05
+2025-01-03 02:02:11,135 - INFO - LRs are now: 1.05e-05
+2025-01-03 02:02:11,370 - INFO - LRs are now: 1.05e-05
+2025-01-03 02:02:11,985 - INFO - LRs are now: 1.05e-05
+2025-01-03 02:02:13,106 - INFO - LRs are now: 1.05e-05
+2025-01-03 02:02:13,682 - INFO - LRs are now: 1.05e-05
+2025-01-03 02:02:14,397 - INFO - LRs are now: 1.05e-05
+2025-01-03 02:02:14,726 - INFO - LRs are now: 1.05e-05
+2025-01-03 02:02:16,026 - INFO - LRs are now: 1.05e-05
+2025-01-03 02:02:16,598 - INFO - LRs are now: 1.05e-05
+2025-01-03 02:02:17,999 - INFO - LRs are now: 1.05e-05
+2025-01-03 02:02:18,385 - INFO - LRs are now: 1.05e-05
+2025-01-03 02:02:19,127 - INFO - LRs are now: 1.05e-05
+2025-01-03 02:02:19,717 - INFO - LRs are now: 1.05e-05
+2025-01-03 02:02:20,244 - INFO - LRs are now: 1.05e-05
+2025-01-03 02:02:20,537 - INFO - LRs are now: 1.05e-05
+2025-01-03 02:02:21,104 - INFO - LRs are now: 1.05e-05
+2025-01-03 02:02:21,371 - INFO - LRs are now: 1.05e-05
+2025-01-03 02:02:21,581 - INFO - LRs are now: 1.05e-05
+2025-01-03 02:02:22,864 - INFO - LRs are now: 1.05e-05
+2025-01-03 02:02:23,440 - INFO - LRs are now: 1.05e-05
+2025-01-03 02:02:23,666 - INFO - LRs are now: 1.05e-05
+2025-01-03 02:02:23,935 - INFO - LRs are now: 1.05e-05
+2025-01-03 02:02:24,172 - INFO - LRs are now: 1.05e-05
+2025-01-03 02:02:24,359 - INFO - LRs are now: 1.05e-05
+2025-01-03 02:02:24,843 - INFO - LRs are now: 1.05e-05
+2025-01-03 02:02:25,266 - INFO - LRs are now: 1.05e-05
+2025-01-03 02:02:26,108 - INFO - LRs are now: 1.05e-05
+2025-01-03 02:02:26,451 - INFO - LRs are now: 1.05e-05
+2025-01-03 02:02:27,209 - INFO - LRs are now: 1.05e-05
+2025-01-03 02:02:27,889 - INFO - LRs are now: 1.05e-05
+2025-01-03 02:02:28,165 - INFO - LRs are now: 1.05e-05
+2025-01-03 02:02:28,412 - INFO - LRs are now: 1.05e-05
+2025-01-03 02:02:28,830 - INFO - LRs are now: 1.05e-05
+2025-01-03 02:02:29,125 - INFO - LRs are now: 1.05e-05
+2025-01-03 02:02:29,358 - INFO - LRs are now: 1.05e-05
+2025-01-03 02:02:29,553 - INFO - LRs are now: 1.05e-05
+2025-01-03 02:02:30,784 - INFO - LRs are now: 1.05e-05
+2025-01-03 02:02:32,163 - INFO - LRs are now: 1.04e-05
+2025-01-03 02:02:32,646 - INFO - LRs are now: 1.04e-05
+2025-01-03 02:02:33,314 - INFO - LRs are now: 1.04e-05
+2025-01-03 02:02:34,027 - INFO - LRs are now: 1.04e-05
+2025-01-03 02:02:34,451 - INFO - LRs are now: 1.04e-05
+2025-01-03 02:02:34,777 - INFO - LRs are now: 1.04e-05
+2025-01-03 02:02:36,028 - INFO - LRs are now: 1.04e-05
+2025-01-03 02:02:37,345 - INFO - LRs are now: 1.04e-05
+2025-01-03 02:02:38,094 - INFO - LRs are now: 1.04e-05
+2025-01-03 02:02:38,394 - INFO - LRs are now: 1.04e-05
+2025-01-03 02:02:38,568 - INFO - LRs are now: 1.04e-05
+2025-01-03 02:02:39,529 - INFO - LRs are now: 1.04e-05
+2025-01-03 02:02:39,952 - INFO - LRs are now: 1.04e-05
+2025-01-03 02:02:40,185 - INFO - LRs are now: 1.04e-05
+2025-01-03 02:02:40,507 - INFO - LRs are now: 1.04e-05
+2025-01-03 02:02:41,021 - INFO - LRs are now: 1.04e-05
+2025-01-03 02:02:41,256 - INFO - LRs are now: 1.04e-05
+2025-01-03 02:02:41,418 - INFO - LRs are now: 1.04e-05
+2025-01-03 02:02:41,729 - INFO - LRs are now: 1.04e-05
+2025-01-03 02:02:42,014 - INFO - LRs are now: 1.04e-05
+2025-01-03 02:02:42,222 - INFO - LRs are now: 1.04e-05
+2025-01-03 02:02:42,434 - INFO - LRs are now: 1.04e-05
+2025-01-03 02:02:42,688 - INFO - LRs are now: 1.04e-05
+2025-01-03 02:02:42,897 - INFO - LRs are now: 1.04e-05
+2025-01-03 02:02:43,108 - INFO - LRs are now: 1.04e-05
+2025-01-03 02:02:43,328 - INFO - LRs are now: 1.04e-05
+2025-01-03 02:02:43,643 - INFO - LRs are now: 1.04e-05
+2025-01-03 02:02:43,937 - INFO - LRs are now: 1.04e-05
+2025-01-03 02:02:44,155 - INFO - LRs are now: 1.04e-05
+2025-01-03 02:02:44,332 - INFO - LRs are now: 1.04e-05
+2025-01-03 02:02:44,586 - INFO - LRs are now: 1.04e-05
+2025-01-03 02:02:44,984 - INFO - LRs are now: 1.04e-05
+2025-01-03 02:02:45,266 - INFO - LRs are now: 1.04e-05
+2025-01-03 02:02:46,346 - INFO - LRs are now: 1.04e-05
+2025-01-03 02:02:46,840 - INFO - LRs are now: 1.04e-05
+2025-01-03 02:02:47,560 - INFO - LRs are now: 1.04e-05
+2025-01-03 02:02:48,290 - INFO - LRs are now: 1.04e-05
+2025-01-03 02:02:48,665 - INFO - LRs are now: 1.04e-05
+2025-01-03 02:02:48,986 - INFO - LRs are now: 1.04e-05
+2025-01-03 02:02:49,213 - INFO - LRs are now: 1.04e-05
+2025-01-03 02:02:49,453 - INFO - LRs are now: 1.04e-05
+2025-01-03 02:02:49,724 - INFO - LRs are now: 1.04e-05
+2025-01-03 02:02:49,975 - INFO - LRs are now: 1.04e-05
+2025-01-03 02:02:50,439 - INFO - LRs are now: 1.04e-05
+2025-01-03 02:02:51,067 - INFO - LRs are now: 1.04e-05
+2025-01-03 02:02:51,468 - INFO - LRs are now: 1.04e-05
+2025-01-03 02:02:51,694 - INFO - LRs are now: 1.04e-05
+2025-01-03 02:02:51,924 - INFO - LRs are now: 1.04e-05
+2025-01-03 02:02:52,719 - INFO - LRs are now: 1.04e-05
+2025-01-03 02:02:53,971 - INFO - LRs are now: 1.04e-05
+2025-01-03 02:02:54,335 - INFO - LRs are now: 1.04e-05
+2025-01-03 02:02:54,564 - INFO - LRs are now: 1.04e-05
+2025-01-03 02:02:54,870 - INFO - LRs are now: 1.04e-05
+2025-01-03 02:02:55,153 - INFO - LRs are now: 1.04e-05
+2025-01-03 02:02:56,054 - INFO - LRs are now: 1.04e-05
+2025-01-03 02:02:56,637 - INFO - LRs are now: 1.04e-05
+2025-01-03 02:02:56,863 - INFO - LRs are now: 1.04e-05
+2025-01-03 02:02:57,275 - INFO - LRs are now: 1.04e-05
+2025-01-03 02:02:57,557 - INFO - LRs are now: 1.04e-05
+2025-01-03 02:02:57,897 - INFO - LRs are now: 1.04e-05
+2025-01-03 02:02:58,499 - INFO - LRs are now: 1.04e-05
+2025-01-03 02:02:59,658 - INFO - LRs are now: 1.04e-05
+2025-01-03 02:03:00,215 - INFO - LRs are now: 1.04e-05
+2025-01-03 02:03:00,770 - INFO - LRs are now: 1.04e-05
+2025-01-03 02:03:01,130 - INFO - LRs are now: 1.04e-05
+2025-01-03 02:03:01,512 - INFO - LRs are now: 1.04e-05
+2025-01-03 02:03:01,811 - INFO - LRs are now: 1.04e-05
+2025-01-03 02:03:02,210 - INFO - LRs are now: 1.04e-05
+2025-01-03 02:03:02,456 - INFO - LRs are now: 1.04e-05
+2025-01-03 02:03:02,729 - INFO - LRs are now: 1.04e-05
+2025-01-03 02:03:02,999 - INFO - LRs are now: 1.04e-05
+2025-01-03 02:03:03,476 - INFO - LRs are now: 1.04e-05
+2025-01-03 02:03:03,906 - INFO - LRs are now: 1.04e-05
+2025-01-03 02:03:04,617 - INFO - LRs are now: 1.04e-05
+2025-01-03 02:03:04,876 - INFO - LRs are now: 1.04e-05
+2025-01-03 02:03:05,333 - INFO - LRs are now: 1.04e-05
+2025-01-03 02:03:05,595 - INFO - LRs are now: 1.04e-05
+2025-01-03 02:03:05,847 - INFO - LRs are now: 1.04e-05
+2025-01-03 02:03:06,280 - INFO - LRs are now: 1.04e-05
+2025-01-03 02:03:06,585 - INFO - LRs are now: 1.04e-05
+2025-01-03 02:03:06,811 - INFO - LRs are now: 1.04e-05
+2025-01-03 02:03:07,050 - INFO - LRs are now: 1.04e-05
+2025-01-03 02:03:07,295 - INFO - LRs are now: 1.04e-05
+2025-01-03 02:03:07,783 - INFO - LRs are now: 1.04e-05
+2025-01-03 02:03:08,498 - INFO - LRs are now: 1.04e-05
+2025-01-03 02:03:09,296 - INFO - LRs are now: 1.04e-05
+2025-01-03 02:03:09,843 - INFO - LRs are now: 1.04e-05
+2025-01-03 02:03:10,761 - INFO - LRs are now: 1.04e-05
+2025-01-03 02:03:11,273 - INFO - LRs are now: 1.04e-05
+2025-01-03 02:03:11,534 - INFO - LRs are now: 1.04e-05
+2025-01-03 02:03:12,512 - INFO - LRs are now: 1.04e-05
+2025-01-03 02:03:12,880 - INFO - LRs are now: 1.04e-05
+2025-01-03 02:03:13,099 - INFO - LRs are now: 1.04e-05
+2025-01-03 02:03:13,691 - INFO - LRs are now: 1.04e-05
+2025-01-03 02:03:14,766 - INFO - LRs are now: 1.04e-05
+2025-01-03 02:03:15,175 - INFO - LRs are now: 1.04e-05
+2025-01-03 02:03:15,369 - INFO - LRs are now: 1.04e-05
+2025-01-03 02:03:15,575 - INFO - LRs are now: 1.04e-05
+2025-01-03 02:03:15,885 - INFO - LRs are now: 1.04e-05
+2025-01-03 02:03:16,185 - INFO - LRs are now: 1.04e-05
+2025-01-03 02:03:16,422 - INFO - LRs are now: 1.04e-05
+2025-01-03 02:03:17,088 - INFO - LRs are now: 1.04e-05
+2025-01-03 02:03:17,437 - INFO - LRs are now: 1.04e-05
+2025-01-03 02:03:17,807 - INFO - LRs are now: 1.04e-05
+2025-01-03 02:03:18,289 - INFO - LRs are now: 1.04e-05
+2025-01-03 02:03:19,235 - INFO - LRs are now: 1.04e-05
+2025-01-03 02:03:19,691 - INFO - LRs are now: 1.04e-05
+2025-01-03 02:03:19,941 - INFO - LRs are now: 1.04e-05
+2025-01-03 02:03:21,163 - INFO - LRs are now: 1.04e-05
+2025-01-03 02:03:22,333 - INFO - LRs are now: 1.04e-05
+2025-01-03 02:03:23,138 - INFO - LRs are now: 1.04e-05
+2025-01-03 02:03:23,400 - INFO - LRs are now: 1.04e-05
+2025-01-03 02:03:23,992 - INFO - LRs are now: 1.04e-05
+2025-01-03 02:03:24,256 - INFO - LRs are now: 1.04e-05
+2025-01-03 02:03:24,707 - INFO - LRs are now: 1.03e-05
+2025-01-03 02:03:25,984 - INFO - LRs are now: 1.03e-05
+2025-01-03 02:03:26,362 - INFO - LRs are now: 1.03e-05
+2025-01-03 02:03:26,649 - INFO - LRs are now: 1.03e-05
+2025-01-03 02:03:26,896 - INFO - LRs are now: 1.03e-05
+2025-01-03 02:03:28,202 - INFO - LRs are now: 1.03e-05
+2025-01-03 02:03:28,622 - INFO - LRs are now: 1.03e-05
+2025-01-03 02:03:29,156 - INFO - LRs are now: 1.03e-05
+2025-01-03 02:03:29,410 - INFO - LRs are now: 1.03e-05
+2025-01-03 02:03:29,913 - INFO - LRs are now: 1.03e-05
+2025-01-03 02:03:30,328 - INFO - LRs are now: 1.03e-05
+2025-01-03 02:03:30,588 - INFO - LRs are now: 1.03e-05
+2025-01-03 02:03:30,885 - INFO - LRs are now: 1.03e-05
+2025-01-03 02:03:31,315 - INFO - LRs are now: 1.03e-05
+2025-01-03 02:03:32,307 - INFO - LRs are now: 1.03e-05
+2025-01-03 02:03:33,083 - INFO - LRs are now: 1.03e-05
+2025-01-03 02:03:33,350 - INFO - LRs are now: 1.03e-05
+2025-01-03 02:03:33,757 - INFO - LRs are now: 1.03e-05
+2025-01-03 02:03:33,996 - INFO - LRs are now: 1.03e-05
+2025-01-03 02:03:34,189 - INFO - LRs are now: 1.03e-05
+2025-01-03 02:03:34,725 - INFO - LRs are now: 1.03e-05
+2025-01-03 02:03:35,015 - INFO - LRs are now: 1.03e-05
+2025-01-03 02:03:35,446 - INFO - LRs are now: 1.03e-05
+2025-01-03 02:03:35,494 - INFO - Training epoch 24 finished. (Took 2.0 mins.)
+2025-01-03 02:03:35,495 - INFO - loss_train: 209.7
+2025-01-03 02:03:35,497 - INFO - heads-fscore_train: 81.85%
+2025-01-03 02:03:35,498 - INFO - labels-fscore_train: 87.72%
+2025-01-03 02:03:35,499 - INFO - aggregate_train: 71.79%
+2025-01-03 02:03:40,399 - INFO - Validation epoch 24 finished. (Took 0.1 mins.)
+2025-01-03 02:03:40,399 - INFO - loss_valid: 15.86
+2025-01-03 02:03:40,401 - INFO - heads-fscore_valid: 80.62%
+2025-01-03 02:03:40,402 - INFO - labels-fscore_valid: 86.49%
+2025-01-03 02:03:40,404 - INFO - aggregate_valid: 69.73%
+2025-01-03 02:03:47,516 - INFO - Saving current best: model_best.pth ...
+2025-01-03 02:03:49,046 - INFO - LRs are now: 1.03e-05
+2025-01-03 02:03:50,442 - INFO - LRs are now: 1.03e-05
+2025-01-03 02:03:50,792 - INFO - LRs are now: 1.03e-05
+2025-01-03 02:03:51,206 - INFO - LRs are now: 1.03e-05
+2025-01-03 02:03:51,459 - INFO - LRs are now: 1.03e-05
+2025-01-03 02:03:51,729 - INFO - LRs are now: 1.03e-05
+2025-01-03 02:03:52,826 - INFO - LRs are now: 1.03e-05
+2025-01-03 02:03:53,388 - INFO - LRs are now: 1.03e-05
+2025-01-03 02:03:53,747 - INFO - LRs are now: 1.03e-05
+2025-01-03 02:03:54,446 - INFO - LRs are now: 1.03e-05
+2025-01-03 02:03:54,928 - INFO - LRs are now: 1.03e-05
+2025-01-03 02:03:55,227 - INFO - LRs are now: 1.03e-05
+2025-01-03 02:03:55,574 - INFO - LRs are now: 1.03e-05
+2025-01-03 02:03:55,870 - INFO - LRs are now: 1.03e-05
+2025-01-03 02:03:56,992 - INFO - LRs are now: 1.03e-05
+2025-01-03 02:03:58,414 - INFO - LRs are now: 1.03e-05
+2025-01-03 02:03:59,939 - INFO - LRs are now: 1.03e-05
+2025-01-03 02:04:00,649 - INFO - LRs are now: 1.03e-05
+2025-01-03 02:04:00,948 - INFO - LRs are now: 1.03e-05
+2025-01-03 02:04:01,238 - INFO - LRs are now: 1.03e-05
+2025-01-03 02:04:01,622 - INFO - LRs are now: 1.03e-05
+2025-01-03 02:04:01,896 - INFO - LRs are now: 1.03e-05
+2025-01-03 02:04:02,087 - INFO - LRs are now: 1.03e-05
+2025-01-03 02:04:02,407 - INFO - LRs are now: 1.03e-05
+2025-01-03 02:04:02,670 - INFO - LRs are now: 1.03e-05
+2025-01-03 02:04:02,857 - INFO - LRs are now: 1.03e-05
+2025-01-03 02:04:03,092 - INFO - LRs are now: 1.03e-05
+2025-01-03 02:04:03,296 - INFO - LRs are now: 1.03e-05
+2025-01-03 02:04:04,503 - INFO - LRs are now: 1.03e-05
+2025-01-03 02:04:05,033 - INFO - LRs are now: 1.03e-05
+2025-01-03 02:04:06,187 - INFO - LRs are now: 1.03e-05
+2025-01-03 02:04:06,714 - INFO - LRs are now: 1.03e-05
+2025-01-03 02:04:07,297 - INFO - LRs are now: 1.03e-05
+2025-01-03 02:04:07,719 - INFO - LRs are now: 1.03e-05
+2025-01-03 02:04:08,122 - INFO - LRs are now: 1.03e-05
+2025-01-03 02:04:08,383 - INFO - LRs are now: 1.03e-05
+2025-01-03 02:04:08,862 - INFO - LRs are now: 1.03e-05
+2025-01-03 02:04:09,105 - INFO - LRs are now: 1.03e-05
+2025-01-03 02:04:09,312 - INFO - LRs are now: 1.03e-05
+2025-01-03 02:04:09,594 - INFO - LRs are now: 1.03e-05
+2025-01-03 02:04:10,804 - INFO - LRs are now: 1.03e-05
+2025-01-03 02:04:11,221 - INFO - LRs are now: 1.03e-05
+2025-01-03 02:04:11,476 - INFO - LRs are now: 1.03e-05
+2025-01-03 02:04:11,721 - INFO - LRs are now: 1.03e-05
+2025-01-03 02:04:11,949 - INFO - LRs are now: 1.03e-05
+2025-01-03 02:04:12,614 - INFO - LRs are now: 1.03e-05
+2025-01-03 02:04:13,272 - INFO - LRs are now: 1.03e-05
+2025-01-03 02:04:13,515 - INFO - LRs are now: 1.03e-05
+2025-01-03 02:04:13,777 - INFO - LRs are now: 1.03e-05
+2025-01-03 02:04:14,118 - INFO - LRs are now: 1.03e-05
+2025-01-03 02:04:14,405 - INFO - LRs are now: 1.03e-05
+2025-01-03 02:04:14,648 - INFO - LRs are now: 1.03e-05
+2025-01-03 02:04:16,175 - INFO - LRs are now: 1.03e-05
+2025-01-03 02:04:16,677 - INFO - LRs are now: 1.03e-05
+2025-01-03 02:04:16,897 - INFO - LRs are now: 1.03e-05
+2025-01-03 02:04:17,160 - INFO - LRs are now: 1.03e-05
+2025-01-03 02:04:17,432 - INFO - LRs are now: 1.03e-05
+2025-01-03 02:04:18,079 - INFO - LRs are now: 1.03e-05
+2025-01-03 02:04:18,620 - INFO - LRs are now: 1.03e-05
+2025-01-03 02:04:18,881 - INFO - LRs are now: 1.03e-05
+2025-01-03 02:04:19,051 - INFO - LRs are now: 1.03e-05
+2025-01-03 02:04:19,457 - INFO - LRs are now: 1.03e-05
+2025-01-03 02:04:19,692 - INFO - LRs are now: 1.03e-05
+2025-01-03 02:04:19,876 - INFO - LRs are now: 1.03e-05
+2025-01-03 02:04:20,275 - INFO - LRs are now: 1.03e-05
+2025-01-03 02:04:20,556 - INFO - LRs are now: 1.03e-05
+2025-01-03 02:04:20,979 - INFO - LRs are now: 1.03e-05
+2025-01-03 02:04:21,398 - INFO - LRs are now: 1.03e-05
+2025-01-03 02:04:21,949 - INFO - LRs are now: 1.03e-05
+2025-01-03 02:04:22,512 - INFO - LRs are now: 1.03e-05
+2025-01-03 02:04:22,935 - INFO - LRs are now: 1.03e-05
+2025-01-03 02:04:23,277 - INFO - LRs are now: 1.03e-05
+2025-01-03 02:04:23,485 - INFO - LRs are now: 1.03e-05
+2025-01-03 02:04:23,687 - INFO - LRs are now: 1.03e-05
+2025-01-03 02:04:24,216 - INFO - LRs are now: 1.03e-05
+2025-01-03 02:04:24,520 - INFO - LRs are now: 1.03e-05
+2025-01-03 02:04:24,982 - INFO - LRs are now: 1.03e-05
+2025-01-03 02:04:25,405 - INFO - LRs are now: 1.03e-05
+2025-01-03 02:04:26,829 - INFO - LRs are now: 1.03e-05
+2025-01-03 02:04:27,314 - INFO - LRs are now: 1.03e-05
+2025-01-03 02:04:27,912 - INFO - LRs are now: 1.03e-05
+2025-01-03 02:04:28,341 - INFO - LRs are now: 1.03e-05
+2025-01-03 02:04:28,578 - INFO - LRs are now: 1.03e-05
+2025-01-03 02:04:29,259 - INFO - LRs are now: 1.03e-05
+2025-01-03 02:04:30,343 - INFO - LRs are now: 1.03e-05
+2025-01-03 02:04:30,819 - INFO - LRs are now: 1.03e-05
+2025-01-03 02:04:31,065 - INFO - LRs are now: 1.03e-05
+2025-01-03 02:04:31,348 - INFO - LRs are now: 1.03e-05
+2025-01-03 02:04:31,601 - INFO - LRs are now: 1.03e-05
+2025-01-03 02:04:32,160 - INFO - LRs are now: 1.03e-05
+2025-01-03 02:04:32,423 - INFO - LRs are now: 1.03e-05
+2025-01-03 02:04:32,588 - INFO - LRs are now: 1.03e-05
+2025-01-03 02:04:33,597 - INFO - LRs are now: 1.03e-05
+2025-01-03 02:04:34,158 - INFO - LRs are now: 1.03e-05
+2025-01-03 02:04:34,487 - INFO - LRs are now: 1.02e-05
+2025-01-03 02:04:34,699 - INFO - LRs are now: 1.02e-05
+2025-01-03 02:04:34,963 - INFO - LRs are now: 1.02e-05
+2025-01-03 02:04:35,177 - INFO - LRs are now: 1.02e-05
+2025-01-03 02:04:35,480 - INFO - LRs are now: 1.02e-05
+2025-01-03 02:04:36,509 - INFO - LRs are now: 1.02e-05
+2025-01-03 02:04:36,935 - INFO - LRs are now: 1.02e-05
+2025-01-03 02:04:37,144 - INFO - LRs are now: 1.02e-05
+2025-01-03 02:04:37,459 - INFO - LRs are now: 1.02e-05
+2025-01-03 02:04:37,786 - INFO - LRs are now: 1.02e-05
+2025-01-03 02:04:38,014 - INFO - LRs are now: 1.02e-05
+2025-01-03 02:04:38,183 - INFO - LRs are now: 1.02e-05
+2025-01-03 02:04:38,724 - INFO - LRs are now: 1.02e-05
+2025-01-03 02:04:39,158 - INFO - LRs are now: 1.02e-05
+2025-01-03 02:04:39,414 - INFO - LRs are now: 1.02e-05
+2025-01-03 02:04:39,640 - INFO - LRs are now: 1.02e-05
+2025-01-03 02:04:40,021 - INFO - LRs are now: 1.02e-05
+2025-01-03 02:04:40,389 - INFO - LRs are now: 1.02e-05
+2025-01-03 02:04:41,476 - INFO - LRs are now: 1.02e-05
+2025-01-03 02:04:41,975 - INFO - LRs are now: 1.02e-05
+2025-01-03 02:04:42,319 - INFO - LRs are now: 1.02e-05
+2025-01-03 02:04:42,680 - INFO - LRs are now: 1.02e-05
+2025-01-03 02:04:43,198 - INFO - LRs are now: 1.02e-05
+2025-01-03 02:04:43,467 - INFO - LRs are now: 1.02e-05
+2025-01-03 02:04:43,692 - INFO - LRs are now: 1.02e-05
+2025-01-03 02:04:43,887 - INFO - LRs are now: 1.02e-05
+2025-01-03 02:04:45,214 - INFO - LRs are now: 1.02e-05
+2025-01-03 02:04:46,462 - INFO - LRs are now: 1.02e-05
+2025-01-03 02:04:46,821 - INFO - LRs are now: 1.02e-05
+2025-01-03 02:04:47,067 - INFO - LRs are now: 1.02e-05
+2025-01-03 02:04:48,264 - INFO - LRs are now: 1.02e-05
+2025-01-03 02:04:48,647 - INFO - LRs are now: 1.02e-05
+2025-01-03 02:04:48,957 - INFO - LRs are now: 1.02e-05
+2025-01-03 02:04:49,573 - INFO - LRs are now: 1.02e-05
+2025-01-03 02:04:50,053 - INFO - LRs are now: 1.02e-05
+2025-01-03 02:04:50,524 - INFO - LRs are now: 1.02e-05
+2025-01-03 02:04:50,848 - INFO - LRs are now: 1.02e-05
+2025-01-03 02:04:51,067 - INFO - LRs are now: 1.02e-05
+2025-01-03 02:04:51,266 - INFO - LRs are now: 1.02e-05
+2025-01-03 02:04:51,662 - INFO - LRs are now: 1.02e-05
+2025-01-03 02:04:51,882 - INFO - LRs are now: 1.02e-05
+2025-01-03 02:04:52,062 - INFO - LRs are now: 1.02e-05
+2025-01-03 02:04:53,152 - INFO - LRs are now: 1.02e-05
+2025-01-03 02:04:53,824 - INFO - LRs are now: 1.02e-05
+2025-01-03 02:04:54,065 - INFO - LRs are now: 1.02e-05
+2025-01-03 02:04:54,322 - INFO - LRs are now: 1.02e-05
+2025-01-03 02:04:54,551 - INFO - LRs are now: 1.02e-05
+2025-01-03 02:04:54,862 - INFO - LRs are now: 1.02e-05
+2025-01-03 02:04:55,185 - INFO - LRs are now: 1.02e-05
+2025-01-03 02:04:55,491 - INFO - LRs are now: 1.02e-05
+2025-01-03 02:04:56,578 - INFO - LRs are now: 1.02e-05
+2025-01-03 02:04:56,990 - INFO - LRs are now: 1.02e-05
+2025-01-03 02:04:57,509 - INFO - LRs are now: 1.02e-05
+2025-01-03 02:04:57,814 - INFO - LRs are now: 1.02e-05
+2025-01-03 02:04:58,208 - INFO - LRs are now: 1.02e-05
+2025-01-03 02:04:58,546 - INFO - LRs are now: 1.02e-05
+2025-01-03 02:04:59,790 - INFO - LRs are now: 1.02e-05
+2025-01-03 02:05:00,305 - INFO - LRs are now: 1.02e-05
+2025-01-03 02:05:00,759 - INFO - LRs are now: 1.02e-05
+2025-01-03 02:05:01,030 - INFO - LRs are now: 1.02e-05
+2025-01-03 02:05:01,684 - INFO - LRs are now: 1.02e-05
+2025-01-03 02:05:02,212 - INFO - LRs are now: 1.02e-05
+2025-01-03 02:05:02,437 - INFO - LRs are now: 1.02e-05
+2025-01-03 02:05:03,694 - INFO - LRs are now: 1.02e-05
+2025-01-03 02:05:04,115 - INFO - LRs are now: 1.02e-05
+2025-01-03 02:05:04,777 - INFO - LRs are now: 1.02e-05
+2025-01-03 02:05:05,198 - INFO - LRs are now: 1.02e-05
+2025-01-03 02:05:06,574 - INFO - LRs are now: 1.02e-05
+2025-01-03 02:05:07,195 - INFO - LRs are now: 1.02e-05
+2025-01-03 02:05:07,852 - INFO - LRs are now: 1.02e-05
+2025-01-03 02:05:08,161 - INFO - LRs are now: 1.02e-05
+2025-01-03 02:05:08,848 - INFO - LRs are now: 1.02e-05
+2025-01-03 02:05:10,059 - INFO - LRs are now: 1.02e-05
+2025-01-03 02:05:10,553 - INFO - LRs are now: 1.02e-05
+2025-01-03 02:05:11,031 - INFO - LRs are now: 1.02e-05
+2025-01-03 02:05:11,376 - INFO - LRs are now: 1.02e-05
+2025-01-03 02:05:11,607 - INFO - LRs are now: 1.02e-05
+2025-01-03 02:05:11,904 - INFO - LRs are now: 1.02e-05
+2025-01-03 02:05:12,127 - INFO - LRs are now: 1.02e-05
+2025-01-03 02:05:12,296 - INFO - LRs are now: 1.02e-05
+2025-01-03 02:05:12,494 - INFO - LRs are now: 1.02e-05
+2025-01-03 02:05:13,030 - INFO - LRs are now: 1.02e-05
+2025-01-03 02:05:13,696 - INFO - LRs are now: 1.02e-05
+2025-01-03 02:05:14,328 - INFO - LRs are now: 1.02e-05
+2025-01-03 02:05:14,664 - INFO - LRs are now: 1.02e-05
+2025-01-03 02:05:15,070 - INFO - LRs are now: 1.02e-05
+2025-01-03 02:05:15,837 - INFO - LRs are now: 1.02e-05
+2025-01-03 02:05:16,244 - INFO - LRs are now: 1.02e-05
+2025-01-03 02:05:16,930 - INFO - LRs are now: 1.02e-05
+2025-01-03 02:05:17,314 - INFO - LRs are now: 1.02e-05
+2025-01-03 02:05:17,606 - INFO - LRs are now: 1.02e-05
+2025-01-03 02:05:17,933 - INFO - LRs are now: 1.02e-05
+2025-01-03 02:05:18,200 - INFO - LRs are now: 1.02e-05
+2025-01-03 02:05:18,393 - INFO - LRs are now: 1.02e-05
+2025-01-03 02:05:18,706 - INFO - LRs are now: 1.02e-05
+2025-01-03 02:05:20,076 - INFO - LRs are now: 1.02e-05
+2025-01-03 02:05:20,511 - INFO - LRs are now: 1.02e-05
+2025-01-03 02:05:20,816 - INFO - LRs are now: 1.02e-05
+2025-01-03 02:05:21,114 - INFO - LRs are now: 1.02e-05
+2025-01-03 02:05:21,388 - INFO - LRs are now: 1.02e-05
+2025-01-03 02:05:21,711 - INFO - LRs are now: 1.02e-05
+2025-01-03 02:05:22,102 - INFO - LRs are now: 1.02e-05
+2025-01-03 02:05:22,479 - INFO - LRs are now: 1.02e-05
+2025-01-03 02:05:22,935 - INFO - LRs are now: 1.02e-05
+2025-01-03 02:05:24,145 - INFO - LRs are now: 1.02e-05
+2025-01-03 02:05:24,688 - INFO - LRs are now: 1.02e-05
+2025-01-03 02:05:24,952 - INFO - LRs are now: 1.02e-05
+2025-01-03 02:05:25,352 - INFO - LRs are now: 1.02e-05
+2025-01-03 02:05:25,624 - INFO - LRs are now: 1.02e-05
+2025-01-03 02:05:25,918 - INFO - LRs are now: 1.02e-05
+2025-01-03 02:05:26,122 - INFO - LRs are now: 1.02e-05
+2025-01-03 02:05:26,340 - INFO - LRs are now: 1.02e-05
+2025-01-03 02:05:26,545 - INFO - LRs are now: 1.02e-05
+2025-01-03 02:05:27,136 - INFO - LRs are now: 1.02e-05
+2025-01-03 02:05:27,408 - INFO - LRs are now: 1.02e-05
+2025-01-03 02:05:27,775 - INFO - LRs are now: 1.02e-05
+2025-01-03 02:05:28,240 - INFO - LRs are now: 1.02e-05
+2025-01-03 02:05:28,930 - INFO - LRs are now: 1.02e-05
+2025-01-03 02:05:29,510 - INFO - LRs are now: 1.02e-05
+2025-01-03 02:05:29,810 - INFO - LRs are now: 1.02e-05
+2025-01-03 02:05:30,322 - INFO - LRs are now: 1.02e-05
+2025-01-03 02:05:30,955 - INFO - LRs are now: 1.01e-05
+2025-01-03 02:05:31,239 - INFO - LRs are now: 1.01e-05
+2025-01-03 02:05:31,411 - INFO - LRs are now: 1.01e-05
+2025-01-03 02:05:31,601 - INFO - LRs are now: 1.01e-05
+2025-01-03 02:05:31,792 - INFO - LRs are now: 1.01e-05
+2025-01-03 02:05:32,038 - INFO - LRs are now: 1.01e-05
+2025-01-03 02:05:32,248 - INFO - LRs are now: 1.01e-05
+2025-01-03 02:05:32,547 - INFO - LRs are now: 1.01e-05
+2025-01-03 02:05:33,071 - INFO - LRs are now: 1.01e-05
+2025-01-03 02:05:33,554 - INFO - LRs are now: 1.01e-05
+2025-01-03 02:05:33,883 - INFO - LRs are now: 1.01e-05
+2025-01-03 02:05:34,102 - INFO - LRs are now: 1.01e-05
+2025-01-03 02:05:35,109 - INFO - LRs are now: 1.01e-05
+2025-01-03 02:05:35,652 - INFO - LRs are now: 1.01e-05
+2025-01-03 02:05:36,652 - INFO - LRs are now: 1.01e-05
+2025-01-03 02:05:37,424 - INFO - LRs are now: 1.01e-05
+2025-01-03 02:05:37,715 - INFO - LRs are now: 1.01e-05
+2025-01-03 02:05:38,143 - INFO - LRs are now: 1.01e-05
+2025-01-03 02:05:38,454 - INFO - LRs are now: 1.01e-05
+2025-01-03 02:05:38,720 - INFO - LRs are now: 1.01e-05
+2025-01-03 02:05:39,888 - INFO - LRs are now: 1.01e-05
+2025-01-03 02:05:40,376 - INFO - LRs are now: 1.01e-05
+2025-01-03 02:05:40,656 - INFO - LRs are now: 1.01e-05
+2025-01-03 02:05:40,948 - INFO - LRs are now: 1.01e-05
+2025-01-03 02:05:41,295 - INFO - LRs are now: 1.01e-05
+2025-01-03 02:05:41,744 - INFO - LRs are now: 1.01e-05
+2025-01-03 02:05:42,142 - INFO - LRs are now: 1.01e-05
+2025-01-03 02:05:42,397 - INFO - LRs are now: 1.01e-05
+2025-01-03 02:05:42,594 - INFO - LRs are now: 1.01e-05
+2025-01-03 02:05:43,116 - INFO - LRs are now: 1.01e-05
+2025-01-03 02:05:44,387 - INFO - LRs are now: 1.01e-05
+2025-01-03 02:05:44,945 - INFO - LRs are now: 1.01e-05
+2025-01-03 02:05:45,559 - INFO - LRs are now: 1.01e-05
+2025-01-03 02:05:45,868 - INFO - LRs are now: 1.01e-05
+2025-01-03 02:05:46,076 - INFO - LRs are now: 1.01e-05
+2025-01-03 02:05:46,128 - INFO - Training epoch 25 finished. (Took 2.0 mins.)
+2025-01-03 02:05:46,129 - INFO - loss_train: 203.2
+2025-01-03 02:05:46,131 - INFO - heads-fscore_train: 82.14%
+2025-01-03 02:05:46,132 - INFO - labels-fscore_train: 87.90%
+2025-01-03 02:05:46,133 - INFO - aggregate_train: 72.20%
+2025-01-03 02:05:50,979 - INFO - Validation epoch 25 finished. (Took 0.1 mins.)
+2025-01-03 02:05:50,980 - INFO - loss_valid: 15.6
+2025-01-03 02:05:50,982 - INFO - heads-fscore_valid: 80.60%
+2025-01-03 02:05:50,984 - INFO - labels-fscore_valid: 86.39%
+2025-01-03 02:05:50,985 - INFO - aggregate_valid: 69.62%
+2025-01-03 02:05:51,905 - INFO - LRs are now: 1.01e-05
+2025-01-03 02:05:52,405 - INFO - LRs are now: 1.01e-05
+2025-01-03 02:05:52,852 - INFO - LRs are now: 1.01e-05
+2025-01-03 02:05:53,459 - INFO - LRs are now: 1.01e-05
+2025-01-03 02:05:53,797 - INFO - LRs are now: 1.01e-05
+2025-01-03 02:05:54,291 - INFO - LRs are now: 1.01e-05
+2025-01-03 02:05:54,683 - INFO - LRs are now: 1.01e-05
+2025-01-03 02:05:54,994 - INFO - LRs are now: 1.01e-05
+2025-01-03 02:05:55,773 - INFO - LRs are now: 1.01e-05
+2025-01-03 02:05:56,242 - INFO - LRs are now: 1.01e-05
+2025-01-03 02:05:56,734 - INFO - LRs are now: 1.01e-05
+2025-01-03 02:05:57,004 - INFO - LRs are now: 1.01e-05
+2025-01-03 02:05:57,806 - INFO - LRs are now: 1.01e-05
+2025-01-03 02:05:58,242 - INFO - LRs are now: 1.01e-05
+2025-01-03 02:05:58,495 - INFO - LRs are now: 1.01e-05
+2025-01-03 02:05:59,202 - INFO - LRs are now: 1.01e-05
+2025-01-03 02:05:59,617 - INFO - LRs are now: 1.01e-05
+2025-01-03 02:05:59,890 - INFO - LRs are now: 1.01e-05
+2025-01-03 02:06:00,680 - INFO - LRs are now: 1.01e-05
+2025-01-03 02:06:01,227 - INFO - LRs are now: 1.01e-05
+2025-01-03 02:06:01,519 - INFO - LRs are now: 1.01e-05
+2025-01-03 02:06:02,185 - INFO - LRs are now: 1.01e-05
+2025-01-03 02:06:02,623 - INFO - LRs are now: 1.01e-05
+2025-01-03 02:06:03,553 - INFO - LRs are now: 1.01e-05
+2025-01-03 02:06:04,095 - INFO - LRs are now: 1.01e-05
+2025-01-03 02:06:04,339 - INFO - LRs are now: 1.01e-05
+2025-01-03 02:06:04,745 - INFO - LRs are now: 1.01e-05
+2025-01-03 02:06:05,512 - INFO - LRs are now: 1.01e-05
+2025-01-03 02:06:05,924 - INFO - LRs are now: 1.01e-05
+2025-01-03 02:06:06,527 - INFO - LRs are now: 1.01e-05
+2025-01-03 02:06:06,958 - INFO - LRs are now: 1.01e-05
+2025-01-03 02:06:07,421 - INFO - LRs are now: 1.01e-05
+2025-01-03 02:06:07,828 - INFO - LRs are now: 1.01e-05
+2025-01-03 02:06:08,194 - INFO - LRs are now: 1.01e-05
+2025-01-03 02:06:08,839 - INFO - LRs are now: 1.01e-05
+2025-01-03 02:06:09,255 - INFO - LRs are now: 1.01e-05
+2025-01-03 02:06:10,299 - INFO - LRs are now: 1.01e-05
+2025-01-03 02:06:10,895 - INFO - LRs are now: 1.01e-05
+2025-01-03 02:06:12,052 - INFO - LRs are now: 1.01e-05
+2025-01-03 02:06:12,608 - INFO - LRs are now: 1.01e-05
+2025-01-03 02:06:12,910 - INFO - LRs are now: 1.01e-05
+2025-01-03 02:06:13,140 - INFO - LRs are now: 1.01e-05
+2025-01-03 02:06:13,647 - INFO - LRs are now: 1.01e-05
+2025-01-03 02:06:13,909 - INFO - LRs are now: 1.01e-05
+2025-01-03 02:06:14,832 - INFO - LRs are now: 1.01e-05
+2025-01-03 02:06:15,376 - INFO - LRs are now: 1.01e-05
+2025-01-03 02:06:15,689 - INFO - LRs are now: 1.01e-05
+2025-01-03 02:06:15,894 - INFO - LRs are now: 1.01e-05
+2025-01-03 02:06:16,083 - INFO - LRs are now: 1.01e-05
+2025-01-03 02:06:16,250 - INFO - LRs are now: 1.01e-05
+2025-01-03 02:06:17,006 - INFO - LRs are now: 1.01e-05
+2025-01-03 02:06:17,488 - INFO - LRs are now: 1.01e-05
+2025-01-03 02:06:17,947 - INFO - LRs are now: 1.01e-05
+2025-01-03 02:06:18,234 - INFO - LRs are now: 1.01e-05
+2025-01-03 02:06:18,478 - INFO - LRs are now: 1.01e-05
+2025-01-03 02:06:19,013 - INFO - LRs are now: 1.01e-05
+2025-01-03 02:06:19,663 - INFO - LRs are now: 1.01e-05
+2025-01-03 02:06:20,075 - INFO - LRs are now: 1.01e-05
+2025-01-03 02:06:20,965 - INFO - LRs are now: 1.01e-05
+2025-01-03 02:06:21,295 - INFO - LRs are now: 1.01e-05
+2025-01-03 02:06:21,565 - INFO - LRs are now: 1.01e-05
+2025-01-03 02:06:21,991 - INFO - LRs are now: 1.01e-05
+2025-01-03 02:06:22,411 - INFO - LRs are now: 1.01e-05
+2025-01-03 02:06:23,480 - INFO - LRs are now: 1.01e-05
+2025-01-03 02:06:24,190 - INFO - LRs are now: 1.01e-05
+2025-01-03 02:06:24,469 - INFO - LRs are now: 1.01e-05
+2025-01-03 02:06:24,779 - INFO - LRs are now: 1.01e-05
+2025-01-03 02:06:25,079 - INFO - LRs are now: 1.01e-05
+2025-01-03 02:06:25,432 - INFO - LRs are now: 1.01e-05
+2025-01-03 02:06:26,441 - INFO - LRs are now: 1.01e-05
+2025-01-03 02:06:26,907 - INFO - LRs are now: 1.01e-05
+2025-01-03 02:06:27,395 - INFO - LRs are now: 1.01e-05
+2025-01-03 02:06:27,761 - INFO - LRs are now: 1.01e-05
+2025-01-03 02:06:28,035 - INFO - LRs are now: 1.01e-05
+2025-01-03 02:06:28,296 - INFO - LRs are now: 1.01e-05
+2025-01-03 02:06:28,598 - INFO - LRs are now: 1.01e-05
+2025-01-03 02:06:29,032 - INFO - LRs are now: 1.01e-05
+2025-01-03 02:06:29,383 - INFO - LRs are now: 1.01e-05
+2025-01-03 02:06:29,920 - INFO - LRs are now: 1.01e-05
+2025-01-03 02:06:30,965 - INFO - LRs are now: 1.01e-05
+2025-01-03 02:06:31,728 - INFO - LRs are now: 1.01e-05
+2025-01-03 02:06:32,180 - INFO - LRs are now: 1.01e-05
+2025-01-03 02:06:32,616 - INFO - LRs are now: 1.01e-05
+2025-01-03 02:06:33,417 - INFO - LRs are now: 1.01e-05
+2025-01-03 02:06:34,260 - INFO - LRs are now: 1.01e-05
+2025-01-03 02:06:34,664 - INFO - LRs are now: 1.01e-05
+2025-01-03 02:06:35,157 - INFO - LRs are now: 1.01e-05
+2025-01-03 02:06:35,587 - INFO - LRs are now: 1.01e-05
+2025-01-03 02:06:36,691 - INFO - LRs are now: 1.01e-05
+2025-01-03 02:06:37,168 - INFO - LRs are now: 1.00e-05
+2025-01-03 02:06:37,680 - INFO - LRs are now: 1.00e-05
+2025-01-03 02:06:37,946 - INFO - LRs are now: 1.00e-05
+2025-01-03 02:06:38,429 - INFO - LRs are now: 1.00e-05
+2025-01-03 02:06:39,313 - INFO - LRs are now: 1.00e-05
+2025-01-03 02:06:39,640 - INFO - LRs are now: 1.00e-05
+2025-01-03 02:06:40,016 - INFO - LRs are now: 1.00e-05
+2025-01-03 02:06:40,327 - INFO - LRs are now: 1.00e-05
+2025-01-03 02:06:40,858 - INFO - LRs are now: 1.00e-05
+2025-01-03 02:06:41,275 - INFO - LRs are now: 1.00e-05
+2025-01-03 02:06:41,485 - INFO - LRs are now: 1.00e-05
+2025-01-03 02:06:42,525 - INFO - LRs are now: 1.00e-05
+2025-01-03 02:06:43,126 - INFO - LRs are now: 1.00e-05
+2025-01-03 02:06:43,422 - INFO - LRs are now: 1.00e-05
+2025-01-03 02:06:43,817 - INFO - LRs are now: 1.00e-05
+2025-01-03 02:06:44,595 - INFO - LRs are now: 1.00e-05
+2025-01-03 02:06:45,282 - INFO - LRs are now: 1.00e-05
+2025-01-03 02:06:45,554 - INFO - LRs are now: 1.00e-05
+2025-01-03 02:06:46,473 - INFO - LRs are now: 1.00e-05
+2025-01-03 02:06:46,976 - INFO - LRs are now: 1.00e-05
+2025-01-03 02:06:47,850 - INFO - LRs are now: 1.00e-05
+2025-01-03 02:06:48,248 - INFO - LRs are now: 1.00e-05
+2025-01-03 02:06:48,926 - INFO - LRs are now: 1.00e-05
+2025-01-03 02:06:49,272 - INFO - LRs are now: 1.00e-05
+2025-01-03 02:06:49,882 - INFO - LRs are now: 1.00e-05
+2025-01-03 02:06:50,685 - INFO - LRs are now: 1.00e-05
+2025-01-03 02:06:51,093 - INFO - LRs are now: 1.00e-05
+2025-01-03 02:06:51,593 - INFO - LRs are now: 1.00e-05
+2025-01-03 02:06:52,509 - INFO - LRs are now: 1.00e-05
+2025-01-03 02:06:52,953 - INFO - LRs are now: 1.00e-05
+2025-01-03 02:06:53,164 - INFO - LRs are now: 1.00e-05
+2025-01-03 02:06:53,411 - INFO - LRs are now: 1.00e-05
+2025-01-03 02:06:54,075 - INFO - LRs are now: 1.00e-05
+2025-01-03 02:06:55,199 - INFO - LRs are now: 1.00e-05
+2025-01-03 02:06:55,568 - INFO - LRs are now: 1.00e-05
+2025-01-03 02:06:55,786 - INFO - LRs are now: 1.00e-05
+2025-01-03 02:06:56,037 - INFO - LRs are now: 1.00e-05
+2025-01-03 02:06:57,442 - INFO - LRs are now: 1.00e-05
+2025-01-03 02:06:58,690 - INFO - LRs are now: 1.00e-05
+2025-01-03 02:06:59,266 - INFO - LRs are now: 1.00e-05
+2025-01-03 02:06:59,981 - INFO - LRs are now: 1.00e-05
+2025-01-03 02:07:00,372 - INFO - LRs are now: 1.00e-05
+2025-01-03 02:07:00,662 - INFO - LRs are now: 1.00e-05
+2025-01-03 02:07:01,031 - INFO - LRs are now: 1.00e-05
+2025-01-03 02:07:01,462 - INFO - LRs are now: 1.00e-05
+2025-01-03 02:07:01,767 - INFO - LRs are now: 1.00e-05
+2025-01-03 02:07:02,595 - INFO - LRs are now: 1.00e-05
+2025-01-03 02:07:03,382 - INFO - LRs are now: 1.00e-05
+2025-01-03 02:07:04,154 - INFO - LRs are now: 1.00e-05
+2025-01-03 02:07:04,622 - INFO - LRs are now: 1.00e-05
+2025-01-03 02:07:04,826 - INFO - LRs are now: 1.00e-05
+2025-01-03 02:07:05,338 - INFO - LRs are now: 1.00e-05
+2025-01-03 02:07:06,177 - INFO - LRs are now: 1.00e-05
+2025-01-03 02:07:06,729 - INFO - LRs are now: 1.00e-05
+2025-01-03 02:07:07,597 - INFO - LRs are now: 1.00e-05
+2025-01-03 02:07:08,556 - INFO - LRs are now: 1.00e-05
+2025-01-03 02:07:08,970 - INFO - LRs are now: 1.00e-05
+2025-01-03 02:07:09,256 - INFO - LRs are now: 1.00e-05
+2025-01-03 02:07:10,158 - INFO - LRs are now: 1.00e-05
+2025-01-03 02:07:10,984 - INFO - LRs are now: 1.00e-05
+2025-01-03 02:07:11,285 - INFO - LRs are now: 1.00e-05
+2025-01-03 02:07:11,503 - INFO - LRs are now: 1.00e-05
+2025-01-03 02:07:11,698 - INFO - LRs are now: 1.00e-05
+2025-01-03 02:07:11,921 - INFO - LRs are now: 1.00e-05
+2025-01-03 02:07:12,794 - INFO - LRs are now: 1.00e-05
+2025-01-03 02:07:13,813 - INFO - LRs are now: 1.00e-05
+2025-01-03 02:07:14,198 - INFO - LRs are now: 1.00e-05
+2025-01-03 02:07:14,729 - INFO - LRs are now: 1.00e-05
+2025-01-03 02:07:15,127 - INFO - LRs are now: 1.00e-05
+2025-01-03 02:07:15,475 - INFO - LRs are now: 1.00e-05
+2025-01-03 02:07:15,855 - INFO - LRs are now: 9.99e-06
+2025-01-03 02:07:16,472 - INFO - LRs are now: 9.99e-06
+2025-01-03 02:07:17,275 - INFO - LRs are now: 9.99e-06
+2025-01-03 02:07:17,644 - INFO - LRs are now: 9.99e-06
+2025-01-03 02:07:17,840 - INFO - LRs are now: 9.99e-06
+2025-01-03 02:07:18,380 - INFO - LRs are now: 9.99e-06
+2025-01-03 02:07:18,736 - INFO - LRs are now: 9.99e-06
+2025-01-03 02:07:19,892 - INFO - LRs are now: 9.99e-06
+2025-01-03 02:07:20,223 - INFO - LRs are now: 9.99e-06
+2025-01-03 02:07:20,831 - INFO - LRs are now: 9.99e-06
+2025-01-03 02:07:21,766 - INFO - LRs are now: 9.99e-06
+2025-01-03 02:07:22,883 - INFO - LRs are now: 9.99e-06
+2025-01-03 02:07:23,259 - INFO - LRs are now: 9.99e-06
+2025-01-03 02:07:23,453 - INFO - LRs are now: 9.98e-06
+2025-01-03 02:07:23,644 - INFO - LRs are now: 9.98e-06
+2025-01-03 02:07:24,062 - INFO - LRs are now: 9.98e-06
+2025-01-03 02:07:24,491 - INFO - LRs are now: 9.98e-06
+2025-01-03 02:07:24,759 - INFO - LRs are now: 9.98e-06
+2025-01-03 02:07:25,722 - INFO - LRs are now: 9.98e-06
+2025-01-03 02:07:26,122 - INFO - LRs are now: 9.98e-06
+2025-01-03 02:07:27,047 - INFO - LRs are now: 9.98e-06
+2025-01-03 02:07:27,487 - INFO - LRs are now: 9.98e-06
+2025-01-03 02:07:27,829 - INFO - LRs are now: 9.98e-06
+2025-01-03 02:07:28,143 - INFO - LRs are now: 9.98e-06
+2025-01-03 02:07:29,047 - INFO - LRs are now: 9.98e-06
+2025-01-03 02:07:29,411 - INFO - LRs are now: 9.98e-06
+2025-01-03 02:07:29,770 - INFO - LRs are now: 9.97e-06
+2025-01-03 02:07:30,005 - INFO - LRs are now: 9.97e-06
+2025-01-03 02:07:30,335 - INFO - LRs are now: 9.97e-06
+2025-01-03 02:07:30,838 - INFO - LRs are now: 9.97e-06
+2025-01-03 02:07:31,195 - INFO - LRs are now: 9.97e-06
+2025-01-03 02:07:31,427 - INFO - LRs are now: 9.97e-06
+2025-01-03 02:07:32,149 - INFO - LRs are now: 9.97e-06
+2025-01-03 02:07:32,670 - INFO - LRs are now: 9.97e-06
+2025-01-03 02:07:33,018 - INFO - LRs are now: 9.97e-06
+2025-01-03 02:07:33,308 - INFO - LRs are now: 9.97e-06
+2025-01-03 02:07:33,600 - INFO - LRs are now: 9.97e-06
+2025-01-03 02:07:34,706 - INFO - LRs are now: 9.97e-06
+2025-01-03 02:07:35,209 - INFO - LRs are now: 9.97e-06
+2025-01-03 02:07:35,520 - INFO - LRs are now: 9.96e-06
+2025-01-03 02:07:35,919 - INFO - LRs are now: 9.96e-06
+2025-01-03 02:07:36,179 - INFO - LRs are now: 9.96e-06
+2025-01-03 02:07:36,842 - INFO - LRs are now: 9.96e-06
+2025-01-03 02:07:37,243 - INFO - LRs are now: 9.96e-06
+2025-01-03 02:07:37,576 - INFO - LRs are now: 9.96e-06
+2025-01-03 02:07:37,789 - INFO - LRs are now: 9.96e-06
+2025-01-03 02:07:38,172 - INFO - LRs are now: 9.96e-06
+2025-01-03 02:07:38,404 - INFO - LRs are now: 9.96e-06
+2025-01-03 02:07:39,306 - INFO - LRs are now: 9.96e-06
+2025-01-03 02:07:39,773 - INFO - LRs are now: 9.96e-06
+2025-01-03 02:07:39,989 - INFO - LRs are now: 9.96e-06
+2025-01-03 02:07:40,206 - INFO - LRs are now: 9.95e-06
+2025-01-03 02:07:40,497 - INFO - LRs are now: 9.95e-06
+2025-01-03 02:07:40,942 - INFO - LRs are now: 9.95e-06
+2025-01-03 02:07:41,778 - INFO - LRs are now: 9.95e-06
+2025-01-03 02:07:42,869 - INFO - LRs are now: 9.95e-06
+2025-01-03 02:07:43,377 - INFO - LRs are now: 9.95e-06
+2025-01-03 02:07:43,731 - INFO - LRs are now: 9.95e-06
+2025-01-03 02:07:44,336 - INFO - LRs are now: 9.95e-06
+2025-01-03 02:07:44,960 - INFO - LRs are now: 9.95e-06
+2025-01-03 02:07:45,242 - INFO - LRs are now: 9.95e-06
+2025-01-03 02:07:45,755 - INFO - LRs are now: 9.95e-06
+2025-01-03 02:07:46,024 - INFO - LRs are now: 9.95e-06
+2025-01-03 02:07:46,289 - INFO - LRs are now: 9.95e-06
+2025-01-03 02:07:46,502 - INFO - LRs are now: 9.94e-06
+2025-01-03 02:07:46,718 - INFO - LRs are now: 9.94e-06
+2025-01-03 02:07:47,555 - INFO - LRs are now: 9.94e-06
+2025-01-03 02:07:47,969 - INFO - LRs are now: 9.94e-06
+2025-01-03 02:07:48,383 - INFO - LRs are now: 9.94e-06
+2025-01-03 02:07:48,644 - INFO - LRs are now: 9.94e-06
+2025-01-03 02:07:48,987 - INFO - LRs are now: 9.94e-06
+2025-01-03 02:07:49,229 - INFO - LRs are now: 9.94e-06
+2025-01-03 02:07:49,478 - INFO - LRs are now: 9.94e-06
+2025-01-03 02:07:50,626 - INFO - LRs are now: 9.94e-06
+2025-01-03 02:07:51,001 - INFO - LRs are now: 9.94e-06
+2025-01-03 02:07:51,289 - INFO - LRs are now: 9.94e-06
+2025-01-03 02:07:51,862 - INFO - LRs are now: 9.94e-06
+2025-01-03 02:07:52,142 - INFO - LRs are now: 9.94e-06
+2025-01-03 02:07:52,485 - INFO - LRs are now: 9.93e-06
+2025-01-03 02:07:52,824 - INFO - LRs are now: 9.93e-06
+2025-01-03 02:07:53,153 - INFO - LRs are now: 9.93e-06
+2025-01-03 02:07:53,440 - INFO - LRs are now: 9.93e-06
+2025-01-03 02:07:53,699 - INFO - LRs are now: 9.93e-06
+2025-01-03 02:07:53,948 - INFO - LRs are now: 9.93e-06
+2025-01-03 02:07:54,373 - INFO - LRs are now: 9.93e-06
+2025-01-03 02:07:55,232 - INFO - LRs are now: 9.93e-06
+2025-01-03 02:07:55,651 - INFO - LRs are now: 9.93e-06
+2025-01-03 02:07:55,830 - INFO - LRs are now: 9.93e-06
+2025-01-03 02:07:56,075 - INFO - LRs are now: 9.93e-06
+2025-01-03 02:07:56,558 - INFO - LRs are now: 9.93e-06
+2025-01-03 02:07:56,812 - INFO - LRs are now: 9.93e-06
+2025-01-03 02:07:56,868 - INFO - Training epoch 26 finished. (Took 2.1 mins.)
+2025-01-03 02:07:56,869 - INFO - loss_train: 214.2
+2025-01-03 02:07:56,871 - INFO - heads-fscore_train: 82.16%
+2025-01-03 02:07:56,872 - INFO - labels-fscore_train: 87.94%
+2025-01-03 02:07:56,873 - INFO - aggregate_train: 72.26%
+2025-01-03 02:08:01,282 - INFO - Validation epoch 26 finished. (Took 0.1 mins.)
+2025-01-03 02:08:01,283 - INFO - loss_valid: 15.8
+2025-01-03 02:08:01,285 - INFO - heads-fscore_valid: 80.36%
+2025-01-03 02:08:01,286 - INFO - labels-fscore_valid: 86.62%
+2025-01-03 02:08:01,287 - INFO - aggregate_valid: 69.61%
+2025-01-03 02:08:02,767 - INFO - LRs are now: 9.92e-06
+2025-01-03 02:08:03,503 - INFO - LRs are now: 9.92e-06
+2025-01-03 02:08:03,766 - INFO - LRs are now: 9.92e-06
+2025-01-03 02:08:04,042 - INFO - LRs are now: 9.92e-06
+2025-01-03 02:08:04,329 - INFO - LRs are now: 9.92e-06
+2025-01-03 02:08:04,851 - INFO - LRs are now: 9.92e-06
+2025-01-03 02:08:06,219 - INFO - LRs are now: 9.92e-06
+2025-01-03 02:08:06,681 - INFO - LRs are now: 9.92e-06
+2025-01-03 02:08:06,887 - INFO - LRs are now: 9.92e-06
+2025-01-03 02:08:07,232 - INFO - LRs are now: 9.92e-06
+2025-01-03 02:08:07,500 - INFO - LRs are now: 9.92e-06
+2025-01-03 02:08:08,881 - INFO - LRs are now: 9.92e-06
+2025-01-03 02:08:10,444 - INFO - LRs are now: 9.92e-06
+2025-01-03 02:08:10,863 - INFO - LRs are now: 9.91e-06
+2025-01-03 02:08:11,800 - INFO - LRs are now: 9.91e-06
+2025-01-03 02:08:12,611 - INFO - LRs are now: 9.91e-06
+2025-01-03 02:08:13,070 - INFO - LRs are now: 9.91e-06
+2025-01-03 02:08:13,472 - INFO - LRs are now: 9.91e-06
+2025-01-03 02:08:13,864 - INFO - LRs are now: 9.91e-06
+2025-01-03 02:08:14,438 - INFO - LRs are now: 9.91e-06
+2025-01-03 02:08:15,057 - INFO - LRs are now: 9.91e-06
+2025-01-03 02:08:15,420 - INFO - LRs are now: 9.91e-06
+2025-01-03 02:08:15,615 - INFO - LRs are now: 9.91e-06
+2025-01-03 02:08:16,176 - INFO - LRs are now: 9.91e-06
+2025-01-03 02:08:16,451 - INFO - LRs are now: 9.91e-06
+2025-01-03 02:08:16,749 - INFO - LRs are now: 9.91e-06
+2025-01-03 02:08:17,087 - INFO - LRs are now: 9.90e-06
+2025-01-03 02:08:17,685 - INFO - LRs are now: 9.90e-06
+2025-01-03 02:08:18,242 - INFO - LRs are now: 9.90e-06
+2025-01-03 02:08:18,473 - INFO - LRs are now: 9.90e-06
+2025-01-03 02:08:18,786 - INFO - LRs are now: 9.90e-06
+2025-01-03 02:08:19,115 - INFO - LRs are now: 9.90e-06
+2025-01-03 02:08:19,434 - INFO - LRs are now: 9.90e-06
+2025-01-03 02:08:19,713 - INFO - LRs are now: 9.90e-06
+2025-01-03 02:08:20,385 - INFO - LRs are now: 9.90e-06
+2025-01-03 02:08:20,914 - INFO - LRs are now: 9.90e-06
+2025-01-03 02:08:21,300 - INFO - LRs are now: 9.90e-06
+2025-01-03 02:08:21,565 - INFO - LRs are now: 9.90e-06
+2025-01-03 02:08:21,824 - INFO - LRs are now: 9.90e-06
+2025-01-03 02:08:22,106 - INFO - LRs are now: 9.89e-06
+2025-01-03 02:08:22,563 - INFO - LRs are now: 9.89e-06
+2025-01-03 02:08:22,854 - INFO - LRs are now: 9.89e-06
+2025-01-03 02:08:23,317 - INFO - LRs are now: 9.89e-06
+2025-01-03 02:08:24,000 - INFO - LRs are now: 9.89e-06
+2025-01-03 02:08:24,285 - INFO - LRs are now: 9.89e-06
+2025-01-03 02:08:24,526 - INFO - LRs are now: 9.89e-06
+2025-01-03 02:08:24,724 - INFO - LRs are now: 9.89e-06
+2025-01-03 02:08:25,054 - INFO - LRs are now: 9.89e-06
+2025-01-03 02:08:25,668 - INFO - LRs are now: 9.89e-06
+2025-01-03 02:08:25,993 - INFO - LRs are now: 9.89e-06
+2025-01-03 02:08:26,329 - INFO - LRs are now: 9.89e-06
+2025-01-03 02:08:26,546 - INFO - LRs are now: 9.89e-06
+2025-01-03 02:08:26,746 - INFO - LRs are now: 9.88e-06
+2025-01-03 02:08:27,401 - INFO - LRs are now: 9.88e-06
+2025-01-03 02:08:28,633 - INFO - LRs are now: 9.88e-06
+2025-01-03 02:08:29,140 - INFO - LRs are now: 9.88e-06
+2025-01-03 02:08:29,477 - INFO - LRs are now: 9.88e-06
+2025-01-03 02:08:29,747 - INFO - LRs are now: 9.88e-06
+2025-01-03 02:08:30,105 - INFO - LRs are now: 9.88e-06
+2025-01-03 02:08:30,338 - INFO - LRs are now: 9.88e-06
+2025-01-03 02:08:30,866 - INFO - LRs are now: 9.88e-06
+2025-01-03 02:08:31,194 - INFO - LRs are now: 9.88e-06
+2025-01-03 02:08:32,160 - INFO - LRs are now: 9.88e-06
+2025-01-03 02:08:32,619 - INFO - LRs are now: 9.88e-06
+2025-01-03 02:08:32,895 - INFO - LRs are now: 9.88e-06
+2025-01-03 02:08:33,093 - INFO - LRs are now: 9.88e-06
+2025-01-03 02:08:33,301 - INFO - LRs are now: 9.87e-06
+2025-01-03 02:08:33,502 - INFO - LRs are now: 9.87e-06
+2025-01-03 02:08:34,112 - INFO - LRs are now: 9.87e-06
+2025-01-03 02:08:34,419 - INFO - LRs are now: 9.87e-06
+2025-01-03 02:08:34,677 - INFO - LRs are now: 9.87e-06
+2025-01-03 02:08:34,951 - INFO - LRs are now: 9.87e-06
+2025-01-03 02:08:35,406 - INFO - LRs are now: 9.87e-06
+2025-01-03 02:08:36,395 - INFO - LRs are now: 9.87e-06
+2025-01-03 02:08:36,750 - INFO - LRs are now: 9.87e-06
+2025-01-03 02:08:37,028 - INFO - LRs are now: 9.87e-06
+2025-01-03 02:08:37,856 - INFO - LRs are now: 9.87e-06
+2025-01-03 02:08:38,382 - INFO - LRs are now: 9.87e-06
+2025-01-03 02:08:38,630 - INFO - LRs are now: 9.87e-06
+2025-01-03 02:08:39,013 - INFO - LRs are now: 9.86e-06
+2025-01-03 02:08:39,280 - INFO - LRs are now: 9.86e-06
+2025-01-03 02:08:40,151 - INFO - LRs are now: 9.86e-06
+2025-01-03 02:08:40,926 - INFO - LRs are now: 9.86e-06
+2025-01-03 02:08:41,264 - INFO - LRs are now: 9.86e-06
+2025-01-03 02:08:41,575 - INFO - LRs are now: 9.86e-06
+2025-01-03 02:08:41,843 - INFO - LRs are now: 9.86e-06
+2025-01-03 02:08:42,170 - INFO - LRs are now: 9.86e-06
+2025-01-03 02:08:42,661 - INFO - LRs are now: 9.86e-06
+2025-01-03 02:08:43,165 - INFO - LRs are now: 9.86e-06
+2025-01-03 02:08:43,549 - INFO - LRs are now: 9.86e-06
+2025-01-03 02:08:44,251 - INFO - LRs are now: 9.86e-06
+2025-01-03 02:08:44,626 - INFO - LRs are now: 9.86e-06
+2025-01-03 02:08:44,855 - INFO - LRs are now: 9.85e-06
+2025-01-03 02:08:45,058 - INFO - LRs are now: 9.85e-06
+2025-01-03 02:08:45,340 - INFO - LRs are now: 9.85e-06
+2025-01-03 02:08:45,597 - INFO - LRs are now: 9.85e-06
+2025-01-03 02:08:45,819 - INFO - LRs are now: 9.85e-06
+2025-01-03 02:08:46,165 - INFO - LRs are now: 9.85e-06
+2025-01-03 02:08:46,449 - INFO - LRs are now: 9.85e-06
+2025-01-03 02:08:47,022 - INFO - LRs are now: 9.85e-06
+2025-01-03 02:08:48,201 - INFO - LRs are now: 9.85e-06
+2025-01-03 02:08:48,558 - INFO - LRs are now: 9.85e-06
+2025-01-03 02:08:48,925 - INFO - LRs are now: 9.85e-06
+2025-01-03 02:08:49,141 - INFO - LRs are now: 9.85e-06
+2025-01-03 02:08:50,222 - INFO - LRs are now: 9.85e-06
+2025-01-03 02:08:50,612 - INFO - LRs are now: 9.85e-06
+2025-01-03 02:08:50,894 - INFO - LRs are now: 9.84e-06
+2025-01-03 02:08:51,319 - INFO - LRs are now: 9.84e-06
+2025-01-03 02:08:52,366 - INFO - LRs are now: 9.84e-06
+2025-01-03 02:08:52,854 - INFO - LRs are now: 9.84e-06
+2025-01-03 02:08:53,092 - INFO - LRs are now: 9.84e-06
+2025-01-03 02:08:53,515 - INFO - LRs are now: 9.84e-06
+2025-01-03 02:08:53,873 - INFO - LRs are now: 9.84e-06
+2025-01-03 02:08:54,398 - INFO - LRs are now: 9.84e-06
+2025-01-03 02:08:54,693 - INFO - LRs are now: 9.84e-06
+2025-01-03 02:08:55,065 - INFO - LRs are now: 9.84e-06
+2025-01-03 02:08:55,544 - INFO - LRs are now: 9.84e-06
+2025-01-03 02:08:55,798 - INFO - LRs are now: 9.84e-06
+2025-01-03 02:08:55,982 - INFO - LRs are now: 9.84e-06
+2025-01-03 02:08:56,198 - INFO - LRs are now: 9.83e-06
+2025-01-03 02:08:56,521 - INFO - LRs are now: 9.83e-06
+2025-01-03 02:08:57,699 - INFO - LRs are now: 9.83e-06
+2025-01-03 02:08:58,292 - INFO - LRs are now: 9.83e-06
+2025-01-03 02:08:58,683 - INFO - LRs are now: 9.83e-06
+2025-01-03 02:08:58,940 - INFO - LRs are now: 9.83e-06
+2025-01-03 02:08:59,565 - INFO - LRs are now: 9.83e-06
+2025-01-03 02:08:59,952 - INFO - LRs are now: 9.83e-06
+2025-01-03 02:09:00,576 - INFO - LRs are now: 9.83e-06
+2025-01-03 02:09:01,094 - INFO - LRs are now: 9.83e-06
+2025-01-03 02:09:01,360 - INFO - LRs are now: 9.83e-06
+2025-01-03 02:09:01,658 - INFO - LRs are now: 9.83e-06
+2025-01-03 02:09:01,932 - INFO - LRs are now: 9.83e-06
+2025-01-03 02:09:02,538 - INFO - LRs are now: 9.83e-06
+2025-01-03 02:09:02,867 - INFO - LRs are now: 9.82e-06
+2025-01-03 02:09:03,076 - INFO - LRs are now: 9.82e-06
+2025-01-03 02:09:03,266 - INFO - LRs are now: 9.82e-06
+2025-01-03 02:09:03,639 - INFO - LRs are now: 9.82e-06
+2025-01-03 02:09:03,867 - INFO - LRs are now: 9.82e-06
+2025-01-03 02:09:04,165 - INFO - LRs are now: 9.82e-06
+2025-01-03 02:09:04,404 - INFO - LRs are now: 9.82e-06
+2025-01-03 02:09:04,707 - INFO - LRs are now: 9.82e-06
+2025-01-03 02:09:04,961 - INFO - LRs are now: 9.82e-06
+2025-01-03 02:09:05,247 - INFO - LRs are now: 9.82e-06
+2025-01-03 02:09:05,818 - INFO - LRs are now: 9.82e-06
+2025-01-03 02:09:06,927 - INFO - LRs are now: 9.82e-06
+2025-01-03 02:09:07,356 - INFO - LRs are now: 9.82e-06
+2025-01-03 02:09:07,747 - INFO - LRs are now: 9.81e-06
+2025-01-03 02:09:08,054 - INFO - LRs are now: 9.81e-06
+2025-01-03 02:09:08,344 - INFO - LRs are now: 9.81e-06
+2025-01-03 02:09:09,278 - INFO - LRs are now: 9.81e-06
+2025-01-03 02:09:09,685 - INFO - LRs are now: 9.81e-06
+2025-01-03 02:09:09,923 - INFO - LRs are now: 9.81e-06
+2025-01-03 02:09:10,163 - INFO - LRs are now: 9.81e-06
+2025-01-03 02:09:10,501 - INFO - LRs are now: 9.81e-06
+2025-01-03 02:09:10,783 - INFO - LRs are now: 9.81e-06
+2025-01-03 02:09:10,972 - INFO - LRs are now: 9.81e-06
+2025-01-03 02:09:11,692 - INFO - LRs are now: 9.81e-06
+2025-01-03 02:09:12,230 - INFO - LRs are now: 9.81e-06
+2025-01-03 02:09:12,577 - INFO - LRs are now: 9.81e-06
+2025-01-03 02:09:12,810 - INFO - LRs are now: 9.81e-06
+2025-01-03 02:09:13,035 - INFO - LRs are now: 9.80e-06
+2025-01-03 02:09:13,361 - INFO - LRs are now: 9.80e-06
+2025-01-03 02:09:14,256 - INFO - LRs are now: 9.80e-06
+2025-01-03 02:09:14,610 - INFO - LRs are now: 9.80e-06
+2025-01-03 02:09:14,855 - INFO - LRs are now: 9.80e-06
+2025-01-03 02:09:16,287 - INFO - LRs are now: 9.80e-06
+2025-01-03 02:09:16,798 - INFO - LRs are now: 9.80e-06
+2025-01-03 02:09:17,058 - INFO - LRs are now: 9.80e-06
+2025-01-03 02:09:17,257 - INFO - LRs are now: 9.80e-06
+2025-01-03 02:09:17,596 - INFO - LRs are now: 9.80e-06
+2025-01-03 02:09:18,178 - INFO - LRs are now: 9.80e-06
+2025-01-03 02:09:19,080 - INFO - LRs are now: 9.80e-06
+2025-01-03 02:09:20,397 - INFO - LRs are now: 9.80e-06
+2025-01-03 02:09:20,872 - INFO - LRs are now: 9.79e-06
+2025-01-03 02:09:21,097 - INFO - LRs are now: 9.79e-06
+2025-01-03 02:09:21,414 - INFO - LRs are now: 9.79e-06
+2025-01-03 02:09:21,660 - INFO - LRs are now: 9.79e-06
+2025-01-03 02:09:21,927 - INFO - LRs are now: 9.79e-06
+2025-01-03 02:09:23,028 - INFO - LRs are now: 9.79e-06
+2025-01-03 02:09:23,397 - INFO - LRs are now: 9.79e-06
+2025-01-03 02:09:23,556 - INFO - LRs are now: 9.79e-06
+2025-01-03 02:09:23,984 - INFO - LRs are now: 9.79e-06
+2025-01-03 02:09:24,515 - INFO - LRs are now: 9.79e-06
+2025-01-03 02:09:24,851 - INFO - LRs are now: 9.79e-06
+2025-01-03 02:09:25,841 - INFO - LRs are now: 9.79e-06
+2025-01-03 02:09:26,337 - INFO - LRs are now: 9.79e-06
+2025-01-03 02:09:26,650 - INFO - LRs are now: 9.79e-06
+2025-01-03 02:09:26,893 - INFO - LRs are now: 9.78e-06
+2025-01-03 02:09:27,258 - INFO - LRs are now: 9.78e-06
+2025-01-03 02:09:27,709 - INFO - LRs are now: 9.78e-06
+2025-01-03 02:09:28,364 - INFO - LRs are now: 9.78e-06
+2025-01-03 02:09:29,614 - INFO - LRs are now: 9.78e-06
+2025-01-03 02:09:30,299 - INFO - LRs are now: 9.78e-06
+2025-01-03 02:09:30,582 - INFO - LRs are now: 9.78e-06
+2025-01-03 02:09:31,306 - INFO - LRs are now: 9.78e-06
+2025-01-03 02:09:31,681 - INFO - LRs are now: 9.78e-06
+2025-01-03 02:09:32,107 - INFO - LRs are now: 9.78e-06
+2025-01-03 02:09:33,459 - INFO - LRs are now: 9.78e-06
+2025-01-03 02:09:33,937 - INFO - LRs are now: 9.78e-06
+2025-01-03 02:09:34,412 - INFO - LRs are now: 9.78e-06
+2025-01-03 02:09:35,020 - INFO - LRs are now: 9.78e-06
+2025-01-03 02:09:35,578 - INFO - LRs are now: 9.77e-06
+2025-01-03 02:09:35,852 - INFO - LRs are now: 9.77e-06
+2025-01-03 02:09:36,266 - INFO - LRs are now: 9.77e-06
+2025-01-03 02:09:36,498 - INFO - LRs are now: 9.77e-06
+2025-01-03 02:09:36,822 - INFO - LRs are now: 9.77e-06
+2025-01-03 02:09:37,029 - INFO - LRs are now: 9.77e-06
+2025-01-03 02:09:37,913 - INFO - LRs are now: 9.77e-06
+2025-01-03 02:09:39,176 - INFO - LRs are now: 9.77e-06
+2025-01-03 02:09:39,727 - INFO - LRs are now: 9.77e-06
+2025-01-03 02:09:40,759 - INFO - LRs are now: 9.77e-06
+2025-01-03 02:09:41,224 - INFO - LRs are now: 9.77e-06
+2025-01-03 02:09:41,651 - INFO - LRs are now: 9.77e-06
+2025-01-03 02:09:41,909 - INFO - LRs are now: 9.77e-06
+2025-01-03 02:09:42,249 - INFO - LRs are now: 9.76e-06
+2025-01-03 02:09:42,607 - INFO - LRs are now: 9.76e-06
+2025-01-03 02:09:42,931 - INFO - LRs are now: 9.76e-06
+2025-01-03 02:09:43,473 - INFO - LRs are now: 9.76e-06
+2025-01-03 02:09:43,894 - INFO - LRs are now: 9.76e-06
+2025-01-03 02:09:44,181 - INFO - LRs are now: 9.76e-06
+2025-01-03 02:09:45,124 - INFO - LRs are now: 9.76e-06
+2025-01-03 02:09:45,964 - INFO - LRs are now: 9.76e-06
+2025-01-03 02:09:46,324 - INFO - LRs are now: 9.76e-06
+2025-01-03 02:09:46,513 - INFO - LRs are now: 9.76e-06
+2025-01-03 02:09:46,898 - INFO - LRs are now: 9.76e-06
+2025-01-03 02:09:47,646 - INFO - LRs are now: 9.76e-06
+2025-01-03 02:09:47,911 - INFO - LRs are now: 9.76e-06
+2025-01-03 02:09:48,584 - INFO - LRs are now: 9.76e-06
+2025-01-03 02:09:49,040 - INFO - LRs are now: 9.75e-06
+2025-01-03 02:09:49,274 - INFO - LRs are now: 9.75e-06
+2025-01-03 02:09:50,157 - INFO - LRs are now: 9.75e-06
+2025-01-03 02:09:50,554 - INFO - LRs are now: 9.75e-06
+2025-01-03 02:09:50,791 - INFO - LRs are now: 9.75e-06
+2025-01-03 02:09:51,726 - INFO - LRs are now: 9.75e-06
+2025-01-03 02:09:53,031 - INFO - LRs are now: 9.75e-06
+2025-01-03 02:09:53,741 - INFO - LRs are now: 9.75e-06
+2025-01-03 02:09:54,000 - INFO - LRs are now: 9.75e-06
+2025-01-03 02:09:54,429 - INFO - LRs are now: 9.75e-06
+2025-01-03 02:09:54,705 - INFO - LRs are now: 9.75e-06
+2025-01-03 02:09:55,098 - INFO - LRs are now: 9.75e-06
+2025-01-03 02:09:55,560 - INFO - LRs are now: 9.75e-06
+2025-01-03 02:09:55,999 - INFO - LRs are now: 9.75e-06
+2025-01-03 02:09:56,252 - INFO - LRs are now: 9.74e-06
+2025-01-03 02:09:56,442 - INFO - LRs are now: 9.74e-06
+2025-01-03 02:09:56,647 - INFO - LRs are now: 9.74e-06
+2025-01-03 02:09:56,899 - INFO - LRs are now: 9.74e-06
+2025-01-03 02:09:57,889 - INFO - LRs are now: 9.74e-06
+2025-01-03 02:09:58,695 - INFO - LRs are now: 9.74e-06
+2025-01-03 02:09:58,967 - INFO - LRs are now: 9.74e-06
+2025-01-03 02:09:59,556 - INFO - LRs are now: 9.74e-06
+2025-01-03 02:09:59,629 - INFO - Training epoch 27 finished. (Took 2.0 mins.)
+2025-01-03 02:09:59,630 - INFO - loss_train: 202.1
+2025-01-03 02:09:59,631 - INFO - heads-fscore_train: 82.51%
+2025-01-03 02:09:59,633 - INFO - labels-fscore_train: 88.07%
+2025-01-03 02:09:59,634 - INFO - aggregate_train: 72.67%
+2025-01-03 02:10:05,309 - INFO - Validation epoch 27 finished. (Took 0.1 mins.)
+2025-01-03 02:10:05,310 - INFO - loss_valid: 15.6
+2025-01-03 02:10:05,312 - INFO - heads-fscore_valid: 80.41%
+2025-01-03 02:10:05,313 - INFO - labels-fscore_valid: 86.58%
+2025-01-03 02:10:05,314 - INFO - aggregate_valid: 69.61%
+2025-01-03 02:10:06,243 - INFO - LRs are now: 9.74e-06
+2025-01-03 02:10:06,747 - INFO - LRs are now: 9.74e-06
+2025-01-03 02:10:07,006 - INFO - LRs are now: 9.74e-06
+2025-01-03 02:10:07,203 - INFO - LRs are now: 9.74e-06
+2025-01-03 02:10:07,521 - INFO - LRs are now: 9.74e-06
+2025-01-03 02:10:08,790 - INFO - LRs are now: 9.74e-06
+2025-01-03 02:10:09,190 - INFO - LRs are now: 9.73e-06
+2025-01-03 02:10:09,363 - INFO - LRs are now: 9.73e-06
+2025-01-03 02:10:09,613 - INFO - LRs are now: 9.73e-06
+2025-01-03 02:10:09,939 - INFO - LRs are now: 9.73e-06
+2025-01-03 02:10:10,436 - INFO - LRs are now: 9.73e-06
+2025-01-03 02:10:10,715 - INFO - LRs are now: 9.73e-06
+2025-01-03 02:10:11,046 - INFO - LRs are now: 9.73e-06
+2025-01-03 02:10:11,291 - INFO - LRs are now: 9.73e-06
+2025-01-03 02:10:11,469 - INFO - LRs are now: 9.73e-06
+2025-01-03 02:10:11,765 - INFO - LRs are now: 9.73e-06
+2025-01-03 02:10:12,041 - INFO - LRs are now: 9.73e-06
+2025-01-03 02:10:12,262 - INFO - LRs are now: 9.73e-06
+2025-01-03 02:10:12,582 - INFO - LRs are now: 9.73e-06
+2025-01-03 02:10:12,832 - INFO - LRs are now: 9.73e-06
+2025-01-03 02:10:13,084 - INFO - LRs are now: 9.72e-06
+2025-01-03 02:10:13,285 - INFO - LRs are now: 9.72e-06
+2025-01-03 02:10:13,580 - INFO - LRs are now: 9.72e-06
+2025-01-03 02:10:13,814 - INFO - LRs are now: 9.72e-06
+2025-01-03 02:10:14,793 - INFO - LRs are now: 9.72e-06
+2025-01-03 02:10:15,552 - INFO - LRs are now: 9.72e-06
+2025-01-03 02:10:15,836 - INFO - LRs are now: 9.72e-06
+2025-01-03 02:10:16,043 - INFO - LRs are now: 9.72e-06
+2025-01-03 02:10:16,531 - INFO - LRs are now: 9.72e-06
+2025-01-03 02:10:16,849 - INFO - LRs are now: 9.72e-06
+2025-01-03 02:10:17,271 - INFO - LRs are now: 9.72e-06
+2025-01-03 02:10:17,675 - INFO - LRs are now: 9.72e-06
+2025-01-03 02:10:19,195 - INFO - LRs are now: 9.72e-06
+2025-01-03 02:10:20,115 - INFO - LRs are now: 9.72e-06
+2025-01-03 02:10:20,517 - INFO - LRs are now: 9.71e-06
+2025-01-03 02:10:21,078 - INFO - LRs are now: 9.71e-06
+2025-01-03 02:10:21,337 - INFO - LRs are now: 9.71e-06
+2025-01-03 02:10:21,516 - INFO - LRs are now: 9.71e-06
+2025-01-03 02:10:21,944 - INFO - LRs are now: 9.71e-06
+2025-01-03 02:10:23,295 - INFO - LRs are now: 9.71e-06
+2025-01-03 02:10:23,806 - INFO - LRs are now: 9.71e-06
+2025-01-03 02:10:24,842 - INFO - LRs are now: 9.71e-06
+2025-01-03 02:10:25,284 - INFO - LRs are now: 9.71e-06
+2025-01-03 02:10:25,616 - INFO - LRs are now: 9.71e-06
+2025-01-03 02:10:25,901 - INFO - LRs are now: 9.71e-06
+2025-01-03 02:10:26,997 - INFO - LRs are now: 9.71e-06
+2025-01-03 02:10:27,494 - INFO - LRs are now: 9.71e-06
+2025-01-03 02:10:28,041 - INFO - LRs are now: 9.70e-06
+2025-01-03 02:10:28,313 - INFO - LRs are now: 9.70e-06
+2025-01-03 02:10:28,612 - INFO - LRs are now: 9.70e-06
+2025-01-03 02:10:28,897 - INFO - LRs are now: 9.70e-06
+2025-01-03 02:10:29,298 - INFO - LRs are now: 9.70e-06
+2025-01-03 02:10:29,550 - INFO - LRs are now: 9.70e-06
+2025-01-03 02:10:29,883 - INFO - LRs are now: 9.70e-06
+2025-01-03 02:10:30,427 - INFO - LRs are now: 9.70e-06
+2025-01-03 02:10:30,692 - INFO - LRs are now: 9.70e-06
+2025-01-03 02:10:30,910 - INFO - LRs are now: 9.70e-06
+2025-01-03 02:10:31,206 - INFO - LRs are now: 9.70e-06
+2025-01-03 02:10:31,676 - INFO - LRs are now: 9.70e-06
+2025-01-03 02:10:32,265 - INFO - LRs are now: 9.70e-06
+2025-01-03 02:10:32,561 - INFO - LRs are now: 9.70e-06
+2025-01-03 02:10:32,794 - INFO - LRs are now: 9.70e-06
+2025-01-03 02:10:33,384 - INFO - LRs are now: 9.69e-06
+2025-01-03 02:10:34,950 - INFO - LRs are now: 9.69e-06
+2025-01-03 02:10:35,963 - INFO - LRs are now: 9.69e-06
+2025-01-03 02:10:36,280 - INFO - LRs are now: 9.69e-06
+2025-01-03 02:10:36,549 - INFO - LRs are now: 9.69e-06
+2025-01-03 02:10:36,883 - INFO - LRs are now: 9.69e-06
+2025-01-03 02:10:37,214 - INFO - LRs are now: 9.69e-06
+2025-01-03 02:10:37,539 - INFO - LRs are now: 9.69e-06
+2025-01-03 02:10:37,799 - INFO - LRs are now: 9.69e-06
+2025-01-03 02:10:38,147 - INFO - LRs are now: 9.69e-06
+2025-01-03 02:10:39,283 - INFO - LRs are now: 9.69e-06
+2025-01-03 02:10:40,764 - INFO - LRs are now: 9.69e-06
+2025-01-03 02:10:41,336 - INFO - LRs are now: 9.69e-06
+2025-01-03 02:10:41,584 - INFO - LRs are now: 9.69e-06
+2025-01-03 02:10:41,745 - INFO - LRs are now: 9.68e-06
+2025-01-03 02:10:41,899 - INFO - LRs are now: 9.68e-06
+2025-01-03 02:10:42,258 - INFO - LRs are now: 9.68e-06
+2025-01-03 02:10:43,417 - INFO - LRs are now: 9.68e-06
+2025-01-03 02:10:44,781 - INFO - LRs are now: 9.68e-06
+2025-01-03 02:10:45,195 - INFO - LRs are now: 9.68e-06
+2025-01-03 02:10:45,385 - INFO - LRs are now: 9.68e-06
+2025-01-03 02:10:46,356 - INFO - LRs are now: 9.68e-06
+2025-01-03 02:10:46,950 - INFO - LRs are now: 9.68e-06
+2025-01-03 02:10:47,496 - INFO - LRs are now: 9.68e-06
+2025-01-03 02:10:47,900 - INFO - LRs are now: 9.68e-06
+2025-01-03 02:10:48,129 - INFO - LRs are now: 9.68e-06
+2025-01-03 02:10:48,308 - INFO - LRs are now: 9.68e-06
+2025-01-03 02:10:48,528 - INFO - LRs are now: 9.68e-06
+2025-01-03 02:10:48,728 - INFO - LRs are now: 9.67e-06
+2025-01-03 02:10:48,910 - INFO - LRs are now: 9.67e-06
+2025-01-03 02:10:49,116 - INFO - LRs are now: 9.67e-06
+2025-01-03 02:10:49,330 - INFO - LRs are now: 9.67e-06
+2025-01-03 02:10:49,812 - INFO - LRs are now: 9.67e-06
+2025-01-03 02:10:50,106 - INFO - LRs are now: 9.67e-06
+2025-01-03 02:10:50,629 - INFO - LRs are now: 9.67e-06
+2025-01-03 02:10:51,077 - INFO - LRs are now: 9.67e-06
+2025-01-03 02:10:51,631 - INFO - LRs are now: 9.67e-06
+2025-01-03 02:10:52,278 - INFO - LRs are now: 9.67e-06
+2025-01-03 02:10:52,993 - INFO - LRs are now: 9.67e-06
+2025-01-03 02:10:53,513 - INFO - LRs are now: 9.67e-06
+2025-01-03 02:10:53,882 - INFO - LRs are now: 9.67e-06
+2025-01-03 02:10:54,334 - INFO - LRs are now: 9.67e-06
+2025-01-03 02:10:55,951 - INFO - LRs are now: 9.66e-06
+2025-01-03 02:10:56,898 - INFO - LRs are now: 9.66e-06
+2025-01-03 02:10:57,333 - INFO - LRs are now: 9.66e-06
+2025-01-03 02:10:57,640 - INFO - LRs are now: 9.66e-06
+2025-01-03 02:10:57,902 - INFO - LRs are now: 9.66e-06
+2025-01-03 02:10:58,162 - INFO - LRs are now: 9.66e-06
+2025-01-03 02:10:58,431 - INFO - LRs are now: 9.66e-06
+2025-01-03 02:10:58,679 - INFO - LRs are now: 9.66e-06
+2025-01-03 02:10:58,882 - INFO - LRs are now: 9.66e-06
+2025-01-03 02:10:59,231 - INFO - LRs are now: 9.66e-06
+2025-01-03 02:10:59,445 - INFO - LRs are now: 9.66e-06
+2025-01-03 02:10:59,809 - INFO - LRs are now: 9.66e-06
+2025-01-03 02:11:00,078 - INFO - LRs are now: 9.66e-06
+2025-01-03 02:11:00,459 - INFO - LRs are now: 9.66e-06
+2025-01-03 02:11:00,748 - INFO - LRs are now: 9.65e-06
+2025-01-03 02:11:01,003 - INFO - LRs are now: 9.65e-06
+2025-01-03 02:11:01,247 - INFO - LRs are now: 9.65e-06
+2025-01-03 02:11:02,431 - INFO - LRs are now: 9.65e-06
+2025-01-03 02:11:03,279 - INFO - LRs are now: 9.65e-06
+2025-01-03 02:11:03,552 - INFO - LRs are now: 9.65e-06
+2025-01-03 02:11:03,793 - INFO - LRs are now: 9.65e-06
+2025-01-03 02:11:03,984 - INFO - LRs are now: 9.65e-06
+2025-01-03 02:11:04,218 - INFO - LRs are now: 9.65e-06
+2025-01-03 02:11:04,655 - INFO - LRs are now: 9.65e-06
+2025-01-03 02:11:05,145 - INFO - LRs are now: 9.65e-06
+2025-01-03 02:11:05,533 - INFO - LRs are now: 9.65e-06
+2025-01-03 02:11:05,775 - INFO - LRs are now: 9.65e-06
+2025-01-03 02:11:06,071 - INFO - LRs are now: 9.65e-06
+2025-01-03 02:11:06,710 - INFO - LRs are now: 9.64e-06
+2025-01-03 02:11:07,104 - INFO - LRs are now: 9.64e-06
+2025-01-03 02:11:07,306 - INFO - LRs are now: 9.64e-06
+2025-01-03 02:11:07,578 - INFO - LRs are now: 9.64e-06
+2025-01-03 02:11:07,841 - INFO - LRs are now: 9.64e-06
+2025-01-03 02:11:08,074 - INFO - LRs are now: 9.64e-06
+2025-01-03 02:11:08,307 - INFO - LRs are now: 9.64e-06
+2025-01-03 02:11:08,784 - INFO - LRs are now: 9.64e-06
+2025-01-03 02:11:09,018 - INFO - LRs are now: 9.64e-06
+2025-01-03 02:11:09,980 - INFO - LRs are now: 9.64e-06
+2025-01-03 02:11:10,897 - INFO - LRs are now: 9.64e-06
+2025-01-03 02:11:11,257 - INFO - LRs are now: 9.64e-06
+2025-01-03 02:11:11,488 - INFO - LRs are now: 9.64e-06
+2025-01-03 02:11:11,880 - INFO - LRs are now: 9.64e-06
+2025-01-03 02:11:12,253 - INFO - LRs are now: 9.64e-06
+2025-01-03 02:11:12,674 - INFO - LRs are now: 9.63e-06
+2025-01-03 02:11:13,331 - INFO - LRs are now: 9.63e-06
+2025-01-03 02:11:13,671 - INFO - LRs are now: 9.63e-06
+2025-01-03 02:11:13,871 - INFO - LRs are now: 9.63e-06
+2025-01-03 02:11:14,468 - INFO - LRs are now: 9.63e-06
+2025-01-03 02:11:15,053 - INFO - LRs are now: 9.63e-06
+2025-01-03 02:11:15,549 - INFO - LRs are now: 9.63e-06
+2025-01-03 02:11:15,858 - INFO - LRs are now: 9.63e-06
+2025-01-03 02:11:16,812 - INFO - LRs are now: 9.63e-06
+2025-01-03 02:11:17,224 - INFO - LRs are now: 9.63e-06
+2025-01-03 02:11:17,482 - INFO - LRs are now: 9.63e-06
+2025-01-03 02:11:18,187 - INFO - LRs are now: 9.63e-06
+2025-01-03 02:11:18,462 - INFO - LRs are now: 9.63e-06
+2025-01-03 02:11:18,643 - INFO - LRs are now: 9.63e-06
+2025-01-03 02:11:18,891 - INFO - LRs are now: 9.62e-06
+2025-01-03 02:11:19,914 - INFO - LRs are now: 9.62e-06
+2025-01-03 02:11:20,392 - INFO - LRs are now: 9.62e-06
+2025-01-03 02:11:21,499 - INFO - LRs are now: 9.62e-06
+2025-01-03 02:11:22,022 - INFO - LRs are now: 9.62e-06
+2025-01-03 02:11:22,590 - INFO - LRs are now: 9.62e-06
+2025-01-03 02:11:23,028 - INFO - LRs are now: 9.62e-06
+2025-01-03 02:11:23,332 - INFO - LRs are now: 9.62e-06
+2025-01-03 02:11:23,775 - INFO - LRs are now: 9.62e-06
+2025-01-03 02:11:24,351 - INFO - LRs are now: 9.62e-06
+2025-01-03 02:11:24,833 - INFO - LRs are now: 9.62e-06
+2025-01-03 02:11:25,112 - INFO - LRs are now: 9.62e-06
+2025-01-03 02:11:25,456 - INFO - LRs are now: 9.62e-06
+2025-01-03 02:11:25,927 - INFO - LRs are now: 9.62e-06
+2025-01-03 02:11:26,248 - INFO - LRs are now: 9.61e-06
+2025-01-03 02:11:27,429 - INFO - LRs are now: 9.61e-06
+2025-01-03 02:11:27,942 - INFO - LRs are now: 9.61e-06
+2025-01-03 02:11:28,179 - INFO - LRs are now: 9.61e-06
+2025-01-03 02:11:29,376 - INFO - LRs are now: 9.61e-06
+2025-01-03 02:11:30,065 - INFO - LRs are now: 9.61e-06
+2025-01-03 02:11:30,406 - INFO - LRs are now: 9.61e-06
+2025-01-03 02:11:30,665 - INFO - LRs are now: 9.61e-06
+2025-01-03 02:11:30,992 - INFO - LRs are now: 9.61e-06
+2025-01-03 02:11:31,525 - INFO - LRs are now: 9.61e-06
+2025-01-03 02:11:31,902 - INFO - LRs are now: 9.61e-06
+2025-01-03 02:11:32,381 - INFO - LRs are now: 9.61e-06
+2025-01-03 02:11:33,339 - INFO - LRs are now: 9.61e-06
+2025-01-03 02:11:34,059 - INFO - LRs are now: 9.61e-06
+2025-01-03 02:11:35,101 - INFO - LRs are now: 9.61e-06
+2025-01-03 02:11:35,474 - INFO - LRs are now: 9.60e-06
+2025-01-03 02:11:35,753 - INFO - LRs are now: 9.60e-06
+2025-01-03 02:11:36,965 - INFO - LRs are now: 9.60e-06
+2025-01-03 02:11:37,395 - INFO - LRs are now: 9.60e-06
+2025-01-03 02:11:37,588 - INFO - LRs are now: 9.60e-06
+2025-01-03 02:11:38,381 - INFO - LRs are now: 9.60e-06
+2025-01-03 02:11:39,498 - INFO - LRs are now: 9.60e-06
+2025-01-03 02:11:39,936 - INFO - LRs are now: 9.60e-06
+2025-01-03 02:11:40,170 - INFO - LRs are now: 9.60e-06
+2025-01-03 02:11:40,398 - INFO - LRs are now: 9.60e-06
+2025-01-03 02:11:40,615 - INFO - LRs are now: 9.60e-06
+2025-01-03 02:11:41,210 - INFO - LRs are now: 9.60e-06
+2025-01-03 02:11:41,527 - INFO - LRs are now: 9.60e-06
+2025-01-03 02:11:42,129 - INFO - LRs are now: 9.60e-06
+2025-01-03 02:11:42,463 - INFO - LRs are now: 9.59e-06
+2025-01-03 02:11:42,766 - INFO - LRs are now: 9.59e-06
+2025-01-03 02:11:43,012 - INFO - LRs are now: 9.59e-06
+2025-01-03 02:11:43,327 - INFO - LRs are now: 9.59e-06
+2025-01-03 02:11:43,541 - INFO - LRs are now: 9.59e-06
+2025-01-03 02:11:43,713 - INFO - LRs are now: 9.59e-06
+2025-01-03 02:11:43,941 - INFO - LRs are now: 9.59e-06
+2025-01-03 02:11:44,165 - INFO - LRs are now: 9.59e-06
+2025-01-03 02:11:44,604 - INFO - LRs are now: 9.59e-06
+2025-01-03 02:11:44,933 - INFO - LRs are now: 9.59e-06
+2025-01-03 02:11:45,535 - INFO - LRs are now: 9.59e-06
+2025-01-03 02:11:46,317 - INFO - LRs are now: 9.59e-06
+2025-01-03 02:11:46,706 - INFO - LRs are now: 9.59e-06
+2025-01-03 02:11:46,931 - INFO - LRs are now: 9.59e-06
+2025-01-03 02:11:47,683 - INFO - LRs are now: 9.59e-06
+2025-01-03 02:11:48,108 - INFO - LRs are now: 9.58e-06
+2025-01-03 02:11:48,383 - INFO - LRs are now: 9.58e-06
+2025-01-03 02:11:48,742 - INFO - LRs are now: 9.58e-06
+2025-01-03 02:11:49,247 - INFO - LRs are now: 9.58e-06
+2025-01-03 02:11:49,974 - INFO - LRs are now: 9.58e-06
+2025-01-03 02:11:50,307 - INFO - LRs are now: 9.58e-06
+2025-01-03 02:11:50,596 - INFO - LRs are now: 9.58e-06
+2025-01-03 02:11:51,079 - INFO - LRs are now: 9.58e-06
+2025-01-03 02:11:51,329 - INFO - LRs are now: 9.58e-06
+2025-01-03 02:11:51,681 - INFO - LRs are now: 9.58e-06
+2025-01-03 02:11:52,016 - INFO - LRs are now: 9.58e-06
+2025-01-03 02:11:53,059 - INFO - LRs are now: 9.58e-06
+2025-01-03 02:11:53,776 - INFO - LRs are now: 9.58e-06
+2025-01-03 02:11:54,057 - INFO - LRs are now: 9.58e-06
+2025-01-03 02:11:54,243 - INFO - LRs are now: 9.57e-06
+2025-01-03 02:11:55,201 - INFO - LRs are now: 9.57e-06
+2025-01-03 02:11:55,613 - INFO - LRs are now: 9.57e-06
+2025-01-03 02:11:56,787 - INFO - LRs are now: 9.57e-06
+2025-01-03 02:11:57,341 - INFO - LRs are now: 9.57e-06
+2025-01-03 02:11:57,769 - INFO - LRs are now: 9.57e-06
+2025-01-03 02:11:57,987 - INFO - LRs are now: 9.57e-06
+2025-01-03 02:11:59,195 - INFO - LRs are now: 9.57e-06
+2025-01-03 02:11:59,555 - INFO - LRs are now: 9.57e-06
+2025-01-03 02:12:00,312 - INFO - LRs are now: 9.57e-06
+2025-01-03 02:12:00,839 - INFO - LRs are now: 9.57e-06
+2025-01-03 02:12:01,273 - INFO - LRs are now: 9.57e-06
+2025-01-03 02:12:01,909 - INFO - LRs are now: 9.57e-06
+2025-01-03 02:12:02,176 - INFO - LRs are now: 9.57e-06
+2025-01-03 02:12:02,930 - INFO - LRs are now: 9.57e-06
+2025-01-03 02:12:03,278 - INFO - LRs are now: 9.56e-06
+2025-01-03 02:12:03,888 - INFO - LRs are now: 9.56e-06
+2025-01-03 02:12:03,936 - INFO - Training epoch 28 finished. (Took 2.0 mins.)
+2025-01-03 02:12:03,936 - INFO - loss_train: 195.8
+2025-01-03 02:12:03,938 - INFO - heads-fscore_train: 82.83%
+2025-01-03 02:12:03,941 - INFO - labels-fscore_train: 88.11%
+2025-01-03 02:12:03,942 - INFO - aggregate_train: 72.98%
+2025-01-03 02:12:08,405 - INFO - Validation epoch 28 finished. (Took 0.1 mins.)
+2025-01-03 02:12:08,405 - INFO - loss_valid: 15.92
+2025-01-03 02:12:08,407 - INFO - heads-fscore_valid: 80.48%
+2025-01-03 02:12:08,408 - INFO - labels-fscore_valid: 86.26%
+2025-01-03 02:12:08,409 - INFO - aggregate_valid: 69.42%
+2025-01-03 02:12:09,746 - INFO - LRs are now: 9.56e-06
+2025-01-03 02:12:10,344 - INFO - LRs are now: 9.56e-06
+2025-01-03 02:12:10,635 - INFO - LRs are now: 9.56e-06
+2025-01-03 02:12:10,973 - INFO - LRs are now: 9.56e-06
+2025-01-03 02:12:12,036 - INFO - LRs are now: 9.56e-06
+2025-01-03 02:12:12,460 - INFO - LRs are now: 9.56e-06
+2025-01-03 02:12:12,657 - INFO - LRs are now: 9.56e-06
+2025-01-03 02:12:12,847 - INFO - LRs are now: 9.56e-06
+2025-01-03 02:12:13,208 - INFO - LRs are now: 9.56e-06
+2025-01-03 02:12:13,772 - INFO - LRs are now: 9.56e-06
+2025-01-03 02:12:14,031 - INFO - LRs are now: 9.56e-06
+2025-01-03 02:12:14,242 - INFO - LRs are now: 9.56e-06
+2025-01-03 02:12:14,452 - INFO - LRs are now: 9.56e-06
+2025-01-03 02:12:14,661 - INFO - LRs are now: 9.55e-06
+2025-01-03 02:12:15,045 - INFO - LRs are now: 9.55e-06
+2025-01-03 02:12:15,507 - INFO - LRs are now: 9.55e-06
+2025-01-03 02:12:16,523 - INFO - LRs are now: 9.55e-06
+2025-01-03 02:12:16,903 - INFO - LRs are now: 9.55e-06
+2025-01-03 02:12:17,429 - INFO - LRs are now: 9.55e-06
+2025-01-03 02:12:17,860 - INFO - LRs are now: 9.55e-06
+2025-01-03 02:12:18,213 - INFO - LRs are now: 9.55e-06
+2025-01-03 02:12:18,427 - INFO - LRs are now: 9.55e-06
+2025-01-03 02:12:18,630 - INFO - LRs are now: 9.55e-06
+2025-01-03 02:12:18,889 - INFO - LRs are now: 9.55e-06
+2025-01-03 02:12:19,238 - INFO - LRs are now: 9.55e-06
+2025-01-03 02:12:19,494 - INFO - LRs are now: 9.55e-06
+2025-01-03 02:12:19,714 - INFO - LRs are now: 9.55e-06
+2025-01-03 02:12:19,975 - INFO - LRs are now: 9.54e-06
+2025-01-03 02:12:21,419 - INFO - LRs are now: 9.54e-06
+2025-01-03 02:12:22,113 - INFO - LRs are now: 9.54e-06
+2025-01-03 02:12:22,787 - INFO - LRs are now: 9.54e-06
+2025-01-03 02:12:23,671 - INFO - LRs are now: 9.54e-06
+2025-01-03 02:12:24,053 - INFO - LRs are now: 9.54e-06
+2025-01-03 02:12:24,325 - INFO - LRs are now: 9.54e-06
+2025-01-03 02:12:24,752 - INFO - LRs are now: 9.54e-06
+2025-01-03 02:12:25,044 - INFO - LRs are now: 9.54e-06
+2025-01-03 02:12:25,367 - INFO - LRs are now: 9.54e-06
+2025-01-03 02:12:25,831 - INFO - LRs are now: 9.54e-06
+2025-01-03 02:12:26,079 - INFO - LRs are now: 9.54e-06
+2025-01-03 02:12:27,123 - INFO - LRs are now: 9.54e-06
+2025-01-03 02:12:27,986 - INFO - LRs are now: 9.54e-06
+2025-01-03 02:12:28,280 - INFO - LRs are now: 9.54e-06
+2025-01-03 02:12:28,840 - INFO - LRs are now: 9.53e-06
+2025-01-03 02:12:29,306 - INFO - LRs are now: 9.53e-06
+2025-01-03 02:12:29,549 - INFO - LRs are now: 9.53e-06
+2025-01-03 02:12:29,748 - INFO - LRs are now: 9.53e-06
+2025-01-03 02:12:30,744 - INFO - LRs are now: 9.53e-06
+2025-01-03 02:12:31,209 - INFO - LRs are now: 9.53e-06
+2025-01-03 02:12:31,734 - INFO - LRs are now: 9.53e-06
+2025-01-03 02:12:32,241 - INFO - LRs are now: 9.53e-06
+2025-01-03 02:12:32,551 - INFO - LRs are now: 9.53e-06
+2025-01-03 02:12:32,941 - INFO - LRs are now: 9.53e-06
+2025-01-03 02:12:33,216 - INFO - LRs are now: 9.53e-06
+2025-01-03 02:12:33,473 - INFO - LRs are now: 9.53e-06
+2025-01-03 02:12:33,778 - INFO - LRs are now: 9.53e-06
+2025-01-03 02:12:34,237 - INFO - LRs are now: 9.53e-06
+2025-01-03 02:12:35,452 - INFO - LRs are now: 9.53e-06
+2025-01-03 02:12:36,509 - INFO - LRs are now: 9.52e-06
+2025-01-03 02:12:37,768 - INFO - LRs are now: 9.52e-06
+2025-01-03 02:12:38,224 - INFO - LRs are now: 9.52e-06
+2025-01-03 02:12:38,460 - INFO - LRs are now: 9.52e-06
+2025-01-03 02:12:38,696 - INFO - LRs are now: 9.52e-06
+2025-01-03 02:12:39,085 - INFO - LRs are now: 9.52e-06
+2025-01-03 02:12:39,415 - INFO - LRs are now: 9.52e-06
+2025-01-03 02:12:39,649 - INFO - LRs are now: 9.52e-06
+2025-01-03 02:12:40,460 - INFO - LRs are now: 9.52e-06
+2025-01-03 02:12:41,492 - INFO - LRs are now: 9.52e-06
+2025-01-03 02:12:41,920 - INFO - LRs are now: 9.52e-06
+2025-01-03 02:12:42,553 - INFO - LRs are now: 9.52e-06
+2025-01-03 02:12:43,018 - INFO - LRs are now: 9.52e-06
+2025-01-03 02:12:43,391 - INFO - LRs are now: 9.52e-06
+2025-01-03 02:12:43,943 - INFO - LRs are now: 9.52e-06
+2025-01-03 02:12:44,909 - INFO - LRs are now: 9.51e-06
+2025-01-03 02:12:45,996 - INFO - LRs are now: 9.51e-06
+2025-01-03 02:12:46,459 - INFO - LRs are now: 9.51e-06
+2025-01-03 02:12:46,757 - INFO - LRs are now: 9.51e-06
+2025-01-03 02:12:46,961 - INFO - LRs are now: 9.51e-06
+2025-01-03 02:12:47,570 - INFO - LRs are now: 9.51e-06
+2025-01-03 02:12:47,858 - INFO - LRs are now: 9.51e-06
+2025-01-03 02:12:48,068 - INFO - LRs are now: 9.51e-06
+2025-01-03 02:12:49,128 - INFO - LRs are now: 9.51e-06
+2025-01-03 02:12:49,488 - INFO - LRs are now: 9.51e-06
+2025-01-03 02:12:49,831 - INFO - LRs are now: 9.51e-06
+2025-01-03 02:12:50,091 - INFO - LRs are now: 9.51e-06
+2025-01-03 02:12:51,215 - INFO - LRs are now: 9.51e-06
+2025-01-03 02:12:51,917 - INFO - LRs are now: 9.51e-06
+2025-01-03 02:12:52,341 - INFO - LRs are now: 9.50e-06
+2025-01-03 02:12:52,803 - INFO - LRs are now: 9.50e-06
+2025-01-03 02:12:53,632 - INFO - LRs are now: 9.50e-06
+2025-01-03 02:12:54,103 - INFO - LRs are now: 9.50e-06
+2025-01-03 02:12:54,610 - INFO - LRs are now: 9.50e-06
+2025-01-03 02:12:55,706 - INFO - LRs are now: 9.50e-06
+2025-01-03 02:12:56,089 - INFO - LRs are now: 9.50e-06
+2025-01-03 02:12:56,403 - INFO - LRs are now: 9.50e-06
+2025-01-03 02:12:56,627 - INFO - LRs are now: 9.50e-06
+2025-01-03 02:12:56,818 - INFO - LRs are now: 9.50e-06
+2025-01-03 02:12:57,193 - INFO - LRs are now: 9.50e-06
+2025-01-03 02:12:58,163 - INFO - LRs are now: 9.50e-06
+2025-01-03 02:12:59,166 - INFO - LRs are now: 9.50e-06
+2025-01-03 02:12:59,513 - INFO - LRs are now: 9.50e-06
+2025-01-03 02:12:59,825 - INFO - LRs are now: 9.50e-06
+2025-01-03 02:13:00,080 - INFO - LRs are now: 9.49e-06
+2025-01-03 02:13:00,496 - INFO - LRs are now: 9.49e-06
+2025-01-03 02:13:01,004 - INFO - LRs are now: 9.49e-06
+2025-01-03 02:13:01,312 - INFO - LRs are now: 9.49e-06
+2025-01-03 02:13:01,652 - INFO - LRs are now: 9.49e-06
+2025-01-03 02:13:01,869 - INFO - LRs are now: 9.49e-06
+2025-01-03 02:13:02,201 - INFO - LRs are now: 9.49e-06
+2025-01-03 02:13:02,662 - INFO - LRs are now: 9.49e-06
+2025-01-03 02:13:02,992 - INFO - LRs are now: 9.49e-06
+2025-01-03 02:13:03,407 - INFO - LRs are now: 9.49e-06
+2025-01-03 02:13:03,748 - INFO - LRs are now: 9.49e-06
+2025-01-03 02:13:04,771 - INFO - LRs are now: 9.49e-06
+2025-01-03 02:13:05,297 - INFO - LRs are now: 9.49e-06
+2025-01-03 02:13:05,591 - INFO - LRs are now: 9.49e-06
+2025-01-03 02:13:05,818 - INFO - LRs are now: 9.49e-06
+2025-01-03 02:13:07,319 - INFO - LRs are now: 9.48e-06
+2025-01-03 02:13:08,021 - INFO - LRs are now: 9.48e-06
+2025-01-03 02:13:08,328 - INFO - LRs are now: 9.48e-06
+2025-01-03 02:13:08,879 - INFO - LRs are now: 9.48e-06
+2025-01-03 02:13:09,163 - INFO - LRs are now: 9.48e-06
+2025-01-03 02:13:09,378 - INFO - LRs are now: 9.48e-06
+2025-01-03 02:13:09,739 - INFO - LRs are now: 9.48e-06
+2025-01-03 02:13:10,027 - INFO - LRs are now: 9.48e-06
+2025-01-03 02:13:10,237 - INFO - LRs are now: 9.48e-06
+2025-01-03 02:13:11,312 - INFO - LRs are now: 9.48e-06
+2025-01-03 02:13:12,137 - INFO - LRs are now: 9.48e-06
+2025-01-03 02:13:12,431 - INFO - LRs are now: 9.48e-06
+2025-01-03 02:13:12,743 - INFO - LRs are now: 9.48e-06
+2025-01-03 02:13:13,280 - INFO - LRs are now: 9.48e-06
+2025-01-03 02:13:13,601 - INFO - LRs are now: 9.48e-06
+2025-01-03 02:13:13,787 - INFO - LRs are now: 9.47e-06
+2025-01-03 02:13:14,169 - INFO - LRs are now: 9.47e-06
+2025-01-03 02:13:14,457 - INFO - LRs are now: 9.47e-06
+2025-01-03 02:13:15,025 - INFO - LRs are now: 9.47e-06
+2025-01-03 02:13:15,339 - INFO - LRs are now: 9.47e-06
+2025-01-03 02:13:15,638 - INFO - LRs are now: 9.47e-06
+2025-01-03 02:13:15,858 - INFO - LRs are now: 9.47e-06
+2025-01-03 02:13:16,376 - INFO - LRs are now: 9.47e-06
+2025-01-03 02:13:16,702 - INFO - LRs are now: 9.47e-06
+2025-01-03 02:13:16,906 - INFO - LRs are now: 9.47e-06
+2025-01-03 02:13:17,600 - INFO - LRs are now: 9.47e-06
+2025-01-03 02:13:18,607 - INFO - LRs are now: 9.47e-06
+2025-01-03 02:13:19,260 - INFO - LRs are now: 9.47e-06
+2025-01-03 02:13:19,600 - INFO - LRs are now: 9.47e-06
+2025-01-03 02:13:20,053 - INFO - LRs are now: 9.47e-06
+2025-01-03 02:13:20,334 - INFO - LRs are now: 9.46e-06
+2025-01-03 02:13:20,649 - INFO - LRs are now: 9.46e-06
+2025-01-03 02:13:21,395 - INFO - LRs are now: 9.46e-06
+2025-01-03 02:13:21,685 - INFO - LRs are now: 9.46e-06
+2025-01-03 02:13:22,172 - INFO - LRs are now: 9.46e-06
+2025-01-03 02:13:22,550 - INFO - LRs are now: 9.46e-06
+2025-01-03 02:13:22,768 - INFO - LRs are now: 9.46e-06
+2025-01-03 02:13:22,939 - INFO - LRs are now: 9.46e-06
+2025-01-03 02:13:23,274 - INFO - LRs are now: 9.46e-06
+2025-01-03 02:13:23,491 - INFO - LRs are now: 9.46e-06
+2025-01-03 02:13:23,743 - INFO - LRs are now: 9.46e-06
+2025-01-03 02:13:24,079 - INFO - LRs are now: 9.46e-06
+2025-01-03 02:13:24,379 - INFO - LRs are now: 9.46e-06
+2025-01-03 02:13:24,688 - INFO - LRs are now: 9.46e-06
+2025-01-03 02:13:24,942 - INFO - LRs are now: 9.46e-06
+2025-01-03 02:13:25,201 - INFO - LRs are now: 9.46e-06
+2025-01-03 02:13:26,508 - INFO - LRs are now: 9.45e-06
+2025-01-03 02:13:27,618 - INFO - LRs are now: 9.45e-06
+2025-01-03 02:13:27,996 - INFO - LRs are now: 9.45e-06
+2025-01-03 02:13:28,316 - INFO - LRs are now: 9.45e-06
+2025-01-03 02:13:28,528 - INFO - LRs are now: 9.45e-06
+2025-01-03 02:13:28,834 - INFO - LRs are now: 9.45e-06
+2025-01-03 02:13:29,053 - INFO - LRs are now: 9.45e-06
+2025-01-03 02:13:29,295 - INFO - LRs are now: 9.45e-06
+2025-01-03 02:13:29,631 - INFO - LRs are now: 9.45e-06
+2025-01-03 02:13:29,884 - INFO - LRs are now: 9.45e-06
+2025-01-03 02:13:30,130 - INFO - LRs are now: 9.45e-06
+2025-01-03 02:13:30,417 - INFO - LRs are now: 9.45e-06
+2025-01-03 02:13:31,505 - INFO - LRs are now: 9.45e-06
+2025-01-03 02:13:32,180 - INFO - LRs are now: 9.45e-06
+2025-01-03 02:13:32,747 - INFO - LRs are now: 9.45e-06
+2025-01-03 02:13:33,079 - INFO - LRs are now: 9.44e-06
+2025-01-03 02:13:34,028 - INFO - LRs are now: 9.44e-06
+2025-01-03 02:13:34,797 - INFO - LRs are now: 9.44e-06
+2025-01-03 02:13:35,162 - INFO - LRs are now: 9.44e-06
+2025-01-03 02:13:35,387 - INFO - LRs are now: 9.44e-06
+2025-01-03 02:13:35,614 - INFO - LRs are now: 9.44e-06
+2025-01-03 02:13:36,249 - INFO - LRs are now: 9.44e-06
+2025-01-03 02:13:36,559 - INFO - LRs are now: 9.44e-06
+2025-01-03 02:13:36,916 - INFO - LRs are now: 9.44e-06
+2025-01-03 02:13:37,149 - INFO - LRs are now: 9.44e-06
+2025-01-03 02:13:37,869 - INFO - LRs are now: 9.44e-06
+2025-01-03 02:13:38,418 - INFO - LRs are now: 9.44e-06
+2025-01-03 02:13:39,012 - INFO - LRs are now: 9.44e-06
+2025-01-03 02:13:39,763 - INFO - LRs are now: 9.44e-06
+2025-01-03 02:13:40,165 - INFO - LRs are now: 9.44e-06
+2025-01-03 02:13:40,738 - INFO - LRs are now: 9.43e-06
+2025-01-03 02:13:41,513 - INFO - LRs are now: 9.43e-06
+2025-01-03 02:13:42,338 - INFO - LRs are now: 9.43e-06
+2025-01-03 02:13:42,778 - INFO - LRs are now: 9.43e-06
+2025-01-03 02:13:43,983 - INFO - LRs are now: 9.43e-06
+2025-01-03 02:13:44,664 - INFO - LRs are now: 9.43e-06
+2025-01-03 02:13:44,946 - INFO - LRs are now: 9.43e-06
+2025-01-03 02:13:45,187 - INFO - LRs are now: 9.43e-06
+2025-01-03 02:13:45,598 - INFO - LRs are now: 9.43e-06
+2025-01-03 02:13:46,002 - INFO - LRs are now: 9.43e-06
+2025-01-03 02:13:46,577 - INFO - LRs are now: 9.43e-06
+2025-01-03 02:13:46,872 - INFO - LRs are now: 9.43e-06
+2025-01-03 02:13:47,051 - INFO - LRs are now: 9.43e-06
+2025-01-03 02:13:47,391 - INFO - LRs are now: 9.43e-06
+2025-01-03 02:13:47,632 - INFO - LRs are now: 9.43e-06
+2025-01-03 02:13:47,945 - INFO - LRs are now: 9.42e-06
+2025-01-03 02:13:48,276 - INFO - LRs are now: 9.42e-06
+2025-01-03 02:13:48,534 - INFO - LRs are now: 9.42e-06
+2025-01-03 02:13:49,307 - INFO - LRs are now: 9.42e-06
+2025-01-03 02:13:49,684 - INFO - LRs are now: 9.42e-06
+2025-01-03 02:13:50,412 - INFO - LRs are now: 9.42e-06
+2025-01-03 02:13:50,710 - INFO - LRs are now: 9.42e-06
+2025-01-03 02:13:51,302 - INFO - LRs are now: 9.42e-06
+2025-01-03 02:13:51,703 - INFO - LRs are now: 9.42e-06
+2025-01-03 02:13:52,016 - INFO - LRs are now: 9.42e-06
+2025-01-03 02:13:52,268 - INFO - LRs are now: 9.42e-06
+2025-01-03 02:13:52,785 - INFO - LRs are now: 9.42e-06
+2025-01-03 02:13:53,076 - INFO - LRs are now: 9.42e-06
+2025-01-03 02:13:53,771 - INFO - LRs are now: 9.42e-06
+2025-01-03 02:13:55,075 - INFO - LRs are now: 9.42e-06
+2025-01-03 02:13:55,530 - INFO - LRs are now: 9.42e-06
+2025-01-03 02:13:55,807 - INFO - LRs are now: 9.41e-06
+2025-01-03 02:13:56,083 - INFO - LRs are now: 9.41e-06
+2025-01-03 02:13:56,309 - INFO - LRs are now: 9.41e-06
+2025-01-03 02:13:56,785 - INFO - LRs are now: 9.41e-06
+2025-01-03 02:13:57,161 - INFO - LRs are now: 9.41e-06
+2025-01-03 02:13:57,426 - INFO - LRs are now: 9.41e-06
+2025-01-03 02:13:57,690 - INFO - LRs are now: 9.41e-06
+2025-01-03 02:13:57,960 - INFO - LRs are now: 9.41e-06
+2025-01-03 02:13:58,403 - INFO - LRs are now: 9.41e-06
+2025-01-03 02:13:58,742 - INFO - LRs are now: 9.41e-06
+2025-01-03 02:13:58,994 - INFO - LRs are now: 9.41e-06
+2025-01-03 02:13:59,691 - INFO - LRs are now: 9.41e-06
+2025-01-03 02:13:59,986 - INFO - LRs are now: 9.41e-06
+2025-01-03 02:14:01,004 - INFO - LRs are now: 9.41e-06
+2025-01-03 02:14:01,502 - INFO - LRs are now: 9.41e-06
+2025-01-03 02:14:02,064 - INFO - LRs are now: 9.40e-06
+2025-01-03 02:14:02,330 - INFO - LRs are now: 9.40e-06
+2025-01-03 02:14:03,290 - INFO - LRs are now: 9.40e-06
+2025-01-03 02:14:03,722 - INFO - LRs are now: 9.40e-06
+2025-01-03 02:14:04,150 - INFO - LRs are now: 9.40e-06
+2025-01-03 02:14:04,639 - INFO - LRs are now: 9.40e-06
+2025-01-03 02:14:04,978 - INFO - LRs are now: 9.40e-06
+2025-01-03 02:14:05,473 - INFO - LRs are now: 9.40e-06
+2025-01-03 02:14:06,650 - INFO - LRs are now: 9.40e-06
+2025-01-03 02:14:07,096 - INFO - LRs are now: 9.40e-06
+2025-01-03 02:14:07,506 - INFO - LRs are now: 9.40e-06
+2025-01-03 02:14:07,861 - INFO - LRs are now: 9.40e-06
+2025-01-03 02:14:07,951 - INFO - Training epoch 29 finished. (Took 2.0 mins.)
+2025-01-03 02:14:07,952 - INFO - loss_train: 202.0
+2025-01-03 02:14:07,956 - INFO - heads-fscore_train: 82.84%
+2025-01-03 02:14:07,958 - INFO - labels-fscore_train: 87.97%
+2025-01-03 02:14:07,960 - INFO - aggregate_train: 72.87%
+2025-01-03 02:14:14,078 - INFO - Validation epoch 29 finished. (Took 0.1 mins.)
+2025-01-03 02:14:14,079 - INFO - loss_valid: 15.64
+2025-01-03 02:14:14,083 - INFO - heads-fscore_valid: 80.36%
+2025-01-03 02:14:14,084 - INFO - labels-fscore_valid: 86.42%
+2025-01-03 02:14:14,085 - INFO - aggregate_valid: 69.45%
+2025-01-03 02:14:15,798 - INFO - LRs are now: 9.40e-06
+2025-01-03 02:14:16,472 - INFO - LRs are now: 9.40e-06
+2025-01-03 02:14:16,809 - INFO - LRs are now: 9.40e-06
+2025-01-03 02:14:17,089 - INFO - LRs are now: 9.39e-06
+2025-01-03 02:14:17,315 - INFO - LRs are now: 9.39e-06
+2025-01-03 02:14:17,718 - INFO - LRs are now: 9.39e-06
+2025-01-03 02:14:18,914 - INFO - LRs are now: 9.39e-06
+2025-01-03 02:14:19,265 - INFO - LRs are now: 9.39e-06
+2025-01-03 02:14:19,452 - INFO - LRs are now: 9.39e-06
+2025-01-03 02:14:19,661 - INFO - LRs are now: 9.39e-06
+2025-01-03 02:14:20,128 - INFO - LRs are now: 9.39e-06
+2025-01-03 02:14:20,407 - INFO - LRs are now: 9.39e-06
+2025-01-03 02:14:20,843 - INFO - LRs are now: 9.39e-06
+2025-01-03 02:14:21,117 - INFO - LRs are now: 9.39e-06
+2025-01-03 02:14:21,751 - INFO - LRs are now: 9.39e-06
+2025-01-03 02:14:22,185 - INFO - LRs are now: 9.39e-06
+2025-01-03 02:14:22,912 - INFO - LRs are now: 9.39e-06
+2025-01-03 02:14:23,403 - INFO - LRs are now: 9.39e-06
+2025-01-03 02:14:23,782 - INFO - LRs are now: 9.39e-06
+2025-01-03 02:14:24,006 - INFO - LRs are now: 9.38e-06
+2025-01-03 02:14:24,353 - INFO - LRs are now: 9.38e-06
+2025-01-03 02:14:24,635 - INFO - LRs are now: 9.38e-06
+2025-01-03 02:14:24,850 - INFO - LRs are now: 9.38e-06
+2025-01-03 02:14:25,432 - INFO - LRs are now: 9.38e-06
+2025-01-03 02:14:26,474 - INFO - LRs are now: 9.38e-06
+2025-01-03 02:14:27,689 - INFO - LRs are now: 9.38e-06
+2025-01-03 02:14:28,382 - INFO - LRs are now: 9.38e-06
+2025-01-03 02:14:28,650 - INFO - LRs are now: 9.38e-06
+2025-01-03 02:14:28,907 - INFO - LRs are now: 9.38e-06
+2025-01-03 02:14:29,266 - INFO - LRs are now: 9.38e-06
+2025-01-03 02:14:29,829 - INFO - LRs are now: 9.38e-06
+2025-01-03 02:14:30,128 - INFO - LRs are now: 9.38e-06
+2025-01-03 02:14:30,389 - INFO - LRs are now: 9.38e-06
+2025-01-03 02:14:30,848 - INFO - LRs are now: 9.38e-06
+2025-01-03 02:14:31,155 - INFO - LRs are now: 9.37e-06
+2025-01-03 02:14:31,404 - INFO - LRs are now: 9.37e-06
+2025-01-03 02:14:31,620 - INFO - LRs are now: 9.37e-06
+2025-01-03 02:14:32,185 - INFO - LRs are now: 9.37e-06
+2025-01-03 02:14:32,899 - INFO - LRs are now: 9.37e-06
+2025-01-03 02:14:33,448 - INFO - LRs are now: 9.37e-06
+2025-01-03 02:14:34,099 - INFO - LRs are now: 9.37e-06
+2025-01-03 02:14:35,284 - INFO - LRs are now: 9.37e-06
+2025-01-03 02:14:36,087 - INFO - LRs are now: 9.37e-06
+2025-01-03 02:14:36,398 - INFO - LRs are now: 9.37e-06
+2025-01-03 02:14:36,962 - INFO - LRs are now: 9.37e-06
+2025-01-03 02:14:37,289 - INFO - LRs are now: 9.37e-06
+2025-01-03 02:14:37,480 - INFO - LRs are now: 9.37e-06
+2025-01-03 02:14:38,007 - INFO - LRs are now: 9.37e-06
+2025-01-03 02:14:38,446 - INFO - LRs are now: 9.37e-06
+2025-01-03 02:14:38,938 - INFO - LRs are now: 9.37e-06
+2025-01-03 02:14:39,273 - INFO - LRs are now: 9.36e-06
+2025-01-03 02:14:39,448 - INFO - LRs are now: 9.36e-06
+2025-01-03 02:14:39,708 - INFO - LRs are now: 9.36e-06
+2025-01-03 02:14:40,286 - INFO - LRs are now: 9.36e-06
+2025-01-03 02:14:40,644 - INFO - LRs are now: 9.36e-06
+2025-01-03 02:14:40,905 - INFO - LRs are now: 9.36e-06
+2025-01-03 02:14:41,103 - INFO - LRs are now: 9.36e-06
+2025-01-03 02:14:41,266 - INFO - LRs are now: 9.36e-06
+2025-01-03 02:14:41,689 - INFO - LRs are now: 9.36e-06
+2025-01-03 02:14:41,931 - INFO - LRs are now: 9.36e-06
+2025-01-03 02:14:42,101 - INFO - LRs are now: 9.36e-06
+2025-01-03 02:14:42,498 - INFO - LRs are now: 9.36e-06
+2025-01-03 02:14:42,813 - INFO - LRs are now: 9.36e-06
+2025-01-03 02:14:43,069 - INFO - LRs are now: 9.36e-06
+2025-01-03 02:14:43,408 - INFO - LRs are now: 9.36e-06
+2025-01-03 02:14:43,639 - INFO - LRs are now: 9.35e-06
+2025-01-03 02:14:43,947 - INFO - LRs are now: 9.35e-06
+2025-01-03 02:14:44,182 - INFO - LRs are now: 9.35e-06
+2025-01-03 02:14:44,448 - INFO - LRs are now: 9.35e-06
+2025-01-03 02:14:44,836 - INFO - LRs are now: 9.35e-06
+2025-01-03 02:14:45,153 - INFO - LRs are now: 9.35e-06
+2025-01-03 02:14:45,406 - INFO - LRs are now: 9.35e-06
+2025-01-03 02:14:45,640 - INFO - LRs are now: 9.35e-06
+2025-01-03 02:14:46,001 - INFO - LRs are now: 9.35e-06
+2025-01-03 02:14:46,277 - INFO - LRs are now: 9.35e-06
+2025-01-03 02:14:46,522 - INFO - LRs are now: 9.35e-06
+2025-01-03 02:14:47,234 - INFO - LRs are now: 9.35e-06
+2025-01-03 02:14:48,443 - INFO - LRs are now: 9.35e-06
+2025-01-03 02:14:48,943 - INFO - LRs are now: 9.35e-06
+2025-01-03 02:14:49,184 - INFO - LRs are now: 9.35e-06
+2025-01-03 02:14:50,357 - INFO - LRs are now: 9.35e-06
+2025-01-03 02:14:51,024 - INFO - LRs are now: 9.34e-06
+2025-01-03 02:14:51,283 - INFO - LRs are now: 9.34e-06
+2025-01-03 02:14:52,029 - INFO - LRs are now: 9.34e-06
+2025-01-03 02:14:52,727 - INFO - LRs are now: 9.34e-06
+2025-01-03 02:14:53,038 - INFO - LRs are now: 9.34e-06
+2025-01-03 02:14:54,151 - INFO - LRs are now: 9.34e-06
+2025-01-03 02:14:54,614 - INFO - LRs are now: 9.34e-06
+2025-01-03 02:14:54,969 - INFO - LRs are now: 9.34e-06
+2025-01-03 02:14:55,601 - INFO - LRs are now: 9.34e-06
+2025-01-03 02:14:56,027 - INFO - LRs are now: 9.34e-06
+2025-01-03 02:14:56,296 - INFO - LRs are now: 9.34e-06
+2025-01-03 02:14:56,564 - INFO - LRs are now: 9.34e-06
+2025-01-03 02:14:56,960 - INFO - LRs are now: 9.34e-06
+2025-01-03 02:14:58,093 - INFO - LRs are now: 9.34e-06
+2025-01-03 02:14:58,582 - INFO - LRs are now: 9.34e-06
+2025-01-03 02:14:58,786 - INFO - LRs are now: 9.34e-06
+2025-01-03 02:14:59,007 - INFO - LRs are now: 9.33e-06
+2025-01-03 02:14:59,273 - INFO - LRs are now: 9.33e-06
+2025-01-03 02:15:00,246 - INFO - LRs are now: 9.33e-06
+2025-01-03 02:15:01,223 - INFO - LRs are now: 9.33e-06
+2025-01-03 02:15:01,715 - INFO - LRs are now: 9.33e-06
+2025-01-03 02:15:02,141 - INFO - LRs are now: 9.33e-06
+2025-01-03 02:15:02,567 - INFO - LRs are now: 9.33e-06
+2025-01-03 02:15:04,041 - INFO - LRs are now: 9.33e-06
+2025-01-03 02:15:04,466 - INFO - LRs are now: 9.33e-06
+2025-01-03 02:15:04,753 - INFO - LRs are now: 9.33e-06
+2025-01-03 02:15:05,118 - INFO - LRs are now: 9.33e-06
+2025-01-03 02:15:05,455 - INFO - LRs are now: 9.33e-06
+2025-01-03 02:15:05,817 - INFO - LRs are now: 9.33e-06
+2025-01-03 02:15:06,058 - INFO - LRs are now: 9.33e-06
+2025-01-03 02:15:06,451 - INFO - LRs are now: 9.33e-06
+2025-01-03 02:15:06,975 - INFO - LRs are now: 9.33e-06
+2025-01-03 02:15:07,342 - INFO - LRs are now: 9.32e-06
+2025-01-03 02:15:07,621 - INFO - LRs are now: 9.32e-06
+2025-01-03 02:15:08,030 - INFO - LRs are now: 9.32e-06
+2025-01-03 02:15:08,326 - INFO - LRs are now: 9.32e-06
+2025-01-03 02:15:08,565 - INFO - LRs are now: 9.32e-06
+2025-01-03 02:15:08,781 - INFO - LRs are now: 9.32e-06
+2025-01-03 02:15:09,750 - INFO - LRs are now: 9.32e-06
+2025-01-03 02:15:10,166 - INFO - LRs are now: 9.32e-06
+2025-01-03 02:15:10,364 - INFO - LRs are now: 9.32e-06
+2025-01-03 02:15:10,713 - INFO - LRs are now: 9.32e-06
+2025-01-03 02:15:11,338 - INFO - LRs are now: 9.32e-06
+2025-01-03 02:15:12,324 - INFO - LRs are now: 9.32e-06
+2025-01-03 02:15:12,775 - INFO - LRs are now: 9.32e-06
+2025-01-03 02:15:13,113 - INFO - LRs are now: 9.32e-06
+2025-01-03 02:15:13,407 - INFO - LRs are now: 9.32e-06
+2025-01-03 02:15:13,790 - INFO - LRs are now: 9.31e-06
+2025-01-03 02:15:13,970 - INFO - LRs are now: 9.31e-06
+2025-01-03 02:15:14,489 - INFO - LRs are now: 9.31e-06
+2025-01-03 02:15:15,160 - INFO - LRs are now: 9.31e-06
+2025-01-03 02:15:15,554 - INFO - LRs are now: 9.31e-06
+2025-01-03 02:15:15,977 - INFO - LRs are now: 9.31e-06
+2025-01-03 02:15:16,431 - INFO - LRs are now: 9.31e-06
+2025-01-03 02:15:16,751 - INFO - LRs are now: 9.31e-06
+2025-01-03 02:15:17,757 - INFO - LRs are now: 9.31e-06
+2025-01-03 02:15:18,250 - INFO - LRs are now: 9.31e-06
+2025-01-03 02:15:18,831 - INFO - LRs are now: 9.31e-06
+2025-01-03 02:15:19,215 - INFO - LRs are now: 9.31e-06
+2025-01-03 02:15:19,568 - INFO - LRs are now: 9.31e-06
+2025-01-03 02:15:19,790 - INFO - LRs are now: 9.31e-06
+2025-01-03 02:15:20,907 - INFO - LRs are now: 9.31e-06
+2025-01-03 02:15:21,412 - INFO - LRs are now: 9.31e-06
+2025-01-03 02:15:21,884 - INFO - LRs are now: 9.30e-06
+2025-01-03 02:15:22,120 - INFO - LRs are now: 9.30e-06
+2025-01-03 02:15:22,760 - INFO - LRs are now: 9.30e-06
+2025-01-03 02:15:23,453 - INFO - LRs are now: 9.30e-06
+2025-01-03 02:15:24,762 - INFO - LRs are now: 9.30e-06
+2025-01-03 02:15:25,157 - INFO - LRs are now: 9.30e-06
+2025-01-03 02:15:25,650 - INFO - LRs are now: 9.30e-06
+2025-01-03 02:15:26,150 - INFO - LRs are now: 9.30e-06
+2025-01-03 02:15:26,448 - INFO - LRs are now: 9.30e-06
+2025-01-03 02:15:26,754 - INFO - LRs are now: 9.30e-06
+2025-01-03 02:15:26,990 - INFO - LRs are now: 9.30e-06
+2025-01-03 02:15:27,211 - INFO - LRs are now: 9.30e-06
+2025-01-03 02:15:27,568 - INFO - LRs are now: 9.30e-06
+2025-01-03 02:15:27,793 - INFO - LRs are now: 9.30e-06
+2025-01-03 02:15:27,982 - INFO - LRs are now: 9.30e-06
+2025-01-03 02:15:28,706 - INFO - LRs are now: 9.30e-06
+2025-01-03 02:15:29,022 - INFO - LRs are now: 9.29e-06
+2025-01-03 02:15:29,337 - INFO - LRs are now: 9.29e-06
+2025-01-03 02:15:30,060 - INFO - LRs are now: 9.29e-06
+2025-01-03 02:15:30,380 - INFO - LRs are now: 9.29e-06
+2025-01-03 02:15:30,639 - INFO - LRs are now: 9.29e-06
+2025-01-03 02:15:31,041 - INFO - LRs are now: 9.29e-06
+2025-01-03 02:15:31,390 - INFO - LRs are now: 9.29e-06
+2025-01-03 02:15:31,989 - INFO - LRs are now: 9.29e-06
+2025-01-03 02:15:32,428 - INFO - LRs are now: 9.29e-06
+2025-01-03 02:15:32,775 - INFO - LRs are now: 9.29e-06
+2025-01-03 02:15:33,525 - INFO - LRs are now: 9.29e-06
+2025-01-03 02:15:34,098 - INFO - LRs are now: 9.29e-06
+2025-01-03 02:15:34,340 - INFO - LRs are now: 9.29e-06
+2025-01-03 02:15:34,785 - INFO - LRs are now: 9.29e-06
+2025-01-03 02:15:35,059 - INFO - LRs are now: 9.29e-06
+2025-01-03 02:15:35,244 - INFO - LRs are now: 9.29e-06
+2025-01-03 02:15:35,643 - INFO - LRs are now: 9.28e-06
+2025-01-03 02:15:36,011 - INFO - LRs are now: 9.28e-06
+2025-01-03 02:15:36,519 - INFO - LRs are now: 9.28e-06
+2025-01-03 02:15:36,958 - INFO - LRs are now: 9.28e-06
+2025-01-03 02:15:37,449 - INFO - LRs are now: 9.28e-06
+2025-01-03 02:15:38,137 - INFO - LRs are now: 9.28e-06
+2025-01-03 02:15:38,416 - INFO - LRs are now: 9.28e-06
+2025-01-03 02:15:38,642 - INFO - LRs are now: 9.28e-06
+2025-01-03 02:15:38,883 - INFO - LRs are now: 9.28e-06
+2025-01-03 02:15:40,256 - INFO - LRs are now: 9.28e-06
+2025-01-03 02:15:40,820 - INFO - LRs are now: 9.28e-06
+2025-01-03 02:15:41,211 - INFO - LRs are now: 9.28e-06
+2025-01-03 02:15:41,423 - INFO - LRs are now: 9.28e-06
+2025-01-03 02:15:42,669 - INFO - LRs are now: 9.28e-06
+2025-01-03 02:15:43,330 - INFO - LRs are now: 9.28e-06
+2025-01-03 02:15:43,812 - INFO - LRs are now: 9.28e-06
+2025-01-03 02:15:44,093 - INFO - LRs are now: 9.27e-06
+2025-01-03 02:15:44,640 - INFO - LRs are now: 9.27e-06
+2025-01-03 02:15:45,008 - INFO - LRs are now: 9.27e-06
+2025-01-03 02:15:45,278 - INFO - LRs are now: 9.27e-06
+2025-01-03 02:15:45,783 - INFO - LRs are now: 9.27e-06
+2025-01-03 02:15:46,211 - INFO - LRs are now: 9.27e-06
+2025-01-03 02:15:46,877 - INFO - LRs are now: 9.27e-06
+2025-01-03 02:15:47,566 - INFO - LRs are now: 9.27e-06
+2025-01-03 02:15:47,825 - INFO - LRs are now: 9.27e-06
+2025-01-03 02:15:48,763 - INFO - LRs are now: 9.27e-06
+2025-01-03 02:15:49,127 - INFO - LRs are now: 9.27e-06
+2025-01-03 02:15:50,115 - INFO - LRs are now: 9.27e-06
+2025-01-03 02:15:50,540 - INFO - LRs are now: 9.27e-06
+2025-01-03 02:15:50,763 - INFO - LRs are now: 9.27e-06
+2025-01-03 02:15:50,968 - INFO - LRs are now: 9.27e-06
+2025-01-03 02:15:51,813 - INFO - LRs are now: 9.27e-06
+2025-01-03 02:15:52,162 - INFO - LRs are now: 9.26e-06
+2025-01-03 02:15:53,360 - INFO - LRs are now: 9.26e-06
+2025-01-03 02:15:53,820 - INFO - LRs are now: 9.26e-06
+2025-01-03 02:15:54,982 - INFO - LRs are now: 9.26e-06
+2025-01-03 02:15:55,632 - INFO - LRs are now: 9.26e-06
+2025-01-03 02:15:56,644 - INFO - LRs are now: 9.26e-06
+2025-01-03 02:15:57,123 - INFO - LRs are now: 9.26e-06
+2025-01-03 02:15:57,508 - INFO - LRs are now: 9.26e-06
+2025-01-03 02:15:59,125 - INFO - LRs are now: 9.26e-06
+2025-01-03 02:15:59,587 - INFO - LRs are now: 9.26e-06
+2025-01-03 02:16:00,034 - INFO - LRs are now: 9.26e-06
+2025-01-03 02:16:00,396 - INFO - LRs are now: 9.26e-06
+2025-01-03 02:16:01,227 - INFO - LRs are now: 9.26e-06
+2025-01-03 02:16:01,540 - INFO - LRs are now: 9.26e-06
+2025-01-03 02:16:01,770 - INFO - LRs are now: 9.26e-06
+2025-01-03 02:16:02,070 - INFO - LRs are now: 9.26e-06
+2025-01-03 02:16:03,344 - INFO - LRs are now: 9.25e-06
+2025-01-03 02:16:03,783 - INFO - LRs are now: 9.25e-06
+2025-01-03 02:16:04,358 - INFO - LRs are now: 9.25e-06
+2025-01-03 02:16:04,645 - INFO - LRs are now: 9.25e-06
+2025-01-03 02:16:04,856 - INFO - LRs are now: 9.25e-06
+2025-01-03 02:16:05,267 - INFO - LRs are now: 9.25e-06
+2025-01-03 02:16:05,584 - INFO - LRs are now: 9.25e-06
+2025-01-03 02:16:05,920 - INFO - LRs are now: 9.25e-06
+2025-01-03 02:16:06,125 - INFO - LRs are now: 9.25e-06
+2025-01-03 02:16:07,113 - INFO - LRs are now: 9.25e-06
+2025-01-03 02:16:07,502 - INFO - LRs are now: 9.25e-06
+2025-01-03 02:16:07,715 - INFO - LRs are now: 9.25e-06
+2025-01-03 02:16:08,145 - INFO - LRs are now: 9.25e-06
+2025-01-03 02:16:09,061 - INFO - LRs are now: 9.25e-06
+2025-01-03 02:16:09,489 - INFO - LRs are now: 9.25e-06
+2025-01-03 02:16:09,716 - INFO - LRs are now: 9.25e-06
+2025-01-03 02:16:10,609 - INFO - LRs are now: 9.25e-06
+2025-01-03 02:16:10,976 - INFO - LRs are now: 9.24e-06
+2025-01-03 02:16:11,164 - INFO - LRs are now: 9.24e-06
+2025-01-03 02:16:11,350 - INFO - LRs are now: 9.24e-06
+2025-01-03 02:16:12,022 - INFO - LRs are now: 9.24e-06
+2025-01-03 02:16:12,770 - INFO - LRs are now: 9.24e-06
+2025-01-03 02:16:13,133 - INFO - LRs are now: 9.24e-06
+2025-01-03 02:16:13,371 - INFO - LRs are now: 9.24e-06
+2025-01-03 02:16:13,678 - INFO - LRs are now: 9.24e-06
+2025-01-03 02:16:14,027 - INFO - LRs are now: 9.24e-06
+2025-01-03 02:16:14,115 - INFO - Training epoch 30 finished. (Took 2.0 mins.)
+2025-01-03 02:16:14,117 - INFO - loss_train: 199.3
+2025-01-03 02:16:14,120 - INFO - heads-fscore_train: 83.02%
+2025-01-03 02:16:14,122 - INFO - labels-fscore_train: 88.28%
+2025-01-03 02:16:14,123 - INFO - aggregate_train: 73.29%
+2025-01-03 02:16:19,639 - INFO - Validation epoch 30 finished. (Took 0.1 mins.)
+2025-01-03 02:16:19,640 - INFO - loss_valid: 15.74
+2025-01-03 02:16:19,645 - INFO - heads-fscore_valid: 80.62%
+2025-01-03 02:16:19,646 - INFO - labels-fscore_valid: 86.42%
+2025-01-03 02:16:19,648 - INFO - aggregate_valid: 69.67%
+2025-01-03 02:16:20,773 - INFO - LRs are now: 9.24e-06
+2025-01-03 02:16:21,953 - INFO - LRs are now: 9.24e-06
+2025-01-03 02:16:22,384 - INFO - LRs are now: 9.24e-06
+2025-01-03 02:16:23,350 - INFO - LRs are now: 9.24e-06
+2025-01-03 02:16:23,874 - INFO - LRs are now: 9.24e-06
+2025-01-03 02:16:24,152 - INFO - LRs are now: 9.24e-06
+2025-01-03 02:16:25,183 - INFO - LRs are now: 9.24e-06
+2025-01-03 02:16:25,537 - INFO - LRs are now: 9.23e-06
+2025-01-03 02:16:25,933 - INFO - LRs are now: 9.23e-06
+2025-01-03 02:16:26,178 - INFO - LRs are now: 9.23e-06
+2025-01-03 02:16:26,711 - INFO - LRs are now: 9.23e-06
+2025-01-03 02:16:27,061 - INFO - LRs are now: 9.23e-06
+2025-01-03 02:16:27,440 - INFO - LRs are now: 9.23e-06
+2025-01-03 02:16:28,169 - INFO - LRs are now: 9.23e-06
+2025-01-03 02:16:28,764 - INFO - LRs are now: 9.23e-06
+2025-01-03 02:16:29,089 - INFO - LRs are now: 9.23e-06
+2025-01-03 02:16:29,493 - INFO - LRs are now: 9.23e-06
+2025-01-03 02:16:29,744 - INFO - LRs are now: 9.23e-06
+2025-01-03 02:16:30,015 - INFO - LRs are now: 9.23e-06
+2025-01-03 02:16:30,991 - INFO - LRs are now: 9.23e-06
+2025-01-03 02:16:31,351 - INFO - LRs are now: 9.23e-06
+2025-01-03 02:16:31,851 - INFO - LRs are now: 9.23e-06
+2025-01-03 02:16:32,809 - INFO - LRs are now: 9.23e-06
+2025-01-03 02:16:33,214 - INFO - LRs are now: 9.22e-06
+2025-01-03 02:16:33,409 - INFO - LRs are now: 9.22e-06
+2025-01-03 02:16:34,002 - INFO - LRs are now: 9.22e-06
+2025-01-03 02:16:34,296 - INFO - LRs are now: 9.22e-06
+2025-01-03 02:16:35,131 - INFO - LRs are now: 9.22e-06
+2025-01-03 02:16:35,508 - INFO - LRs are now: 9.22e-06
+2025-01-03 02:16:35,876 - INFO - LRs are now: 9.22e-06
+2025-01-03 02:16:36,789 - INFO - LRs are now: 9.22e-06
+2025-01-03 02:16:37,138 - INFO - LRs are now: 9.22e-06
+2025-01-03 02:16:37,667 - INFO - LRs are now: 9.22e-06
+2025-01-03 02:16:38,315 - INFO - LRs are now: 9.22e-06
+2025-01-03 02:16:39,436 - INFO - LRs are now: 9.22e-06
+2025-01-03 02:16:39,871 - INFO - LRs are now: 9.22e-06
+2025-01-03 02:16:40,057 - INFO - LRs are now: 9.22e-06
+2025-01-03 02:16:40,792 - INFO - LRs are now: 9.22e-06
+2025-01-03 02:16:41,470 - INFO - LRs are now: 9.22e-06
+2025-01-03 02:16:41,871 - INFO - LRs are now: 9.21e-06
+2025-01-03 02:16:42,159 - INFO - LRs are now: 9.21e-06
+2025-01-03 02:16:42,456 - INFO - LRs are now: 9.21e-06
+2025-01-03 02:16:42,769 - INFO - LRs are now: 9.21e-06
+2025-01-03 02:16:43,039 - INFO - LRs are now: 9.21e-06
+2025-01-03 02:16:43,319 - INFO - LRs are now: 9.21e-06
+2025-01-03 02:16:43,535 - INFO - LRs are now: 9.21e-06
+2025-01-03 02:16:43,743 - INFO - LRs are now: 9.21e-06
+2025-01-03 02:16:44,156 - INFO - LRs are now: 9.21e-06
+2025-01-03 02:16:44,403 - INFO - LRs are now: 9.21e-06
+2025-01-03 02:16:44,928 - INFO - LRs are now: 9.21e-06
+2025-01-03 02:16:45,787 - INFO - LRs are now: 9.21e-06
+2025-01-03 02:16:46,220 - INFO - LRs are now: 9.21e-06
+2025-01-03 02:16:47,513 - INFO - LRs are now: 9.21e-06
+2025-01-03 02:16:47,940 - INFO - LRs are now: 9.21e-06
+2025-01-03 02:16:48,180 - INFO - LRs are now: 9.21e-06
+2025-01-03 02:16:48,506 - INFO - LRs are now: 9.21e-06
+2025-01-03 02:16:48,821 - INFO - LRs are now: 9.20e-06
+2025-01-03 02:16:49,410 - INFO - LRs are now: 9.20e-06
+2025-01-03 02:16:49,705 - INFO - LRs are now: 9.20e-06
+2025-01-03 02:16:49,940 - INFO - LRs are now: 9.20e-06
+2025-01-03 02:16:50,484 - INFO - LRs are now: 9.20e-06
+2025-01-03 02:16:50,817 - INFO - LRs are now: 9.20e-06
+2025-01-03 02:16:51,101 - INFO - LRs are now: 9.20e-06
+2025-01-03 02:16:52,037 - INFO - LRs are now: 9.20e-06
+2025-01-03 02:16:52,448 - INFO - LRs are now: 9.20e-06
+2025-01-03 02:16:53,189 - INFO - LRs are now: 9.20e-06
+2025-01-03 02:16:53,489 - INFO - LRs are now: 9.20e-06
+2025-01-03 02:16:53,899 - INFO - LRs are now: 9.20e-06
+2025-01-03 02:16:54,240 - INFO - LRs are now: 9.20e-06
+2025-01-03 02:16:54,477 - INFO - LRs are now: 9.20e-06
+2025-01-03 02:16:54,775 - INFO - LRs are now: 9.20e-06
+2025-01-03 02:16:54,985 - INFO - LRs are now: 9.20e-06
+2025-01-03 02:16:55,234 - INFO - LRs are now: 9.19e-06
+2025-01-03 02:16:55,534 - INFO - LRs are now: 9.19e-06
+2025-01-03 02:16:55,775 - INFO - LRs are now: 9.19e-06
+2025-01-03 02:16:55,980 - INFO - LRs are now: 9.19e-06
+2025-01-03 02:16:56,158 - INFO - LRs are now: 9.19e-06
+2025-01-03 02:16:56,446 - INFO - LRs are now: 9.19e-06
+2025-01-03 02:16:56,759 - INFO - LRs are now: 9.19e-06
+2025-01-03 02:16:57,090 - INFO - LRs are now: 9.19e-06
+2025-01-03 02:16:57,486 - INFO - LRs are now: 9.19e-06
+2025-01-03 02:16:57,894 - INFO - LRs are now: 9.19e-06
+2025-01-03 02:16:58,170 - INFO - LRs are now: 9.19e-06
+2025-01-03 02:16:58,557 - INFO - LRs are now: 9.19e-06
+2025-01-03 02:16:58,867 - INFO - LRs are now: 9.19e-06
+2025-01-03 02:16:59,811 - INFO - LRs are now: 9.19e-06
+2025-01-03 02:17:00,389 - INFO - LRs are now: 9.19e-06
+2025-01-03 02:17:00,652 - INFO - LRs are now: 9.19e-06
+2025-01-03 02:17:00,843 - INFO - LRs are now: 9.19e-06
+2025-01-03 02:17:01,082 - INFO - LRs are now: 9.18e-06
+2025-01-03 02:17:02,016 - INFO - LRs are now: 9.18e-06
+2025-01-03 02:17:02,319 - INFO - LRs are now: 9.18e-06
+2025-01-03 02:17:02,555 - INFO - LRs are now: 9.18e-06
+2025-01-03 02:17:02,766 - INFO - LRs are now: 9.18e-06
+2025-01-03 02:17:03,298 - INFO - LRs are now: 9.18e-06
+2025-01-03 02:17:03,668 - INFO - LRs are now: 9.18e-06
+2025-01-03 02:17:04,078 - INFO - LRs are now: 9.18e-06
+2025-01-03 02:17:05,381 - INFO - LRs are now: 9.18e-06
+2025-01-03 02:17:06,392 - INFO - LRs are now: 9.18e-06
+2025-01-03 02:17:06,768 - INFO - LRs are now: 9.18e-06
+2025-01-03 02:17:07,063 - INFO - LRs are now: 9.18e-06
+2025-01-03 02:17:07,676 - INFO - LRs are now: 9.18e-06
+2025-01-03 02:17:07,970 - INFO - LRs are now: 9.18e-06
+2025-01-03 02:17:08,199 - INFO - LRs are now: 9.18e-06
+2025-01-03 02:17:09,527 - INFO - LRs are now: 9.18e-06
+2025-01-03 02:17:10,151 - INFO - LRs are now: 9.17e-06
+2025-01-03 02:17:10,366 - INFO - LRs are now: 9.17e-06
+2025-01-03 02:17:10,673 - INFO - LRs are now: 9.17e-06
+2025-01-03 02:17:11,156 - INFO - LRs are now: 9.17e-06
+2025-01-03 02:17:11,480 - INFO - LRs are now: 9.17e-06
+2025-01-03 02:17:11,909 - INFO - LRs are now: 9.17e-06
+2025-01-03 02:17:12,248 - INFO - LRs are now: 9.17e-06
+2025-01-03 02:17:12,485 - INFO - LRs are now: 9.17e-06
+2025-01-03 02:17:12,791 - INFO - LRs are now: 9.17e-06
+2025-01-03 02:17:13,117 - INFO - LRs are now: 9.17e-06
+2025-01-03 02:17:13,318 - INFO - LRs are now: 9.17e-06
+2025-01-03 02:17:13,677 - INFO - LRs are now: 9.17e-06
+2025-01-03 02:17:14,182 - INFO - LRs are now: 9.17e-06
+2025-01-03 02:17:14,757 - INFO - LRs are now: 9.17e-06
+2025-01-03 02:17:15,091 - INFO - LRs are now: 9.17e-06
+2025-01-03 02:17:15,449 - INFO - LRs are now: 9.17e-06
+2025-01-03 02:17:15,732 - INFO - LRs are now: 9.17e-06
+2025-01-03 02:17:16,646 - INFO - LRs are now: 9.16e-06
+2025-01-03 02:17:17,521 - INFO - LRs are now: 9.16e-06
+2025-01-03 02:17:17,874 - INFO - LRs are now: 9.16e-06
+2025-01-03 02:17:18,440 - INFO - LRs are now: 9.16e-06
+2025-01-03 02:17:18,769 - INFO - LRs are now: 9.16e-06
+2025-01-03 02:17:18,982 - INFO - LRs are now: 9.16e-06
+2025-01-03 02:17:19,320 - INFO - LRs are now: 9.16e-06
+2025-01-03 02:17:19,921 - INFO - LRs are now: 9.16e-06
+2025-01-03 02:17:21,087 - INFO - LRs are now: 9.16e-06
+2025-01-03 02:17:21,768 - INFO - LRs are now: 9.16e-06
+2025-01-03 02:17:22,170 - INFO - LRs are now: 9.16e-06
+2025-01-03 02:17:22,652 - INFO - LRs are now: 9.16e-06
+2025-01-03 02:17:22,911 - INFO - LRs are now: 9.16e-06
+2025-01-03 02:17:23,204 - INFO - LRs are now: 9.16e-06
+2025-01-03 02:17:23,620 - INFO - LRs are now: 9.16e-06
+2025-01-03 02:17:23,887 - INFO - LRs are now: 9.16e-06
+2025-01-03 02:17:24,141 - INFO - LRs are now: 9.15e-06
+2025-01-03 02:17:24,654 - INFO - LRs are now: 9.15e-06
+2025-01-03 02:17:24,954 - INFO - LRs are now: 9.15e-06
+2025-01-03 02:17:25,196 - INFO - LRs are now: 9.15e-06
+2025-01-03 02:17:25,468 - INFO - LRs are now: 9.15e-06
+2025-01-03 02:17:25,758 - INFO - LRs are now: 9.15e-06
+2025-01-03 02:17:26,206 - INFO - LRs are now: 9.15e-06
+2025-01-03 02:17:26,482 - INFO - LRs are now: 9.15e-06
+2025-01-03 02:17:27,094 - INFO - LRs are now: 9.15e-06
+2025-01-03 02:17:27,997 - INFO - LRs are now: 9.15e-06
+2025-01-03 02:17:28,381 - INFO - LRs are now: 9.15e-06
+2025-01-03 02:17:29,262 - INFO - LRs are now: 9.15e-06
+2025-01-03 02:17:29,809 - INFO - LRs are now: 9.15e-06
+2025-01-03 02:17:30,779 - INFO - LRs are now: 9.15e-06
+2025-01-03 02:17:31,739 - INFO - LRs are now: 9.15e-06
+2025-01-03 02:17:32,751 - INFO - LRs are now: 9.15e-06
+2025-01-03 02:17:33,310 - INFO - LRs are now: 9.15e-06
+2025-01-03 02:17:34,248 - INFO - LRs are now: 9.14e-06
+2025-01-03 02:17:34,676 - INFO - LRs are now: 9.14e-06
+2025-01-03 02:17:35,304 - INFO - LRs are now: 9.14e-06
+2025-01-03 02:17:36,052 - INFO - LRs are now: 9.14e-06
+2025-01-03 02:17:36,816 - INFO - LRs are now: 9.14e-06
+2025-01-03 02:17:37,078 - INFO - LRs are now: 9.14e-06
+2025-01-03 02:17:37,618 - INFO - LRs are now: 9.14e-06
+2025-01-03 02:17:38,010 - INFO - LRs are now: 9.14e-06
+2025-01-03 02:17:38,666 - INFO - LRs are now: 9.14e-06
+2025-01-03 02:17:39,709 - INFO - LRs are now: 9.14e-06
+2025-01-03 02:17:40,237 - INFO - LRs are now: 9.14e-06
+2025-01-03 02:17:40,490 - INFO - LRs are now: 9.14e-06
+2025-01-03 02:17:40,746 - INFO - LRs are now: 9.14e-06
+2025-01-03 02:17:41,136 - INFO - LRs are now: 9.14e-06
+2025-01-03 02:17:41,496 - INFO - LRs are now: 9.14e-06
+2025-01-03 02:17:41,853 - INFO - LRs are now: 9.14e-06
+2025-01-03 02:17:42,079 - INFO - LRs are now: 9.14e-06
+2025-01-03 02:17:42,276 - INFO - LRs are now: 9.13e-06
+2025-01-03 02:17:43,381 - INFO - LRs are now: 9.13e-06
+2025-01-03 02:17:44,295 - INFO - LRs are now: 9.13e-06
+2025-01-03 02:17:44,936 - INFO - LRs are now: 9.13e-06
+2025-01-03 02:17:45,183 - INFO - LRs are now: 9.13e-06
+2025-01-03 02:17:45,379 - INFO - LRs are now: 9.13e-06
+2025-01-03 02:17:45,861 - INFO - LRs are now: 9.13e-06
+2025-01-03 02:17:46,562 - INFO - LRs are now: 9.13e-06
+2025-01-03 02:17:47,039 - INFO - LRs are now: 9.13e-06
+2025-01-03 02:17:47,408 - INFO - LRs are now: 9.13e-06
+2025-01-03 02:17:47,661 - INFO - LRs are now: 9.13e-06
+2025-01-03 02:17:47,967 - INFO - LRs are now: 9.13e-06
+2025-01-03 02:17:48,730 - INFO - LRs are now: 9.13e-06
+2025-01-03 02:17:49,695 - INFO - LRs are now: 9.13e-06
+2025-01-03 02:17:50,681 - INFO - LRs are now: 9.13e-06
+2025-01-03 02:17:51,196 - INFO - LRs are now: 9.13e-06
+2025-01-03 02:17:51,520 - INFO - LRs are now: 9.13e-06
+2025-01-03 02:17:52,215 - INFO - LRs are now: 9.12e-06
+2025-01-03 02:17:52,554 - INFO - LRs are now: 9.12e-06
+2025-01-03 02:17:53,507 - INFO - LRs are now: 9.12e-06
+2025-01-03 02:17:54,132 - INFO - LRs are now: 9.12e-06
+2025-01-03 02:17:54,408 - INFO - LRs are now: 9.12e-06
+2025-01-03 02:17:54,651 - INFO - LRs are now: 9.12e-06
+2025-01-03 02:17:55,117 - INFO - LRs are now: 9.12e-06
+2025-01-03 02:17:55,431 - INFO - LRs are now: 9.12e-06
+2025-01-03 02:17:55,671 - INFO - LRs are now: 9.12e-06
+2025-01-03 02:17:56,866 - INFO - LRs are now: 9.12e-06
+2025-01-03 02:17:57,794 - INFO - LRs are now: 9.12e-06
+2025-01-03 02:17:58,741 - INFO - LRs are now: 9.12e-06
+2025-01-03 02:17:59,065 - INFO - LRs are now: 9.12e-06
+2025-01-03 02:17:59,250 - INFO - LRs are now: 9.12e-06
+2025-01-03 02:18:00,061 - INFO - LRs are now: 9.12e-06
+2025-01-03 02:18:00,494 - INFO - LRs are now: 9.12e-06
+2025-01-03 02:18:01,333 - INFO - LRs are now: 9.12e-06
+2025-01-03 02:18:01,914 - INFO - LRs are now: 9.11e-06
+2025-01-03 02:18:02,272 - INFO - LRs are now: 9.11e-06
+2025-01-03 02:18:02,493 - INFO - LRs are now: 9.11e-06
+2025-01-03 02:18:02,694 - INFO - LRs are now: 9.11e-06
+2025-01-03 02:18:03,357 - INFO - LRs are now: 9.11e-06
+2025-01-03 02:18:03,807 - INFO - LRs are now: 9.11e-06
+2025-01-03 02:18:04,216 - INFO - LRs are now: 9.11e-06
+2025-01-03 02:18:04,446 - INFO - LRs are now: 9.11e-06
+2025-01-03 02:18:04,666 - INFO - LRs are now: 9.11e-06
+2025-01-03 02:18:04,947 - INFO - LRs are now: 9.11e-06
+2025-01-03 02:18:05,221 - INFO - LRs are now: 9.11e-06
+2025-01-03 02:18:05,465 - INFO - LRs are now: 9.11e-06
+2025-01-03 02:18:05,679 - INFO - LRs are now: 9.11e-06
+2025-01-03 02:18:06,334 - INFO - LRs are now: 9.11e-06
+2025-01-03 02:18:07,058 - INFO - LRs are now: 9.11e-06
+2025-01-03 02:18:07,349 - INFO - LRs are now: 9.11e-06
+2025-01-03 02:18:07,532 - INFO - LRs are now: 9.11e-06
+2025-01-03 02:18:07,770 - INFO - LRs are now: 9.10e-06
+2025-01-03 02:18:08,327 - INFO - LRs are now: 9.10e-06
+2025-01-03 02:18:08,578 - INFO - LRs are now: 9.10e-06
+2025-01-03 02:18:08,776 - INFO - LRs are now: 9.10e-06
+2025-01-03 02:18:09,061 - INFO - LRs are now: 9.10e-06
+2025-01-03 02:18:10,022 - INFO - LRs are now: 9.10e-06
+2025-01-03 02:18:10,629 - INFO - LRs are now: 9.10e-06
+2025-01-03 02:18:11,725 - INFO - LRs are now: 9.10e-06
+2025-01-03 02:18:12,234 - INFO - LRs are now: 9.10e-06
+2025-01-03 02:18:12,454 - INFO - LRs are now: 9.10e-06
+2025-01-03 02:18:12,641 - INFO - LRs are now: 9.10e-06
+2025-01-03 02:18:12,932 - INFO - LRs are now: 9.10e-06
+2025-01-03 02:18:13,388 - INFO - LRs are now: 9.10e-06
+2025-01-03 02:18:13,849 - INFO - LRs are now: 9.10e-06
+2025-01-03 02:18:14,281 - INFO - LRs are now: 9.10e-06
+2025-01-03 02:18:14,583 - INFO - LRs are now: 9.10e-06
+2025-01-03 02:18:14,956 - INFO - LRs are now: 9.10e-06
+2025-01-03 02:18:15,215 - INFO - LRs are now: 9.09e-06
+2025-01-03 02:18:15,508 - INFO - LRs are now: 9.09e-06
+2025-01-03 02:18:16,184 - INFO - LRs are now: 9.09e-06
+2025-01-03 02:18:16,466 - INFO - LRs are now: 9.09e-06
+2025-01-03 02:18:17,105 - INFO - LRs are now: 9.09e-06
+2025-01-03 02:18:17,675 - INFO - LRs are now: 9.09e-06
+2025-01-03 02:18:18,232 - INFO - LRs are now: 9.09e-06
+2025-01-03 02:18:19,050 - INFO - LRs are now: 9.09e-06
+2025-01-03 02:18:20,135 - INFO - LRs are now: 9.09e-06
+2025-01-03 02:18:20,195 - INFO - Training epoch 31 finished. (Took 2.0 mins.)
+2025-01-03 02:18:20,196 - INFO - loss_train: 199.0
+2025-01-03 02:18:20,198 - INFO - heads-fscore_train: 83.35%
+2025-01-03 02:18:20,199 - INFO - labels-fscore_train: 88.31%
+2025-01-03 02:18:20,200 - INFO - aggregate_train: 73.61%
+2025-01-03 02:18:25,762 - INFO - Validation epoch 31 finished. (Took 0.1 mins.)
+2025-01-03 02:18:25,763 - INFO - loss_valid: 16.12
+2025-01-03 02:18:25,766 - INFO - heads-fscore_valid: 80.62%
+2025-01-03 02:18:25,767 - INFO - labels-fscore_valid: 86.64%
+2025-01-03 02:18:25,769 - INFO - aggregate_valid: 69.85%
+2025-01-03 02:18:31,678 - INFO - Saving current best: model_best.pth ...
+2025-01-03 02:18:32,709 - INFO - LRs are now: 9.09e-06
+2025-01-03 02:18:33,842 - INFO - LRs are now: 9.09e-06
+2025-01-03 02:18:34,526 - INFO - LRs are now: 9.09e-06
+2025-01-03 02:18:35,218 - INFO - LRs are now: 9.09e-06
+2025-01-03 02:18:35,796 - INFO - LRs are now: 9.09e-06
+2025-01-03 02:18:36,112 - INFO - LRs are now: 9.09e-06
+2025-01-03 02:18:36,321 - INFO - LRs are now: 9.09e-06
+2025-01-03 02:18:36,610 - INFO - LRs are now: 9.09e-06
+2025-01-03 02:18:36,863 - INFO - LRs are now: 9.08e-06
+2025-01-03 02:18:37,319 - INFO - LRs are now: 9.08e-06
+2025-01-03 02:18:37,612 - INFO - LRs are now: 9.08e-06
+2025-01-03 02:18:37,924 - INFO - LRs are now: 9.08e-06
+2025-01-03 02:18:38,481 - INFO - LRs are now: 9.08e-06
+2025-01-03 02:18:38,762 - INFO - LRs are now: 9.08e-06
+2025-01-03 02:18:38,960 - INFO - LRs are now: 9.08e-06
+2025-01-03 02:18:39,556 - INFO - LRs are now: 9.08e-06
+2025-01-03 02:18:40,647 - INFO - LRs are now: 9.08e-06
+2025-01-03 02:18:41,018 - INFO - LRs are now: 9.08e-06
+2025-01-03 02:18:41,666 - INFO - LRs are now: 9.08e-06
+2025-01-03 02:18:42,236 - INFO - LRs are now: 9.08e-06
+2025-01-03 02:18:42,536 - INFO - LRs are now: 9.08e-06
+2025-01-03 02:18:43,575 - INFO - LRs are now: 9.08e-06
+2025-01-03 02:18:44,113 - INFO - LRs are now: 9.08e-06
+2025-01-03 02:18:44,362 - INFO - LRs are now: 9.08e-06
+2025-01-03 02:18:45,478 - INFO - LRs are now: 9.08e-06
+2025-01-03 02:18:45,973 - INFO - LRs are now: 9.07e-06
+2025-01-03 02:18:46,189 - INFO - LRs are now: 9.07e-06
+2025-01-03 02:18:46,594 - INFO - LRs are now: 9.07e-06
+2025-01-03 02:18:47,245 - INFO - LRs are now: 9.07e-06
+2025-01-03 02:18:47,719 - INFO - LRs are now: 9.07e-06
+2025-01-03 02:18:47,970 - INFO - LRs are now: 9.07e-06
+2025-01-03 02:18:48,189 - INFO - LRs are now: 9.07e-06
+2025-01-03 02:18:49,072 - INFO - LRs are now: 9.07e-06
+2025-01-03 02:18:49,774 - INFO - LRs are now: 9.07e-06
+2025-01-03 02:18:50,140 - INFO - LRs are now: 9.07e-06
+2025-01-03 02:18:51,112 - INFO - LRs are now: 9.07e-06
+2025-01-03 02:18:51,776 - INFO - LRs are now: 9.07e-06
+2025-01-03 02:18:52,079 - INFO - LRs are now: 9.07e-06
+2025-01-03 02:18:53,167 - INFO - LRs are now: 9.07e-06
+2025-01-03 02:18:54,855 - INFO - LRs are now: 9.07e-06
+2025-01-03 02:18:55,417 - INFO - LRs are now: 9.07e-06
+2025-01-03 02:18:55,792 - INFO - LRs are now: 9.07e-06
+2025-01-03 02:18:56,212 - INFO - LRs are now: 9.06e-06
+2025-01-03 02:18:56,609 - INFO - LRs are now: 9.06e-06
+2025-01-03 02:18:56,915 - INFO - LRs are now: 9.06e-06
+2025-01-03 02:18:57,305 - INFO - LRs are now: 9.06e-06
+2025-01-03 02:18:57,582 - INFO - LRs are now: 9.06e-06
+2025-01-03 02:18:58,244 - INFO - LRs are now: 9.06e-06
+2025-01-03 02:18:58,710 - INFO - LRs are now: 9.06e-06
+2025-01-03 02:18:59,783 - INFO - LRs are now: 9.06e-06
+2025-01-03 02:19:00,200 - INFO - LRs are now: 9.06e-06
+2025-01-03 02:19:00,798 - INFO - LRs are now: 9.06e-06
+2025-01-03 02:19:01,506 - INFO - LRs are now: 9.06e-06
+2025-01-03 02:19:01,866 - INFO - LRs are now: 9.06e-06
+2025-01-03 02:19:02,147 - INFO - LRs are now: 9.06e-06
+2025-01-03 02:19:02,385 - INFO - LRs are now: 9.06e-06
+2025-01-03 02:19:02,760 - INFO - LRs are now: 9.06e-06
+2025-01-03 02:19:03,084 - INFO - LRs are now: 9.06e-06
+2025-01-03 02:19:03,314 - INFO - LRs are now: 9.06e-06
+2025-01-03 02:19:03,553 - INFO - LRs are now: 9.05e-06
+2025-01-03 02:19:04,550 - INFO - LRs are now: 9.05e-06
+2025-01-03 02:19:04,941 - INFO - LRs are now: 9.05e-06
+2025-01-03 02:19:05,328 - INFO - LRs are now: 9.05e-06
+2025-01-03 02:19:05,769 - INFO - LRs are now: 9.05e-06
+2025-01-03 02:19:06,084 - INFO - LRs are now: 9.05e-06
+2025-01-03 02:19:06,310 - INFO - LRs are now: 9.05e-06
+2025-01-03 02:19:06,523 - INFO - LRs are now: 9.05e-06
+2025-01-03 02:19:07,446 - INFO - LRs are now: 9.05e-06
+2025-01-03 02:19:07,865 - INFO - LRs are now: 9.05e-06
+2025-01-03 02:19:08,325 - INFO - LRs are now: 9.05e-06
+2025-01-03 02:19:08,624 - INFO - LRs are now: 9.05e-06
+2025-01-03 02:19:08,962 - INFO - LRs are now: 9.05e-06
+2025-01-03 02:19:09,179 - INFO - LRs are now: 9.05e-06
+2025-01-03 02:19:09,373 - INFO - LRs are now: 9.05e-06
+2025-01-03 02:19:09,632 - INFO - LRs are now: 9.05e-06
+2025-01-03 02:19:09,964 - INFO - LRs are now: 9.05e-06
+2025-01-03 02:19:10,603 - INFO - LRs are now: 9.04e-06
+2025-01-03 02:19:10,879 - INFO - LRs are now: 9.04e-06
+2025-01-03 02:19:11,335 - INFO - LRs are now: 9.04e-06
+2025-01-03 02:19:11,597 - INFO - LRs are now: 9.04e-06
+2025-01-03 02:19:11,821 - INFO - LRs are now: 9.04e-06
+2025-01-03 02:19:12,420 - INFO - LRs are now: 9.04e-06
+2025-01-03 02:19:13,802 - INFO - LRs are now: 9.04e-06
+2025-01-03 02:19:14,237 - INFO - LRs are now: 9.04e-06
+2025-01-03 02:19:14,615 - INFO - LRs are now: 9.04e-06
+2025-01-03 02:19:15,040 - INFO - LRs are now: 9.04e-06
+2025-01-03 02:19:15,366 - INFO - LRs are now: 9.04e-06
+2025-01-03 02:19:15,760 - INFO - LRs are now: 9.04e-06
+2025-01-03 02:19:16,191 - INFO - LRs are now: 9.04e-06
+2025-01-03 02:19:16,433 - INFO - LRs are now: 9.04e-06
+2025-01-03 02:19:16,624 - INFO - LRs are now: 9.04e-06
+2025-01-03 02:19:16,966 - INFO - LRs are now: 9.04e-06
+2025-01-03 02:19:17,644 - INFO - LRs are now: 9.04e-06
+2025-01-03 02:19:18,062 - INFO - LRs are now: 9.04e-06
+2025-01-03 02:19:18,692 - INFO - LRs are now: 9.03e-06
+2025-01-03 02:19:19,346 - INFO - LRs are now: 9.03e-06
+2025-01-03 02:19:19,668 - INFO - LRs are now: 9.03e-06
+2025-01-03 02:19:19,894 - INFO - LRs are now: 9.03e-06
+2025-01-03 02:19:20,165 - INFO - LRs are now: 9.03e-06
+2025-01-03 02:19:20,524 - INFO - LRs are now: 9.03e-06
+2025-01-03 02:19:20,725 - INFO - LRs are now: 9.03e-06
+2025-01-03 02:19:21,889 - INFO - LRs are now: 9.03e-06
+2025-01-03 02:19:22,931 - INFO - LRs are now: 9.03e-06
+2025-01-03 02:19:23,303 - INFO - LRs are now: 9.03e-06
+2025-01-03 02:19:23,670 - INFO - LRs are now: 9.03e-06
+2025-01-03 02:19:24,098 - INFO - LRs are now: 9.03e-06
+2025-01-03 02:19:25,110 - INFO - LRs are now: 9.03e-06
+2025-01-03 02:19:25,441 - INFO - LRs are now: 9.03e-06
+2025-01-03 02:19:26,057 - INFO - LRs are now: 9.03e-06
+2025-01-03 02:19:26,337 - INFO - LRs are now: 9.03e-06
+2025-01-03 02:19:26,739 - INFO - LRs are now: 9.03e-06
+2025-01-03 02:19:27,051 - INFO - LRs are now: 9.02e-06
+2025-01-03 02:19:27,436 - INFO - LRs are now: 9.02e-06
+2025-01-03 02:19:27,811 - INFO - LRs are now: 9.02e-06
+2025-01-03 02:19:28,161 - INFO - LRs are now: 9.02e-06
+2025-01-03 02:19:28,438 - INFO - LRs are now: 9.02e-06
+2025-01-03 02:19:28,702 - INFO - LRs are now: 9.02e-06
+2025-01-03 02:19:28,901 - INFO - LRs are now: 9.02e-06
+2025-01-03 02:19:29,110 - INFO - LRs are now: 9.02e-06
+2025-01-03 02:19:29,448 - INFO - LRs are now: 9.02e-06
+2025-01-03 02:19:29,931 - INFO - LRs are now: 9.02e-06
+2025-01-03 02:19:31,013 - INFO - LRs are now: 9.02e-06
+2025-01-03 02:19:31,406 - INFO - LRs are now: 9.02e-06
+2025-01-03 02:19:31,678 - INFO - LRs are now: 9.02e-06
+2025-01-03 02:19:32,285 - INFO - LRs are now: 9.02e-06
+2025-01-03 02:19:32,861 - INFO - LRs are now: 9.02e-06
+2025-01-03 02:19:33,575 - INFO - LRs are now: 9.02e-06
+2025-01-03 02:19:33,931 - INFO - LRs are now: 9.02e-06
+2025-01-03 02:19:34,245 - INFO - LRs are now: 9.01e-06
+2025-01-03 02:19:34,508 - INFO - LRs are now: 9.01e-06
+2025-01-03 02:19:34,816 - INFO - LRs are now: 9.01e-06
+2025-01-03 02:19:35,041 - INFO - LRs are now: 9.01e-06
+2025-01-03 02:19:35,261 - INFO - LRs are now: 9.01e-06
+2025-01-03 02:19:35,820 - INFO - LRs are now: 9.01e-06
+2025-01-03 02:19:36,113 - INFO - LRs are now: 9.01e-06
+2025-01-03 02:19:36,529 - INFO - LRs are now: 9.01e-06
+2025-01-03 02:19:37,271 - INFO - LRs are now: 9.01e-06
+2025-01-03 02:19:37,662 - INFO - LRs are now: 9.01e-06
+2025-01-03 02:19:38,514 - INFO - LRs are now: 9.01e-06
+2025-01-03 02:19:38,893 - INFO - LRs are now: 9.01e-06
+2025-01-03 02:19:39,417 - INFO - LRs are now: 9.01e-06
+2025-01-03 02:19:40,553 - INFO - LRs are now: 9.01e-06
+2025-01-03 02:19:40,980 - INFO - LRs are now: 9.01e-06
+2025-01-03 02:19:41,340 - INFO - LRs are now: 9.01e-06
+2025-01-03 02:19:41,689 - INFO - LRs are now: 9.01e-06
+2025-01-03 02:19:42,382 - INFO - LRs are now: 9.01e-06
+2025-01-03 02:19:43,082 - INFO - LRs are now: 9.00e-06
+2025-01-03 02:19:43,375 - INFO - LRs are now: 9.00e-06
+2025-01-03 02:19:44,061 - INFO - LRs are now: 9.00e-06
+2025-01-03 02:19:44,456 - INFO - LRs are now: 9.00e-06
+2025-01-03 02:19:44,752 - INFO - LRs are now: 9.00e-06
+2025-01-03 02:19:45,006 - INFO - LRs are now: 9.00e-06
+2025-01-03 02:19:45,737 - INFO - LRs are now: 9.00e-06
+2025-01-03 02:19:46,272 - INFO - LRs are now: 9.00e-06
+2025-01-03 02:19:46,491 - INFO - LRs are now: 9.00e-06
+2025-01-03 02:19:47,569 - INFO - LRs are now: 9.00e-06
+2025-01-03 02:19:48,147 - INFO - LRs are now: 9.00e-06
+2025-01-03 02:19:48,425 - INFO - LRs are now: 9.00e-06
+2025-01-03 02:19:48,660 - INFO - LRs are now: 9.00e-06
+2025-01-03 02:19:48,914 - INFO - LRs are now: 9.00e-06
+2025-01-03 02:19:49,141 - INFO - LRs are now: 9.00e-06
+2025-01-03 02:19:49,329 - INFO - LRs are now: 9.00e-06
+2025-01-03 02:19:49,591 - INFO - LRs are now: 9.00e-06
+2025-01-03 02:19:50,131 - INFO - LRs are now: 9.00e-06
+2025-01-03 02:19:50,389 - INFO - LRs are now: 8.99e-06
+2025-01-03 02:19:51,339 - INFO - LRs are now: 8.99e-06
+2025-01-03 02:19:51,997 - INFO - LRs are now: 8.99e-06
+2025-01-03 02:19:52,482 - INFO - LRs are now: 8.99e-06
+2025-01-03 02:19:52,972 - INFO - LRs are now: 8.99e-06
+2025-01-03 02:19:53,299 - INFO - LRs are now: 8.99e-06
+2025-01-03 02:19:53,569 - INFO - LRs are now: 8.99e-06
+2025-01-03 02:19:54,454 - INFO - LRs are now: 8.99e-06
+2025-01-03 02:19:54,807 - INFO - LRs are now: 8.99e-06
+2025-01-03 02:19:55,278 - INFO - LRs are now: 8.99e-06
+2025-01-03 02:19:55,642 - INFO - LRs are now: 8.99e-06
+2025-01-03 02:19:56,074 - INFO - LRs are now: 8.99e-06
+2025-01-03 02:19:56,334 - INFO - LRs are now: 8.99e-06
+2025-01-03 02:19:56,536 - INFO - LRs are now: 8.99e-06
+2025-01-03 02:19:57,119 - INFO - LRs are now: 8.99e-06
+2025-01-03 02:19:57,499 - INFO - LRs are now: 8.99e-06
+2025-01-03 02:19:57,886 - INFO - LRs are now: 8.99e-06
+2025-01-03 02:19:58,338 - INFO - LRs are now: 8.98e-06
+2025-01-03 02:19:59,513 - INFO - LRs are now: 8.98e-06
+2025-01-03 02:20:00,089 - INFO - LRs are now: 8.98e-06
+2025-01-03 02:20:00,419 - INFO - LRs are now: 8.98e-06
+2025-01-03 02:20:00,653 - INFO - LRs are now: 8.98e-06
+2025-01-03 02:20:01,130 - INFO - LRs are now: 8.98e-06
+2025-01-03 02:20:01,698 - INFO - LRs are now: 8.98e-06
+2025-01-03 02:20:01,964 - INFO - LRs are now: 8.98e-06
+2025-01-03 02:20:02,204 - INFO - LRs are now: 8.98e-06
+2025-01-03 02:20:03,353 - INFO - LRs are now: 8.98e-06
+2025-01-03 02:20:03,760 - INFO - LRs are now: 8.98e-06
+2025-01-03 02:20:04,805 - INFO - LRs are now: 8.98e-06
+2025-01-03 02:20:05,312 - INFO - LRs are now: 8.98e-06
+2025-01-03 02:20:06,086 - INFO - LRs are now: 8.98e-06
+2025-01-03 02:20:06,706 - INFO - LRs are now: 8.98e-06
+2025-01-03 02:20:07,057 - INFO - LRs are now: 8.98e-06
+2025-01-03 02:20:07,427 - INFO - LRs are now: 8.98e-06
+2025-01-03 02:20:07,685 - INFO - LRs are now: 8.98e-06
+2025-01-03 02:20:08,516 - INFO - LRs are now: 8.97e-06
+2025-01-03 02:20:09,555 - INFO - LRs are now: 8.97e-06
+2025-01-03 02:20:09,888 - INFO - LRs are now: 8.97e-06
+2025-01-03 02:20:10,261 - INFO - LRs are now: 8.97e-06
+2025-01-03 02:20:11,268 - INFO - LRs are now: 8.97e-06
+2025-01-03 02:20:11,690 - INFO - LRs are now: 8.97e-06
+2025-01-03 02:20:12,010 - INFO - LRs are now: 8.97e-06
+2025-01-03 02:20:13,267 - INFO - LRs are now: 8.97e-06
+2025-01-03 02:20:13,760 - INFO - LRs are now: 8.97e-06
+2025-01-03 02:20:14,542 - INFO - LRs are now: 8.97e-06
+2025-01-03 02:20:15,010 - INFO - LRs are now: 8.97e-06
+2025-01-03 02:20:15,708 - INFO - LRs are now: 8.97e-06
+2025-01-03 02:20:16,082 - INFO - LRs are now: 8.97e-06
+2025-01-03 02:20:16,493 - INFO - LRs are now: 8.97e-06
+2025-01-03 02:20:16,739 - INFO - LRs are now: 8.97e-06
+2025-01-03 02:20:16,992 - INFO - LRs are now: 8.97e-06
+2025-01-03 02:20:17,249 - INFO - LRs are now: 8.97e-06
+2025-01-03 02:20:17,842 - INFO - LRs are now: 8.97e-06
+2025-01-03 02:20:18,683 - INFO - LRs are now: 8.96e-06
+2025-01-03 02:20:19,047 - INFO - LRs are now: 8.96e-06
+2025-01-03 02:20:19,406 - INFO - LRs are now: 8.96e-06
+2025-01-03 02:20:19,948 - INFO - LRs are now: 8.96e-06
+2025-01-03 02:20:20,376 - INFO - LRs are now: 8.96e-06
+2025-01-03 02:20:20,600 - INFO - LRs are now: 8.96e-06
+2025-01-03 02:20:21,493 - INFO - LRs are now: 8.96e-06
+2025-01-03 02:20:21,939 - INFO - LRs are now: 8.96e-06
+2025-01-03 02:20:22,366 - INFO - LRs are now: 8.96e-06
+2025-01-03 02:20:22,940 - INFO - LRs are now: 8.96e-06
+2025-01-03 02:20:23,200 - INFO - LRs are now: 8.96e-06
+2025-01-03 02:20:23,375 - INFO - LRs are now: 8.96e-06
+2025-01-03 02:20:23,615 - INFO - LRs are now: 8.96e-06
+2025-01-03 02:20:24,250 - INFO - LRs are now: 8.96e-06
+2025-01-03 02:20:25,015 - INFO - LRs are now: 8.96e-06
+2025-01-03 02:20:25,971 - INFO - LRs are now: 8.96e-06
+2025-01-03 02:20:26,324 - INFO - LRs are now: 8.96e-06
+2025-01-03 02:20:27,409 - INFO - LRs are now: 8.95e-06
+2025-01-03 02:20:27,843 - INFO - LRs are now: 8.95e-06
+2025-01-03 02:20:28,450 - INFO - LRs are now: 8.95e-06
+2025-01-03 02:20:29,138 - INFO - LRs are now: 8.95e-06
+2025-01-03 02:20:29,461 - INFO - LRs are now: 8.95e-06
+2025-01-03 02:20:29,670 - INFO - LRs are now: 8.95e-06
+2025-01-03 02:20:29,977 - INFO - LRs are now: 8.95e-06
+2025-01-03 02:20:30,255 - INFO - LRs are now: 8.95e-06
+2025-01-03 02:20:30,475 - INFO - LRs are now: 8.95e-06
+2025-01-03 02:20:31,762 - INFO - LRs are now: 8.95e-06
+2025-01-03 02:20:32,306 - INFO - LRs are now: 8.95e-06
+2025-01-03 02:20:32,584 - INFO - LRs are now: 8.95e-06
+2025-01-03 02:20:32,902 - INFO - LRs are now: 8.95e-06
+2025-01-03 02:20:33,463 - INFO - LRs are now: 8.95e-06
+2025-01-03 02:20:34,099 - INFO - LRs are now: 8.95e-06
+2025-01-03 02:20:34,488 - INFO - LRs are now: 8.95e-06
+2025-01-03 02:20:34,557 - INFO - Training epoch 32 finished. (Took 2.0 mins.)
+2025-01-03 02:20:34,557 - INFO - loss_train: 200.6
+2025-01-03 02:20:34,561 - INFO - heads-fscore_train: 83.16%
+2025-01-03 02:20:34,563 - INFO - labels-fscore_train: 88.27%
+2025-01-03 02:20:34,564 - INFO - aggregate_train: 73.41%
+2025-01-03 02:20:39,278 - INFO - Validation epoch 32 finished. (Took 0.1 mins.)
+2025-01-03 02:20:39,279 - INFO - loss_valid: 15.96
+2025-01-03 02:20:39,280 - INFO - heads-fscore_valid: 80.61%
+2025-01-03 02:20:39,281 - INFO - labels-fscore_valid: 86.33%
+2025-01-03 02:20:39,282 - INFO - aggregate_valid: 69.59%
+2025-01-03 02:20:40,771 - INFO - LRs are now: 8.95e-06
+2025-01-03 02:20:41,414 - INFO - LRs are now: 8.95e-06
+2025-01-03 02:20:42,394 - INFO - LRs are now: 8.94e-06
+2025-01-03 02:20:43,551 - INFO - LRs are now: 8.94e-06
+2025-01-03 02:20:44,461 - INFO - LRs are now: 8.94e-06
+2025-01-03 02:20:44,780 - INFO - LRs are now: 8.94e-06
+2025-01-03 02:20:44,964 - INFO - LRs are now: 8.94e-06
+2025-01-03 02:20:45,468 - INFO - LRs are now: 8.94e-06
+2025-01-03 02:20:46,644 - INFO - LRs are now: 8.94e-06
+2025-01-03 02:20:47,055 - INFO - LRs are now: 8.94e-06
+2025-01-03 02:20:47,272 - INFO - LRs are now: 8.94e-06
+2025-01-03 02:20:47,773 - INFO - LRs are now: 8.94e-06
+2025-01-03 02:20:48,095 - INFO - LRs are now: 8.94e-06
+2025-01-03 02:20:48,477 - INFO - LRs are now: 8.94e-06
+2025-01-03 02:20:48,918 - INFO - LRs are now: 8.94e-06
+2025-01-03 02:20:49,415 - INFO - LRs are now: 8.94e-06
+2025-01-03 02:20:49,889 - INFO - LRs are now: 8.94e-06
+2025-01-03 02:20:50,248 - INFO - LRs are now: 8.94e-06
+2025-01-03 02:20:51,035 - INFO - LRs are now: 8.94e-06
+2025-01-03 02:20:51,471 - INFO - LRs are now: 8.94e-06
+2025-01-03 02:20:51,959 - INFO - LRs are now: 8.93e-06
+2025-01-03 02:20:52,269 - INFO - LRs are now: 8.93e-06
+2025-01-03 02:20:52,522 - INFO - LRs are now: 8.93e-06
+2025-01-03 02:20:52,968 - INFO - LRs are now: 8.93e-06
+2025-01-03 02:20:53,188 - INFO - LRs are now: 8.93e-06
+2025-01-03 02:20:53,562 - INFO - LRs are now: 8.93e-06
+2025-01-03 02:20:53,801 - INFO - LRs are now: 8.93e-06
+2025-01-03 02:20:54,447 - INFO - LRs are now: 8.93e-06
+2025-01-03 02:20:55,107 - INFO - LRs are now: 8.93e-06
+2025-01-03 02:20:56,257 - INFO - LRs are now: 8.93e-06
+2025-01-03 02:20:56,670 - INFO - LRs are now: 8.93e-06
+2025-01-03 02:20:57,057 - INFO - LRs are now: 8.93e-06
+2025-01-03 02:20:57,364 - INFO - LRs are now: 8.93e-06
+2025-01-03 02:20:58,322 - INFO - LRs are now: 8.93e-06
+2025-01-03 02:20:59,060 - INFO - LRs are now: 8.93e-06
+2025-01-03 02:20:59,500 - INFO - LRs are now: 8.93e-06
+2025-01-03 02:20:59,820 - INFO - LRs are now: 8.93e-06
+2025-01-03 02:21:00,220 - INFO - LRs are now: 8.93e-06
+2025-01-03 02:21:00,697 - INFO - LRs are now: 8.92e-06
+2025-01-03 02:21:01,285 - INFO - LRs are now: 8.92e-06
+2025-01-03 02:21:01,878 - INFO - LRs are now: 8.92e-06
+2025-01-03 02:21:02,191 - INFO - LRs are now: 8.92e-06
+2025-01-03 02:21:02,390 - INFO - LRs are now: 8.92e-06
+2025-01-03 02:21:03,079 - INFO - LRs are now: 8.92e-06
+2025-01-03 02:21:03,428 - INFO - LRs are now: 8.92e-06
+2025-01-03 02:21:03,983 - INFO - LRs are now: 8.92e-06
+2025-01-03 02:21:04,453 - INFO - LRs are now: 8.92e-06
+2025-01-03 02:21:04,770 - INFO - LRs are now: 8.92e-06
+2025-01-03 02:21:06,061 - INFO - LRs are now: 8.92e-06
+2025-01-03 02:21:06,622 - INFO - LRs are now: 8.92e-06
+2025-01-03 02:21:06,929 - INFO - LRs are now: 8.92e-06
+2025-01-03 02:21:07,458 - INFO - LRs are now: 8.92e-06
+2025-01-03 02:21:08,267 - INFO - LRs are now: 8.92e-06
+2025-01-03 02:21:08,549 - INFO - LRs are now: 8.92e-06
+2025-01-03 02:21:08,784 - INFO - LRs are now: 8.92e-06
+2025-01-03 02:21:09,345 - INFO - LRs are now: 8.92e-06
+2025-01-03 02:21:09,740 - INFO - LRs are now: 8.91e-06
+2025-01-03 02:21:09,994 - INFO - LRs are now: 8.91e-06
+2025-01-03 02:21:10,204 - INFO - LRs are now: 8.91e-06
+2025-01-03 02:21:10,622 - INFO - LRs are now: 8.91e-06
+2025-01-03 02:21:10,898 - INFO - LRs are now: 8.91e-06
+2025-01-03 02:21:11,193 - INFO - LRs are now: 8.91e-06
+2025-01-03 02:21:11,703 - INFO - LRs are now: 8.91e-06
+2025-01-03 02:21:11,985 - INFO - LRs are now: 8.91e-06
+2025-01-03 02:21:12,590 - INFO - LRs are now: 8.91e-06
+2025-01-03 02:21:12,931 - INFO - LRs are now: 8.91e-06
+2025-01-03 02:21:13,163 - INFO - LRs are now: 8.91e-06
+2025-01-03 02:21:13,425 - INFO - LRs are now: 8.91e-06
+2025-01-03 02:21:13,658 - INFO - LRs are now: 8.91e-06
+2025-01-03 02:21:13,846 - INFO - LRs are now: 8.91e-06
+2025-01-03 02:21:14,054 - INFO - LRs are now: 8.91e-06
+2025-01-03 02:21:14,336 - INFO - LRs are now: 8.91e-06
+2025-01-03 02:21:14,574 - INFO - LRs are now: 8.91e-06
+2025-01-03 02:21:14,961 - INFO - LRs are now: 8.91e-06
+2025-01-03 02:21:15,320 - INFO - LRs are now: 8.90e-06
+2025-01-03 02:21:15,569 - INFO - LRs are now: 8.90e-06
+2025-01-03 02:21:16,438 - INFO - LRs are now: 8.90e-06
+2025-01-03 02:21:16,681 - INFO - LRs are now: 8.90e-06
+2025-01-03 02:21:16,950 - INFO - LRs are now: 8.90e-06
+2025-01-03 02:21:17,159 - INFO - LRs are now: 8.90e-06
+2025-01-03 02:21:17,351 - INFO - LRs are now: 8.90e-06
+2025-01-03 02:21:17,844 - INFO - LRs are now: 8.90e-06
+2025-01-03 02:21:18,348 - INFO - LRs are now: 8.90e-06
+2025-01-03 02:21:18,694 - INFO - LRs are now: 8.90e-06
+2025-01-03 02:21:19,899 - INFO - LRs are now: 8.90e-06
+2025-01-03 02:21:20,326 - INFO - LRs are now: 8.90e-06
+2025-01-03 02:21:20,750 - INFO - LRs are now: 8.90e-06
+2025-01-03 02:21:21,735 - INFO - LRs are now: 8.90e-06
+2025-01-03 02:21:22,077 - INFO - LRs are now: 8.90e-06
+2025-01-03 02:21:22,255 - INFO - LRs are now: 8.90e-06
+2025-01-03 02:21:22,504 - INFO - LRs are now: 8.90e-06
+2025-01-03 02:21:22,910 - INFO - LRs are now: 8.90e-06
+2025-01-03 02:21:24,515 - INFO - LRs are now: 8.89e-06
+2025-01-03 02:21:25,037 - INFO - LRs are now: 8.89e-06
+2025-01-03 02:21:25,366 - INFO - LRs are now: 8.89e-06
+2025-01-03 02:21:25,691 - INFO - LRs are now: 8.89e-06
+2025-01-03 02:21:26,118 - INFO - LRs are now: 8.89e-06
+2025-01-03 02:21:26,368 - INFO - LRs are now: 8.89e-06
+2025-01-03 02:21:27,456 - INFO - LRs are now: 8.89e-06
+2025-01-03 02:21:29,172 - INFO - LRs are now: 8.89e-06
+2025-01-03 02:21:29,756 - INFO - LRs are now: 8.89e-06
+2025-01-03 02:21:30,044 - INFO - LRs are now: 8.89e-06
+2025-01-03 02:21:30,263 - INFO - LRs are now: 8.89e-06
+2025-01-03 02:21:30,546 - INFO - LRs are now: 8.89e-06
+2025-01-03 02:21:30,924 - INFO - LRs are now: 8.89e-06
+2025-01-03 02:21:31,255 - INFO - LRs are now: 8.89e-06
+2025-01-03 02:21:31,525 - INFO - LRs are now: 8.89e-06
+2025-01-03 02:21:31,730 - INFO - LRs are now: 8.89e-06
+2025-01-03 02:21:31,889 - INFO - LRs are now: 8.89e-06
+2025-01-03 02:21:32,055 - INFO - LRs are now: 8.89e-06
+2025-01-03 02:21:32,339 - INFO - LRs are now: 8.89e-06
+2025-01-03 02:21:32,990 - INFO - LRs are now: 8.88e-06
+2025-01-03 02:21:33,388 - INFO - LRs are now: 8.88e-06
+2025-01-03 02:21:33,603 - INFO - LRs are now: 8.88e-06
+2025-01-03 02:21:33,810 - INFO - LRs are now: 8.88e-06
+2025-01-03 02:21:34,121 - INFO - LRs are now: 8.88e-06
+2025-01-03 02:21:34,405 - INFO - LRs are now: 8.88e-06
+2025-01-03 02:21:34,721 - INFO - LRs are now: 8.88e-06
+2025-01-03 02:21:35,296 - INFO - LRs are now: 8.88e-06
+2025-01-03 02:21:36,058 - INFO - LRs are now: 8.88e-06
+2025-01-03 02:21:37,298 - INFO - LRs are now: 8.88e-06
+2025-01-03 02:21:37,878 - INFO - LRs are now: 8.88e-06
+2025-01-03 02:21:38,366 - INFO - LRs are now: 8.88e-06
+2025-01-03 02:21:38,899 - INFO - LRs are now: 8.88e-06
+2025-01-03 02:21:39,153 - INFO - LRs are now: 8.88e-06
+2025-01-03 02:21:39,442 - INFO - LRs are now: 8.88e-06
+2025-01-03 02:21:39,783 - INFO - LRs are now: 8.88e-06
+2025-01-03 02:21:40,048 - INFO - LRs are now: 8.88e-06
+2025-01-03 02:21:40,274 - INFO - LRs are now: 8.88e-06
+2025-01-03 02:21:41,070 - INFO - LRs are now: 8.87e-06
+2025-01-03 02:21:42,376 - INFO - LRs are now: 8.87e-06
+2025-01-03 02:21:43,210 - INFO - LRs are now: 8.87e-06
+2025-01-03 02:21:43,894 - INFO - LRs are now: 8.87e-06
+2025-01-03 02:21:44,167 - INFO - LRs are now: 8.87e-06
+2025-01-03 02:21:44,338 - INFO - LRs are now: 8.87e-06
+2025-01-03 02:21:44,600 - INFO - LRs are now: 8.87e-06
+2025-01-03 02:21:44,826 - INFO - LRs are now: 8.87e-06
+2025-01-03 02:21:45,126 - INFO - LRs are now: 8.87e-06
+2025-01-03 02:21:45,366 - INFO - LRs are now: 8.87e-06
+2025-01-03 02:21:45,655 - INFO - LRs are now: 8.87e-06
+2025-01-03 02:21:45,948 - INFO - LRs are now: 8.87e-06
+2025-01-03 02:21:46,167 - INFO - LRs are now: 8.87e-06
+2025-01-03 02:21:46,398 - INFO - LRs are now: 8.87e-06
+2025-01-03 02:21:47,049 - INFO - LRs are now: 8.87e-06
+2025-01-03 02:21:47,355 - INFO - LRs are now: 8.87e-06
+2025-01-03 02:21:47,802 - INFO - LRs are now: 8.87e-06
+2025-01-03 02:21:48,137 - INFO - LRs are now: 8.87e-06
+2025-01-03 02:21:49,070 - INFO - LRs are now: 8.86e-06
+2025-01-03 02:21:49,445 - INFO - LRs are now: 8.86e-06
+2025-01-03 02:21:49,665 - INFO - LRs are now: 8.86e-06
+2025-01-03 02:21:50,024 - INFO - LRs are now: 8.86e-06
+2025-01-03 02:21:50,274 - INFO - LRs are now: 8.86e-06
+2025-01-03 02:21:50,485 - INFO - LRs are now: 8.86e-06
+2025-01-03 02:21:51,113 - INFO - LRs are now: 8.86e-06
+2025-01-03 02:21:51,492 - INFO - LRs are now: 8.86e-06
+2025-01-03 02:21:52,830 - INFO - LRs are now: 8.86e-06
+2025-01-03 02:21:53,611 - INFO - LRs are now: 8.86e-06
+2025-01-03 02:21:54,101 - INFO - LRs are now: 8.86e-06
+2025-01-03 02:21:54,528 - INFO - LRs are now: 8.86e-06
+2025-01-03 02:21:54,784 - INFO - LRs are now: 8.86e-06
+2025-01-03 02:21:55,014 - INFO - LRs are now: 8.86e-06
+2025-01-03 02:21:55,224 - INFO - LRs are now: 8.86e-06
+2025-01-03 02:21:55,690 - INFO - LRs are now: 8.86e-06
+2025-01-03 02:21:56,048 - INFO - LRs are now: 8.86e-06
+2025-01-03 02:21:56,345 - INFO - LRs are now: 8.86e-06
+2025-01-03 02:21:56,565 - INFO - LRs are now: 8.86e-06
+2025-01-03 02:21:56,846 - INFO - LRs are now: 8.85e-06
+2025-01-03 02:21:57,046 - INFO - LRs are now: 8.85e-06
+2025-01-03 02:21:58,028 - INFO - LRs are now: 8.85e-06
+2025-01-03 02:21:59,118 - INFO - LRs are now: 8.85e-06
+2025-01-03 02:21:59,519 - INFO - LRs are now: 8.85e-06
+2025-01-03 02:21:59,718 - INFO - LRs are now: 8.85e-06
+2025-01-03 02:21:59,926 - INFO - LRs are now: 8.85e-06
+2025-01-03 02:22:00,174 - INFO - LRs are now: 8.85e-06
+2025-01-03 02:22:00,425 - INFO - LRs are now: 8.85e-06
+2025-01-03 02:22:00,747 - INFO - LRs are now: 8.85e-06
+2025-01-03 02:22:01,332 - INFO - LRs are now: 8.85e-06
+2025-01-03 02:22:01,593 - INFO - LRs are now: 8.85e-06
+2025-01-03 02:22:01,829 - INFO - LRs are now: 8.85e-06
+2025-01-03 02:22:02,130 - INFO - LRs are now: 8.85e-06
+2025-01-03 02:22:03,133 - INFO - LRs are now: 8.85e-06
+2025-01-03 02:22:03,608 - INFO - LRs are now: 8.85e-06
+2025-01-03 02:22:03,814 - INFO - LRs are now: 8.85e-06
+2025-01-03 02:22:04,273 - INFO - LRs are now: 8.85e-06
+2025-01-03 02:22:04,602 - INFO - LRs are now: 8.84e-06
+2025-01-03 02:22:05,047 - INFO - LRs are now: 8.84e-06
+2025-01-03 02:22:05,757 - INFO - LRs are now: 8.84e-06
+2025-01-03 02:22:06,177 - INFO - LRs are now: 8.84e-06
+2025-01-03 02:22:06,671 - INFO - LRs are now: 8.84e-06
+2025-01-03 02:22:06,990 - INFO - LRs are now: 8.84e-06
+2025-01-03 02:22:07,341 - INFO - LRs are now: 8.84e-06
+2025-01-03 02:22:07,799 - INFO - LRs are now: 8.84e-06
+2025-01-03 02:22:08,166 - INFO - LRs are now: 8.84e-06
+2025-01-03 02:22:08,549 - INFO - LRs are now: 8.84e-06
+2025-01-03 02:22:08,893 - INFO - LRs are now: 8.84e-06
+2025-01-03 02:22:09,143 - INFO - LRs are now: 8.84e-06
+2025-01-03 02:22:09,634 - INFO - LRs are now: 8.84e-06
+2025-01-03 02:22:09,925 - INFO - LRs are now: 8.84e-06
+2025-01-03 02:22:10,310 - INFO - LRs are now: 8.84e-06
+2025-01-03 02:22:11,402 - INFO - LRs are now: 8.84e-06
+2025-01-03 02:22:12,837 - INFO - LRs are now: 8.84e-06
+2025-01-03 02:22:13,334 - INFO - LRs are now: 8.84e-06
+2025-01-03 02:22:13,815 - INFO - LRs are now: 8.84e-06
+2025-01-03 02:22:14,083 - INFO - LRs are now: 8.83e-06
+2025-01-03 02:22:14,314 - INFO - LRs are now: 8.83e-06
+2025-01-03 02:22:14,502 - INFO - LRs are now: 8.83e-06
+2025-01-03 02:22:14,666 - INFO - LRs are now: 8.83e-06
+2025-01-03 02:22:15,056 - INFO - LRs are now: 8.83e-06
+2025-01-03 02:22:15,293 - INFO - LRs are now: 8.83e-06
+2025-01-03 02:22:16,402 - INFO - LRs are now: 8.83e-06
+2025-01-03 02:22:17,476 - INFO - LRs are now: 8.83e-06
+2025-01-03 02:22:17,859 - INFO - LRs are now: 8.83e-06
+2025-01-03 02:22:18,796 - INFO - LRs are now: 8.83e-06
+2025-01-03 02:22:20,087 - INFO - LRs are now: 8.83e-06
+2025-01-03 02:22:20,551 - INFO - LRs are now: 8.83e-06
+2025-01-03 02:22:20,762 - INFO - LRs are now: 8.83e-06
+2025-01-03 02:22:20,963 - INFO - LRs are now: 8.83e-06
+2025-01-03 02:22:21,163 - INFO - LRs are now: 8.83e-06
+2025-01-03 02:22:22,106 - INFO - LRs are now: 8.83e-06
+2025-01-03 02:22:22,476 - INFO - LRs are now: 8.83e-06
+2025-01-03 02:22:22,650 - INFO - LRs are now: 8.83e-06
+2025-01-03 02:22:22,862 - INFO - LRs are now: 8.82e-06
+2025-01-03 02:22:23,320 - INFO - LRs are now: 8.82e-06
+2025-01-03 02:22:23,924 - INFO - LRs are now: 8.82e-06
+2025-01-03 02:22:24,704 - INFO - LRs are now: 8.82e-06
+2025-01-03 02:22:25,000 - INFO - LRs are now: 8.82e-06
+2025-01-03 02:22:25,251 - INFO - LRs are now: 8.82e-06
+2025-01-03 02:22:25,536 - INFO - LRs are now: 8.82e-06
+2025-01-03 02:22:26,055 - INFO - LRs are now: 8.82e-06
+2025-01-03 02:22:26,524 - INFO - LRs are now: 8.82e-06
+2025-01-03 02:22:27,254 - INFO - LRs are now: 8.82e-06
+2025-01-03 02:22:27,815 - INFO - LRs are now: 8.82e-06
+2025-01-03 02:22:28,237 - INFO - LRs are now: 8.82e-06
+2025-01-03 02:22:28,840 - INFO - LRs are now: 8.82e-06
+2025-01-03 02:22:30,150 - INFO - LRs are now: 8.82e-06
+2025-01-03 02:22:30,624 - INFO - LRs are now: 8.82e-06
+2025-01-03 02:22:30,983 - INFO - LRs are now: 8.82e-06
+2025-01-03 02:22:31,878 - INFO - LRs are now: 8.82e-06
+2025-01-03 02:22:32,413 - INFO - LRs are now: 8.82e-06
+2025-01-03 02:22:32,728 - INFO - LRs are now: 8.82e-06
+2025-01-03 02:22:33,302 - INFO - LRs are now: 8.81e-06
+2025-01-03 02:22:33,614 - INFO - LRs are now: 8.81e-06
+2025-01-03 02:22:34,111 - INFO - LRs are now: 8.81e-06
+2025-01-03 02:22:34,979 - INFO - LRs are now: 8.81e-06
+2025-01-03 02:22:35,526 - INFO - LRs are now: 8.81e-06
+2025-01-03 02:22:35,949 - INFO - LRs are now: 8.81e-06
+2025-01-03 02:22:36,705 - INFO - LRs are now: 8.81e-06
+2025-01-03 02:22:37,353 - INFO - LRs are now: 8.81e-06
+2025-01-03 02:22:37,597 - INFO - LRs are now: 8.81e-06
+2025-01-03 02:22:38,654 - INFO - LRs are now: 8.81e-06
+2025-01-03 02:22:38,714 - INFO - Training epoch 33 finished. (Took 2.0 mins.)
+2025-01-03 02:22:38,714 - INFO - loss_train: 191.9
+2025-01-03 02:22:38,716 - INFO - heads-fscore_train: 83.36%
+2025-01-03 02:22:38,718 - INFO - labels-fscore_train: 88.52%
+2025-01-03 02:22:38,721 - INFO - aggregate_train: 73.79%
+2025-01-03 02:22:43,932 - INFO - Validation epoch 33 finished. (Took 0.1 mins.)
+2025-01-03 02:22:43,933 - INFO - loss_valid: 15.8
+2025-01-03 02:22:43,935 - INFO - heads-fscore_valid: 80.89%
+2025-01-03 02:22:43,936 - INFO - labels-fscore_valid: 86.45%
+2025-01-03 02:22:43,938 - INFO - aggregate_valid: 69.92%
+2025-01-03 02:22:52,148 - INFO - Saving current best: model_best.pth ...
+2025-01-03 02:22:53,557 - INFO - LRs are now: 8.81e-06
+2025-01-03 02:22:54,069 - INFO - LRs are now: 8.81e-06
+2025-01-03 02:22:54,440 - INFO - LRs are now: 8.81e-06
+2025-01-03 02:22:55,641 - INFO - LRs are now: 8.81e-06
+2025-01-03 02:22:56,205 - INFO - LRs are now: 8.81e-06
+2025-01-03 02:22:56,415 - INFO - LRs are now: 8.81e-06
+2025-01-03 02:22:57,078 - INFO - LRs are now: 8.81e-06
+2025-01-03 02:22:57,453 - INFO - LRs are now: 8.81e-06
+2025-01-03 02:22:57,793 - INFO - LRs are now: 8.81e-06
+2025-01-03 02:22:58,034 - INFO - LRs are now: 8.80e-06
+2025-01-03 02:22:59,226 - INFO - LRs are now: 8.80e-06
+2025-01-03 02:22:59,617 - INFO - LRs are now: 8.80e-06
+2025-01-03 02:22:59,838 - INFO - LRs are now: 8.80e-06
+2025-01-03 02:23:00,198 - INFO - LRs are now: 8.80e-06
+2025-01-03 02:23:00,414 - INFO - LRs are now: 8.80e-06
+2025-01-03 02:23:00,605 - INFO - LRs are now: 8.80e-06
+2025-01-03 02:23:00,904 - INFO - LRs are now: 8.80e-06
+2025-01-03 02:23:01,087 - INFO - LRs are now: 8.80e-06
+2025-01-03 02:23:01,376 - INFO - LRs are now: 8.80e-06
+2025-01-03 02:23:01,697 - INFO - LRs are now: 8.80e-06
+2025-01-03 02:23:02,525 - INFO - LRs are now: 8.80e-06
+2025-01-03 02:23:02,898 - INFO - LRs are now: 8.80e-06
+2025-01-03 02:23:03,093 - INFO - LRs are now: 8.80e-06
+2025-01-03 02:23:03,323 - INFO - LRs are now: 8.80e-06
+2025-01-03 02:23:03,930 - INFO - LRs are now: 8.80e-06
+2025-01-03 02:23:04,329 - INFO - LRs are now: 8.80e-06
+2025-01-03 02:23:04,594 - INFO - LRs are now: 8.80e-06
+2025-01-03 02:23:04,996 - INFO - LRs are now: 8.79e-06
+2025-01-03 02:23:05,413 - INFO - LRs are now: 8.79e-06
+2025-01-03 02:23:05,665 - INFO - LRs are now: 8.79e-06
+2025-01-03 02:23:05,861 - INFO - LRs are now: 8.79e-06
+2025-01-03 02:23:06,134 - INFO - LRs are now: 8.79e-06
+2025-01-03 02:23:06,584 - INFO - LRs are now: 8.79e-06
+2025-01-03 02:23:07,581 - INFO - LRs are now: 8.79e-06
+2025-01-03 02:23:08,080 - INFO - LRs are now: 8.79e-06
+2025-01-03 02:23:08,386 - INFO - LRs are now: 8.79e-06
+2025-01-03 02:23:09,530 - INFO - LRs are now: 8.79e-06
+2025-01-03 02:23:09,998 - INFO - LRs are now: 8.79e-06
+2025-01-03 02:23:10,208 - INFO - LRs are now: 8.79e-06
+2025-01-03 02:23:10,423 - INFO - LRs are now: 8.79e-06
+2025-01-03 02:23:10,665 - INFO - LRs are now: 8.79e-06
+2025-01-03 02:23:10,895 - INFO - LRs are now: 8.79e-06
+2025-01-03 02:23:11,367 - INFO - LRs are now: 8.79e-06
+2025-01-03 02:23:11,616 - INFO - LRs are now: 8.79e-06
+2025-01-03 02:23:12,214 - INFO - LRs are now: 8.79e-06
+2025-01-03 02:23:12,573 - INFO - LRs are now: 8.79e-06
+2025-01-03 02:23:13,121 - INFO - LRs are now: 8.78e-06
+2025-01-03 02:23:13,623 - INFO - LRs are now: 8.78e-06
+2025-01-03 02:23:14,007 - INFO - LRs are now: 8.78e-06
+2025-01-03 02:23:14,271 - INFO - LRs are now: 8.78e-06
+2025-01-03 02:23:15,671 - INFO - LRs are now: 8.78e-06
+2025-01-03 02:23:16,583 - INFO - LRs are now: 8.78e-06
+2025-01-03 02:23:18,168 - INFO - LRs are now: 8.78e-06
+2025-01-03 02:23:18,693 - INFO - LRs are now: 8.78e-06
+2025-01-03 02:23:18,906 - INFO - LRs are now: 8.78e-06
+2025-01-03 02:23:19,217 - INFO - LRs are now: 8.78e-06
+2025-01-03 02:23:19,690 - INFO - LRs are now: 8.78e-06
+2025-01-03 02:23:20,942 - INFO - LRs are now: 8.78e-06
+2025-01-03 02:23:21,644 - INFO - LRs are now: 8.78e-06
+2025-01-03 02:23:22,064 - INFO - LRs are now: 8.78e-06
+2025-01-03 02:23:22,472 - INFO - LRs are now: 8.78e-06
+2025-01-03 02:23:23,001 - INFO - LRs are now: 8.78e-06
+2025-01-03 02:23:23,474 - INFO - LRs are now: 8.78e-06
+2025-01-03 02:23:23,877 - INFO - LRs are now: 8.78e-06
+2025-01-03 02:23:24,121 - INFO - LRs are now: 8.78e-06
+2025-01-03 02:23:25,172 - INFO - LRs are now: 8.77e-06
+2025-01-03 02:23:26,351 - INFO - LRs are now: 8.77e-06
+2025-01-03 02:23:26,768 - INFO - LRs are now: 8.77e-06
+2025-01-03 02:23:27,232 - INFO - LRs are now: 8.77e-06
+2025-01-03 02:23:27,508 - INFO - LRs are now: 8.77e-06
+2025-01-03 02:23:27,765 - INFO - LRs are now: 8.77e-06
+2025-01-03 02:23:28,056 - INFO - LRs are now: 8.77e-06
+2025-01-03 02:23:28,488 - INFO - LRs are now: 8.77e-06
+2025-01-03 02:23:28,755 - INFO - LRs are now: 8.77e-06
+2025-01-03 02:23:28,967 - INFO - LRs are now: 8.77e-06
+2025-01-03 02:23:29,209 - INFO - LRs are now: 8.77e-06
+2025-01-03 02:23:29,767 - INFO - LRs are now: 8.77e-06
+2025-01-03 02:23:30,101 - INFO - LRs are now: 8.77e-06
+2025-01-03 02:23:30,493 - INFO - LRs are now: 8.77e-06
+2025-01-03 02:23:31,352 - INFO - LRs are now: 8.77e-06
+2025-01-03 02:23:31,691 - INFO - LRs are now: 8.77e-06
+2025-01-03 02:23:31,878 - INFO - LRs are now: 8.77e-06
+2025-01-03 02:23:32,229 - INFO - LRs are now: 8.77e-06
+2025-01-03 02:23:32,787 - INFO - LRs are now: 8.77e-06
+2025-01-03 02:23:33,576 - INFO - LRs are now: 8.76e-06
+2025-01-03 02:23:34,224 - INFO - LRs are now: 8.76e-06
+2025-01-03 02:23:34,469 - INFO - LRs are now: 8.76e-06
+2025-01-03 02:23:34,777 - INFO - LRs are now: 8.76e-06
+2025-01-03 02:23:35,392 - INFO - LRs are now: 8.76e-06
+2025-01-03 02:23:35,836 - INFO - LRs are now: 8.76e-06
+2025-01-03 02:23:36,176 - INFO - LRs are now: 8.76e-06
+2025-01-03 02:23:36,620 - INFO - LRs are now: 8.76e-06
+2025-01-03 02:23:37,237 - INFO - LRs are now: 8.76e-06
+2025-01-03 02:23:38,470 - INFO - LRs are now: 8.76e-06
+2025-01-03 02:23:38,969 - INFO - LRs are now: 8.76e-06
+2025-01-03 02:23:39,313 - INFO - LRs are now: 8.76e-06
+2025-01-03 02:23:39,539 - INFO - LRs are now: 8.76e-06
+2025-01-03 02:23:39,809 - INFO - LRs are now: 8.76e-06
+2025-01-03 02:23:40,042 - INFO - LRs are now: 8.76e-06
+2025-01-03 02:23:40,428 - INFO - LRs are now: 8.76e-06
+2025-01-03 02:23:41,340 - INFO - LRs are now: 8.76e-06
+2025-01-03 02:23:41,716 - INFO - LRs are now: 8.76e-06
+2025-01-03 02:23:41,882 - INFO - LRs are now: 8.76e-06
+2025-01-03 02:23:42,269 - INFO - LRs are now: 8.75e-06
+2025-01-03 02:23:42,912 - INFO - LRs are now: 8.75e-06
+2025-01-03 02:23:43,217 - INFO - LRs are now: 8.75e-06
+2025-01-03 02:23:43,730 - INFO - LRs are now: 8.75e-06
+2025-01-03 02:23:43,972 - INFO - LRs are now: 8.75e-06
+2025-01-03 02:23:44,867 - INFO - LRs are now: 8.75e-06
+2025-01-03 02:23:45,378 - INFO - LRs are now: 8.75e-06
+2025-01-03 02:23:45,686 - INFO - LRs are now: 8.75e-06
+2025-01-03 02:23:46,331 - INFO - LRs are now: 8.75e-06
+2025-01-03 02:23:46,629 - INFO - LRs are now: 8.75e-06
+2025-01-03 02:23:46,839 - INFO - LRs are now: 8.75e-06
+2025-01-03 02:23:47,104 - INFO - LRs are now: 8.75e-06
+2025-01-03 02:23:47,406 - INFO - LRs are now: 8.75e-06
+2025-01-03 02:23:48,704 - INFO - LRs are now: 8.75e-06
+2025-01-03 02:23:50,224 - INFO - LRs are now: 8.75e-06
+2025-01-03 02:23:50,808 - INFO - LRs are now: 8.75e-06
+2025-01-03 02:23:51,586 - INFO - LRs are now: 8.75e-06
+2025-01-03 02:23:52,475 - INFO - LRs are now: 8.75e-06
+2025-01-03 02:23:53,319 - INFO - LRs are now: 8.75e-06
+2025-01-03 02:23:53,694 - INFO - LRs are now: 8.74e-06
+2025-01-03 02:23:54,278 - INFO - LRs are now: 8.74e-06
+2025-01-03 02:23:54,576 - INFO - LRs are now: 8.74e-06
+2025-01-03 02:23:54,851 - INFO - LRs are now: 8.74e-06
+2025-01-03 02:23:55,273 - INFO - LRs are now: 8.74e-06
+2025-01-03 02:23:56,167 - INFO - LRs are now: 8.74e-06
+2025-01-03 02:23:56,831 - INFO - LRs are now: 8.74e-06
+2025-01-03 02:23:58,037 - INFO - LRs are now: 8.74e-06
+2025-01-03 02:23:58,551 - INFO - LRs are now: 8.74e-06
+2025-01-03 02:23:59,460 - INFO - LRs are now: 8.74e-06
+2025-01-03 02:23:59,815 - INFO - LRs are now: 8.74e-06
+2025-01-03 02:24:00,087 - INFO - LRs are now: 8.74e-06
+2025-01-03 02:24:00,374 - INFO - LRs are now: 8.74e-06
+2025-01-03 02:24:00,672 - INFO - LRs are now: 8.74e-06
+2025-01-03 02:24:01,384 - INFO - LRs are now: 8.74e-06
+2025-01-03 02:24:02,206 - INFO - LRs are now: 8.74e-06
+2025-01-03 02:24:02,593 - INFO - LRs are now: 8.74e-06
+2025-01-03 02:24:03,797 - INFO - LRs are now: 8.74e-06
+2025-01-03 02:24:04,333 - INFO - LRs are now: 8.74e-06
+2025-01-03 02:24:04,846 - INFO - LRs are now: 8.73e-06
+2025-01-03 02:24:05,242 - INFO - LRs are now: 8.73e-06
+2025-01-03 02:24:05,483 - INFO - LRs are now: 8.73e-06
+2025-01-03 02:24:05,662 - INFO - LRs are now: 8.73e-06
+2025-01-03 02:24:06,017 - INFO - LRs are now: 8.73e-06
+2025-01-03 02:24:06,306 - INFO - LRs are now: 8.73e-06
+2025-01-03 02:24:06,544 - INFO - LRs are now: 8.73e-06
+2025-01-03 02:24:06,966 - INFO - LRs are now: 8.73e-06
+2025-01-03 02:24:07,748 - INFO - LRs are now: 8.73e-06
+2025-01-03 02:24:08,206 - INFO - LRs are now: 8.73e-06
+2025-01-03 02:24:08,446 - INFO - LRs are now: 8.73e-06
+2025-01-03 02:24:08,637 - INFO - LRs are now: 8.73e-06
+2025-01-03 02:24:08,946 - INFO - LRs are now: 8.73e-06
+2025-01-03 02:24:09,201 - INFO - LRs are now: 8.73e-06
+2025-01-03 02:24:09,583 - INFO - LRs are now: 8.73e-06
+2025-01-03 02:24:09,974 - INFO - LRs are now: 8.73e-06
+2025-01-03 02:24:10,928 - INFO - LRs are now: 8.73e-06
+2025-01-03 02:24:11,424 - INFO - LRs are now: 8.73e-06
+2025-01-03 02:24:11,668 - INFO - LRs are now: 8.73e-06
+2025-01-03 02:24:11,870 - INFO - LRs are now: 8.73e-06
+2025-01-03 02:24:12,060 - INFO - LRs are now: 8.72e-06
+2025-01-03 02:24:12,271 - INFO - LRs are now: 8.72e-06
+2025-01-03 02:24:12,504 - INFO - LRs are now: 8.72e-06
+2025-01-03 02:24:12,942 - INFO - LRs are now: 8.72e-06
+2025-01-03 02:24:13,207 - INFO - LRs are now: 8.72e-06
+2025-01-03 02:24:13,394 - INFO - LRs are now: 8.72e-06
+2025-01-03 02:24:14,431 - INFO - LRs are now: 8.72e-06
+2025-01-03 02:24:15,171 - INFO - LRs are now: 8.72e-06
+2025-01-03 02:24:15,706 - INFO - LRs are now: 8.72e-06
+2025-01-03 02:24:15,943 - INFO - LRs are now: 8.72e-06
+2025-01-03 02:24:16,263 - INFO - LRs are now: 8.72e-06
+2025-01-03 02:24:16,678 - INFO - LRs are now: 8.72e-06
+2025-01-03 02:24:17,115 - INFO - LRs are now: 8.72e-06
+2025-01-03 02:24:17,564 - INFO - LRs are now: 8.72e-06
+2025-01-03 02:24:18,383 - INFO - LRs are now: 8.72e-06
+2025-01-03 02:24:18,786 - INFO - LRs are now: 8.72e-06
+2025-01-03 02:24:18,978 - INFO - LRs are now: 8.72e-06
+2025-01-03 02:24:19,355 - INFO - LRs are now: 8.72e-06
+2025-01-03 02:24:20,414 - INFO - LRs are now: 8.72e-06
+2025-01-03 02:24:21,002 - INFO - LRs are now: 8.71e-06
+2025-01-03 02:24:21,239 - INFO - LRs are now: 8.71e-06
+2025-01-03 02:24:21,600 - INFO - LRs are now: 8.71e-06
+2025-01-03 02:24:21,923 - INFO - LRs are now: 8.71e-06
+2025-01-03 02:24:22,255 - INFO - LRs are now: 8.71e-06
+2025-01-03 02:24:22,459 - INFO - LRs are now: 8.71e-06
+2025-01-03 02:24:22,829 - INFO - LRs are now: 8.71e-06
+2025-01-03 02:24:23,514 - INFO - LRs are now: 8.71e-06
+2025-01-03 02:24:24,873 - INFO - LRs are now: 8.71e-06
+2025-01-03 02:24:25,308 - INFO - LRs are now: 8.71e-06
+2025-01-03 02:24:25,987 - INFO - LRs are now: 8.71e-06
+2025-01-03 02:24:26,490 - INFO - LRs are now: 8.71e-06
+2025-01-03 02:24:26,816 - INFO - LRs are now: 8.71e-06
+2025-01-03 02:24:27,054 - INFO - LRs are now: 8.71e-06
+2025-01-03 02:24:27,897 - INFO - LRs are now: 8.71e-06
+2025-01-03 02:24:28,300 - INFO - LRs are now: 8.71e-06
+2025-01-03 02:24:28,768 - INFO - LRs are now: 8.71e-06
+2025-01-03 02:24:29,024 - INFO - LRs are now: 8.71e-06
+2025-01-03 02:24:29,641 - INFO - LRs are now: 8.71e-06
+2025-01-03 02:24:30,310 - INFO - LRs are now: 8.70e-06
+2025-01-03 02:24:30,682 - INFO - LRs are now: 8.70e-06
+2025-01-03 02:24:30,872 - INFO - LRs are now: 8.70e-06
+2025-01-03 02:24:31,172 - INFO - LRs are now: 8.70e-06
+2025-01-03 02:24:31,623 - INFO - LRs are now: 8.70e-06
+2025-01-03 02:24:31,912 - INFO - LRs are now: 8.70e-06
+2025-01-03 02:24:32,137 - INFO - LRs are now: 8.70e-06
+2025-01-03 02:24:32,399 - INFO - LRs are now: 8.70e-06
+2025-01-03 02:24:32,591 - INFO - LRs are now: 8.70e-06
+2025-01-03 02:24:32,790 - INFO - LRs are now: 8.70e-06
+2025-01-03 02:24:32,970 - INFO - LRs are now: 8.70e-06
+2025-01-03 02:24:33,173 - INFO - LRs are now: 8.70e-06
+2025-01-03 02:24:33,401 - INFO - LRs are now: 8.70e-06
+2025-01-03 02:24:33,600 - INFO - LRs are now: 8.70e-06
+2025-01-03 02:24:33,769 - INFO - LRs are now: 8.70e-06
+2025-01-03 02:24:33,973 - INFO - LRs are now: 8.70e-06
+2025-01-03 02:24:34,537 - INFO - LRs are now: 8.70e-06
+2025-01-03 02:24:34,947 - INFO - LRs are now: 8.70e-06
+2025-01-03 02:24:35,205 - INFO - LRs are now: 8.70e-06
+2025-01-03 02:24:35,830 - INFO - LRs are now: 8.70e-06
+2025-01-03 02:24:36,416 - INFO - LRs are now: 8.69e-06
+2025-01-03 02:24:37,694 - INFO - LRs are now: 8.69e-06
+2025-01-03 02:24:38,176 - INFO - LRs are now: 8.69e-06
+2025-01-03 02:24:38,406 - INFO - LRs are now: 8.69e-06
+2025-01-03 02:24:38,745 - INFO - LRs are now: 8.69e-06
+2025-01-03 02:24:39,022 - INFO - LRs are now: 8.69e-06
+2025-01-03 02:24:39,260 - INFO - LRs are now: 8.69e-06
+2025-01-03 02:24:39,904 - INFO - LRs are now: 8.69e-06
+2025-01-03 02:24:40,308 - INFO - LRs are now: 8.69e-06
+2025-01-03 02:24:40,670 - INFO - LRs are now: 8.69e-06
+2025-01-03 02:24:41,413 - INFO - LRs are now: 8.69e-06
+2025-01-03 02:24:42,853 - INFO - LRs are now: 8.69e-06
+2025-01-03 02:24:43,693 - INFO - LRs are now: 8.69e-06
+2025-01-03 02:24:44,009 - INFO - LRs are now: 8.69e-06
+2025-01-03 02:24:44,250 - INFO - LRs are now: 8.69e-06
+2025-01-03 02:24:45,264 - INFO - LRs are now: 8.69e-06
+2025-01-03 02:24:45,854 - INFO - LRs are now: 8.69e-06
+2025-01-03 02:24:46,143 - INFO - LRs are now: 8.69e-06
+2025-01-03 02:24:46,381 - INFO - LRs are now: 8.69e-06
+2025-01-03 02:24:46,577 - INFO - LRs are now: 8.68e-06
+2025-01-03 02:24:46,774 - INFO - LRs are now: 8.68e-06
+2025-01-03 02:24:46,971 - INFO - LRs are now: 8.68e-06
+2025-01-03 02:24:47,237 - INFO - LRs are now: 8.68e-06
+2025-01-03 02:24:47,870 - INFO - LRs are now: 8.68e-06
+2025-01-03 02:24:48,735 - INFO - LRs are now: 8.68e-06
+2025-01-03 02:24:49,416 - INFO - LRs are now: 8.68e-06
+2025-01-03 02:24:49,939 - INFO - LRs are now: 8.68e-06
+2025-01-03 02:24:50,374 - INFO - LRs are now: 8.68e-06
+2025-01-03 02:24:50,587 - INFO - LRs are now: 8.68e-06
+2025-01-03 02:24:50,889 - INFO - LRs are now: 8.68e-06
+2025-01-03 02:24:51,346 - INFO - LRs are now: 8.68e-06
+2025-01-03 02:24:51,396 - INFO - Training epoch 34 finished. (Took 2.0 mins.)
+2025-01-03 02:24:51,396 - INFO - loss_train: 190.1
+2025-01-03 02:24:51,398 - INFO - heads-fscore_train: 83.58%
+2025-01-03 02:24:51,399 - INFO - labels-fscore_train: 88.45%
+2025-01-03 02:24:51,401 - INFO - aggregate_train: 73.93%
+2025-01-03 02:24:56,376 - INFO - Validation epoch 34 finished. (Took 0.1 mins.)
+2025-01-03 02:24:56,377 - INFO - loss_valid: 15.95
+2025-01-03 02:24:56,379 - INFO - heads-fscore_valid: 80.80%
+2025-01-03 02:24:56,380 - INFO - labels-fscore_valid: 86.74%
+2025-01-03 02:24:56,382 - INFO - aggregate_valid: 70.08%
+2025-01-03 02:25:04,151 - INFO - Saving current best: model_best.pth ...
+2025-01-03 02:25:05,341 - INFO - LRs are now: 8.68e-06
+2025-01-03 02:25:05,967 - INFO - LRs are now: 8.68e-06
+2025-01-03 02:25:06,533 - INFO - LRs are now: 8.68e-06
+2025-01-03 02:25:06,854 - INFO - LRs are now: 8.68e-06
+2025-01-03 02:25:07,116 - INFO - LRs are now: 8.68e-06
+2025-01-03 02:25:07,343 - INFO - LRs are now: 8.68e-06
+2025-01-03 02:25:07,918 - INFO - LRs are now: 8.68e-06
+2025-01-03 02:25:08,406 - INFO - LRs are now: 8.68e-06
+2025-01-03 02:25:08,779 - INFO - LRs are now: 8.67e-06
+2025-01-03 02:25:09,384 - INFO - LRs are now: 8.67e-06
+2025-01-03 02:25:09,751 - INFO - LRs are now: 8.67e-06
+2025-01-03 02:25:10,645 - INFO - LRs are now: 8.67e-06
+2025-01-03 02:25:11,023 - INFO - LRs are now: 8.67e-06
+2025-01-03 02:25:11,464 - INFO - LRs are now: 8.67e-06
+2025-01-03 02:25:12,389 - INFO - LRs are now: 8.67e-06
+2025-01-03 02:25:13,332 - INFO - LRs are now: 8.67e-06
+2025-01-03 02:25:13,758 - INFO - LRs are now: 8.67e-06
+2025-01-03 02:25:13,980 - INFO - LRs are now: 8.67e-06
+2025-01-03 02:25:15,155 - INFO - LRs are now: 8.67e-06
+2025-01-03 02:25:15,650 - INFO - LRs are now: 8.67e-06
+2025-01-03 02:25:16,164 - INFO - LRs are now: 8.67e-06
+2025-01-03 02:25:16,977 - INFO - LRs are now: 8.67e-06
+2025-01-03 02:25:17,302 - INFO - LRs are now: 8.67e-06
+2025-01-03 02:25:17,492 - INFO - LRs are now: 8.67e-06
+2025-01-03 02:25:18,207 - INFO - LRs are now: 8.67e-06
+2025-01-03 02:25:18,506 - INFO - LRs are now: 8.67e-06
+2025-01-03 02:25:18,968 - INFO - LRs are now: 8.67e-06
+2025-01-03 02:25:19,574 - INFO - LRs are now: 8.66e-06
+2025-01-03 02:25:20,132 - INFO - LRs are now: 8.66e-06
+2025-01-03 02:25:20,404 - INFO - LRs are now: 8.66e-06
+2025-01-03 02:25:21,224 - INFO - LRs are now: 8.66e-06
+2025-01-03 02:25:21,655 - INFO - LRs are now: 8.66e-06
+2025-01-03 02:25:21,919 - INFO - LRs are now: 8.66e-06
+2025-01-03 02:25:22,219 - INFO - LRs are now: 8.66e-06
+2025-01-03 02:25:22,845 - INFO - LRs are now: 8.66e-06
+2025-01-03 02:25:23,164 - INFO - LRs are now: 8.66e-06
+2025-01-03 02:25:23,364 - INFO - LRs are now: 8.66e-06
+2025-01-03 02:25:23,604 - INFO - LRs are now: 8.66e-06
+2025-01-03 02:25:24,038 - INFO - LRs are now: 8.66e-06
+2025-01-03 02:25:24,801 - INFO - LRs are now: 8.66e-06
+2025-01-03 02:25:25,200 - INFO - LRs are now: 8.66e-06
+2025-01-03 02:25:25,431 - INFO - LRs are now: 8.66e-06
+2025-01-03 02:25:25,653 - INFO - LRs are now: 8.66e-06
+2025-01-03 02:25:25,910 - INFO - LRs are now: 8.66e-06
+2025-01-03 02:25:26,444 - INFO - LRs are now: 8.66e-06
+2025-01-03 02:25:26,887 - INFO - LRs are now: 8.66e-06
+2025-01-03 02:25:27,206 - INFO - LRs are now: 8.66e-06
+2025-01-03 02:25:27,457 - INFO - LRs are now: 8.65e-06
+2025-01-03 02:25:27,755 - INFO - LRs are now: 8.65e-06
+2025-01-03 02:25:28,089 - INFO - LRs are now: 8.65e-06
+2025-01-03 02:25:28,443 - INFO - LRs are now: 8.65e-06
+2025-01-03 02:25:28,691 - INFO - LRs are now: 8.65e-06
+2025-01-03 02:25:29,513 - INFO - LRs are now: 8.65e-06
+2025-01-03 02:25:29,969 - INFO - LRs are now: 8.65e-06
+2025-01-03 02:25:30,295 - INFO - LRs are now: 8.65e-06
+2025-01-03 02:25:30,495 - INFO - LRs are now: 8.65e-06
+2025-01-03 02:25:31,517 - INFO - LRs are now: 8.65e-06
+2025-01-03 02:25:32,007 - INFO - LRs are now: 8.65e-06
+2025-01-03 02:25:32,496 - INFO - LRs are now: 8.65e-06
+2025-01-03 02:25:32,921 - INFO - LRs are now: 8.65e-06
+2025-01-03 02:25:33,778 - INFO - LRs are now: 8.65e-06
+2025-01-03 02:25:34,676 - INFO - LRs are now: 8.65e-06
+2025-01-03 02:25:35,073 - INFO - LRs are now: 8.65e-06
+2025-01-03 02:25:35,277 - INFO - LRs are now: 8.65e-06
+2025-01-03 02:25:35,537 - INFO - LRs are now: 8.65e-06
+2025-01-03 02:25:36,422 - INFO - LRs are now: 8.65e-06
+2025-01-03 02:25:36,864 - INFO - LRs are now: 8.65e-06
+2025-01-03 02:25:37,384 - INFO - LRs are now: 8.64e-06
+2025-01-03 02:25:38,278 - INFO - LRs are now: 8.64e-06
+2025-01-03 02:25:39,078 - INFO - LRs are now: 8.64e-06
+2025-01-03 02:25:39,381 - INFO - LRs are now: 8.64e-06
+2025-01-03 02:25:39,700 - INFO - LRs are now: 8.64e-06
+2025-01-03 02:25:40,202 - INFO - LRs are now: 8.64e-06
+2025-01-03 02:25:41,041 - INFO - LRs are now: 8.64e-06
+2025-01-03 02:25:42,033 - INFO - LRs are now: 8.64e-06
+2025-01-03 02:25:43,021 - INFO - LRs are now: 8.64e-06
+2025-01-03 02:25:43,528 - INFO - LRs are now: 8.64e-06
+2025-01-03 02:25:43,985 - INFO - LRs are now: 8.64e-06
+2025-01-03 02:25:44,432 - INFO - LRs are now: 8.64e-06
+2025-01-03 02:25:44,778 - INFO - LRs are now: 8.64e-06
+2025-01-03 02:25:45,356 - INFO - LRs are now: 8.64e-06
+2025-01-03 02:25:45,744 - INFO - LRs are now: 8.64e-06
+2025-01-03 02:25:46,092 - INFO - LRs are now: 8.64e-06
+2025-01-03 02:25:46,360 - INFO - LRs are now: 8.64e-06
+2025-01-03 02:25:46,710 - INFO - LRs are now: 8.64e-06
+2025-01-03 02:25:47,018 - INFO - LRs are now: 8.64e-06
+2025-01-03 02:25:48,029 - INFO - LRs are now: 8.64e-06
+2025-01-03 02:25:49,553 - INFO - LRs are now: 8.63e-06
+2025-01-03 02:25:50,518 - INFO - LRs are now: 8.63e-06
+2025-01-03 02:25:51,541 - INFO - LRs are now: 8.63e-06
+2025-01-03 02:25:51,894 - INFO - LRs are now: 8.63e-06
+2025-01-03 02:25:52,375 - INFO - LRs are now: 8.63e-06
+2025-01-03 02:25:53,216 - INFO - LRs are now: 8.63e-06
+2025-01-03 02:25:53,686 - INFO - LRs are now: 8.63e-06
+2025-01-03 02:25:54,038 - INFO - LRs are now: 8.63e-06
+2025-01-03 02:25:54,831 - INFO - LRs are now: 8.63e-06
+2025-01-03 02:25:55,319 - INFO - LRs are now: 8.63e-06
+2025-01-03 02:25:55,641 - INFO - LRs are now: 8.63e-06
+2025-01-03 02:25:56,413 - INFO - LRs are now: 8.63e-06
+2025-01-03 02:25:56,771 - INFO - LRs are now: 8.63e-06
+2025-01-03 02:25:57,619 - INFO - LRs are now: 8.63e-06
+2025-01-03 02:25:58,293 - INFO - LRs are now: 8.63e-06
+2025-01-03 02:25:58,652 - INFO - LRs are now: 8.63e-06
+2025-01-03 02:25:58,961 - INFO - LRs are now: 8.63e-06
+2025-01-03 02:25:59,869 - INFO - LRs are now: 8.63e-06
+2025-01-03 02:26:00,210 - INFO - LRs are now: 8.63e-06
+2025-01-03 02:26:00,468 - INFO - LRs are now: 8.63e-06
+2025-01-03 02:26:00,722 - INFO - LRs are now: 8.62e-06
+2025-01-03 02:26:01,773 - INFO - LRs are now: 8.62e-06
+2025-01-03 02:26:02,117 - INFO - LRs are now: 8.62e-06
+2025-01-03 02:26:02,296 - INFO - LRs are now: 8.62e-06
+2025-01-03 02:26:02,569 - INFO - LRs are now: 8.62e-06
+2025-01-03 02:26:03,135 - INFO - LRs are now: 8.62e-06
+2025-01-03 02:26:03,563 - INFO - LRs are now: 8.62e-06
+2025-01-03 02:26:03,791 - INFO - LRs are now: 8.62e-06
+2025-01-03 02:26:04,708 - INFO - LRs are now: 8.62e-06
+2025-01-03 02:26:05,082 - INFO - LRs are now: 8.62e-06
+2025-01-03 02:26:05,303 - INFO - LRs are now: 8.62e-06
+2025-01-03 02:26:06,271 - INFO - LRs are now: 8.62e-06
+2025-01-03 02:26:06,693 - INFO - LRs are now: 8.62e-06
+2025-01-03 02:26:06,950 - INFO - LRs are now: 8.62e-06
+2025-01-03 02:26:07,413 - INFO - LRs are now: 8.62e-06
+2025-01-03 02:26:07,684 - INFO - LRs are now: 8.62e-06
+2025-01-03 02:26:07,922 - INFO - LRs are now: 8.62e-06
+2025-01-03 02:26:08,760 - INFO - LRs are now: 8.62e-06
+2025-01-03 02:26:09,308 - INFO - LRs are now: 8.62e-06
+2025-01-03 02:26:09,844 - INFO - LRs are now: 8.62e-06
+2025-01-03 02:26:10,314 - INFO - LRs are now: 8.61e-06
+2025-01-03 02:26:10,565 - INFO - LRs are now: 8.61e-06
+2025-01-03 02:26:10,751 - INFO - LRs are now: 8.61e-06
+2025-01-03 02:26:10,947 - INFO - LRs are now: 8.61e-06
+2025-01-03 02:26:11,155 - INFO - LRs are now: 8.61e-06
+2025-01-03 02:26:11,924 - INFO - LRs are now: 8.61e-06
+2025-01-03 02:26:12,340 - INFO - LRs are now: 8.61e-06
+2025-01-03 02:26:12,586 - INFO - LRs are now: 8.61e-06
+2025-01-03 02:26:12,792 - INFO - LRs are now: 8.61e-06
+2025-01-03 02:26:13,046 - INFO - LRs are now: 8.61e-06
+2025-01-03 02:26:13,261 - INFO - LRs are now: 8.61e-06
+2025-01-03 02:26:13,448 - INFO - LRs are now: 8.61e-06
+2025-01-03 02:26:14,373 - INFO - LRs are now: 8.61e-06
+2025-01-03 02:26:14,795 - INFO - LRs are now: 8.61e-06
+2025-01-03 02:26:14,970 - INFO - LRs are now: 8.61e-06
+2025-01-03 02:26:15,660 - INFO - LRs are now: 8.61e-06
+2025-01-03 02:26:16,461 - INFO - LRs are now: 8.61e-06
+2025-01-03 02:26:16,840 - INFO - LRs are now: 8.61e-06
+2025-01-03 02:26:17,060 - INFO - LRs are now: 8.61e-06
+2025-01-03 02:26:17,877 - INFO - LRs are now: 8.61e-06
+2025-01-03 02:26:18,217 - INFO - LRs are now: 8.60e-06
+2025-01-03 02:26:18,421 - INFO - LRs are now: 8.60e-06
+2025-01-03 02:26:19,212 - INFO - LRs are now: 8.60e-06
+2025-01-03 02:26:19,836 - INFO - LRs are now: 8.60e-06
+2025-01-03 02:26:20,197 - INFO - LRs are now: 8.60e-06
+2025-01-03 02:26:20,616 - INFO - LRs are now: 8.60e-06
+2025-01-03 02:26:20,957 - INFO - LRs are now: 8.60e-06
+2025-01-03 02:26:21,199 - INFO - LRs are now: 8.60e-06
+2025-01-03 02:26:21,400 - INFO - LRs are now: 8.60e-06
+2025-01-03 02:26:21,885 - INFO - LRs are now: 8.60e-06
+2025-01-03 02:26:22,241 - INFO - LRs are now: 8.60e-06
+2025-01-03 02:26:22,478 - INFO - LRs are now: 8.60e-06
+2025-01-03 02:26:22,951 - INFO - LRs are now: 8.60e-06
+2025-01-03 02:26:23,341 - INFO - LRs are now: 8.60e-06
+2025-01-03 02:26:23,563 - INFO - LRs are now: 8.60e-06
+2025-01-03 02:26:23,764 - INFO - LRs are now: 8.60e-06
+2025-01-03 02:26:24,021 - INFO - LRs are now: 8.60e-06
+2025-01-03 02:26:24,337 - INFO - LRs are now: 8.60e-06
+2025-01-03 02:26:24,555 - INFO - LRs are now: 8.60e-06
+2025-01-03 02:26:25,303 - INFO - LRs are now: 8.60e-06
+2025-01-03 02:26:25,729 - INFO - LRs are now: 8.59e-06
+2025-01-03 02:26:26,220 - INFO - LRs are now: 8.59e-06
+2025-01-03 02:26:26,519 - INFO - LRs are now: 8.59e-06
+2025-01-03 02:26:26,723 - INFO - LRs are now: 8.59e-06
+2025-01-03 02:26:27,013 - INFO - LRs are now: 8.59e-06
+2025-01-03 02:26:27,381 - INFO - LRs are now: 8.59e-06
+2025-01-03 02:26:28,195 - INFO - LRs are now: 8.59e-06
+2025-01-03 02:26:28,654 - INFO - LRs are now: 8.59e-06
+2025-01-03 02:26:28,958 - INFO - LRs are now: 8.59e-06
+2025-01-03 02:26:29,940 - INFO - LRs are now: 8.59e-06
+2025-01-03 02:26:30,389 - INFO - LRs are now: 8.59e-06
+2025-01-03 02:26:30,620 - INFO - LRs are now: 8.59e-06
+2025-01-03 02:26:31,095 - INFO - LRs are now: 8.59e-06
+2025-01-03 02:26:31,477 - INFO - LRs are now: 8.59e-06
+2025-01-03 02:26:31,734 - INFO - LRs are now: 8.59e-06
+2025-01-03 02:26:31,960 - INFO - LRs are now: 8.59e-06
+2025-01-03 02:26:32,246 - INFO - LRs are now: 8.59e-06
+2025-01-03 02:26:32,495 - INFO - LRs are now: 8.59e-06
+2025-01-03 02:26:32,684 - INFO - LRs are now: 8.59e-06
+2025-01-03 02:26:33,568 - INFO - LRs are now: 8.59e-06
+2025-01-03 02:26:34,093 - INFO - LRs are now: 8.58e-06
+2025-01-03 02:26:34,584 - INFO - LRs are now: 8.58e-06
+2025-01-03 02:26:35,487 - INFO - LRs are now: 8.58e-06
+2025-01-03 02:26:36,005 - INFO - LRs are now: 8.58e-06
+2025-01-03 02:26:36,557 - INFO - LRs are now: 8.58e-06
+2025-01-03 02:26:36,977 - INFO - LRs are now: 8.58e-06
+2025-01-03 02:26:37,502 - INFO - LRs are now: 8.58e-06
+2025-01-03 02:26:37,958 - INFO - LRs are now: 8.58e-06
+2025-01-03 02:26:38,215 - INFO - LRs are now: 8.58e-06
+2025-01-03 02:26:38,564 - INFO - LRs are now: 8.58e-06
+2025-01-03 02:26:39,035 - INFO - LRs are now: 8.58e-06
+2025-01-03 02:26:39,433 - INFO - LRs are now: 8.58e-06
+2025-01-03 02:26:39,761 - INFO - LRs are now: 8.58e-06
+2025-01-03 02:26:39,998 - INFO - LRs are now: 8.58e-06
+2025-01-03 02:26:40,345 - INFO - LRs are now: 8.58e-06
+2025-01-03 02:26:40,627 - INFO - LRs are now: 8.58e-06
+2025-01-03 02:26:41,379 - INFO - LRs are now: 8.58e-06
+2025-01-03 02:26:41,735 - INFO - LRs are now: 8.58e-06
+2025-01-03 02:26:42,567 - INFO - LRs are now: 8.58e-06
+2025-01-03 02:26:42,892 - INFO - LRs are now: 8.58e-06
+2025-01-03 02:26:43,256 - INFO - LRs are now: 8.57e-06
+2025-01-03 02:26:43,541 - INFO - LRs are now: 8.57e-06
+2025-01-03 02:26:43,820 - INFO - LRs are now: 8.57e-06
+2025-01-03 02:26:44,195 - INFO - LRs are now: 8.57e-06
+2025-01-03 02:26:44,498 - INFO - LRs are now: 8.57e-06
+2025-01-03 02:26:45,242 - INFO - LRs are now: 8.57e-06
+2025-01-03 02:26:45,785 - INFO - LRs are now: 8.57e-06
+2025-01-03 02:26:46,067 - INFO - LRs are now: 8.57e-06
+2025-01-03 02:26:46,536 - INFO - LRs are now: 8.57e-06
+2025-01-03 02:26:46,882 - INFO - LRs are now: 8.57e-06
+2025-01-03 02:26:47,265 - INFO - LRs are now: 8.57e-06
+2025-01-03 02:26:47,782 - INFO - LRs are now: 8.57e-06
+2025-01-03 02:26:48,290 - INFO - LRs are now: 8.57e-06
+2025-01-03 02:26:49,014 - INFO - LRs are now: 8.57e-06
+2025-01-03 02:26:49,735 - INFO - LRs are now: 8.57e-06
+2025-01-03 02:26:50,042 - INFO - LRs are now: 8.57e-06
+2025-01-03 02:26:50,562 - INFO - LRs are now: 8.57e-06
+2025-01-03 02:26:51,456 - INFO - LRs are now: 8.57e-06
+2025-01-03 02:26:52,613 - INFO - LRs are now: 8.57e-06
+2025-01-03 02:26:53,142 - INFO - LRs are now: 8.57e-06
+2025-01-03 02:26:53,717 - INFO - LRs are now: 8.57e-06
+2025-01-03 02:26:54,705 - INFO - LRs are now: 8.56e-06
+2025-01-03 02:26:55,178 - INFO - LRs are now: 8.56e-06
+2025-01-03 02:26:56,116 - INFO - LRs are now: 8.56e-06
+2025-01-03 02:26:57,085 - INFO - LRs are now: 8.56e-06
+2025-01-03 02:26:57,664 - INFO - LRs are now: 8.56e-06
+2025-01-03 02:26:58,039 - INFO - LRs are now: 8.56e-06
+2025-01-03 02:26:58,509 - INFO - LRs are now: 8.56e-06
+2025-01-03 02:26:59,759 - INFO - LRs are now: 8.56e-06
+2025-01-03 02:27:00,394 - INFO - LRs are now: 8.56e-06
+2025-01-03 02:27:00,633 - INFO - LRs are now: 8.56e-06
+2025-01-03 02:27:01,514 - INFO - LRs are now: 8.56e-06
+2025-01-03 02:27:02,045 - INFO - LRs are now: 8.56e-06
+2025-01-03 02:27:02,751 - INFO - LRs are now: 8.56e-06
+2025-01-03 02:27:03,083 - INFO - LRs are now: 8.56e-06
+2025-01-03 02:27:03,285 - INFO - LRs are now: 8.56e-06
+2025-01-03 02:27:04,040 - INFO - LRs are now: 8.56e-06
+2025-01-03 02:27:04,928 - INFO - LRs are now: 8.56e-06
+2025-01-03 02:27:05,853 - INFO - LRs are now: 8.56e-06
+2025-01-03 02:27:06,299 - INFO - LRs are now: 8.56e-06
+2025-01-03 02:27:06,618 - INFO - LRs are now: 8.56e-06
+2025-01-03 02:27:07,129 - INFO - LRs are now: 8.55e-06
+2025-01-03 02:27:08,059 - INFO - LRs are now: 8.55e-06
+2025-01-03 02:27:08,136 - INFO - Training epoch 35 finished. (Took 2.1 mins.)
+2025-01-03 02:27:08,137 - INFO - loss_train: 197.9
+2025-01-03 02:27:08,139 - INFO - heads-fscore_train: 83.53%
+2025-01-03 02:27:08,140 - INFO - labels-fscore_train: 88.53%
+2025-01-03 02:27:08,142 - INFO - aggregate_train: 73.95%
+2025-01-03 02:27:13,106 - INFO - Validation epoch 35 finished. (Took 0.1 mins.)
+2025-01-03 02:27:13,106 - INFO - loss_valid: 15.98
+2025-01-03 02:27:13,108 - INFO - heads-fscore_valid: 80.70%
+2025-01-03 02:27:13,109 - INFO - labels-fscore_valid: 86.43%
+2025-01-03 02:27:13,110 - INFO - aggregate_valid: 69.75%
+2025-01-03 02:27:14,506 - INFO - LRs are now: 8.55e-06
+2025-01-03 02:27:15,158 - INFO - LRs are now: 8.55e-06
+2025-01-03 02:27:15,444 - INFO - LRs are now: 8.55e-06
+2025-01-03 02:27:15,728 - INFO - LRs are now: 8.55e-06
+2025-01-03 02:27:16,111 - INFO - LRs are now: 8.55e-06
+2025-01-03 02:27:16,341 - INFO - LRs are now: 8.55e-06
+2025-01-03 02:27:16,510 - INFO - LRs are now: 8.55e-06
+2025-01-03 02:27:17,191 - INFO - LRs are now: 8.55e-06
+2025-01-03 02:27:17,735 - INFO - LRs are now: 8.55e-06
+2025-01-03 02:27:18,676 - INFO - LRs are now: 8.55e-06
+2025-01-03 02:27:19,072 - INFO - LRs are now: 8.55e-06
+2025-01-03 02:27:19,487 - INFO - LRs are now: 8.55e-06
+2025-01-03 02:27:20,500 - INFO - LRs are now: 8.55e-06
+2025-01-03 02:27:21,204 - INFO - LRs are now: 8.55e-06
+2025-01-03 02:27:21,489 - INFO - LRs are now: 8.55e-06
+2025-01-03 02:27:21,716 - INFO - LRs are now: 8.55e-06
+2025-01-03 02:27:22,144 - INFO - LRs are now: 8.55e-06
+2025-01-03 02:27:22,409 - INFO - LRs are now: 8.55e-06
+2025-01-03 02:27:22,626 - INFO - LRs are now: 8.55e-06
+2025-01-03 02:27:22,889 - INFO - LRs are now: 8.54e-06
+2025-01-03 02:27:23,112 - INFO - LRs are now: 8.54e-06
+2025-01-03 02:27:23,428 - INFO - LRs are now: 8.54e-06
+2025-01-03 02:27:23,844 - INFO - LRs are now: 8.54e-06
+2025-01-03 02:27:25,290 - INFO - LRs are now: 8.54e-06
+2025-01-03 02:27:26,034 - INFO - LRs are now: 8.54e-06
+2025-01-03 02:27:26,320 - INFO - LRs are now: 8.54e-06
+2025-01-03 02:27:26,584 - INFO - LRs are now: 8.54e-06
+2025-01-03 02:27:26,957 - INFO - LRs are now: 8.54e-06
+2025-01-03 02:27:27,504 - INFO - LRs are now: 8.54e-06
+2025-01-03 02:27:27,983 - INFO - LRs are now: 8.54e-06
+2025-01-03 02:27:28,907 - INFO - LRs are now: 8.54e-06
+2025-01-03 02:27:29,882 - INFO - LRs are now: 8.54e-06
+2025-01-03 02:27:30,311 - INFO - LRs are now: 8.54e-06
+2025-01-03 02:27:30,938 - INFO - LRs are now: 8.54e-06
+2025-01-03 02:27:31,239 - INFO - LRs are now: 8.54e-06
+2025-01-03 02:27:31,755 - INFO - LRs are now: 8.54e-06
+2025-01-03 02:27:32,093 - INFO - LRs are now: 8.54e-06
+2025-01-03 02:27:32,548 - INFO - LRs are now: 8.54e-06
+2025-01-03 02:27:32,948 - INFO - LRs are now: 8.54e-06
+2025-01-03 02:27:33,728 - INFO - LRs are now: 8.53e-06
+2025-01-03 02:27:34,482 - INFO - LRs are now: 8.53e-06
+2025-01-03 02:27:34,818 - INFO - LRs are now: 8.53e-06
+2025-01-03 02:27:35,008 - INFO - LRs are now: 8.53e-06
+2025-01-03 02:27:35,220 - INFO - LRs are now: 8.53e-06
+2025-01-03 02:27:35,587 - INFO - LRs are now: 8.53e-06
+2025-01-03 02:27:35,900 - INFO - LRs are now: 8.53e-06
+2025-01-03 02:27:36,095 - INFO - LRs are now: 8.53e-06
+2025-01-03 02:27:36,742 - INFO - LRs are now: 8.53e-06
+2025-01-03 02:27:37,466 - INFO - LRs are now: 8.53e-06
+2025-01-03 02:27:37,716 - INFO - LRs are now: 8.53e-06
+2025-01-03 02:27:38,154 - INFO - LRs are now: 8.53e-06
+2025-01-03 02:27:38,452 - INFO - LRs are now: 8.53e-06
+2025-01-03 02:27:38,784 - INFO - LRs are now: 8.53e-06
+2025-01-03 02:27:39,059 - INFO - LRs are now: 8.53e-06
+2025-01-03 02:27:39,710 - INFO - LRs are now: 8.53e-06
+2025-01-03 02:27:40,650 - INFO - LRs are now: 8.53e-06
+2025-01-03 02:27:41,071 - INFO - LRs are now: 8.53e-06
+2025-01-03 02:27:41,359 - INFO - LRs are now: 8.53e-06
+2025-01-03 02:27:41,551 - INFO - LRs are now: 8.53e-06
+2025-01-03 02:27:42,972 - INFO - LRs are now: 8.53e-06
+2025-01-03 02:27:43,530 - INFO - LRs are now: 8.52e-06
+2025-01-03 02:27:43,823 - INFO - LRs are now: 8.52e-06
+2025-01-03 02:27:44,037 - INFO - LRs are now: 8.52e-06
+2025-01-03 02:27:44,265 - INFO - LRs are now: 8.52e-06
+2025-01-03 02:27:44,825 - INFO - LRs are now: 8.52e-06
+2025-01-03 02:27:45,352 - INFO - LRs are now: 8.52e-06
+2025-01-03 02:27:45,850 - INFO - LRs are now: 8.52e-06
+2025-01-03 02:27:46,388 - INFO - LRs are now: 8.52e-06
+2025-01-03 02:27:46,669 - INFO - LRs are now: 8.52e-06
+2025-01-03 02:27:46,869 - INFO - LRs are now: 8.52e-06
+2025-01-03 02:27:47,499 - INFO - LRs are now: 8.52e-06
+2025-01-03 02:27:48,195 - INFO - LRs are now: 8.52e-06
+2025-01-03 02:27:49,056 - INFO - LRs are now: 8.52e-06
+2025-01-03 02:27:49,435 - INFO - LRs are now: 8.52e-06
+2025-01-03 02:27:50,333 - INFO - LRs are now: 8.52e-06
+2025-01-03 02:27:50,850 - INFO - LRs are now: 8.52e-06
+2025-01-03 02:27:51,110 - INFO - LRs are now: 8.52e-06
+2025-01-03 02:27:52,035 - INFO - LRs are now: 8.52e-06
+2025-01-03 02:27:52,502 - INFO - LRs are now: 8.52e-06
+2025-01-03 02:27:52,988 - INFO - LRs are now: 8.52e-06
+2025-01-03 02:27:53,537 - INFO - LRs are now: 8.51e-06
+2025-01-03 02:27:53,893 - INFO - LRs are now: 8.51e-06
+2025-01-03 02:27:54,136 - INFO - LRs are now: 8.51e-06
+2025-01-03 02:27:55,128 - INFO - LRs are now: 8.51e-06
+2025-01-03 02:27:56,572 - INFO - LRs are now: 8.51e-06
+2025-01-03 02:27:57,654 - INFO - LRs are now: 8.51e-06
+2025-01-03 02:27:58,229 - INFO - LRs are now: 8.51e-06
+2025-01-03 02:27:58,567 - INFO - LRs are now: 8.51e-06
+2025-01-03 02:27:58,796 - INFO - LRs are now: 8.51e-06
+2025-01-03 02:27:58,990 - INFO - LRs are now: 8.51e-06
+2025-01-03 02:27:59,300 - INFO - LRs are now: 8.51e-06
+2025-01-03 02:27:59,972 - INFO - LRs are now: 8.51e-06
+2025-01-03 02:28:00,471 - INFO - LRs are now: 8.51e-06
+2025-01-03 02:28:00,721 - INFO - LRs are now: 8.51e-06
+2025-01-03 02:28:00,924 - INFO - LRs are now: 8.51e-06
+2025-01-03 02:28:01,543 - INFO - LRs are now: 8.51e-06
+2025-01-03 02:28:01,892 - INFO - LRs are now: 8.51e-06
+2025-01-03 02:28:02,239 - INFO - LRs are now: 8.51e-06
+2025-01-03 02:28:02,515 - INFO - LRs are now: 8.51e-06
+2025-01-03 02:28:02,847 - INFO - LRs are now: 8.51e-06
+2025-01-03 02:28:03,281 - INFO - LRs are now: 8.51e-06
+2025-01-03 02:28:03,562 - INFO - LRs are now: 8.50e-06
+2025-01-03 02:28:03,752 - INFO - LRs are now: 8.50e-06
+2025-01-03 02:28:03,975 - INFO - LRs are now: 8.50e-06
+2025-01-03 02:28:04,243 - INFO - LRs are now: 8.50e-06
+2025-01-03 02:28:04,684 - INFO - LRs are now: 8.50e-06
+2025-01-03 02:28:04,994 - INFO - LRs are now: 8.50e-06
+2025-01-03 02:28:05,197 - INFO - LRs are now: 8.50e-06
+2025-01-03 02:28:05,384 - INFO - LRs are now: 8.50e-06
+2025-01-03 02:28:05,835 - INFO - LRs are now: 8.50e-06
+2025-01-03 02:28:06,121 - INFO - LRs are now: 8.50e-06
+2025-01-03 02:28:06,454 - INFO - LRs are now: 8.50e-06
+2025-01-03 02:28:06,992 - INFO - LRs are now: 8.50e-06
+2025-01-03 02:28:07,751 - INFO - LRs are now: 8.50e-06
+2025-01-03 02:28:08,553 - INFO - LRs are now: 8.50e-06
+2025-01-03 02:28:08,869 - INFO - LRs are now: 8.50e-06
+2025-01-03 02:28:09,115 - INFO - LRs are now: 8.50e-06
+2025-01-03 02:28:09,643 - INFO - LRs are now: 8.50e-06
+2025-01-03 02:28:10,097 - INFO - LRs are now: 8.50e-06
+2025-01-03 02:28:11,275 - INFO - LRs are now: 8.50e-06
+2025-01-03 02:28:11,772 - INFO - LRs are now: 8.50e-06
+2025-01-03 02:28:12,223 - INFO - LRs are now: 8.50e-06
+2025-01-03 02:28:12,626 - INFO - LRs are now: 8.49e-06
+2025-01-03 02:28:12,853 - INFO - LRs are now: 8.49e-06
+2025-01-03 02:28:13,866 - INFO - LRs are now: 8.49e-06
+2025-01-03 02:28:14,339 - INFO - LRs are now: 8.49e-06
+2025-01-03 02:28:14,565 - INFO - LRs are now: 8.49e-06
+2025-01-03 02:28:15,206 - INFO - LRs are now: 8.49e-06
+2025-01-03 02:28:16,309 - INFO - LRs are now: 8.49e-06
+2025-01-03 02:28:16,807 - INFO - LRs are now: 8.49e-06
+2025-01-03 02:28:17,072 - INFO - LRs are now: 8.49e-06
+2025-01-03 02:28:17,697 - INFO - LRs are now: 8.49e-06
+2025-01-03 02:28:18,065 - INFO - LRs are now: 8.49e-06
+2025-01-03 02:28:18,250 - INFO - LRs are now: 8.49e-06
+2025-01-03 02:28:18,593 - INFO - LRs are now: 8.49e-06
+2025-01-03 02:28:18,962 - INFO - LRs are now: 8.49e-06
+2025-01-03 02:28:19,191 - INFO - LRs are now: 8.49e-06
+2025-01-03 02:28:19,391 - INFO - LRs are now: 8.49e-06
+2025-01-03 02:28:20,098 - INFO - LRs are now: 8.49e-06
+2025-01-03 02:28:20,545 - INFO - LRs are now: 8.49e-06
+2025-01-03 02:28:21,133 - INFO - LRs are now: 8.49e-06
+2025-01-03 02:28:21,471 - INFO - LRs are now: 8.49e-06
+2025-01-03 02:28:21,799 - INFO - LRs are now: 8.49e-06
+2025-01-03 02:28:22,017 - INFO - LRs are now: 8.48e-06
+2025-01-03 02:28:22,294 - INFO - LRs are now: 8.48e-06
+2025-01-03 02:28:22,618 - INFO - LRs are now: 8.48e-06
+2025-01-03 02:28:22,863 - INFO - LRs are now: 8.48e-06
+2025-01-03 02:28:23,197 - INFO - LRs are now: 8.48e-06
+2025-01-03 02:28:23,494 - INFO - LRs are now: 8.48e-06
+2025-01-03 02:28:23,704 - INFO - LRs are now: 8.48e-06
+2025-01-03 02:28:23,919 - INFO - LRs are now: 8.48e-06
+2025-01-03 02:28:24,212 - INFO - LRs are now: 8.48e-06
+2025-01-03 02:28:24,457 - INFO - LRs are now: 8.48e-06
+2025-01-03 02:28:24,936 - INFO - LRs are now: 8.48e-06
+2025-01-03 02:28:25,193 - INFO - LRs are now: 8.48e-06
+2025-01-03 02:28:25,456 - INFO - LRs are now: 8.48e-06
+2025-01-03 02:28:26,215 - INFO - LRs are now: 8.48e-06
+2025-01-03 02:28:27,500 - INFO - LRs are now: 8.48e-06
+2025-01-03 02:28:28,829 - INFO - LRs are now: 8.48e-06
+2025-01-03 02:28:29,765 - INFO - LRs are now: 8.48e-06
+2025-01-03 02:28:30,104 - INFO - LRs are now: 8.48e-06
+2025-01-03 02:28:30,349 - INFO - LRs are now: 8.48e-06
+2025-01-03 02:28:30,554 - INFO - LRs are now: 8.48e-06
+2025-01-03 02:28:30,760 - INFO - LRs are now: 8.48e-06
+2025-01-03 02:28:31,005 - INFO - LRs are now: 8.47e-06
+2025-01-03 02:28:31,923 - INFO - LRs are now: 8.47e-06
+2025-01-03 02:28:32,265 - INFO - LRs are now: 8.47e-06
+2025-01-03 02:28:32,546 - INFO - LRs are now: 8.47e-06
+2025-01-03 02:28:32,874 - INFO - LRs are now: 8.47e-06
+2025-01-03 02:28:33,111 - INFO - LRs are now: 8.47e-06
+2025-01-03 02:28:33,313 - INFO - LRs are now: 8.47e-06
+2025-01-03 02:28:33,990 - INFO - LRs are now: 8.47e-06
+2025-01-03 02:28:34,274 - INFO - LRs are now: 8.47e-06
+2025-01-03 02:28:34,497 - INFO - LRs are now: 8.47e-06
+2025-01-03 02:28:34,782 - INFO - LRs are now: 8.47e-06
+2025-01-03 02:28:35,810 - INFO - LRs are now: 8.47e-06
+2025-01-03 02:28:36,212 - INFO - LRs are now: 8.47e-06
+2025-01-03 02:28:36,385 - INFO - LRs are now: 8.47e-06
+2025-01-03 02:28:36,663 - INFO - LRs are now: 8.47e-06
+2025-01-03 02:28:36,871 - INFO - LRs are now: 8.47e-06
+2025-01-03 02:28:37,055 - INFO - LRs are now: 8.47e-06
+2025-01-03 02:28:37,225 - INFO - LRs are now: 8.47e-06
+2025-01-03 02:28:37,409 - INFO - LRs are now: 8.47e-06
+2025-01-03 02:28:37,685 - INFO - LRs are now: 8.47e-06
+2025-01-03 02:28:38,168 - INFO - LRs are now: 8.47e-06
+2025-01-03 02:28:38,524 - INFO - LRs are now: 8.46e-06
+2025-01-03 02:28:38,903 - INFO - LRs are now: 8.46e-06
+2025-01-03 02:28:39,900 - INFO - LRs are now: 8.46e-06
+2025-01-03 02:28:40,374 - INFO - LRs are now: 8.46e-06
+2025-01-03 02:28:41,529 - INFO - LRs are now: 8.46e-06
+2025-01-03 02:28:42,006 - INFO - LRs are now: 8.46e-06
+2025-01-03 02:28:42,395 - INFO - LRs are now: 8.46e-06
+2025-01-03 02:28:43,475 - INFO - LRs are now: 8.46e-06
+2025-01-03 02:28:44,360 - INFO - LRs are now: 8.46e-06
+2025-01-03 02:28:45,668 - INFO - LRs are now: 8.46e-06
+2025-01-03 02:28:46,617 - INFO - LRs are now: 8.46e-06
+2025-01-03 02:28:47,572 - INFO - LRs are now: 8.46e-06
+2025-01-03 02:28:48,217 - INFO - LRs are now: 8.46e-06
+2025-01-03 02:28:48,548 - INFO - LRs are now: 8.46e-06
+2025-01-03 02:28:48,869 - INFO - LRs are now: 8.46e-06
+2025-01-03 02:28:49,119 - INFO - LRs are now: 8.46e-06
+2025-01-03 02:28:49,668 - INFO - LRs are now: 8.46e-06
+2025-01-03 02:28:51,092 - INFO - LRs are now: 8.46e-06
+2025-01-03 02:28:52,215 - INFO - LRs are now: 8.46e-06
+2025-01-03 02:28:53,106 - INFO - LRs are now: 8.46e-06
+2025-01-03 02:28:53,404 - INFO - LRs are now: 8.46e-06
+2025-01-03 02:28:53,692 - INFO - LRs are now: 8.45e-06
+2025-01-03 02:28:54,110 - INFO - LRs are now: 8.45e-06
+2025-01-03 02:28:54,452 - INFO - LRs are now: 8.45e-06
+2025-01-03 02:28:54,713 - INFO - LRs are now: 8.45e-06
+2025-01-03 02:28:54,955 - INFO - LRs are now: 8.45e-06
+2025-01-03 02:28:55,266 - INFO - LRs are now: 8.45e-06
+2025-01-03 02:28:55,804 - INFO - LRs are now: 8.45e-06
+2025-01-03 02:28:56,271 - INFO - LRs are now: 8.45e-06
+2025-01-03 02:28:56,533 - INFO - LRs are now: 8.45e-06
+2025-01-03 02:28:56,918 - INFO - LRs are now: 8.45e-06
+2025-01-03 02:28:57,154 - INFO - LRs are now: 8.45e-06
+2025-01-03 02:28:57,708 - INFO - LRs are now: 8.45e-06
+2025-01-03 02:28:57,998 - INFO - LRs are now: 8.45e-06
+2025-01-03 02:28:58,251 - INFO - LRs are now: 8.45e-06
+2025-01-03 02:28:58,704 - INFO - LRs are now: 8.45e-06
+2025-01-03 02:28:59,052 - INFO - LRs are now: 8.45e-06
+2025-01-03 02:28:59,392 - INFO - LRs are now: 8.45e-06
+2025-01-03 02:29:00,458 - INFO - LRs are now: 8.45e-06
+2025-01-03 02:29:01,592 - INFO - LRs are now: 8.45e-06
+2025-01-03 02:29:02,021 - INFO - LRs are now: 8.45e-06
+2025-01-03 02:29:02,612 - INFO - LRs are now: 8.45e-06
+2025-01-03 02:29:02,890 - INFO - LRs are now: 8.44e-06
+2025-01-03 02:29:03,102 - INFO - LRs are now: 8.44e-06
+2025-01-03 02:29:03,553 - INFO - LRs are now: 8.44e-06
+2025-01-03 02:29:03,818 - INFO - LRs are now: 8.44e-06
+2025-01-03 02:29:04,057 - INFO - LRs are now: 8.44e-06
+2025-01-03 02:29:04,655 - INFO - LRs are now: 8.44e-06
+2025-01-03 02:29:05,901 - INFO - LRs are now: 8.44e-06
+2025-01-03 02:29:06,391 - INFO - LRs are now: 8.44e-06
+2025-01-03 02:29:07,362 - INFO - LRs are now: 8.44e-06
+2025-01-03 02:29:07,790 - INFO - LRs are now: 8.44e-06
+2025-01-03 02:29:08,124 - INFO - LRs are now: 8.44e-06
+2025-01-03 02:29:08,427 - INFO - LRs are now: 8.44e-06
+2025-01-03 02:29:08,765 - INFO - LRs are now: 8.44e-06
+2025-01-03 02:29:09,804 - INFO - LRs are now: 8.44e-06
+2025-01-03 02:29:10,274 - INFO - LRs are now: 8.44e-06
+2025-01-03 02:29:10,517 - INFO - LRs are now: 8.44e-06
+2025-01-03 02:29:10,710 - INFO - LRs are now: 8.44e-06
+2025-01-03 02:29:10,952 - INFO - LRs are now: 8.44e-06
+2025-01-03 02:29:11,290 - INFO - LRs are now: 8.44e-06
+2025-01-03 02:29:11,682 - INFO - LRs are now: 8.44e-06
+2025-01-03 02:29:12,169 - INFO - LRs are now: 8.44e-06
+2025-01-03 02:29:12,584 - INFO - LRs are now: 8.44e-06
+2025-01-03 02:29:12,887 - INFO - LRs are now: 8.43e-06
+2025-01-03 02:29:12,938 - INFO - Training epoch 36 finished. (Took 2.0 mins.)
+2025-01-03 02:29:12,938 - INFO - loss_train: 189.3
+2025-01-03 02:29:12,942 - INFO - heads-fscore_train: 83.88%
+2025-01-03 02:29:12,943 - INFO - labels-fscore_train: 88.56%
+2025-01-03 02:29:12,944 - INFO - aggregate_train: 74.28%
+2025-01-03 02:29:17,907 - INFO - Validation epoch 36 finished. (Took 0.1 mins.)
+2025-01-03 02:29:17,907 - INFO - loss_valid: 15.93
+2025-01-03 02:29:17,910 - INFO - heads-fscore_valid: 80.86%
+2025-01-03 02:29:17,912 - INFO - labels-fscore_valid: 86.56%
+2025-01-03 02:29:17,914 - INFO - aggregate_valid: 69.99%
+2025-01-03 02:29:19,893 - INFO - LRs are now: 8.43e-06
+2025-01-03 02:29:20,750 - INFO - LRs are now: 8.43e-06
+2025-01-03 02:29:21,844 - INFO - LRs are now: 8.43e-06
+2025-01-03 02:29:22,342 - INFO - LRs are now: 8.43e-06
+2025-01-03 02:29:22,532 - INFO - LRs are now: 8.43e-06
+2025-01-03 02:29:23,044 - INFO - LRs are now: 8.43e-06
+2025-01-03 02:29:23,513 - INFO - LRs are now: 8.43e-06
+2025-01-03 02:29:24,402 - INFO - LRs are now: 8.43e-06
+2025-01-03 02:29:24,755 - INFO - LRs are now: 8.43e-06
+2025-01-03 02:29:24,993 - INFO - LRs are now: 8.43e-06
+2025-01-03 02:29:25,961 - INFO - LRs are now: 8.43e-06
+2025-01-03 02:29:26,311 - INFO - LRs are now: 8.43e-06
+2025-01-03 02:29:26,489 - INFO - LRs are now: 8.43e-06
+2025-01-03 02:29:26,791 - INFO - LRs are now: 8.43e-06
+2025-01-03 02:29:27,045 - INFO - LRs are now: 8.43e-06
+2025-01-03 02:29:27,317 - INFO - LRs are now: 8.43e-06
+2025-01-03 02:29:27,610 - INFO - LRs are now: 8.43e-06
+2025-01-03 02:29:27,932 - INFO - LRs are now: 8.43e-06
+2025-01-03 02:29:28,286 - INFO - LRs are now: 8.43e-06
+2025-01-03 02:29:28,539 - INFO - LRs are now: 8.43e-06
+2025-01-03 02:29:29,095 - INFO - LRs are now: 8.42e-06
+2025-01-03 02:29:29,350 - INFO - LRs are now: 8.42e-06
+2025-01-03 02:29:29,742 - INFO - LRs are now: 8.42e-06
+2025-01-03 02:29:30,477 - INFO - LRs are now: 8.42e-06
+2025-01-03 02:29:31,220 - INFO - LRs are now: 8.42e-06
+2025-01-03 02:29:31,725 - INFO - LRs are now: 8.42e-06
+2025-01-03 02:29:32,231 - INFO - LRs are now: 8.42e-06
+2025-01-03 02:29:32,520 - INFO - LRs are now: 8.42e-06
+2025-01-03 02:29:33,171 - INFO - LRs are now: 8.42e-06
+2025-01-03 02:29:33,426 - INFO - LRs are now: 8.42e-06
+2025-01-03 02:29:33,713 - INFO - LRs are now: 8.42e-06
+2025-01-03 02:29:33,936 - INFO - LRs are now: 8.42e-06
+2025-01-03 02:29:34,440 - INFO - LRs are now: 8.42e-06
+2025-01-03 02:29:35,518 - INFO - LRs are now: 8.42e-06
+2025-01-03 02:29:35,976 - INFO - LRs are now: 8.42e-06
+2025-01-03 02:29:36,185 - INFO - LRs are now: 8.42e-06
+2025-01-03 02:29:36,376 - INFO - LRs are now: 8.42e-06
+2025-01-03 02:29:36,902 - INFO - LRs are now: 8.42e-06
+2025-01-03 02:29:37,403 - INFO - LRs are now: 8.42e-06
+2025-01-03 02:29:37,715 - INFO - LRs are now: 8.42e-06
+2025-01-03 02:29:38,006 - INFO - LRs are now: 8.42e-06
+2025-01-03 02:29:38,266 - INFO - LRs are now: 8.41e-06
+2025-01-03 02:29:38,524 - INFO - LRs are now: 8.41e-06
+2025-01-03 02:29:39,380 - INFO - LRs are now: 8.41e-06
+2025-01-03 02:29:40,770 - INFO - LRs are now: 8.41e-06
+2025-01-03 02:29:41,268 - INFO - LRs are now: 8.41e-06
+2025-01-03 02:29:42,363 - INFO - LRs are now: 8.41e-06
+2025-01-03 02:29:42,769 - INFO - LRs are now: 8.41e-06
+2025-01-03 02:29:43,413 - INFO - LRs are now: 8.41e-06
+2025-01-03 02:29:44,448 - INFO - LRs are now: 8.41e-06
+2025-01-03 02:29:45,068 - INFO - LRs are now: 8.41e-06
+2025-01-03 02:29:45,428 - INFO - LRs are now: 8.41e-06
+2025-01-03 02:29:45,654 - INFO - LRs are now: 8.41e-06
+2025-01-03 02:29:46,690 - INFO - LRs are now: 8.41e-06
+2025-01-03 02:29:47,260 - INFO - LRs are now: 8.41e-06
+2025-01-03 02:29:48,448 - INFO - LRs are now: 8.41e-06
+2025-01-03 02:29:49,005 - INFO - LRs are now: 8.41e-06
+2025-01-03 02:29:50,444 - INFO - LRs are now: 8.41e-06
+2025-01-03 02:29:50,996 - INFO - LRs are now: 8.41e-06
+2025-01-03 02:29:51,394 - INFO - LRs are now: 8.41e-06
+2025-01-03 02:29:51,619 - INFO - LRs are now: 8.41e-06
+2025-01-03 02:29:51,868 - INFO - LRs are now: 8.41e-06
+2025-01-03 02:29:52,315 - INFO - LRs are now: 8.41e-06
+2025-01-03 02:29:52,653 - INFO - LRs are now: 8.40e-06
+2025-01-03 02:29:53,005 - INFO - LRs are now: 8.40e-06
+2025-01-03 02:29:53,214 - INFO - LRs are now: 8.40e-06
+2025-01-03 02:29:53,482 - INFO - LRs are now: 8.40e-06
+2025-01-03 02:29:53,842 - INFO - LRs are now: 8.40e-06
+2025-01-03 02:29:54,497 - INFO - LRs are now: 8.40e-06
+2025-01-03 02:29:54,910 - INFO - LRs are now: 8.40e-06
+2025-01-03 02:29:55,668 - INFO - LRs are now: 8.40e-06
+2025-01-03 02:29:56,256 - INFO - LRs are now: 8.40e-06
+2025-01-03 02:29:56,580 - INFO - LRs are now: 8.40e-06
+2025-01-03 02:29:56,904 - INFO - LRs are now: 8.40e-06
+2025-01-03 02:29:57,356 - INFO - LRs are now: 8.40e-06
+2025-01-03 02:29:57,798 - INFO - LRs are now: 8.40e-06
+2025-01-03 02:29:58,373 - INFO - LRs are now: 8.40e-06
+2025-01-03 02:29:58,751 - INFO - LRs are now: 8.40e-06
+2025-01-03 02:29:59,939 - INFO - LRs are now: 8.40e-06
+2025-01-03 02:30:00,338 - INFO - LRs are now: 8.40e-06
+2025-01-03 02:30:00,619 - INFO - LRs are now: 8.40e-06
+2025-01-03 02:30:00,960 - INFO - LRs are now: 8.40e-06
+2025-01-03 02:30:01,646 - INFO - LRs are now: 8.40e-06
+2025-01-03 02:30:01,943 - INFO - LRs are now: 8.40e-06
+2025-01-03 02:30:02,318 - INFO - LRs are now: 8.40e-06
+2025-01-03 02:30:02,621 - INFO - LRs are now: 8.39e-06
+2025-01-03 02:30:02,903 - INFO - LRs are now: 8.39e-06
+2025-01-03 02:30:03,418 - INFO - LRs are now: 8.39e-06
+2025-01-03 02:30:03,842 - INFO - LRs are now: 8.39e-06
+2025-01-03 02:30:04,271 - INFO - LRs are now: 8.39e-06
+2025-01-03 02:30:04,535 - INFO - LRs are now: 8.39e-06
+2025-01-03 02:30:04,742 - INFO - LRs are now: 8.39e-06
+2025-01-03 02:30:04,939 - INFO - LRs are now: 8.39e-06
+2025-01-03 02:30:05,522 - INFO - LRs are now: 8.39e-06
+2025-01-03 02:30:06,759 - INFO - LRs are now: 8.39e-06
+2025-01-03 02:30:08,080 - INFO - LRs are now: 8.39e-06
+2025-01-03 02:30:08,827 - INFO - LRs are now: 8.39e-06
+2025-01-03 02:30:09,129 - INFO - LRs are now: 8.39e-06
+2025-01-03 02:30:09,426 - INFO - LRs are now: 8.39e-06
+2025-01-03 02:30:09,916 - INFO - LRs are now: 8.39e-06
+2025-01-03 02:30:10,403 - INFO - LRs are now: 8.39e-06
+2025-01-03 02:30:10,679 - INFO - LRs are now: 8.39e-06
+2025-01-03 02:30:10,877 - INFO - LRs are now: 8.39e-06
+2025-01-03 02:30:11,055 - INFO - LRs are now: 8.39e-06
+2025-01-03 02:30:11,249 - INFO - LRs are now: 8.39e-06
+2025-01-03 02:30:11,523 - INFO - LRs are now: 8.39e-06
+2025-01-03 02:30:11,843 - INFO - LRs are now: 8.38e-06
+2025-01-03 02:30:12,171 - INFO - LRs are now: 8.38e-06
+2025-01-03 02:30:12,858 - INFO - LRs are now: 8.38e-06
+2025-01-03 02:30:13,367 - INFO - LRs are now: 8.38e-06
+2025-01-03 02:30:13,806 - INFO - LRs are now: 8.38e-06
+2025-01-03 02:30:14,101 - INFO - LRs are now: 8.38e-06
+2025-01-03 02:30:14,388 - INFO - LRs are now: 8.38e-06
+2025-01-03 02:30:14,964 - INFO - LRs are now: 8.38e-06
+2025-01-03 02:30:15,262 - INFO - LRs are now: 8.38e-06
+2025-01-03 02:30:15,495 - INFO - LRs are now: 8.38e-06
+2025-01-03 02:30:15,715 - INFO - LRs are now: 8.38e-06
+2025-01-03 02:30:15,917 - INFO - LRs are now: 8.38e-06
+2025-01-03 02:30:16,177 - INFO - LRs are now: 8.38e-06
+2025-01-03 02:30:16,689 - INFO - LRs are now: 8.38e-06
+2025-01-03 02:30:16,928 - INFO - LRs are now: 8.38e-06
+2025-01-03 02:30:17,401 - INFO - LRs are now: 8.38e-06
+2025-01-03 02:30:17,953 - INFO - LRs are now: 8.38e-06
+2025-01-03 02:30:18,610 - INFO - LRs are now: 8.38e-06
+2025-01-03 02:30:18,948 - INFO - LRs are now: 8.38e-06
+2025-01-03 02:30:19,163 - INFO - LRs are now: 8.38e-06
+2025-01-03 02:30:19,355 - INFO - LRs are now: 8.38e-06
+2025-01-03 02:30:19,986 - INFO - LRs are now: 8.38e-06
+2025-01-03 02:30:20,345 - INFO - LRs are now: 8.37e-06
+2025-01-03 02:30:20,606 - INFO - LRs are now: 8.37e-06
+2025-01-03 02:30:20,955 - INFO - LRs are now: 8.37e-06
+2025-01-03 02:30:21,335 - INFO - LRs are now: 8.37e-06
+2025-01-03 02:30:22,379 - INFO - LRs are now: 8.37e-06
+2025-01-03 02:30:23,569 - INFO - LRs are now: 8.37e-06
+2025-01-03 02:30:23,994 - INFO - LRs are now: 8.37e-06
+2025-01-03 02:30:24,248 - INFO - LRs are now: 8.37e-06
+2025-01-03 02:30:24,677 - INFO - LRs are now: 8.37e-06
+2025-01-03 02:30:24,984 - INFO - LRs are now: 8.37e-06
+2025-01-03 02:30:25,218 - INFO - LRs are now: 8.37e-06
+2025-01-03 02:30:25,523 - INFO - LRs are now: 8.37e-06
+2025-01-03 02:30:25,907 - INFO - LRs are now: 8.37e-06
+2025-01-03 02:30:26,161 - INFO - LRs are now: 8.37e-06
+2025-01-03 02:30:26,884 - INFO - LRs are now: 8.37e-06
+2025-01-03 02:30:27,254 - INFO - LRs are now: 8.37e-06
+2025-01-03 02:30:28,247 - INFO - LRs are now: 8.37e-06
+2025-01-03 02:30:28,771 - INFO - LRs are now: 8.37e-06
+2025-01-03 02:30:29,154 - INFO - LRs are now: 8.37e-06
+2025-01-03 02:30:30,222 - INFO - LRs are now: 8.37e-06
+2025-01-03 02:30:30,675 - INFO - LRs are now: 8.37e-06
+2025-01-03 02:30:30,905 - INFO - LRs are now: 8.37e-06
+2025-01-03 02:30:31,201 - INFO - LRs are now: 8.36e-06
+2025-01-03 02:30:31,870 - INFO - LRs are now: 8.36e-06
+2025-01-03 02:30:32,402 - INFO - LRs are now: 8.36e-06
+2025-01-03 02:30:32,670 - INFO - LRs are now: 8.36e-06
+2025-01-03 02:30:33,049 - INFO - LRs are now: 8.36e-06
+2025-01-03 02:30:33,266 - INFO - LRs are now: 8.36e-06
+2025-01-03 02:30:33,496 - INFO - LRs are now: 8.36e-06
+2025-01-03 02:30:33,722 - INFO - LRs are now: 8.36e-06
+2025-01-03 02:30:33,925 - INFO - LRs are now: 8.36e-06
+2025-01-03 02:30:34,121 - INFO - LRs are now: 8.36e-06
+2025-01-03 02:30:34,350 - INFO - LRs are now: 8.36e-06
+2025-01-03 02:30:34,575 - INFO - LRs are now: 8.36e-06
+2025-01-03 02:30:35,117 - INFO - LRs are now: 8.36e-06
+2025-01-03 02:30:35,628 - INFO - LRs are now: 8.36e-06
+2025-01-03 02:30:36,127 - INFO - LRs are now: 8.36e-06
+2025-01-03 02:30:36,531 - INFO - LRs are now: 8.36e-06
+2025-01-03 02:30:37,862 - INFO - LRs are now: 8.36e-06
+2025-01-03 02:30:38,487 - INFO - LRs are now: 8.36e-06
+2025-01-03 02:30:39,094 - INFO - LRs are now: 8.36e-06
+2025-01-03 02:30:40,370 - INFO - LRs are now: 8.36e-06
+2025-01-03 02:30:41,326 - INFO - LRs are now: 8.36e-06
+2025-01-03 02:30:43,028 - INFO - LRs are now: 8.36e-06
+2025-01-03 02:30:43,772 - INFO - LRs are now: 8.35e-06
+2025-01-03 02:30:44,095 - INFO - LRs are now: 8.35e-06
+2025-01-03 02:30:44,360 - INFO - LRs are now: 8.35e-06
+2025-01-03 02:30:44,661 - INFO - LRs are now: 8.35e-06
+2025-01-03 02:30:45,009 - INFO - LRs are now: 8.35e-06
+2025-01-03 02:30:45,326 - INFO - LRs are now: 8.35e-06
+2025-01-03 02:30:45,997 - INFO - LRs are now: 8.35e-06
+2025-01-03 02:30:46,397 - INFO - LRs are now: 8.35e-06
+2025-01-03 02:30:46,750 - INFO - LRs are now: 8.35e-06
+2025-01-03 02:30:46,940 - INFO - LRs are now: 8.35e-06
+2025-01-03 02:30:47,614 - INFO - LRs are now: 8.35e-06
+2025-01-03 02:30:48,845 - INFO - LRs are now: 8.35e-06
+2025-01-03 02:30:50,159 - INFO - LRs are now: 8.35e-06
+2025-01-03 02:30:50,613 - INFO - LRs are now: 8.35e-06
+2025-01-03 02:30:51,003 - INFO - LRs are now: 8.35e-06
+2025-01-03 02:30:51,236 - INFO - LRs are now: 8.35e-06
+2025-01-03 02:30:51,406 - INFO - LRs are now: 8.35e-06
+2025-01-03 02:30:51,571 - INFO - LRs are now: 8.35e-06
+2025-01-03 02:30:51,805 - INFO - LRs are now: 8.35e-06
+2025-01-03 02:30:52,051 - INFO - LRs are now: 8.35e-06
+2025-01-03 02:30:52,316 - INFO - LRs are now: 8.35e-06
+2025-01-03 02:30:52,612 - INFO - LRs are now: 8.35e-06
+2025-01-03 02:30:52,809 - INFO - LRs are now: 8.34e-06
+2025-01-03 02:30:53,149 - INFO - LRs are now: 8.34e-06
+2025-01-03 02:30:53,512 - INFO - LRs are now: 8.34e-06
+2025-01-03 02:30:53,709 - INFO - LRs are now: 8.34e-06
+2025-01-03 02:30:53,932 - INFO - LRs are now: 8.34e-06
+2025-01-03 02:30:54,527 - INFO - LRs are now: 8.34e-06
+2025-01-03 02:30:55,236 - INFO - LRs are now: 8.34e-06
+2025-01-03 02:30:55,545 - INFO - LRs are now: 8.34e-06
+2025-01-03 02:30:55,922 - INFO - LRs are now: 8.34e-06
+2025-01-03 02:30:56,135 - INFO - LRs are now: 8.34e-06
+2025-01-03 02:30:56,303 - INFO - LRs are now: 8.34e-06
+2025-01-03 02:30:56,503 - INFO - LRs are now: 8.34e-06
+2025-01-03 02:30:57,659 - INFO - LRs are now: 8.34e-06
+2025-01-03 02:30:58,057 - INFO - LRs are now: 8.34e-06
+2025-01-03 02:30:58,251 - INFO - LRs are now: 8.34e-06
+2025-01-03 02:30:58,537 - INFO - LRs are now: 8.34e-06
+2025-01-03 02:30:58,765 - INFO - LRs are now: 8.34e-06
+2025-01-03 02:30:58,980 - INFO - LRs are now: 8.34e-06
+2025-01-03 02:30:59,377 - INFO - LRs are now: 8.34e-06
+2025-01-03 02:31:00,045 - INFO - LRs are now: 8.34e-06
+2025-01-03 02:31:00,352 - INFO - LRs are now: 8.34e-06
+2025-01-03 02:31:00,582 - INFO - LRs are now: 8.34e-06
+2025-01-03 02:31:01,111 - INFO - LRs are now: 8.33e-06
+2025-01-03 02:31:01,664 - INFO - LRs are now: 8.33e-06
+2025-01-03 02:31:01,904 - INFO - LRs are now: 8.33e-06
+2025-01-03 02:31:02,133 - INFO - LRs are now: 8.33e-06
+2025-01-03 02:31:02,380 - INFO - LRs are now: 8.33e-06
+2025-01-03 02:31:02,724 - INFO - LRs are now: 8.33e-06
+2025-01-03 02:31:03,165 - INFO - LRs are now: 8.33e-06
+2025-01-03 02:31:03,483 - INFO - LRs are now: 8.33e-06
+2025-01-03 02:31:03,791 - INFO - LRs are now: 8.33e-06
+2025-01-03 02:31:04,145 - INFO - LRs are now: 8.33e-06
+2025-01-03 02:31:04,411 - INFO - LRs are now: 8.33e-06
+2025-01-03 02:31:04,736 - INFO - LRs are now: 8.33e-06
+2025-01-03 02:31:04,936 - INFO - LRs are now: 8.33e-06
+2025-01-03 02:31:05,148 - INFO - LRs are now: 8.33e-06
+2025-01-03 02:31:05,760 - INFO - LRs are now: 8.33e-06
+2025-01-03 02:31:06,273 - INFO - LRs are now: 8.33e-06
+2025-01-03 02:31:06,858 - INFO - LRs are now: 8.33e-06
+2025-01-03 02:31:07,117 - INFO - LRs are now: 8.33e-06
+2025-01-03 02:31:07,301 - INFO - LRs are now: 8.33e-06
+2025-01-03 02:31:07,515 - INFO - LRs are now: 8.33e-06
+2025-01-03 02:31:07,800 - INFO - LRs are now: 8.33e-06
+2025-01-03 02:31:08,833 - INFO - LRs are now: 8.33e-06
+2025-01-03 02:31:09,376 - INFO - LRs are now: 8.32e-06
+2025-01-03 02:31:09,696 - INFO - LRs are now: 8.32e-06
+2025-01-03 02:31:10,433 - INFO - LRs are now: 8.32e-06
+2025-01-03 02:31:11,605 - INFO - LRs are now: 8.32e-06
+2025-01-03 02:31:12,106 - INFO - LRs are now: 8.32e-06
+2025-01-03 02:31:13,265 - INFO - LRs are now: 8.32e-06
+2025-01-03 02:31:14,781 - INFO - LRs are now: 8.32e-06
+2025-01-03 02:31:15,183 - INFO - LRs are now: 8.32e-06
+2025-01-03 02:31:15,633 - INFO - LRs are now: 8.32e-06
+2025-01-03 02:31:16,016 - INFO - LRs are now: 8.32e-06
+2025-01-03 02:31:16,725 - INFO - LRs are now: 8.32e-06
+2025-01-03 02:31:17,007 - INFO - LRs are now: 8.32e-06
+2025-01-03 02:31:17,097 - INFO - Training epoch 37 finished. (Took 2.0 mins.)
+2025-01-03 02:31:17,097 - INFO - loss_train: 183.5
+2025-01-03 02:31:17,101 - INFO - heads-fscore_train: 83.82%
+2025-01-03 02:31:17,102 - INFO - labels-fscore_train: 88.59%
+2025-01-03 02:31:17,103 - INFO - aggregate_train: 74.26%
+2025-01-03 02:31:21,984 - INFO - Validation epoch 37 finished. (Took 0.1 mins.)
+2025-01-03 02:31:21,984 - INFO - loss_valid: 16.16
+2025-01-03 02:31:21,986 - INFO - heads-fscore_valid: 81.09%
+2025-01-03 02:31:21,987 - INFO - labels-fscore_valid: 86.69%
+2025-01-03 02:31:21,988 - INFO - aggregate_valid: 70.30%
+2025-01-03 02:31:28,732 - INFO - Saving current best: model_best.pth ...
+2025-01-03 02:31:30,258 - INFO - LRs are now: 8.32e-06
+2025-01-03 02:31:30,825 - INFO - LRs are now: 8.32e-06
+2025-01-03 02:31:31,147 - INFO - LRs are now: 8.32e-06
+2025-01-03 02:31:31,437 - INFO - LRs are now: 8.32e-06
+2025-01-03 02:31:32,909 - INFO - LRs are now: 8.32e-06
+2025-01-03 02:31:34,212 - INFO - LRs are now: 8.32e-06
+2025-01-03 02:31:35,311 - INFO - LRs are now: 8.32e-06
+2025-01-03 02:31:35,751 - INFO - LRs are now: 8.32e-06
+2025-01-03 02:31:35,996 - INFO - LRs are now: 8.32e-06
+2025-01-03 02:31:36,250 - INFO - LRs are now: 8.32e-06
+2025-01-03 02:31:36,506 - INFO - LRs are now: 8.31e-06
+2025-01-03 02:31:36,719 - INFO - LRs are now: 8.31e-06
+2025-01-03 02:31:36,979 - INFO - LRs are now: 8.31e-06
+2025-01-03 02:31:37,531 - INFO - LRs are now: 8.31e-06
+2025-01-03 02:31:37,821 - INFO - LRs are now: 8.31e-06
+2025-01-03 02:31:38,011 - INFO - LRs are now: 8.31e-06
+2025-01-03 02:31:38,199 - INFO - LRs are now: 8.31e-06
+2025-01-03 02:31:38,824 - INFO - LRs are now: 8.31e-06
+2025-01-03 02:31:39,114 - INFO - LRs are now: 8.31e-06
+2025-01-03 02:31:39,351 - INFO - LRs are now: 8.31e-06
+2025-01-03 02:31:39,682 - INFO - LRs are now: 8.31e-06
+2025-01-03 02:31:40,172 - INFO - LRs are now: 8.31e-06
+2025-01-03 02:31:40,585 - INFO - LRs are now: 8.31e-06
+2025-01-03 02:31:41,744 - INFO - LRs are now: 8.31e-06
+2025-01-03 02:31:42,270 - INFO - LRs are now: 8.31e-06
+2025-01-03 02:31:42,536 - INFO - LRs are now: 8.31e-06
+2025-01-03 02:31:43,462 - INFO - LRs are now: 8.31e-06
+2025-01-03 02:31:43,827 - INFO - LRs are now: 8.31e-06
+2025-01-03 02:31:43,991 - INFO - LRs are now: 8.31e-06
+2025-01-03 02:31:44,148 - INFO - LRs are now: 8.31e-06
+2025-01-03 02:31:44,499 - INFO - LRs are now: 8.31e-06
+2025-01-03 02:31:44,904 - INFO - LRs are now: 8.31e-06
+2025-01-03 02:31:45,171 - INFO - LRs are now: 8.30e-06
+2025-01-03 02:31:45,758 - INFO - LRs are now: 8.30e-06
+2025-01-03 02:31:46,821 - INFO - LRs are now: 8.30e-06
+2025-01-03 02:31:47,183 - INFO - LRs are now: 8.30e-06
+2025-01-03 02:31:47,950 - INFO - LRs are now: 8.30e-06
+2025-01-03 02:31:48,259 - INFO - LRs are now: 8.30e-06
+2025-01-03 02:31:48,866 - INFO - LRs are now: 8.30e-06
+2025-01-03 02:31:49,388 - INFO - LRs are now: 8.30e-06
+2025-01-03 02:31:49,641 - INFO - LRs are now: 8.30e-06
+2025-01-03 02:31:50,590 - INFO - LRs are now: 8.30e-06
+2025-01-03 02:31:52,111 - INFO - LRs are now: 8.30e-06
+2025-01-03 02:31:52,733 - INFO - LRs are now: 8.30e-06
+2025-01-03 02:31:53,038 - INFO - LRs are now: 8.30e-06
+2025-01-03 02:31:53,436 - INFO - LRs are now: 8.30e-06
+2025-01-03 02:31:54,103 - INFO - LRs are now: 8.30e-06
+2025-01-03 02:31:54,392 - INFO - LRs are now: 8.30e-06
+2025-01-03 02:31:54,692 - INFO - LRs are now: 8.30e-06
+2025-01-03 02:31:54,914 - INFO - LRs are now: 8.30e-06
+2025-01-03 02:31:56,054 - INFO - LRs are now: 8.30e-06
+2025-01-03 02:31:57,394 - INFO - LRs are now: 8.30e-06
+2025-01-03 02:31:57,773 - INFO - LRs are now: 8.30e-06
+2025-01-03 02:31:58,565 - INFO - LRs are now: 8.30e-06
+2025-01-03 02:31:59,271 - INFO - LRs are now: 8.30e-06
+2025-01-03 02:31:59,519 - INFO - LRs are now: 8.29e-06
+2025-01-03 02:32:00,038 - INFO - LRs are now: 8.29e-06
+2025-01-03 02:32:00,915 - INFO - LRs are now: 8.29e-06
+2025-01-03 02:32:01,251 - INFO - LRs are now: 8.29e-06
+2025-01-03 02:32:01,507 - INFO - LRs are now: 8.29e-06
+2025-01-03 02:32:01,867 - INFO - LRs are now: 8.29e-06
+2025-01-03 02:32:02,103 - INFO - LRs are now: 8.29e-06
+2025-01-03 02:32:02,356 - INFO - LRs are now: 8.29e-06
+2025-01-03 02:32:03,277 - INFO - LRs are now: 8.29e-06
+2025-01-03 02:32:03,936 - INFO - LRs are now: 8.29e-06
+2025-01-03 02:32:05,016 - INFO - LRs are now: 8.29e-06
+2025-01-03 02:32:05,666 - INFO - LRs are now: 8.29e-06
+2025-01-03 02:32:06,223 - INFO - LRs are now: 8.29e-06
+2025-01-03 02:32:06,852 - INFO - LRs are now: 8.29e-06
+2025-01-03 02:32:07,510 - INFO - LRs are now: 8.29e-06
+2025-01-03 02:32:08,344 - INFO - LRs are now: 8.29e-06
+2025-01-03 02:32:08,645 - INFO - LRs are now: 8.29e-06
+2025-01-03 02:32:09,027 - INFO - LRs are now: 8.29e-06
+2025-01-03 02:32:09,575 - INFO - LRs are now: 8.29e-06
+2025-01-03 02:32:10,378 - INFO - LRs are now: 8.29e-06
+2025-01-03 02:32:10,747 - INFO - LRs are now: 8.29e-06
+2025-01-03 02:32:11,170 - INFO - LRs are now: 8.29e-06
+2025-01-03 02:32:11,501 - INFO - LRs are now: 8.28e-06
+2025-01-03 02:32:11,796 - INFO - LRs are now: 8.28e-06
+2025-01-03 02:32:12,026 - INFO - LRs are now: 8.28e-06
+2025-01-03 02:32:12,215 - INFO - LRs are now: 8.28e-06
+2025-01-03 02:32:12,614 - INFO - LRs are now: 8.28e-06
+2025-01-03 02:32:13,091 - INFO - LRs are now: 8.28e-06
+2025-01-03 02:32:13,354 - INFO - LRs are now: 8.28e-06
+2025-01-03 02:32:13,578 - INFO - LRs are now: 8.28e-06
+2025-01-03 02:32:13,814 - INFO - LRs are now: 8.28e-06
+2025-01-03 02:32:14,042 - INFO - LRs are now: 8.28e-06
+2025-01-03 02:32:14,245 - INFO - LRs are now: 8.28e-06
+2025-01-03 02:32:14,428 - INFO - LRs are now: 8.28e-06
+2025-01-03 02:32:14,653 - INFO - LRs are now: 8.28e-06
+2025-01-03 02:32:14,897 - INFO - LRs are now: 8.28e-06
+2025-01-03 02:32:15,095 - INFO - LRs are now: 8.28e-06
+2025-01-03 02:32:15,834 - INFO - LRs are now: 8.28e-06
+2025-01-03 02:32:16,193 - INFO - LRs are now: 8.28e-06
+2025-01-03 02:32:16,396 - INFO - LRs are now: 8.28e-06
+2025-01-03 02:32:16,706 - INFO - LRs are now: 8.28e-06
+2025-01-03 02:32:17,931 - INFO - LRs are now: 8.28e-06
+2025-01-03 02:32:19,185 - INFO - LRs are now: 8.28e-06
+2025-01-03 02:32:20,065 - INFO - LRs are now: 8.28e-06
+2025-01-03 02:32:20,627 - INFO - LRs are now: 8.28e-06
+2025-01-03 02:32:20,971 - INFO - LRs are now: 8.27e-06
+2025-01-03 02:32:21,358 - INFO - LRs are now: 8.27e-06
+2025-01-03 02:32:21,660 - INFO - LRs are now: 8.27e-06
+2025-01-03 02:32:21,943 - INFO - LRs are now: 8.27e-06
+2025-01-03 02:32:22,323 - INFO - LRs are now: 8.27e-06
+2025-01-03 02:32:23,433 - INFO - LRs are now: 8.27e-06
+2025-01-03 02:32:24,149 - INFO - LRs are now: 8.27e-06
+2025-01-03 02:32:24,457 - INFO - LRs are now: 8.27e-06
+2025-01-03 02:32:24,879 - INFO - LRs are now: 8.27e-06
+2025-01-03 02:32:25,121 - INFO - LRs are now: 8.27e-06
+2025-01-03 02:32:25,498 - INFO - LRs are now: 8.27e-06
+2025-01-03 02:32:26,076 - INFO - LRs are now: 8.27e-06
+2025-01-03 02:32:26,437 - INFO - LRs are now: 8.27e-06
+2025-01-03 02:32:26,706 - INFO - LRs are now: 8.27e-06
+2025-01-03 02:32:27,332 - INFO - LRs are now: 8.27e-06
+2025-01-03 02:32:27,887 - INFO - LRs are now: 8.27e-06
+2025-01-03 02:32:28,617 - INFO - LRs are now: 8.27e-06
+2025-01-03 02:32:29,009 - INFO - LRs are now: 8.27e-06
+2025-01-03 02:32:29,213 - INFO - LRs are now: 8.27e-06
+2025-01-03 02:32:29,587 - INFO - LRs are now: 8.27e-06
+2025-01-03 02:32:29,880 - INFO - LRs are now: 8.27e-06
+2025-01-03 02:32:30,444 - INFO - LRs are now: 8.27e-06
+2025-01-03 02:32:30,805 - INFO - LRs are now: 8.27e-06
+2025-01-03 02:32:31,581 - INFO - LRs are now: 8.26e-06
+2025-01-03 02:32:32,147 - INFO - LRs are now: 8.26e-06
+2025-01-03 02:32:32,588 - INFO - LRs are now: 8.26e-06
+2025-01-03 02:32:32,961 - INFO - LRs are now: 8.26e-06
+2025-01-03 02:32:33,201 - INFO - LRs are now: 8.26e-06
+2025-01-03 02:32:33,495 - INFO - LRs are now: 8.26e-06
+2025-01-03 02:32:33,780 - INFO - LRs are now: 8.26e-06
+2025-01-03 02:32:34,167 - INFO - LRs are now: 8.26e-06
+2025-01-03 02:32:34,387 - INFO - LRs are now: 8.26e-06
+2025-01-03 02:32:34,640 - INFO - LRs are now: 8.26e-06
+2025-01-03 02:32:34,971 - INFO - LRs are now: 8.26e-06
+2025-01-03 02:32:35,198 - INFO - LRs are now: 8.26e-06
+2025-01-03 02:32:35,603 - INFO - LRs are now: 8.26e-06
+2025-01-03 02:32:36,772 - INFO - LRs are now: 8.26e-06
+2025-01-03 02:32:37,146 - INFO - LRs are now: 8.26e-06
+2025-01-03 02:32:37,565 - INFO - LRs are now: 8.26e-06
+2025-01-03 02:32:38,253 - INFO - LRs are now: 8.26e-06
+2025-01-03 02:32:38,906 - INFO - LRs are now: 8.26e-06
+2025-01-03 02:32:39,910 - INFO - LRs are now: 8.26e-06
+2025-01-03 02:32:41,270 - INFO - LRs are now: 8.26e-06
+2025-01-03 02:32:42,416 - INFO - LRs are now: 8.26e-06
+2025-01-03 02:32:42,754 - INFO - LRs are now: 8.26e-06
+2025-01-03 02:32:43,544 - INFO - LRs are now: 8.25e-06
+2025-01-03 02:32:43,961 - INFO - LRs are now: 8.25e-06
+2025-01-03 02:32:44,566 - INFO - LRs are now: 8.25e-06
+2025-01-03 02:32:44,889 - INFO - LRs are now: 8.25e-06
+2025-01-03 02:32:45,191 - INFO - LRs are now: 8.25e-06
+2025-01-03 02:32:45,581 - INFO - LRs are now: 8.25e-06
+2025-01-03 02:32:46,046 - INFO - LRs are now: 8.25e-06
+2025-01-03 02:32:46,339 - INFO - LRs are now: 8.25e-06
+2025-01-03 02:32:47,442 - INFO - LRs are now: 8.25e-06
+2025-01-03 02:32:47,863 - INFO - LRs are now: 8.25e-06
+2025-01-03 02:32:48,146 - INFO - LRs are now: 8.25e-06
+2025-01-03 02:32:48,509 - INFO - LRs are now: 8.25e-06
+2025-01-03 02:32:48,853 - INFO - LRs are now: 8.25e-06
+2025-01-03 02:32:49,225 - INFO - LRs are now: 8.25e-06
+2025-01-03 02:32:49,460 - INFO - LRs are now: 8.25e-06
+2025-01-03 02:32:49,688 - INFO - LRs are now: 8.25e-06
+2025-01-03 02:32:50,175 - INFO - LRs are now: 8.25e-06
+2025-01-03 02:32:50,453 - INFO - LRs are now: 8.25e-06
+2025-01-03 02:32:50,646 - INFO - LRs are now: 8.25e-06
+2025-01-03 02:32:50,908 - INFO - LRs are now: 8.25e-06
+2025-01-03 02:32:51,323 - INFO - LRs are now: 8.25e-06
+2025-01-03 02:32:51,638 - INFO - LRs are now: 8.25e-06
+2025-01-03 02:32:51,901 - INFO - LRs are now: 8.25e-06
+2025-01-03 02:32:52,113 - INFO - LRs are now: 8.24e-06
+2025-01-03 02:32:52,308 - INFO - LRs are now: 8.24e-06
+2025-01-03 02:32:52,881 - INFO - LRs are now: 8.24e-06
+2025-01-03 02:32:53,158 - INFO - LRs are now: 8.24e-06
+2025-01-03 02:32:53,454 - INFO - LRs are now: 8.24e-06
+2025-01-03 02:32:53,669 - INFO - LRs are now: 8.24e-06
+2025-01-03 02:32:54,042 - INFO - LRs are now: 8.24e-06
+2025-01-03 02:32:54,786 - INFO - LRs are now: 8.24e-06
+2025-01-03 02:32:55,054 - INFO - LRs are now: 8.24e-06
+2025-01-03 02:32:55,344 - INFO - LRs are now: 8.24e-06
+2025-01-03 02:32:55,620 - INFO - LRs are now: 8.24e-06
+2025-01-03 02:32:56,820 - INFO - LRs are now: 8.24e-06
+2025-01-03 02:32:57,294 - INFO - LRs are now: 8.24e-06
+2025-01-03 02:32:57,875 - INFO - LRs are now: 8.24e-06
+2025-01-03 02:32:58,238 - INFO - LRs are now: 8.24e-06
+2025-01-03 02:32:58,497 - INFO - LRs are now: 8.24e-06
+2025-01-03 02:32:58,781 - INFO - LRs are now: 8.24e-06
+2025-01-03 02:32:59,913 - INFO - LRs are now: 8.24e-06
+2025-01-03 02:33:00,324 - INFO - LRs are now: 8.24e-06
+2025-01-03 02:33:00,525 - INFO - LRs are now: 8.24e-06
+2025-01-03 02:33:01,540 - INFO - LRs are now: 8.24e-06
+2025-01-03 02:33:01,963 - INFO - LRs are now: 8.24e-06
+2025-01-03 02:33:02,157 - INFO - LRs are now: 8.24e-06
+2025-01-03 02:33:02,412 - INFO - LRs are now: 8.23e-06
+2025-01-03 02:33:02,756 - INFO - LRs are now: 8.23e-06
+2025-01-03 02:33:03,055 - INFO - LRs are now: 8.23e-06
+2025-01-03 02:33:03,416 - INFO - LRs are now: 8.23e-06
+2025-01-03 02:33:03,741 - INFO - LRs are now: 8.23e-06
+2025-01-03 02:33:03,981 - INFO - LRs are now: 8.23e-06
+2025-01-03 02:33:04,585 - INFO - LRs are now: 8.23e-06
+2025-01-03 02:33:04,931 - INFO - LRs are now: 8.23e-06
+2025-01-03 02:33:05,879 - INFO - LRs are now: 8.23e-06
+2025-01-03 02:33:06,326 - INFO - LRs are now: 8.23e-06
+2025-01-03 02:33:06,578 - INFO - LRs are now: 8.23e-06
+2025-01-03 02:33:06,772 - INFO - LRs are now: 8.23e-06
+2025-01-03 02:33:07,167 - INFO - LRs are now: 8.23e-06
+2025-01-03 02:33:07,571 - INFO - LRs are now: 8.23e-06
+2025-01-03 02:33:07,840 - INFO - LRs are now: 8.23e-06
+2025-01-03 02:33:08,149 - INFO - LRs are now: 8.23e-06
+2025-01-03 02:33:08,405 - INFO - LRs are now: 8.23e-06
+2025-01-03 02:33:08,616 - INFO - LRs are now: 8.23e-06
+2025-01-03 02:33:08,871 - INFO - LRs are now: 8.23e-06
+2025-01-03 02:33:09,145 - INFO - LRs are now: 8.23e-06
+2025-01-03 02:33:09,782 - INFO - LRs are now: 8.23e-06
+2025-01-03 02:33:10,373 - INFO - LRs are now: 8.23e-06
+2025-01-03 02:33:10,863 - INFO - LRs are now: 8.23e-06
+2025-01-03 02:33:11,105 - INFO - LRs are now: 8.22e-06
+2025-01-03 02:33:11,343 - INFO - LRs are now: 8.22e-06
+2025-01-03 02:33:11,582 - INFO - LRs are now: 8.22e-06
+2025-01-03 02:33:11,920 - INFO - LRs are now: 8.22e-06
+2025-01-03 02:33:12,398 - INFO - LRs are now: 8.22e-06
+2025-01-03 02:33:12,631 - INFO - LRs are now: 8.22e-06
+2025-01-03 02:33:12,858 - INFO - LRs are now: 8.22e-06
+2025-01-03 02:33:13,233 - INFO - LRs are now: 8.22e-06
+2025-01-03 02:33:13,867 - INFO - LRs are now: 8.22e-06
+2025-01-03 02:33:14,197 - INFO - LRs are now: 8.22e-06
+2025-01-03 02:33:15,446 - INFO - LRs are now: 8.22e-06
+2025-01-03 02:33:16,971 - INFO - LRs are now: 8.22e-06
+2025-01-03 02:33:17,464 - INFO - LRs are now: 8.22e-06
+2025-01-03 02:33:17,696 - INFO - LRs are now: 8.22e-06
+2025-01-03 02:33:18,001 - INFO - LRs are now: 8.22e-06
+2025-01-03 02:33:18,566 - INFO - LRs are now: 8.22e-06
+2025-01-03 02:33:19,221 - INFO - LRs are now: 8.22e-06
+2025-01-03 02:33:19,471 - INFO - LRs are now: 8.22e-06
+2025-01-03 02:33:19,712 - INFO - LRs are now: 8.22e-06
+2025-01-03 02:33:19,928 - INFO - LRs are now: 8.22e-06
+2025-01-03 02:33:20,593 - INFO - LRs are now: 8.22e-06
+2025-01-03 02:33:20,954 - INFO - LRs are now: 8.22e-06
+2025-01-03 02:33:21,171 - INFO - LRs are now: 8.22e-06
+2025-01-03 02:33:21,483 - INFO - LRs are now: 8.21e-06
+2025-01-03 02:33:21,807 - INFO - LRs are now: 8.21e-06
+2025-01-03 02:33:22,205 - INFO - LRs are now: 8.21e-06
+2025-01-03 02:33:22,519 - INFO - LRs are now: 8.21e-06
+2025-01-03 02:33:22,890 - INFO - LRs are now: 8.21e-06
+2025-01-03 02:33:23,567 - INFO - LRs are now: 8.21e-06
+2025-01-03 02:33:23,964 - INFO - LRs are now: 8.21e-06
+2025-01-03 02:33:24,987 - INFO - LRs are now: 8.21e-06
+2025-01-03 02:33:26,471 - INFO - LRs are now: 8.21e-06
+2025-01-03 02:33:27,133 - INFO - LRs are now: 8.21e-06
+2025-01-03 02:33:27,353 - INFO - LRs are now: 8.21e-06
+2025-01-03 02:33:28,183 - INFO - LRs are now: 8.21e-06
+2025-01-03 02:33:28,261 - INFO - Training epoch 38 finished. (Took 2.0 mins.)
+2025-01-03 02:33:28,262 - INFO - loss_train: 182.1
+2025-01-03 02:33:28,264 - INFO - heads-fscore_train: 83.78%
+2025-01-03 02:33:28,266 - INFO - labels-fscore_train: 88.77%
+2025-01-03 02:33:28,267 - INFO - aggregate_train: 74.37%
+2025-01-03 02:33:33,952 - INFO - Validation epoch 38 finished. (Took 0.1 mins.)
+2025-01-03 02:33:33,954 - INFO - loss_valid: 16.31
+2025-01-03 02:33:33,955 - INFO - heads-fscore_valid: 80.65%
+2025-01-03 02:33:33,957 - INFO - labels-fscore_valid: 86.43%
+2025-01-03 02:33:33,958 - INFO - aggregate_valid: 69.71%
+2025-01-03 02:33:34,942 - INFO - LRs are now: 8.21e-06
+2025-01-03 02:33:35,620 - INFO - LRs are now: 8.21e-06
+2025-01-03 02:33:36,030 - INFO - LRs are now: 8.21e-06
+2025-01-03 02:33:36,360 - INFO - LRs are now: 8.21e-06
+2025-01-03 02:33:36,744 - INFO - LRs are now: 8.21e-06
+2025-01-03 02:33:36,955 - INFO - LRs are now: 8.21e-06
+2025-01-03 02:33:37,425 - INFO - LRs are now: 8.21e-06
+2025-01-03 02:33:38,132 - INFO - LRs are now: 8.21e-06
+2025-01-03 02:33:39,120 - INFO - LRs are now: 8.21e-06
+2025-01-03 02:33:40,406 - INFO - LRs are now: 8.21e-06
+2025-01-03 02:33:40,882 - INFO - LRs are now: 8.21e-06
+2025-01-03 02:33:41,165 - INFO - LRs are now: 8.20e-06
+2025-01-03 02:33:41,368 - INFO - LRs are now: 8.20e-06
+2025-01-03 02:33:41,661 - INFO - LRs are now: 8.20e-06
+2025-01-03 02:33:42,087 - INFO - LRs are now: 8.20e-06
+2025-01-03 02:33:42,321 - INFO - LRs are now: 8.20e-06
+2025-01-03 02:33:42,646 - INFO - LRs are now: 8.20e-06
+2025-01-03 02:33:43,606 - INFO - LRs are now: 8.20e-06
+2025-01-03 02:33:43,963 - INFO - LRs are now: 8.20e-06
+2025-01-03 02:33:44,553 - INFO - LRs are now: 8.20e-06
+2025-01-03 02:33:44,820 - INFO - LRs are now: 8.20e-06
+2025-01-03 02:33:45,028 - INFO - LRs are now: 8.20e-06
+2025-01-03 02:33:46,159 - INFO - LRs are now: 8.20e-06
+2025-01-03 02:33:46,577 - INFO - LRs are now: 8.20e-06
+2025-01-03 02:33:47,634 - INFO - LRs are now: 8.20e-06
+2025-01-03 02:33:48,464 - INFO - LRs are now: 8.20e-06
+2025-01-03 02:33:48,752 - INFO - LRs are now: 8.20e-06
+2025-01-03 02:33:48,966 - INFO - LRs are now: 8.20e-06
+2025-01-03 02:33:49,199 - INFO - LRs are now: 8.20e-06
+2025-01-03 02:33:49,650 - INFO - LRs are now: 8.20e-06
+2025-01-03 02:33:50,106 - INFO - LRs are now: 8.20e-06
+2025-01-03 02:33:50,522 - INFO - LRs are now: 8.20e-06
+2025-01-03 02:33:50,762 - INFO - LRs are now: 8.20e-06
+2025-01-03 02:33:51,255 - INFO - LRs are now: 8.20e-06
+2025-01-03 02:33:51,542 - INFO - LRs are now: 8.19e-06
+2025-01-03 02:33:51,864 - INFO - LRs are now: 8.19e-06
+2025-01-03 02:33:52,114 - INFO - LRs are now: 8.19e-06
+2025-01-03 02:33:52,356 - INFO - LRs are now: 8.19e-06
+2025-01-03 02:33:53,394 - INFO - LRs are now: 8.19e-06
+2025-01-03 02:33:54,121 - INFO - LRs are now: 8.19e-06
+2025-01-03 02:33:54,455 - INFO - LRs are now: 8.19e-06
+2025-01-03 02:33:54,689 - INFO - LRs are now: 8.19e-06
+2025-01-03 02:33:55,193 - INFO - LRs are now: 8.19e-06
+2025-01-03 02:33:55,508 - INFO - LRs are now: 8.19e-06
+2025-01-03 02:33:55,746 - INFO - LRs are now: 8.19e-06
+2025-01-03 02:33:55,940 - INFO - LRs are now: 8.19e-06
+2025-01-03 02:33:56,119 - INFO - LRs are now: 8.19e-06
+2025-01-03 02:33:56,421 - INFO - LRs are now: 8.19e-06
+2025-01-03 02:33:56,698 - INFO - LRs are now: 8.19e-06
+2025-01-03 02:33:57,023 - INFO - LRs are now: 8.19e-06
+2025-01-03 02:33:57,654 - INFO - LRs are now: 8.19e-06
+2025-01-03 02:33:58,131 - INFO - LRs are now: 8.19e-06
+2025-01-03 02:33:58,953 - INFO - LRs are now: 8.19e-06
+2025-01-03 02:33:59,375 - INFO - LRs are now: 8.19e-06
+2025-01-03 02:33:59,690 - INFO - LRs are now: 8.19e-06
+2025-01-03 02:33:59,916 - INFO - LRs are now: 8.19e-06
+2025-01-03 02:34:00,517 - INFO - LRs are now: 8.19e-06
+2025-01-03 02:34:01,261 - INFO - LRs are now: 8.19e-06
+2025-01-03 02:34:01,538 - INFO - LRs are now: 8.18e-06
+2025-01-03 02:34:01,743 - INFO - LRs are now: 8.18e-06
+2025-01-03 02:34:02,244 - INFO - LRs are now: 8.18e-06
+2025-01-03 02:34:02,988 - INFO - LRs are now: 8.18e-06
+2025-01-03 02:34:03,411 - INFO - LRs are now: 8.18e-06
+2025-01-03 02:34:04,127 - INFO - LRs are now: 8.18e-06
+2025-01-03 02:34:04,425 - INFO - LRs are now: 8.18e-06
+2025-01-03 02:34:05,089 - INFO - LRs are now: 8.18e-06
+2025-01-03 02:34:05,392 - INFO - LRs are now: 8.18e-06
+2025-01-03 02:34:05,881 - INFO - LRs are now: 8.18e-06
+2025-01-03 02:34:06,167 - INFO - LRs are now: 8.18e-06
+2025-01-03 02:34:06,410 - INFO - LRs are now: 8.18e-06
+2025-01-03 02:34:06,840 - INFO - LRs are now: 8.18e-06
+2025-01-03 02:34:07,263 - INFO - LRs are now: 8.18e-06
+2025-01-03 02:34:07,522 - INFO - LRs are now: 8.18e-06
+2025-01-03 02:34:07,786 - INFO - LRs are now: 8.18e-06
+2025-01-03 02:34:08,159 - INFO - LRs are now: 8.18e-06
+2025-01-03 02:34:08,522 - INFO - LRs are now: 8.18e-06
+2025-01-03 02:34:08,754 - INFO - LRs are now: 8.18e-06
+2025-01-03 02:34:08,933 - INFO - LRs are now: 8.18e-06
+2025-01-03 02:34:09,163 - INFO - LRs are now: 8.18e-06
+2025-01-03 02:34:09,438 - INFO - LRs are now: 8.18e-06
+2025-01-03 02:34:09,717 - INFO - LRs are now: 8.18e-06
+2025-01-03 02:34:10,215 - INFO - LRs are now: 8.17e-06
+2025-01-03 02:34:10,456 - INFO - LRs are now: 8.17e-06
+2025-01-03 02:34:10,832 - INFO - LRs are now: 8.17e-06
+2025-01-03 02:34:11,042 - INFO - LRs are now: 8.17e-06
+2025-01-03 02:34:12,122 - INFO - LRs are now: 8.17e-06
+2025-01-03 02:34:12,592 - INFO - LRs are now: 8.17e-06
+2025-01-03 02:34:13,466 - INFO - LRs are now: 8.17e-06
+2025-01-03 02:34:14,661 - INFO - LRs are now: 8.17e-06
+2025-01-03 02:34:15,100 - INFO - LRs are now: 8.17e-06
+2025-01-03 02:34:15,394 - INFO - LRs are now: 8.17e-06
+2025-01-03 02:34:15,619 - INFO - LRs are now: 8.17e-06
+2025-01-03 02:34:15,891 - INFO - LRs are now: 8.17e-06
+2025-01-03 02:34:16,197 - INFO - LRs are now: 8.17e-06
+2025-01-03 02:34:16,531 - INFO - LRs are now: 8.17e-06
+2025-01-03 02:34:17,377 - INFO - LRs are now: 8.17e-06
+2025-01-03 02:34:18,507 - INFO - LRs are now: 8.17e-06
+2025-01-03 02:34:19,136 - INFO - LRs are now: 8.17e-06
+2025-01-03 02:34:20,525 - INFO - LRs are now: 8.17e-06
+2025-01-03 02:34:20,950 - INFO - LRs are now: 8.17e-06
+2025-01-03 02:34:21,679 - INFO - LRs are now: 8.17e-06
+2025-01-03 02:34:22,126 - INFO - LRs are now: 8.17e-06
+2025-01-03 02:34:22,473 - INFO - LRs are now: 8.17e-06
+2025-01-03 02:34:23,381 - INFO - LRs are now: 8.17e-06
+2025-01-03 02:34:23,682 - INFO - LRs are now: 8.16e-06
+2025-01-03 02:34:24,031 - INFO - LRs are now: 8.16e-06
+2025-01-03 02:34:24,374 - INFO - LRs are now: 8.16e-06
+2025-01-03 02:34:25,085 - INFO - LRs are now: 8.16e-06
+2025-01-03 02:34:25,393 - INFO - LRs are now: 8.16e-06
+2025-01-03 02:34:25,640 - INFO - LRs are now: 8.16e-06
+2025-01-03 02:34:26,414 - INFO - LRs are now: 8.16e-06
+2025-01-03 02:34:26,931 - INFO - LRs are now: 8.16e-06
+2025-01-03 02:34:27,171 - INFO - LRs are now: 8.16e-06
+2025-01-03 02:34:27,389 - INFO - LRs are now: 8.16e-06
+2025-01-03 02:34:27,760 - INFO - LRs are now: 8.16e-06
+2025-01-03 02:34:28,106 - INFO - LRs are now: 8.16e-06
+2025-01-03 02:34:28,683 - INFO - LRs are now: 8.16e-06
+2025-01-03 02:34:29,174 - INFO - LRs are now: 8.16e-06
+2025-01-03 02:34:29,671 - INFO - LRs are now: 8.16e-06
+2025-01-03 02:34:30,871 - INFO - LRs are now: 8.16e-06
+2025-01-03 02:34:31,311 - INFO - LRs are now: 8.16e-06
+2025-01-03 02:34:31,526 - INFO - LRs are now: 8.16e-06
+2025-01-03 02:34:31,853 - INFO - LRs are now: 8.16e-06
+2025-01-03 02:34:32,106 - INFO - LRs are now: 8.16e-06
+2025-01-03 02:34:32,305 - INFO - LRs are now: 8.16e-06
+2025-01-03 02:34:33,350 - INFO - LRs are now: 8.16e-06
+2025-01-03 02:34:33,766 - INFO - LRs are now: 8.16e-06
+2025-01-03 02:34:34,805 - INFO - LRs are now: 8.16e-06
+2025-01-03 02:34:36,024 - INFO - LRs are now: 8.15e-06
+2025-01-03 02:34:36,455 - INFO - LRs are now: 8.15e-06
+2025-01-03 02:34:37,183 - INFO - LRs are now: 8.15e-06
+2025-01-03 02:34:37,558 - INFO - LRs are now: 8.15e-06
+2025-01-03 02:34:37,789 - INFO - LRs are now: 8.15e-06
+2025-01-03 02:34:38,020 - INFO - LRs are now: 8.15e-06
+2025-01-03 02:34:38,279 - INFO - LRs are now: 8.15e-06
+2025-01-03 02:34:39,471 - INFO - LRs are now: 8.15e-06
+2025-01-03 02:34:40,112 - INFO - LRs are now: 8.15e-06
+2025-01-03 02:34:40,806 - INFO - LRs are now: 8.15e-06
+2025-01-03 02:34:41,157 - INFO - LRs are now: 8.15e-06
+2025-01-03 02:34:41,515 - INFO - LRs are now: 8.15e-06
+2025-01-03 02:34:41,823 - INFO - LRs are now: 8.15e-06
+2025-01-03 02:34:42,161 - INFO - LRs are now: 8.15e-06
+2025-01-03 02:34:42,357 - INFO - LRs are now: 8.15e-06
+2025-01-03 02:34:43,200 - INFO - LRs are now: 8.15e-06
+2025-01-03 02:34:43,559 - INFO - LRs are now: 8.15e-06
+2025-01-03 02:34:43,883 - INFO - LRs are now: 8.15e-06
+2025-01-03 02:34:44,129 - INFO - LRs are now: 8.15e-06
+2025-01-03 02:34:44,628 - INFO - LRs are now: 8.15e-06
+2025-01-03 02:34:44,914 - INFO - LRs are now: 8.15e-06
+2025-01-03 02:34:45,406 - INFO - LRs are now: 8.15e-06
+2025-01-03 02:34:45,807 - INFO - LRs are now: 8.15e-06
+2025-01-03 02:34:46,077 - INFO - LRs are now: 8.15e-06
+2025-01-03 02:34:46,358 - INFO - LRs are now: 8.14e-06
+2025-01-03 02:34:46,858 - INFO - LRs are now: 8.14e-06
+2025-01-03 02:34:47,319 - INFO - LRs are now: 8.14e-06
+2025-01-03 02:34:47,625 - INFO - LRs are now: 8.14e-06
+2025-01-03 02:34:47,811 - INFO - LRs are now: 8.14e-06
+2025-01-03 02:34:48,099 - INFO - LRs are now: 8.14e-06
+2025-01-03 02:34:48,423 - INFO - LRs are now: 8.14e-06
+2025-01-03 02:34:49,433 - INFO - LRs are now: 8.14e-06
+2025-01-03 02:34:49,977 - INFO - LRs are now: 8.14e-06
+2025-01-03 02:34:50,897 - INFO - LRs are now: 8.14e-06
+2025-01-03 02:34:51,526 - INFO - LRs are now: 8.14e-06
+2025-01-03 02:34:51,801 - INFO - LRs are now: 8.14e-06
+2025-01-03 02:34:52,003 - INFO - LRs are now: 8.14e-06
+2025-01-03 02:34:52,244 - INFO - LRs are now: 8.14e-06
+2025-01-03 02:34:52,506 - INFO - LRs are now: 8.14e-06
+2025-01-03 02:34:52,781 - INFO - LRs are now: 8.14e-06
+2025-01-03 02:34:53,449 - INFO - LRs are now: 8.14e-06
+2025-01-03 02:34:53,913 - INFO - LRs are now: 8.14e-06
+2025-01-03 02:34:54,245 - INFO - LRs are now: 8.14e-06
+2025-01-03 02:34:54,891 - INFO - LRs are now: 8.14e-06
+2025-01-03 02:34:56,111 - INFO - LRs are now: 8.14e-06
+2025-01-03 02:34:56,578 - INFO - LRs are now: 8.14e-06
+2025-01-03 02:34:56,977 - INFO - LRs are now: 8.14e-06
+2025-01-03 02:34:57,485 - INFO - LRs are now: 8.13e-06
+2025-01-03 02:34:57,900 - INFO - LRs are now: 8.13e-06
+2025-01-03 02:34:58,273 - INFO - LRs are now: 8.13e-06
+2025-01-03 02:34:58,559 - INFO - LRs are now: 8.13e-06
+2025-01-03 02:34:58,837 - INFO - LRs are now: 8.13e-06
+2025-01-03 02:34:59,865 - INFO - LRs are now: 8.13e-06
+2025-01-03 02:35:00,356 - INFO - LRs are now: 8.13e-06
+2025-01-03 02:35:01,293 - INFO - LRs are now: 8.13e-06
+2025-01-03 02:35:01,626 - INFO - LRs are now: 8.13e-06
+2025-01-03 02:35:01,893 - INFO - LRs are now: 8.13e-06
+2025-01-03 02:35:02,105 - INFO - LRs are now: 8.13e-06
+2025-01-03 02:35:02,826 - INFO - LRs are now: 8.13e-06
+2025-01-03 02:35:03,316 - INFO - LRs are now: 8.13e-06
+2025-01-03 02:35:03,577 - INFO - LRs are now: 8.13e-06
+2025-01-03 02:35:04,454 - INFO - LRs are now: 8.13e-06
+2025-01-03 02:35:04,817 - INFO - LRs are now: 8.13e-06
+2025-01-03 02:35:05,213 - INFO - LRs are now: 8.13e-06
+2025-01-03 02:35:05,434 - INFO - LRs are now: 8.13e-06
+2025-01-03 02:35:05,809 - INFO - LRs are now: 8.13e-06
+2025-01-03 02:35:06,085 - INFO - LRs are now: 8.13e-06
+2025-01-03 02:35:06,387 - INFO - LRs are now: 8.13e-06
+2025-01-03 02:35:06,705 - INFO - LRs are now: 8.13e-06
+2025-01-03 02:35:06,936 - INFO - LRs are now: 8.13e-06
+2025-01-03 02:35:07,250 - INFO - LRs are now: 8.13e-06
+2025-01-03 02:35:08,200 - INFO - LRs are now: 8.12e-06
+2025-01-03 02:35:09,593 - INFO - LRs are now: 8.12e-06
+2025-01-03 02:35:10,107 - INFO - LRs are now: 8.12e-06
+2025-01-03 02:35:11,227 - INFO - LRs are now: 8.12e-06
+2025-01-03 02:35:11,638 - INFO - LRs are now: 8.12e-06
+2025-01-03 02:35:12,150 - INFO - LRs are now: 8.12e-06
+2025-01-03 02:35:12,995 - INFO - LRs are now: 8.12e-06
+2025-01-03 02:35:13,371 - INFO - LRs are now: 8.12e-06
+2025-01-03 02:35:13,680 - INFO - LRs are now: 8.12e-06
+2025-01-03 02:35:13,939 - INFO - LRs are now: 8.12e-06
+2025-01-03 02:35:14,149 - INFO - LRs are now: 8.12e-06
+2025-01-03 02:35:14,484 - INFO - LRs are now: 8.12e-06
+2025-01-03 02:35:14,764 - INFO - LRs are now: 8.12e-06
+2025-01-03 02:35:15,254 - INFO - LRs are now: 8.12e-06
+2025-01-03 02:35:16,163 - INFO - LRs are now: 8.12e-06
+2025-01-03 02:35:17,109 - INFO - LRs are now: 8.12e-06
+2025-01-03 02:35:17,523 - INFO - LRs are now: 8.12e-06
+2025-01-03 02:35:17,774 - INFO - LRs are now: 8.12e-06
+2025-01-03 02:35:18,106 - INFO - LRs are now: 8.12e-06
+2025-01-03 02:35:18,340 - INFO - LRs are now: 8.12e-06
+2025-01-03 02:35:18,716 - INFO - LRs are now: 8.12e-06
+2025-01-03 02:35:19,266 - INFO - LRs are now: 8.12e-06
+2025-01-03 02:35:19,536 - INFO - LRs are now: 8.12e-06
+2025-01-03 02:35:19,693 - INFO - LRs are now: 8.12e-06
+2025-01-03 02:35:20,145 - INFO - LRs are now: 8.11e-06
+2025-01-03 02:35:20,388 - INFO - LRs are now: 8.11e-06
+2025-01-03 02:35:20,748 - INFO - LRs are now: 8.11e-06
+2025-01-03 02:35:21,047 - INFO - LRs are now: 8.11e-06
+2025-01-03 02:35:21,924 - INFO - LRs are now: 8.11e-06
+2025-01-03 02:35:22,527 - INFO - LRs are now: 8.11e-06
+2025-01-03 02:35:23,230 - INFO - LRs are now: 8.11e-06
+2025-01-03 02:35:23,866 - INFO - LRs are now: 8.11e-06
+2025-01-03 02:35:24,126 - INFO - LRs are now: 8.11e-06
+2025-01-03 02:35:24,408 - INFO - LRs are now: 8.11e-06
+2025-01-03 02:35:25,270 - INFO - LRs are now: 8.11e-06
+2025-01-03 02:35:26,069 - INFO - LRs are now: 8.11e-06
+2025-01-03 02:35:26,778 - INFO - LRs are now: 8.11e-06
+2025-01-03 02:35:27,117 - INFO - LRs are now: 8.11e-06
+2025-01-03 02:35:28,562 - INFO - LRs are now: 8.11e-06
+2025-01-03 02:35:29,160 - INFO - LRs are now: 8.11e-06
+2025-01-03 02:35:29,400 - INFO - LRs are now: 8.11e-06
+2025-01-03 02:35:29,693 - INFO - LRs are now: 8.11e-06
+2025-01-03 02:35:30,447 - INFO - LRs are now: 8.11e-06
+2025-01-03 02:35:31,431 - INFO - LRs are now: 8.11e-06
+2025-01-03 02:35:32,442 - INFO - LRs are now: 8.11e-06
+2025-01-03 02:35:32,944 - INFO - LRs are now: 8.11e-06
+2025-01-03 02:35:33,433 - INFO - LRs are now: 8.11e-06
+2025-01-03 02:35:33,763 - INFO - LRs are now: 8.11e-06
+2025-01-03 02:35:34,113 - INFO - LRs are now: 8.10e-06
+2025-01-03 02:35:34,527 - INFO - LRs are now: 8.10e-06
+2025-01-03 02:35:34,961 - INFO - LRs are now: 8.10e-06
+2025-01-03 02:35:35,029 - INFO - Training epoch 39 finished. (Took 2.0 mins.)
+2025-01-03 02:35:35,030 - INFO - loss_train: 185.1
+2025-01-03 02:35:35,033 - INFO - heads-fscore_train: 84.35%
+2025-01-03 02:35:35,034 - INFO - labels-fscore_train: 88.74%
+2025-01-03 02:35:35,035 - INFO - aggregate_train: 74.85%
+2025-01-03 02:35:39,427 - INFO - Validation epoch 39 finished. (Took 0.1 mins.)
+2025-01-03 02:35:39,428 - INFO - loss_valid: 16.14
+2025-01-03 02:35:39,430 - INFO - heads-fscore_valid: 80.97%
+2025-01-03 02:35:39,431 - INFO - labels-fscore_valid: 86.58%
+2025-01-03 02:35:39,432 - INFO - aggregate_valid: 70.11%
+2025-01-03 02:35:40,874 - INFO - LRs are now: 8.10e-06
+2025-01-03 02:35:42,589 - INFO - LRs are now: 8.10e-06
+2025-01-03 02:35:43,015 - INFO - LRs are now: 8.10e-06
+2025-01-03 02:35:43,219 - INFO - LRs are now: 8.10e-06
+2025-01-03 02:35:43,434 - INFO - LRs are now: 8.10e-06
+2025-01-03 02:35:43,698 - INFO - LRs are now: 8.10e-06
+2025-01-03 02:35:44,073 - INFO - LRs are now: 8.10e-06
+2025-01-03 02:35:44,307 - INFO - LRs are now: 8.10e-06
+2025-01-03 02:35:44,540 - INFO - LRs are now: 8.10e-06
+2025-01-03 02:35:44,736 - INFO - LRs are now: 8.10e-06
+2025-01-03 02:35:44,913 - INFO - LRs are now: 8.10e-06
+2025-01-03 02:35:45,152 - INFO - LRs are now: 8.10e-06
+2025-01-03 02:35:45,550 - INFO - LRs are now: 8.10e-06
+2025-01-03 02:35:46,059 - INFO - LRs are now: 8.10e-06
+2025-01-03 02:35:46,367 - INFO - LRs are now: 8.10e-06
+2025-01-03 02:35:47,035 - INFO - LRs are now: 8.10e-06
+2025-01-03 02:35:48,014 - INFO - LRs are now: 8.10e-06
+2025-01-03 02:35:48,513 - INFO - LRs are now: 8.10e-06
+2025-01-03 02:35:48,757 - INFO - LRs are now: 8.10e-06
+2025-01-03 02:35:49,125 - INFO - LRs are now: 8.10e-06
+2025-01-03 02:35:49,948 - INFO - LRs are now: 8.10e-06
+2025-01-03 02:35:50,325 - INFO - LRs are now: 8.09e-06
+2025-01-03 02:35:50,578 - INFO - LRs are now: 8.09e-06
+2025-01-03 02:35:50,998 - INFO - LRs are now: 8.09e-06
+2025-01-03 02:35:51,277 - INFO - LRs are now: 8.09e-06
+2025-01-03 02:35:51,670 - INFO - LRs are now: 8.09e-06
+2025-01-03 02:35:52,759 - INFO - LRs are now: 8.09e-06
+2025-01-03 02:35:53,690 - INFO - LRs are now: 8.09e-06
+2025-01-03 02:35:53,968 - INFO - LRs are now: 8.09e-06
+2025-01-03 02:35:54,326 - INFO - LRs are now: 8.09e-06
+2025-01-03 02:35:54,620 - INFO - LRs are now: 8.09e-06
+2025-01-03 02:35:55,471 - INFO - LRs are now: 8.09e-06
+2025-01-03 02:35:55,933 - INFO - LRs are now: 8.09e-06
+2025-01-03 02:35:56,252 - INFO - LRs are now: 8.09e-06
+2025-01-03 02:35:56,604 - INFO - LRs are now: 8.09e-06
+2025-01-03 02:35:56,809 - INFO - LRs are now: 8.09e-06
+2025-01-03 02:35:57,048 - INFO - LRs are now: 8.09e-06
+2025-01-03 02:35:57,300 - INFO - LRs are now: 8.09e-06
+2025-01-03 02:35:57,661 - INFO - LRs are now: 8.09e-06
+2025-01-03 02:35:58,037 - INFO - LRs are now: 8.09e-06
+2025-01-03 02:35:58,621 - INFO - LRs are now: 8.09e-06
+2025-01-03 02:35:58,896 - INFO - LRs are now: 8.09e-06
+2025-01-03 02:35:59,109 - INFO - LRs are now: 8.09e-06
+2025-01-03 02:35:59,560 - INFO - LRs are now: 8.09e-06
+2025-01-03 02:36:00,217 - INFO - LRs are now: 8.09e-06
+2025-01-03 02:36:01,086 - INFO - LRs are now: 8.08e-06
+2025-01-03 02:36:01,481 - INFO - LRs are now: 8.08e-06
+2025-01-03 02:36:02,767 - INFO - LRs are now: 8.08e-06
+2025-01-03 02:36:03,308 - INFO - LRs are now: 8.08e-06
+2025-01-03 02:36:03,666 - INFO - LRs are now: 8.08e-06
+2025-01-03 02:36:03,886 - INFO - LRs are now: 8.08e-06
+2025-01-03 02:36:04,283 - INFO - LRs are now: 8.08e-06
+2025-01-03 02:36:05,422 - INFO - LRs are now: 8.08e-06
+2025-01-03 02:36:05,868 - INFO - LRs are now: 8.08e-06
+2025-01-03 02:36:07,094 - INFO - LRs are now: 8.08e-06
+2025-01-03 02:36:07,944 - INFO - LRs are now: 8.08e-06
+2025-01-03 02:36:08,582 - INFO - LRs are now: 8.08e-06
+2025-01-03 02:36:09,097 - INFO - LRs are now: 8.08e-06
+2025-01-03 02:36:09,771 - INFO - LRs are now: 8.08e-06
+2025-01-03 02:36:10,091 - INFO - LRs are now: 8.08e-06
+2025-01-03 02:36:10,537 - INFO - LRs are now: 8.08e-06
+2025-01-03 02:36:10,910 - INFO - LRs are now: 8.08e-06
+2025-01-03 02:36:11,916 - INFO - LRs are now: 8.08e-06
+2025-01-03 02:36:12,308 - INFO - LRs are now: 8.08e-06
+2025-01-03 02:36:12,649 - INFO - LRs are now: 8.08e-06
+2025-01-03 02:36:12,988 - INFO - LRs are now: 8.08e-06
+2025-01-03 02:36:13,446 - INFO - LRs are now: 8.08e-06
+2025-01-03 02:36:13,887 - INFO - LRs are now: 8.08e-06
+2025-01-03 02:36:14,138 - INFO - LRs are now: 8.08e-06
+2025-01-03 02:36:14,409 - INFO - LRs are now: 8.08e-06
+2025-01-03 02:36:14,764 - INFO - LRs are now: 8.07e-06
+2025-01-03 02:36:15,038 - INFO - LRs are now: 8.07e-06
+2025-01-03 02:36:15,283 - INFO - LRs are now: 8.07e-06
+2025-01-03 02:36:15,702 - INFO - LRs are now: 8.07e-06
+2025-01-03 02:36:16,035 - INFO - LRs are now: 8.07e-06
+2025-01-03 02:36:16,691 - INFO - LRs are now: 8.07e-06
+2025-01-03 02:36:17,000 - INFO - LRs are now: 8.07e-06
+2025-01-03 02:36:18,330 - INFO - LRs are now: 8.07e-06
+2025-01-03 02:36:18,789 - INFO - LRs are now: 8.07e-06
+2025-01-03 02:36:19,403 - INFO - LRs are now: 8.07e-06
+2025-01-03 02:36:19,668 - INFO - LRs are now: 8.07e-06
+2025-01-03 02:36:21,024 - INFO - LRs are now: 8.07e-06
+2025-01-03 02:36:21,517 - INFO - LRs are now: 8.07e-06
+2025-01-03 02:36:22,426 - INFO - LRs are now: 8.07e-06
+2025-01-03 02:36:22,825 - INFO - LRs are now: 8.07e-06
+2025-01-03 02:36:23,413 - INFO - LRs are now: 8.07e-06
+2025-01-03 02:36:23,794 - INFO - LRs are now: 8.07e-06
+2025-01-03 02:36:24,050 - INFO - LRs are now: 8.07e-06
+2025-01-03 02:36:24,467 - INFO - LRs are now: 8.07e-06
+2025-01-03 02:36:25,009 - INFO - LRs are now: 8.07e-06
+2025-01-03 02:36:25,527 - INFO - LRs are now: 8.07e-06
+2025-01-03 02:36:25,770 - INFO - LRs are now: 8.07e-06
+2025-01-03 02:36:25,973 - INFO - LRs are now: 8.07e-06
+2025-01-03 02:36:26,481 - INFO - LRs are now: 8.07e-06
+2025-01-03 02:36:27,101 - INFO - LRs are now: 8.06e-06
+2025-01-03 02:36:27,797 - INFO - LRs are now: 8.06e-06
+2025-01-03 02:36:28,278 - INFO - LRs are now: 8.06e-06
+2025-01-03 02:36:29,280 - INFO - LRs are now: 8.06e-06
+2025-01-03 02:36:29,686 - INFO - LRs are now: 8.06e-06
+2025-01-03 02:36:30,227 - INFO - LRs are now: 8.06e-06
+2025-01-03 02:36:30,625 - INFO - LRs are now: 8.06e-06
+2025-01-03 02:36:31,077 - INFO - LRs are now: 8.06e-06
+2025-01-03 02:36:31,398 - INFO - LRs are now: 8.06e-06
+2025-01-03 02:36:31,771 - INFO - LRs are now: 8.06e-06
+2025-01-03 02:36:32,242 - INFO - LRs are now: 8.06e-06
+2025-01-03 02:36:32,741 - INFO - LRs are now: 8.06e-06
+2025-01-03 02:36:33,020 - INFO - LRs are now: 8.06e-06
+2025-01-03 02:36:34,221 - INFO - LRs are now: 8.06e-06
+2025-01-03 02:36:35,564 - INFO - LRs are now: 8.06e-06
+2025-01-03 02:36:36,177 - INFO - LRs are now: 8.06e-06
+2025-01-03 02:36:36,423 - INFO - LRs are now: 8.06e-06
+2025-01-03 02:36:36,730 - INFO - LRs are now: 8.06e-06
+2025-01-03 02:36:37,329 - INFO - LRs are now: 8.06e-06
+2025-01-03 02:36:38,038 - INFO - LRs are now: 8.06e-06
+2025-01-03 02:36:38,453 - INFO - LRs are now: 8.06e-06
+2025-01-03 02:36:38,839 - INFO - LRs are now: 8.06e-06
+2025-01-03 02:36:39,897 - INFO - LRs are now: 8.06e-06
+2025-01-03 02:36:40,257 - INFO - LRs are now: 8.06e-06
+2025-01-03 02:36:40,429 - INFO - LRs are now: 8.05e-06
+2025-01-03 02:36:40,623 - INFO - LRs are now: 8.05e-06
+2025-01-03 02:36:41,442 - INFO - LRs are now: 8.05e-06
+2025-01-03 02:36:41,800 - INFO - LRs are now: 8.05e-06
+2025-01-03 02:36:42,079 - INFO - LRs are now: 8.05e-06
+2025-01-03 02:36:42,429 - INFO - LRs are now: 8.05e-06
+2025-01-03 02:36:42,657 - INFO - LRs are now: 8.05e-06
+2025-01-03 02:36:42,889 - INFO - LRs are now: 8.05e-06
+2025-01-03 02:36:43,099 - INFO - LRs are now: 8.05e-06
+2025-01-03 02:36:43,640 - INFO - LRs are now: 8.05e-06
+2025-01-03 02:36:44,285 - INFO - LRs are now: 8.05e-06
+2025-01-03 02:36:45,333 - INFO - LRs are now: 8.05e-06
+2025-01-03 02:36:46,687 - INFO - LRs are now: 8.05e-06
+2025-01-03 02:36:47,820 - INFO - LRs are now: 8.05e-06
+2025-01-03 02:36:48,598 - INFO - LRs are now: 8.05e-06
+2025-01-03 02:36:49,052 - INFO - LRs are now: 8.05e-06
+2025-01-03 02:36:49,662 - INFO - LRs are now: 8.05e-06
+2025-01-03 02:36:49,963 - INFO - LRs are now: 8.05e-06
+2025-01-03 02:36:50,126 - INFO - LRs are now: 8.05e-06
+2025-01-03 02:36:50,645 - INFO - LRs are now: 8.05e-06
+2025-01-03 02:36:50,935 - INFO - LRs are now: 8.05e-06
+2025-01-03 02:36:51,275 - INFO - LRs are now: 8.05e-06
+2025-01-03 02:36:51,508 - INFO - LRs are now: 8.05e-06
+2025-01-03 02:36:51,714 - INFO - LRs are now: 8.05e-06
+2025-01-03 02:36:51,917 - INFO - LRs are now: 8.05e-06
+2025-01-03 02:36:52,145 - INFO - LRs are now: 8.04e-06
+2025-01-03 02:36:52,342 - INFO - LRs are now: 8.04e-06
+2025-01-03 02:36:52,663 - INFO - LRs are now: 8.04e-06
+2025-01-03 02:36:53,092 - INFO - LRs are now: 8.04e-06
+2025-01-03 02:36:53,498 - INFO - LRs are now: 8.04e-06
+2025-01-03 02:36:53,876 - INFO - LRs are now: 8.04e-06
+2025-01-03 02:36:54,208 - INFO - LRs are now: 8.04e-06
+2025-01-03 02:36:54,400 - INFO - LRs are now: 8.04e-06
+2025-01-03 02:36:54,639 - INFO - LRs are now: 8.04e-06
+2025-01-03 02:36:54,936 - INFO - LRs are now: 8.04e-06
+2025-01-03 02:36:55,519 - INFO - LRs are now: 8.04e-06
+2025-01-03 02:36:56,437 - INFO - LRs are now: 8.04e-06
+2025-01-03 02:36:56,759 - INFO - LRs are now: 8.04e-06
+2025-01-03 02:36:56,925 - INFO - LRs are now: 8.04e-06
+2025-01-03 02:36:57,849 - INFO - LRs are now: 8.04e-06
+2025-01-03 02:36:58,270 - INFO - LRs are now: 8.04e-06
+2025-01-03 02:36:58,559 - INFO - LRs are now: 8.04e-06
+2025-01-03 02:36:58,783 - INFO - LRs are now: 8.04e-06
+2025-01-03 02:36:58,983 - INFO - LRs are now: 8.04e-06
+2025-01-03 02:36:59,172 - INFO - LRs are now: 8.04e-06
+2025-01-03 02:36:59,377 - INFO - LRs are now: 8.04e-06
+2025-01-03 02:37:00,393 - INFO - LRs are now: 8.04e-06
+2025-01-03 02:37:00,829 - INFO - LRs are now: 8.04e-06
+2025-01-03 02:37:01,864 - INFO - LRs are now: 8.04e-06
+2025-01-03 02:37:02,271 - INFO - LRs are now: 8.04e-06
+2025-01-03 02:37:02,619 - INFO - LRs are now: 8.03e-06
+2025-01-03 02:37:02,931 - INFO - LRs are now: 8.03e-06
+2025-01-03 02:37:03,222 - INFO - LRs are now: 8.03e-06
+2025-01-03 02:37:03,490 - INFO - LRs are now: 8.03e-06
+2025-01-03 02:37:04,150 - INFO - LRs are now: 8.03e-06
+2025-01-03 02:37:05,008 - INFO - LRs are now: 8.03e-06
+2025-01-03 02:37:05,342 - INFO - LRs are now: 8.03e-06
+2025-01-03 02:37:05,595 - INFO - LRs are now: 8.03e-06
+2025-01-03 02:37:05,859 - INFO - LRs are now: 8.03e-06
+2025-01-03 02:37:06,076 - INFO - LRs are now: 8.03e-06
+2025-01-03 02:37:06,398 - INFO - LRs are now: 8.03e-06
+2025-01-03 02:37:06,753 - INFO - LRs are now: 8.03e-06
+2025-01-03 02:37:07,163 - INFO - LRs are now: 8.03e-06
+2025-01-03 02:37:07,661 - INFO - LRs are now: 8.03e-06
+2025-01-03 02:37:07,910 - INFO - LRs are now: 8.03e-06
+2025-01-03 02:37:08,489 - INFO - LRs are now: 8.03e-06
+2025-01-03 02:37:09,326 - INFO - LRs are now: 8.03e-06
+2025-01-03 02:37:10,176 - INFO - LRs are now: 8.03e-06
+2025-01-03 02:37:11,220 - INFO - LRs are now: 8.03e-06
+2025-01-03 02:37:11,613 - INFO - LRs are now: 8.03e-06
+2025-01-03 02:37:11,838 - INFO - LRs are now: 8.03e-06
+2025-01-03 02:37:12,048 - INFO - LRs are now: 8.03e-06
+2025-01-03 02:37:12,258 - INFO - LRs are now: 8.03e-06
+2025-01-03 02:37:12,474 - INFO - LRs are now: 8.03e-06
+2025-01-03 02:37:13,380 - INFO - LRs are now: 8.02e-06
+2025-01-03 02:37:14,695 - INFO - LRs are now: 8.02e-06
+2025-01-03 02:37:15,196 - INFO - LRs are now: 8.02e-06
+2025-01-03 02:37:15,425 - INFO - LRs are now: 8.02e-06
+2025-01-03 02:37:15,663 - INFO - LRs are now: 8.02e-06
+2025-01-03 02:37:16,143 - INFO - LRs are now: 8.02e-06
+2025-01-03 02:37:16,392 - INFO - LRs are now: 8.02e-06
+2025-01-03 02:37:16,871 - INFO - LRs are now: 8.02e-06
+2025-01-03 02:37:17,192 - INFO - LRs are now: 8.02e-06
+2025-01-03 02:37:17,489 - INFO - LRs are now: 8.02e-06
+2025-01-03 02:37:17,693 - INFO - LRs are now: 8.02e-06
+2025-01-03 02:37:17,915 - INFO - LRs are now: 8.02e-06
+2025-01-03 02:37:18,198 - INFO - LRs are now: 8.02e-06
+2025-01-03 02:37:18,446 - INFO - LRs are now: 8.02e-06
+2025-01-03 02:37:18,683 - INFO - LRs are now: 8.02e-06
+2025-01-03 02:37:19,224 - INFO - LRs are now: 8.02e-06
+2025-01-03 02:37:20,202 - INFO - LRs are now: 8.02e-06
+2025-01-03 02:37:20,594 - INFO - LRs are now: 8.02e-06
+2025-01-03 02:37:20,789 - INFO - LRs are now: 8.02e-06
+2025-01-03 02:37:21,197 - INFO - LRs are now: 8.02e-06
+2025-01-03 02:37:22,459 - INFO - LRs are now: 8.02e-06
+2025-01-03 02:37:23,320 - INFO - LRs are now: 8.02e-06
+2025-01-03 02:37:24,583 - INFO - LRs are now: 8.02e-06
+2025-01-03 02:37:25,072 - INFO - LRs are now: 8.02e-06
+2025-01-03 02:37:25,403 - INFO - LRs are now: 8.02e-06
+2025-01-03 02:37:25,708 - INFO - LRs are now: 8.01e-06
+2025-01-03 02:37:25,990 - INFO - LRs are now: 8.01e-06
+2025-01-03 02:37:27,438 - INFO - LRs are now: 8.01e-06
+2025-01-03 02:37:27,802 - INFO - LRs are now: 8.01e-06
+2025-01-03 02:37:28,371 - INFO - LRs are now: 8.01e-06
+2025-01-03 02:37:28,843 - INFO - LRs are now: 8.01e-06
+2025-01-03 02:37:29,322 - INFO - LRs are now: 8.01e-06
+2025-01-03 02:37:29,663 - INFO - LRs are now: 8.01e-06
+2025-01-03 02:37:29,892 - INFO - LRs are now: 8.01e-06
+2025-01-03 02:37:30,450 - INFO - LRs are now: 8.01e-06
+2025-01-03 02:37:30,890 - INFO - LRs are now: 8.01e-06
+2025-01-03 02:37:31,103 - INFO - LRs are now: 8.01e-06
+2025-01-03 02:37:31,381 - INFO - LRs are now: 8.01e-06
+2025-01-03 02:37:31,775 - INFO - LRs are now: 8.01e-06
+2025-01-03 02:37:32,144 - INFO - LRs are now: 8.01e-06
+2025-01-03 02:37:32,532 - INFO - LRs are now: 8.01e-06
+2025-01-03 02:37:33,087 - INFO - LRs are now: 8.01e-06
+2025-01-03 02:37:33,366 - INFO - LRs are now: 8.01e-06
+2025-01-03 02:37:33,600 - INFO - LRs are now: 8.01e-06
+2025-01-03 02:37:33,817 - INFO - LRs are now: 8.01e-06
+2025-01-03 02:37:34,389 - INFO - LRs are now: 8.01e-06
+2025-01-03 02:37:34,765 - INFO - LRs are now: 8.01e-06
+2025-01-03 02:37:35,051 - INFO - LRs are now: 8.01e-06
+2025-01-03 02:37:35,277 - INFO - LRs are now: 8.01e-06
+2025-01-03 02:37:35,696 - INFO - LRs are now: 8.01e-06
+2025-01-03 02:37:36,151 - INFO - LRs are now: 8.00e-06
+2025-01-03 02:37:36,496 - INFO - LRs are now: 8.00e-06
+2025-01-03 02:37:36,917 - INFO - LRs are now: 8.00e-06
+2025-01-03 02:37:37,211 - INFO - LRs are now: 8.00e-06
+2025-01-03 02:37:38,315 - INFO - LRs are now: 8.00e-06
+2025-01-03 02:37:39,126 - INFO - LRs are now: 8.00e-06
+2025-01-03 02:37:39,503 - INFO - LRs are now: 8.00e-06
+2025-01-03 02:37:39,748 - INFO - LRs are now: 8.00e-06
+2025-01-03 02:37:39,838 - INFO - Training epoch 40 finished. (Took 2.0 mins.)
+2025-01-03 02:37:39,840 - INFO - loss_train: 179.0
+2025-01-03 02:37:39,843 - INFO - heads-fscore_train: 84.42%
+2025-01-03 02:37:39,844 - INFO - labels-fscore_train: 88.85%
+2025-01-03 02:37:39,846 - INFO - aggregate_train: 75.01%
+2025-01-03 02:37:45,610 - INFO - Validation epoch 40 finished. (Took 0.1 mins.)
+2025-01-03 02:37:45,611 - INFO - loss_valid: 15.97
+2025-01-03 02:37:45,615 - INFO - heads-fscore_valid: 81.08%
+2025-01-03 02:37:45,616 - INFO - labels-fscore_valid: 86.80%
+2025-01-03 02:37:45,617 - INFO - aggregate_valid: 70.37%
+2025-01-03 02:37:55,365 - INFO - Saving current best: model_best.pth ...
+2025-01-03 02:37:57,392 - INFO - LRs are now: 8.00e-06
+2025-01-03 02:37:58,459 - INFO - LRs are now: 8.00e-06
+2025-01-03 02:37:58,965 - INFO - LRs are now: 8.00e-06
+2025-01-03 02:38:00,006 - INFO - LRs are now: 8.00e-06
+2025-01-03 02:38:01,506 - INFO - LRs are now: 8.00e-06
+2025-01-03 02:38:01,908 - INFO - LRs are now: 8.00e-06
+2025-01-03 02:38:02,598 - INFO - LRs are now: 8.00e-06
+2025-01-03 02:38:03,478 - INFO - LRs are now: 8.00e-06
+2025-01-03 02:38:04,034 - INFO - LRs are now: 8.00e-06
+2025-01-03 02:38:05,410 - INFO - LRs are now: 8.00e-06
+2025-01-03 02:38:05,934 - INFO - LRs are now: 8.00e-06
+2025-01-03 02:38:06,620 - INFO - LRs are now: 8.00e-06
+2025-01-03 02:38:07,060 - INFO - LRs are now: 8.00e-06
+2025-01-03 02:38:07,321 - INFO - LRs are now: 8.00e-06
+2025-01-03 02:38:07,906 - INFO - LRs are now: 8.00e-06
+2025-01-03 02:38:08,300 - INFO - LRs are now: 8.00e-06
+2025-01-03 02:38:09,525 - INFO - LRs are now: 8.00e-06
+2025-01-03 02:38:09,918 - INFO - LRs are now: 7.99e-06
+2025-01-03 02:38:10,219 - INFO - LRs are now: 7.99e-06
+2025-01-03 02:38:10,436 - INFO - LRs are now: 7.99e-06
+2025-01-03 02:38:11,495 - INFO - LRs are now: 7.99e-06
+2025-01-03 02:38:12,026 - INFO - LRs are now: 7.99e-06
+2025-01-03 02:38:13,023 - INFO - LRs are now: 7.99e-06
+2025-01-03 02:38:14,263 - INFO - LRs are now: 7.99e-06
+2025-01-03 02:38:15,214 - INFO - LRs are now: 7.99e-06
+2025-01-03 02:38:15,932 - INFO - LRs are now: 7.99e-06
+2025-01-03 02:38:16,177 - INFO - LRs are now: 7.99e-06
+2025-01-03 02:38:16,694 - INFO - LRs are now: 7.99e-06
+2025-01-03 02:38:17,071 - INFO - LRs are now: 7.99e-06
+2025-01-03 02:38:17,382 - INFO - LRs are now: 7.99e-06
+2025-01-03 02:38:17,693 - INFO - LRs are now: 7.99e-06
+2025-01-03 02:38:18,350 - INFO - LRs are now: 7.99e-06
+2025-01-03 02:38:19,544 - INFO - LRs are now: 7.99e-06
+2025-01-03 02:38:19,944 - INFO - LRs are now: 7.99e-06
+2025-01-03 02:38:20,194 - INFO - LRs are now: 7.99e-06
+2025-01-03 02:38:20,413 - INFO - LRs are now: 7.99e-06
+2025-01-03 02:38:20,694 - INFO - LRs are now: 7.99e-06
+2025-01-03 02:38:20,894 - INFO - LRs are now: 7.99e-06
+2025-01-03 02:38:21,118 - INFO - LRs are now: 7.99e-06
+2025-01-03 02:38:21,515 - INFO - LRs are now: 7.99e-06
+2025-01-03 02:38:22,002 - INFO - LRs are now: 7.99e-06
+2025-01-03 02:38:22,856 - INFO - LRs are now: 7.99e-06
+2025-01-03 02:38:23,262 - INFO - LRs are now: 7.98e-06
+2025-01-03 02:38:23,552 - INFO - LRs are now: 7.98e-06
+2025-01-03 02:38:23,790 - INFO - LRs are now: 7.98e-06
+2025-01-03 02:38:24,204 - INFO - LRs are now: 7.98e-06
+2025-01-03 02:38:25,336 - INFO - LRs are now: 7.98e-06
+2025-01-03 02:38:25,899 - INFO - LRs are now: 7.98e-06
+2025-01-03 02:38:26,153 - INFO - LRs are now: 7.98e-06
+2025-01-03 02:38:26,472 - INFO - LRs are now: 7.98e-06
+2025-01-03 02:38:26,773 - INFO - LRs are now: 7.98e-06
+2025-01-03 02:38:27,894 - INFO - LRs are now: 7.98e-06
+2025-01-03 02:38:28,491 - INFO - LRs are now: 7.98e-06
+2025-01-03 02:38:29,353 - INFO - LRs are now: 7.98e-06
+2025-01-03 02:38:29,764 - INFO - LRs are now: 7.98e-06
+2025-01-03 02:38:30,094 - INFO - LRs are now: 7.98e-06
+2025-01-03 02:38:30,310 - INFO - LRs are now: 7.98e-06
+2025-01-03 02:38:31,022 - INFO - LRs are now: 7.98e-06
+2025-01-03 02:38:31,440 - INFO - LRs are now: 7.98e-06
+2025-01-03 02:38:32,651 - INFO - LRs are now: 7.98e-06
+2025-01-03 02:38:33,436 - INFO - LRs are now: 7.98e-06
+2025-01-03 02:38:33,973 - INFO - LRs are now: 7.98e-06
+2025-01-03 02:38:34,258 - INFO - LRs are now: 7.98e-06
+2025-01-03 02:38:35,040 - INFO - LRs are now: 7.98e-06
+2025-01-03 02:38:35,443 - INFO - LRs are now: 7.98e-06
+2025-01-03 02:38:35,732 - INFO - LRs are now: 7.98e-06
+2025-01-03 02:38:36,001 - INFO - LRs are now: 7.98e-06
+2025-01-03 02:38:36,361 - INFO - LRs are now: 7.97e-06
+2025-01-03 02:38:36,676 - INFO - LRs are now: 7.97e-06
+2025-01-03 02:38:36,896 - INFO - LRs are now: 7.97e-06
+2025-01-03 02:38:37,105 - INFO - LRs are now: 7.97e-06
+2025-01-03 02:38:38,158 - INFO - LRs are now: 7.97e-06
+2025-01-03 02:38:38,564 - INFO - LRs are now: 7.97e-06
+2025-01-03 02:38:39,508 - INFO - LRs are now: 7.97e-06
+2025-01-03 02:38:40,064 - INFO - LRs are now: 7.97e-06
+2025-01-03 02:38:40,332 - INFO - LRs are now: 7.97e-06
+2025-01-03 02:38:40,614 - INFO - LRs are now: 7.97e-06
+2025-01-03 02:38:41,173 - INFO - LRs are now: 7.97e-06
+2025-01-03 02:38:41,436 - INFO - LRs are now: 7.97e-06
+2025-01-03 02:38:41,684 - INFO - LRs are now: 7.97e-06
+2025-01-03 02:38:42,234 - INFO - LRs are now: 7.97e-06
+2025-01-03 02:38:42,554 - INFO - LRs are now: 7.97e-06
+2025-01-03 02:38:43,043 - INFO - LRs are now: 7.97e-06
+2025-01-03 02:38:44,038 - INFO - LRs are now: 7.97e-06
+2025-01-03 02:38:45,263 - INFO - LRs are now: 7.97e-06
+2025-01-03 02:38:45,926 - INFO - LRs are now: 7.97e-06
+2025-01-03 02:38:46,172 - INFO - LRs are now: 7.97e-06
+2025-01-03 02:38:46,327 - INFO - LRs are now: 7.97e-06
+2025-01-03 02:38:47,270 - INFO - LRs are now: 7.97e-06
+2025-01-03 02:38:47,673 - INFO - LRs are now: 7.97e-06
+2025-01-03 02:38:47,993 - INFO - LRs are now: 7.97e-06
+2025-01-03 02:38:48,343 - INFO - LRs are now: 7.97e-06
+2025-01-03 02:38:48,867 - INFO - LRs are now: 7.97e-06
+2025-01-03 02:38:49,582 - INFO - LRs are now: 7.96e-06
+2025-01-03 02:38:50,329 - INFO - LRs are now: 7.96e-06
+2025-01-03 02:38:50,653 - INFO - LRs are now: 7.96e-06
+2025-01-03 02:38:50,857 - INFO - LRs are now: 7.96e-06
+2025-01-03 02:38:51,752 - INFO - LRs are now: 7.96e-06
+2025-01-03 02:38:52,114 - INFO - LRs are now: 7.96e-06
+2025-01-03 02:38:52,334 - INFO - LRs are now: 7.96e-06
+2025-01-03 02:38:52,946 - INFO - LRs are now: 7.96e-06
+2025-01-03 02:38:53,339 - INFO - LRs are now: 7.96e-06
+2025-01-03 02:38:53,607 - INFO - LRs are now: 7.96e-06
+2025-01-03 02:38:53,870 - INFO - LRs are now: 7.96e-06
+2025-01-03 02:38:54,204 - INFO - LRs are now: 7.96e-06
+2025-01-03 02:38:54,551 - INFO - LRs are now: 7.96e-06
+2025-01-03 02:38:54,879 - INFO - LRs are now: 7.96e-06
+2025-01-03 02:38:55,211 - INFO - LRs are now: 7.96e-06
+2025-01-03 02:38:55,568 - INFO - LRs are now: 7.96e-06
+2025-01-03 02:38:56,010 - INFO - LRs are now: 7.96e-06
+2025-01-03 02:38:56,414 - INFO - LRs are now: 7.96e-06
+2025-01-03 02:38:56,676 - INFO - LRs are now: 7.96e-06
+2025-01-03 02:38:56,878 - INFO - LRs are now: 7.96e-06
+2025-01-03 02:38:57,153 - INFO - LRs are now: 7.96e-06
+2025-01-03 02:38:57,336 - INFO - LRs are now: 7.96e-06
+2025-01-03 02:38:57,528 - INFO - LRs are now: 7.96e-06
+2025-01-03 02:38:58,532 - INFO - LRs are now: 7.96e-06
+2025-01-03 02:38:58,990 - INFO - LRs are now: 7.96e-06
+2025-01-03 02:38:59,407 - INFO - LRs are now: 7.95e-06
+2025-01-03 02:39:00,546 - INFO - LRs are now: 7.95e-06
+2025-01-03 02:39:01,049 - INFO - LRs are now: 7.95e-06
+2025-01-03 02:39:01,470 - INFO - LRs are now: 7.95e-06
+2025-01-03 02:39:01,944 - INFO - LRs are now: 7.95e-06
+2025-01-03 02:39:02,182 - INFO - LRs are now: 7.95e-06
+2025-01-03 02:39:02,481 - INFO - LRs are now: 7.95e-06
+2025-01-03 02:39:03,021 - INFO - LRs are now: 7.95e-06
+2025-01-03 02:39:03,295 - INFO - LRs are now: 7.95e-06
+2025-01-03 02:39:03,489 - INFO - LRs are now: 7.95e-06
+2025-01-03 02:39:03,752 - INFO - LRs are now: 7.95e-06
+2025-01-03 02:39:04,800 - INFO - LRs are now: 7.95e-06
+2025-01-03 02:39:05,181 - INFO - LRs are now: 7.95e-06
+2025-01-03 02:39:05,615 - INFO - LRs are now: 7.95e-06
+2025-01-03 02:39:06,132 - INFO - LRs are now: 7.95e-06
+2025-01-03 02:39:06,510 - INFO - LRs are now: 7.95e-06
+2025-01-03 02:39:06,751 - INFO - LRs are now: 7.95e-06
+2025-01-03 02:39:06,940 - INFO - LRs are now: 7.95e-06
+2025-01-03 02:39:07,217 - INFO - LRs are now: 7.95e-06
+2025-01-03 02:39:07,756 - INFO - LRs are now: 7.95e-06
+2025-01-03 02:39:08,032 - INFO - LRs are now: 7.95e-06
+2025-01-03 02:39:08,539 - INFO - LRs are now: 7.95e-06
+2025-01-03 02:39:08,845 - INFO - LRs are now: 7.95e-06
+2025-01-03 02:39:09,190 - INFO - LRs are now: 7.95e-06
+2025-01-03 02:39:09,601 - INFO - LRs are now: 7.95e-06
+2025-01-03 02:39:09,998 - INFO - LRs are now: 7.94e-06
+2025-01-03 02:39:10,447 - INFO - LRs are now: 7.94e-06
+2025-01-03 02:39:10,699 - INFO - LRs are now: 7.94e-06
+2025-01-03 02:39:10,984 - INFO - LRs are now: 7.94e-06
+2025-01-03 02:39:11,228 - INFO - LRs are now: 7.94e-06
+2025-01-03 02:39:11,733 - INFO - LRs are now: 7.94e-06
+2025-01-03 02:39:12,013 - INFO - LRs are now: 7.94e-06
+2025-01-03 02:39:13,209 - INFO - LRs are now: 7.94e-06
+2025-01-03 02:39:13,683 - INFO - LRs are now: 7.94e-06
+2025-01-03 02:39:13,880 - INFO - LRs are now: 7.94e-06
+2025-01-03 02:39:14,076 - INFO - LRs are now: 7.94e-06
+2025-01-03 02:39:14,310 - INFO - LRs are now: 7.94e-06
+2025-01-03 02:39:14,730 - INFO - LRs are now: 7.94e-06
+2025-01-03 02:39:14,987 - INFO - LRs are now: 7.94e-06
+2025-01-03 02:39:15,231 - INFO - LRs are now: 7.94e-06
+2025-01-03 02:39:15,786 - INFO - LRs are now: 7.94e-06
+2025-01-03 02:39:16,738 - INFO - LRs are now: 7.94e-06
+2025-01-03 02:39:17,327 - INFO - LRs are now: 7.94e-06
+2025-01-03 02:39:17,891 - INFO - LRs are now: 7.94e-06
+2025-01-03 02:39:18,497 - INFO - LRs are now: 7.94e-06
+2025-01-03 02:39:19,148 - INFO - LRs are now: 7.94e-06
+2025-01-03 02:39:19,488 - INFO - LRs are now: 7.94e-06
+2025-01-03 02:39:19,815 - INFO - LRs are now: 7.94e-06
+2025-01-03 02:39:20,046 - INFO - LRs are now: 7.94e-06
+2025-01-03 02:39:20,275 - INFO - LRs are now: 7.94e-06
+2025-01-03 02:39:20,483 - INFO - LRs are now: 7.94e-06
+2025-01-03 02:39:20,670 - INFO - LRs are now: 7.93e-06
+2025-01-03 02:39:20,837 - INFO - LRs are now: 7.93e-06
+2025-01-03 02:39:21,192 - INFO - LRs are now: 7.93e-06
+2025-01-03 02:39:21,681 - INFO - LRs are now: 7.93e-06
+2025-01-03 02:39:21,996 - INFO - LRs are now: 7.93e-06
+2025-01-03 02:39:22,380 - INFO - LRs are now: 7.93e-06
+2025-01-03 02:39:22,615 - INFO - LRs are now: 7.93e-06
+2025-01-03 02:39:22,835 - INFO - LRs are now: 7.93e-06
+2025-01-03 02:39:23,064 - INFO - LRs are now: 7.93e-06
+2025-01-03 02:39:23,275 - INFO - LRs are now: 7.93e-06
+2025-01-03 02:39:24,026 - INFO - LRs are now: 7.93e-06
+2025-01-03 02:39:24,571 - INFO - LRs are now: 7.93e-06
+2025-01-03 02:39:25,334 - INFO - LRs are now: 7.93e-06
+2025-01-03 02:39:25,697 - INFO - LRs are now: 7.93e-06
+2025-01-03 02:39:26,844 - INFO - LRs are now: 7.93e-06
+2025-01-03 02:39:27,163 - INFO - LRs are now: 7.93e-06
+2025-01-03 02:39:27,446 - INFO - LRs are now: 7.93e-06
+2025-01-03 02:39:27,781 - INFO - LRs are now: 7.93e-06
+2025-01-03 02:39:28,059 - INFO - LRs are now: 7.93e-06
+2025-01-03 02:39:28,930 - INFO - LRs are now: 7.93e-06
+2025-01-03 02:39:29,485 - INFO - LRs are now: 7.93e-06
+2025-01-03 02:39:29,714 - INFO - LRs are now: 7.93e-06
+2025-01-03 02:39:29,911 - INFO - LRs are now: 7.93e-06
+2025-01-03 02:39:30,153 - INFO - LRs are now: 7.93e-06
+2025-01-03 02:39:31,167 - INFO - LRs are now: 7.93e-06
+2025-01-03 02:39:31,575 - INFO - LRs are now: 7.93e-06
+2025-01-03 02:39:31,765 - INFO - LRs are now: 7.92e-06
+2025-01-03 02:39:32,027 - INFO - LRs are now: 7.92e-06
+2025-01-03 02:39:32,292 - INFO - LRs are now: 7.92e-06
+2025-01-03 02:39:32,526 - INFO - LRs are now: 7.92e-06
+2025-01-03 02:39:32,717 - INFO - LRs are now: 7.92e-06
+2025-01-03 02:39:33,299 - INFO - LRs are now: 7.92e-06
+2025-01-03 02:39:34,338 - INFO - LRs are now: 7.92e-06
+2025-01-03 02:39:34,756 - INFO - LRs are now: 7.92e-06
+2025-01-03 02:39:35,134 - INFO - LRs are now: 7.92e-06
+2025-01-03 02:39:35,497 - INFO - LRs are now: 7.92e-06
+2025-01-03 02:39:35,706 - INFO - LRs are now: 7.92e-06
+2025-01-03 02:39:35,920 - INFO - LRs are now: 7.92e-06
+2025-01-03 02:39:36,326 - INFO - LRs are now: 7.92e-06
+2025-01-03 02:39:36,945 - INFO - LRs are now: 7.92e-06
+2025-01-03 02:39:37,217 - INFO - LRs are now: 7.92e-06
+2025-01-03 02:39:37,380 - INFO - LRs are now: 7.92e-06
+2025-01-03 02:39:37,842 - INFO - LRs are now: 7.92e-06
+2025-01-03 02:39:38,315 - INFO - LRs are now: 7.92e-06
+2025-01-03 02:39:38,784 - INFO - LRs are now: 7.92e-06
+2025-01-03 02:39:39,134 - INFO - LRs are now: 7.92e-06
+2025-01-03 02:39:39,482 - INFO - LRs are now: 7.92e-06
+2025-01-03 02:39:39,717 - INFO - LRs are now: 7.92e-06
+2025-01-03 02:39:40,191 - INFO - LRs are now: 7.92e-06
+2025-01-03 02:39:40,443 - INFO - LRs are now: 7.92e-06
+2025-01-03 02:39:41,133 - INFO - LRs are now: 7.92e-06
+2025-01-03 02:39:41,524 - INFO - LRs are now: 7.91e-06
+2025-01-03 02:39:41,942 - INFO - LRs are now: 7.91e-06
+2025-01-03 02:39:42,200 - INFO - LRs are now: 7.91e-06
+2025-01-03 02:39:42,455 - INFO - LRs are now: 7.91e-06
+2025-01-03 02:39:43,608 - INFO - LRs are now: 7.91e-06
+2025-01-03 02:39:44,118 - INFO - LRs are now: 7.91e-06
+2025-01-03 02:39:44,542 - INFO - LRs are now: 7.91e-06
+2025-01-03 02:39:44,779 - INFO - LRs are now: 7.91e-06
+2025-01-03 02:39:44,987 - INFO - LRs are now: 7.91e-06
+2025-01-03 02:39:45,255 - INFO - LRs are now: 7.91e-06
+2025-01-03 02:39:45,798 - INFO - LRs are now: 7.91e-06
+2025-01-03 02:39:46,471 - INFO - LRs are now: 7.91e-06
+2025-01-03 02:39:46,782 - INFO - LRs are now: 7.91e-06
+2025-01-03 02:39:47,163 - INFO - LRs are now: 7.91e-06
+2025-01-03 02:39:47,485 - INFO - LRs are now: 7.91e-06
+2025-01-03 02:39:48,559 - INFO - LRs are now: 7.91e-06
+2025-01-03 02:39:49,058 - INFO - LRs are now: 7.91e-06
+2025-01-03 02:39:49,326 - INFO - LRs are now: 7.91e-06
+2025-01-03 02:39:49,596 - INFO - LRs are now: 7.91e-06
+2025-01-03 02:39:50,208 - INFO - LRs are now: 7.91e-06
+2025-01-03 02:39:50,491 - INFO - LRs are now: 7.91e-06
+2025-01-03 02:39:51,628 - INFO - LRs are now: 7.91e-06
+2025-01-03 02:39:52,100 - INFO - LRs are now: 7.91e-06
+2025-01-03 02:39:52,507 - INFO - LRs are now: 7.91e-06
+2025-01-03 02:39:52,745 - INFO - LRs are now: 7.91e-06
+2025-01-03 02:39:53,209 - INFO - LRs are now: 7.91e-06
+2025-01-03 02:39:53,474 - INFO - LRs are now: 7.90e-06
+2025-01-03 02:39:53,701 - INFO - LRs are now: 7.90e-06
+2025-01-03 02:39:54,431 - INFO - LRs are now: 7.90e-06
+2025-01-03 02:39:54,728 - INFO - LRs are now: 7.90e-06
+2025-01-03 02:39:54,820 - INFO - Training epoch 41 finished. (Took 2.0 mins.)
+2025-01-03 02:39:54,821 - INFO - loss_train: 178.7
+2025-01-03 02:39:54,825 - INFO - heads-fscore_train: 84.55%
+2025-01-03 02:39:54,826 - INFO - labels-fscore_train: 88.95%
+2025-01-03 02:39:54,828 - INFO - aggregate_train: 75.21%
+2025-01-03 02:40:00,698 - INFO - Validation epoch 41 finished. (Took 0.1 mins.)
+2025-01-03 02:40:00,699 - INFO - loss_valid: 16.01
+2025-01-03 02:40:00,702 - INFO - heads-fscore_valid: 81.02%
+2025-01-03 02:40:00,712 - INFO - labels-fscore_valid: 86.77%
+2025-01-03 02:40:00,714 - INFO - aggregate_valid: 70.30%
+2025-01-03 02:40:02,405 - INFO - LRs are now: 7.90e-06
+2025-01-03 02:40:03,050 - INFO - LRs are now: 7.90e-06
+2025-01-03 02:40:03,252 - INFO - LRs are now: 7.90e-06
+2025-01-03 02:40:03,489 - INFO - LRs are now: 7.90e-06
+2025-01-03 02:40:04,064 - INFO - LRs are now: 7.90e-06
+2025-01-03 02:40:04,426 - INFO - LRs are now: 7.90e-06
+2025-01-03 02:40:04,619 - INFO - LRs are now: 7.90e-06
+2025-01-03 02:40:05,646 - INFO - LRs are now: 7.90e-06
+2025-01-03 02:40:06,587 - INFO - LRs are now: 7.90e-06
+2025-01-03 02:40:06,988 - INFO - LRs are now: 7.90e-06
+2025-01-03 02:40:07,238 - INFO - LRs are now: 7.90e-06
+2025-01-03 02:40:07,705 - INFO - LRs are now: 7.90e-06
+2025-01-03 02:40:08,067 - INFO - LRs are now: 7.90e-06
+2025-01-03 02:40:08,402 - INFO - LRs are now: 7.90e-06
+2025-01-03 02:40:09,114 - INFO - LRs are now: 7.90e-06
+2025-01-03 02:40:09,454 - INFO - LRs are now: 7.90e-06
+2025-01-03 02:40:09,653 - INFO - LRs are now: 7.90e-06
+2025-01-03 02:40:09,826 - INFO - LRs are now: 7.90e-06
+2025-01-03 02:40:10,534 - INFO - LRs are now: 7.90e-06
+2025-01-03 02:40:10,944 - INFO - LRs are now: 7.90e-06
+2025-01-03 02:40:11,173 - INFO - LRs are now: 7.90e-06
+2025-01-03 02:40:11,480 - INFO - LRs are now: 7.90e-06
+2025-01-03 02:40:11,715 - INFO - LRs are now: 7.89e-06
+2025-01-03 02:40:12,157 - INFO - LRs are now: 7.89e-06
+2025-01-03 02:40:12,538 - INFO - LRs are now: 7.89e-06
+2025-01-03 02:40:12,875 - INFO - LRs are now: 7.89e-06
+2025-01-03 02:40:13,127 - INFO - LRs are now: 7.89e-06
+2025-01-03 02:40:14,130 - INFO - LRs are now: 7.89e-06
+2025-01-03 02:40:14,691 - INFO - LRs are now: 7.89e-06
+2025-01-03 02:40:15,658 - INFO - LRs are now: 7.89e-06
+2025-01-03 02:40:16,147 - INFO - LRs are now: 7.89e-06
+2025-01-03 02:40:16,517 - INFO - LRs are now: 7.89e-06
+2025-01-03 02:40:17,178 - INFO - LRs are now: 7.89e-06
+2025-01-03 02:40:17,537 - INFO - LRs are now: 7.89e-06
+2025-01-03 02:40:17,853 - INFO - LRs are now: 7.89e-06
+2025-01-03 02:40:18,142 - INFO - LRs are now: 7.89e-06
+2025-01-03 02:40:18,395 - INFO - LRs are now: 7.89e-06
+2025-01-03 02:40:18,659 - INFO - LRs are now: 7.89e-06
+2025-01-03 02:40:18,919 - INFO - LRs are now: 7.89e-06
+2025-01-03 02:40:19,123 - INFO - LRs are now: 7.89e-06
+2025-01-03 02:40:19,301 - INFO - LRs are now: 7.89e-06
+2025-01-03 02:40:19,521 - INFO - LRs are now: 7.89e-06
+2025-01-03 02:40:19,708 - INFO - LRs are now: 7.89e-06
+2025-01-03 02:40:19,955 - INFO - LRs are now: 7.89e-06
+2025-01-03 02:40:20,169 - INFO - LRs are now: 7.89e-06
+2025-01-03 02:40:20,347 - INFO - LRs are now: 7.89e-06
+2025-01-03 02:40:20,670 - INFO - LRs are now: 7.89e-06
+2025-01-03 02:40:20,910 - INFO - LRs are now: 7.89e-06
+2025-01-03 02:40:21,416 - INFO - LRs are now: 7.88e-06
+2025-01-03 02:40:21,823 - INFO - LRs are now: 7.88e-06
+2025-01-03 02:40:22,255 - INFO - LRs are now: 7.88e-06
+2025-01-03 02:40:22,518 - INFO - LRs are now: 7.88e-06
+2025-01-03 02:40:22,963 - INFO - LRs are now: 7.88e-06
+2025-01-03 02:40:24,017 - INFO - LRs are now: 7.88e-06
+2025-01-03 02:40:24,465 - INFO - LRs are now: 7.88e-06
+2025-01-03 02:40:24,683 - INFO - LRs are now: 7.88e-06
+2025-01-03 02:40:24,882 - INFO - LRs are now: 7.88e-06
+2025-01-03 02:40:25,062 - INFO - LRs are now: 7.88e-06
+2025-01-03 02:40:25,414 - INFO - LRs are now: 7.88e-06
+2025-01-03 02:40:25,755 - INFO - LRs are now: 7.88e-06
+2025-01-03 02:40:26,147 - INFO - LRs are now: 7.88e-06
+2025-01-03 02:40:26,482 - INFO - LRs are now: 7.88e-06
+2025-01-03 02:40:26,711 - INFO - LRs are now: 7.88e-06
+2025-01-03 02:40:26,982 - INFO - LRs are now: 7.88e-06
+2025-01-03 02:40:27,395 - INFO - LRs are now: 7.88e-06
+2025-01-03 02:40:27,894 - INFO - LRs are now: 7.88e-06
+2025-01-03 02:40:28,309 - INFO - LRs are now: 7.88e-06
+2025-01-03 02:40:29,524 - INFO - LRs are now: 7.88e-06
+2025-01-03 02:40:30,061 - INFO - LRs are now: 7.88e-06
+2025-01-03 02:40:30,399 - INFO - LRs are now: 7.88e-06
+2025-01-03 02:40:31,520 - INFO - LRs are now: 7.88e-06
+2025-01-03 02:40:32,086 - INFO - LRs are now: 7.88e-06
+2025-01-03 02:40:32,437 - INFO - LRs are now: 7.88e-06
+2025-01-03 02:40:32,797 - INFO - LRs are now: 7.88e-06
+2025-01-03 02:40:33,056 - INFO - LRs are now: 7.87e-06
+2025-01-03 02:40:34,161 - INFO - LRs are now: 7.87e-06
+2025-01-03 02:40:34,880 - INFO - LRs are now: 7.87e-06
+2025-01-03 02:40:35,522 - INFO - LRs are now: 7.87e-06
+2025-01-03 02:40:35,964 - INFO - LRs are now: 7.87e-06
+2025-01-03 02:40:36,208 - INFO - LRs are now: 7.87e-06
+2025-01-03 02:40:36,893 - INFO - LRs are now: 7.87e-06
+2025-01-03 02:40:37,302 - INFO - LRs are now: 7.87e-06
+2025-01-03 02:40:38,223 - INFO - LRs are now: 7.87e-06
+2025-01-03 02:40:38,869 - INFO - LRs are now: 7.87e-06
+2025-01-03 02:40:39,537 - INFO - LRs are now: 7.87e-06
+2025-01-03 02:40:40,152 - INFO - LRs are now: 7.87e-06
+2025-01-03 02:40:40,696 - INFO - LRs are now: 7.87e-06
+2025-01-03 02:40:41,634 - INFO - LRs are now: 7.87e-06
+2025-01-03 02:40:42,091 - INFO - LRs are now: 7.87e-06
+2025-01-03 02:40:42,796 - INFO - LRs are now: 7.87e-06
+2025-01-03 02:40:43,458 - INFO - LRs are now: 7.87e-06
+2025-01-03 02:40:43,715 - INFO - LRs are now: 7.87e-06
+2025-01-03 02:40:43,965 - INFO - LRs are now: 7.87e-06
+2025-01-03 02:40:44,235 - INFO - LRs are now: 7.87e-06
+2025-01-03 02:40:44,651 - INFO - LRs are now: 7.87e-06
+2025-01-03 02:40:45,150 - INFO - LRs are now: 7.87e-06
+2025-01-03 02:40:45,596 - INFO - LRs are now: 7.87e-06
+2025-01-03 02:40:46,056 - INFO - LRs are now: 7.87e-06
+2025-01-03 02:40:46,374 - INFO - LRs are now: 7.87e-06
+2025-01-03 02:40:46,613 - INFO - LRs are now: 7.87e-06
+2025-01-03 02:40:46,902 - INFO - LRs are now: 7.87e-06
+2025-01-03 02:40:47,155 - INFO - LRs are now: 7.86e-06
+2025-01-03 02:40:47,828 - INFO - LRs are now: 7.86e-06
+2025-01-03 02:40:48,596 - INFO - LRs are now: 7.86e-06
+2025-01-03 02:40:49,930 - INFO - LRs are now: 7.86e-06
+2025-01-03 02:40:50,332 - INFO - LRs are now: 7.86e-06
+2025-01-03 02:40:50,619 - INFO - LRs are now: 7.86e-06
+2025-01-03 02:40:50,866 - INFO - LRs are now: 7.86e-06
+2025-01-03 02:40:51,437 - INFO - LRs are now: 7.86e-06
+2025-01-03 02:40:52,098 - INFO - LRs are now: 7.86e-06
+2025-01-03 02:40:52,491 - INFO - LRs are now: 7.86e-06
+2025-01-03 02:40:52,742 - INFO - LRs are now: 7.86e-06
+2025-01-03 02:40:52,938 - INFO - LRs are now: 7.86e-06
+2025-01-03 02:40:53,194 - INFO - LRs are now: 7.86e-06
+2025-01-03 02:40:53,595 - INFO - LRs are now: 7.86e-06
+2025-01-03 02:40:54,383 - INFO - LRs are now: 7.86e-06
+2025-01-03 02:40:54,846 - INFO - LRs are now: 7.86e-06
+2025-01-03 02:40:55,347 - INFO - LRs are now: 7.86e-06
+2025-01-03 02:40:55,649 - INFO - LRs are now: 7.86e-06
+2025-01-03 02:40:55,841 - INFO - LRs are now: 7.86e-06
+2025-01-03 02:40:56,020 - INFO - LRs are now: 7.86e-06
+2025-01-03 02:40:56,352 - INFO - LRs are now: 7.86e-06
+2025-01-03 02:40:56,793 - INFO - LRs are now: 7.86e-06
+2025-01-03 02:40:57,075 - INFO - LRs are now: 7.86e-06
+2025-01-03 02:40:57,395 - INFO - LRs are now: 7.86e-06
+2025-01-03 02:40:57,623 - INFO - LRs are now: 7.86e-06
+2025-01-03 02:40:58,460 - INFO - LRs are now: 7.86e-06
+2025-01-03 02:40:59,040 - INFO - LRs are now: 7.85e-06
+2025-01-03 02:40:59,445 - INFO - LRs are now: 7.85e-06
+2025-01-03 02:40:59,681 - INFO - LRs are now: 7.85e-06
+2025-01-03 02:41:00,030 - INFO - LRs are now: 7.85e-06
+2025-01-03 02:41:00,536 - INFO - LRs are now: 7.85e-06
+2025-01-03 02:41:00,798 - INFO - LRs are now: 7.85e-06
+2025-01-03 02:41:01,007 - INFO - LRs are now: 7.85e-06
+2025-01-03 02:41:01,718 - INFO - LRs are now: 7.85e-06
+2025-01-03 02:41:03,051 - INFO - LRs are now: 7.85e-06
+2025-01-03 02:41:04,526 - INFO - LRs are now: 7.85e-06
+2025-01-03 02:41:05,041 - INFO - LRs are now: 7.85e-06
+2025-01-03 02:41:05,424 - INFO - LRs are now: 7.85e-06
+2025-01-03 02:41:05,647 - INFO - LRs are now: 7.85e-06
+2025-01-03 02:41:06,107 - INFO - LRs are now: 7.85e-06
+2025-01-03 02:41:06,955 - INFO - LRs are now: 7.85e-06
+2025-01-03 02:41:07,541 - INFO - LRs are now: 7.85e-06
+2025-01-03 02:41:07,825 - INFO - LRs are now: 7.85e-06
+2025-01-03 02:41:08,498 - INFO - LRs are now: 7.85e-06
+2025-01-03 02:41:09,159 - INFO - LRs are now: 7.85e-06
+2025-01-03 02:41:09,496 - INFO - LRs are now: 7.85e-06
+2025-01-03 02:41:09,957 - INFO - LRs are now: 7.85e-06
+2025-01-03 02:41:10,219 - INFO - LRs are now: 7.85e-06
+2025-01-03 02:41:11,051 - INFO - LRs are now: 7.85e-06
+2025-01-03 02:41:11,423 - INFO - LRs are now: 7.85e-06
+2025-01-03 02:41:11,617 - INFO - LRs are now: 7.85e-06
+2025-01-03 02:41:12,066 - INFO - LRs are now: 7.85e-06
+2025-01-03 02:41:12,646 - INFO - LRs are now: 7.85e-06
+2025-01-03 02:41:12,903 - INFO - LRs are now: 7.84e-06
+2025-01-03 02:41:13,259 - INFO - LRs are now: 7.84e-06
+2025-01-03 02:41:13,681 - INFO - LRs are now: 7.84e-06
+2025-01-03 02:41:14,213 - INFO - LRs are now: 7.84e-06
+2025-01-03 02:41:14,544 - INFO - LRs are now: 7.84e-06
+2025-01-03 02:41:14,754 - INFO - LRs are now: 7.84e-06
+2025-01-03 02:41:14,996 - INFO - LRs are now: 7.84e-06
+2025-01-03 02:41:15,253 - INFO - LRs are now: 7.84e-06
+2025-01-03 02:41:16,331 - INFO - LRs are now: 7.84e-06
+2025-01-03 02:41:17,875 - INFO - LRs are now: 7.84e-06
+2025-01-03 02:41:18,373 - INFO - LRs are now: 7.84e-06
+2025-01-03 02:41:18,635 - INFO - LRs are now: 7.84e-06
+2025-01-03 02:41:19,469 - INFO - LRs are now: 7.84e-06
+2025-01-03 02:41:19,778 - INFO - LRs are now: 7.84e-06
+2025-01-03 02:41:20,071 - INFO - LRs are now: 7.84e-06
+2025-01-03 02:41:20,449 - INFO - LRs are now: 7.84e-06
+2025-01-03 02:41:20,677 - INFO - LRs are now: 7.84e-06
+2025-01-03 02:41:20,929 - INFO - LRs are now: 7.84e-06
+2025-01-03 02:41:21,134 - INFO - LRs are now: 7.84e-06
+2025-01-03 02:41:21,405 - INFO - LRs are now: 7.84e-06
+2025-01-03 02:41:21,623 - INFO - LRs are now: 7.84e-06
+2025-01-03 02:41:21,959 - INFO - LRs are now: 7.84e-06
+2025-01-03 02:41:22,332 - INFO - LRs are now: 7.84e-06
+2025-01-03 02:41:23,485 - INFO - LRs are now: 7.84e-06
+2025-01-03 02:41:24,169 - INFO - LRs are now: 7.84e-06
+2025-01-03 02:41:24,804 - INFO - LRs are now: 7.84e-06
+2025-01-03 02:41:25,091 - INFO - LRs are now: 7.83e-06
+2025-01-03 02:41:25,269 - INFO - LRs are now: 7.83e-06
+2025-01-03 02:41:25,518 - INFO - LRs are now: 7.83e-06
+2025-01-03 02:41:25,832 - INFO - LRs are now: 7.83e-06
+2025-01-03 02:41:26,140 - INFO - LRs are now: 7.83e-06
+2025-01-03 02:41:26,874 - INFO - LRs are now: 7.83e-06
+2025-01-03 02:41:28,310 - INFO - LRs are now: 7.83e-06
+2025-01-03 02:41:28,848 - INFO - LRs are now: 7.83e-06
+2025-01-03 02:41:29,065 - INFO - LRs are now: 7.83e-06
+2025-01-03 02:41:29,263 - INFO - LRs are now: 7.83e-06
+2025-01-03 02:41:29,746 - INFO - LRs are now: 7.83e-06
+2025-01-03 02:41:30,015 - INFO - LRs are now: 7.83e-06
+2025-01-03 02:41:30,199 - INFO - LRs are now: 7.83e-06
+2025-01-03 02:41:30,844 - INFO - LRs are now: 7.83e-06
+2025-01-03 02:41:31,226 - INFO - LRs are now: 7.83e-06
+2025-01-03 02:41:32,093 - INFO - LRs are now: 7.83e-06
+2025-01-03 02:41:32,428 - INFO - LRs are now: 7.83e-06
+2025-01-03 02:41:33,058 - INFO - LRs are now: 7.83e-06
+2025-01-03 02:41:33,583 - INFO - LRs are now: 7.83e-06
+2025-01-03 02:41:34,515 - INFO - LRs are now: 7.83e-06
+2025-01-03 02:41:35,845 - INFO - LRs are now: 7.83e-06
+2025-01-03 02:41:37,463 - INFO - LRs are now: 7.83e-06
+2025-01-03 02:41:38,681 - INFO - LRs are now: 7.83e-06
+2025-01-03 02:41:39,038 - INFO - LRs are now: 7.83e-06
+2025-01-03 02:41:39,260 - INFO - LRs are now: 7.83e-06
+2025-01-03 02:41:39,538 - INFO - LRs are now: 7.83e-06
+2025-01-03 02:41:40,060 - INFO - LRs are now: 7.83e-06
+2025-01-03 02:41:40,660 - INFO - LRs are now: 7.82e-06
+2025-01-03 02:41:41,511 - INFO - LRs are now: 7.82e-06
+2025-01-03 02:41:42,831 - INFO - LRs are now: 7.82e-06
+2025-01-03 02:41:43,244 - INFO - LRs are now: 7.82e-06
+2025-01-03 02:41:44,253 - INFO - LRs are now: 7.82e-06
+2025-01-03 02:41:45,000 - INFO - LRs are now: 7.82e-06
+2025-01-03 02:41:45,348 - INFO - LRs are now: 7.82e-06
+2025-01-03 02:41:46,261 - INFO - LRs are now: 7.82e-06
+2025-01-03 02:41:47,342 - INFO - LRs are now: 7.82e-06
+2025-01-03 02:41:48,289 - INFO - LRs are now: 7.82e-06
+2025-01-03 02:41:49,493 - INFO - LRs are now: 7.82e-06
+2025-01-03 02:41:49,887 - INFO - LRs are now: 7.82e-06
+2025-01-03 02:41:50,581 - INFO - LRs are now: 7.82e-06
+2025-01-03 02:41:50,904 - INFO - LRs are now: 7.82e-06
+2025-01-03 02:41:52,300 - INFO - LRs are now: 7.82e-06
+2025-01-03 02:41:52,764 - INFO - LRs are now: 7.82e-06
+2025-01-03 02:41:53,057 - INFO - LRs are now: 7.82e-06
+2025-01-03 02:41:53,292 - INFO - LRs are now: 7.82e-06
+2025-01-03 02:41:53,704 - INFO - LRs are now: 7.82e-06
+2025-01-03 02:41:54,299 - INFO - LRs are now: 7.82e-06
+2025-01-03 02:41:54,588 - INFO - LRs are now: 7.82e-06
+2025-01-03 02:41:54,830 - INFO - LRs are now: 7.82e-06
+2025-01-03 02:41:55,088 - INFO - LRs are now: 7.82e-06
+2025-01-03 02:41:55,542 - INFO - LRs are now: 7.82e-06
+2025-01-03 02:41:55,991 - INFO - LRs are now: 7.82e-06
+2025-01-03 02:41:56,272 - INFO - LRs are now: 7.82e-06
+2025-01-03 02:41:56,653 - INFO - LRs are now: 7.82e-06
+2025-01-03 02:41:56,938 - INFO - LRs are now: 7.81e-06
+2025-01-03 02:41:57,193 - INFO - LRs are now: 7.81e-06
+2025-01-03 02:41:57,665 - INFO - LRs are now: 7.81e-06
+2025-01-03 02:41:57,935 - INFO - LRs are now: 7.81e-06
+2025-01-03 02:41:58,406 - INFO - LRs are now: 7.81e-06
+2025-01-03 02:41:58,648 - INFO - LRs are now: 7.81e-06
+2025-01-03 02:41:59,491 - INFO - LRs are now: 7.81e-06
+2025-01-03 02:41:59,847 - INFO - LRs are now: 7.81e-06
+2025-01-03 02:42:00,136 - INFO - LRs are now: 7.81e-06
+2025-01-03 02:42:00,629 - INFO - LRs are now: 7.81e-06
+2025-01-03 02:42:00,985 - INFO - LRs are now: 7.81e-06
+2025-01-03 02:42:01,907 - INFO - LRs are now: 7.81e-06
+2025-01-03 02:42:02,328 - INFO - LRs are now: 7.81e-06
+2025-01-03 02:42:02,582 - INFO - LRs are now: 7.81e-06
+2025-01-03 02:42:02,963 - INFO - LRs are now: 7.81e-06
+2025-01-03 02:42:03,035 - INFO - Training epoch 42 finished. (Took 2.0 mins.)
+2025-01-03 02:42:03,036 - INFO - loss_train: 175.8
+2025-01-03 02:42:03,037 - INFO - heads-fscore_train: 84.67%
+2025-01-03 02:42:03,038 - INFO - labels-fscore_train: 88.99%
+2025-01-03 02:42:03,040 - INFO - aggregate_train: 75.35%
+2025-01-03 02:42:08,093 - INFO - Validation epoch 42 finished. (Took 0.1 mins.)
+2025-01-03 02:42:08,094 - INFO - loss_valid: 16.14
+2025-01-03 02:42:08,097 - INFO - heads-fscore_valid: 80.93%
+2025-01-03 02:42:08,098 - INFO - labels-fscore_valid: 86.81%
+2025-01-03 02:42:08,100 - INFO - aggregate_valid: 70.26%
+2025-01-03 02:42:09,795 - INFO - LRs are now: 7.81e-06
+2025-01-03 02:42:10,942 - INFO - LRs are now: 7.81e-06
+2025-01-03 02:42:11,233 - INFO - LRs are now: 7.81e-06
+2025-01-03 02:42:11,845 - INFO - LRs are now: 7.81e-06
+2025-01-03 02:42:12,335 - INFO - LRs are now: 7.81e-06
+2025-01-03 02:42:12,594 - INFO - LRs are now: 7.81e-06
+2025-01-03 02:42:12,886 - INFO - LRs are now: 7.81e-06
+2025-01-03 02:42:13,280 - INFO - LRs are now: 7.81e-06
+2025-01-03 02:42:13,671 - INFO - LRs are now: 7.81e-06
+2025-01-03 02:42:13,902 - INFO - LRs are now: 7.81e-06
+2025-01-03 02:42:14,265 - INFO - LRs are now: 7.81e-06
+2025-01-03 02:42:14,511 - INFO - LRs are now: 7.80e-06
+2025-01-03 02:42:14,747 - INFO - LRs are now: 7.80e-06
+2025-01-03 02:42:15,249 - INFO - LRs are now: 7.80e-06
+2025-01-03 02:42:15,567 - INFO - LRs are now: 7.80e-06
+2025-01-03 02:42:15,762 - INFO - LRs are now: 7.80e-06
+2025-01-03 02:42:15,969 - INFO - LRs are now: 7.80e-06
+2025-01-03 02:42:16,558 - INFO - LRs are now: 7.80e-06
+2025-01-03 02:42:17,329 - INFO - LRs are now: 7.80e-06
+2025-01-03 02:42:17,632 - INFO - LRs are now: 7.80e-06
+2025-01-03 02:42:18,204 - INFO - LRs are now: 7.80e-06
+2025-01-03 02:42:18,568 - INFO - LRs are now: 7.80e-06
+2025-01-03 02:42:18,801 - INFO - LRs are now: 7.80e-06
+2025-01-03 02:42:18,998 - INFO - LRs are now: 7.80e-06
+2025-01-03 02:42:19,167 - INFO - LRs are now: 7.80e-06
+2025-01-03 02:42:20,098 - INFO - LRs are now: 7.80e-06
+2025-01-03 02:42:20,575 - INFO - LRs are now: 7.80e-06
+2025-01-03 02:42:21,625 - INFO - LRs are now: 7.80e-06
+2025-01-03 02:42:22,146 - INFO - LRs are now: 7.80e-06
+2025-01-03 02:42:22,514 - INFO - LRs are now: 7.80e-06
+2025-01-03 02:42:22,777 - INFO - LRs are now: 7.80e-06
+2025-01-03 02:42:23,228 - INFO - LRs are now: 7.80e-06
+2025-01-03 02:42:23,788 - INFO - LRs are now: 7.80e-06
+2025-01-03 02:42:24,276 - INFO - LRs are now: 7.80e-06
+2025-01-03 02:42:25,938 - INFO - LRs are now: 7.80e-06
+2025-01-03 02:42:26,372 - INFO - LRs are now: 7.80e-06
+2025-01-03 02:42:26,980 - INFO - LRs are now: 7.80e-06
+2025-01-03 02:42:27,785 - INFO - LRs are now: 7.80e-06
+2025-01-03 02:42:28,151 - INFO - LRs are now: 7.79e-06
+2025-01-03 02:42:28,335 - INFO - LRs are now: 7.79e-06
+2025-01-03 02:42:28,719 - INFO - LRs are now: 7.79e-06
+2025-01-03 02:42:29,268 - INFO - LRs are now: 7.79e-06
+2025-01-03 02:42:29,579 - INFO - LRs are now: 7.79e-06
+2025-01-03 02:42:29,835 - INFO - LRs are now: 7.79e-06
+2025-01-03 02:42:30,139 - INFO - LRs are now: 7.79e-06
+2025-01-03 02:42:30,589 - INFO - LRs are now: 7.79e-06
+2025-01-03 02:42:31,180 - INFO - LRs are now: 7.79e-06
+2025-01-03 02:42:31,444 - INFO - LRs are now: 7.79e-06
+2025-01-03 02:42:31,990 - INFO - LRs are now: 7.79e-06
+2025-01-03 02:42:32,703 - INFO - LRs are now: 7.79e-06
+2025-01-03 02:42:33,846 - INFO - LRs are now: 7.79e-06
+2025-01-03 02:42:35,094 - INFO - LRs are now: 7.79e-06
+2025-01-03 02:42:35,750 - INFO - LRs are now: 7.79e-06
+2025-01-03 02:42:36,353 - INFO - LRs are now: 7.79e-06
+2025-01-03 02:42:36,758 - INFO - LRs are now: 7.79e-06
+2025-01-03 02:42:37,755 - INFO - LRs are now: 7.79e-06
+2025-01-03 02:42:38,204 - INFO - LRs are now: 7.79e-06
+2025-01-03 02:42:38,997 - INFO - LRs are now: 7.79e-06
+2025-01-03 02:42:39,447 - INFO - LRs are now: 7.79e-06
+2025-01-03 02:42:40,601 - INFO - LRs are now: 7.79e-06
+2025-01-03 02:42:41,123 - INFO - LRs are now: 7.79e-06
+2025-01-03 02:42:41,380 - INFO - LRs are now: 7.79e-06
+2025-01-03 02:42:41,573 - INFO - LRs are now: 7.79e-06
+2025-01-03 02:42:41,796 - INFO - LRs are now: 7.79e-06
+2025-01-03 02:42:42,190 - INFO - LRs are now: 7.79e-06
+2025-01-03 02:42:42,417 - INFO - LRs are now: 7.78e-06
+2025-01-03 02:42:42,648 - INFO - LRs are now: 7.78e-06
+2025-01-03 02:42:42,842 - INFO - LRs are now: 7.78e-06
+2025-01-03 02:42:43,210 - INFO - LRs are now: 7.78e-06
+2025-01-03 02:42:44,617 - INFO - LRs are now: 7.78e-06
+2025-01-03 02:42:45,812 - INFO - LRs are now: 7.78e-06
+2025-01-03 02:42:46,191 - INFO - LRs are now: 7.78e-06
+2025-01-03 02:42:46,914 - INFO - LRs are now: 7.78e-06
+2025-01-03 02:42:47,303 - INFO - LRs are now: 7.78e-06
+2025-01-03 02:42:47,519 - INFO - LRs are now: 7.78e-06
+2025-01-03 02:42:47,697 - INFO - LRs are now: 7.78e-06
+2025-01-03 02:42:47,947 - INFO - LRs are now: 7.78e-06
+2025-01-03 02:42:48,501 - INFO - LRs are now: 7.78e-06
+2025-01-03 02:42:48,777 - INFO - LRs are now: 7.78e-06
+2025-01-03 02:42:49,147 - INFO - LRs are now: 7.78e-06
+2025-01-03 02:42:49,523 - INFO - LRs are now: 7.78e-06
+2025-01-03 02:42:49,898 - INFO - LRs are now: 7.78e-06
+2025-01-03 02:42:50,438 - INFO - LRs are now: 7.78e-06
+2025-01-03 02:42:50,846 - INFO - LRs are now: 7.78e-06
+2025-01-03 02:42:51,956 - INFO - LRs are now: 7.78e-06
+2025-01-03 02:42:52,456 - INFO - LRs are now: 7.78e-06
+2025-01-03 02:42:52,734 - INFO - LRs are now: 7.78e-06
+2025-01-03 02:42:53,245 - INFO - LRs are now: 7.78e-06
+2025-01-03 02:42:53,769 - INFO - LRs are now: 7.78e-06
+2025-01-03 02:42:54,511 - INFO - LRs are now: 7.78e-06
+2025-01-03 02:42:55,640 - INFO - LRs are now: 7.78e-06
+2025-01-03 02:42:56,034 - INFO - LRs are now: 7.78e-06
+2025-01-03 02:42:56,228 - INFO - LRs are now: 7.78e-06
+2025-01-03 02:42:56,411 - INFO - LRs are now: 7.77e-06
+2025-01-03 02:42:56,825 - INFO - LRs are now: 7.77e-06
+2025-01-03 02:42:57,175 - INFO - LRs are now: 7.77e-06
+2025-01-03 02:42:57,433 - INFO - LRs are now: 7.77e-06
+2025-01-03 02:42:57,660 - INFO - LRs are now: 7.77e-06
+2025-01-03 02:42:58,410 - INFO - LRs are now: 7.77e-06
+2025-01-03 02:42:58,812 - INFO - LRs are now: 7.77e-06
+2025-01-03 02:42:59,480 - INFO - LRs are now: 7.77e-06
+2025-01-03 02:43:00,050 - INFO - LRs are now: 7.77e-06
+2025-01-03 02:43:00,477 - INFO - LRs are now: 7.77e-06
+2025-01-03 02:43:00,740 - INFO - LRs are now: 7.77e-06
+2025-01-03 02:43:01,115 - INFO - LRs are now: 7.77e-06
+2025-01-03 02:43:01,432 - INFO - LRs are now: 7.77e-06
+2025-01-03 02:43:01,648 - INFO - LRs are now: 7.77e-06
+2025-01-03 02:43:02,056 - INFO - LRs are now: 7.77e-06
+2025-01-03 02:43:02,487 - INFO - LRs are now: 7.77e-06
+2025-01-03 02:43:02,799 - INFO - LRs are now: 7.77e-06
+2025-01-03 02:43:03,794 - INFO - LRs are now: 7.77e-06
+2025-01-03 02:43:04,166 - INFO - LRs are now: 7.77e-06
+2025-01-03 02:43:04,738 - INFO - LRs are now: 7.77e-06
+2025-01-03 02:43:05,298 - INFO - LRs are now: 7.77e-06
+2025-01-03 02:43:05,552 - INFO - LRs are now: 7.77e-06
+2025-01-03 02:43:05,800 - INFO - LRs are now: 7.77e-06
+2025-01-03 02:43:06,102 - INFO - LRs are now: 7.77e-06
+2025-01-03 02:43:06,354 - INFO - LRs are now: 7.77e-06
+2025-01-03 02:43:06,575 - INFO - LRs are now: 7.77e-06
+2025-01-03 02:43:07,033 - INFO - LRs are now: 7.77e-06
+2025-01-03 02:43:07,297 - INFO - LRs are now: 7.76e-06
+2025-01-03 02:43:07,470 - INFO - LRs are now: 7.76e-06
+2025-01-03 02:43:08,592 - INFO - LRs are now: 7.76e-06
+2025-01-03 02:43:09,836 - INFO - LRs are now: 7.76e-06
+2025-01-03 02:43:10,235 - INFO - LRs are now: 7.76e-06
+2025-01-03 02:43:10,457 - INFO - LRs are now: 7.76e-06
+2025-01-03 02:43:10,785 - INFO - LRs are now: 7.76e-06
+2025-01-03 02:43:11,101 - INFO - LRs are now: 7.76e-06
+2025-01-03 02:43:11,561 - INFO - LRs are now: 7.76e-06
+2025-01-03 02:43:12,275 - INFO - LRs are now: 7.76e-06
+2025-01-03 02:43:12,650 - INFO - LRs are now: 7.76e-06
+2025-01-03 02:43:13,070 - INFO - LRs are now: 7.76e-06
+2025-01-03 02:43:13,587 - INFO - LRs are now: 7.76e-06
+2025-01-03 02:43:14,735 - INFO - LRs are now: 7.76e-06
+2025-01-03 02:43:15,230 - INFO - LRs are now: 7.76e-06
+2025-01-03 02:43:16,139 - INFO - LRs are now: 7.76e-06
+2025-01-03 02:43:17,812 - INFO - LRs are now: 7.76e-06
+2025-01-03 02:43:18,472 - INFO - LRs are now: 7.76e-06
+2025-01-03 02:43:18,751 - INFO - LRs are now: 7.76e-06
+2025-01-03 02:43:18,940 - INFO - LRs are now: 7.76e-06
+2025-01-03 02:43:19,482 - INFO - LRs are now: 7.76e-06
+2025-01-03 02:43:19,850 - INFO - LRs are now: 7.76e-06
+2025-01-03 02:43:20,147 - INFO - LRs are now: 7.76e-06
+2025-01-03 02:43:20,362 - INFO - LRs are now: 7.76e-06
+2025-01-03 02:43:20,881 - INFO - LRs are now: 7.76e-06
+2025-01-03 02:43:21,213 - INFO - LRs are now: 7.76e-06
+2025-01-03 02:43:21,487 - INFO - LRs are now: 7.76e-06
+2025-01-03 02:43:21,799 - INFO - LRs are now: 7.75e-06
+2025-01-03 02:43:22,119 - INFO - LRs are now: 7.75e-06
+2025-01-03 02:43:22,336 - INFO - LRs are now: 7.75e-06
+2025-01-03 02:43:22,527 - INFO - LRs are now: 7.75e-06
+2025-01-03 02:43:22,726 - INFO - LRs are now: 7.75e-06
+2025-01-03 02:43:23,077 - INFO - LRs are now: 7.75e-06
+2025-01-03 02:43:23,391 - INFO - LRs are now: 7.75e-06
+2025-01-03 02:43:23,652 - INFO - LRs are now: 7.75e-06
+2025-01-03 02:43:23,874 - INFO - LRs are now: 7.75e-06
+2025-01-03 02:43:24,375 - INFO - LRs are now: 7.75e-06
+2025-01-03 02:43:24,673 - INFO - LRs are now: 7.75e-06
+2025-01-03 02:43:25,298 - INFO - LRs are now: 7.75e-06
+2025-01-03 02:43:25,679 - INFO - LRs are now: 7.75e-06
+2025-01-03 02:43:26,637 - INFO - LRs are now: 7.75e-06
+2025-01-03 02:43:27,050 - INFO - LRs are now: 7.75e-06
+2025-01-03 02:43:27,307 - INFO - LRs are now: 7.75e-06
+2025-01-03 02:43:28,087 - INFO - LRs are now: 7.75e-06
+2025-01-03 02:43:28,461 - INFO - LRs are now: 7.75e-06
+2025-01-03 02:43:28,738 - INFO - LRs are now: 7.75e-06
+2025-01-03 02:43:28,937 - INFO - LRs are now: 7.75e-06
+2025-01-03 02:43:29,334 - INFO - LRs are now: 7.75e-06
+2025-01-03 02:43:29,672 - INFO - LRs are now: 7.75e-06
+2025-01-03 02:43:29,959 - INFO - LRs are now: 7.75e-06
+2025-01-03 02:43:30,233 - INFO - LRs are now: 7.75e-06
+2025-01-03 02:43:31,717 - INFO - LRs are now: 7.75e-06
+2025-01-03 02:43:32,241 - INFO - LRs are now: 7.75e-06
+2025-01-03 02:43:32,458 - INFO - LRs are now: 7.75e-06
+2025-01-03 02:43:32,712 - INFO - LRs are now: 7.75e-06
+2025-01-03 02:43:32,948 - INFO - LRs are now: 7.74e-06
+2025-01-03 02:43:33,156 - INFO - LRs are now: 7.74e-06
+2025-01-03 02:43:33,470 - INFO - LRs are now: 7.74e-06
+2025-01-03 02:43:34,022 - INFO - LRs are now: 7.74e-06
+2025-01-03 02:43:34,303 - INFO - LRs are now: 7.74e-06
+2025-01-03 02:43:34,708 - INFO - LRs are now: 7.74e-06
+2025-01-03 02:43:35,097 - INFO - LRs are now: 7.74e-06
+2025-01-03 02:43:35,459 - INFO - LRs are now: 7.74e-06
+2025-01-03 02:43:35,844 - INFO - LRs are now: 7.74e-06
+2025-01-03 02:43:36,247 - INFO - LRs are now: 7.74e-06
+2025-01-03 02:43:36,485 - INFO - LRs are now: 7.74e-06
+2025-01-03 02:43:36,732 - INFO - LRs are now: 7.74e-06
+2025-01-03 02:43:36,919 - INFO - LRs are now: 7.74e-06
+2025-01-03 02:43:37,291 - INFO - LRs are now: 7.74e-06
+2025-01-03 02:43:37,753 - INFO - LRs are now: 7.74e-06
+2025-01-03 02:43:38,167 - INFO - LRs are now: 7.74e-06
+2025-01-03 02:43:38,710 - INFO - LRs are now: 7.74e-06
+2025-01-03 02:43:39,102 - INFO - LRs are now: 7.74e-06
+2025-01-03 02:43:39,387 - INFO - LRs are now: 7.74e-06
+2025-01-03 02:43:39,755 - INFO - LRs are now: 7.74e-06
+2025-01-03 02:43:40,079 - INFO - LRs are now: 7.74e-06
+2025-01-03 02:43:40,644 - INFO - LRs are now: 7.74e-06
+2025-01-03 02:43:41,174 - INFO - LRs are now: 7.74e-06
+2025-01-03 02:43:42,338 - INFO - LRs are now: 7.74e-06
+2025-01-03 02:43:42,775 - INFO - LRs are now: 7.74e-06
+2025-01-03 02:43:43,003 - INFO - LRs are now: 7.74e-06
+2025-01-03 02:43:43,222 - INFO - LRs are now: 7.74e-06
+2025-01-03 02:43:43,499 - INFO - LRs are now: 7.73e-06
+2025-01-03 02:43:43,721 - INFO - LRs are now: 7.73e-06
+2025-01-03 02:43:43,997 - INFO - LRs are now: 7.73e-06
+2025-01-03 02:43:44,260 - INFO - LRs are now: 7.73e-06
+2025-01-03 02:43:44,454 - INFO - LRs are now: 7.73e-06
+2025-01-03 02:43:45,268 - INFO - LRs are now: 7.73e-06
+2025-01-03 02:43:45,806 - INFO - LRs are now: 7.73e-06
+2025-01-03 02:43:46,130 - INFO - LRs are now: 7.73e-06
+2025-01-03 02:43:47,365 - INFO - LRs are now: 7.73e-06
+2025-01-03 02:43:48,625 - INFO - LRs are now: 7.73e-06
+2025-01-03 02:43:49,522 - INFO - LRs are now: 7.73e-06
+2025-01-03 02:43:50,743 - INFO - LRs are now: 7.73e-06
+2025-01-03 02:43:51,194 - INFO - LRs are now: 7.73e-06
+2025-01-03 02:43:51,485 - INFO - LRs are now: 7.73e-06
+2025-01-03 02:43:52,791 - INFO - LRs are now: 7.73e-06
+2025-01-03 02:43:53,271 - INFO - LRs are now: 7.73e-06
+2025-01-03 02:43:53,501 - INFO - LRs are now: 7.73e-06
+2025-01-03 02:43:54,137 - INFO - LRs are now: 7.73e-06
+2025-01-03 02:43:54,440 - INFO - LRs are now: 7.73e-06
+2025-01-03 02:43:54,614 - INFO - LRs are now: 7.73e-06
+2025-01-03 02:43:54,874 - INFO - LRs are now: 7.73e-06
+2025-01-03 02:43:55,095 - INFO - LRs are now: 7.73e-06
+2025-01-03 02:43:55,328 - INFO - LRs are now: 7.73e-06
+2025-01-03 02:43:55,552 - INFO - LRs are now: 7.73e-06
+2025-01-03 02:43:56,290 - INFO - LRs are now: 7.73e-06
+2025-01-03 02:43:56,659 - INFO - LRs are now: 7.73e-06
+2025-01-03 02:43:56,918 - INFO - LRs are now: 7.73e-06
+2025-01-03 02:43:57,308 - INFO - LRs are now: 7.73e-06
+2025-01-03 02:43:57,803 - INFO - LRs are now: 7.72e-06
+2025-01-03 02:43:58,247 - INFO - LRs are now: 7.72e-06
+2025-01-03 02:43:58,585 - INFO - LRs are now: 7.72e-06
+2025-01-03 02:43:58,798 - INFO - LRs are now: 7.72e-06
+2025-01-03 02:43:59,065 - INFO - LRs are now: 7.72e-06
+2025-01-03 02:43:59,271 - INFO - LRs are now: 7.72e-06
+2025-01-03 02:43:59,785 - INFO - LRs are now: 7.72e-06
+2025-01-03 02:44:00,310 - INFO - LRs are now: 7.72e-06
+2025-01-03 02:44:01,516 - INFO - LRs are now: 7.72e-06
+2025-01-03 02:44:02,071 - INFO - LRs are now: 7.72e-06
+2025-01-03 02:44:02,340 - INFO - LRs are now: 7.72e-06
+2025-01-03 02:44:02,903 - INFO - LRs are now: 7.72e-06
+2025-01-03 02:44:03,202 - INFO - LRs are now: 7.72e-06
+2025-01-03 02:44:03,398 - INFO - LRs are now: 7.72e-06
+2025-01-03 02:44:03,695 - INFO - LRs are now: 7.72e-06
+2025-01-03 02:44:04,800 - INFO - LRs are now: 7.72e-06
+2025-01-03 02:44:05,274 - INFO - LRs are now: 7.72e-06
+2025-01-03 02:44:05,533 - INFO - LRs are now: 7.72e-06
+2025-01-03 02:44:06,275 - INFO - LRs are now: 7.72e-06
+2025-01-03 02:44:06,600 - INFO - LRs are now: 7.72e-06
+2025-01-03 02:44:06,700 - INFO - Training epoch 43 finished. (Took 2.0 mins.)
+2025-01-03 02:44:06,701 - INFO - loss_train: 174.6
+2025-01-03 02:44:06,703 - INFO - heads-fscore_train: 84.55%
+2025-01-03 02:44:06,705 - INFO - labels-fscore_train: 88.96%
+2025-01-03 02:44:06,706 - INFO - aggregate_train: 75.21%
+2025-01-03 02:44:11,217 - INFO - Validation epoch 43 finished. (Took 0.1 mins.)
+2025-01-03 02:44:11,217 - INFO - loss_valid: 16.38
+2025-01-03 02:44:11,219 - INFO - heads-fscore_valid: 80.76%
+2025-01-03 02:44:11,220 - INFO - labels-fscore_valid: 86.80%
+2025-01-03 02:44:11,221 - INFO - aggregate_valid: 70.09%
+2025-01-03 02:44:12,616 - INFO - LRs are now: 7.72e-06
+2025-01-03 02:44:13,254 - INFO - LRs are now: 7.72e-06
+2025-01-03 02:44:13,803 - INFO - LRs are now: 7.72e-06
+2025-01-03 02:44:14,381 - INFO - LRs are now: 7.72e-06
+2025-01-03 02:44:14,701 - INFO - LRs are now: 7.72e-06
+2025-01-03 02:44:15,040 - INFO - LRs are now: 7.72e-06
+2025-01-03 02:44:15,316 - INFO - LRs are now: 7.72e-06
+2025-01-03 02:44:16,306 - INFO - LRs are now: 7.72e-06
+2025-01-03 02:44:16,699 - INFO - LRs are now: 7.71e-06
+2025-01-03 02:44:16,979 - INFO - LRs are now: 7.71e-06
+2025-01-03 02:44:17,595 - INFO - LRs are now: 7.71e-06
+2025-01-03 02:44:17,960 - INFO - LRs are now: 7.71e-06
+2025-01-03 02:44:18,648 - INFO - LRs are now: 7.71e-06
+2025-01-03 02:44:18,930 - INFO - LRs are now: 7.71e-06
+2025-01-03 02:44:19,427 - INFO - LRs are now: 7.71e-06
+2025-01-03 02:44:19,904 - INFO - LRs are now: 7.71e-06
+2025-01-03 02:44:20,134 - INFO - LRs are now: 7.71e-06
+2025-01-03 02:44:20,435 - INFO - LRs are now: 7.71e-06
+2025-01-03 02:44:20,857 - INFO - LRs are now: 7.71e-06
+2025-01-03 02:44:21,830 - INFO - LRs are now: 7.71e-06
+2025-01-03 02:44:22,299 - INFO - LRs are now: 7.71e-06
+2025-01-03 02:44:23,677 - INFO - LRs are now: 7.71e-06
+2025-01-03 02:44:24,921 - INFO - LRs are now: 7.71e-06
+2025-01-03 02:44:25,414 - INFO - LRs are now: 7.71e-06
+2025-01-03 02:44:25,650 - INFO - LRs are now: 7.71e-06
+2025-01-03 02:44:25,835 - INFO - LRs are now: 7.71e-06
+2025-01-03 02:44:26,016 - INFO - LRs are now: 7.71e-06
+2025-01-03 02:44:26,272 - INFO - LRs are now: 7.71e-06
+2025-01-03 02:44:26,674 - INFO - LRs are now: 7.71e-06
+2025-01-03 02:44:27,246 - INFO - LRs are now: 7.71e-06
+2025-01-03 02:44:27,801 - INFO - LRs are now: 7.71e-06
+2025-01-03 02:44:28,083 - INFO - LRs are now: 7.71e-06
+2025-01-03 02:44:28,563 - INFO - LRs are now: 7.71e-06
+2025-01-03 02:44:29,126 - INFO - LRs are now: 7.71e-06
+2025-01-03 02:44:29,522 - INFO - LRs are now: 7.71e-06
+2025-01-03 02:44:29,764 - INFO - LRs are now: 7.71e-06
+2025-01-03 02:44:29,981 - INFO - LRs are now: 7.70e-06
+2025-01-03 02:44:30,483 - INFO - LRs are now: 7.70e-06
+2025-01-03 02:44:30,787 - INFO - LRs are now: 7.70e-06
+2025-01-03 02:44:31,295 - INFO - LRs are now: 7.70e-06
+2025-01-03 02:44:31,589 - INFO - LRs are now: 7.70e-06
+2025-01-03 02:44:31,772 - INFO - LRs are now: 7.70e-06
+2025-01-03 02:44:32,008 - INFO - LRs are now: 7.70e-06
+2025-01-03 02:44:32,219 - INFO - LRs are now: 7.70e-06
+2025-01-03 02:44:32,387 - INFO - LRs are now: 7.70e-06
+2025-01-03 02:44:32,677 - INFO - LRs are now: 7.70e-06
+2025-01-03 02:44:33,247 - INFO - LRs are now: 7.70e-06
+2025-01-03 02:44:33,647 - INFO - LRs are now: 7.70e-06
+2025-01-03 02:44:34,052 - INFO - LRs are now: 7.70e-06
+2025-01-03 02:44:34,305 - INFO - LRs are now: 7.70e-06
+2025-01-03 02:44:34,484 - INFO - LRs are now: 7.70e-06
+2025-01-03 02:44:35,744 - INFO - LRs are now: 7.70e-06
+2025-01-03 02:44:37,070 - INFO - LRs are now: 7.70e-06
+2025-01-03 02:44:37,442 - INFO - LRs are now: 7.70e-06
+2025-01-03 02:44:37,647 - INFO - LRs are now: 7.70e-06
+2025-01-03 02:44:38,948 - INFO - LRs are now: 7.70e-06
+2025-01-03 02:44:39,616 - INFO - LRs are now: 7.70e-06
+2025-01-03 02:44:39,900 - INFO - LRs are now: 7.70e-06
+2025-01-03 02:44:40,936 - INFO - LRs are now: 7.70e-06
+2025-01-03 02:44:41,277 - INFO - LRs are now: 7.70e-06
+2025-01-03 02:44:41,558 - INFO - LRs are now: 7.70e-06
+2025-01-03 02:44:42,778 - INFO - LRs are now: 7.70e-06
+2025-01-03 02:44:43,261 - INFO - LRs are now: 7.70e-06
+2025-01-03 02:44:43,664 - INFO - LRs are now: 7.70e-06
+2025-01-03 02:44:44,672 - INFO - LRs are now: 7.69e-06
+2025-01-03 02:44:45,934 - INFO - LRs are now: 7.69e-06
+2025-01-03 02:44:46,443 - INFO - LRs are now: 7.69e-06
+2025-01-03 02:44:46,761 - INFO - LRs are now: 7.69e-06
+2025-01-03 02:44:46,959 - INFO - LRs are now: 7.69e-06
+2025-01-03 02:44:47,311 - INFO - LRs are now: 7.69e-06
+2025-01-03 02:44:47,533 - INFO - LRs are now: 7.69e-06
+2025-01-03 02:44:47,746 - INFO - LRs are now: 7.69e-06
+2025-01-03 02:44:48,124 - INFO - LRs are now: 7.69e-06
+2025-01-03 02:44:48,399 - INFO - LRs are now: 7.69e-06
+2025-01-03 02:44:48,706 - INFO - LRs are now: 7.69e-06
+2025-01-03 02:44:49,099 - INFO - LRs are now: 7.69e-06
+2025-01-03 02:44:49,357 - INFO - LRs are now: 7.69e-06
+2025-01-03 02:44:50,294 - INFO - LRs are now: 7.69e-06
+2025-01-03 02:44:50,774 - INFO - LRs are now: 7.69e-06
+2025-01-03 02:44:51,011 - INFO - LRs are now: 7.69e-06
+2025-01-03 02:44:51,353 - INFO - LRs are now: 7.69e-06
+2025-01-03 02:44:52,589 - INFO - LRs are now: 7.69e-06
+2025-01-03 02:44:53,029 - INFO - LRs are now: 7.69e-06
+2025-01-03 02:44:53,354 - INFO - LRs are now: 7.69e-06
+2025-01-03 02:44:54,623 - INFO - LRs are now: 7.69e-06
+2025-01-03 02:44:56,123 - INFO - LRs are now: 7.69e-06
+2025-01-03 02:44:57,730 - INFO - LRs are now: 7.69e-06
+2025-01-03 02:44:58,188 - INFO - LRs are now: 7.69e-06
+2025-01-03 02:44:58,573 - INFO - LRs are now: 7.69e-06
+2025-01-03 02:44:58,928 - INFO - LRs are now: 7.69e-06
+2025-01-03 02:45:00,168 - INFO - LRs are now: 7.69e-06
+2025-01-03 02:45:00,654 - INFO - LRs are now: 7.69e-06
+2025-01-03 02:45:00,981 - INFO - LRs are now: 7.68e-06
+2025-01-03 02:45:01,578 - INFO - LRs are now: 7.68e-06
+2025-01-03 02:45:01,822 - INFO - LRs are now: 7.68e-06
+2025-01-03 02:45:02,055 - INFO - LRs are now: 7.68e-06
+2025-01-03 02:45:02,398 - INFO - LRs are now: 7.68e-06
+2025-01-03 02:45:03,342 - INFO - LRs are now: 7.68e-06
+2025-01-03 02:45:03,897 - INFO - LRs are now: 7.68e-06
+2025-01-03 02:45:04,526 - INFO - LRs are now: 7.68e-06
+2025-01-03 02:45:04,806 - INFO - LRs are now: 7.68e-06
+2025-01-03 02:45:05,064 - INFO - LRs are now: 7.68e-06
+2025-01-03 02:45:05,279 - INFO - LRs are now: 7.68e-06
+2025-01-03 02:45:05,475 - INFO - LRs are now: 7.68e-06
+2025-01-03 02:45:06,535 - INFO - LRs are now: 7.68e-06
+2025-01-03 02:45:07,057 - INFO - LRs are now: 7.68e-06
+2025-01-03 02:45:07,708 - INFO - LRs are now: 7.68e-06
+2025-01-03 02:45:07,999 - INFO - LRs are now: 7.68e-06
+2025-01-03 02:45:09,395 - INFO - LRs are now: 7.68e-06
+2025-01-03 02:45:10,085 - INFO - LRs are now: 7.68e-06
+2025-01-03 02:45:10,610 - INFO - LRs are now: 7.68e-06
+2025-01-03 02:45:10,866 - INFO - LRs are now: 7.68e-06
+2025-01-03 02:45:11,076 - INFO - LRs are now: 7.68e-06
+2025-01-03 02:45:11,297 - INFO - LRs are now: 7.68e-06
+2025-01-03 02:45:11,568 - INFO - LRs are now: 7.68e-06
+2025-01-03 02:45:11,805 - INFO - LRs are now: 7.68e-06
+2025-01-03 02:45:12,076 - INFO - LRs are now: 7.68e-06
+2025-01-03 02:45:12,496 - INFO - LRs are now: 7.68e-06
+2025-01-03 02:45:12,855 - INFO - LRs are now: 7.68e-06
+2025-01-03 02:45:13,103 - INFO - LRs are now: 7.68e-06
+2025-01-03 02:45:13,293 - INFO - LRs are now: 7.67e-06
+2025-01-03 02:45:13,569 - INFO - LRs are now: 7.67e-06
+2025-01-03 02:45:13,981 - INFO - LRs are now: 7.67e-06
+2025-01-03 02:45:15,056 - INFO - LRs are now: 7.67e-06
+2025-01-03 02:45:15,629 - INFO - LRs are now: 7.67e-06
+2025-01-03 02:45:16,590 - INFO - LRs are now: 7.67e-06
+2025-01-03 02:45:17,121 - INFO - LRs are now: 7.67e-06
+2025-01-03 02:45:17,413 - INFO - LRs are now: 7.67e-06
+2025-01-03 02:45:18,344 - INFO - LRs are now: 7.67e-06
+2025-01-03 02:45:19,023 - INFO - LRs are now: 7.67e-06
+2025-01-03 02:45:19,338 - INFO - LRs are now: 7.67e-06
+2025-01-03 02:45:19,559 - INFO - LRs are now: 7.67e-06
+2025-01-03 02:45:19,955 - INFO - LRs are now: 7.67e-06
+2025-01-03 02:45:20,234 - INFO - LRs are now: 7.67e-06
+2025-01-03 02:45:20,458 - INFO - LRs are now: 7.67e-06
+2025-01-03 02:45:20,639 - INFO - LRs are now: 7.67e-06
+2025-01-03 02:45:20,939 - INFO - LRs are now: 7.67e-06
+2025-01-03 02:45:21,243 - INFO - LRs are now: 7.67e-06
+2025-01-03 02:45:21,484 - INFO - LRs are now: 7.67e-06
+2025-01-03 02:45:21,683 - INFO - LRs are now: 7.67e-06
+2025-01-03 02:45:21,880 - INFO - LRs are now: 7.67e-06
+2025-01-03 02:45:22,206 - INFO - LRs are now: 7.67e-06
+2025-01-03 02:45:22,408 - INFO - LRs are now: 7.67e-06
+2025-01-03 02:45:22,595 - INFO - LRs are now: 7.67e-06
+2025-01-03 02:45:23,033 - INFO - LRs are now: 7.67e-06
+2025-01-03 02:45:23,306 - INFO - LRs are now: 7.67e-06
+2025-01-03 02:45:23,941 - INFO - LRs are now: 7.67e-06
+2025-01-03 02:45:24,291 - INFO - LRs are now: 7.67e-06
+2025-01-03 02:45:24,788 - INFO - LRs are now: 7.67e-06
+2025-01-03 02:45:25,641 - INFO - LRs are now: 7.66e-06
+2025-01-03 02:45:26,070 - INFO - LRs are now: 7.66e-06
+2025-01-03 02:45:26,325 - INFO - LRs are now: 7.66e-06
+2025-01-03 02:45:26,614 - INFO - LRs are now: 7.66e-06
+2025-01-03 02:45:26,852 - INFO - LRs are now: 7.66e-06
+2025-01-03 02:45:27,528 - INFO - LRs are now: 7.66e-06
+2025-01-03 02:45:28,121 - INFO - LRs are now: 7.66e-06
+2025-01-03 02:45:28,862 - INFO - LRs are now: 7.66e-06
+2025-01-03 02:45:29,337 - INFO - LRs are now: 7.66e-06
+2025-01-03 02:45:29,735 - INFO - LRs are now: 7.66e-06
+2025-01-03 02:45:30,206 - INFO - LRs are now: 7.66e-06
+2025-01-03 02:45:30,875 - INFO - LRs are now: 7.66e-06
+2025-01-03 02:45:31,506 - INFO - LRs are now: 7.66e-06
+2025-01-03 02:45:32,129 - INFO - LRs are now: 7.66e-06
+2025-01-03 02:45:32,462 - INFO - LRs are now: 7.66e-06
+2025-01-03 02:45:32,724 - INFO - LRs are now: 7.66e-06
+2025-01-03 02:45:33,180 - INFO - LRs are now: 7.66e-06
+2025-01-03 02:45:33,551 - INFO - LRs are now: 7.66e-06
+2025-01-03 02:45:34,197 - INFO - LRs are now: 7.66e-06
+2025-01-03 02:45:34,879 - INFO - LRs are now: 7.66e-06
+2025-01-03 02:45:35,145 - INFO - LRs are now: 7.66e-06
+2025-01-03 02:45:35,367 - INFO - LRs are now: 7.66e-06
+2025-01-03 02:45:36,067 - INFO - LRs are now: 7.66e-06
+2025-01-03 02:45:36,826 - INFO - LRs are now: 7.66e-06
+2025-01-03 02:45:37,094 - INFO - LRs are now: 7.66e-06
+2025-01-03 02:45:37,283 - INFO - LRs are now: 7.66e-06
+2025-01-03 02:45:37,590 - INFO - LRs are now: 7.66e-06
+2025-01-03 02:45:37,866 - INFO - LRs are now: 7.66e-06
+2025-01-03 02:45:38,120 - INFO - LRs are now: 7.65e-06
+2025-01-03 02:45:38,341 - INFO - LRs are now: 7.65e-06
+2025-01-03 02:45:38,550 - INFO - LRs are now: 7.65e-06
+2025-01-03 02:45:38,826 - INFO - LRs are now: 7.65e-06
+2025-01-03 02:45:39,142 - INFO - LRs are now: 7.65e-06
+2025-01-03 02:45:39,961 - INFO - LRs are now: 7.65e-06
+2025-01-03 02:45:40,380 - INFO - LRs are now: 7.65e-06
+2025-01-03 02:45:41,551 - INFO - LRs are now: 7.65e-06
+2025-01-03 02:45:42,036 - INFO - LRs are now: 7.65e-06
+2025-01-03 02:45:42,332 - INFO - LRs are now: 7.65e-06
+2025-01-03 02:45:42,628 - INFO - LRs are now: 7.65e-06
+2025-01-03 02:45:43,002 - INFO - LRs are now: 7.65e-06
+2025-01-03 02:45:43,712 - INFO - LRs are now: 7.65e-06
+2025-01-03 02:45:44,093 - INFO - LRs are now: 7.65e-06
+2025-01-03 02:45:44,432 - INFO - LRs are now: 7.65e-06
+2025-01-03 02:45:44,656 - INFO - LRs are now: 7.65e-06
+2025-01-03 02:45:44,912 - INFO - LRs are now: 7.65e-06
+2025-01-03 02:45:45,950 - INFO - LRs are now: 7.65e-06
+2025-01-03 02:45:46,373 - INFO - LRs are now: 7.65e-06
+2025-01-03 02:45:46,627 - INFO - LRs are now: 7.65e-06
+2025-01-03 02:45:47,007 - INFO - LRs are now: 7.65e-06
+2025-01-03 02:45:47,927 - INFO - LRs are now: 7.65e-06
+2025-01-03 02:45:48,436 - INFO - LRs are now: 7.65e-06
+2025-01-03 02:45:49,574 - INFO - LRs are now: 7.65e-06
+2025-01-03 02:45:50,411 - INFO - LRs are now: 7.65e-06
+2025-01-03 02:45:50,714 - INFO - LRs are now: 7.65e-06
+2025-01-03 02:45:50,867 - INFO - LRs are now: 7.65e-06
+2025-01-03 02:45:51,097 - INFO - LRs are now: 7.65e-06
+2025-01-03 02:45:51,624 - INFO - LRs are now: 7.65e-06
+2025-01-03 02:45:51,932 - INFO - LRs are now: 7.64e-06
+2025-01-03 02:45:52,108 - INFO - LRs are now: 7.64e-06
+2025-01-03 02:45:52,480 - INFO - LRs are now: 7.64e-06
+2025-01-03 02:45:52,750 - INFO - LRs are now: 7.64e-06
+2025-01-03 02:45:53,065 - INFO - LRs are now: 7.64e-06
+2025-01-03 02:45:53,493 - INFO - LRs are now: 7.64e-06
+2025-01-03 02:45:53,771 - INFO - LRs are now: 7.64e-06
+2025-01-03 02:45:54,044 - INFO - LRs are now: 7.64e-06
+2025-01-03 02:45:54,766 - INFO - LRs are now: 7.64e-06
+2025-01-03 02:45:55,256 - INFO - LRs are now: 7.64e-06
+2025-01-03 02:45:55,475 - INFO - LRs are now: 7.64e-06
+2025-01-03 02:45:55,699 - INFO - LRs are now: 7.64e-06
+2025-01-03 02:45:56,130 - INFO - LRs are now: 7.64e-06
+2025-01-03 02:45:56,356 - INFO - LRs are now: 7.64e-06
+2025-01-03 02:45:56,768 - INFO - LRs are now: 7.64e-06
+2025-01-03 02:45:57,230 - INFO - LRs are now: 7.64e-06
+2025-01-03 02:45:57,665 - INFO - LRs are now: 7.64e-06
+2025-01-03 02:45:58,292 - INFO - LRs are now: 7.64e-06
+2025-01-03 02:45:58,630 - INFO - LRs are now: 7.64e-06
+2025-01-03 02:45:59,219 - INFO - LRs are now: 7.64e-06
+2025-01-03 02:45:59,554 - INFO - LRs are now: 7.64e-06
+2025-01-03 02:45:59,795 - INFO - LRs are now: 7.64e-06
+2025-01-03 02:46:00,132 - INFO - LRs are now: 7.64e-06
+2025-01-03 02:46:00,424 - INFO - LRs are now: 7.64e-06
+2025-01-03 02:46:00,732 - INFO - LRs are now: 7.64e-06
+2025-01-03 02:46:00,984 - INFO - LRs are now: 7.64e-06
+2025-01-03 02:46:01,475 - INFO - LRs are now: 7.64e-06
+2025-01-03 02:46:01,806 - INFO - LRs are now: 7.64e-06
+2025-01-03 02:46:02,082 - INFO - LRs are now: 7.63e-06
+2025-01-03 02:46:02,249 - INFO - LRs are now: 7.63e-06
+2025-01-03 02:46:02,453 - INFO - LRs are now: 7.63e-06
+2025-01-03 02:46:03,001 - INFO - LRs are now: 7.63e-06
+2025-01-03 02:46:04,614 - INFO - LRs are now: 7.63e-06
+2025-01-03 02:46:05,562 - INFO - LRs are now: 7.63e-06
+2025-01-03 02:46:06,012 - INFO - LRs are now: 7.63e-06
+2025-01-03 02:46:06,292 - INFO - LRs are now: 7.63e-06
+2025-01-03 02:46:06,597 - INFO - LRs are now: 7.63e-06
+2025-01-03 02:46:07,624 - INFO - LRs are now: 7.63e-06
+2025-01-03 02:46:08,064 - INFO - LRs are now: 7.63e-06
+2025-01-03 02:46:08,281 - INFO - LRs are now: 7.63e-06
+2025-01-03 02:46:08,633 - INFO - LRs are now: 7.63e-06
+2025-01-03 02:46:09,503 - INFO - LRs are now: 7.63e-06
+2025-01-03 02:46:09,838 - INFO - LRs are now: 7.63e-06
+2025-01-03 02:46:10,217 - INFO - LRs are now: 7.63e-06
+2025-01-03 02:46:10,265 - INFO - Training epoch 44 finished. (Took 2.0 mins.)
+2025-01-03 02:46:10,266 - INFO - loss_train: 172.7
+2025-01-03 02:46:10,268 - INFO - heads-fscore_train: 84.78%
+2025-01-03 02:46:10,269 - INFO - labels-fscore_train: 89.04%
+2025-01-03 02:46:10,270 - INFO - aggregate_train: 75.49%
+2025-01-03 02:46:14,688 - INFO - Validation epoch 44 finished. (Took 0.1 mins.)
+2025-01-03 02:46:14,689 - INFO - loss_valid: 16.16
+2025-01-03 02:46:14,691 - INFO - heads-fscore_valid: 80.96%
+2025-01-03 02:46:14,692 - INFO - labels-fscore_valid: 86.71%
+2025-01-03 02:46:14,693 - INFO - aggregate_valid: 70.20%
+2025-01-03 02:46:15,931 - INFO - LRs are now: 7.63e-06
+2025-01-03 02:46:17,025 - INFO - LRs are now: 7.63e-06
+2025-01-03 02:46:17,359 - INFO - LRs are now: 7.63e-06
+2025-01-03 02:46:17,897 - INFO - LRs are now: 7.63e-06
+2025-01-03 02:46:18,294 - INFO - LRs are now: 7.63e-06
+2025-01-03 02:46:19,465 - INFO - LRs are now: 7.63e-06
+2025-01-03 02:46:19,919 - INFO - LRs are now: 7.63e-06
+2025-01-03 02:46:20,477 - INFO - LRs are now: 7.63e-06
+2025-01-03 02:46:21,046 - INFO - LRs are now: 7.63e-06
+2025-01-03 02:46:22,056 - INFO - LRs are now: 7.63e-06
+2025-01-03 02:46:22,398 - INFO - LRs are now: 7.63e-06
+2025-01-03 02:46:22,606 - INFO - LRs are now: 7.63e-06
+2025-01-03 02:46:23,197 - INFO - LRs are now: 7.63e-06
+2025-01-03 02:46:23,642 - INFO - LRs are now: 7.62e-06
+2025-01-03 02:46:24,452 - INFO - LRs are now: 7.62e-06
+2025-01-03 02:46:25,370 - INFO - LRs are now: 7.62e-06
+2025-01-03 02:46:25,695 - INFO - LRs are now: 7.62e-06
+2025-01-03 02:46:25,904 - INFO - LRs are now: 7.62e-06
+2025-01-03 02:46:26,207 - INFO - LRs are now: 7.62e-06
+2025-01-03 02:46:27,278 - INFO - LRs are now: 7.62e-06
+2025-01-03 02:46:27,868 - INFO - LRs are now: 7.62e-06
+2025-01-03 02:46:28,397 - INFO - LRs are now: 7.62e-06
+2025-01-03 02:46:28,760 - INFO - LRs are now: 7.62e-06
+2025-01-03 02:46:29,128 - INFO - LRs are now: 7.62e-06
+2025-01-03 02:46:29,509 - INFO - LRs are now: 7.62e-06
+2025-01-03 02:46:30,235 - INFO - LRs are now: 7.62e-06
+2025-01-03 02:46:31,180 - INFO - LRs are now: 7.62e-06
+2025-01-03 02:46:32,044 - INFO - LRs are now: 7.62e-06
+2025-01-03 02:46:32,358 - INFO - LRs are now: 7.62e-06
+2025-01-03 02:46:33,000 - INFO - LRs are now: 7.62e-06
+2025-01-03 02:46:33,672 - INFO - LRs are now: 7.62e-06
+2025-01-03 02:46:34,026 - INFO - LRs are now: 7.62e-06
+2025-01-03 02:46:34,961 - INFO - LRs are now: 7.62e-06
+2025-01-03 02:46:35,416 - INFO - LRs are now: 7.62e-06
+2025-01-03 02:46:36,505 - INFO - LRs are now: 7.62e-06
+2025-01-03 02:46:36,884 - INFO - LRs are now: 7.62e-06
+2025-01-03 02:46:37,112 - INFO - LRs are now: 7.62e-06
+2025-01-03 02:46:37,310 - INFO - LRs are now: 7.62e-06
+2025-01-03 02:46:37,698 - INFO - LRs are now: 7.62e-06
+2025-01-03 02:46:37,936 - INFO - LRs are now: 7.62e-06
+2025-01-03 02:46:38,218 - INFO - LRs are now: 7.62e-06
+2025-01-03 02:46:38,602 - INFO - LRs are now: 7.62e-06
+2025-01-03 02:46:38,897 - INFO - LRs are now: 7.61e-06
+2025-01-03 02:46:39,293 - INFO - LRs are now: 7.61e-06
+2025-01-03 02:46:39,528 - INFO - LRs are now: 7.61e-06
+2025-01-03 02:46:39,716 - INFO - LRs are now: 7.61e-06
+2025-01-03 02:46:39,918 - INFO - LRs are now: 7.61e-06
+2025-01-03 02:46:40,629 - INFO - LRs are now: 7.61e-06
+2025-01-03 02:46:40,984 - INFO - LRs are now: 7.61e-06
+2025-01-03 02:46:41,720 - INFO - LRs are now: 7.61e-06
+2025-01-03 02:46:42,112 - INFO - LRs are now: 7.61e-06
+2025-01-03 02:46:42,298 - INFO - LRs are now: 7.61e-06
+2025-01-03 02:46:42,486 - INFO - LRs are now: 7.61e-06
+2025-01-03 02:46:42,744 - INFO - LRs are now: 7.61e-06
+2025-01-03 02:46:42,972 - INFO - LRs are now: 7.61e-06
+2025-01-03 02:46:43,194 - INFO - LRs are now: 7.61e-06
+2025-01-03 02:46:43,426 - INFO - LRs are now: 7.61e-06
+2025-01-03 02:46:43,933 - INFO - LRs are now: 7.61e-06
+2025-01-03 02:46:44,459 - INFO - LRs are now: 7.61e-06
+2025-01-03 02:46:45,106 - INFO - LRs are now: 7.61e-06
+2025-01-03 02:46:45,541 - INFO - LRs are now: 7.61e-06
+2025-01-03 02:46:45,870 - INFO - LRs are now: 7.61e-06
+2025-01-03 02:46:46,705 - INFO - LRs are now: 7.61e-06
+2025-01-03 02:46:47,109 - INFO - LRs are now: 7.61e-06
+2025-01-03 02:46:47,392 - INFO - LRs are now: 7.61e-06
+2025-01-03 02:46:47,749 - INFO - LRs are now: 7.61e-06
+2025-01-03 02:46:48,182 - INFO - LRs are now: 7.61e-06
+2025-01-03 02:46:48,411 - INFO - LRs are now: 7.61e-06
+2025-01-03 02:46:48,798 - INFO - LRs are now: 7.61e-06
+2025-01-03 02:46:49,086 - INFO - LRs are now: 7.61e-06
+2025-01-03 02:46:49,613 - INFO - LRs are now: 7.61e-06
+2025-01-03 02:46:50,051 - INFO - LRs are now: 7.60e-06
+2025-01-03 02:46:50,608 - INFO - LRs are now: 7.60e-06
+2025-01-03 02:46:51,576 - INFO - LRs are now: 7.60e-06
+2025-01-03 02:46:52,018 - INFO - LRs are now: 7.60e-06
+2025-01-03 02:46:52,455 - INFO - LRs are now: 7.60e-06
+2025-01-03 02:46:52,787 - INFO - LRs are now: 7.60e-06
+2025-01-03 02:46:53,048 - INFO - LRs are now: 7.60e-06
+2025-01-03 02:46:53,958 - INFO - LRs are now: 7.60e-06
+2025-01-03 02:46:54,436 - INFO - LRs are now: 7.60e-06
+2025-01-03 02:46:54,734 - INFO - LRs are now: 7.60e-06
+2025-01-03 02:46:55,140 - INFO - LRs are now: 7.60e-06
+2025-01-03 02:46:55,643 - INFO - LRs are now: 7.60e-06
+2025-01-03 02:46:56,038 - INFO - LRs are now: 7.60e-06
+2025-01-03 02:46:56,909 - INFO - LRs are now: 7.60e-06
+2025-01-03 02:46:57,467 - INFO - LRs are now: 7.60e-06
+2025-01-03 02:46:58,699 - INFO - LRs are now: 7.60e-06
+2025-01-03 02:46:59,255 - INFO - LRs are now: 7.60e-06
+2025-01-03 02:46:59,549 - INFO - LRs are now: 7.60e-06
+2025-01-03 02:46:59,855 - INFO - LRs are now: 7.60e-06
+2025-01-03 02:47:00,158 - INFO - LRs are now: 7.60e-06
+2025-01-03 02:47:00,475 - INFO - LRs are now: 7.60e-06
+2025-01-03 02:47:00,874 - INFO - LRs are now: 7.60e-06
+2025-01-03 02:47:01,217 - INFO - LRs are now: 7.60e-06
+2025-01-03 02:47:02,064 - INFO - LRs are now: 7.60e-06
+2025-01-03 02:47:03,048 - INFO - LRs are now: 7.60e-06
+2025-01-03 02:47:03,459 - INFO - LRs are now: 7.60e-06
+2025-01-03 02:47:03,669 - INFO - LRs are now: 7.60e-06
+2025-01-03 02:47:03,896 - INFO - LRs are now: 7.60e-06
+2025-01-03 02:47:04,155 - INFO - LRs are now: 7.60e-06
+2025-01-03 02:47:04,359 - INFO - LRs are now: 7.59e-06
+2025-01-03 02:47:04,721 - INFO - LRs are now: 7.59e-06
+2025-01-03 02:47:05,116 - INFO - LRs are now: 7.59e-06
+2025-01-03 02:47:05,428 - INFO - LRs are now: 7.59e-06
+2025-01-03 02:47:05,742 - INFO - LRs are now: 7.59e-06
+2025-01-03 02:47:06,501 - INFO - LRs are now: 7.59e-06
+2025-01-03 02:47:06,815 - INFO - LRs are now: 7.59e-06
+2025-01-03 02:47:07,617 - INFO - LRs are now: 7.59e-06
+2025-01-03 02:47:08,023 - INFO - LRs are now: 7.59e-06
+2025-01-03 02:47:08,271 - INFO - LRs are now: 7.59e-06
+2025-01-03 02:47:09,115 - INFO - LRs are now: 7.59e-06
+2025-01-03 02:47:09,808 - INFO - LRs are now: 7.59e-06
+2025-01-03 02:47:10,396 - INFO - LRs are now: 7.59e-06
+2025-01-03 02:47:11,143 - INFO - LRs are now: 7.59e-06
+2025-01-03 02:47:11,440 - INFO - LRs are now: 7.59e-06
+2025-01-03 02:47:11,858 - INFO - LRs are now: 7.59e-06
+2025-01-03 02:47:12,106 - INFO - LRs are now: 7.59e-06
+2025-01-03 02:47:12,500 - INFO - LRs are now: 7.59e-06
+2025-01-03 02:47:12,781 - INFO - LRs are now: 7.59e-06
+2025-01-03 02:47:13,172 - INFO - LRs are now: 7.59e-06
+2025-01-03 02:47:13,937 - INFO - LRs are now: 7.59e-06
+2025-01-03 02:47:14,277 - INFO - LRs are now: 7.59e-06
+2025-01-03 02:47:15,222 - INFO - LRs are now: 7.59e-06
+2025-01-03 02:47:15,914 - INFO - LRs are now: 7.59e-06
+2025-01-03 02:47:16,511 - INFO - LRs are now: 7.59e-06
+2025-01-03 02:47:16,878 - INFO - LRs are now: 7.59e-06
+2025-01-03 02:47:17,698 - INFO - LRs are now: 7.59e-06
+2025-01-03 02:47:18,055 - INFO - LRs are now: 7.59e-06
+2025-01-03 02:47:18,876 - INFO - LRs are now: 7.59e-06
+2025-01-03 02:47:19,441 - INFO - LRs are now: 7.59e-06
+2025-01-03 02:47:19,817 - INFO - LRs are now: 7.58e-06
+2025-01-03 02:47:20,181 - INFO - LRs are now: 7.58e-06
+2025-01-03 02:47:20,507 - INFO - LRs are now: 7.58e-06
+2025-01-03 02:47:21,512 - INFO - LRs are now: 7.58e-06
+2025-01-03 02:47:21,943 - INFO - LRs are now: 7.58e-06
+2025-01-03 02:47:22,346 - INFO - LRs are now: 7.58e-06
+2025-01-03 02:47:23,142 - INFO - LRs are now: 7.58e-06
+2025-01-03 02:47:24,168 - INFO - LRs are now: 7.58e-06
+2025-01-03 02:47:24,581 - INFO - LRs are now: 7.58e-06
+2025-01-03 02:47:25,520 - INFO - LRs are now: 7.58e-06
+2025-01-03 02:47:25,934 - INFO - LRs are now: 7.58e-06
+2025-01-03 02:47:26,221 - INFO - LRs are now: 7.58e-06
+2025-01-03 02:47:26,740 - INFO - LRs are now: 7.58e-06
+2025-01-03 02:47:27,309 - INFO - LRs are now: 7.58e-06
+2025-01-03 02:47:27,586 - INFO - LRs are now: 7.58e-06
+2025-01-03 02:47:27,865 - INFO - LRs are now: 7.58e-06
+2025-01-03 02:47:28,176 - INFO - LRs are now: 7.58e-06
+2025-01-03 02:47:28,591 - INFO - LRs are now: 7.58e-06
+2025-01-03 02:47:29,208 - INFO - LRs are now: 7.58e-06
+2025-01-03 02:47:29,502 - INFO - LRs are now: 7.58e-06
+2025-01-03 02:47:29,707 - INFO - LRs are now: 7.58e-06
+2025-01-03 02:47:30,778 - INFO - LRs are now: 7.58e-06
+2025-01-03 02:47:31,343 - INFO - LRs are now: 7.58e-06
+2025-01-03 02:47:32,490 - INFO - LRs are now: 7.58e-06
+2025-01-03 02:47:33,002 - INFO - LRs are now: 7.58e-06
+2025-01-03 02:47:33,726 - INFO - LRs are now: 7.58e-06
+2025-01-03 02:47:34,088 - INFO - LRs are now: 7.58e-06
+2025-01-03 02:47:34,561 - INFO - LRs are now: 7.58e-06
+2025-01-03 02:47:35,021 - INFO - LRs are now: 7.58e-06
+2025-01-03 02:47:35,303 - INFO - LRs are now: 7.57e-06
+2025-01-03 02:47:36,338 - INFO - LRs are now: 7.57e-06
+2025-01-03 02:47:36,839 - INFO - LRs are now: 7.57e-06
+2025-01-03 02:47:37,065 - INFO - LRs are now: 7.57e-06
+2025-01-03 02:47:37,220 - INFO - LRs are now: 7.57e-06
+2025-01-03 02:47:37,507 - INFO - LRs are now: 7.57e-06
+2025-01-03 02:47:37,783 - INFO - LRs are now: 7.57e-06
+2025-01-03 02:47:38,109 - INFO - LRs are now: 7.57e-06
+2025-01-03 02:47:38,336 - INFO - LRs are now: 7.57e-06
+2025-01-03 02:47:38,764 - INFO - LRs are now: 7.57e-06
+2025-01-03 02:47:39,022 - INFO - LRs are now: 7.57e-06
+2025-01-03 02:47:39,309 - INFO - LRs are now: 7.57e-06
+2025-01-03 02:47:39,540 - INFO - LRs are now: 7.57e-06
+2025-01-03 02:47:39,878 - INFO - LRs are now: 7.57e-06
+2025-01-03 02:47:40,733 - INFO - LRs are now: 7.57e-06
+2025-01-03 02:47:41,054 - INFO - LRs are now: 7.57e-06
+2025-01-03 02:47:41,414 - INFO - LRs are now: 7.57e-06
+2025-01-03 02:47:41,916 - INFO - LRs are now: 7.57e-06
+2025-01-03 02:47:42,488 - INFO - LRs are now: 7.57e-06
+2025-01-03 02:47:43,034 - INFO - LRs are now: 7.57e-06
+2025-01-03 02:47:44,217 - INFO - LRs are now: 7.57e-06
+2025-01-03 02:47:44,696 - INFO - LRs are now: 7.57e-06
+2025-01-03 02:47:44,940 - INFO - LRs are now: 7.57e-06
+2025-01-03 02:47:45,263 - INFO - LRs are now: 7.57e-06
+2025-01-03 02:47:46,229 - INFO - LRs are now: 7.57e-06
+2025-01-03 02:47:47,104 - INFO - LRs are now: 7.57e-06
+2025-01-03 02:47:48,202 - INFO - LRs are now: 7.57e-06
+2025-01-03 02:47:48,816 - INFO - LRs are now: 7.57e-06
+2025-01-03 02:47:49,721 - INFO - LRs are now: 7.57e-06
+2025-01-03 02:47:50,533 - INFO - LRs are now: 7.57e-06
+2025-01-03 02:47:50,998 - INFO - LRs are now: 7.56e-06
+2025-01-03 02:47:51,754 - INFO - LRs are now: 7.56e-06
+2025-01-03 02:47:52,473 - INFO - LRs are now: 7.56e-06
+2025-01-03 02:47:52,768 - INFO - LRs are now: 7.56e-06
+2025-01-03 02:47:53,046 - INFO - LRs are now: 7.56e-06
+2025-01-03 02:47:53,269 - INFO - LRs are now: 7.56e-06
+2025-01-03 02:47:53,540 - INFO - LRs are now: 7.56e-06
+2025-01-03 02:47:53,784 - INFO - LRs are now: 7.56e-06
+2025-01-03 02:47:54,541 - INFO - LRs are now: 7.56e-06
+2025-01-03 02:47:55,498 - INFO - LRs are now: 7.56e-06
+2025-01-03 02:47:56,408 - INFO - LRs are now: 7.56e-06
+2025-01-03 02:47:56,709 - INFO - LRs are now: 7.56e-06
+2025-01-03 02:47:56,959 - INFO - LRs are now: 7.56e-06
+2025-01-03 02:47:57,156 - INFO - LRs are now: 7.56e-06
+2025-01-03 02:47:57,331 - INFO - LRs are now: 7.56e-06
+2025-01-03 02:47:57,664 - INFO - LRs are now: 7.56e-06
+2025-01-03 02:47:58,731 - INFO - LRs are now: 7.56e-06
+2025-01-03 02:47:59,238 - INFO - LRs are now: 7.56e-06
+2025-01-03 02:47:59,851 - INFO - LRs are now: 7.56e-06
+2025-01-03 02:48:00,144 - INFO - LRs are now: 7.56e-06
+2025-01-03 02:48:00,399 - INFO - LRs are now: 7.56e-06
+2025-01-03 02:48:00,645 - INFO - LRs are now: 7.56e-06
+2025-01-03 02:48:00,873 - INFO - LRs are now: 7.56e-06
+2025-01-03 02:48:01,887 - INFO - LRs are now: 7.56e-06
+2025-01-03 02:48:02,229 - INFO - LRs are now: 7.56e-06
+2025-01-03 02:48:02,441 - INFO - LRs are now: 7.56e-06
+2025-01-03 02:48:02,799 - INFO - LRs are now: 7.56e-06
+2025-01-03 02:48:03,203 - INFO - LRs are now: 7.56e-06
+2025-01-03 02:48:03,446 - INFO - LRs are now: 7.56e-06
+2025-01-03 02:48:03,774 - INFO - LRs are now: 7.55e-06
+2025-01-03 02:48:04,617 - INFO - LRs are now: 7.55e-06
+2025-01-03 02:48:04,967 - INFO - LRs are now: 7.55e-06
+2025-01-03 02:48:05,271 - INFO - LRs are now: 7.55e-06
+2025-01-03 02:48:05,958 - INFO - LRs are now: 7.55e-06
+2025-01-03 02:48:06,247 - INFO - LRs are now: 7.55e-06
+2025-01-03 02:48:06,503 - INFO - LRs are now: 7.55e-06
+2025-01-03 02:48:07,361 - INFO - LRs are now: 7.55e-06
+2025-01-03 02:48:07,753 - INFO - LRs are now: 7.55e-06
+2025-01-03 02:48:08,645 - INFO - LRs are now: 7.55e-06
+2025-01-03 02:48:09,036 - INFO - LRs are now: 7.55e-06
+2025-01-03 02:48:09,234 - INFO - LRs are now: 7.55e-06
+2025-01-03 02:48:09,459 - INFO - LRs are now: 7.55e-06
+2025-01-03 02:48:09,839 - INFO - LRs are now: 7.55e-06
+2025-01-03 02:48:10,143 - INFO - LRs are now: 7.55e-06
+2025-01-03 02:48:10,685 - INFO - LRs are now: 7.55e-06
+2025-01-03 02:48:11,523 - INFO - LRs are now: 7.55e-06
+2025-01-03 02:48:12,099 - INFO - LRs are now: 7.55e-06
+2025-01-03 02:48:12,386 - INFO - LRs are now: 7.55e-06
+2025-01-03 02:48:12,766 - INFO - LRs are now: 7.55e-06
+2025-01-03 02:48:13,118 - INFO - LRs are now: 7.55e-06
+2025-01-03 02:48:13,506 - INFO - LRs are now: 7.55e-06
+2025-01-03 02:48:14,076 - INFO - LRs are now: 7.55e-06
+2025-01-03 02:48:14,337 - INFO - LRs are now: 7.55e-06
+2025-01-03 02:48:14,622 - INFO - LRs are now: 7.55e-06
+2025-01-03 02:48:15,095 - INFO - LRs are now: 7.55e-06
+2025-01-03 02:48:16,225 - INFO - LRs are now: 7.55e-06
+2025-01-03 02:48:16,621 - INFO - LRs are now: 7.55e-06
+2025-01-03 02:48:17,011 - INFO - LRs are now: 7.55e-06
+2025-01-03 02:48:17,485 - INFO - LRs are now: 7.55e-06
+2025-01-03 02:48:17,818 - INFO - LRs are now: 7.54e-06
+2025-01-03 02:48:18,289 - INFO - LRs are now: 7.54e-06
+2025-01-03 02:48:18,375 - INFO - Training epoch 45 finished. (Took 2.1 mins.)
+2025-01-03 02:48:18,379 - INFO - loss_train: 178.5
+2025-01-03 02:48:18,382 - INFO - heads-fscore_train: 85.04%
+2025-01-03 02:48:18,383 - INFO - labels-fscore_train: 89.10%
+2025-01-03 02:48:18,385 - INFO - aggregate_train: 75.78%
+2025-01-03 02:48:24,325 - INFO - Validation epoch 45 finished. (Took 0.1 mins.)
+2025-01-03 02:48:24,325 - INFO - loss_valid: 16.41
+2025-01-03 02:48:24,329 - INFO - heads-fscore_valid: 80.77%
+2025-01-03 02:48:24,330 - INFO - labels-fscore_valid: 86.87%
+2025-01-03 02:48:24,331 - INFO - aggregate_valid: 70.16%
+2025-01-03 02:48:25,785 - INFO - LRs are now: 7.54e-06
+2025-01-03 02:48:26,508 - INFO - LRs are now: 7.54e-06
+2025-01-03 02:48:26,770 - INFO - LRs are now: 7.54e-06
+2025-01-03 02:48:27,219 - INFO - LRs are now: 7.54e-06
+2025-01-03 02:48:28,099 - INFO - LRs are now: 7.54e-06
+2025-01-03 02:48:28,591 - INFO - LRs are now: 7.54e-06
+2025-01-03 02:48:28,943 - INFO - LRs are now: 7.54e-06
+2025-01-03 02:48:30,122 - INFO - LRs are now: 7.54e-06
+2025-01-03 02:48:30,629 - INFO - LRs are now: 7.54e-06
+2025-01-03 02:48:31,283 - INFO - LRs are now: 7.54e-06
+2025-01-03 02:48:31,928 - INFO - LRs are now: 7.54e-06
+2025-01-03 02:48:32,369 - INFO - LRs are now: 7.54e-06
+2025-01-03 02:48:32,585 - INFO - LRs are now: 7.54e-06
+2025-01-03 02:48:32,901 - INFO - LRs are now: 7.54e-06
+2025-01-03 02:48:33,287 - INFO - LRs are now: 7.54e-06
+2025-01-03 02:48:33,541 - INFO - LRs are now: 7.54e-06
+2025-01-03 02:48:33,782 - INFO - LRs are now: 7.54e-06
+2025-01-03 02:48:34,029 - INFO - LRs are now: 7.54e-06
+2025-01-03 02:48:34,336 - INFO - LRs are now: 7.54e-06
+2025-01-03 02:48:35,459 - INFO - LRs are now: 7.54e-06
+2025-01-03 02:48:36,694 - INFO - LRs are now: 7.54e-06
+2025-01-03 02:48:37,510 - INFO - LRs are now: 7.54e-06
+2025-01-03 02:48:37,813 - INFO - LRs are now: 7.54e-06
+2025-01-03 02:48:38,000 - INFO - LRs are now: 7.54e-06
+2025-01-03 02:48:38,201 - INFO - LRs are now: 7.54e-06
+2025-01-03 02:48:38,513 - INFO - LRs are now: 7.54e-06
+2025-01-03 02:48:38,877 - INFO - LRs are now: 7.54e-06
+2025-01-03 02:48:39,167 - INFO - LRs are now: 7.54e-06
+2025-01-03 02:48:39,983 - INFO - LRs are now: 7.53e-06
+2025-01-03 02:48:40,314 - INFO - LRs are now: 7.53e-06
+2025-01-03 02:48:40,704 - INFO - LRs are now: 7.53e-06
+2025-01-03 02:48:41,561 - INFO - LRs are now: 7.53e-06
+2025-01-03 02:48:42,826 - INFO - LRs are now: 7.53e-06
+2025-01-03 02:48:43,242 - INFO - LRs are now: 7.53e-06
+2025-01-03 02:48:43,456 - INFO - LRs are now: 7.53e-06
+2025-01-03 02:48:43,788 - INFO - LRs are now: 7.53e-06
+2025-01-03 02:48:44,130 - INFO - LRs are now: 7.53e-06
+2025-01-03 02:48:44,352 - INFO - LRs are now: 7.53e-06
+2025-01-03 02:48:45,000 - INFO - LRs are now: 7.53e-06
+2025-01-03 02:48:45,703 - INFO - LRs are now: 7.53e-06
+2025-01-03 02:48:46,058 - INFO - LRs are now: 7.53e-06
+2025-01-03 02:48:46,332 - INFO - LRs are now: 7.53e-06
+2025-01-03 02:48:46,648 - INFO - LRs are now: 7.53e-06
+2025-01-03 02:48:46,929 - INFO - LRs are now: 7.53e-06
+2025-01-03 02:48:47,323 - INFO - LRs are now: 7.53e-06
+2025-01-03 02:48:47,628 - INFO - LRs are now: 7.53e-06
+2025-01-03 02:48:48,284 - INFO - LRs are now: 7.53e-06
+2025-01-03 02:48:48,587 - INFO - LRs are now: 7.53e-06
+2025-01-03 02:48:48,966 - INFO - LRs are now: 7.53e-06
+2025-01-03 02:48:49,208 - INFO - LRs are now: 7.53e-06
+2025-01-03 02:48:49,655 - INFO - LRs are now: 7.53e-06
+2025-01-03 02:48:50,145 - INFO - LRs are now: 7.53e-06
+2025-01-03 02:48:50,579 - INFO - LRs are now: 7.53e-06
+2025-01-03 02:48:51,361 - INFO - LRs are now: 7.53e-06
+2025-01-03 02:48:51,717 - INFO - LRs are now: 7.53e-06
+2025-01-03 02:48:51,970 - INFO - LRs are now: 7.53e-06
+2025-01-03 02:48:52,567 - INFO - LRs are now: 7.53e-06
+2025-01-03 02:48:53,196 - INFO - LRs are now: 7.53e-06
+2025-01-03 02:48:54,454 - INFO - LRs are now: 7.52e-06
+2025-01-03 02:48:54,933 - INFO - LRs are now: 7.52e-06
+2025-01-03 02:48:55,210 - INFO - LRs are now: 7.52e-06
+2025-01-03 02:48:55,555 - INFO - LRs are now: 7.52e-06
+2025-01-03 02:48:55,841 - INFO - LRs are now: 7.52e-06
+2025-01-03 02:48:56,043 - INFO - LRs are now: 7.52e-06
+2025-01-03 02:48:56,277 - INFO - LRs are now: 7.52e-06
+2025-01-03 02:48:56,649 - INFO - LRs are now: 7.52e-06
+2025-01-03 02:48:56,875 - INFO - LRs are now: 7.52e-06
+2025-01-03 02:48:57,628 - INFO - LRs are now: 7.52e-06
+2025-01-03 02:48:57,954 - INFO - LRs are now: 7.52e-06
+2025-01-03 02:48:58,183 - INFO - LRs are now: 7.52e-06
+2025-01-03 02:48:58,616 - INFO - LRs are now: 7.52e-06
+2025-01-03 02:48:59,041 - INFO - LRs are now: 7.52e-06
+2025-01-03 02:49:00,050 - INFO - LRs are now: 7.52e-06
+2025-01-03 02:49:01,282 - INFO - LRs are now: 7.52e-06
+2025-01-03 02:49:02,505 - INFO - LRs are now: 7.52e-06
+2025-01-03 02:49:02,985 - INFO - LRs are now: 7.52e-06
+2025-01-03 02:49:03,286 - INFO - LRs are now: 7.52e-06
+2025-01-03 02:49:03,954 - INFO - LRs are now: 7.52e-06
+2025-01-03 02:49:04,548 - INFO - LRs are now: 7.52e-06
+2025-01-03 02:49:04,889 - INFO - LRs are now: 7.52e-06
+2025-01-03 02:49:05,112 - INFO - LRs are now: 7.52e-06
+2025-01-03 02:49:05,293 - INFO - LRs are now: 7.52e-06
+2025-01-03 02:49:05,719 - INFO - LRs are now: 7.52e-06
+2025-01-03 02:49:06,148 - INFO - LRs are now: 7.52e-06
+2025-01-03 02:49:06,897 - INFO - LRs are now: 7.52e-06
+2025-01-03 02:49:08,092 - INFO - LRs are now: 7.52e-06
+2025-01-03 02:49:08,678 - INFO - LRs are now: 7.52e-06
+2025-01-03 02:49:08,977 - INFO - LRs are now: 7.52e-06
+2025-01-03 02:49:09,472 - INFO - LRs are now: 7.51e-06
+2025-01-03 02:49:09,840 - INFO - LRs are now: 7.51e-06
+2025-01-03 02:49:10,113 - INFO - LRs are now: 7.51e-06
+2025-01-03 02:49:10,802 - INFO - LRs are now: 7.51e-06
+2025-01-03 02:49:11,133 - INFO - LRs are now: 7.51e-06
+2025-01-03 02:49:11,423 - INFO - LRs are now: 7.51e-06
+2025-01-03 02:49:12,216 - INFO - LRs are now: 7.51e-06
+2025-01-03 02:49:12,695 - INFO - LRs are now: 7.51e-06
+2025-01-03 02:49:13,508 - INFO - LRs are now: 7.51e-06
+2025-01-03 02:49:13,828 - INFO - LRs are now: 7.51e-06
+2025-01-03 02:49:14,373 - INFO - LRs are now: 7.51e-06
+2025-01-03 02:49:15,791 - INFO - LRs are now: 7.51e-06
+2025-01-03 02:49:16,252 - INFO - LRs are now: 7.51e-06
+2025-01-03 02:49:16,432 - INFO - LRs are now: 7.51e-06
+2025-01-03 02:49:16,736 - INFO - LRs are now: 7.51e-06
+2025-01-03 02:49:17,022 - INFO - LRs are now: 7.51e-06
+2025-01-03 02:49:17,296 - INFO - LRs are now: 7.51e-06
+2025-01-03 02:49:17,740 - INFO - LRs are now: 7.51e-06
+2025-01-03 02:49:18,044 - INFO - LRs are now: 7.51e-06
+2025-01-03 02:49:18,487 - INFO - LRs are now: 7.51e-06
+2025-01-03 02:49:19,062 - INFO - LRs are now: 7.51e-06
+2025-01-03 02:49:20,238 - INFO - LRs are now: 7.51e-06
+2025-01-03 02:49:21,030 - INFO - LRs are now: 7.51e-06
+2025-01-03 02:49:21,406 - INFO - LRs are now: 7.51e-06
+2025-01-03 02:49:22,573 - INFO - LRs are now: 7.51e-06
+2025-01-03 02:49:23,825 - INFO - LRs are now: 7.51e-06
+2025-01-03 02:49:24,229 - INFO - LRs are now: 7.51e-06
+2025-01-03 02:49:24,508 - INFO - LRs are now: 7.51e-06
+2025-01-03 02:49:24,826 - INFO - LRs are now: 7.51e-06
+2025-01-03 02:49:25,107 - INFO - LRs are now: 7.51e-06
+2025-01-03 02:49:25,466 - INFO - LRs are now: 7.50e-06
+2025-01-03 02:49:25,713 - INFO - LRs are now: 7.50e-06
+2025-01-03 02:49:26,113 - INFO - LRs are now: 7.50e-06
+2025-01-03 02:49:26,355 - INFO - LRs are now: 7.50e-06
+2025-01-03 02:49:26,585 - INFO - LRs are now: 7.50e-06
+2025-01-03 02:49:26,826 - INFO - LRs are now: 7.50e-06
+2025-01-03 02:49:27,868 - INFO - LRs are now: 7.50e-06
+2025-01-03 02:49:28,324 - INFO - LRs are now: 7.50e-06
+2025-01-03 02:49:29,858 - INFO - LRs are now: 7.50e-06
+2025-01-03 02:49:30,369 - INFO - LRs are now: 7.50e-06
+2025-01-03 02:49:30,574 - INFO - LRs are now: 7.50e-06
+2025-01-03 02:49:30,793 - INFO - LRs are now: 7.50e-06
+2025-01-03 02:49:31,627 - INFO - LRs are now: 7.50e-06
+2025-01-03 02:49:32,838 - INFO - LRs are now: 7.50e-06
+2025-01-03 02:49:33,225 - INFO - LRs are now: 7.50e-06
+2025-01-03 02:49:33,857 - INFO - LRs are now: 7.50e-06
+2025-01-03 02:49:34,928 - INFO - LRs are now: 7.50e-06
+2025-01-03 02:49:35,304 - INFO - LRs are now: 7.50e-06
+2025-01-03 02:49:35,895 - INFO - LRs are now: 7.50e-06
+2025-01-03 02:49:36,254 - INFO - LRs are now: 7.50e-06
+2025-01-03 02:49:36,858 - INFO - LRs are now: 7.50e-06
+2025-01-03 02:49:37,216 - INFO - LRs are now: 7.50e-06
+2025-01-03 02:49:37,579 - INFO - LRs are now: 7.50e-06
+2025-01-03 02:49:37,824 - INFO - LRs are now: 7.50e-06
+2025-01-03 02:49:38,191 - INFO - LRs are now: 7.50e-06
+2025-01-03 02:49:38,562 - INFO - LRs are now: 7.50e-06
+2025-01-03 02:49:38,767 - INFO - LRs are now: 7.50e-06
+2025-01-03 02:49:38,982 - INFO - LRs are now: 7.50e-06
+2025-01-03 02:49:39,180 - INFO - LRs are now: 7.50e-06
+2025-01-03 02:49:39,408 - INFO - LRs are now: 7.50e-06
+2025-01-03 02:49:39,658 - INFO - LRs are now: 7.49e-06
+2025-01-03 02:49:39,847 - INFO - LRs are now: 7.49e-06
+2025-01-03 02:49:40,124 - INFO - LRs are now: 7.49e-06
+2025-01-03 02:49:40,431 - INFO - LRs are now: 7.49e-06
+2025-01-03 02:49:40,630 - INFO - LRs are now: 7.49e-06
+2025-01-03 02:49:40,836 - INFO - LRs are now: 7.49e-06
+2025-01-03 02:49:41,028 - INFO - LRs are now: 7.49e-06
+2025-01-03 02:49:41,513 - INFO - LRs are now: 7.49e-06
+2025-01-03 02:49:41,910 - INFO - LRs are now: 7.49e-06
+2025-01-03 02:49:42,173 - INFO - LRs are now: 7.49e-06
+2025-01-03 02:49:42,638 - INFO - LRs are now: 7.49e-06
+2025-01-03 02:49:42,911 - INFO - LRs are now: 7.49e-06
+2025-01-03 02:49:43,213 - INFO - LRs are now: 7.49e-06
+2025-01-03 02:49:43,664 - INFO - LRs are now: 7.49e-06
+2025-01-03 02:49:44,564 - INFO - LRs are now: 7.49e-06
+2025-01-03 02:49:44,877 - INFO - LRs are now: 7.49e-06
+2025-01-03 02:49:46,132 - INFO - LRs are now: 7.49e-06
+2025-01-03 02:49:47,045 - INFO - LRs are now: 7.49e-06
+2025-01-03 02:49:47,615 - INFO - LRs are now: 7.49e-06
+2025-01-03 02:49:47,851 - INFO - LRs are now: 7.49e-06
+2025-01-03 02:49:48,212 - INFO - LRs are now: 7.49e-06
+2025-01-03 02:49:48,675 - INFO - LRs are now: 7.49e-06
+2025-01-03 02:49:48,926 - INFO - LRs are now: 7.49e-06
+2025-01-03 02:49:49,208 - INFO - LRs are now: 7.49e-06
+2025-01-03 02:49:49,429 - INFO - LRs are now: 7.49e-06
+2025-01-03 02:49:49,682 - INFO - LRs are now: 7.49e-06
+2025-01-03 02:49:50,485 - INFO - LRs are now: 7.49e-06
+2025-01-03 02:49:51,078 - INFO - LRs are now: 7.49e-06
+2025-01-03 02:49:51,332 - INFO - LRs are now: 7.49e-06
+2025-01-03 02:49:51,628 - INFO - LRs are now: 7.49e-06
+2025-01-03 02:49:52,022 - INFO - LRs are now: 7.49e-06
+2025-01-03 02:49:52,355 - INFO - LRs are now: 7.48e-06
+2025-01-03 02:49:52,570 - INFO - LRs are now: 7.48e-06
+2025-01-03 02:49:53,273 - INFO - LRs are now: 7.48e-06
+2025-01-03 02:49:53,590 - INFO - LRs are now: 7.48e-06
+2025-01-03 02:49:53,854 - INFO - LRs are now: 7.48e-06
+2025-01-03 02:49:54,560 - INFO - LRs are now: 7.48e-06
+2025-01-03 02:49:54,834 - INFO - LRs are now: 7.48e-06
+2025-01-03 02:49:55,092 - INFO - LRs are now: 7.48e-06
+2025-01-03 02:49:55,290 - INFO - LRs are now: 7.48e-06
+2025-01-03 02:49:55,899 - INFO - LRs are now: 7.48e-06
+2025-01-03 02:49:56,271 - INFO - LRs are now: 7.48e-06
+2025-01-03 02:49:56,571 - INFO - LRs are now: 7.48e-06
+2025-01-03 02:49:56,917 - INFO - LRs are now: 7.48e-06
+2025-01-03 02:49:57,263 - INFO - LRs are now: 7.48e-06
+2025-01-03 02:49:58,286 - INFO - LRs are now: 7.48e-06
+2025-01-03 02:49:58,772 - INFO - LRs are now: 7.48e-06
+2025-01-03 02:49:59,241 - INFO - LRs are now: 7.48e-06
+2025-01-03 02:49:59,478 - INFO - LRs are now: 7.48e-06
+2025-01-03 02:49:59,798 - INFO - LRs are now: 7.48e-06
+2025-01-03 02:50:00,076 - INFO - LRs are now: 7.48e-06
+2025-01-03 02:50:00,541 - INFO - LRs are now: 7.48e-06
+2025-01-03 02:50:00,931 - INFO - LRs are now: 7.48e-06
+2025-01-03 02:50:01,174 - INFO - LRs are now: 7.48e-06
+2025-01-03 02:50:01,611 - INFO - LRs are now: 7.48e-06
+2025-01-03 02:50:01,983 - INFO - LRs are now: 7.48e-06
+2025-01-03 02:50:02,717 - INFO - LRs are now: 7.48e-06
+2025-01-03 02:50:03,155 - INFO - LRs are now: 7.48e-06
+2025-01-03 02:50:03,812 - INFO - LRs are now: 7.48e-06
+2025-01-03 02:50:04,400 - INFO - LRs are now: 7.48e-06
+2025-01-03 02:50:04,648 - INFO - LRs are now: 7.48e-06
+2025-01-03 02:50:04,923 - INFO - LRs are now: 7.48e-06
+2025-01-03 02:50:05,975 - INFO - LRs are now: 7.47e-06
+2025-01-03 02:50:06,416 - INFO - LRs are now: 7.47e-06
+2025-01-03 02:50:06,612 - INFO - LRs are now: 7.47e-06
+2025-01-03 02:50:06,829 - INFO - LRs are now: 7.47e-06
+2025-01-03 02:50:07,114 - INFO - LRs are now: 7.47e-06
+2025-01-03 02:50:07,339 - INFO - LRs are now: 7.47e-06
+2025-01-03 02:50:07,811 - INFO - LRs are now: 7.47e-06
+2025-01-03 02:50:08,226 - INFO - LRs are now: 7.47e-06
+2025-01-03 02:50:09,220 - INFO - LRs are now: 7.47e-06
+2025-01-03 02:50:10,055 - INFO - LRs are now: 7.47e-06
+2025-01-03 02:50:10,552 - INFO - LRs are now: 7.47e-06
+2025-01-03 02:50:10,872 - INFO - LRs are now: 7.47e-06
+2025-01-03 02:50:11,207 - INFO - LRs are now: 7.47e-06
+2025-01-03 02:50:11,431 - INFO - LRs are now: 7.47e-06
+2025-01-03 02:50:11,615 - INFO - LRs are now: 7.47e-06
+2025-01-03 02:50:11,837 - INFO - LRs are now: 7.47e-06
+2025-01-03 02:50:12,245 - INFO - LRs are now: 7.47e-06
+2025-01-03 02:50:13,235 - INFO - LRs are now: 7.47e-06
+2025-01-03 02:50:13,803 - INFO - LRs are now: 7.47e-06
+2025-01-03 02:50:14,810 - INFO - LRs are now: 7.47e-06
+2025-01-03 02:50:16,349 - INFO - LRs are now: 7.47e-06
+2025-01-03 02:50:16,778 - INFO - LRs are now: 7.47e-06
+2025-01-03 02:50:17,351 - INFO - LRs are now: 7.47e-06
+2025-01-03 02:50:17,939 - INFO - LRs are now: 7.47e-06
+2025-01-03 02:50:18,243 - INFO - LRs are now: 7.47e-06
+2025-01-03 02:50:18,534 - INFO - LRs are now: 7.47e-06
+2025-01-03 02:50:18,984 - INFO - LRs are now: 7.47e-06
+2025-01-03 02:50:19,300 - INFO - LRs are now: 7.47e-06
+2025-01-03 02:50:20,378 - INFO - LRs are now: 7.47e-06
+2025-01-03 02:50:20,880 - INFO - LRs are now: 7.47e-06
+2025-01-03 02:50:21,110 - INFO - LRs are now: 7.46e-06
+2025-01-03 02:50:21,283 - INFO - LRs are now: 7.46e-06
+2025-01-03 02:50:21,827 - INFO - LRs are now: 7.46e-06
+2025-01-03 02:50:22,161 - INFO - LRs are now: 7.46e-06
+2025-01-03 02:50:22,752 - INFO - LRs are now: 7.46e-06
+2025-01-03 02:50:23,362 - INFO - LRs are now: 7.46e-06
+2025-01-03 02:50:23,655 - INFO - LRs are now: 7.46e-06
+2025-01-03 02:50:23,835 - INFO - LRs are now: 7.46e-06
+2025-01-03 02:50:24,789 - INFO - LRs are now: 7.46e-06
+2025-01-03 02:50:24,840 - INFO - Training epoch 46 finished. (Took 2.0 mins.)
+2025-01-03 02:50:24,841 - INFO - loss_train: 171.3
+2025-01-03 02:50:24,844 - INFO - heads-fscore_train: 85.11%
+2025-01-03 02:50:24,845 - INFO - labels-fscore_train: 89.18%
+2025-01-03 02:50:24,846 - INFO - aggregate_train: 75.90%
+2025-01-03 02:50:29,350 - INFO - Validation epoch 46 finished. (Took 0.1 mins.)
+2025-01-03 02:50:29,351 - INFO - loss_valid: 16.37
+2025-01-03 02:50:29,352 - INFO - heads-fscore_valid: 80.86%
+2025-01-03 02:50:29,354 - INFO - labels-fscore_valid: 86.65%
+2025-01-03 02:50:29,355 - INFO - aggregate_valid: 70.06%
+2025-01-03 02:50:30,313 - INFO - LRs are now: 7.46e-06
+2025-01-03 02:50:31,248 - INFO - LRs are now: 7.46e-06
+2025-01-03 02:50:32,627 - INFO - LRs are now: 7.46e-06
+2025-01-03 02:50:33,042 - INFO - LRs are now: 7.46e-06
+2025-01-03 02:50:33,386 - INFO - LRs are now: 7.46e-06
+2025-01-03 02:50:34,028 - INFO - LRs are now: 7.46e-06
+2025-01-03 02:50:35,331 - INFO - LRs are now: 7.46e-06
+2025-01-03 02:50:35,703 - INFO - LRs are now: 7.46e-06
+2025-01-03 02:50:36,000 - INFO - LRs are now: 7.46e-06
+2025-01-03 02:50:36,324 - INFO - LRs are now: 7.46e-06
+2025-01-03 02:50:36,552 - INFO - LRs are now: 7.46e-06
+2025-01-03 02:50:37,203 - INFO - LRs are now: 7.46e-06
+2025-01-03 02:50:37,552 - INFO - LRs are now: 7.46e-06
+2025-01-03 02:50:38,484 - INFO - LRs are now: 7.46e-06
+2025-01-03 02:50:38,834 - INFO - LRs are now: 7.46e-06
+2025-01-03 02:50:39,751 - INFO - LRs are now: 7.46e-06
+2025-01-03 02:50:40,150 - INFO - LRs are now: 7.46e-06
+2025-01-03 02:50:40,341 - INFO - LRs are now: 7.46e-06
+2025-01-03 02:50:40,662 - INFO - LRs are now: 7.46e-06
+2025-01-03 02:50:40,876 - INFO - LRs are now: 7.46e-06
+2025-01-03 02:50:41,920 - INFO - LRs are now: 7.46e-06
+2025-01-03 02:50:42,300 - INFO - LRs are now: 7.46e-06
+2025-01-03 02:50:42,513 - INFO - LRs are now: 7.45e-06
+2025-01-03 02:50:42,948 - INFO - LRs are now: 7.45e-06
+2025-01-03 02:50:43,276 - INFO - LRs are now: 7.45e-06
+2025-01-03 02:50:43,655 - INFO - LRs are now: 7.45e-06
+2025-01-03 02:50:43,868 - INFO - LRs are now: 7.45e-06
+2025-01-03 02:50:44,070 - INFO - LRs are now: 7.45e-06
+2025-01-03 02:50:44,314 - INFO - LRs are now: 7.45e-06
+2025-01-03 02:50:44,559 - INFO - LRs are now: 7.45e-06
+2025-01-03 02:50:44,883 - INFO - LRs are now: 7.45e-06
+2025-01-03 02:50:45,377 - INFO - LRs are now: 7.45e-06
+2025-01-03 02:50:45,769 - INFO - LRs are now: 7.45e-06
+2025-01-03 02:50:46,191 - INFO - LRs are now: 7.45e-06
+2025-01-03 02:50:46,497 - INFO - LRs are now: 7.45e-06
+2025-01-03 02:50:47,624 - INFO - LRs are now: 7.45e-06
+2025-01-03 02:50:48,213 - INFO - LRs are now: 7.45e-06
+2025-01-03 02:50:48,664 - INFO - LRs are now: 7.45e-06
+2025-01-03 02:50:48,915 - INFO - LRs are now: 7.45e-06
+2025-01-03 02:50:49,172 - INFO - LRs are now: 7.45e-06
+2025-01-03 02:50:49,398 - INFO - LRs are now: 7.45e-06
+2025-01-03 02:50:49,635 - INFO - LRs are now: 7.45e-06
+2025-01-03 02:50:50,733 - INFO - LRs are now: 7.45e-06
+2025-01-03 02:50:51,153 - INFO - LRs are now: 7.45e-06
+2025-01-03 02:50:51,341 - INFO - LRs are now: 7.45e-06
+2025-01-03 02:50:51,621 - INFO - LRs are now: 7.45e-06
+2025-01-03 02:50:52,023 - INFO - LRs are now: 7.45e-06
+2025-01-03 02:50:52,316 - INFO - LRs are now: 7.45e-06
+2025-01-03 02:50:52,566 - INFO - LRs are now: 7.45e-06
+2025-01-03 02:50:53,045 - INFO - LRs are now: 7.45e-06
+2025-01-03 02:50:53,396 - INFO - LRs are now: 7.45e-06
+2025-01-03 02:50:53,742 - INFO - LRs are now: 7.45e-06
+2025-01-03 02:50:54,012 - INFO - LRs are now: 7.45e-06
+2025-01-03 02:50:54,380 - INFO - LRs are now: 7.44e-06
+2025-01-03 02:50:54,857 - INFO - LRs are now: 7.44e-06
+2025-01-03 02:50:55,715 - INFO - LRs are now: 7.44e-06
+2025-01-03 02:50:56,338 - INFO - LRs are now: 7.44e-06
+2025-01-03 02:50:56,637 - INFO - LRs are now: 7.44e-06
+2025-01-03 02:50:57,543 - INFO - LRs are now: 7.44e-06
+2025-01-03 02:50:57,964 - INFO - LRs are now: 7.44e-06
+2025-01-03 02:50:58,256 - INFO - LRs are now: 7.44e-06
+2025-01-03 02:50:59,136 - INFO - LRs are now: 7.44e-06
+2025-01-03 02:50:59,838 - INFO - LRs are now: 7.44e-06
+2025-01-03 02:51:00,123 - INFO - LRs are now: 7.44e-06
+2025-01-03 02:51:00,491 - INFO - LRs are now: 7.44e-06
+2025-01-03 02:51:00,778 - INFO - LRs are now: 7.44e-06
+2025-01-03 02:51:01,200 - INFO - LRs are now: 7.44e-06
+2025-01-03 02:51:01,846 - INFO - LRs are now: 7.44e-06
+2025-01-03 02:51:02,369 - INFO - LRs are now: 7.44e-06
+2025-01-03 02:51:02,627 - INFO - LRs are now: 7.44e-06
+2025-01-03 02:51:03,851 - INFO - LRs are now: 7.44e-06
+2025-01-03 02:51:04,254 - INFO - LRs are now: 7.44e-06
+2025-01-03 02:51:04,517 - INFO - LRs are now: 7.44e-06
+2025-01-03 02:51:04,791 - INFO - LRs are now: 7.44e-06
+2025-01-03 02:51:05,231 - INFO - LRs are now: 7.44e-06
+2025-01-03 02:51:05,589 - INFO - LRs are now: 7.44e-06
+2025-01-03 02:51:06,072 - INFO - LRs are now: 7.44e-06
+2025-01-03 02:51:06,335 - INFO - LRs are now: 7.44e-06
+2025-01-03 02:51:06,802 - INFO - LRs are now: 7.44e-06
+2025-01-03 02:51:07,072 - INFO - LRs are now: 7.44e-06
+2025-01-03 02:51:07,564 - INFO - LRs are now: 7.44e-06
+2025-01-03 02:51:07,856 - INFO - LRs are now: 7.44e-06
+2025-01-03 02:51:08,130 - INFO - LRs are now: 7.44e-06
+2025-01-03 02:51:08,605 - INFO - LRs are now: 7.44e-06
+2025-01-03 02:51:08,857 - INFO - LRs are now: 7.43e-06
+2025-01-03 02:51:09,198 - INFO - LRs are now: 7.43e-06
+2025-01-03 02:51:09,639 - INFO - LRs are now: 7.43e-06
+2025-01-03 02:51:09,884 - INFO - LRs are now: 7.43e-06
+2025-01-03 02:51:10,090 - INFO - LRs are now: 7.43e-06
+2025-01-03 02:51:10,404 - INFO - LRs are now: 7.43e-06
+2025-01-03 02:51:10,860 - INFO - LRs are now: 7.43e-06
+2025-01-03 02:51:11,128 - INFO - LRs are now: 7.43e-06
+2025-01-03 02:51:11,402 - INFO - LRs are now: 7.43e-06
+2025-01-03 02:51:12,016 - INFO - LRs are now: 7.43e-06
+2025-01-03 02:51:12,687 - INFO - LRs are now: 7.43e-06
+2025-01-03 02:51:12,971 - INFO - LRs are now: 7.43e-06
+2025-01-03 02:51:13,183 - INFO - LRs are now: 7.43e-06
+2025-01-03 02:51:13,457 - INFO - LRs are now: 7.43e-06
+2025-01-03 02:51:14,180 - INFO - LRs are now: 7.43e-06
+2025-01-03 02:51:14,460 - INFO - LRs are now: 7.43e-06
+2025-01-03 02:51:14,711 - INFO - LRs are now: 7.43e-06
+2025-01-03 02:51:14,925 - INFO - LRs are now: 7.43e-06
+2025-01-03 02:51:15,100 - INFO - LRs are now: 7.43e-06
+2025-01-03 02:51:16,061 - INFO - LRs are now: 7.43e-06
+2025-01-03 02:51:16,507 - INFO - LRs are now: 7.43e-06
+2025-01-03 02:51:16,855 - INFO - LRs are now: 7.43e-06
+2025-01-03 02:51:17,971 - INFO - LRs are now: 7.43e-06
+2025-01-03 02:51:18,374 - INFO - LRs are now: 7.43e-06
+2025-01-03 02:51:18,687 - INFO - LRs are now: 7.43e-06
+2025-01-03 02:51:18,911 - INFO - LRs are now: 7.43e-06
+2025-01-03 02:51:19,200 - INFO - LRs are now: 7.43e-06
+2025-01-03 02:51:19,691 - INFO - LRs are now: 7.43e-06
+2025-01-03 02:51:19,956 - INFO - LRs are now: 7.43e-06
+2025-01-03 02:51:20,197 - INFO - LRs are now: 7.43e-06
+2025-01-03 02:51:21,482 - INFO - LRs are now: 7.43e-06
+2025-01-03 02:51:21,958 - INFO - LRs are now: 7.42e-06
+2025-01-03 02:51:22,285 - INFO - LRs are now: 7.42e-06
+2025-01-03 02:51:22,540 - INFO - LRs are now: 7.42e-06
+2025-01-03 02:51:22,883 - INFO - LRs are now: 7.42e-06
+2025-01-03 02:51:23,128 - INFO - LRs are now: 7.42e-06
+2025-01-03 02:51:23,482 - INFO - LRs are now: 7.42e-06
+2025-01-03 02:51:24,299 - INFO - LRs are now: 7.42e-06
+2025-01-03 02:51:24,558 - INFO - LRs are now: 7.42e-06
+2025-01-03 02:51:24,864 - INFO - LRs are now: 7.42e-06
+2025-01-03 02:51:25,492 - INFO - LRs are now: 7.42e-06
+2025-01-03 02:51:25,904 - INFO - LRs are now: 7.42e-06
+2025-01-03 02:51:26,565 - INFO - LRs are now: 7.42e-06
+2025-01-03 02:51:27,187 - INFO - LRs are now: 7.42e-06
+2025-01-03 02:51:27,562 - INFO - LRs are now: 7.42e-06
+2025-01-03 02:51:27,809 - INFO - LRs are now: 7.42e-06
+2025-01-03 02:51:28,039 - INFO - LRs are now: 7.42e-06
+2025-01-03 02:51:28,304 - INFO - LRs are now: 7.42e-06
+2025-01-03 02:51:29,646 - INFO - LRs are now: 7.42e-06
+2025-01-03 02:51:30,152 - INFO - LRs are now: 7.42e-06
+2025-01-03 02:51:30,791 - INFO - LRs are now: 7.42e-06
+2025-01-03 02:51:31,378 - INFO - LRs are now: 7.42e-06
+2025-01-03 02:51:31,637 - INFO - LRs are now: 7.42e-06
+2025-01-03 02:51:31,919 - INFO - LRs are now: 7.42e-06
+2025-01-03 02:51:32,174 - INFO - LRs are now: 7.42e-06
+2025-01-03 02:51:32,488 - INFO - LRs are now: 7.42e-06
+2025-01-03 02:51:33,460 - INFO - LRs are now: 7.42e-06
+2025-01-03 02:51:33,806 - INFO - LRs are now: 7.42e-06
+2025-01-03 02:51:34,006 - INFO - LRs are now: 7.42e-06
+2025-01-03 02:51:34,303 - INFO - LRs are now: 7.42e-06
+2025-01-03 02:51:34,659 - INFO - LRs are now: 7.42e-06
+2025-01-03 02:51:35,076 - INFO - LRs are now: 7.42e-06
+2025-01-03 02:51:35,654 - INFO - LRs are now: 7.42e-06
+2025-01-03 02:51:35,940 - INFO - LRs are now: 7.41e-06
+2025-01-03 02:51:36,190 - INFO - LRs are now: 7.41e-06
+2025-01-03 02:51:36,851 - INFO - LRs are now: 7.41e-06
+2025-01-03 02:51:37,282 - INFO - LRs are now: 7.41e-06
+2025-01-03 02:51:38,491 - INFO - LRs are now: 7.41e-06
+2025-01-03 02:51:39,389 - INFO - LRs are now: 7.41e-06
+2025-01-03 02:51:39,905 - INFO - LRs are now: 7.41e-06
+2025-01-03 02:51:41,398 - INFO - LRs are now: 7.41e-06
+2025-01-03 02:51:42,167 - INFO - LRs are now: 7.41e-06
+2025-01-03 02:51:42,901 - INFO - LRs are now: 7.41e-06
+2025-01-03 02:51:43,249 - INFO - LRs are now: 7.41e-06
+2025-01-03 02:51:44,300 - INFO - LRs are now: 7.41e-06
+2025-01-03 02:51:44,714 - INFO - LRs are now: 7.41e-06
+2025-01-03 02:51:44,981 - INFO - LRs are now: 7.41e-06
+2025-01-03 02:51:45,251 - INFO - LRs are now: 7.41e-06
+2025-01-03 02:51:45,886 - INFO - LRs are now: 7.41e-06
+2025-01-03 02:51:46,501 - INFO - LRs are now: 7.41e-06
+2025-01-03 02:51:46,770 - INFO - LRs are now: 7.41e-06
+2025-01-03 02:51:47,548 - INFO - LRs are now: 7.41e-06
+2025-01-03 02:51:47,844 - INFO - LRs are now: 7.41e-06
+2025-01-03 02:51:48,126 - INFO - LRs are now: 7.41e-06
+2025-01-03 02:51:48,536 - INFO - LRs are now: 7.41e-06
+2025-01-03 02:51:48,944 - INFO - LRs are now: 7.41e-06
+2025-01-03 02:51:49,204 - INFO - LRs are now: 7.41e-06
+2025-01-03 02:51:49,443 - INFO - LRs are now: 7.41e-06
+2025-01-03 02:51:49,806 - INFO - LRs are now: 7.41e-06
+2025-01-03 02:51:50,147 - INFO - LRs are now: 7.41e-06
+2025-01-03 02:51:51,217 - INFO - LRs are now: 7.41e-06
+2025-01-03 02:51:51,640 - INFO - LRs are now: 7.41e-06
+2025-01-03 02:51:52,203 - INFO - LRs are now: 7.41e-06
+2025-01-03 02:51:52,871 - INFO - LRs are now: 7.41e-06
+2025-01-03 02:51:53,164 - INFO - LRs are now: 7.40e-06
+2025-01-03 02:51:54,784 - INFO - LRs are now: 7.40e-06
+2025-01-03 02:51:55,427 - INFO - LRs are now: 7.40e-06
+2025-01-03 02:51:55,774 - INFO - LRs are now: 7.40e-06
+2025-01-03 02:51:57,148 - INFO - LRs are now: 7.40e-06
+2025-01-03 02:51:57,596 - INFO - LRs are now: 7.40e-06
+2025-01-03 02:51:57,811 - INFO - LRs are now: 7.40e-06
+2025-01-03 02:51:59,118 - INFO - LRs are now: 7.40e-06
+2025-01-03 02:51:59,650 - INFO - LRs are now: 7.40e-06
+2025-01-03 02:52:00,772 - INFO - LRs are now: 7.40e-06
+2025-01-03 02:52:01,529 - INFO - LRs are now: 7.40e-06
+2025-01-03 02:52:01,863 - INFO - LRs are now: 7.40e-06
+2025-01-03 02:52:02,820 - INFO - LRs are now: 7.40e-06
+2025-01-03 02:52:03,383 - INFO - LRs are now: 7.40e-06
+2025-01-03 02:52:03,625 - INFO - LRs are now: 7.40e-06
+2025-01-03 02:52:03,799 - INFO - LRs are now: 7.40e-06
+2025-01-03 02:52:04,004 - INFO - LRs are now: 7.40e-06
+2025-01-03 02:52:04,691 - INFO - LRs are now: 7.40e-06
+2025-01-03 02:52:05,066 - INFO - LRs are now: 7.40e-06
+2025-01-03 02:52:05,238 - INFO - LRs are now: 7.40e-06
+2025-01-03 02:52:05,406 - INFO - LRs are now: 7.40e-06
+2025-01-03 02:52:05,582 - INFO - LRs are now: 7.40e-06
+2025-01-03 02:52:05,866 - INFO - LRs are now: 7.40e-06
+2025-01-03 02:52:06,197 - INFO - LRs are now: 7.40e-06
+2025-01-03 02:52:06,567 - INFO - LRs are now: 7.40e-06
+2025-01-03 02:52:06,851 - INFO - LRs are now: 7.40e-06
+2025-01-03 02:52:07,193 - INFO - LRs are now: 7.40e-06
+2025-01-03 02:52:07,538 - INFO - LRs are now: 7.40e-06
+2025-01-03 02:52:07,771 - INFO - LRs are now: 7.40e-06
+2025-01-03 02:52:08,939 - INFO - LRs are now: 7.40e-06
+2025-01-03 02:52:09,496 - INFO - LRs are now: 7.40e-06
+2025-01-03 02:52:09,889 - INFO - LRs are now: 7.40e-06
+2025-01-03 02:52:11,164 - INFO - LRs are now: 7.39e-06
+2025-01-03 02:52:11,585 - INFO - LRs are now: 7.39e-06
+2025-01-03 02:52:11,934 - INFO - LRs are now: 7.39e-06
+2025-01-03 02:52:12,589 - INFO - LRs are now: 7.39e-06
+2025-01-03 02:52:12,913 - INFO - LRs are now: 7.39e-06
+2025-01-03 02:52:13,516 - INFO - LRs are now: 7.39e-06
+2025-01-03 02:52:14,118 - INFO - LRs are now: 7.39e-06
+2025-01-03 02:52:15,541 - INFO - LRs are now: 7.39e-06
+2025-01-03 02:52:16,007 - INFO - LRs are now: 7.39e-06
+2025-01-03 02:52:16,610 - INFO - LRs are now: 7.39e-06
+2025-01-03 02:52:16,976 - INFO - LRs are now: 7.39e-06
+2025-01-03 02:52:17,200 - INFO - LRs are now: 7.39e-06
+2025-01-03 02:52:17,776 - INFO - LRs are now: 7.39e-06
+2025-01-03 02:52:18,136 - INFO - LRs are now: 7.39e-06
+2025-01-03 02:52:18,339 - INFO - LRs are now: 7.39e-06
+2025-01-03 02:52:18,921 - INFO - LRs are now: 7.39e-06
+2025-01-03 02:52:19,351 - INFO - LRs are now: 7.39e-06
+2025-01-03 02:52:19,720 - INFO - LRs are now: 7.39e-06
+2025-01-03 02:52:19,981 - INFO - LRs are now: 7.39e-06
+2025-01-03 02:52:20,208 - INFO - LRs are now: 7.39e-06
+2025-01-03 02:52:20,741 - INFO - LRs are now: 7.39e-06
+2025-01-03 02:52:21,209 - INFO - LRs are now: 7.39e-06
+2025-01-03 02:52:21,490 - INFO - LRs are now: 7.39e-06
+2025-01-03 02:52:21,909 - INFO - LRs are now: 7.39e-06
+2025-01-03 02:52:22,823 - INFO - LRs are now: 7.39e-06
+2025-01-03 02:52:23,345 - INFO - LRs are now: 7.39e-06
+2025-01-03 02:52:23,664 - INFO - LRs are now: 7.39e-06
+2025-01-03 02:52:23,960 - INFO - LRs are now: 7.39e-06
+2025-01-03 02:52:24,200 - INFO - LRs are now: 7.39e-06
+2025-01-03 02:52:24,821 - INFO - LRs are now: 7.39e-06
+2025-01-03 02:52:25,590 - INFO - LRs are now: 7.39e-06
+2025-01-03 02:52:26,205 - INFO - LRs are now: 7.38e-06
+2025-01-03 02:52:26,453 - INFO - LRs are now: 7.38e-06
+2025-01-03 02:52:27,709 - INFO - LRs are now: 7.38e-06
+2025-01-03 02:52:28,093 - INFO - LRs are now: 7.38e-06
+2025-01-03 02:52:28,354 - INFO - LRs are now: 7.38e-06
+2025-01-03 02:52:28,579 - INFO - LRs are now: 7.38e-06
+2025-01-03 02:52:28,833 - INFO - LRs are now: 7.38e-06
+2025-01-03 02:52:29,097 - INFO - LRs are now: 7.38e-06
+2025-01-03 02:52:29,606 - INFO - LRs are now: 7.38e-06
+2025-01-03 02:52:29,681 - INFO - Training epoch 47 finished. (Took 2.0 mins.)
+2025-01-03 02:52:29,683 - INFO - loss_train: 167.8
+2025-01-03 02:52:29,685 - INFO - heads-fscore_train: 85.37%
+2025-01-03 02:52:29,687 - INFO - labels-fscore_train: 89.26%
+2025-01-03 02:52:29,689 - INFO - aggregate_train: 76.20%
+2025-01-03 02:52:34,713 - INFO - Validation epoch 47 finished. (Took 0.1 mins.)
+2025-01-03 02:52:34,714 - INFO - loss_valid: 16.92
+2025-01-03 02:52:34,715 - INFO - heads-fscore_valid: 80.78%
+2025-01-03 02:52:34,716 - INFO - labels-fscore_valid: 86.50%
+2025-01-03 02:52:34,717 - INFO - aggregate_valid: 69.88%
+2025-01-03 02:52:36,015 - INFO - LRs are now: 7.38e-06
+2025-01-03 02:52:36,746 - INFO - LRs are now: 7.38e-06
+2025-01-03 02:52:37,023 - INFO - LRs are now: 7.38e-06
+2025-01-03 02:52:37,289 - INFO - LRs are now: 7.38e-06
+2025-01-03 02:52:37,822 - INFO - LRs are now: 7.38e-06
+2025-01-03 02:52:38,108 - INFO - LRs are now: 7.38e-06
+2025-01-03 02:52:38,373 - INFO - LRs are now: 7.38e-06
+2025-01-03 02:52:38,662 - INFO - LRs are now: 7.38e-06
+2025-01-03 02:52:38,856 - INFO - LRs are now: 7.38e-06
+2025-01-03 02:52:39,173 - INFO - LRs are now: 7.38e-06
+2025-01-03 02:52:39,389 - INFO - LRs are now: 7.38e-06
+2025-01-03 02:52:39,758 - INFO - LRs are now: 7.38e-06
+2025-01-03 02:52:40,009 - INFO - LRs are now: 7.38e-06
+2025-01-03 02:52:40,337 - INFO - LRs are now: 7.38e-06
+2025-01-03 02:52:40,803 - INFO - LRs are now: 7.38e-06
+2025-01-03 02:52:41,085 - INFO - LRs are now: 7.38e-06
+2025-01-03 02:52:41,376 - INFO - LRs are now: 7.38e-06
+2025-01-03 02:52:42,291 - INFO - LRs are now: 7.38e-06
+2025-01-03 02:52:43,507 - INFO - LRs are now: 7.38e-06
+2025-01-03 02:52:43,897 - INFO - LRs are now: 7.38e-06
+2025-01-03 02:52:44,973 - INFO - LRs are now: 7.38e-06
+2025-01-03 02:52:45,321 - INFO - LRs are now: 7.38e-06
+2025-01-03 02:52:45,559 - INFO - LRs are now: 7.38e-06
+2025-01-03 02:52:45,781 - INFO - LRs are now: 7.37e-06
+2025-01-03 02:52:46,624 - INFO - LRs are now: 7.37e-06
+2025-01-03 02:52:47,852 - INFO - LRs are now: 7.37e-06
+2025-01-03 02:52:48,389 - INFO - LRs are now: 7.37e-06
+2025-01-03 02:52:48,654 - INFO - LRs are now: 7.37e-06
+2025-01-03 02:52:48,890 - INFO - LRs are now: 7.37e-06
+2025-01-03 02:52:49,189 - INFO - LRs are now: 7.37e-06
+2025-01-03 02:52:49,420 - INFO - LRs are now: 7.37e-06
+2025-01-03 02:52:50,282 - INFO - LRs are now: 7.37e-06
+2025-01-03 02:52:51,599 - INFO - LRs are now: 7.37e-06
+2025-01-03 02:52:52,462 - INFO - LRs are now: 7.37e-06
+2025-01-03 02:52:53,238 - INFO - LRs are now: 7.37e-06
+2025-01-03 02:52:54,123 - INFO - LRs are now: 7.37e-06
+2025-01-03 02:52:54,550 - INFO - LRs are now: 7.37e-06
+2025-01-03 02:52:54,891 - INFO - LRs are now: 7.37e-06
+2025-01-03 02:52:55,546 - INFO - LRs are now: 7.37e-06
+2025-01-03 02:52:55,857 - INFO - LRs are now: 7.37e-06
+2025-01-03 02:52:56,123 - INFO - LRs are now: 7.37e-06
+2025-01-03 02:52:56,370 - INFO - LRs are now: 7.37e-06
+2025-01-03 02:52:56,582 - INFO - LRs are now: 7.37e-06
+2025-01-03 02:52:56,872 - INFO - LRs are now: 7.37e-06
+2025-01-03 02:52:57,352 - INFO - LRs are now: 7.37e-06
+2025-01-03 02:52:57,716 - INFO - LRs are now: 7.37e-06
+2025-01-03 02:52:57,914 - INFO - LRs are now: 7.37e-06
+2025-01-03 02:52:58,941 - INFO - LRs are now: 7.37e-06
+2025-01-03 02:52:59,361 - INFO - LRs are now: 7.37e-06
+2025-01-03 02:52:59,880 - INFO - LRs are now: 7.37e-06
+2025-01-03 02:53:00,514 - INFO - LRs are now: 7.37e-06
+2025-01-03 02:53:01,273 - INFO - LRs are now: 7.37e-06
+2025-01-03 02:53:02,514 - INFO - LRs are now: 7.37e-06
+2025-01-03 02:53:03,050 - INFO - LRs are now: 7.37e-06
+2025-01-03 02:53:03,396 - INFO - LRs are now: 7.37e-06
+2025-01-03 02:53:04,521 - INFO - LRs are now: 7.36e-06
+2025-01-03 02:53:05,374 - INFO - LRs are now: 7.36e-06
+2025-01-03 02:53:05,779 - INFO - LRs are now: 7.36e-06
+2025-01-03 02:53:06,168 - INFO - LRs are now: 7.36e-06
+2025-01-03 02:53:06,481 - INFO - LRs are now: 7.36e-06
+2025-01-03 02:53:06,785 - INFO - LRs are now: 7.36e-06
+2025-01-03 02:53:07,550 - INFO - LRs are now: 7.36e-06
+2025-01-03 02:53:08,033 - INFO - LRs are now: 7.36e-06
+2025-01-03 02:53:08,236 - INFO - LRs are now: 7.36e-06
+2025-01-03 02:53:09,186 - INFO - LRs are now: 7.36e-06
+2025-01-03 02:53:09,535 - INFO - LRs are now: 7.36e-06
+2025-01-03 02:53:09,818 - INFO - LRs are now: 7.36e-06
+2025-01-03 02:53:10,247 - INFO - LRs are now: 7.36e-06
+2025-01-03 02:53:10,594 - INFO - LRs are now: 7.36e-06
+2025-01-03 02:53:11,014 - INFO - LRs are now: 7.36e-06
+2025-01-03 02:53:11,464 - INFO - LRs are now: 7.36e-06
+2025-01-03 02:53:11,775 - INFO - LRs are now: 7.36e-06
+2025-01-03 02:53:11,990 - INFO - LRs are now: 7.36e-06
+2025-01-03 02:53:12,899 - INFO - LRs are now: 7.36e-06
+2025-01-03 02:53:13,287 - INFO - LRs are now: 7.36e-06
+2025-01-03 02:53:13,745 - INFO - LRs are now: 7.36e-06
+2025-01-03 02:53:14,044 - INFO - LRs are now: 7.36e-06
+2025-01-03 02:53:14,256 - INFO - LRs are now: 7.36e-06
+2025-01-03 02:53:14,843 - INFO - LRs are now: 7.36e-06
+2025-01-03 02:53:15,526 - INFO - LRs are now: 7.36e-06
+2025-01-03 02:53:16,235 - INFO - LRs are now: 7.36e-06
+2025-01-03 02:53:16,516 - INFO - LRs are now: 7.36e-06
+2025-01-03 02:53:17,606 - INFO - LRs are now: 7.36e-06
+2025-01-03 02:53:18,061 - INFO - LRs are now: 7.36e-06
+2025-01-03 02:53:18,515 - INFO - LRs are now: 7.36e-06
+2025-01-03 02:53:18,854 - INFO - LRs are now: 7.36e-06
+2025-01-03 02:53:19,259 - INFO - LRs are now: 7.36e-06
+2025-01-03 02:53:20,106 - INFO - LRs are now: 7.35e-06
+2025-01-03 02:53:21,315 - INFO - LRs are now: 7.35e-06
+2025-01-03 02:53:22,328 - INFO - LRs are now: 7.35e-06
+2025-01-03 02:53:23,234 - INFO - LRs are now: 7.35e-06
+2025-01-03 02:53:23,616 - INFO - LRs are now: 7.35e-06
+2025-01-03 02:53:23,911 - INFO - LRs are now: 7.35e-06
+2025-01-03 02:53:24,140 - INFO - LRs are now: 7.35e-06
+2025-01-03 02:53:24,930 - INFO - LRs are now: 7.35e-06
+2025-01-03 02:53:25,299 - INFO - LRs are now: 7.35e-06
+2025-01-03 02:53:25,934 - INFO - LRs are now: 7.35e-06
+2025-01-03 02:53:26,302 - INFO - LRs are now: 7.35e-06
+2025-01-03 02:53:26,582 - INFO - LRs are now: 7.35e-06
+2025-01-03 02:53:26,962 - INFO - LRs are now: 7.35e-06
+2025-01-03 02:53:27,233 - INFO - LRs are now: 7.35e-06
+2025-01-03 02:53:28,448 - INFO - LRs are now: 7.35e-06
+2025-01-03 02:53:28,847 - INFO - LRs are now: 7.35e-06
+2025-01-03 02:53:29,083 - INFO - LRs are now: 7.35e-06
+2025-01-03 02:53:29,389 - INFO - LRs are now: 7.35e-06
+2025-01-03 02:53:29,861 - INFO - LRs are now: 7.35e-06
+2025-01-03 02:53:30,204 - INFO - LRs are now: 7.35e-06
+2025-01-03 02:53:30,493 - INFO - LRs are now: 7.35e-06
+2025-01-03 02:53:30,900 - INFO - LRs are now: 7.35e-06
+2025-01-03 02:53:31,524 - INFO - LRs are now: 7.35e-06
+2025-01-03 02:53:32,553 - INFO - LRs are now: 7.35e-06
+2025-01-03 02:53:32,997 - INFO - LRs are now: 7.35e-06
+2025-01-03 02:53:33,204 - INFO - LRs are now: 7.35e-06
+2025-01-03 02:53:33,391 - INFO - LRs are now: 7.35e-06
+2025-01-03 02:53:33,641 - INFO - LRs are now: 7.35e-06
+2025-01-03 02:53:33,846 - INFO - LRs are now: 7.35e-06
+2025-01-03 02:53:34,172 - INFO - LRs are now: 7.35e-06
+2025-01-03 02:53:34,408 - INFO - LRs are now: 7.35e-06
+2025-01-03 02:53:34,593 - INFO - LRs are now: 7.35e-06
+2025-01-03 02:53:34,980 - INFO - LRs are now: 7.35e-06
+2025-01-03 02:53:35,261 - INFO - LRs are now: 7.34e-06
+2025-01-03 02:53:36,421 - INFO - LRs are now: 7.34e-06
+2025-01-03 02:53:36,890 - INFO - LRs are now: 7.34e-06
+2025-01-03 02:53:37,249 - INFO - LRs are now: 7.34e-06
+2025-01-03 02:53:37,991 - INFO - LRs are now: 7.34e-06
+2025-01-03 02:53:38,454 - INFO - LRs are now: 7.34e-06
+2025-01-03 02:53:38,972 - INFO - LRs are now: 7.34e-06
+2025-01-03 02:53:39,294 - INFO - LRs are now: 7.34e-06
+2025-01-03 02:53:39,590 - INFO - LRs are now: 7.34e-06
+2025-01-03 02:53:39,847 - INFO - LRs are now: 7.34e-06
+2025-01-03 02:53:40,363 - INFO - LRs are now: 7.34e-06
+2025-01-03 02:53:40,623 - INFO - LRs are now: 7.34e-06
+2025-01-03 02:53:40,981 - INFO - LRs are now: 7.34e-06
+2025-01-03 02:53:41,417 - INFO - LRs are now: 7.34e-06
+2025-01-03 02:53:42,067 - INFO - LRs are now: 7.34e-06
+2025-01-03 02:53:42,334 - INFO - LRs are now: 7.34e-06
+2025-01-03 02:53:42,915 - INFO - LRs are now: 7.34e-06
+2025-01-03 02:53:43,627 - INFO - LRs are now: 7.34e-06
+2025-01-03 02:53:44,148 - INFO - LRs are now: 7.34e-06
+2025-01-03 02:53:44,388 - INFO - LRs are now: 7.34e-06
+2025-01-03 02:53:44,623 - INFO - LRs are now: 7.34e-06
+2025-01-03 02:53:45,054 - INFO - LRs are now: 7.34e-06
+2025-01-03 02:53:45,317 - INFO - LRs are now: 7.34e-06
+2025-01-03 02:53:45,739 - INFO - LRs are now: 7.34e-06
+2025-01-03 02:53:46,121 - INFO - LRs are now: 7.34e-06
+2025-01-03 02:53:46,482 - INFO - LRs are now: 7.34e-06
+2025-01-03 02:53:46,807 - INFO - LRs are now: 7.34e-06
+2025-01-03 02:53:47,062 - INFO - LRs are now: 7.34e-06
+2025-01-03 02:53:47,430 - INFO - LRs are now: 7.34e-06
+2025-01-03 02:53:47,761 - INFO - LRs are now: 7.34e-06
+2025-01-03 02:53:48,206 - INFO - LRs are now: 7.34e-06
+2025-01-03 02:53:49,234 - INFO - LRs are now: 7.34e-06
+2025-01-03 02:53:49,791 - INFO - LRs are now: 7.33e-06
+2025-01-03 02:53:50,030 - INFO - LRs are now: 7.33e-06
+2025-01-03 02:53:50,285 - INFO - LRs are now: 7.33e-06
+2025-01-03 02:53:50,872 - INFO - LRs are now: 7.33e-06
+2025-01-03 02:53:52,072 - INFO - LRs are now: 7.33e-06
+2025-01-03 02:53:52,473 - INFO - LRs are now: 7.33e-06
+2025-01-03 02:53:52,872 - INFO - LRs are now: 7.33e-06
+2025-01-03 02:53:53,118 - INFO - LRs are now: 7.33e-06
+2025-01-03 02:53:53,515 - INFO - LRs are now: 7.33e-06
+2025-01-03 02:53:53,751 - INFO - LRs are now: 7.33e-06
+2025-01-03 02:53:54,115 - INFO - LRs are now: 7.33e-06
+2025-01-03 02:53:54,462 - INFO - LRs are now: 7.33e-06
+2025-01-03 02:53:54,705 - INFO - LRs are now: 7.33e-06
+2025-01-03 02:53:54,969 - INFO - LRs are now: 7.33e-06
+2025-01-03 02:53:56,081 - INFO - LRs are now: 7.33e-06
+2025-01-03 02:53:56,470 - INFO - LRs are now: 7.33e-06
+2025-01-03 02:53:56,724 - INFO - LRs are now: 7.33e-06
+2025-01-03 02:53:56,919 - INFO - LRs are now: 7.33e-06
+2025-01-03 02:53:58,018 - INFO - LRs are now: 7.33e-06
+2025-01-03 02:53:58,597 - INFO - LRs are now: 7.33e-06
+2025-01-03 02:53:58,848 - INFO - LRs are now: 7.33e-06
+2025-01-03 02:53:59,519 - INFO - LRs are now: 7.33e-06
+2025-01-03 02:54:00,016 - INFO - LRs are now: 7.33e-06
+2025-01-03 02:54:00,422 - INFO - LRs are now: 7.33e-06
+2025-01-03 02:54:01,012 - INFO - LRs are now: 7.33e-06
+2025-01-03 02:54:01,371 - INFO - LRs are now: 7.33e-06
+2025-01-03 02:54:01,703 - INFO - LRs are now: 7.33e-06
+2025-01-03 02:54:01,976 - INFO - LRs are now: 7.33e-06
+2025-01-03 02:54:02,229 - INFO - LRs are now: 7.33e-06
+2025-01-03 02:54:02,647 - INFO - LRs are now: 7.33e-06
+2025-01-03 02:54:03,120 - INFO - LRs are now: 7.33e-06
+2025-01-03 02:54:03,682 - INFO - LRs are now: 7.33e-06
+2025-01-03 02:54:04,052 - INFO - LRs are now: 7.32e-06
+2025-01-03 02:54:04,307 - INFO - LRs are now: 7.32e-06
+2025-01-03 02:54:04,727 - INFO - LRs are now: 7.32e-06
+2025-01-03 02:54:05,308 - INFO - LRs are now: 7.32e-06
+2025-01-03 02:54:05,597 - INFO - LRs are now: 7.32e-06
+2025-01-03 02:54:05,852 - INFO - LRs are now: 7.32e-06
+2025-01-03 02:54:06,101 - INFO - LRs are now: 7.32e-06
+2025-01-03 02:54:07,212 - INFO - LRs are now: 7.32e-06
+2025-01-03 02:54:07,668 - INFO - LRs are now: 7.32e-06
+2025-01-03 02:54:07,883 - INFO - LRs are now: 7.32e-06
+2025-01-03 02:54:08,113 - INFO - LRs are now: 7.32e-06
+2025-01-03 02:54:08,701 - INFO - LRs are now: 7.32e-06
+2025-01-03 02:54:08,966 - INFO - LRs are now: 7.32e-06
+2025-01-03 02:54:09,196 - INFO - LRs are now: 7.32e-06
+2025-01-03 02:54:09,725 - INFO - LRs are now: 7.32e-06
+2025-01-03 02:54:09,976 - INFO - LRs are now: 7.32e-06
+2025-01-03 02:54:10,475 - INFO - LRs are now: 7.32e-06
+2025-01-03 02:54:11,012 - INFO - LRs are now: 7.32e-06
+2025-01-03 02:54:11,304 - INFO - LRs are now: 7.32e-06
+2025-01-03 02:54:12,330 - INFO - LRs are now: 7.32e-06
+2025-01-03 02:54:13,261 - INFO - LRs are now: 7.32e-06
+2025-01-03 02:54:14,308 - INFO - LRs are now: 7.32e-06
+2025-01-03 02:54:14,709 - INFO - LRs are now: 7.32e-06
+2025-01-03 02:54:14,881 - INFO - LRs are now: 7.32e-06
+2025-01-03 02:54:15,377 - INFO - LRs are now: 7.32e-06
+2025-01-03 02:54:15,608 - INFO - LRs are now: 7.32e-06
+2025-01-03 02:54:15,986 - INFO - LRs are now: 7.32e-06
+2025-01-03 02:54:17,244 - INFO - LRs are now: 7.32e-06
+2025-01-03 02:54:17,680 - INFO - LRs are now: 7.32e-06
+2025-01-03 02:54:17,977 - INFO - LRs are now: 7.32e-06
+2025-01-03 02:54:18,302 - INFO - LRs are now: 7.32e-06
+2025-01-03 02:54:18,551 - INFO - LRs are now: 7.32e-06
+2025-01-03 02:54:18,982 - INFO - LRs are now: 7.32e-06
+2025-01-03 02:54:19,340 - INFO - LRs are now: 7.31e-06
+2025-01-03 02:54:19,587 - INFO - LRs are now: 7.31e-06
+2025-01-03 02:54:20,009 - INFO - LRs are now: 7.31e-06
+2025-01-03 02:54:20,265 - INFO - LRs are now: 7.31e-06
+2025-01-03 02:54:21,274 - INFO - LRs are now: 7.31e-06
+2025-01-03 02:54:21,641 - INFO - LRs are now: 7.31e-06
+2025-01-03 02:54:22,748 - INFO - LRs are now: 7.31e-06
+2025-01-03 02:54:23,191 - INFO - LRs are now: 7.31e-06
+2025-01-03 02:54:23,531 - INFO - LRs are now: 7.31e-06
+2025-01-03 02:54:24,617 - INFO - LRs are now: 7.31e-06
+2025-01-03 02:54:25,020 - INFO - LRs are now: 7.31e-06
+2025-01-03 02:54:25,253 - INFO - LRs are now: 7.31e-06
+2025-01-03 02:54:26,545 - INFO - LRs are now: 7.31e-06
+2025-01-03 02:54:27,236 - INFO - LRs are now: 7.31e-06
+2025-01-03 02:54:27,613 - INFO - LRs are now: 7.31e-06
+2025-01-03 02:54:27,921 - INFO - LRs are now: 7.31e-06
+2025-01-03 02:54:28,486 - INFO - LRs are now: 7.31e-06
+2025-01-03 02:54:28,835 - INFO - LRs are now: 7.31e-06
+2025-01-03 02:54:29,142 - INFO - LRs are now: 7.31e-06
+2025-01-03 02:54:29,511 - INFO - LRs are now: 7.31e-06
+2025-01-03 02:54:29,909 - INFO - LRs are now: 7.31e-06
+2025-01-03 02:54:30,359 - INFO - LRs are now: 7.31e-06
+2025-01-03 02:54:30,625 - INFO - LRs are now: 7.31e-06
+2025-01-03 02:54:31,315 - INFO - LRs are now: 7.31e-06
+2025-01-03 02:54:31,624 - INFO - LRs are now: 7.31e-06
+2025-01-03 02:54:32,221 - INFO - LRs are now: 7.31e-06
+2025-01-03 02:54:32,884 - INFO - LRs are now: 7.31e-06
+2025-01-03 02:54:33,216 - INFO - LRs are now: 7.31e-06
+2025-01-03 02:54:33,689 - INFO - LRs are now: 7.31e-06
+2025-01-03 02:54:34,070 - INFO - LRs are now: 7.31e-06
+2025-01-03 02:54:34,375 - INFO - LRs are now: 7.31e-06
+2025-01-03 02:54:34,588 - INFO - LRs are now: 7.31e-06
+2025-01-03 02:54:35,054 - INFO - LRs are now: 7.31e-06
+2025-01-03 02:54:35,107 - INFO - Training epoch 48 finished. (Took 2.0 mins.)
+2025-01-03 02:54:35,108 - INFO - loss_train: 169.5
+2025-01-03 02:54:35,110 - INFO - heads-fscore_train: 85.33%
+2025-01-03 02:54:35,111 - INFO - labels-fscore_train: 89.29%
+2025-01-03 02:54:35,113 - INFO - aggregate_train: 76.19%
+2025-01-03 02:54:39,513 - INFO - Validation epoch 48 finished. (Took 0.1 mins.)
+2025-01-03 02:54:39,513 - INFO - loss_valid: 16.63
+2025-01-03 02:54:39,515 - INFO - heads-fscore_valid: 80.55%
+2025-01-03 02:54:39,516 - INFO - labels-fscore_valid: 86.71%
+2025-01-03 02:54:39,517 - INFO - aggregate_valid: 69.84%
+2025-01-03 02:54:41,083 - INFO - LRs are now: 7.30e-06
+2025-01-03 02:54:41,694 - INFO - LRs are now: 7.30e-06
+2025-01-03 02:54:41,933 - INFO - LRs are now: 7.30e-06
+2025-01-03 02:54:42,217 - INFO - LRs are now: 7.30e-06
+2025-01-03 02:54:42,467 - INFO - LRs are now: 7.30e-06
+2025-01-03 02:54:42,864 - INFO - LRs are now: 7.30e-06
+2025-01-03 02:54:43,128 - INFO - LRs are now: 7.30e-06
+2025-01-03 02:54:43,505 - INFO - LRs are now: 7.30e-06
+2025-01-03 02:54:43,972 - INFO - LRs are now: 7.30e-06
+2025-01-03 02:54:44,197 - INFO - LRs are now: 7.30e-06
+2025-01-03 02:54:44,685 - INFO - LRs are now: 7.30e-06
+2025-01-03 02:54:45,334 - INFO - LRs are now: 7.30e-06
+2025-01-03 02:54:45,701 - INFO - LRs are now: 7.30e-06
+2025-01-03 02:54:46,071 - INFO - LRs are now: 7.30e-06
+2025-01-03 02:54:46,616 - INFO - LRs are now: 7.30e-06
+2025-01-03 02:54:47,211 - INFO - LRs are now: 7.30e-06
+2025-01-03 02:54:47,454 - INFO - LRs are now: 7.30e-06
+2025-01-03 02:54:47,839 - INFO - LRs are now: 7.30e-06
+2025-01-03 02:54:48,127 - INFO - LRs are now: 7.30e-06
+2025-01-03 02:54:48,422 - INFO - LRs are now: 7.30e-06
+2025-01-03 02:54:48,669 - INFO - LRs are now: 7.30e-06
+2025-01-03 02:54:48,873 - INFO - LRs are now: 7.30e-06
+2025-01-03 02:54:49,149 - INFO - LRs are now: 7.30e-06
+2025-01-03 02:54:49,584 - INFO - LRs are now: 7.30e-06
+2025-01-03 02:54:50,631 - INFO - LRs are now: 7.30e-06
+2025-01-03 02:54:51,015 - INFO - LRs are now: 7.30e-06
+2025-01-03 02:54:51,573 - INFO - LRs are now: 7.30e-06
+2025-01-03 02:54:52,628 - INFO - LRs are now: 7.30e-06
+2025-01-03 02:54:53,046 - INFO - LRs are now: 7.30e-06
+2025-01-03 02:54:53,320 - INFO - LRs are now: 7.30e-06
+2025-01-03 02:54:53,571 - INFO - LRs are now: 7.30e-06
+2025-01-03 02:54:53,891 - INFO - LRs are now: 7.30e-06
+2025-01-03 02:54:54,115 - INFO - LRs are now: 7.30e-06
+2025-01-03 02:54:54,485 - INFO - LRs are now: 7.29e-06
+2025-01-03 02:54:54,812 - INFO - LRs are now: 7.29e-06
+2025-01-03 02:54:55,033 - INFO - LRs are now: 7.29e-06
+2025-01-03 02:54:55,892 - INFO - LRs are now: 7.29e-06
+2025-01-03 02:54:56,211 - INFO - LRs are now: 7.29e-06
+2025-01-03 02:54:56,396 - INFO - LRs are now: 7.29e-06
+2025-01-03 02:54:56,609 - INFO - LRs are now: 7.29e-06
+2025-01-03 02:54:56,935 - INFO - LRs are now: 7.29e-06
+2025-01-03 02:54:57,165 - INFO - LRs are now: 7.29e-06
+2025-01-03 02:54:57,475 - INFO - LRs are now: 7.29e-06
+2025-01-03 02:54:57,695 - INFO - LRs are now: 7.29e-06
+2025-01-03 02:54:58,185 - INFO - LRs are now: 7.29e-06
+2025-01-03 02:54:58,445 - INFO - LRs are now: 7.29e-06
+2025-01-03 02:54:58,757 - INFO - LRs are now: 7.29e-06
+2025-01-03 02:54:59,056 - INFO - LRs are now: 7.29e-06
+2025-01-03 02:54:59,358 - INFO - LRs are now: 7.29e-06
+2025-01-03 02:54:59,739 - INFO - LRs are now: 7.29e-06
+2025-01-03 02:55:00,011 - INFO - LRs are now: 7.29e-06
+2025-01-03 02:55:00,332 - INFO - LRs are now: 7.29e-06
+2025-01-03 02:55:00,618 - INFO - LRs are now: 7.29e-06
+2025-01-03 02:55:01,676 - INFO - LRs are now: 7.29e-06
+2025-01-03 02:55:02,611 - INFO - LRs are now: 7.29e-06
+2025-01-03 02:55:02,975 - INFO - LRs are now: 7.29e-06
+2025-01-03 02:55:03,478 - INFO - LRs are now: 7.29e-06
+2025-01-03 02:55:04,598 - INFO - LRs are now: 7.29e-06
+2025-01-03 02:55:05,355 - INFO - LRs are now: 7.29e-06
+2025-01-03 02:55:06,939 - INFO - LRs are now: 7.29e-06
+2025-01-03 02:55:07,476 - INFO - LRs are now: 7.29e-06
+2025-01-03 02:55:07,882 - INFO - LRs are now: 7.29e-06
+2025-01-03 02:55:08,375 - INFO - LRs are now: 7.29e-06
+2025-01-03 02:55:08,621 - INFO - LRs are now: 7.29e-06
+2025-01-03 02:55:09,169 - INFO - LRs are now: 7.29e-06
+2025-01-03 02:55:09,531 - INFO - LRs are now: 7.29e-06
+2025-01-03 02:55:09,959 - INFO - LRs are now: 7.28e-06
+2025-01-03 02:55:10,269 - INFO - LRs are now: 7.28e-06
+2025-01-03 02:55:10,479 - INFO - LRs are now: 7.28e-06
+2025-01-03 02:55:10,889 - INFO - LRs are now: 7.28e-06
+2025-01-03 02:55:11,439 - INFO - LRs are now: 7.28e-06
+2025-01-03 02:55:12,469 - INFO - LRs are now: 7.28e-06
+2025-01-03 02:55:13,655 - INFO - LRs are now: 7.28e-06
+2025-01-03 02:55:14,869 - INFO - LRs are now: 7.28e-06
+2025-01-03 02:55:15,537 - INFO - LRs are now: 7.28e-06
+2025-01-03 02:55:16,031 - INFO - LRs are now: 7.28e-06
+2025-01-03 02:55:16,372 - INFO - LRs are now: 7.28e-06
+2025-01-03 02:55:16,575 - INFO - LRs are now: 7.28e-06
+2025-01-03 02:55:16,932 - INFO - LRs are now: 7.28e-06
+2025-01-03 02:55:17,244 - INFO - LRs are now: 7.28e-06
+2025-01-03 02:55:17,488 - INFO - LRs are now: 7.28e-06
+2025-01-03 02:55:17,681 - INFO - LRs are now: 7.28e-06
+2025-01-03 02:55:18,060 - INFO - LRs are now: 7.28e-06
+2025-01-03 02:55:18,294 - INFO - LRs are now: 7.28e-06
+2025-01-03 02:55:18,617 - INFO - LRs are now: 7.28e-06
+2025-01-03 02:55:18,888 - INFO - LRs are now: 7.28e-06
+2025-01-03 02:55:19,274 - INFO - LRs are now: 7.28e-06
+2025-01-03 02:55:19,782 - INFO - LRs are now: 7.28e-06
+2025-01-03 02:55:20,082 - INFO - LRs are now: 7.28e-06
+2025-01-03 02:55:20,572 - INFO - LRs are now: 7.28e-06
+2025-01-03 02:55:20,950 - INFO - LRs are now: 7.28e-06
+2025-01-03 02:55:21,159 - INFO - LRs are now: 7.28e-06
+2025-01-03 02:55:21,449 - INFO - LRs are now: 7.28e-06
+2025-01-03 02:55:22,119 - INFO - LRs are now: 7.28e-06
+2025-01-03 02:55:22,547 - INFO - LRs are now: 7.28e-06
+2025-01-03 02:55:23,281 - INFO - LRs are now: 7.28e-06
+2025-01-03 02:55:24,679 - INFO - LRs are now: 7.28e-06
+2025-01-03 02:55:25,134 - INFO - LRs are now: 7.28e-06
+2025-01-03 02:55:25,411 - INFO - LRs are now: 7.28e-06
+2025-01-03 02:55:25,740 - INFO - LRs are now: 7.27e-06
+2025-01-03 02:55:26,171 - INFO - LRs are now: 7.27e-06
+2025-01-03 02:55:26,867 - INFO - LRs are now: 7.27e-06
+2025-01-03 02:55:27,294 - INFO - LRs are now: 7.27e-06
+2025-01-03 02:55:27,676 - INFO - LRs are now: 7.27e-06
+2025-01-03 02:55:28,183 - INFO - LRs are now: 7.27e-06
+2025-01-03 02:55:28,501 - INFO - LRs are now: 7.27e-06
+2025-01-03 02:55:28,972 - INFO - LRs are now: 7.27e-06
+2025-01-03 02:55:30,084 - INFO - LRs are now: 7.27e-06
+2025-01-03 02:55:30,496 - INFO - LRs are now: 7.27e-06
+2025-01-03 02:55:31,338 - INFO - LRs are now: 7.27e-06
+2025-01-03 02:55:32,571 - INFO - LRs are now: 7.27e-06
+2025-01-03 02:55:33,038 - INFO - LRs are now: 7.27e-06
+2025-01-03 02:55:33,951 - INFO - LRs are now: 7.27e-06
+2025-01-03 02:55:34,345 - INFO - LRs are now: 7.27e-06
+2025-01-03 02:55:35,027 - INFO - LRs are now: 7.27e-06
+2025-01-03 02:55:35,479 - INFO - LRs are now: 7.27e-06
+2025-01-03 02:55:36,494 - INFO - LRs are now: 7.27e-06
+2025-01-03 02:55:37,085 - INFO - LRs are now: 7.27e-06
+2025-01-03 02:55:37,366 - INFO - LRs are now: 7.27e-06
+2025-01-03 02:55:37,644 - INFO - LRs are now: 7.27e-06
+2025-01-03 02:55:38,169 - INFO - LRs are now: 7.27e-06
+2025-01-03 02:55:39,284 - INFO - LRs are now: 7.27e-06
+2025-01-03 02:55:39,985 - INFO - LRs are now: 7.27e-06
+2025-01-03 02:55:40,255 - INFO - LRs are now: 7.27e-06
+2025-01-03 02:55:40,484 - INFO - LRs are now: 7.27e-06
+2025-01-03 02:55:40,759 - INFO - LRs are now: 7.27e-06
+2025-01-03 02:55:41,416 - INFO - LRs are now: 7.27e-06
+2025-01-03 02:55:41,844 - INFO - LRs are now: 7.27e-06
+2025-01-03 02:55:42,079 - INFO - LRs are now: 7.27e-06
+2025-01-03 02:55:42,489 - INFO - LRs are now: 7.27e-06
+2025-01-03 02:55:42,979 - INFO - LRs are now: 7.27e-06
+2025-01-03 02:55:43,906 - INFO - LRs are now: 7.27e-06
+2025-01-03 02:55:44,263 - INFO - LRs are now: 7.26e-06
+2025-01-03 02:55:44,480 - INFO - LRs are now: 7.26e-06
+2025-01-03 02:55:45,354 - INFO - LRs are now: 7.26e-06
+2025-01-03 02:55:45,827 - INFO - LRs are now: 7.26e-06
+2025-01-03 02:55:46,128 - INFO - LRs are now: 7.26e-06
+2025-01-03 02:55:46,765 - INFO - LRs are now: 7.26e-06
+2025-01-03 02:55:47,019 - INFO - LRs are now: 7.26e-06
+2025-01-03 02:55:47,300 - INFO - LRs are now: 7.26e-06
+2025-01-03 02:55:47,541 - INFO - LRs are now: 7.26e-06
+2025-01-03 02:55:47,789 - INFO - LRs are now: 7.26e-06
+2025-01-03 02:55:48,690 - INFO - LRs are now: 7.26e-06
+2025-01-03 02:55:49,210 - INFO - LRs are now: 7.26e-06
+2025-01-03 02:55:49,547 - INFO - LRs are now: 7.26e-06
+2025-01-03 02:55:49,856 - INFO - LRs are now: 7.26e-06
+2025-01-03 02:55:50,164 - INFO - LRs are now: 7.26e-06
+2025-01-03 02:55:50,420 - INFO - LRs are now: 7.26e-06
+2025-01-03 02:55:50,611 - INFO - LRs are now: 7.26e-06
+2025-01-03 02:55:51,102 - INFO - LRs are now: 7.26e-06
+2025-01-03 02:55:51,753 - INFO - LRs are now: 7.26e-06
+2025-01-03 02:55:52,021 - INFO - LRs are now: 7.26e-06
+2025-01-03 02:55:52,379 - INFO - LRs are now: 7.26e-06
+2025-01-03 02:55:52,589 - INFO - LRs are now: 7.26e-06
+2025-01-03 02:55:52,839 - INFO - LRs are now: 7.26e-06
+2025-01-03 02:55:53,093 - INFO - LRs are now: 7.26e-06
+2025-01-03 02:55:53,322 - INFO - LRs are now: 7.26e-06
+2025-01-03 02:55:54,558 - INFO - LRs are now: 7.26e-06
+2025-01-03 02:55:55,419 - INFO - LRs are now: 7.26e-06
+2025-01-03 02:55:56,232 - INFO - LRs are now: 7.26e-06
+2025-01-03 02:55:56,599 - INFO - LRs are now: 7.26e-06
+2025-01-03 02:55:57,714 - INFO - LRs are now: 7.26e-06
+2025-01-03 02:55:58,183 - INFO - LRs are now: 7.26e-06
+2025-01-03 02:55:58,559 - INFO - LRs are now: 7.26e-06
+2025-01-03 02:55:59,521 - INFO - LRs are now: 7.26e-06
+2025-01-03 02:56:00,190 - INFO - LRs are now: 7.26e-06
+2025-01-03 02:56:00,745 - INFO - LRs are now: 7.25e-06
+2025-01-03 02:56:00,983 - INFO - LRs are now: 7.25e-06
+2025-01-03 02:56:01,159 - INFO - LRs are now: 7.25e-06
+2025-01-03 02:56:01,485 - INFO - LRs are now: 7.25e-06
+2025-01-03 02:56:01,715 - INFO - LRs are now: 7.25e-06
+2025-01-03 02:56:01,905 - INFO - LRs are now: 7.25e-06
+2025-01-03 02:56:02,094 - INFO - LRs are now: 7.25e-06
+2025-01-03 02:56:02,271 - INFO - LRs are now: 7.25e-06
+2025-01-03 02:56:02,683 - INFO - LRs are now: 7.25e-06
+2025-01-03 02:56:02,985 - INFO - LRs are now: 7.25e-06
+2025-01-03 02:56:03,174 - INFO - LRs are now: 7.25e-06
+2025-01-03 02:56:03,342 - INFO - LRs are now: 7.25e-06
+2025-01-03 02:56:03,586 - INFO - LRs are now: 7.25e-06
+2025-01-03 02:56:03,993 - INFO - LRs are now: 7.25e-06
+2025-01-03 02:56:04,236 - INFO - LRs are now: 7.25e-06
+2025-01-03 02:56:04,609 - INFO - LRs are now: 7.25e-06
+2025-01-03 02:56:04,849 - INFO - LRs are now: 7.25e-06
+2025-01-03 02:56:05,039 - INFO - LRs are now: 7.25e-06
+2025-01-03 02:56:05,237 - INFO - LRs are now: 7.25e-06
+2025-01-03 02:56:05,514 - INFO - LRs are now: 7.25e-06
+2025-01-03 02:56:05,759 - INFO - LRs are now: 7.25e-06
+2025-01-03 02:56:06,189 - INFO - LRs are now: 7.25e-06
+2025-01-03 02:56:06,463 - INFO - LRs are now: 7.25e-06
+2025-01-03 02:56:06,643 - INFO - LRs are now: 7.25e-06
+2025-01-03 02:56:07,325 - INFO - LRs are now: 7.25e-06
+2025-01-03 02:56:07,724 - INFO - LRs are now: 7.25e-06
+2025-01-03 02:56:08,010 - INFO - LRs are now: 7.25e-06
+2025-01-03 02:56:08,240 - INFO - LRs are now: 7.25e-06
+2025-01-03 02:56:08,854 - INFO - LRs are now: 7.25e-06
+2025-01-03 02:56:09,285 - INFO - LRs are now: 7.25e-06
+2025-01-03 02:56:09,664 - INFO - LRs are now: 7.25e-06
+2025-01-03 02:56:11,346 - INFO - LRs are now: 7.25e-06
+2025-01-03 02:56:11,788 - INFO - LRs are now: 7.25e-06
+2025-01-03 02:56:12,104 - INFO - LRs are now: 7.24e-06
+2025-01-03 02:56:13,213 - INFO - LRs are now: 7.24e-06
+2025-01-03 02:56:13,591 - INFO - LRs are now: 7.24e-06
+2025-01-03 02:56:13,845 - INFO - LRs are now: 7.24e-06
+2025-01-03 02:56:14,166 - INFO - LRs are now: 7.24e-06
+2025-01-03 02:56:14,396 - INFO - LRs are now: 7.24e-06
+2025-01-03 02:56:15,064 - INFO - LRs are now: 7.24e-06
+2025-01-03 02:56:15,442 - INFO - LRs are now: 7.24e-06
+2025-01-03 02:56:16,484 - INFO - LRs are now: 7.24e-06
+2025-01-03 02:56:17,527 - INFO - LRs are now: 7.24e-06
+2025-01-03 02:56:18,016 - INFO - LRs are now: 7.24e-06
+2025-01-03 02:56:18,223 - INFO - LRs are now: 7.24e-06
+2025-01-03 02:56:18,468 - INFO - LRs are now: 7.24e-06
+2025-01-03 02:56:19,018 - INFO - LRs are now: 7.24e-06
+2025-01-03 02:56:19,389 - INFO - LRs are now: 7.24e-06
+2025-01-03 02:56:19,972 - INFO - LRs are now: 7.24e-06
+2025-01-03 02:56:20,349 - INFO - LRs are now: 7.24e-06
+2025-01-03 02:56:20,605 - INFO - LRs are now: 7.24e-06
+2025-01-03 02:56:21,592 - INFO - LRs are now: 7.24e-06
+2025-01-03 02:56:22,127 - INFO - LRs are now: 7.24e-06
+2025-01-03 02:56:22,788 - INFO - LRs are now: 7.24e-06
+2025-01-03 02:56:23,516 - INFO - LRs are now: 7.24e-06
+2025-01-03 02:56:23,766 - INFO - LRs are now: 7.24e-06
+2025-01-03 02:56:24,023 - INFO - LRs are now: 7.24e-06
+2025-01-03 02:56:25,341 - INFO - LRs are now: 7.24e-06
+2025-01-03 02:56:26,851 - INFO - LRs are now: 7.24e-06
+2025-01-03 02:56:27,295 - INFO - LRs are now: 7.24e-06
+2025-01-03 02:56:27,786 - INFO - LRs are now: 7.24e-06
+2025-01-03 02:56:28,091 - INFO - LRs are now: 7.24e-06
+2025-01-03 02:56:28,928 - INFO - LRs are now: 7.24e-06
+2025-01-03 02:56:29,884 - INFO - LRs are now: 7.24e-06
+2025-01-03 02:56:30,415 - INFO - LRs are now: 7.24e-06
+2025-01-03 02:56:31,090 - INFO - LRs are now: 7.24e-06
+2025-01-03 02:56:31,438 - INFO - LRs are now: 7.24e-06
+2025-01-03 02:56:31,758 - INFO - LRs are now: 7.23e-06
+2025-01-03 02:56:32,158 - INFO - LRs are now: 7.23e-06
+2025-01-03 02:56:32,575 - INFO - LRs are now: 7.23e-06
+2025-01-03 02:56:32,815 - INFO - LRs are now: 7.23e-06
+2025-01-03 02:56:33,151 - INFO - LRs are now: 7.23e-06
+2025-01-03 02:56:33,727 - INFO - LRs are now: 7.23e-06
+2025-01-03 02:56:34,079 - INFO - LRs are now: 7.23e-06
+2025-01-03 02:56:35,200 - INFO - LRs are now: 7.23e-06
+2025-01-03 02:56:35,799 - INFO - LRs are now: 7.23e-06
+2025-01-03 02:56:36,009 - INFO - LRs are now: 7.23e-06
+2025-01-03 02:56:36,242 - INFO - LRs are now: 7.23e-06
+2025-01-03 02:56:36,470 - INFO - LRs are now: 7.23e-06
+2025-01-03 02:56:37,137 - INFO - LRs are now: 7.23e-06
+2025-01-03 02:56:37,583 - INFO - LRs are now: 7.23e-06
+2025-01-03 02:56:38,212 - INFO - LRs are now: 7.23e-06
+2025-01-03 02:56:38,606 - INFO - LRs are now: 7.23e-06
+2025-01-03 02:56:38,808 - INFO - LRs are now: 7.23e-06
+2025-01-03 02:56:38,888 - INFO - Training epoch 49 finished. (Took 2.0 mins.)
+2025-01-03 02:56:38,890 - INFO - loss_train: 166.9
+2025-01-03 02:56:38,893 - INFO - heads-fscore_train: 85.23%
+2025-01-03 02:56:38,894 - INFO - labels-fscore_train: 89.35%
+2025-01-03 02:56:38,896 - INFO - aggregate_train: 76.16%
+2025-01-03 02:56:44,904 - INFO - Validation epoch 49 finished. (Took 0.1 mins.)
+2025-01-03 02:56:44,905 - INFO - loss_valid: 16.56
+2025-01-03 02:56:44,910 - INFO - heads-fscore_valid: 80.81%
+2025-01-03 02:56:44,912 - INFO - labels-fscore_valid: 86.68%
+2025-01-03 02:56:44,915 - INFO - aggregate_valid: 70.05%
+2025-01-03 02:56:46,691 - INFO - LRs are now: 7.23e-06
+2025-01-03 02:56:47,418 - INFO - LRs are now: 7.23e-06
+2025-01-03 02:56:47,864 - INFO - LRs are now: 7.23e-06
+2025-01-03 02:56:48,235 - INFO - LRs are now: 7.23e-06
+2025-01-03 02:56:48,672 - INFO - LRs are now: 7.23e-06
+2025-01-03 02:56:49,693 - INFO - LRs are now: 7.23e-06
+2025-01-03 02:56:50,978 - INFO - LRs are now: 7.23e-06
+2025-01-03 02:56:51,928 - INFO - LRs are now: 7.23e-06
+2025-01-03 02:56:52,315 - INFO - LRs are now: 7.23e-06
+2025-01-03 02:56:52,618 - INFO - LRs are now: 7.23e-06
+2025-01-03 02:56:52,869 - INFO - LRs are now: 7.23e-06
+2025-01-03 02:56:53,162 - INFO - LRs are now: 7.23e-06
+2025-01-03 02:56:54,086 - INFO - LRs are now: 7.23e-06
+2025-01-03 02:56:54,804 - INFO - LRs are now: 7.23e-06
+2025-01-03 02:56:56,033 - INFO - LRs are now: 7.23e-06
+2025-01-03 02:56:56,405 - INFO - LRs are now: 7.23e-06
+2025-01-03 02:56:57,137 - INFO - LRs are now: 7.23e-06
+2025-01-03 02:56:57,450 - INFO - LRs are now: 7.22e-06
+2025-01-03 02:56:58,172 - INFO - LRs are now: 7.22e-06
+2025-01-03 02:56:58,551 - INFO - LRs are now: 7.22e-06
+2025-01-03 02:56:59,684 - INFO - LRs are now: 7.22e-06
+2025-01-03 02:57:00,087 - INFO - LRs are now: 7.22e-06
+2025-01-03 02:57:00,486 - INFO - LRs are now: 7.22e-06
+2025-01-03 02:57:00,799 - INFO - LRs are now: 7.22e-06
+2025-01-03 02:57:01,562 - INFO - LRs are now: 7.22e-06
+2025-01-03 02:57:02,450 - INFO - LRs are now: 7.22e-06
+2025-01-03 02:57:03,120 - INFO - LRs are now: 7.22e-06
+2025-01-03 02:57:04,231 - INFO - LRs are now: 7.22e-06
+2025-01-03 02:57:05,153 - INFO - LRs are now: 7.22e-06
+2025-01-03 02:57:05,549 - INFO - LRs are now: 7.22e-06
+2025-01-03 02:57:06,479 - INFO - LRs are now: 7.22e-06
+2025-01-03 02:57:06,843 - INFO - LRs are now: 7.22e-06
+2025-01-03 02:57:07,235 - INFO - LRs are now: 7.22e-06
+2025-01-03 02:57:07,467 - INFO - LRs are now: 7.22e-06
+2025-01-03 02:57:07,651 - INFO - LRs are now: 7.22e-06
+2025-01-03 02:57:07,882 - INFO - LRs are now: 7.22e-06
+2025-01-03 02:57:08,064 - INFO - LRs are now: 7.22e-06
+2025-01-03 02:57:08,279 - INFO - LRs are now: 7.22e-06
+2025-01-03 02:57:08,600 - INFO - LRs are now: 7.22e-06
+2025-01-03 02:57:08,854 - INFO - LRs are now: 7.22e-06
+2025-01-03 02:57:09,099 - INFO - LRs are now: 7.22e-06
+2025-01-03 02:57:10,084 - INFO - LRs are now: 7.22e-06
+2025-01-03 02:57:10,550 - INFO - LRs are now: 7.22e-06
+2025-01-03 02:57:10,851 - INFO - LRs are now: 7.22e-06
+2025-01-03 02:57:11,043 - INFO - LRs are now: 7.22e-06
+2025-01-03 02:57:11,328 - INFO - LRs are now: 7.22e-06
+2025-01-03 02:57:11,713 - INFO - LRs are now: 7.22e-06
+2025-01-03 02:57:12,012 - INFO - LRs are now: 7.22e-06
+2025-01-03 02:57:12,239 - INFO - LRs are now: 7.22e-06
+2025-01-03 02:57:12,410 - INFO - LRs are now: 7.22e-06
+2025-01-03 02:57:12,917 - INFO - LRs are now: 7.22e-06
+2025-01-03 02:57:13,204 - INFO - LRs are now: 7.21e-06
+2025-01-03 02:57:13,435 - INFO - LRs are now: 7.21e-06
+2025-01-03 02:57:13,702 - INFO - LRs are now: 7.21e-06
+2025-01-03 02:57:13,902 - INFO - LRs are now: 7.21e-06
+2025-01-03 02:57:14,097 - INFO - LRs are now: 7.21e-06
+2025-01-03 02:57:14,917 - INFO - LRs are now: 7.21e-06
+2025-01-03 02:57:16,221 - INFO - LRs are now: 7.21e-06
+2025-01-03 02:57:16,621 - INFO - LRs are now: 7.21e-06
+2025-01-03 02:57:17,143 - INFO - LRs are now: 7.21e-06
+2025-01-03 02:57:17,792 - INFO - LRs are now: 7.21e-06
+2025-01-03 02:57:18,126 - INFO - LRs are now: 7.21e-06
+2025-01-03 02:57:18,412 - INFO - LRs are now: 7.21e-06
+2025-01-03 02:57:19,119 - INFO - LRs are now: 7.21e-06
+2025-01-03 02:57:19,534 - INFO - LRs are now: 7.21e-06
+2025-01-03 02:57:19,818 - INFO - LRs are now: 7.21e-06
+2025-01-03 02:57:20,079 - INFO - LRs are now: 7.21e-06
+2025-01-03 02:57:20,750 - INFO - LRs are now: 7.21e-06
+2025-01-03 02:57:21,034 - INFO - LRs are now: 7.21e-06
+2025-01-03 02:57:21,310 - INFO - LRs are now: 7.21e-06
+2025-01-03 02:57:21,630 - INFO - LRs are now: 7.21e-06
+2025-01-03 02:57:22,143 - INFO - LRs are now: 7.21e-06
+2025-01-03 02:57:23,149 - INFO - LRs are now: 7.21e-06
+2025-01-03 02:57:24,553 - INFO - LRs are now: 7.21e-06
+2025-01-03 02:57:24,978 - INFO - LRs are now: 7.21e-06
+2025-01-03 02:57:25,163 - INFO - LRs are now: 7.21e-06
+2025-01-03 02:57:25,429 - INFO - LRs are now: 7.21e-06
+2025-01-03 02:57:26,529 - INFO - LRs are now: 7.21e-06
+2025-01-03 02:57:27,686 - INFO - LRs are now: 7.21e-06
+2025-01-03 02:57:28,122 - INFO - LRs are now: 7.21e-06
+2025-01-03 02:57:28,439 - INFO - LRs are now: 7.21e-06
+2025-01-03 02:57:29,508 - INFO - LRs are now: 7.21e-06
+2025-01-03 02:57:29,943 - INFO - LRs are now: 7.21e-06
+2025-01-03 02:57:30,126 - INFO - LRs are now: 7.21e-06
+2025-01-03 02:57:30,324 - INFO - LRs are now: 7.21e-06
+2025-01-03 02:57:30,583 - INFO - LRs are now: 7.20e-06
+2025-01-03 02:57:30,855 - INFO - LRs are now: 7.20e-06
+2025-01-03 02:57:31,267 - INFO - LRs are now: 7.20e-06
+2025-01-03 02:57:31,656 - INFO - LRs are now: 7.20e-06
+2025-01-03 02:57:32,001 - INFO - LRs are now: 7.20e-06
+2025-01-03 02:57:32,576 - INFO - LRs are now: 7.20e-06
+2025-01-03 02:57:32,853 - INFO - LRs are now: 7.20e-06
+2025-01-03 02:57:33,150 - INFO - LRs are now: 7.20e-06
+2025-01-03 02:57:33,374 - INFO - LRs are now: 7.20e-06
+2025-01-03 02:57:34,526 - INFO - LRs are now: 7.20e-06
+2025-01-03 02:57:34,886 - INFO - LRs are now: 7.20e-06
+2025-01-03 02:57:35,118 - INFO - LRs are now: 7.20e-06
+2025-01-03 02:57:35,474 - INFO - LRs are now: 7.20e-06
+2025-01-03 02:57:35,739 - INFO - LRs are now: 7.20e-06
+2025-01-03 02:57:35,951 - INFO - LRs are now: 7.20e-06
+2025-01-03 02:57:37,348 - INFO - LRs are now: 7.20e-06
+2025-01-03 02:57:38,174 - INFO - LRs are now: 7.20e-06
+2025-01-03 02:57:39,535 - INFO - LRs are now: 7.20e-06
+2025-01-03 02:57:39,965 - INFO - LRs are now: 7.20e-06
+2025-01-03 02:57:40,145 - INFO - LRs are now: 7.20e-06
+2025-01-03 02:57:40,309 - INFO - LRs are now: 7.20e-06
+2025-01-03 02:57:40,485 - INFO - LRs are now: 7.20e-06
+2025-01-03 02:57:40,993 - INFO - LRs are now: 7.20e-06
+2025-01-03 02:57:41,271 - INFO - LRs are now: 7.20e-06
+2025-01-03 02:57:41,494 - INFO - LRs are now: 7.20e-06
+2025-01-03 02:57:41,706 - INFO - LRs are now: 7.20e-06
+2025-01-03 02:57:42,933 - INFO - LRs are now: 7.20e-06
+2025-01-03 02:57:43,709 - INFO - LRs are now: 7.20e-06
+2025-01-03 02:57:43,991 - INFO - LRs are now: 7.20e-06
+2025-01-03 02:57:44,346 - INFO - LRs are now: 7.20e-06
+2025-01-03 02:57:44,672 - INFO - LRs are now: 7.20e-06
+2025-01-03 02:57:45,017 - INFO - LRs are now: 7.20e-06
+2025-01-03 02:57:45,425 - INFO - LRs are now: 7.20e-06
+2025-01-03 02:57:45,672 - INFO - LRs are now: 7.20e-06
+2025-01-03 02:57:45,936 - INFO - LRs are now: 7.19e-06
+2025-01-03 02:57:46,580 - INFO - LRs are now: 7.19e-06
+2025-01-03 02:57:46,981 - INFO - LRs are now: 7.19e-06
+2025-01-03 02:57:47,706 - INFO - LRs are now: 7.19e-06
+2025-01-03 02:57:48,744 - INFO - LRs are now: 7.19e-06
+2025-01-03 02:57:49,219 - INFO - LRs are now: 7.19e-06
+2025-01-03 02:57:49,601 - INFO - LRs are now: 7.19e-06
+2025-01-03 02:57:50,020 - INFO - LRs are now: 7.19e-06
+2025-01-03 02:57:50,360 - INFO - LRs are now: 7.19e-06
+2025-01-03 02:57:51,807 - INFO - LRs are now: 7.19e-06
+2025-01-03 02:57:52,272 - INFO - LRs are now: 7.19e-06
+2025-01-03 02:57:52,556 - INFO - LRs are now: 7.19e-06
+2025-01-03 02:57:53,767 - INFO - LRs are now: 7.19e-06
+2025-01-03 02:57:54,138 - INFO - LRs are now: 7.19e-06
+2025-01-03 02:57:54,351 - INFO - LRs are now: 7.19e-06
+2025-01-03 02:57:54,789 - INFO - LRs are now: 7.19e-06
+2025-01-03 02:57:56,228 - INFO - LRs are now: 7.19e-06
+2025-01-03 02:57:56,711 - INFO - LRs are now: 7.19e-06
+2025-01-03 02:57:56,951 - INFO - LRs are now: 7.19e-06
+2025-01-03 02:57:57,143 - INFO - LRs are now: 7.19e-06
+2025-01-03 02:57:58,148 - INFO - LRs are now: 7.19e-06
+2025-01-03 02:57:58,690 - INFO - LRs are now: 7.19e-06
+2025-01-03 02:57:59,209 - INFO - LRs are now: 7.19e-06
+2025-01-03 02:57:59,649 - INFO - LRs are now: 7.19e-06
+2025-01-03 02:57:59,988 - INFO - LRs are now: 7.19e-06
+2025-01-03 02:58:00,516 - INFO - LRs are now: 7.19e-06
+2025-01-03 02:58:01,587 - INFO - LRs are now: 7.19e-06
+2025-01-03 02:58:01,984 - INFO - LRs are now: 7.19e-06
+2025-01-03 02:58:02,187 - INFO - LRs are now: 7.19e-06
+2025-01-03 02:58:02,379 - INFO - LRs are now: 7.19e-06
+2025-01-03 02:58:02,632 - INFO - LRs are now: 7.19e-06
+2025-01-03 02:58:03,028 - INFO - LRs are now: 7.19e-06
+2025-01-03 02:58:03,269 - INFO - LRs are now: 7.19e-06
+2025-01-03 02:58:04,335 - INFO - LRs are now: 7.19e-06
+2025-01-03 02:58:04,727 - INFO - LRs are now: 7.19e-06
+2025-01-03 02:58:05,268 - INFO - LRs are now: 7.18e-06
+2025-01-03 02:58:05,539 - INFO - LRs are now: 7.18e-06
+2025-01-03 02:58:05,803 - INFO - LRs are now: 7.18e-06
+2025-01-03 02:58:06,024 - INFO - LRs are now: 7.18e-06
+2025-01-03 02:58:06,440 - INFO - LRs are now: 7.18e-06
+2025-01-03 02:58:06,685 - INFO - LRs are now: 7.18e-06
+2025-01-03 02:58:07,014 - INFO - LRs are now: 7.18e-06
+2025-01-03 02:58:07,362 - INFO - LRs are now: 7.18e-06
+2025-01-03 02:58:08,089 - INFO - LRs are now: 7.18e-06
+2025-01-03 02:58:08,879 - INFO - LRs are now: 7.18e-06
+2025-01-03 02:58:09,514 - INFO - LRs are now: 7.18e-06
+2025-01-03 02:58:09,809 - INFO - LRs are now: 7.18e-06
+2025-01-03 02:58:10,247 - INFO - LRs are now: 7.18e-06
+2025-01-03 02:58:10,641 - INFO - LRs are now: 7.18e-06
+2025-01-03 02:58:11,110 - INFO - LRs are now: 7.18e-06
+2025-01-03 02:58:11,453 - INFO - LRs are now: 7.18e-06
+2025-01-03 02:58:11,795 - INFO - LRs are now: 7.18e-06
+2025-01-03 02:58:11,993 - INFO - LRs are now: 7.18e-06
+2025-01-03 02:58:12,220 - INFO - LRs are now: 7.18e-06
+2025-01-03 02:58:12,433 - INFO - LRs are now: 7.18e-06
+2025-01-03 02:58:12,973 - INFO - LRs are now: 7.18e-06
+2025-01-03 02:58:14,247 - INFO - LRs are now: 7.18e-06
+2025-01-03 02:58:15,068 - INFO - LRs are now: 7.18e-06
+2025-01-03 02:58:15,485 - INFO - LRs are now: 7.18e-06
+2025-01-03 02:58:15,924 - INFO - LRs are now: 7.18e-06
+2025-01-03 02:58:16,192 - INFO - LRs are now: 7.18e-06
+2025-01-03 02:58:16,546 - INFO - LRs are now: 7.18e-06
+2025-01-03 02:58:16,958 - INFO - LRs are now: 7.18e-06
+2025-01-03 02:58:17,255 - INFO - LRs are now: 7.18e-06
+2025-01-03 02:58:17,436 - INFO - LRs are now: 7.18e-06
+2025-01-03 02:58:18,431 - INFO - LRs are now: 7.18e-06
+2025-01-03 02:58:18,795 - INFO - LRs are now: 7.18e-06
+2025-01-03 02:58:18,955 - INFO - LRs are now: 7.18e-06
+2025-01-03 02:58:19,533 - INFO - LRs are now: 7.18e-06
+2025-01-03 02:58:19,829 - INFO - LRs are now: 7.17e-06
+2025-01-03 02:58:20,616 - INFO - LRs are now: 7.17e-06
+2025-01-03 02:58:21,070 - INFO - LRs are now: 7.17e-06
+2025-01-03 02:58:21,361 - INFO - LRs are now: 7.17e-06
+2025-01-03 02:58:21,681 - INFO - LRs are now: 7.17e-06
+2025-01-03 02:58:22,152 - INFO - LRs are now: 7.17e-06
+2025-01-03 02:58:22,395 - INFO - LRs are now: 7.17e-06
+2025-01-03 02:58:22,677 - INFO - LRs are now: 7.17e-06
+2025-01-03 02:58:22,914 - INFO - LRs are now: 7.17e-06
+2025-01-03 02:58:23,333 - INFO - LRs are now: 7.17e-06
+2025-01-03 02:58:23,697 - INFO - LRs are now: 7.17e-06
+2025-01-03 02:58:24,121 - INFO - LRs are now: 7.17e-06
+2025-01-03 02:58:24,479 - INFO - LRs are now: 7.17e-06
+2025-01-03 02:58:24,905 - INFO - LRs are now: 7.17e-06
+2025-01-03 02:58:25,553 - INFO - LRs are now: 7.17e-06
+2025-01-03 02:58:25,841 - INFO - LRs are now: 7.17e-06
+2025-01-03 02:58:26,129 - INFO - LRs are now: 7.17e-06
+2025-01-03 02:58:26,451 - INFO - LRs are now: 7.17e-06
+2025-01-03 02:58:26,814 - INFO - LRs are now: 7.17e-06
+2025-01-03 02:58:27,401 - INFO - LRs are now: 7.17e-06
+2025-01-03 02:58:27,963 - INFO - LRs are now: 7.17e-06
+2025-01-03 02:58:28,266 - INFO - LRs are now: 7.17e-06
+2025-01-03 02:58:28,634 - INFO - LRs are now: 7.17e-06
+2025-01-03 02:58:28,984 - INFO - LRs are now: 7.17e-06
+2025-01-03 02:58:30,004 - INFO - LRs are now: 7.17e-06
+2025-01-03 02:58:30,357 - INFO - LRs are now: 7.17e-06
+2025-01-03 02:58:30,565 - INFO - LRs are now: 7.17e-06
+2025-01-03 02:58:30,775 - INFO - LRs are now: 7.17e-06
+2025-01-03 02:58:30,959 - INFO - LRs are now: 7.17e-06
+2025-01-03 02:58:31,378 - INFO - LRs are now: 7.17e-06
+2025-01-03 02:58:31,819 - INFO - LRs are now: 7.17e-06
+2025-01-03 02:58:32,056 - INFO - LRs are now: 7.17e-06
+2025-01-03 02:58:32,521 - INFO - LRs are now: 7.17e-06
+2025-01-03 02:58:32,798 - INFO - LRs are now: 7.17e-06
+2025-01-03 02:58:33,335 - INFO - LRs are now: 7.17e-06
+2025-01-03 02:58:33,698 - INFO - LRs are now: 7.16e-06
+2025-01-03 02:58:33,912 - INFO - LRs are now: 7.16e-06
+2025-01-03 02:58:34,286 - INFO - LRs are now: 7.16e-06
+2025-01-03 02:58:34,696 - INFO - LRs are now: 7.16e-06
+2025-01-03 02:58:34,968 - INFO - LRs are now: 7.16e-06
+2025-01-03 02:58:36,147 - INFO - LRs are now: 7.16e-06
+2025-01-03 02:58:36,841 - INFO - LRs are now: 7.16e-06
+2025-01-03 02:58:37,272 - INFO - LRs are now: 7.16e-06
+2025-01-03 02:58:37,691 - INFO - LRs are now: 7.16e-06
+2025-01-03 02:58:38,318 - INFO - LRs are now: 7.16e-06
+2025-01-03 02:58:38,643 - INFO - LRs are now: 7.16e-06
+2025-01-03 02:58:39,230 - INFO - LRs are now: 7.16e-06
+2025-01-03 02:58:39,822 - INFO - LRs are now: 7.16e-06
+2025-01-03 02:58:40,175 - INFO - LRs are now: 7.16e-06
+2025-01-03 02:58:40,562 - INFO - LRs are now: 7.16e-06
+2025-01-03 02:58:40,913 - INFO - LRs are now: 7.16e-06
+2025-01-03 02:58:41,146 - INFO - LRs are now: 7.16e-06
+2025-01-03 02:58:41,476 - INFO - LRs are now: 7.16e-06
+2025-01-03 02:58:41,919 - INFO - LRs are now: 7.16e-06
+2025-01-03 02:58:42,164 - INFO - LRs are now: 7.16e-06
+2025-01-03 02:58:43,392 - INFO - LRs are now: 7.16e-06
+2025-01-03 02:58:43,813 - INFO - LRs are now: 7.16e-06
+2025-01-03 02:58:44,092 - INFO - LRs are now: 7.16e-06
+2025-01-03 02:58:44,310 - INFO - LRs are now: 7.16e-06
+2025-01-03 02:58:44,493 - INFO - LRs are now: 7.16e-06
+2025-01-03 02:58:44,751 - INFO - LRs are now: 7.16e-06
+2025-01-03 02:58:44,800 - INFO - Training epoch 50 finished. (Took 2.0 mins.)
+2025-01-03 02:58:44,801 - INFO - loss_train: 162.7
+2025-01-03 02:58:44,805 - INFO - heads-fscore_train: 85.46%
+2025-01-03 02:58:44,806 - INFO - labels-fscore_train: 89.32%
+2025-01-03 02:58:44,807 - INFO - aggregate_train: 76.33%
+2025-01-03 02:58:49,611 - INFO - Validation epoch 50 finished. (Took 0.1 mins.)
+2025-01-03 02:58:49,612 - INFO - loss_valid: 16.68
+2025-01-03 02:58:49,615 - INFO - heads-fscore_valid: 80.67%
+2025-01-03 02:58:49,616 - INFO - labels-fscore_valid: 86.77%
+2025-01-03 02:58:49,618 - INFO - aggregate_valid: 69.99%
+2025-01-03 02:58:50,837 - INFO - LRs are now: 7.16e-06
+2025-01-03 02:58:51,846 - INFO - LRs are now: 7.16e-06
+2025-01-03 02:58:52,134 - INFO - LRs are now: 7.16e-06
+2025-01-03 02:58:52,344 - INFO - LRs are now: 7.16e-06
+2025-01-03 02:58:52,604 - INFO - LRs are now: 7.16e-06
+2025-01-03 02:58:53,277 - INFO - LRs are now: 7.16e-06
+2025-01-03 02:58:53,603 - INFO - LRs are now: 7.16e-06
+2025-01-03 02:58:53,902 - INFO - LRs are now: 7.16e-06
+2025-01-03 02:58:54,938 - INFO - LRs are now: 7.16e-06
+2025-01-03 02:58:55,351 - INFO - LRs are now: 7.15e-06
+2025-01-03 02:58:55,677 - INFO - LRs are now: 7.15e-06
+2025-01-03 02:58:56,433 - INFO - LRs are now: 7.15e-06
+2025-01-03 02:58:56,726 - INFO - LRs are now: 7.15e-06
+2025-01-03 02:58:56,956 - INFO - LRs are now: 7.15e-06
+2025-01-03 02:58:57,999 - INFO - LRs are now: 7.15e-06
+2025-01-03 02:58:58,548 - INFO - LRs are now: 7.15e-06
+2025-01-03 02:58:59,287 - INFO - LRs are now: 7.15e-06
+2025-01-03 02:58:59,673 - INFO - LRs are now: 7.15e-06
+2025-01-03 02:59:00,041 - INFO - LRs are now: 7.15e-06
+2025-01-03 02:59:00,775 - INFO - LRs are now: 7.15e-06
+2025-01-03 02:59:01,105 - INFO - LRs are now: 7.15e-06
+2025-01-03 02:59:01,828 - INFO - LRs are now: 7.15e-06
+2025-01-03 02:59:02,748 - INFO - LRs are now: 7.15e-06
+2025-01-03 02:59:03,213 - INFO - LRs are now: 7.15e-06
+2025-01-03 02:59:03,493 - INFO - LRs are now: 7.15e-06
+2025-01-03 02:59:03,714 - INFO - LRs are now: 7.15e-06
+2025-01-03 02:59:03,915 - INFO - LRs are now: 7.15e-06
+2025-01-03 02:59:04,104 - INFO - LRs are now: 7.15e-06
+2025-01-03 02:59:05,070 - INFO - LRs are now: 7.15e-06
+2025-01-03 02:59:05,566 - INFO - LRs are now: 7.15e-06
+2025-01-03 02:59:05,846 - INFO - LRs are now: 7.15e-06
+2025-01-03 02:59:06,602 - INFO - LRs are now: 7.15e-06
+2025-01-03 02:59:07,124 - INFO - LRs are now: 7.15e-06
+2025-01-03 02:59:07,503 - INFO - LRs are now: 7.15e-06
+2025-01-03 02:59:07,758 - INFO - LRs are now: 7.15e-06
+2025-01-03 02:59:08,459 - INFO - LRs are now: 7.15e-06
+2025-01-03 02:59:09,725 - INFO - LRs are now: 7.15e-06
+2025-01-03 02:59:10,251 - INFO - LRs are now: 7.15e-06
+2025-01-03 02:59:10,459 - INFO - LRs are now: 7.15e-06
+2025-01-03 02:59:10,636 - INFO - LRs are now: 7.15e-06
+2025-01-03 02:59:11,029 - INFO - LRs are now: 7.15e-06
+2025-01-03 02:59:11,569 - INFO - LRs are now: 7.15e-06
+2025-01-03 02:59:12,015 - INFO - LRs are now: 7.15e-06
+2025-01-03 02:59:12,392 - INFO - LRs are now: 7.15e-06
+2025-01-03 02:59:13,493 - INFO - LRs are now: 7.14e-06
+2025-01-03 02:59:14,221 - INFO - LRs are now: 7.14e-06
+2025-01-03 02:59:14,690 - INFO - LRs are now: 7.14e-06
+2025-01-03 02:59:14,960 - INFO - LRs are now: 7.14e-06
+2025-01-03 02:59:15,171 - INFO - LRs are now: 7.14e-06
+2025-01-03 02:59:15,445 - INFO - LRs are now: 7.14e-06
+2025-01-03 02:59:16,404 - INFO - LRs are now: 7.14e-06
+2025-01-03 02:59:16,749 - INFO - LRs are now: 7.14e-06
+2025-01-03 02:59:17,009 - INFO - LRs are now: 7.14e-06
+2025-01-03 02:59:17,237 - INFO - LRs are now: 7.14e-06
+2025-01-03 02:59:17,396 - INFO - LRs are now: 7.14e-06
+2025-01-03 02:59:18,185 - INFO - LRs are now: 7.14e-06
+2025-01-03 02:59:19,481 - INFO - LRs are now: 7.14e-06
+2025-01-03 02:59:19,934 - INFO - LRs are now: 7.14e-06
+2025-01-03 02:59:20,155 - INFO - LRs are now: 7.14e-06
+2025-01-03 02:59:21,026 - INFO - LRs are now: 7.14e-06
+2025-01-03 02:59:22,169 - INFO - LRs are now: 7.14e-06
+2025-01-03 02:59:22,688 - INFO - LRs are now: 7.14e-06
+2025-01-03 02:59:23,033 - INFO - LRs are now: 7.14e-06
+2025-01-03 02:59:24,031 - INFO - LRs are now: 7.14e-06
+2025-01-03 02:59:24,444 - INFO - LRs are now: 7.14e-06
+2025-01-03 02:59:24,815 - INFO - LRs are now: 7.14e-06
+2025-01-03 02:59:25,837 - INFO - LRs are now: 7.14e-06
+2025-01-03 02:59:26,747 - INFO - LRs are now: 7.14e-06
+2025-01-03 02:59:27,260 - INFO - LRs are now: 7.14e-06
+2025-01-03 02:59:28,340 - INFO - LRs are now: 7.14e-06
+2025-01-03 02:59:28,716 - INFO - LRs are now: 7.14e-06
+2025-01-03 02:59:29,321 - INFO - LRs are now: 7.14e-06
+2025-01-03 02:59:29,706 - INFO - LRs are now: 7.14e-06
+2025-01-03 02:59:29,973 - INFO - LRs are now: 7.14e-06
+2025-01-03 02:59:30,224 - INFO - LRs are now: 7.14e-06
+2025-01-03 02:59:30,537 - INFO - LRs are now: 7.14e-06
+2025-01-03 02:59:30,956 - INFO - LRs are now: 7.14e-06
+2025-01-03 02:59:31,475 - INFO - LRs are now: 7.14e-06
+2025-01-03 02:59:32,478 - INFO - LRs are now: 7.14e-06
+2025-01-03 02:59:33,115 - INFO - LRs are now: 7.13e-06
+2025-01-03 02:59:33,419 - INFO - LRs are now: 7.13e-06
+2025-01-03 02:59:33,776 - INFO - LRs are now: 7.13e-06
+2025-01-03 02:59:34,117 - INFO - LRs are now: 7.13e-06
+2025-01-03 02:59:34,352 - INFO - LRs are now: 7.13e-06
+2025-01-03 02:59:34,581 - INFO - LRs are now: 7.13e-06
+2025-01-03 02:59:34,779 - INFO - LRs are now: 7.13e-06
+2025-01-03 02:59:34,955 - INFO - LRs are now: 7.13e-06
+2025-01-03 02:59:35,310 - INFO - LRs are now: 7.13e-06
+2025-01-03 02:59:35,530 - INFO - LRs are now: 7.13e-06
+2025-01-03 02:59:35,716 - INFO - LRs are now: 7.13e-06
+2025-01-03 02:59:36,210 - INFO - LRs are now: 7.13e-06
+2025-01-03 02:59:37,575 - INFO - LRs are now: 7.13e-06
+2025-01-03 02:59:38,135 - INFO - LRs are now: 7.13e-06
+2025-01-03 02:59:38,653 - INFO - LRs are now: 7.13e-06
+2025-01-03 02:59:38,954 - INFO - LRs are now: 7.13e-06
+2025-01-03 02:59:39,842 - INFO - LRs are now: 7.13e-06
+2025-01-03 02:59:40,257 - INFO - LRs are now: 7.13e-06
+2025-01-03 02:59:40,464 - INFO - LRs are now: 7.13e-06
+2025-01-03 02:59:40,756 - INFO - LRs are now: 7.13e-06
+2025-01-03 02:59:41,005 - INFO - LRs are now: 7.13e-06
+2025-01-03 02:59:42,013 - INFO - LRs are now: 7.13e-06
+2025-01-03 02:59:42,502 - INFO - LRs are now: 7.13e-06
+2025-01-03 02:59:42,773 - INFO - LRs are now: 7.13e-06
+2025-01-03 02:59:43,135 - INFO - LRs are now: 7.13e-06
+2025-01-03 02:59:43,449 - INFO - LRs are now: 7.13e-06
+2025-01-03 02:59:43,673 - INFO - LRs are now: 7.13e-06
+2025-01-03 02:59:44,019 - INFO - LRs are now: 7.13e-06
+2025-01-03 02:59:44,618 - INFO - LRs are now: 7.13e-06
+2025-01-03 02:59:44,905 - INFO - LRs are now: 7.13e-06
+2025-01-03 02:59:45,227 - INFO - LRs are now: 7.13e-06
+2025-01-03 02:59:45,839 - INFO - LRs are now: 7.13e-06
+2025-01-03 02:59:46,342 - INFO - LRs are now: 7.13e-06
+2025-01-03 02:59:47,746 - INFO - LRs are now: 7.13e-06
+2025-01-03 02:59:48,455 - INFO - LRs are now: 7.13e-06
+2025-01-03 02:59:48,752 - INFO - LRs are now: 7.12e-06
+2025-01-03 02:59:49,235 - INFO - LRs are now: 7.12e-06
+2025-01-03 02:59:50,206 - INFO - LRs are now: 7.12e-06
+2025-01-03 02:59:50,637 - INFO - LRs are now: 7.12e-06
+2025-01-03 02:59:50,913 - INFO - LRs are now: 7.12e-06
+2025-01-03 02:59:51,116 - INFO - LRs are now: 7.12e-06
+2025-01-03 02:59:51,787 - INFO - LRs are now: 7.12e-06
+2025-01-03 02:59:52,233 - INFO - LRs are now: 7.12e-06
+2025-01-03 02:59:52,676 - INFO - LRs are now: 7.12e-06
+2025-01-03 02:59:53,091 - INFO - LRs are now: 7.12e-06
+2025-01-03 02:59:53,326 - INFO - LRs are now: 7.12e-06
+2025-01-03 02:59:53,536 - INFO - LRs are now: 7.12e-06
+2025-01-03 02:59:54,302 - INFO - LRs are now: 7.12e-06
+2025-01-03 02:59:54,592 - INFO - LRs are now: 7.12e-06
+2025-01-03 02:59:55,229 - INFO - LRs are now: 7.12e-06
+2025-01-03 02:59:55,905 - INFO - LRs are now: 7.12e-06
+2025-01-03 02:59:56,760 - INFO - LRs are now: 7.12e-06
+2025-01-03 02:59:57,235 - INFO - LRs are now: 7.12e-06
+2025-01-03 02:59:57,504 - INFO - LRs are now: 7.12e-06
+2025-01-03 02:59:57,966 - INFO - LRs are now: 7.12e-06
+2025-01-03 02:59:58,542 - INFO - LRs are now: 7.12e-06
+2025-01-03 02:59:59,203 - INFO - LRs are now: 7.12e-06
+2025-01-03 02:59:59,599 - INFO - LRs are now: 7.12e-06
+2025-01-03 02:59:59,848 - INFO - LRs are now: 7.12e-06
+2025-01-03 03:00:00,066 - INFO - LRs are now: 7.12e-06
+2025-01-03 03:00:00,552 - INFO - LRs are now: 7.12e-06
+2025-01-03 03:00:01,274 - INFO - LRs are now: 7.12e-06
+2025-01-03 03:00:01,939 - INFO - LRs are now: 7.12e-06
+2025-01-03 03:00:02,550 - INFO - LRs are now: 7.12e-06
+2025-01-03 03:00:02,787 - INFO - LRs are now: 7.12e-06
+2025-01-03 03:00:03,082 - INFO - LRs are now: 7.12e-06
+2025-01-03 03:00:03,291 - INFO - LRs are now: 7.12e-06
+2025-01-03 03:00:04,274 - INFO - LRs are now: 7.12e-06
+2025-01-03 03:00:04,718 - INFO - LRs are now: 7.12e-06
+2025-01-03 03:00:05,018 - INFO - LRs are now: 7.12e-06
+2025-01-03 03:00:05,583 - INFO - LRs are now: 7.12e-06
+2025-01-03 03:00:05,965 - INFO - LRs are now: 7.11e-06
+2025-01-03 03:00:06,237 - INFO - LRs are now: 7.11e-06
+2025-01-03 03:00:06,680 - INFO - LRs are now: 7.11e-06
+2025-01-03 03:00:06,926 - INFO - LRs are now: 7.11e-06
+2025-01-03 03:00:07,165 - INFO - LRs are now: 7.11e-06
+2025-01-03 03:00:07,413 - INFO - LRs are now: 7.11e-06
+2025-01-03 03:00:07,738 - INFO - LRs are now: 7.11e-06
+2025-01-03 03:00:08,124 - INFO - LRs are now: 7.11e-06
+2025-01-03 03:00:08,507 - INFO - LRs are now: 7.11e-06
+2025-01-03 03:00:09,416 - INFO - LRs are now: 7.11e-06
+2025-01-03 03:00:09,966 - INFO - LRs are now: 7.11e-06
+2025-01-03 03:00:10,256 - INFO - LRs are now: 7.11e-06
+2025-01-03 03:00:10,466 - INFO - LRs are now: 7.11e-06
+2025-01-03 03:00:11,047 - INFO - LRs are now: 7.11e-06
+2025-01-03 03:00:12,188 - INFO - LRs are now: 7.11e-06
+2025-01-03 03:00:12,976 - INFO - LRs are now: 7.11e-06
+2025-01-03 03:00:13,271 - INFO - LRs are now: 7.11e-06
+2025-01-03 03:00:13,486 - INFO - LRs are now: 7.11e-06
+2025-01-03 03:00:13,714 - INFO - LRs are now: 7.11e-06
+2025-01-03 03:00:13,978 - INFO - LRs are now: 7.11e-06
+2025-01-03 03:00:14,461 - INFO - LRs are now: 7.11e-06
+2025-01-03 03:00:14,823 - INFO - LRs are now: 7.11e-06
+2025-01-03 03:00:15,147 - INFO - LRs are now: 7.11e-06
+2025-01-03 03:00:15,432 - INFO - LRs are now: 7.11e-06
+2025-01-03 03:00:15,708 - INFO - LRs are now: 7.11e-06
+2025-01-03 03:00:15,915 - INFO - LRs are now: 7.11e-06
+2025-01-03 03:00:16,447 - INFO - LRs are now: 7.11e-06
+2025-01-03 03:00:16,841 - INFO - LRs are now: 7.11e-06
+2025-01-03 03:00:17,379 - INFO - LRs are now: 7.11e-06
+2025-01-03 03:00:17,747 - INFO - LRs are now: 7.11e-06
+2025-01-03 03:00:18,483 - INFO - LRs are now: 7.11e-06
+2025-01-03 03:00:18,892 - INFO - LRs are now: 7.11e-06
+2025-01-03 03:00:19,690 - INFO - LRs are now: 7.11e-06
+2025-01-03 03:00:20,888 - INFO - LRs are now: 7.11e-06
+2025-01-03 03:00:21,615 - INFO - LRs are now: 7.11e-06
+2025-01-03 03:00:22,288 - INFO - LRs are now: 7.11e-06
+2025-01-03 03:00:23,262 - INFO - LRs are now: 7.10e-06
+2025-01-03 03:00:23,800 - INFO - LRs are now: 7.10e-06
+2025-01-03 03:00:24,432 - INFO - LRs are now: 7.10e-06
+2025-01-03 03:00:24,789 - INFO - LRs are now: 7.10e-06
+2025-01-03 03:00:25,002 - INFO - LRs are now: 7.10e-06
+2025-01-03 03:00:25,380 - INFO - LRs are now: 7.10e-06
+2025-01-03 03:00:26,455 - INFO - LRs are now: 7.10e-06
+2025-01-03 03:00:26,891 - INFO - LRs are now: 7.10e-06
+2025-01-03 03:00:27,117 - INFO - LRs are now: 7.10e-06
+2025-01-03 03:00:27,422 - INFO - LRs are now: 7.10e-06
+2025-01-03 03:00:27,642 - INFO - LRs are now: 7.10e-06
+2025-01-03 03:00:27,833 - INFO - LRs are now: 7.10e-06
+2025-01-03 03:00:28,112 - INFO - LRs are now: 7.10e-06
+2025-01-03 03:00:28,441 - INFO - LRs are now: 7.10e-06
+2025-01-03 03:00:29,309 - INFO - LRs are now: 7.10e-06
+2025-01-03 03:00:29,647 - INFO - LRs are now: 7.10e-06
+2025-01-03 03:00:30,072 - INFO - LRs are now: 7.10e-06
+2025-01-03 03:00:30,426 - INFO - LRs are now: 7.10e-06
+2025-01-03 03:00:30,736 - INFO - LRs are now: 7.10e-06
+2025-01-03 03:00:31,012 - INFO - LRs are now: 7.10e-06
+2025-01-03 03:00:31,863 - INFO - LRs are now: 7.10e-06
+2025-01-03 03:00:32,420 - INFO - LRs are now: 7.10e-06
+2025-01-03 03:00:32,655 - INFO - LRs are now: 7.10e-06
+2025-01-03 03:00:33,326 - INFO - LRs are now: 7.10e-06
+2025-01-03 03:00:33,754 - INFO - LRs are now: 7.10e-06
+2025-01-03 03:00:34,102 - INFO - LRs are now: 7.10e-06
+2025-01-03 03:00:34,435 - INFO - LRs are now: 7.10e-06
+2025-01-03 03:00:34,718 - INFO - LRs are now: 7.10e-06
+2025-01-03 03:00:35,120 - INFO - LRs are now: 7.10e-06
+2025-01-03 03:00:35,758 - INFO - LRs are now: 7.10e-06
+2025-01-03 03:00:36,168 - INFO - LRs are now: 7.10e-06
+2025-01-03 03:00:36,484 - INFO - LRs are now: 7.10e-06
+2025-01-03 03:00:36,785 - INFO - LRs are now: 7.10e-06
+2025-01-03 03:00:37,372 - INFO - LRs are now: 7.10e-06
+2025-01-03 03:00:37,872 - INFO - LRs are now: 7.10e-06
+2025-01-03 03:00:38,439 - INFO - LRs are now: 7.09e-06
+2025-01-03 03:00:38,700 - INFO - LRs are now: 7.09e-06
+2025-01-03 03:00:39,835 - INFO - LRs are now: 7.09e-06
+2025-01-03 03:00:40,160 - INFO - LRs are now: 7.09e-06
+2025-01-03 03:00:40,994 - INFO - LRs are now: 7.09e-06
+2025-01-03 03:00:41,471 - INFO - LRs are now: 7.09e-06
+2025-01-03 03:00:41,810 - INFO - LRs are now: 7.09e-06
+2025-01-03 03:00:42,028 - INFO - LRs are now: 7.09e-06
+2025-01-03 03:00:42,833 - INFO - LRs are now: 7.09e-06
+2025-01-03 03:00:43,663 - INFO - LRs are now: 7.09e-06
+2025-01-03 03:00:44,327 - INFO - LRs are now: 7.09e-06
+2025-01-03 03:00:44,627 - INFO - LRs are now: 7.09e-06
+2025-01-03 03:00:45,214 - INFO - LRs are now: 7.09e-06
+2025-01-03 03:00:45,568 - INFO - LRs are now: 7.09e-06
+2025-01-03 03:00:45,774 - INFO - LRs are now: 7.09e-06
+2025-01-03 03:00:46,236 - INFO - LRs are now: 7.09e-06
+2025-01-03 03:00:46,707 - INFO - LRs are now: 7.09e-06
+2025-01-03 03:00:47,118 - INFO - LRs are now: 7.09e-06
+2025-01-03 03:00:47,661 - INFO - LRs are now: 7.09e-06
+2025-01-03 03:00:48,636 - INFO - LRs are now: 7.09e-06
+2025-01-03 03:00:49,022 - INFO - LRs are now: 7.09e-06
+2025-01-03 03:00:50,343 - INFO - LRs are now: 7.09e-06
+2025-01-03 03:00:50,856 - INFO - LRs are now: 7.09e-06
+2025-01-03 03:00:51,344 - INFO - LRs are now: 7.09e-06
+2025-01-03 03:00:51,630 - INFO - LRs are now: 7.09e-06
+2025-01-03 03:00:52,366 - INFO - LRs are now: 7.09e-06
+2025-01-03 03:00:52,897 - INFO - LRs are now: 7.09e-06
+2025-01-03 03:00:54,188 - INFO - LRs are now: 7.09e-06
+2025-01-03 03:00:54,811 - INFO - LRs are now: 7.09e-06
+2025-01-03 03:00:54,902 - INFO - Training epoch 51 finished. (Took 2.1 mins.)
+2025-01-03 03:00:54,903 - INFO - loss_train: 171.2
+2025-01-03 03:00:54,906 - INFO - heads-fscore_train: 85.39%
+2025-01-03 03:00:54,908 - INFO - labels-fscore_train: 89.51%
+2025-01-03 03:00:54,909 - INFO - aggregate_train: 76.43%
+2025-01-03 03:01:00,064 - INFO - Validation epoch 51 finished. (Took 0.1 mins.)
+2025-01-03 03:01:00,064 - INFO - loss_valid: 16.55
+2025-01-03 03:01:00,066 - INFO - heads-fscore_valid: 80.95%
+2025-01-03 03:01:00,067 - INFO - labels-fscore_valid: 86.72%
+2025-01-03 03:01:00,068 - INFO - aggregate_valid: 70.20%
+2025-01-03 03:01:01,446 - INFO - LRs are now: 7.09e-06
+2025-01-03 03:01:02,021 - INFO - LRs are now: 7.09e-06
+2025-01-03 03:01:02,626 - INFO - LRs are now: 7.09e-06
+2025-01-03 03:01:02,993 - INFO - LRs are now: 7.09e-06
+2025-01-03 03:01:03,509 - INFO - LRs are now: 7.09e-06
+2025-01-03 03:01:03,804 - INFO - LRs are now: 7.09e-06
+2025-01-03 03:01:04,057 - INFO - LRs are now: 7.09e-06
+2025-01-03 03:01:04,353 - INFO - LRs are now: 7.08e-06
+2025-01-03 03:01:04,699 - INFO - LRs are now: 7.08e-06
+2025-01-03 03:01:05,629 - INFO - LRs are now: 7.08e-06
+2025-01-03 03:01:06,077 - INFO - LRs are now: 7.08e-06
+2025-01-03 03:01:07,282 - INFO - LRs are now: 7.08e-06
+2025-01-03 03:01:07,678 - INFO - LRs are now: 7.08e-06
+2025-01-03 03:01:08,943 - INFO - LRs are now: 7.08e-06
+2025-01-03 03:01:09,369 - INFO - LRs are now: 7.08e-06
+2025-01-03 03:01:09,665 - INFO - LRs are now: 7.08e-06
+2025-01-03 03:01:09,872 - INFO - LRs are now: 7.08e-06
+2025-01-03 03:01:10,141 - INFO - LRs are now: 7.08e-06
+2025-01-03 03:01:10,382 - INFO - LRs are now: 7.08e-06
+2025-01-03 03:01:10,611 - INFO - LRs are now: 7.08e-06
+2025-01-03 03:01:10,833 - INFO - LRs are now: 7.08e-06
+2025-01-03 03:01:11,038 - INFO - LRs are now: 7.08e-06
+2025-01-03 03:01:11,306 - INFO - LRs are now: 7.08e-06
+2025-01-03 03:01:11,502 - INFO - LRs are now: 7.08e-06
+2025-01-03 03:01:11,776 - INFO - LRs are now: 7.08e-06
+2025-01-03 03:01:12,198 - INFO - LRs are now: 7.08e-06
+2025-01-03 03:01:12,761 - INFO - LRs are now: 7.08e-06
+2025-01-03 03:01:13,336 - INFO - LRs are now: 7.08e-06
+2025-01-03 03:01:13,898 - INFO - LRs are now: 7.08e-06
+2025-01-03 03:01:14,299 - INFO - LRs are now: 7.08e-06
+2025-01-03 03:01:14,812 - INFO - LRs are now: 7.08e-06
+2025-01-03 03:01:15,495 - INFO - LRs are now: 7.08e-06
+2025-01-03 03:01:16,141 - INFO - LRs are now: 7.08e-06
+2025-01-03 03:01:17,037 - INFO - LRs are now: 7.08e-06
+2025-01-03 03:01:17,401 - INFO - LRs are now: 7.08e-06
+2025-01-03 03:01:17,754 - INFO - LRs are now: 7.08e-06
+2025-01-03 03:01:18,054 - INFO - LRs are now: 7.08e-06
+2025-01-03 03:01:18,592 - INFO - LRs are now: 7.08e-06
+2025-01-03 03:01:19,569 - INFO - LRs are now: 7.08e-06
+2025-01-03 03:01:20,373 - INFO - LRs are now: 7.08e-06
+2025-01-03 03:01:20,954 - INFO - LRs are now: 7.08e-06
+2025-01-03 03:01:21,180 - INFO - LRs are now: 7.08e-06
+2025-01-03 03:01:22,596 - INFO - LRs are now: 7.08e-06
+2025-01-03 03:01:23,053 - INFO - LRs are now: 7.07e-06
+2025-01-03 03:01:23,331 - INFO - LRs are now: 7.07e-06
+2025-01-03 03:01:24,387 - INFO - LRs are now: 7.07e-06
+2025-01-03 03:01:24,904 - INFO - LRs are now: 7.07e-06
+2025-01-03 03:01:25,245 - INFO - LRs are now: 7.07e-06
+2025-01-03 03:01:25,467 - INFO - LRs are now: 7.07e-06
+2025-01-03 03:01:25,657 - INFO - LRs are now: 7.07e-06
+2025-01-03 03:01:25,964 - INFO - LRs are now: 7.07e-06
+2025-01-03 03:01:26,702 - INFO - LRs are now: 7.07e-06
+2025-01-03 03:01:26,966 - INFO - LRs are now: 7.07e-06
+2025-01-03 03:01:27,176 - INFO - LRs are now: 7.07e-06
+2025-01-03 03:01:28,526 - INFO - LRs are now: 7.07e-06
+2025-01-03 03:01:28,967 - INFO - LRs are now: 7.07e-06
+2025-01-03 03:01:29,820 - INFO - LRs are now: 7.07e-06
+2025-01-03 03:01:30,133 - INFO - LRs are now: 7.07e-06
+2025-01-03 03:01:30,511 - INFO - LRs are now: 7.07e-06
+2025-01-03 03:01:30,799 - INFO - LRs are now: 7.07e-06
+2025-01-03 03:01:31,116 - INFO - LRs are now: 7.07e-06
+2025-01-03 03:01:31,329 - INFO - LRs are now: 7.07e-06
+2025-01-03 03:01:31,809 - INFO - LRs are now: 7.07e-06
+2025-01-03 03:01:32,105 - INFO - LRs are now: 7.07e-06
+2025-01-03 03:01:32,341 - INFO - LRs are now: 7.07e-06
+2025-01-03 03:01:32,539 - INFO - LRs are now: 7.07e-06
+2025-01-03 03:01:32,815 - INFO - LRs are now: 7.07e-06
+2025-01-03 03:01:33,160 - INFO - LRs are now: 7.07e-06
+2025-01-03 03:01:33,567 - INFO - LRs are now: 7.07e-06
+2025-01-03 03:01:34,240 - INFO - LRs are now: 7.07e-06
+2025-01-03 03:01:34,709 - INFO - LRs are now: 7.07e-06
+2025-01-03 03:01:35,118 - INFO - LRs are now: 7.07e-06
+2025-01-03 03:01:35,352 - INFO - LRs are now: 7.07e-06
+2025-01-03 03:01:36,537 - INFO - LRs are now: 7.07e-06
+2025-01-03 03:01:37,029 - INFO - LRs are now: 7.07e-06
+2025-01-03 03:01:37,298 - INFO - LRs are now: 7.07e-06
+2025-01-03 03:01:37,517 - INFO - LRs are now: 7.07e-06
+2025-01-03 03:01:38,058 - INFO - LRs are now: 7.07e-06
+2025-01-03 03:01:38,541 - INFO - LRs are now: 7.07e-06
+2025-01-03 03:01:39,204 - INFO - LRs are now: 7.06e-06
+2025-01-03 03:01:39,488 - INFO - LRs are now: 7.06e-06
+2025-01-03 03:01:39,778 - INFO - LRs are now: 7.06e-06
+2025-01-03 03:01:40,107 - INFO - LRs are now: 7.06e-06
+2025-01-03 03:01:41,203 - INFO - LRs are now: 7.06e-06
+2025-01-03 03:01:41,663 - INFO - LRs are now: 7.06e-06
+2025-01-03 03:01:42,788 - INFO - LRs are now: 7.06e-06
+2025-01-03 03:01:43,289 - INFO - LRs are now: 7.06e-06
+2025-01-03 03:01:43,510 - INFO - LRs are now: 7.06e-06
+2025-01-03 03:01:43,904 - INFO - LRs are now: 7.06e-06
+2025-01-03 03:01:45,074 - INFO - LRs are now: 7.06e-06
+2025-01-03 03:01:45,502 - INFO - LRs are now: 7.06e-06
+2025-01-03 03:01:46,180 - INFO - LRs are now: 7.06e-06
+2025-01-03 03:01:46,779 - INFO - LRs are now: 7.06e-06
+2025-01-03 03:01:47,065 - INFO - LRs are now: 7.06e-06
+2025-01-03 03:01:47,321 - INFO - LRs are now: 7.06e-06
+2025-01-03 03:01:47,528 - INFO - LRs are now: 7.06e-06
+2025-01-03 03:01:47,956 - INFO - LRs are now: 7.06e-06
+2025-01-03 03:01:48,264 - INFO - LRs are now: 7.06e-06
+2025-01-03 03:01:48,455 - INFO - LRs are now: 7.06e-06
+2025-01-03 03:01:48,725 - INFO - LRs are now: 7.06e-06
+2025-01-03 03:01:49,617 - INFO - LRs are now: 7.06e-06
+2025-01-03 03:01:49,963 - INFO - LRs are now: 7.06e-06
+2025-01-03 03:01:50,319 - INFO - LRs are now: 7.06e-06
+2025-01-03 03:01:50,713 - INFO - LRs are now: 7.06e-06
+2025-01-03 03:01:51,077 - INFO - LRs are now: 7.06e-06
+2025-01-03 03:01:51,307 - INFO - LRs are now: 7.06e-06
+2025-01-03 03:01:51,664 - INFO - LRs are now: 7.06e-06
+2025-01-03 03:01:52,108 - INFO - LRs are now: 7.06e-06
+2025-01-03 03:01:52,376 - INFO - LRs are now: 7.06e-06
+2025-01-03 03:01:52,921 - INFO - LRs are now: 7.06e-06
+2025-01-03 03:01:54,229 - INFO - LRs are now: 7.06e-06
+2025-01-03 03:01:54,771 - INFO - LRs are now: 7.06e-06
+2025-01-03 03:01:55,037 - INFO - LRs are now: 7.06e-06
+2025-01-03 03:01:55,255 - INFO - LRs are now: 7.06e-06
+2025-01-03 03:01:55,854 - INFO - LRs are now: 7.06e-06
+2025-01-03 03:01:56,105 - INFO - LRs are now: 7.06e-06
+2025-01-03 03:01:57,027 - INFO - LRs are now: 7.05e-06
+2025-01-03 03:01:58,240 - INFO - LRs are now: 7.05e-06
+2025-01-03 03:01:58,705 - INFO - LRs are now: 7.05e-06
+2025-01-03 03:01:59,003 - INFO - LRs are now: 7.05e-06
+2025-01-03 03:01:59,373 - INFO - LRs are now: 7.05e-06
+2025-01-03 03:01:59,760 - INFO - LRs are now: 7.05e-06
+2025-01-03 03:02:00,004 - INFO - LRs are now: 7.05e-06
+2025-01-03 03:02:00,180 - INFO - LRs are now: 7.05e-06
+2025-01-03 03:02:01,442 - INFO - LRs are now: 7.05e-06
+2025-01-03 03:02:01,953 - INFO - LRs are now: 7.05e-06
+2025-01-03 03:02:02,314 - INFO - LRs are now: 7.05e-06
+2025-01-03 03:02:02,583 - INFO - LRs are now: 7.05e-06
+2025-01-03 03:02:02,969 - INFO - LRs are now: 7.05e-06
+2025-01-03 03:02:03,196 - INFO - LRs are now: 7.05e-06
+2025-01-03 03:02:03,349 - INFO - LRs are now: 7.05e-06
+2025-01-03 03:02:03,536 - INFO - LRs are now: 7.05e-06
+2025-01-03 03:02:03,774 - INFO - LRs are now: 7.05e-06
+2025-01-03 03:02:04,068 - INFO - LRs are now: 7.05e-06
+2025-01-03 03:02:04,282 - INFO - LRs are now: 7.05e-06
+2025-01-03 03:02:04,497 - INFO - LRs are now: 7.05e-06
+2025-01-03 03:02:04,698 - INFO - LRs are now: 7.05e-06
+2025-01-03 03:02:05,063 - INFO - LRs are now: 7.05e-06
+2025-01-03 03:02:05,597 - INFO - LRs are now: 7.05e-06
+2025-01-03 03:02:05,960 - INFO - LRs are now: 7.05e-06
+2025-01-03 03:02:06,876 - INFO - LRs are now: 7.05e-06
+2025-01-03 03:02:07,525 - INFO - LRs are now: 7.05e-06
+2025-01-03 03:02:07,774 - INFO - LRs are now: 7.05e-06
+2025-01-03 03:02:08,169 - INFO - LRs are now: 7.05e-06
+2025-01-03 03:02:08,423 - INFO - LRs are now: 7.05e-06
+2025-01-03 03:02:08,607 - INFO - LRs are now: 7.05e-06
+2025-01-03 03:02:08,940 - INFO - LRs are now: 7.05e-06
+2025-01-03 03:02:10,183 - INFO - LRs are now: 7.05e-06
+2025-01-03 03:02:10,911 - INFO - LRs are now: 7.05e-06
+2025-01-03 03:02:11,313 - INFO - LRs are now: 7.05e-06
+2025-01-03 03:02:11,833 - INFO - LRs are now: 7.05e-06
+2025-01-03 03:02:12,165 - INFO - LRs are now: 7.05e-06
+2025-01-03 03:02:12,622 - INFO - LRs are now: 7.04e-06
+2025-01-03 03:02:12,871 - INFO - LRs are now: 7.04e-06
+2025-01-03 03:02:13,170 - INFO - LRs are now: 7.04e-06
+2025-01-03 03:02:13,421 - INFO - LRs are now: 7.04e-06
+2025-01-03 03:02:13,784 - INFO - LRs are now: 7.04e-06
+2025-01-03 03:02:15,219 - INFO - LRs are now: 7.04e-06
+2025-01-03 03:02:15,957 - INFO - LRs are now: 7.04e-06
+2025-01-03 03:02:16,414 - INFO - LRs are now: 7.04e-06
+2025-01-03 03:02:16,683 - INFO - LRs are now: 7.04e-06
+2025-01-03 03:02:17,003 - INFO - LRs are now: 7.04e-06
+2025-01-03 03:02:17,384 - INFO - LRs are now: 7.04e-06
+2025-01-03 03:02:17,758 - INFO - LRs are now: 7.04e-06
+2025-01-03 03:02:18,004 - INFO - LRs are now: 7.04e-06
+2025-01-03 03:02:18,555 - INFO - LRs are now: 7.04e-06
+2025-01-03 03:02:18,892 - INFO - LRs are now: 7.04e-06
+2025-01-03 03:02:19,459 - INFO - LRs are now: 7.04e-06
+2025-01-03 03:02:20,544 - INFO - LRs are now: 7.04e-06
+2025-01-03 03:02:21,793 - INFO - LRs are now: 7.04e-06
+2025-01-03 03:02:22,302 - INFO - LRs are now: 7.04e-06
+2025-01-03 03:02:22,606 - INFO - LRs are now: 7.04e-06
+2025-01-03 03:02:22,881 - INFO - LRs are now: 7.04e-06
+2025-01-03 03:02:23,246 - INFO - LRs are now: 7.04e-06
+2025-01-03 03:02:24,296 - INFO - LRs are now: 7.04e-06
+2025-01-03 03:02:24,713 - INFO - LRs are now: 7.04e-06
+2025-01-03 03:02:25,725 - INFO - LRs are now: 7.04e-06
+2025-01-03 03:02:26,355 - INFO - LRs are now: 7.04e-06
+2025-01-03 03:02:26,939 - INFO - LRs are now: 7.04e-06
+2025-01-03 03:02:27,211 - INFO - LRs are now: 7.04e-06
+2025-01-03 03:02:27,688 - INFO - LRs are now: 7.04e-06
+2025-01-03 03:02:27,991 - INFO - LRs are now: 7.04e-06
+2025-01-03 03:02:28,252 - INFO - LRs are now: 7.04e-06
+2025-01-03 03:02:28,450 - INFO - LRs are now: 7.04e-06
+2025-01-03 03:02:28,900 - INFO - LRs are now: 7.04e-06
+2025-01-03 03:02:29,215 - INFO - LRs are now: 7.04e-06
+2025-01-03 03:02:29,954 - INFO - LRs are now: 7.04e-06
+2025-01-03 03:02:30,509 - INFO - LRs are now: 7.04e-06
+2025-01-03 03:02:31,422 - INFO - LRs are now: 7.04e-06
+2025-01-03 03:02:31,761 - INFO - LRs are now: 7.03e-06
+2025-01-03 03:02:32,031 - INFO - LRs are now: 7.03e-06
+2025-01-03 03:02:32,472 - INFO - LRs are now: 7.03e-06
+2025-01-03 03:02:32,783 - INFO - LRs are now: 7.03e-06
+2025-01-03 03:02:33,088 - INFO - LRs are now: 7.03e-06
+2025-01-03 03:02:33,418 - INFO - LRs are now: 7.03e-06
+2025-01-03 03:02:34,623 - INFO - LRs are now: 7.03e-06
+2025-01-03 03:02:34,974 - INFO - LRs are now: 7.03e-06
+2025-01-03 03:02:35,133 - INFO - LRs are now: 7.03e-06
+2025-01-03 03:02:35,313 - INFO - LRs are now: 7.03e-06
+2025-01-03 03:02:35,760 - INFO - LRs are now: 7.03e-06
+2025-01-03 03:02:36,001 - INFO - LRs are now: 7.03e-06
+2025-01-03 03:02:36,406 - INFO - LRs are now: 7.03e-06
+2025-01-03 03:02:36,753 - INFO - LRs are now: 7.03e-06
+2025-01-03 03:02:37,385 - INFO - LRs are now: 7.03e-06
+2025-01-03 03:02:37,868 - INFO - LRs are now: 7.03e-06
+2025-01-03 03:02:38,135 - INFO - LRs are now: 7.03e-06
+2025-01-03 03:02:39,059 - INFO - LRs are now: 7.03e-06
+2025-01-03 03:02:39,650 - INFO - LRs are now: 7.03e-06
+2025-01-03 03:02:40,009 - INFO - LRs are now: 7.03e-06
+2025-01-03 03:02:40,213 - INFO - LRs are now: 7.03e-06
+2025-01-03 03:02:40,395 - INFO - LRs are now: 7.03e-06
+2025-01-03 03:02:40,636 - INFO - LRs are now: 7.03e-06
+2025-01-03 03:02:41,272 - INFO - LRs are now: 7.03e-06
+2025-01-03 03:02:41,645 - INFO - LRs are now: 7.03e-06
+2025-01-03 03:02:42,258 - INFO - LRs are now: 7.03e-06
+2025-01-03 03:02:42,937 - INFO - LRs are now: 7.03e-06
+2025-01-03 03:02:43,232 - INFO - LRs are now: 7.03e-06
+2025-01-03 03:02:43,478 - INFO - LRs are now: 7.03e-06
+2025-01-03 03:02:43,714 - INFO - LRs are now: 7.03e-06
+2025-01-03 03:02:44,162 - INFO - LRs are now: 7.03e-06
+2025-01-03 03:02:44,519 - INFO - LRs are now: 7.03e-06
+2025-01-03 03:02:44,782 - INFO - LRs are now: 7.03e-06
+2025-01-03 03:02:45,140 - INFO - LRs are now: 7.03e-06
+2025-01-03 03:02:45,557 - INFO - LRs are now: 7.03e-06
+2025-01-03 03:02:45,927 - INFO - LRs are now: 7.03e-06
+2025-01-03 03:02:46,131 - INFO - LRs are now: 7.03e-06
+2025-01-03 03:02:47,122 - INFO - LRs are now: 7.02e-06
+2025-01-03 03:02:47,662 - INFO - LRs are now: 7.02e-06
+2025-01-03 03:02:48,000 - INFO - LRs are now: 7.02e-06
+2025-01-03 03:02:48,226 - INFO - LRs are now: 7.02e-06
+2025-01-03 03:02:48,415 - INFO - LRs are now: 7.02e-06
+2025-01-03 03:02:48,607 - INFO - LRs are now: 7.02e-06
+2025-01-03 03:02:49,991 - INFO - LRs are now: 7.02e-06
+2025-01-03 03:02:50,456 - INFO - LRs are now: 7.02e-06
+2025-01-03 03:02:50,846 - INFO - LRs are now: 7.02e-06
+2025-01-03 03:02:51,215 - INFO - LRs are now: 7.02e-06
+2025-01-03 03:02:51,449 - INFO - LRs are now: 7.02e-06
+2025-01-03 03:02:51,874 - INFO - LRs are now: 7.02e-06
+2025-01-03 03:02:53,413 - INFO - LRs are now: 7.02e-06
+2025-01-03 03:02:54,022 - INFO - LRs are now: 7.02e-06
+2025-01-03 03:02:54,275 - INFO - LRs are now: 7.02e-06
+2025-01-03 03:02:54,495 - INFO - LRs are now: 7.02e-06
+2025-01-03 03:02:55,741 - INFO - LRs are now: 7.02e-06
+2025-01-03 03:02:56,188 - INFO - LRs are now: 7.02e-06
+2025-01-03 03:02:56,349 - INFO - LRs are now: 7.02e-06
+2025-01-03 03:02:56,742 - INFO - LRs are now: 7.02e-06
+2025-01-03 03:02:57,163 - INFO - LRs are now: 7.02e-06
+2025-01-03 03:02:57,501 - INFO - LRs are now: 7.02e-06
+2025-01-03 03:02:57,779 - INFO - LRs are now: 7.02e-06
+2025-01-03 03:02:58,073 - INFO - LRs are now: 7.02e-06
+2025-01-03 03:02:58,124 - INFO - Training epoch 52 finished. (Took 2.0 mins.)
+2025-01-03 03:02:58,124 - INFO - loss_train: 160.5
+2025-01-03 03:02:58,126 - INFO - heads-fscore_train: 85.57%
+2025-01-03 03:02:58,129 - INFO - labels-fscore_train: 89.55%
+2025-01-03 03:02:58,130 - INFO - aggregate_train: 76.62%
+2025-01-03 03:03:02,539 - INFO - Validation epoch 52 finished. (Took 0.1 mins.)
+2025-01-03 03:03:02,539 - INFO - loss_valid: 16.92
+2025-01-03 03:03:02,541 - INFO - heads-fscore_valid: 80.67%
+2025-01-03 03:03:02,542 - INFO - labels-fscore_valid: 86.68%
+2025-01-03 03:03:02,543 - INFO - aggregate_valid: 69.92%
+2025-01-03 03:03:03,927 - INFO - LRs are now: 7.02e-06
+2025-01-03 03:03:04,549 - INFO - LRs are now: 7.02e-06
+2025-01-03 03:03:04,832 - INFO - LRs are now: 7.02e-06
+2025-01-03 03:03:05,525 - INFO - LRs are now: 7.02e-06
+2025-01-03 03:03:06,268 - INFO - LRs are now: 7.02e-06
+2025-01-03 03:03:06,719 - INFO - LRs are now: 7.02e-06
+2025-01-03 03:03:07,243 - INFO - LRs are now: 7.02e-06
+2025-01-03 03:03:07,699 - INFO - LRs are now: 7.02e-06
+2025-01-03 03:03:08,061 - INFO - LRs are now: 7.02e-06
+2025-01-03 03:03:08,395 - INFO - LRs are now: 7.02e-06
+2025-01-03 03:03:08,636 - INFO - LRs are now: 7.02e-06
+2025-01-03 03:03:09,081 - INFO - LRs are now: 7.02e-06
+2025-01-03 03:03:09,777 - INFO - LRs are now: 7.02e-06
+2025-01-03 03:03:10,079 - INFO - LRs are now: 7.01e-06
+2025-01-03 03:03:10,433 - INFO - LRs are now: 7.01e-06
+2025-01-03 03:03:10,647 - INFO - LRs are now: 7.01e-06
+2025-01-03 03:03:11,637 - INFO - LRs are now: 7.01e-06
+2025-01-03 03:03:12,147 - INFO - LRs are now: 7.01e-06
+2025-01-03 03:03:12,448 - INFO - LRs are now: 7.01e-06
+2025-01-03 03:03:12,779 - INFO - LRs are now: 7.01e-06
+2025-01-03 03:03:12,997 - INFO - LRs are now: 7.01e-06
+2025-01-03 03:03:14,034 - INFO - LRs are now: 7.01e-06
+2025-01-03 03:03:14,861 - INFO - LRs are now: 7.01e-06
+2025-01-03 03:03:15,365 - INFO - LRs are now: 7.01e-06
+2025-01-03 03:03:15,899 - INFO - LRs are now: 7.01e-06
+2025-01-03 03:03:16,276 - INFO - LRs are now: 7.01e-06
+2025-01-03 03:03:16,865 - INFO - LRs are now: 7.01e-06
+2025-01-03 03:03:17,228 - INFO - LRs are now: 7.01e-06
+2025-01-03 03:03:18,105 - INFO - LRs are now: 7.01e-06
+2025-01-03 03:03:18,482 - INFO - LRs are now: 7.01e-06
+2025-01-03 03:03:19,416 - INFO - LRs are now: 7.01e-06
+2025-01-03 03:03:19,757 - INFO - LRs are now: 7.01e-06
+2025-01-03 03:03:19,951 - INFO - LRs are now: 7.01e-06
+2025-01-03 03:03:20,249 - INFO - LRs are now: 7.01e-06
+2025-01-03 03:03:20,652 - INFO - LRs are now: 7.01e-06
+2025-01-03 03:03:21,744 - INFO - LRs are now: 7.01e-06
+2025-01-03 03:03:22,862 - INFO - LRs are now: 7.01e-06
+2025-01-03 03:03:23,207 - INFO - LRs are now: 7.01e-06
+2025-01-03 03:03:23,920 - INFO - LRs are now: 7.01e-06
+2025-01-03 03:03:24,235 - INFO - LRs are now: 7.01e-06
+2025-01-03 03:03:24,454 - INFO - LRs are now: 7.01e-06
+2025-01-03 03:03:25,705 - INFO - LRs are now: 7.01e-06
+2025-01-03 03:03:27,068 - INFO - LRs are now: 7.01e-06
+2025-01-03 03:03:27,439 - INFO - LRs are now: 7.01e-06
+2025-01-03 03:03:28,052 - INFO - LRs are now: 7.01e-06
+2025-01-03 03:03:28,658 - INFO - LRs are now: 7.01e-06
+2025-01-03 03:03:28,912 - INFO - LRs are now: 7.01e-06
+2025-01-03 03:03:29,742 - INFO - LRs are now: 7.01e-06
+2025-01-03 03:03:30,268 - INFO - LRs are now: 7.01e-06
+2025-01-03 03:03:30,546 - INFO - LRs are now: 7.01e-06
+2025-01-03 03:03:30,842 - INFO - LRs are now: 7.00e-06
+2025-01-03 03:03:31,918 - INFO - LRs are now: 7.00e-06
+2025-01-03 03:03:32,461 - INFO - LRs are now: 7.00e-06
+2025-01-03 03:03:32,903 - INFO - LRs are now: 7.00e-06
+2025-01-03 03:03:33,172 - INFO - LRs are now: 7.00e-06
+2025-01-03 03:03:33,469 - INFO - LRs are now: 7.00e-06
+2025-01-03 03:03:33,748 - INFO - LRs are now: 7.00e-06
+2025-01-03 03:03:33,954 - INFO - LRs are now: 7.00e-06
+2025-01-03 03:03:34,144 - INFO - LRs are now: 7.00e-06
+2025-01-03 03:03:34,616 - INFO - LRs are now: 7.00e-06
+2025-01-03 03:03:34,856 - INFO - LRs are now: 7.00e-06
+2025-01-03 03:03:35,162 - INFO - LRs are now: 7.00e-06
+2025-01-03 03:03:35,446 - INFO - LRs are now: 7.00e-06
+2025-01-03 03:03:36,052 - INFO - LRs are now: 7.00e-06
+2025-01-03 03:03:37,010 - INFO - LRs are now: 7.00e-06
+2025-01-03 03:03:37,345 - INFO - LRs are now: 7.00e-06
+2025-01-03 03:03:37,758 - INFO - LRs are now: 7.00e-06
+2025-01-03 03:03:38,035 - INFO - LRs are now: 7.00e-06
+2025-01-03 03:03:38,291 - INFO - LRs are now: 7.00e-06
+2025-01-03 03:03:38,786 - INFO - LRs are now: 7.00e-06
+2025-01-03 03:03:39,453 - INFO - LRs are now: 7.00e-06
+2025-01-03 03:03:39,999 - INFO - LRs are now: 7.00e-06
+2025-01-03 03:03:40,274 - INFO - LRs are now: 7.00e-06
+2025-01-03 03:03:40,529 - INFO - LRs are now: 7.00e-06
+2025-01-03 03:03:40,791 - INFO - LRs are now: 7.00e-06
+2025-01-03 03:03:41,195 - INFO - LRs are now: 7.00e-06
+2025-01-03 03:03:41,417 - INFO - LRs are now: 7.00e-06
+2025-01-03 03:03:41,956 - INFO - LRs are now: 7.00e-06
+2025-01-03 03:03:42,290 - INFO - LRs are now: 7.00e-06
+2025-01-03 03:03:42,483 - INFO - LRs are now: 7.00e-06
+2025-01-03 03:03:43,081 - INFO - LRs are now: 7.00e-06
+2025-01-03 03:03:44,309 - INFO - LRs are now: 7.00e-06
+2025-01-03 03:03:44,832 - INFO - LRs are now: 7.00e-06
+2025-01-03 03:03:45,057 - INFO - LRs are now: 7.00e-06
+2025-01-03 03:03:45,398 - INFO - LRs are now: 7.00e-06
+2025-01-03 03:03:45,687 - INFO - LRs are now: 7.00e-06
+2025-01-03 03:03:46,056 - INFO - LRs are now: 7.00e-06
+2025-01-03 03:03:47,018 - INFO - LRs are now: 6.99e-06
+2025-01-03 03:03:47,387 - INFO - LRs are now: 6.99e-06
+2025-01-03 03:03:47,562 - INFO - LRs are now: 6.99e-06
+2025-01-03 03:03:47,765 - INFO - LRs are now: 6.99e-06
+2025-01-03 03:03:48,171 - INFO - LRs are now: 6.99e-06
+2025-01-03 03:03:49,297 - INFO - LRs are now: 6.99e-06
+2025-01-03 03:03:50,535 - INFO - LRs are now: 6.99e-06
+2025-01-03 03:03:50,941 - INFO - LRs are now: 6.99e-06
+2025-01-03 03:03:51,119 - INFO - LRs are now: 6.99e-06
+2025-01-03 03:03:51,532 - INFO - LRs are now: 6.99e-06
+2025-01-03 03:03:51,999 - INFO - LRs are now: 6.99e-06
+2025-01-03 03:03:53,174 - INFO - LRs are now: 6.99e-06
+2025-01-03 03:03:53,629 - INFO - LRs are now: 6.99e-06
+2025-01-03 03:03:53,849 - INFO - LRs are now: 6.99e-06
+2025-01-03 03:03:54,134 - INFO - LRs are now: 6.99e-06
+2025-01-03 03:03:55,656 - INFO - LRs are now: 6.99e-06
+2025-01-03 03:03:56,073 - INFO - LRs are now: 6.99e-06
+2025-01-03 03:03:56,824 - INFO - LRs are now: 6.99e-06
+2025-01-03 03:03:57,150 - INFO - LRs are now: 6.99e-06
+2025-01-03 03:03:57,431 - INFO - LRs are now: 6.99e-06
+2025-01-03 03:03:57,870 - INFO - LRs are now: 6.99e-06
+2025-01-03 03:03:58,139 - INFO - LRs are now: 6.99e-06
+2025-01-03 03:03:59,408 - INFO - LRs are now: 6.99e-06
+2025-01-03 03:04:00,079 - INFO - LRs are now: 6.99e-06
+2025-01-03 03:04:00,464 - INFO - LRs are now: 6.99e-06
+2025-01-03 03:04:00,689 - INFO - LRs are now: 6.99e-06
+2025-01-03 03:04:00,948 - INFO - LRs are now: 6.99e-06
+2025-01-03 03:04:01,462 - INFO - LRs are now: 6.99e-06
+2025-01-03 03:04:01,761 - INFO - LRs are now: 6.99e-06
+2025-01-03 03:04:02,052 - INFO - LRs are now: 6.99e-06
+2025-01-03 03:04:02,263 - INFO - LRs are now: 6.99e-06
+2025-01-03 03:04:02,536 - INFO - LRs are now: 6.99e-06
+2025-01-03 03:04:02,756 - INFO - LRs are now: 6.99e-06
+2025-01-03 03:04:03,102 - INFO - LRs are now: 6.99e-06
+2025-01-03 03:04:03,414 - INFO - LRs are now: 6.99e-06
+2025-01-03 03:04:03,644 - INFO - LRs are now: 6.99e-06
+2025-01-03 03:04:03,924 - INFO - LRs are now: 6.99e-06
+2025-01-03 03:04:04,188 - INFO - LRs are now: 6.99e-06
+2025-01-03 03:04:04,780 - INFO - LRs are now: 6.98e-06
+2025-01-03 03:04:05,305 - INFO - LRs are now: 6.98e-06
+2025-01-03 03:04:05,891 - INFO - LRs are now: 6.98e-06
+2025-01-03 03:04:06,177 - INFO - LRs are now: 6.98e-06
+2025-01-03 03:04:06,380 - INFO - LRs are now: 6.98e-06
+2025-01-03 03:04:06,709 - INFO - LRs are now: 6.98e-06
+2025-01-03 03:04:06,943 - INFO - LRs are now: 6.98e-06
+2025-01-03 03:04:07,422 - INFO - LRs are now: 6.98e-06
+2025-01-03 03:04:07,676 - INFO - LRs are now: 6.98e-06
+2025-01-03 03:04:07,853 - INFO - LRs are now: 6.98e-06
+2025-01-03 03:04:08,036 - INFO - LRs are now: 6.98e-06
+2025-01-03 03:04:08,537 - INFO - LRs are now: 6.98e-06
+2025-01-03 03:04:08,844 - INFO - LRs are now: 6.98e-06
+2025-01-03 03:04:09,043 - INFO - LRs are now: 6.98e-06
+2025-01-03 03:04:09,242 - INFO - LRs are now: 6.98e-06
+2025-01-03 03:04:09,791 - INFO - LRs are now: 6.98e-06
+2025-01-03 03:04:10,133 - INFO - LRs are now: 6.98e-06
+2025-01-03 03:04:10,337 - INFO - LRs are now: 6.98e-06
+2025-01-03 03:04:10,639 - INFO - LRs are now: 6.98e-06
+2025-01-03 03:04:11,045 - INFO - LRs are now: 6.98e-06
+2025-01-03 03:04:11,435 - INFO - LRs are now: 6.98e-06
+2025-01-03 03:04:11,749 - INFO - LRs are now: 6.98e-06
+2025-01-03 03:04:12,016 - INFO - LRs are now: 6.98e-06
+2025-01-03 03:04:12,270 - INFO - LRs are now: 6.98e-06
+2025-01-03 03:04:12,495 - INFO - LRs are now: 6.98e-06
+2025-01-03 03:04:12,863 - INFO - LRs are now: 6.98e-06
+2025-01-03 03:04:13,385 - INFO - LRs are now: 6.98e-06
+2025-01-03 03:04:14,719 - INFO - LRs are now: 6.98e-06
+2025-01-03 03:04:16,111 - INFO - LRs are now: 6.98e-06
+2025-01-03 03:04:16,721 - INFO - LRs are now: 6.98e-06
+2025-01-03 03:04:16,977 - INFO - LRs are now: 6.98e-06
+2025-01-03 03:04:17,285 - INFO - LRs are now: 6.98e-06
+2025-01-03 03:04:17,545 - INFO - LRs are now: 6.98e-06
+2025-01-03 03:04:17,847 - INFO - LRs are now: 6.98e-06
+2025-01-03 03:04:18,125 - INFO - LRs are now: 6.98e-06
+2025-01-03 03:04:19,111 - INFO - LRs are now: 6.98e-06
+2025-01-03 03:04:19,901 - INFO - LRs are now: 6.98e-06
+2025-01-03 03:04:20,206 - INFO - LRs are now: 6.98e-06
+2025-01-03 03:04:20,531 - INFO - LRs are now: 6.97e-06
+2025-01-03 03:04:20,770 - INFO - LRs are now: 6.97e-06
+2025-01-03 03:04:21,159 - INFO - LRs are now: 6.97e-06
+2025-01-03 03:04:21,416 - INFO - LRs are now: 6.97e-06
+2025-01-03 03:04:21,949 - INFO - LRs are now: 6.97e-06
+2025-01-03 03:04:22,234 - INFO - LRs are now: 6.97e-06
+2025-01-03 03:04:22,423 - INFO - LRs are now: 6.97e-06
+2025-01-03 03:04:23,480 - INFO - LRs are now: 6.97e-06
+2025-01-03 03:04:24,139 - INFO - LRs are now: 6.97e-06
+2025-01-03 03:04:24,432 - INFO - LRs are now: 6.97e-06
+2025-01-03 03:04:24,681 - INFO - LRs are now: 6.97e-06
+2025-01-03 03:04:24,934 - INFO - LRs are now: 6.97e-06
+2025-01-03 03:04:26,225 - INFO - LRs are now: 6.97e-06
+2025-01-03 03:04:27,474 - INFO - LRs are now: 6.97e-06
+2025-01-03 03:04:27,961 - INFO - LRs are now: 6.97e-06
+2025-01-03 03:04:28,226 - INFO - LRs are now: 6.97e-06
+2025-01-03 03:04:28,428 - INFO - LRs are now: 6.97e-06
+2025-01-03 03:04:29,710 - INFO - LRs are now: 6.97e-06
+2025-01-03 03:04:30,372 - INFO - LRs are now: 6.97e-06
+2025-01-03 03:04:30,627 - INFO - LRs are now: 6.97e-06
+2025-01-03 03:04:31,037 - INFO - LRs are now: 6.97e-06
+2025-01-03 03:04:31,777 - INFO - LRs are now: 6.97e-06
+2025-01-03 03:04:32,108 - INFO - LRs are now: 6.97e-06
+2025-01-03 03:04:32,456 - INFO - LRs are now: 6.97e-06
+2025-01-03 03:04:32,694 - INFO - LRs are now: 6.97e-06
+2025-01-03 03:04:33,115 - INFO - LRs are now: 6.97e-06
+2025-01-03 03:04:33,421 - INFO - LRs are now: 6.97e-06
+2025-01-03 03:04:33,820 - INFO - LRs are now: 6.97e-06
+2025-01-03 03:04:34,120 - INFO - LRs are now: 6.97e-06
+2025-01-03 03:04:34,705 - INFO - LRs are now: 6.97e-06
+2025-01-03 03:04:35,149 - INFO - LRs are now: 6.97e-06
+2025-01-03 03:04:35,474 - INFO - LRs are now: 6.97e-06
+2025-01-03 03:04:35,724 - INFO - LRs are now: 6.97e-06
+2025-01-03 03:04:35,911 - INFO - LRs are now: 6.97e-06
+2025-01-03 03:04:36,624 - INFO - LRs are now: 6.97e-06
+2025-01-03 03:04:37,602 - INFO - LRs are now: 6.97e-06
+2025-01-03 03:04:38,013 - INFO - LRs are now: 6.97e-06
+2025-01-03 03:04:38,269 - INFO - LRs are now: 6.96e-06
+2025-01-03 03:04:38,570 - INFO - LRs are now: 6.96e-06
+2025-01-03 03:04:39,070 - INFO - LRs are now: 6.96e-06
+2025-01-03 03:04:39,325 - INFO - LRs are now: 6.96e-06
+2025-01-03 03:04:39,595 - INFO - LRs are now: 6.96e-06
+2025-01-03 03:04:39,815 - INFO - LRs are now: 6.96e-06
+2025-01-03 03:04:40,017 - INFO - LRs are now: 6.96e-06
+2025-01-03 03:04:40,329 - INFO - LRs are now: 6.96e-06
+2025-01-03 03:04:40,689 - INFO - LRs are now: 6.96e-06
+2025-01-03 03:04:41,007 - INFO - LRs are now: 6.96e-06
+2025-01-03 03:04:41,523 - INFO - LRs are now: 6.96e-06
+2025-01-03 03:04:42,046 - INFO - LRs are now: 6.96e-06
+2025-01-03 03:04:43,276 - INFO - LRs are now: 6.96e-06
+2025-01-03 03:04:43,853 - INFO - LRs are now: 6.96e-06
+2025-01-03 03:04:44,494 - INFO - LRs are now: 6.96e-06
+2025-01-03 03:04:45,891 - INFO - LRs are now: 6.96e-06
+2025-01-03 03:04:47,163 - INFO - LRs are now: 6.96e-06
+2025-01-03 03:04:48,059 - INFO - LRs are now: 6.96e-06
+2025-01-03 03:04:48,913 - INFO - LRs are now: 6.96e-06
+2025-01-03 03:04:49,306 - INFO - LRs are now: 6.96e-06
+2025-01-03 03:04:49,549 - INFO - LRs are now: 6.96e-06
+2025-01-03 03:04:50,607 - INFO - LRs are now: 6.96e-06
+2025-01-03 03:04:51,109 - INFO - LRs are now: 6.96e-06
+2025-01-03 03:04:51,356 - INFO - LRs are now: 6.96e-06
+2025-01-03 03:04:51,672 - INFO - LRs are now: 6.96e-06
+2025-01-03 03:04:51,874 - INFO - LRs are now: 6.96e-06
+2025-01-03 03:04:52,247 - INFO - LRs are now: 6.96e-06
+2025-01-03 03:04:52,550 - INFO - LRs are now: 6.96e-06
+2025-01-03 03:04:52,757 - INFO - LRs are now: 6.96e-06
+2025-01-03 03:04:52,998 - INFO - LRs are now: 6.96e-06
+2025-01-03 03:04:53,450 - INFO - LRs are now: 6.96e-06
+2025-01-03 03:04:53,796 - INFO - LRs are now: 6.96e-06
+2025-01-03 03:04:54,092 - INFO - LRs are now: 6.96e-06
+2025-01-03 03:04:54,314 - INFO - LRs are now: 6.96e-06
+2025-01-03 03:04:54,600 - INFO - LRs are now: 6.96e-06
+2025-01-03 03:04:54,867 - INFO - LRs are now: 6.96e-06
+2025-01-03 03:04:55,080 - INFO - LRs are now: 6.96e-06
+2025-01-03 03:04:55,698 - INFO - LRs are now: 6.96e-06
+2025-01-03 03:04:56,104 - INFO - LRs are now: 6.95e-06
+2025-01-03 03:04:56,507 - INFO - LRs are now: 6.95e-06
+2025-01-03 03:04:56,788 - INFO - LRs are now: 6.95e-06
+2025-01-03 03:04:57,020 - INFO - LRs are now: 6.95e-06
+2025-01-03 03:04:57,306 - INFO - LRs are now: 6.95e-06
+2025-01-03 03:04:57,497 - INFO - LRs are now: 6.95e-06
+2025-01-03 03:04:57,791 - INFO - LRs are now: 6.95e-06
+2025-01-03 03:04:58,238 - INFO - LRs are now: 6.95e-06
+2025-01-03 03:04:58,838 - INFO - LRs are now: 6.95e-06
+2025-01-03 03:04:59,100 - INFO - LRs are now: 6.95e-06
+2025-01-03 03:05:00,207 - INFO - LRs are now: 6.95e-06
+2025-01-03 03:05:00,776 - INFO - LRs are now: 6.95e-06
+2025-01-03 03:05:00,827 - INFO - Training epoch 53 finished. (Took 2.0 mins.)
+2025-01-03 03:05:00,828 - INFO - loss_train: 162.6
+2025-01-03 03:05:00,830 - INFO - heads-fscore_train: 85.68%
+2025-01-03 03:05:00,831 - INFO - labels-fscore_train: 89.41%
+2025-01-03 03:05:00,832 - INFO - aggregate_train: 76.61%
+2025-01-03 03:05:06,336 - INFO - Validation epoch 53 finished. (Took 0.1 mins.)
+2025-01-03 03:05:06,337 - INFO - loss_valid: 16.62
+2025-01-03 03:05:06,340 - INFO - heads-fscore_valid: 80.89%
+2025-01-03 03:05:06,342 - INFO - labels-fscore_valid: 86.55%
+2025-01-03 03:05:06,343 - INFO - aggregate_valid: 70.01%
+2025-01-03 03:05:07,823 - INFO - LRs are now: 6.95e-06
+2025-01-03 03:05:08,407 - INFO - LRs are now: 6.95e-06
+2025-01-03 03:05:08,630 - INFO - LRs are now: 6.95e-06
+2025-01-03 03:05:08,955 - INFO - LRs are now: 6.95e-06
+2025-01-03 03:05:09,265 - INFO - LRs are now: 6.95e-06
+2025-01-03 03:05:10,330 - INFO - LRs are now: 6.95e-06
+2025-01-03 03:05:10,741 - INFO - LRs are now: 6.95e-06
+2025-01-03 03:05:11,029 - INFO - LRs are now: 6.95e-06
+2025-01-03 03:05:11,281 - INFO - LRs are now: 6.95e-06
+2025-01-03 03:05:11,511 - INFO - LRs are now: 6.95e-06
+2025-01-03 03:05:11,962 - INFO - LRs are now: 6.95e-06
+2025-01-03 03:05:12,304 - INFO - LRs are now: 6.95e-06
+2025-01-03 03:05:13,010 - INFO - LRs are now: 6.95e-06
+2025-01-03 03:05:13,553 - INFO - LRs are now: 6.95e-06
+2025-01-03 03:05:13,936 - INFO - LRs are now: 6.95e-06
+2025-01-03 03:05:14,206 - INFO - LRs are now: 6.95e-06
+2025-01-03 03:05:14,582 - INFO - LRs are now: 6.95e-06
+2025-01-03 03:05:15,202 - INFO - LRs are now: 6.95e-06
+2025-01-03 03:05:15,963 - INFO - LRs are now: 6.95e-06
+2025-01-03 03:05:16,594 - INFO - LRs are now: 6.95e-06
+2025-01-03 03:05:17,780 - INFO - LRs are now: 6.95e-06
+2025-01-03 03:05:18,153 - INFO - LRs are now: 6.95e-06
+2025-01-03 03:05:18,356 - INFO - LRs are now: 6.95e-06
+2025-01-03 03:05:18,586 - INFO - LRs are now: 6.95e-06
+2025-01-03 03:05:18,849 - INFO - LRs are now: 6.95e-06
+2025-01-03 03:05:19,074 - INFO - LRs are now: 6.95e-06
+2025-01-03 03:05:19,311 - INFO - LRs are now: 6.94e-06
+2025-01-03 03:05:20,030 - INFO - LRs are now: 6.94e-06
+2025-01-03 03:05:21,365 - INFO - LRs are now: 6.94e-06
+2025-01-03 03:05:22,012 - INFO - LRs are now: 6.94e-06
+2025-01-03 03:05:22,284 - INFO - LRs are now: 6.94e-06
+2025-01-03 03:05:22,488 - INFO - LRs are now: 6.94e-06
+2025-01-03 03:05:22,834 - INFO - LRs are now: 6.94e-06
+2025-01-03 03:05:23,272 - INFO - LRs are now: 6.94e-06
+2025-01-03 03:05:23,934 - INFO - LRs are now: 6.94e-06
+2025-01-03 03:05:24,242 - INFO - LRs are now: 6.94e-06
+2025-01-03 03:05:24,494 - INFO - LRs are now: 6.94e-06
+2025-01-03 03:05:25,687 - INFO - LRs are now: 6.94e-06
+2025-01-03 03:05:26,175 - INFO - LRs are now: 6.94e-06
+2025-01-03 03:05:26,512 - INFO - LRs are now: 6.94e-06
+2025-01-03 03:05:26,730 - INFO - LRs are now: 6.94e-06
+2025-01-03 03:05:27,115 - INFO - LRs are now: 6.94e-06
+2025-01-03 03:05:27,356 - INFO - LRs are now: 6.94e-06
+2025-01-03 03:05:27,948 - INFO - LRs are now: 6.94e-06
+2025-01-03 03:05:28,298 - INFO - LRs are now: 6.94e-06
+2025-01-03 03:05:28,649 - INFO - LRs are now: 6.94e-06
+2025-01-03 03:05:28,979 - INFO - LRs are now: 6.94e-06
+2025-01-03 03:05:29,208 - INFO - LRs are now: 6.94e-06
+2025-01-03 03:05:29,656 - INFO - LRs are now: 6.94e-06
+2025-01-03 03:05:29,909 - INFO - LRs are now: 6.94e-06
+2025-01-03 03:05:30,158 - INFO - LRs are now: 6.94e-06
+2025-01-03 03:05:30,435 - INFO - LRs are now: 6.94e-06
+2025-01-03 03:05:30,998 - INFO - LRs are now: 6.94e-06
+2025-01-03 03:05:31,321 - INFO - LRs are now: 6.94e-06
+2025-01-03 03:05:31,627 - INFO - LRs are now: 6.94e-06
+2025-01-03 03:05:31,832 - INFO - LRs are now: 6.94e-06
+2025-01-03 03:05:32,322 - INFO - LRs are now: 6.94e-06
+2025-01-03 03:05:32,580 - INFO - LRs are now: 6.94e-06
+2025-01-03 03:05:32,879 - INFO - LRs are now: 6.94e-06
+2025-01-03 03:05:33,165 - INFO - LRs are now: 6.94e-06
+2025-01-03 03:05:33,427 - INFO - LRs are now: 6.94e-06
+2025-01-03 03:05:33,611 - INFO - LRs are now: 6.94e-06
+2025-01-03 03:05:33,964 - INFO - LRs are now: 6.94e-06
+2025-01-03 03:05:34,564 - INFO - LRs are now: 6.94e-06
+2025-01-03 03:05:34,919 - INFO - LRs are now: 6.94e-06
+2025-01-03 03:05:35,173 - INFO - LRs are now: 6.93e-06
+2025-01-03 03:05:35,578 - INFO - LRs are now: 6.93e-06
+2025-01-03 03:05:35,845 - INFO - LRs are now: 6.93e-06
+2025-01-03 03:05:36,027 - INFO - LRs are now: 6.93e-06
+2025-01-03 03:05:36,372 - INFO - LRs are now: 6.93e-06
+2025-01-03 03:05:37,070 - INFO - LRs are now: 6.93e-06
+2025-01-03 03:05:37,429 - INFO - LRs are now: 6.93e-06
+2025-01-03 03:05:37,813 - INFO - LRs are now: 6.93e-06
+2025-01-03 03:05:38,231 - INFO - LRs are now: 6.93e-06
+2025-01-03 03:05:38,464 - INFO - LRs are now: 6.93e-06
+2025-01-03 03:05:38,734 - INFO - LRs are now: 6.93e-06
+2025-01-03 03:05:39,709 - INFO - LRs are now: 6.93e-06
+2025-01-03 03:05:40,996 - INFO - LRs are now: 6.93e-06
+2025-01-03 03:05:41,564 - INFO - LRs are now: 6.93e-06
+2025-01-03 03:05:42,031 - INFO - LRs are now: 6.93e-06
+2025-01-03 03:05:42,279 - INFO - LRs are now: 6.93e-06
+2025-01-03 03:05:42,660 - INFO - LRs are now: 6.93e-06
+2025-01-03 03:05:43,013 - INFO - LRs are now: 6.93e-06
+2025-01-03 03:05:43,271 - INFO - LRs are now: 6.93e-06
+2025-01-03 03:05:43,526 - INFO - LRs are now: 6.93e-06
+2025-01-03 03:05:44,729 - INFO - LRs are now: 6.93e-06
+2025-01-03 03:05:45,178 - INFO - LRs are now: 6.93e-06
+2025-01-03 03:05:45,391 - INFO - LRs are now: 6.93e-06
+2025-01-03 03:05:45,790 - INFO - LRs are now: 6.93e-06
+2025-01-03 03:05:46,088 - INFO - LRs are now: 6.93e-06
+2025-01-03 03:05:47,146 - INFO - LRs are now: 6.93e-06
+2025-01-03 03:05:47,549 - INFO - LRs are now: 6.93e-06
+2025-01-03 03:05:47,746 - INFO - LRs are now: 6.93e-06
+2025-01-03 03:05:47,967 - INFO - LRs are now: 6.93e-06
+2025-01-03 03:05:48,275 - INFO - LRs are now: 6.93e-06
+2025-01-03 03:05:49,540 - INFO - LRs are now: 6.93e-06
+2025-01-03 03:05:50,166 - INFO - LRs are now: 6.93e-06
+2025-01-03 03:05:50,800 - INFO - LRs are now: 6.93e-06
+2025-01-03 03:05:51,065 - INFO - LRs are now: 6.93e-06
+2025-01-03 03:05:51,364 - INFO - LRs are now: 6.93e-06
+2025-01-03 03:05:51,749 - INFO - LRs are now: 6.93e-06
+2025-01-03 03:05:52,036 - INFO - LRs are now: 6.93e-06
+2025-01-03 03:05:52,341 - INFO - LRs are now: 6.93e-06
+2025-01-03 03:05:52,873 - INFO - LRs are now: 6.92e-06
+2025-01-03 03:05:53,545 - INFO - LRs are now: 6.92e-06
+2025-01-03 03:05:54,599 - INFO - LRs are now: 6.92e-06
+2025-01-03 03:05:55,017 - INFO - LRs are now: 6.92e-06
+2025-01-03 03:05:55,333 - INFO - LRs are now: 6.92e-06
+2025-01-03 03:05:55,556 - INFO - LRs are now: 6.92e-06
+2025-01-03 03:05:56,393 - INFO - LRs are now: 6.92e-06
+2025-01-03 03:05:56,774 - INFO - LRs are now: 6.92e-06
+2025-01-03 03:05:57,325 - INFO - LRs are now: 6.92e-06
+2025-01-03 03:05:57,585 - INFO - LRs are now: 6.92e-06
+2025-01-03 03:05:57,887 - INFO - LRs are now: 6.92e-06
+2025-01-03 03:05:58,343 - INFO - LRs are now: 6.92e-06
+2025-01-03 03:05:58,782 - INFO - LRs are now: 6.92e-06
+2025-01-03 03:05:59,024 - INFO - LRs are now: 6.92e-06
+2025-01-03 03:05:59,604 - INFO - LRs are now: 6.92e-06
+2025-01-03 03:05:59,867 - INFO - LRs are now: 6.92e-06
+2025-01-03 03:06:00,268 - INFO - LRs are now: 6.92e-06
+2025-01-03 03:06:00,712 - INFO - LRs are now: 6.92e-06
+2025-01-03 03:06:01,026 - INFO - LRs are now: 6.92e-06
+2025-01-03 03:06:01,255 - INFO - LRs are now: 6.92e-06
+2025-01-03 03:06:01,941 - INFO - LRs are now: 6.92e-06
+2025-01-03 03:06:02,404 - INFO - LRs are now: 6.92e-06
+2025-01-03 03:06:02,681 - INFO - LRs are now: 6.92e-06
+2025-01-03 03:06:03,017 - INFO - LRs are now: 6.92e-06
+2025-01-03 03:06:03,300 - INFO - LRs are now: 6.92e-06
+2025-01-03 03:06:03,707 - INFO - LRs are now: 6.92e-06
+2025-01-03 03:06:04,537 - INFO - LRs are now: 6.92e-06
+2025-01-03 03:06:05,105 - INFO - LRs are now: 6.92e-06
+2025-01-03 03:06:05,833 - INFO - LRs are now: 6.92e-06
+2025-01-03 03:06:06,232 - INFO - LRs are now: 6.92e-06
+2025-01-03 03:06:06,812 - INFO - LRs are now: 6.92e-06
+2025-01-03 03:06:07,993 - INFO - LRs are now: 6.92e-06
+2025-01-03 03:06:08,456 - INFO - LRs are now: 6.92e-06
+2025-01-03 03:06:09,163 - INFO - LRs are now: 6.92e-06
+2025-01-03 03:06:09,529 - INFO - LRs are now: 6.92e-06
+2025-01-03 03:06:09,725 - INFO - LRs are now: 6.92e-06
+2025-01-03 03:06:09,917 - INFO - LRs are now: 6.92e-06
+2025-01-03 03:06:10,678 - INFO - LRs are now: 6.92e-06
+2025-01-03 03:06:11,045 - INFO - LRs are now: 6.92e-06
+2025-01-03 03:06:11,216 - INFO - LRs are now: 6.91e-06
+2025-01-03 03:06:11,591 - INFO - LRs are now: 6.91e-06
+2025-01-03 03:06:11,854 - INFO - LRs are now: 6.91e-06
+2025-01-03 03:06:12,064 - INFO - LRs are now: 6.91e-06
+2025-01-03 03:06:12,310 - INFO - LRs are now: 6.91e-06
+2025-01-03 03:06:12,499 - INFO - LRs are now: 6.91e-06
+2025-01-03 03:06:12,705 - INFO - LRs are now: 6.91e-06
+2025-01-03 03:06:12,975 - INFO - LRs are now: 6.91e-06
+2025-01-03 03:06:13,173 - INFO - LRs are now: 6.91e-06
+2025-01-03 03:06:13,420 - INFO - LRs are now: 6.91e-06
+2025-01-03 03:06:13,671 - INFO - LRs are now: 6.91e-06
+2025-01-03 03:06:13,864 - INFO - LRs are now: 6.91e-06
+2025-01-03 03:06:14,155 - INFO - LRs are now: 6.91e-06
+2025-01-03 03:06:14,677 - INFO - LRs are now: 6.91e-06
+2025-01-03 03:06:15,755 - INFO - LRs are now: 6.91e-06
+2025-01-03 03:06:16,126 - INFO - LRs are now: 6.91e-06
+2025-01-03 03:06:16,334 - INFO - LRs are now: 6.91e-06
+2025-01-03 03:06:16,760 - INFO - LRs are now: 6.91e-06
+2025-01-03 03:06:17,774 - INFO - LRs are now: 6.91e-06
+2025-01-03 03:06:18,157 - INFO - LRs are now: 6.91e-06
+2025-01-03 03:06:19,188 - INFO - LRs are now: 6.91e-06
+2025-01-03 03:06:19,681 - INFO - LRs are now: 6.91e-06
+2025-01-03 03:06:19,919 - INFO - LRs are now: 6.91e-06
+2025-01-03 03:06:20,194 - INFO - LRs are now: 6.91e-06
+2025-01-03 03:06:21,183 - INFO - LRs are now: 6.91e-06
+2025-01-03 03:06:21,692 - INFO - LRs are now: 6.91e-06
+2025-01-03 03:06:22,119 - INFO - LRs are now: 6.91e-06
+2025-01-03 03:06:22,444 - INFO - LRs are now: 6.91e-06
+2025-01-03 03:06:22,665 - INFO - LRs are now: 6.91e-06
+2025-01-03 03:06:23,108 - INFO - LRs are now: 6.91e-06
+2025-01-03 03:06:23,620 - INFO - LRs are now: 6.91e-06
+2025-01-03 03:06:24,946 - INFO - LRs are now: 6.91e-06
+2025-01-03 03:06:25,364 - INFO - LRs are now: 6.91e-06
+2025-01-03 03:06:25,602 - INFO - LRs are now: 6.91e-06
+2025-01-03 03:06:26,700 - INFO - LRs are now: 6.91e-06
+2025-01-03 03:06:27,441 - INFO - LRs are now: 6.91e-06
+2025-01-03 03:06:28,122 - INFO - LRs are now: 6.91e-06
+2025-01-03 03:06:28,427 - INFO - LRs are now: 6.91e-06
+2025-01-03 03:06:28,654 - INFO - LRs are now: 6.91e-06
+2025-01-03 03:06:29,085 - INFO - LRs are now: 6.90e-06
+2025-01-03 03:06:29,373 - INFO - LRs are now: 6.90e-06
+2025-01-03 03:06:29,683 - INFO - LRs are now: 6.90e-06
+2025-01-03 03:06:29,893 - INFO - LRs are now: 6.90e-06
+2025-01-03 03:06:30,439 - INFO - LRs are now: 6.90e-06
+2025-01-03 03:06:30,807 - INFO - LRs are now: 6.90e-06
+2025-01-03 03:06:31,124 - INFO - LRs are now: 6.90e-06
+2025-01-03 03:06:31,346 - INFO - LRs are now: 6.90e-06
+2025-01-03 03:06:31,545 - INFO - LRs are now: 6.90e-06
+2025-01-03 03:06:32,056 - INFO - LRs are now: 6.90e-06
+2025-01-03 03:06:32,509 - INFO - LRs are now: 6.90e-06
+2025-01-03 03:06:32,817 - INFO - LRs are now: 6.90e-06
+2025-01-03 03:06:33,154 - INFO - LRs are now: 6.90e-06
+2025-01-03 03:06:33,356 - INFO - LRs are now: 6.90e-06
+2025-01-03 03:06:33,588 - INFO - LRs are now: 6.90e-06
+2025-01-03 03:06:34,104 - INFO - LRs are now: 6.90e-06
+2025-01-03 03:06:34,368 - INFO - LRs are now: 6.90e-06
+2025-01-03 03:06:35,464 - INFO - LRs are now: 6.90e-06
+2025-01-03 03:06:35,794 - INFO - LRs are now: 6.90e-06
+2025-01-03 03:06:35,983 - INFO - LRs are now: 6.90e-06
+2025-01-03 03:06:36,553 - INFO - LRs are now: 6.90e-06
+2025-01-03 03:06:36,925 - INFO - LRs are now: 6.90e-06
+2025-01-03 03:06:37,130 - INFO - LRs are now: 6.90e-06
+2025-01-03 03:06:37,716 - INFO - LRs are now: 6.90e-06
+2025-01-03 03:06:38,135 - INFO - LRs are now: 6.90e-06
+2025-01-03 03:06:39,491 - INFO - LRs are now: 6.90e-06
+2025-01-03 03:06:40,005 - INFO - LRs are now: 6.90e-06
+2025-01-03 03:06:40,276 - INFO - LRs are now: 6.90e-06
+2025-01-03 03:06:41,860 - INFO - LRs are now: 6.90e-06
+2025-01-03 03:06:42,874 - INFO - LRs are now: 6.90e-06
+2025-01-03 03:06:43,318 - INFO - LRs are now: 6.90e-06
+2025-01-03 03:06:43,566 - INFO - LRs are now: 6.90e-06
+2025-01-03 03:06:43,842 - INFO - LRs are now: 6.90e-06
+2025-01-03 03:06:44,098 - INFO - LRs are now: 6.90e-06
+2025-01-03 03:06:44,714 - INFO - LRs are now: 6.90e-06
+2025-01-03 03:06:45,869 - INFO - LRs are now: 6.90e-06
+2025-01-03 03:06:47,094 - INFO - LRs are now: 6.90e-06
+2025-01-03 03:06:47,824 - INFO - LRs are now: 6.90e-06
+2025-01-03 03:06:48,248 - INFO - LRs are now: 6.90e-06
+2025-01-03 03:06:48,659 - INFO - LRs are now: 6.89e-06
+2025-01-03 03:06:48,904 - INFO - LRs are now: 6.89e-06
+2025-01-03 03:06:49,322 - INFO - LRs are now: 6.89e-06
+2025-01-03 03:06:49,651 - INFO - LRs are now: 6.89e-06
+2025-01-03 03:06:50,053 - INFO - LRs are now: 6.89e-06
+2025-01-03 03:06:50,791 - INFO - LRs are now: 6.89e-06
+2025-01-03 03:06:51,301 - INFO - LRs are now: 6.89e-06
+2025-01-03 03:06:51,806 - INFO - LRs are now: 6.89e-06
+2025-01-03 03:06:52,960 - INFO - LRs are now: 6.89e-06
+2025-01-03 03:06:53,567 - INFO - LRs are now: 6.89e-06
+2025-01-03 03:06:54,528 - INFO - LRs are now: 6.89e-06
+2025-01-03 03:06:54,933 - INFO - LRs are now: 6.89e-06
+2025-01-03 03:06:55,253 - INFO - LRs are now: 6.89e-06
+2025-01-03 03:06:55,509 - INFO - LRs are now: 6.89e-06
+2025-01-03 03:06:55,726 - INFO - LRs are now: 6.89e-06
+2025-01-03 03:06:56,028 - INFO - LRs are now: 6.89e-06
+2025-01-03 03:06:56,282 - INFO - LRs are now: 6.89e-06
+2025-01-03 03:06:57,431 - INFO - LRs are now: 6.89e-06
+2025-01-03 03:06:58,403 - INFO - LRs are now: 6.89e-06
+2025-01-03 03:06:58,902 - INFO - LRs are now: 6.89e-06
+2025-01-03 03:07:00,300 - INFO - LRs are now: 6.89e-06
+2025-01-03 03:07:01,117 - INFO - LRs are now: 6.89e-06
+2025-01-03 03:07:02,611 - INFO - LRs are now: 6.89e-06
+2025-01-03 03:07:03,008 - INFO - LRs are now: 6.89e-06
+2025-01-03 03:07:03,311 - INFO - LRs are now: 6.89e-06
+2025-01-03 03:07:03,573 - INFO - LRs are now: 6.89e-06
+2025-01-03 03:07:04,124 - INFO - LRs are now: 6.89e-06
+2025-01-03 03:07:04,762 - INFO - LRs are now: 6.89e-06
+2025-01-03 03:07:05,133 - INFO - LRs are now: 6.89e-06
+2025-01-03 03:07:05,351 - INFO - LRs are now: 6.89e-06
+2025-01-03 03:07:05,403 - INFO - Training epoch 54 finished. (Took 2.0 mins.)
+2025-01-03 03:07:05,404 - INFO - loss_train: 161.2
+2025-01-03 03:07:05,406 - INFO - heads-fscore_train: 85.87%
+2025-01-03 03:07:05,407 - INFO - labels-fscore_train: 89.61%
+2025-01-03 03:07:05,408 - INFO - aggregate_train: 76.94%
+2025-01-03 03:07:09,807 - INFO - Validation epoch 54 finished. (Took 0.1 mins.)
+2025-01-03 03:07:09,807 - INFO - loss_valid: 16.6
+2025-01-03 03:07:09,809 - INFO - heads-fscore_valid: 80.83%
+2025-01-03 03:07:09,810 - INFO - labels-fscore_valid: 86.65%
+2025-01-03 03:07:09,811 - INFO - aggregate_valid: 70.04%
+2025-01-03 03:07:11,320 - INFO - LRs are now: 6.89e-06
+2025-01-03 03:07:11,836 - INFO - LRs are now: 6.89e-06
+2025-01-03 03:07:12,698 - INFO - LRs are now: 6.89e-06
+2025-01-03 03:07:13,226 - INFO - LRs are now: 6.89e-06
+2025-01-03 03:07:13,956 - INFO - LRs are now: 6.89e-06
+2025-01-03 03:07:15,431 - INFO - LRs are now: 6.89e-06
+2025-01-03 03:07:16,127 - INFO - LRs are now: 6.89e-06
+2025-01-03 03:07:17,219 - INFO - LRs are now: 6.89e-06
+2025-01-03 03:07:17,632 - INFO - LRs are now: 6.89e-06
+2025-01-03 03:07:17,839 - INFO - LRs are now: 6.88e-06
+2025-01-03 03:07:18,321 - INFO - LRs are now: 6.88e-06
+2025-01-03 03:07:18,642 - INFO - LRs are now: 6.88e-06
+2025-01-03 03:07:19,786 - INFO - LRs are now: 6.88e-06
+2025-01-03 03:07:20,589 - INFO - LRs are now: 6.88e-06
+2025-01-03 03:07:20,971 - INFO - LRs are now: 6.88e-06
+2025-01-03 03:07:21,199 - INFO - LRs are now: 6.88e-06
+2025-01-03 03:07:21,422 - INFO - LRs are now: 6.88e-06
+2025-01-03 03:07:21,682 - INFO - LRs are now: 6.88e-06
+2025-01-03 03:07:22,090 - INFO - LRs are now: 6.88e-06
+2025-01-03 03:07:22,677 - INFO - LRs are now: 6.88e-06
+2025-01-03 03:07:23,074 - INFO - LRs are now: 6.88e-06
+2025-01-03 03:07:23,672 - INFO - LRs are now: 6.88e-06
+2025-01-03 03:07:23,943 - INFO - LRs are now: 6.88e-06
+2025-01-03 03:07:24,503 - INFO - LRs are now: 6.88e-06
+2025-01-03 03:07:24,810 - INFO - LRs are now: 6.88e-06
+2025-01-03 03:07:24,976 - INFO - LRs are now: 6.88e-06
+2025-01-03 03:07:25,131 - INFO - LRs are now: 6.88e-06
+2025-01-03 03:07:25,503 - INFO - LRs are now: 6.88e-06
+2025-01-03 03:07:25,847 - INFO - LRs are now: 6.88e-06
+2025-01-03 03:07:26,055 - INFO - LRs are now: 6.88e-06
+2025-01-03 03:07:26,308 - INFO - LRs are now: 6.88e-06
+2025-01-03 03:07:26,529 - INFO - LRs are now: 6.88e-06
+2025-01-03 03:07:27,034 - INFO - LRs are now: 6.88e-06
+2025-01-03 03:07:27,277 - INFO - LRs are now: 6.88e-06
+2025-01-03 03:07:27,748 - INFO - LRs are now: 6.88e-06
+2025-01-03 03:07:28,518 - INFO - LRs are now: 6.88e-06
+2025-01-03 03:07:28,880 - INFO - LRs are now: 6.88e-06
+2025-01-03 03:07:29,495 - INFO - LRs are now: 6.88e-06
+2025-01-03 03:07:29,909 - INFO - LRs are now: 6.88e-06
+2025-01-03 03:07:30,145 - INFO - LRs are now: 6.88e-06
+2025-01-03 03:07:31,513 - INFO - LRs are now: 6.88e-06
+2025-01-03 03:07:32,187 - INFO - LRs are now: 6.88e-06
+2025-01-03 03:07:32,587 - INFO - LRs are now: 6.88e-06
+2025-01-03 03:07:32,799 - INFO - LRs are now: 6.88e-06
+2025-01-03 03:07:33,179 - INFO - LRs are now: 6.88e-06
+2025-01-03 03:07:33,414 - INFO - LRs are now: 6.88e-06
+2025-01-03 03:07:33,990 - INFO - LRs are now: 6.88e-06
+2025-01-03 03:07:34,353 - INFO - LRs are now: 6.88e-06
+2025-01-03 03:07:35,340 - INFO - LRs are now: 6.87e-06
+2025-01-03 03:07:35,649 - INFO - LRs are now: 6.87e-06
+2025-01-03 03:07:36,051 - INFO - LRs are now: 6.87e-06
+2025-01-03 03:07:36,285 - INFO - LRs are now: 6.87e-06
+2025-01-03 03:07:36,586 - INFO - LRs are now: 6.87e-06
+2025-01-03 03:07:36,806 - INFO - LRs are now: 6.87e-06
+2025-01-03 03:07:36,971 - INFO - LRs are now: 6.87e-06
+2025-01-03 03:07:37,907 - INFO - LRs are now: 6.87e-06
+2025-01-03 03:07:38,356 - INFO - LRs are now: 6.87e-06
+2025-01-03 03:07:38,583 - INFO - LRs are now: 6.87e-06
+2025-01-03 03:07:38,841 - INFO - LRs are now: 6.87e-06
+2025-01-03 03:07:39,747 - INFO - LRs are now: 6.87e-06
+2025-01-03 03:07:40,302 - INFO - LRs are now: 6.87e-06
+2025-01-03 03:07:40,762 - INFO - LRs are now: 6.87e-06
+2025-01-03 03:07:41,319 - INFO - LRs are now: 6.87e-06
+2025-01-03 03:07:41,830 - INFO - LRs are now: 6.87e-06
+2025-01-03 03:07:42,308 - INFO - LRs are now: 6.87e-06
+2025-01-03 03:07:42,602 - INFO - LRs are now: 6.87e-06
+2025-01-03 03:07:43,306 - INFO - LRs are now: 6.87e-06
+2025-01-03 03:07:43,711 - INFO - LRs are now: 6.87e-06
+2025-01-03 03:07:44,106 - INFO - LRs are now: 6.87e-06
+2025-01-03 03:07:44,670 - INFO - LRs are now: 6.87e-06
+2025-01-03 03:07:44,962 - INFO - LRs are now: 6.87e-06
+2025-01-03 03:07:45,965 - INFO - LRs are now: 6.87e-06
+2025-01-03 03:07:46,436 - INFO - LRs are now: 6.87e-06
+2025-01-03 03:07:46,825 - INFO - LRs are now: 6.87e-06
+2025-01-03 03:07:48,012 - INFO - LRs are now: 6.87e-06
+2025-01-03 03:07:48,454 - INFO - LRs are now: 6.87e-06
+2025-01-03 03:07:48,909 - INFO - LRs are now: 6.87e-06
+2025-01-03 03:07:49,200 - INFO - LRs are now: 6.87e-06
+2025-01-03 03:07:49,636 - INFO - LRs are now: 6.87e-06
+2025-01-03 03:07:50,401 - INFO - LRs are now: 6.87e-06
+2025-01-03 03:07:50,684 - INFO - LRs are now: 6.87e-06
+2025-01-03 03:07:50,932 - INFO - LRs are now: 6.87e-06
+2025-01-03 03:07:51,977 - INFO - LRs are now: 6.87e-06
+2025-01-03 03:07:52,377 - INFO - LRs are now: 6.87e-06
+2025-01-03 03:07:52,593 - INFO - LRs are now: 6.87e-06
+2025-01-03 03:07:53,163 - INFO - LRs are now: 6.87e-06
+2025-01-03 03:07:53,708 - INFO - LRs are now: 6.87e-06
+2025-01-03 03:07:54,016 - INFO - LRs are now: 6.86e-06
+2025-01-03 03:07:54,195 - INFO - LRs are now: 6.86e-06
+2025-01-03 03:07:54,575 - INFO - LRs are now: 6.86e-06
+2025-01-03 03:07:54,830 - INFO - LRs are now: 6.86e-06
+2025-01-03 03:07:55,185 - INFO - LRs are now: 6.86e-06
+2025-01-03 03:07:55,425 - INFO - LRs are now: 6.86e-06
+2025-01-03 03:07:56,513 - INFO - LRs are now: 6.86e-06
+2025-01-03 03:07:57,044 - INFO - LRs are now: 6.86e-06
+2025-01-03 03:07:57,569 - INFO - LRs are now: 6.86e-06
+2025-01-03 03:07:58,225 - INFO - LRs are now: 6.86e-06
+2025-01-03 03:07:58,600 - INFO - LRs are now: 6.86e-06
+2025-01-03 03:07:59,007 - INFO - LRs are now: 6.86e-06
+2025-01-03 03:07:59,257 - INFO - LRs are now: 6.86e-06
+2025-01-03 03:07:59,455 - INFO - LRs are now: 6.86e-06
+2025-01-03 03:07:59,648 - INFO - LRs are now: 6.86e-06
+2025-01-03 03:07:59,835 - INFO - LRs are now: 6.86e-06
+2025-01-03 03:08:00,057 - INFO - LRs are now: 6.86e-06
+2025-01-03 03:08:00,274 - INFO - LRs are now: 6.86e-06
+2025-01-03 03:08:01,299 - INFO - LRs are now: 6.86e-06
+2025-01-03 03:08:01,776 - INFO - LRs are now: 6.86e-06
+2025-01-03 03:08:02,013 - INFO - LRs are now: 6.86e-06
+2025-01-03 03:08:02,317 - INFO - LRs are now: 6.86e-06
+2025-01-03 03:08:03,049 - INFO - LRs are now: 6.86e-06
+2025-01-03 03:08:03,340 - INFO - LRs are now: 6.86e-06
+2025-01-03 03:08:03,615 - INFO - LRs are now: 6.86e-06
+2025-01-03 03:08:03,919 - INFO - LRs are now: 6.86e-06
+2025-01-03 03:08:04,149 - INFO - LRs are now: 6.86e-06
+2025-01-03 03:08:04,407 - INFO - LRs are now: 6.86e-06
+2025-01-03 03:08:04,859 - INFO - LRs are now: 6.86e-06
+2025-01-03 03:08:05,263 - INFO - LRs are now: 6.86e-06
+2025-01-03 03:08:06,462 - INFO - LRs are now: 6.86e-06
+2025-01-03 03:08:07,201 - INFO - LRs are now: 6.86e-06
+2025-01-03 03:08:07,458 - INFO - LRs are now: 6.86e-06
+2025-01-03 03:08:07,733 - INFO - LRs are now: 6.86e-06
+2025-01-03 03:08:07,952 - INFO - LRs are now: 6.86e-06
+2025-01-03 03:08:08,288 - INFO - LRs are now: 6.86e-06
+2025-01-03 03:08:08,556 - INFO - LRs are now: 6.86e-06
+2025-01-03 03:08:08,761 - INFO - LRs are now: 6.86e-06
+2025-01-03 03:08:09,276 - INFO - LRs are now: 6.86e-06
+2025-01-03 03:08:09,550 - INFO - LRs are now: 6.86e-06
+2025-01-03 03:08:09,754 - INFO - LRs are now: 6.85e-06
+2025-01-03 03:08:10,573 - INFO - LRs are now: 6.85e-06
+2025-01-03 03:08:10,993 - INFO - LRs are now: 6.85e-06
+2025-01-03 03:08:11,246 - INFO - LRs are now: 6.85e-06
+2025-01-03 03:08:11,566 - INFO - LRs are now: 6.85e-06
+2025-01-03 03:08:11,895 - INFO - LRs are now: 6.85e-06
+2025-01-03 03:08:12,132 - INFO - LRs are now: 6.85e-06
+2025-01-03 03:08:12,294 - INFO - LRs are now: 6.85e-06
+2025-01-03 03:08:12,603 - INFO - LRs are now: 6.85e-06
+2025-01-03 03:08:13,938 - INFO - LRs are now: 6.85e-06
+2025-01-03 03:08:14,389 - INFO - LRs are now: 6.85e-06
+2025-01-03 03:08:14,603 - INFO - LRs are now: 6.85e-06
+2025-01-03 03:08:14,842 - INFO - LRs are now: 6.85e-06
+2025-01-03 03:08:15,253 - INFO - LRs are now: 6.85e-06
+2025-01-03 03:08:15,762 - INFO - LRs are now: 6.85e-06
+2025-01-03 03:08:16,376 - INFO - LRs are now: 6.85e-06
+2025-01-03 03:08:16,652 - INFO - LRs are now: 6.85e-06
+2025-01-03 03:08:16,974 - INFO - LRs are now: 6.85e-06
+2025-01-03 03:08:17,542 - INFO - LRs are now: 6.85e-06
+2025-01-03 03:08:18,114 - INFO - LRs are now: 6.85e-06
+2025-01-03 03:08:18,454 - INFO - LRs are now: 6.85e-06
+2025-01-03 03:08:18,789 - INFO - LRs are now: 6.85e-06
+2025-01-03 03:08:19,072 - INFO - LRs are now: 6.85e-06
+2025-01-03 03:08:19,446 - INFO - LRs are now: 6.85e-06
+2025-01-03 03:08:19,806 - INFO - LRs are now: 6.85e-06
+2025-01-03 03:08:20,174 - INFO - LRs are now: 6.85e-06
+2025-01-03 03:08:20,622 - INFO - LRs are now: 6.85e-06
+2025-01-03 03:08:21,143 - INFO - LRs are now: 6.85e-06
+2025-01-03 03:08:22,492 - INFO - LRs are now: 6.85e-06
+2025-01-03 03:08:23,266 - INFO - LRs are now: 6.85e-06
+2025-01-03 03:08:23,827 - INFO - LRs are now: 6.85e-06
+2025-01-03 03:08:24,195 - INFO - LRs are now: 6.85e-06
+2025-01-03 03:08:24,543 - INFO - LRs are now: 6.85e-06
+2025-01-03 03:08:24,753 - INFO - LRs are now: 6.85e-06
+2025-01-03 03:08:24,943 - INFO - LRs are now: 6.85e-06
+2025-01-03 03:08:25,150 - INFO - LRs are now: 6.85e-06
+2025-01-03 03:08:25,668 - INFO - LRs are now: 6.85e-06
+2025-01-03 03:08:25,947 - INFO - LRs are now: 6.85e-06
+2025-01-03 03:08:26,946 - INFO - LRs are now: 6.85e-06
+2025-01-03 03:08:27,360 - INFO - LRs are now: 6.85e-06
+2025-01-03 03:08:27,763 - INFO - LRs are now: 6.84e-06
+2025-01-03 03:08:28,054 - INFO - LRs are now: 6.84e-06
+2025-01-03 03:08:28,323 - INFO - LRs are now: 6.84e-06
+2025-01-03 03:08:28,834 - INFO - LRs are now: 6.84e-06
+2025-01-03 03:08:29,101 - INFO - LRs are now: 6.84e-06
+2025-01-03 03:08:29,339 - INFO - LRs are now: 6.84e-06
+2025-01-03 03:08:30,743 - INFO - LRs are now: 6.84e-06
+2025-01-03 03:08:31,416 - INFO - LRs are now: 6.84e-06
+2025-01-03 03:08:31,665 - INFO - LRs are now: 6.84e-06
+2025-01-03 03:08:32,874 - INFO - LRs are now: 6.84e-06
+2025-01-03 03:08:33,239 - INFO - LRs are now: 6.84e-06
+2025-01-03 03:08:33,547 - INFO - LRs are now: 6.84e-06
+2025-01-03 03:08:33,780 - INFO - LRs are now: 6.84e-06
+2025-01-03 03:08:34,184 - INFO - LRs are now: 6.84e-06
+2025-01-03 03:08:34,485 - INFO - LRs are now: 6.84e-06
+2025-01-03 03:08:35,179 - INFO - LRs are now: 6.84e-06
+2025-01-03 03:08:35,555 - INFO - LRs are now: 6.84e-06
+2025-01-03 03:08:35,792 - INFO - LRs are now: 6.84e-06
+2025-01-03 03:08:36,051 - INFO - LRs are now: 6.84e-06
+2025-01-03 03:08:36,257 - INFO - LRs are now: 6.84e-06
+2025-01-03 03:08:36,516 - INFO - LRs are now: 6.84e-06
+2025-01-03 03:08:36,924 - INFO - LRs are now: 6.84e-06
+2025-01-03 03:08:37,153 - INFO - LRs are now: 6.84e-06
+2025-01-03 03:08:38,248 - INFO - LRs are now: 6.84e-06
+2025-01-03 03:08:38,799 - INFO - LRs are now: 6.84e-06
+2025-01-03 03:08:39,147 - INFO - LRs are now: 6.84e-06
+2025-01-03 03:08:39,360 - INFO - LRs are now: 6.84e-06
+2025-01-03 03:08:39,543 - INFO - LRs are now: 6.84e-06
+2025-01-03 03:08:39,859 - INFO - LRs are now: 6.84e-06
+2025-01-03 03:08:41,018 - INFO - LRs are now: 6.84e-06
+2025-01-03 03:08:41,892 - INFO - LRs are now: 6.84e-06
+2025-01-03 03:08:42,431 - INFO - LRs are now: 6.84e-06
+2025-01-03 03:08:42,728 - INFO - LRs are now: 6.84e-06
+2025-01-03 03:08:43,166 - INFO - LRs are now: 6.84e-06
+2025-01-03 03:08:43,507 - INFO - LRs are now: 6.84e-06
+2025-01-03 03:08:43,753 - INFO - LRs are now: 6.84e-06
+2025-01-03 03:08:44,127 - INFO - LRs are now: 6.84e-06
+2025-01-03 03:08:44,373 - INFO - LRs are now: 6.84e-06
+2025-01-03 03:08:44,726 - INFO - LRs are now: 6.84e-06
+2025-01-03 03:08:45,782 - INFO - LRs are now: 6.84e-06
+2025-01-03 03:08:46,853 - INFO - LRs are now: 6.83e-06
+2025-01-03 03:08:47,286 - INFO - LRs are now: 6.83e-06
+2025-01-03 03:08:47,557 - INFO - LRs are now: 6.83e-06
+2025-01-03 03:08:48,485 - INFO - LRs are now: 6.83e-06
+2025-01-03 03:08:49,114 - INFO - LRs are now: 6.83e-06
+2025-01-03 03:08:49,903 - INFO - LRs are now: 6.83e-06
+2025-01-03 03:08:51,196 - INFO - LRs are now: 6.83e-06
+2025-01-03 03:08:51,800 - INFO - LRs are now: 6.83e-06
+2025-01-03 03:08:52,895 - INFO - LRs are now: 6.83e-06
+2025-01-03 03:08:53,428 - INFO - LRs are now: 6.83e-06
+2025-01-03 03:08:53,788 - INFO - LRs are now: 6.83e-06
+2025-01-03 03:08:54,120 - INFO - LRs are now: 6.83e-06
+2025-01-03 03:08:54,833 - INFO - LRs are now: 6.83e-06
+2025-01-03 03:08:55,122 - INFO - LRs are now: 6.83e-06
+2025-01-03 03:08:55,335 - INFO - LRs are now: 6.83e-06
+2025-01-03 03:08:55,579 - INFO - LRs are now: 6.83e-06
+2025-01-03 03:08:56,794 - INFO - LRs are now: 6.83e-06
+2025-01-03 03:08:57,245 - INFO - LRs are now: 6.83e-06
+2025-01-03 03:08:57,433 - INFO - LRs are now: 6.83e-06
+2025-01-03 03:08:57,682 - INFO - LRs are now: 6.83e-06
+2025-01-03 03:08:58,017 - INFO - LRs are now: 6.83e-06
+2025-01-03 03:08:58,262 - INFO - LRs are now: 6.83e-06
+2025-01-03 03:08:59,286 - INFO - LRs are now: 6.83e-06
+2025-01-03 03:08:59,689 - INFO - LRs are now: 6.83e-06
+2025-01-03 03:09:00,367 - INFO - LRs are now: 6.83e-06
+2025-01-03 03:09:00,955 - INFO - LRs are now: 6.83e-06
+2025-01-03 03:09:01,271 - INFO - LRs are now: 6.83e-06
+2025-01-03 03:09:01,581 - INFO - LRs are now: 6.83e-06
+2025-01-03 03:09:01,868 - INFO - LRs are now: 6.83e-06
+2025-01-03 03:09:02,232 - INFO - LRs are now: 6.83e-06
+2025-01-03 03:09:02,860 - INFO - LRs are now: 6.83e-06
+2025-01-03 03:09:03,167 - INFO - LRs are now: 6.83e-06
+2025-01-03 03:09:03,384 - INFO - LRs are now: 6.83e-06
+2025-01-03 03:09:04,008 - INFO - LRs are now: 6.83e-06
+2025-01-03 03:09:04,319 - INFO - LRs are now: 6.83e-06
+2025-01-03 03:09:04,584 - INFO - LRs are now: 6.83e-06
+2025-01-03 03:09:04,816 - INFO - LRs are now: 6.83e-06
+2025-01-03 03:09:05,076 - INFO - LRs are now: 6.83e-06
+2025-01-03 03:09:05,612 - INFO - LRs are now: 6.83e-06
+2025-01-03 03:09:06,725 - INFO - LRs are now: 6.83e-06
+2025-01-03 03:09:07,161 - INFO - LRs are now: 6.82e-06
+2025-01-03 03:09:07,594 - INFO - LRs are now: 6.82e-06
+2025-01-03 03:09:08,064 - INFO - LRs are now: 6.82e-06
+2025-01-03 03:09:08,147 - INFO - Training epoch 55 finished. (Took 2.0 mins.)
+2025-01-03 03:09:08,149 - INFO - loss_train: 161.6
+2025-01-03 03:09:08,151 - INFO - heads-fscore_train: 85.70%
+2025-01-03 03:09:08,153 - INFO - labels-fscore_train: 89.63%
+2025-01-03 03:09:08,154 - INFO - aggregate_train: 76.81%
+2025-01-03 03:09:13,897 - INFO - Validation epoch 55 finished. (Took 0.1 mins.)
+2025-01-03 03:09:13,898 - INFO - loss_valid: 16.97
+2025-01-03 03:09:13,901 - INFO - heads-fscore_valid: 80.93%
+2025-01-03 03:09:13,902 - INFO - labels-fscore_valid: 86.49%
+2025-01-03 03:09:13,903 - INFO - aggregate_valid: 70.00%
+2025-01-03 03:09:15,291 - INFO - LRs are now: 6.82e-06
+2025-01-03 03:09:16,046 - INFO - LRs are now: 6.82e-06
+2025-01-03 03:09:16,304 - INFO - LRs are now: 6.82e-06
+2025-01-03 03:09:16,695 - INFO - LRs are now: 6.82e-06
+2025-01-03 03:09:17,126 - INFO - LRs are now: 6.82e-06
+2025-01-03 03:09:17,383 - INFO - LRs are now: 6.82e-06
+2025-01-03 03:09:17,769 - INFO - LRs are now: 6.82e-06
+2025-01-03 03:09:18,250 - INFO - LRs are now: 6.82e-06
+2025-01-03 03:09:18,566 - INFO - LRs are now: 6.82e-06
+2025-01-03 03:09:19,269 - INFO - LRs are now: 6.82e-06
+2025-01-03 03:09:19,888 - INFO - LRs are now: 6.82e-06
+2025-01-03 03:09:20,154 - INFO - LRs are now: 6.82e-06
+2025-01-03 03:09:20,383 - INFO - LRs are now: 6.82e-06
+2025-01-03 03:09:20,697 - INFO - LRs are now: 6.82e-06
+2025-01-03 03:09:21,569 - INFO - LRs are now: 6.82e-06
+2025-01-03 03:09:21,953 - INFO - LRs are now: 6.82e-06
+2025-01-03 03:09:22,254 - INFO - LRs are now: 6.82e-06
+2025-01-03 03:09:22,459 - INFO - LRs are now: 6.82e-06
+2025-01-03 03:09:22,663 - INFO - LRs are now: 6.82e-06
+2025-01-03 03:09:22,923 - INFO - LRs are now: 6.82e-06
+2025-01-03 03:09:23,105 - INFO - LRs are now: 6.82e-06
+2025-01-03 03:09:23,367 - INFO - LRs are now: 6.82e-06
+2025-01-03 03:09:23,688 - INFO - LRs are now: 6.82e-06
+2025-01-03 03:09:24,728 - INFO - LRs are now: 6.82e-06
+2025-01-03 03:09:25,121 - INFO - LRs are now: 6.82e-06
+2025-01-03 03:09:25,340 - INFO - LRs are now: 6.82e-06
+2025-01-03 03:09:26,376 - INFO - LRs are now: 6.82e-06
+2025-01-03 03:09:27,077 - INFO - LRs are now: 6.82e-06
+2025-01-03 03:09:28,247 - INFO - LRs are now: 6.82e-06
+2025-01-03 03:09:29,585 - INFO - LRs are now: 6.82e-06
+2025-01-03 03:09:30,130 - INFO - LRs are now: 6.82e-06
+2025-01-03 03:09:30,390 - INFO - LRs are now: 6.82e-06
+2025-01-03 03:09:30,584 - INFO - LRs are now: 6.82e-06
+2025-01-03 03:09:31,005 - INFO - LRs are now: 6.82e-06
+2025-01-03 03:09:31,355 - INFO - LRs are now: 6.82e-06
+2025-01-03 03:09:31,730 - INFO - LRs are now: 6.82e-06
+2025-01-03 03:09:32,322 - INFO - LRs are now: 6.82e-06
+2025-01-03 03:09:32,790 - INFO - LRs are now: 6.81e-06
+2025-01-03 03:09:33,659 - INFO - LRs are now: 6.81e-06
+2025-01-03 03:09:34,084 - INFO - LRs are now: 6.81e-06
+2025-01-03 03:09:34,635 - INFO - LRs are now: 6.81e-06
+2025-01-03 03:09:34,926 - INFO - LRs are now: 6.81e-06
+2025-01-03 03:09:35,104 - INFO - LRs are now: 6.81e-06
+2025-01-03 03:09:35,399 - INFO - LRs are now: 6.81e-06
+2025-01-03 03:09:35,726 - INFO - LRs are now: 6.81e-06
+2025-01-03 03:09:35,939 - INFO - LRs are now: 6.81e-06
+2025-01-03 03:09:36,314 - INFO - LRs are now: 6.81e-06
+2025-01-03 03:09:36,573 - INFO - LRs are now: 6.81e-06
+2025-01-03 03:09:37,290 - INFO - LRs are now: 6.81e-06
+2025-01-03 03:09:37,600 - INFO - LRs are now: 6.81e-06
+2025-01-03 03:09:37,931 - INFO - LRs are now: 6.81e-06
+2025-01-03 03:09:38,908 - INFO - LRs are now: 6.81e-06
+2025-01-03 03:09:39,368 - INFO - LRs are now: 6.81e-06
+2025-01-03 03:09:39,756 - INFO - LRs are now: 6.81e-06
+2025-01-03 03:09:40,801 - INFO - LRs are now: 6.81e-06
+2025-01-03 03:09:41,283 - INFO - LRs are now: 6.81e-06
+2025-01-03 03:09:41,518 - INFO - LRs are now: 6.81e-06
+2025-01-03 03:09:42,024 - INFO - LRs are now: 6.81e-06
+2025-01-03 03:09:42,636 - INFO - LRs are now: 6.81e-06
+2025-01-03 03:09:43,425 - INFO - LRs are now: 6.81e-06
+2025-01-03 03:09:43,754 - INFO - LRs are now: 6.81e-06
+2025-01-03 03:09:44,229 - INFO - LRs are now: 6.81e-06
+2025-01-03 03:09:44,563 - INFO - LRs are now: 6.81e-06
+2025-01-03 03:09:44,800 - INFO - LRs are now: 6.81e-06
+2025-01-03 03:09:45,244 - INFO - LRs are now: 6.81e-06
+2025-01-03 03:09:45,501 - INFO - LRs are now: 6.81e-06
+2025-01-03 03:09:45,746 - INFO - LRs are now: 6.81e-06
+2025-01-03 03:09:46,044 - INFO - LRs are now: 6.81e-06
+2025-01-03 03:09:47,200 - INFO - LRs are now: 6.81e-06
+2025-01-03 03:09:47,659 - INFO - LRs are now: 6.81e-06
+2025-01-03 03:09:48,114 - INFO - LRs are now: 6.81e-06
+2025-01-03 03:09:48,877 - INFO - LRs are now: 6.81e-06
+2025-01-03 03:09:49,832 - INFO - LRs are now: 6.81e-06
+2025-01-03 03:09:50,129 - INFO - LRs are now: 6.81e-06
+2025-01-03 03:09:50,330 - INFO - LRs are now: 6.81e-06
+2025-01-03 03:09:50,737 - INFO - LRs are now: 6.81e-06
+2025-01-03 03:09:51,324 - INFO - LRs are now: 6.81e-06
+2025-01-03 03:09:51,814 - INFO - LRs are now: 6.81e-06
+2025-01-03 03:09:52,065 - INFO - LRs are now: 6.80e-06
+2025-01-03 03:09:52,249 - INFO - LRs are now: 6.80e-06
+2025-01-03 03:09:52,552 - INFO - LRs are now: 6.80e-06
+2025-01-03 03:09:53,058 - INFO - LRs are now: 6.80e-06
+2025-01-03 03:09:53,375 - INFO - LRs are now: 6.80e-06
+2025-01-03 03:09:53,668 - INFO - LRs are now: 6.80e-06
+2025-01-03 03:09:54,093 - INFO - LRs are now: 6.80e-06
+2025-01-03 03:09:54,492 - INFO - LRs are now: 6.80e-06
+2025-01-03 03:09:55,151 - INFO - LRs are now: 6.80e-06
+2025-01-03 03:09:55,720 - INFO - LRs are now: 6.80e-06
+2025-01-03 03:09:56,101 - INFO - LRs are now: 6.80e-06
+2025-01-03 03:09:56,339 - INFO - LRs are now: 6.80e-06
+2025-01-03 03:09:56,948 - INFO - LRs are now: 6.80e-06
+2025-01-03 03:09:57,295 - INFO - LRs are now: 6.80e-06
+2025-01-03 03:09:58,523 - INFO - LRs are now: 6.80e-06
+2025-01-03 03:09:59,104 - INFO - LRs are now: 6.80e-06
+2025-01-03 03:09:59,348 - INFO - LRs are now: 6.80e-06
+2025-01-03 03:09:59,673 - INFO - LRs are now: 6.80e-06
+2025-01-03 03:10:00,434 - INFO - LRs are now: 6.80e-06
+2025-01-03 03:10:00,892 - INFO - LRs are now: 6.80e-06
+2025-01-03 03:10:01,150 - INFO - LRs are now: 6.80e-06
+2025-01-03 03:10:01,529 - INFO - LRs are now: 6.80e-06
+2025-01-03 03:10:01,801 - INFO - LRs are now: 6.80e-06
+2025-01-03 03:10:02,002 - INFO - LRs are now: 6.80e-06
+2025-01-03 03:10:02,682 - INFO - LRs are now: 6.80e-06
+2025-01-03 03:10:03,645 - INFO - LRs are now: 6.80e-06
+2025-01-03 03:10:04,011 - INFO - LRs are now: 6.80e-06
+2025-01-03 03:10:04,191 - INFO - LRs are now: 6.80e-06
+2025-01-03 03:10:04,484 - INFO - LRs are now: 6.80e-06
+2025-01-03 03:10:04,713 - INFO - LRs are now: 6.80e-06
+2025-01-03 03:10:05,032 - INFO - LRs are now: 6.80e-06
+2025-01-03 03:10:05,894 - INFO - LRs are now: 6.80e-06
+2025-01-03 03:10:07,127 - INFO - LRs are now: 6.80e-06
+2025-01-03 03:10:08,267 - INFO - LRs are now: 6.80e-06
+2025-01-03 03:10:08,655 - INFO - LRs are now: 6.80e-06
+2025-01-03 03:10:09,294 - INFO - LRs are now: 6.80e-06
+2025-01-03 03:10:09,598 - INFO - LRs are now: 6.80e-06
+2025-01-03 03:10:10,049 - INFO - LRs are now: 6.80e-06
+2025-01-03 03:10:10,302 - INFO - LRs are now: 6.80e-06
+2025-01-03 03:10:10,810 - INFO - LRs are now: 6.80e-06
+2025-01-03 03:10:11,132 - INFO - LRs are now: 6.80e-06
+2025-01-03 03:10:11,855 - INFO - LRs are now: 6.79e-06
+2025-01-03 03:10:12,388 - INFO - LRs are now: 6.79e-06
+2025-01-03 03:10:13,014 - INFO - LRs are now: 6.79e-06
+2025-01-03 03:10:13,754 - INFO - LRs are now: 6.79e-06
+2025-01-03 03:10:15,120 - INFO - LRs are now: 6.79e-06
+2025-01-03 03:10:16,005 - INFO - LRs are now: 6.79e-06
+2025-01-03 03:10:16,539 - INFO - LRs are now: 6.79e-06
+2025-01-03 03:10:16,943 - INFO - LRs are now: 6.79e-06
+2025-01-03 03:10:17,217 - INFO - LRs are now: 6.79e-06
+2025-01-03 03:10:17,824 - INFO - LRs are now: 6.79e-06
+2025-01-03 03:10:18,171 - INFO - LRs are now: 6.79e-06
+2025-01-03 03:10:18,814 - INFO - LRs are now: 6.79e-06
+2025-01-03 03:10:19,594 - INFO - LRs are now: 6.79e-06
+2025-01-03 03:10:19,910 - INFO - LRs are now: 6.79e-06
+2025-01-03 03:10:20,160 - INFO - LRs are now: 6.79e-06
+2025-01-03 03:10:20,368 - INFO - LRs are now: 6.79e-06
+2025-01-03 03:10:20,545 - INFO - LRs are now: 6.79e-06
+2025-01-03 03:10:20,783 - INFO - LRs are now: 6.79e-06
+2025-01-03 03:10:21,528 - INFO - LRs are now: 6.79e-06
+2025-01-03 03:10:21,850 - INFO - LRs are now: 6.79e-06
+2025-01-03 03:10:22,062 - INFO - LRs are now: 6.79e-06
+2025-01-03 03:10:22,270 - INFO - LRs are now: 6.79e-06
+2025-01-03 03:10:22,604 - INFO - LRs are now: 6.79e-06
+2025-01-03 03:10:23,068 - INFO - LRs are now: 6.79e-06
+2025-01-03 03:10:23,809 - INFO - LRs are now: 6.79e-06
+2025-01-03 03:10:24,320 - INFO - LRs are now: 6.79e-06
+2025-01-03 03:10:25,028 - INFO - LRs are now: 6.79e-06
+2025-01-03 03:10:25,360 - INFO - LRs are now: 6.79e-06
+2025-01-03 03:10:25,550 - INFO - LRs are now: 6.79e-06
+2025-01-03 03:10:26,159 - INFO - LRs are now: 6.79e-06
+2025-01-03 03:10:26,510 - INFO - LRs are now: 6.79e-06
+2025-01-03 03:10:26,807 - INFO - LRs are now: 6.79e-06
+2025-01-03 03:10:27,108 - INFO - LRs are now: 6.79e-06
+2025-01-03 03:10:27,316 - INFO - LRs are now: 6.79e-06
+2025-01-03 03:10:27,587 - INFO - LRs are now: 6.79e-06
+2025-01-03 03:10:28,352 - INFO - LRs are now: 6.79e-06
+2025-01-03 03:10:28,935 - INFO - LRs are now: 6.79e-06
+2025-01-03 03:10:29,377 - INFO - LRs are now: 6.79e-06
+2025-01-03 03:10:29,593 - INFO - LRs are now: 6.79e-06
+2025-01-03 03:10:29,836 - INFO - LRs are now: 6.79e-06
+2025-01-03 03:10:30,172 - INFO - LRs are now: 6.79e-06
+2025-01-03 03:10:30,795 - INFO - LRs are now: 6.78e-06
+2025-01-03 03:10:31,074 - INFO - LRs are now: 6.78e-06
+2025-01-03 03:10:31,560 - INFO - LRs are now: 6.78e-06
+2025-01-03 03:10:32,498 - INFO - LRs are now: 6.78e-06
+2025-01-03 03:10:32,868 - INFO - LRs are now: 6.78e-06
+2025-01-03 03:10:34,177 - INFO - LRs are now: 6.78e-06
+2025-01-03 03:10:34,598 - INFO - LRs are now: 6.78e-06
+2025-01-03 03:10:34,965 - INFO - LRs are now: 6.78e-06
+2025-01-03 03:10:35,273 - INFO - LRs are now: 6.78e-06
+2025-01-03 03:10:35,681 - INFO - LRs are now: 6.78e-06
+2025-01-03 03:10:35,971 - INFO - LRs are now: 6.78e-06
+2025-01-03 03:10:37,087 - INFO - LRs are now: 6.78e-06
+2025-01-03 03:10:37,693 - INFO - LRs are now: 6.78e-06
+2025-01-03 03:10:38,287 - INFO - LRs are now: 6.78e-06
+2025-01-03 03:10:38,643 - INFO - LRs are now: 6.78e-06
+2025-01-03 03:10:38,872 - INFO - LRs are now: 6.78e-06
+2025-01-03 03:10:39,181 - INFO - LRs are now: 6.78e-06
+2025-01-03 03:10:39,410 - INFO - LRs are now: 6.78e-06
+2025-01-03 03:10:39,839 - INFO - LRs are now: 6.78e-06
+2025-01-03 03:10:40,188 - INFO - LRs are now: 6.78e-06
+2025-01-03 03:10:41,163 - INFO - LRs are now: 6.78e-06
+2025-01-03 03:10:41,734 - INFO - LRs are now: 6.78e-06
+2025-01-03 03:10:42,643 - INFO - LRs are now: 6.78e-06
+2025-01-03 03:10:43,048 - INFO - LRs are now: 6.78e-06
+2025-01-03 03:10:43,281 - INFO - LRs are now: 6.78e-06
+2025-01-03 03:10:43,467 - INFO - LRs are now: 6.78e-06
+2025-01-03 03:10:43,969 - INFO - LRs are now: 6.78e-06
+2025-01-03 03:10:44,224 - INFO - LRs are now: 6.78e-06
+2025-01-03 03:10:44,394 - INFO - LRs are now: 6.78e-06
+2025-01-03 03:10:44,755 - INFO - LRs are now: 6.78e-06
+2025-01-03 03:10:45,699 - INFO - LRs are now: 6.78e-06
+2025-01-03 03:10:46,088 - INFO - LRs are now: 6.78e-06
+2025-01-03 03:10:46,923 - INFO - LRs are now: 6.78e-06
+2025-01-03 03:10:48,175 - INFO - LRs are now: 6.78e-06
+2025-01-03 03:10:49,146 - INFO - LRs are now: 6.78e-06
+2025-01-03 03:10:49,459 - INFO - LRs are now: 6.78e-06
+2025-01-03 03:10:49,754 - INFO - LRs are now: 6.78e-06
+2025-01-03 03:10:50,139 - INFO - LRs are now: 6.78e-06
+2025-01-03 03:10:51,165 - INFO - LRs are now: 6.78e-06
+2025-01-03 03:10:51,758 - INFO - LRs are now: 6.78e-06
+2025-01-03 03:10:52,394 - INFO - LRs are now: 6.78e-06
+2025-01-03 03:10:52,658 - INFO - LRs are now: 6.77e-06
+2025-01-03 03:10:53,346 - INFO - LRs are now: 6.77e-06
+2025-01-03 03:10:53,843 - INFO - LRs are now: 6.77e-06
+2025-01-03 03:10:54,107 - INFO - LRs are now: 6.77e-06
+2025-01-03 03:10:55,052 - INFO - LRs are now: 6.77e-06
+2025-01-03 03:10:55,395 - INFO - LRs are now: 6.77e-06
+2025-01-03 03:10:55,657 - INFO - LRs are now: 6.77e-06
+2025-01-03 03:10:55,948 - INFO - LRs are now: 6.77e-06
+2025-01-03 03:10:56,212 - INFO - LRs are now: 6.77e-06
+2025-01-03 03:10:56,520 - INFO - LRs are now: 6.77e-06
+2025-01-03 03:10:56,761 - INFO - LRs are now: 6.77e-06
+2025-01-03 03:10:57,135 - INFO - LRs are now: 6.77e-06
+2025-01-03 03:10:57,357 - INFO - LRs are now: 6.77e-06
+2025-01-03 03:10:58,499 - INFO - LRs are now: 6.77e-06
+2025-01-03 03:10:59,004 - INFO - LRs are now: 6.77e-06
+2025-01-03 03:10:59,248 - INFO - LRs are now: 6.77e-06
+2025-01-03 03:11:00,135 - INFO - LRs are now: 6.77e-06
+2025-01-03 03:11:00,607 - INFO - LRs are now: 6.77e-06
+2025-01-03 03:11:00,839 - INFO - LRs are now: 6.77e-06
+2025-01-03 03:11:01,088 - INFO - LRs are now: 6.77e-06
+2025-01-03 03:11:01,281 - INFO - LRs are now: 6.77e-06
+2025-01-03 03:11:01,516 - INFO - LRs are now: 6.77e-06
+2025-01-03 03:11:02,492 - INFO - LRs are now: 6.77e-06
+2025-01-03 03:11:03,381 - INFO - LRs are now: 6.77e-06
+2025-01-03 03:11:03,712 - INFO - LRs are now: 6.77e-06
+2025-01-03 03:11:03,993 - INFO - LRs are now: 6.77e-06
+2025-01-03 03:11:04,631 - INFO - LRs are now: 6.77e-06
+2025-01-03 03:11:05,195 - INFO - LRs are now: 6.77e-06
+2025-01-03 03:11:05,498 - INFO - LRs are now: 6.77e-06
+2025-01-03 03:11:05,883 - INFO - LRs are now: 6.77e-06
+2025-01-03 03:11:06,521 - INFO - LRs are now: 6.77e-06
+2025-01-03 03:11:06,899 - INFO - LRs are now: 6.77e-06
+2025-01-03 03:11:07,282 - INFO - LRs are now: 6.77e-06
+2025-01-03 03:11:08,392 - INFO - LRs are now: 6.77e-06
+2025-01-03 03:11:08,760 - INFO - LRs are now: 6.77e-06
+2025-01-03 03:11:08,986 - INFO - LRs are now: 6.77e-06
+2025-01-03 03:11:09,235 - INFO - LRs are now: 6.77e-06
+2025-01-03 03:11:09,666 - INFO - LRs are now: 6.77e-06
+2025-01-03 03:11:09,996 - INFO - LRs are now: 6.77e-06
+2025-01-03 03:11:10,316 - INFO - LRs are now: 6.77e-06
+2025-01-03 03:11:10,620 - INFO - LRs are now: 6.77e-06
+2025-01-03 03:11:11,029 - INFO - LRs are now: 6.76e-06
+2025-01-03 03:11:11,343 - INFO - LRs are now: 6.76e-06
+2025-01-03 03:11:11,547 - INFO - LRs are now: 6.76e-06
+2025-01-03 03:11:11,987 - INFO - LRs are now: 6.76e-06
+2025-01-03 03:11:12,314 - INFO - LRs are now: 6.76e-06
+2025-01-03 03:11:12,545 - INFO - LRs are now: 6.76e-06
+2025-01-03 03:11:13,076 - INFO - LRs are now: 6.76e-06
+2025-01-03 03:11:13,422 - INFO - LRs are now: 6.76e-06
+2025-01-03 03:11:13,473 - INFO - Training epoch 56 finished. (Took 2.0 mins.)
+2025-01-03 03:11:13,473 - INFO - loss_train: 159.7
+2025-01-03 03:11:13,476 - INFO - heads-fscore_train: 86.22%
+2025-01-03 03:11:13,477 - INFO - labels-fscore_train: 89.80%
+2025-01-03 03:11:13,478 - INFO - aggregate_train: 77.43%
+2025-01-03 03:11:17,841 - INFO - Validation epoch 56 finished. (Took 0.1 mins.)
+2025-01-03 03:11:17,842 - INFO - loss_valid: 16.69
+2025-01-03 03:11:17,844 - INFO - heads-fscore_valid: 80.83%
+2025-01-03 03:11:17,845 - INFO - labels-fscore_valid: 86.55%
+2025-01-03 03:11:17,846 - INFO - aggregate_valid: 69.96%
+2025-01-03 03:11:17,847 - INFO - Validation criterion didn't improve for 15 epochs. Training stops.
+2025-01-03 03:11:17,847 - INFO - Training took 120.2 mins.
+2025-01-03 03:11:17,847 - INFO - Loading checkpoint: data/saved_models/ota_boun/bert-base-turkish-cased/0103_011059/model_best.pth ...
+2025-01-03 03:11:18,879 - WARNING - Warning: Architecture configuration given in config file is different from that of checkpoint. This may yield an exception while state_dict is being loaded.
+2025-01-03 03:11:19,222 - INFO - Checkpoint loaded. Resume from epoch 41
+2025-01-03 03:11:19,257 - INFO - Evaluation on test set:
+2025-01-03 03:11:44,170 - INFO - uas_final_test: 83.04%
+2025-01-03 03:11:44,172 - INFO - las_final_test: 76.40%