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structured-sentiment-analysis-bis

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SemEval-2022-Task-10
structured-sentiment-analysis
sentiment-analysis
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  1. .gitattributes +2 -0
  2. models/mpqa/sdp_byKNNi6_asc/80/model_vi_mpqa_roberta_6 +1 -1
  3. models/mpqa/sdp_byKNNi6_asc/80/model_vi_mpqa_roberta_6.train.log +666 -666
  4. models/mpqa/sdp_byKNNi6_asc/80/model_vi_mpqa_xlm_10 +1 -1
  5. models/mpqa/sdp_byKNNi6_asc/80/model_vi_mpqa_xlm_10.train.log +486 -486
  6. models/mpqa/sdp_byKNNi6_asc/80/model_vi_mpqa_xlm_6 +3 -0
  7. models/mpqa/sdp_byKNNi6_asc/80/model_vi_mpqa_xlm_6.train.log +612 -0
  8. models/mpqa/sdp_byKNNi6_asc/80/model_vi_mpqa_xlm_9 +3 -0
  9. models/mpqa/sdp_byKNNi6_asc/80/model_vi_mpqa_xlm_9.train.log +427 -0
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+ models/mpqa/sdp_byKNNi6_asc/80/model_vi_mpqa_xlm_9 filter=lfs diff=lfs merge=lfs -text
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- 2023-12-31 07:03:14 INFO
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  ---------------------+-------------------------------
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  Param | Value
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  ---------------------+-------------------------------
@@ -14,7 +14,7 @@ warmup | 0.0
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  update_steps | 1
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  mode | train
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  path | /home/marvin/structured-sentiment-analysis-bis/models/mpqa/sdp_byKNNi6_asc/80/model_vi_mpqa_roberta_6
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- device | 1
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  seed | 1
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  threads | 16
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  local_rank | -1
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  inference | mfvi
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  ---------------------+-------------------------------
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- 2023-12-31 07:03:14 INFO Building the fields
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- 2023-12-31 07:03:15 INFO CoNLL(
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  (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
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  (labels): ChartField()
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  )
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- 2023-12-31 07:03:15 INFO Building the model
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- 2023-12-31 07:03:18 INFO VISemanticDependencyModel(
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  (encoder): TransformerEmbedding(roberta-base, n_layers=4, n_out=768, stride=256, pooling=mean, pad_index=1, requires_grad=True)
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  (encoder_dropout): Dropout(p=0.33, inplace=False)
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  (edge_mlp_d): MLP(n_in=768, n_out=600, dropout=0.25)
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  (inference): SemanticDependencyMFVI(max_iter=3)
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  )
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- 2023-12-31 07:03:18 INFO Loading the data
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- 2023-12-31 07:03:26 INFO
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  train: Dataset(n_sentences=4697, n_batches=38, n_buckets=32)
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  dev: Dataset(n_sentences=1649, n_batches=32, n_buckets=32)
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  test: Dataset(n_sentences=2112, n_batches=32, n_buckets=32)
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- 2023-12-31 07:03:26 INFO Epoch 1 / 5000:
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- 2023-12-31 07:03:36 INFO lr: 4.9990e-05 - loss: 0.0952 - UP: 0.24% UR: 7.03% UF: 0.46% P: 0.02% R: 0.67% F: 0.04%
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- 2023-12-31 07:03:38 INFO dev: loss: 0.0813 - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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- 2023-12-31 07:03:39 INFO test: loss: 0.0728 - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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- 2023-12-31 07:03:52 INFO test: loss: 0.0609 - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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- 2023-12-31 07:04:03 INFO dev: loss: 0.0624 - UP: 16.67% UR: 0.03% UF: 0.06% P: 16.67% R: 0.03% F: 0.06%
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- 2023-12-31 07:04:04 INFO test: loss: 0.0574 - UP: 100.00% UR: 0.02% UF: 0.04% P: 100.00% R: 0.02% F: 0.04%
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- 2023-12-31 07:04:17 INFO dev: loss: 0.0613 - UP: 43.55% UR: 0.82% UF: 1.61% P: 37.10% R: 0.70% F: 1.37%
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- 2023-12-31 07:04:19 INFO test: loss: 0.0594 - UP: 50.57% UR: 0.93% UF: 1.83% P: 44.83% R: 0.82% F: 1.62%
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- 2023-12-31 07:04:32 INFO dev: loss: 0.0627 - UP: 52.00% UR: 0.79% UF: 1.55% P: 50.00% R: 0.76% F: 1.49%
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- 2023-12-31 07:04:34 INFO test: loss: 0.0563 - UP: 57.35% UR: 0.82% UF: 1.62% P: 51.47% R: 0.74% F: 1.46%
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- 2023-12-31 07:05:45 INFO lr: 4.9900e-05 - loss: 0.0143 - UP: 56.46% UR: 14.81% UF: 23.46% P: 56.04% R: 14.70% F: 23.29%
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- 2023-12-31 07:05:46 INFO dev: loss: 0.0726 - UP: 57.43% UR: 6.10% UF: 11.03% P: 56.57% R: 6.01% F: 10.86%
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- 2023-12-31 07:05:47 INFO test: loss: 0.0623 - UP: 54.83% UR: 7.44% UF: 13.10% P: 52.80% R: 7.16% F: 12.61%
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- 2023-12-31 07:06:00 INFO lr: 4.9890e-05 - loss: 0.0087 - UP: 49.96% UR: 12.89% UF: 20.50% P: 49.54% R: 12.78% F: 20.32%
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- 2023-12-31 07:06:01 INFO dev: loss: 0.0780 - UP: 52.59% UR: 6.77% UF: 11.99% P: 51.42% R: 6.62% F: 11.72%
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- 2023-12-31 07:06:03 INFO test: loss: 0.0642 - UP: 52.92% UR: 8.05% UF: 13.97% P: 50.42% R: 7.67% F: 13.31%
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- 2023-12-31 07:06:15 INFO lr: 4.9880e-05 - loss: 0.0092 - UP: 64.08% UR: 16.71% UF: 26.51% P: 64.01% R: 16.70% F: 26.48%
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- 2023-12-31 07:06:16 INFO dev: loss: 0.0752 - UP: 50.98% UR: 15.72% UF: 24.03% P: 50.79% R: 15.66% F: 23.94%
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- 2023-12-31 07:06:30 INFO lr: 4.9870e-05 - loss: 0.0046 - UP: 61.59% UR: 24.01% UF: 34.55% P: 61.52% R: 23.99% F: 34.51%
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- 2023-12-31 07:06:32 INFO dev: loss: 0.0839 - UP: 56.53% UR: 11.96% UF: 19.74% P: 55.52% R: 11.75% F: 19.39%
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- 2023-12-31 07:06:33 INFO test: loss: 0.0681 - UP: 54.00% UR: 13.82% UF: 22.01% P: 52.93% R: 13.54% F: 21.57%
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- 2023-12-31 07:06:43 INFO lr: 4.9860e-05 - loss: 0.0047 - UP: 69.22% UR: 27.55% UF: 39.41% P: 69.01% R: 27.46% F: 39.29%
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- 2023-12-31 07:06:44 INFO dev: loss: 0.0767 - UP: 41.29% UR: 24.46% UF: 30.72% P: 40.52% R: 24.01% F: 30.15%
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- 2023-12-31 07:06:46 INFO test: loss: 0.0693 - UP: 40.23% UR: 28.46% UF: 33.34% P: 39.13% R: 27.68% F: 32.42%
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- 2023-12-31 07:06:58 INFO lr: 4.9850e-05 - loss: 0.0073 - UP: 69.20% UR: 29.78% UF: 41.64% P: 69.16% R: 29.77% F: 41.62%
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- 2023-12-31 07:06:59 INFO dev: loss: 0.0751 - UP: 55.08% UR: 12.99% UF: 21.02% P: 53.67% R: 12.66% F: 20.48%
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- 2023-12-31 07:07:01 INFO test: loss: 0.0701 - UP: 56.48% UR: 15.74% UF: 24.62% P: 54.21% R: 15.11% F: 23.63%
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- 2023-12-31 07:07:11 INFO lr: 4.9840e-05 - loss: 0.0112 - UP: 70.82% UR: 34.50% UF: 46.39% P: 70.71% R: 34.44% F: 46.32%
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- 2023-12-31 07:07:26 INFO test: loss: 0.0701 - UP: 50.17% UR: 21.99% UF: 30.58% P: 49.06% R: 21.51% F: 29.91%
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- 2023-12-31 07:07:36 INFO lr: 4.9820e-05 - loss: 0.0057 - UP: 75.54% UR: 40.27% UF: 52.53% P: 75.47% R: 40.23% F: 52.48%
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- 2023-12-31 07:07:49 INFO lr: 4.9810e-05 - loss: 0.0062 - UP: 76.02% UR: 43.45% UF: 55.30% P: 75.97% R: 43.42% F: 55.26%
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- 2023-12-31 07:08:07 INFO test: loss: 0.0729 - UP: 47.25% UR: 30.68% UF: 37.20% P: 46.05% R: 29.90% F: 36.25%
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- 2023-12-31 07:08:19 INFO lr: 4.9790e-05 - loss: 0.0100 - UP: 78.52% UR: 51.30% UF: 62.06% P: 78.48% R: 51.27% F: 62.02%
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- 2023-12-31 07:08:22 INFO test: loss: 0.0756 - UP: 47.51% UR: 27.66% UF: 34.96% P: 46.35% R: 26.98% F: 34.11%
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- 2023-12-31 07:08:32 INFO lr: 4.9780e-05 - loss: 0.0019 - UP: 81.88% UR: 53.43% UF: 64.66% P: 81.79% R: 53.37% F: 64.59%
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- 2023-12-31 07:08:47 INFO lr: 4.9770e-05 - loss: 0.0076 - UP: 81.87% UR: 55.33% UF: 66.04% P: 81.85% R: 55.32% F: 66.01%
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- 2023-12-31 07:08:50 INFO test: loss: 0.0765 - UP: 51.02% UR: 31.84% UF: 39.21% P: 49.46% R: 30.87% F: 38.01%
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- 2023-12-31 07:09:02 INFO lr: 4.9760e-05 - loss: 0.0062 - UP: 84.07% UR: 58.51% UF: 69.00% P: 84.07% R: 58.51% F: 69.00%
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- 2023-12-31 07:09:05 INFO test: loss: 0.0727 - UP: 49.41% UR: 28.46% UF: 36.12% P: 47.87% R: 27.57% F: 34.99%
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467
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485
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486
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491
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492
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497
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503
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504
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510
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515
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516
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521
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522
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527
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528
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533
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539
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540
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545
- 2023-12-31 07:21:23 INFO dev: loss: 0.0975 - UP: 57.11% UR: 39.61% UF: 46.77% P: 55.71% R: 38.63% F: 45.63%
546
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547
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- 2023-12-31 07:21:34 INFO lr: 4.9190e-05 - loss: 0.0009 - UP: 97.05% UR: 94.70% UF: 95.86% P: 97.03% R: 94.68% F: 95.84%
551
- 2023-12-31 07:21:36 INFO dev: loss: 0.1008 - UP: 59.86% UR: 37.60% UF: 46.19% P: 58.31% R: 36.63% F: 45.00%
552
- 2023-12-31 07:21:37 INFO test: loss: 0.0913 - UP: 54.42% UR: 35.47% UF: 42.95% P: 52.35% R: 34.12% F: 41.31%
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557
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558
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- 2023-12-31 07:22:00 INFO lr: 4.9170e-05 - loss: 0.0002 - UP: 97.18% UR: 95.36% UF: 96.26% P: 97.16% R: 95.34% F: 96.24%
563
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570
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575
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576
- 2023-12-31 07:22:28 INFO test: loss: 0.1206 - UP: 55.49% UR: 29.81% UF: 38.79% P: 53.87% R: 28.95% F: 37.66%
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- 2023-12-31 07:22:38 INFO lr: 4.9140e-05 - loss: 0.0004 - UP: 86.85% UR: 77.52% UF: 81.92% P: 85.88% R: 76.66% F: 81.01%
581
- 2023-12-31 07:22:39 INFO dev: loss: 0.0949 - UP: 47.62% UR: 24.28% UF: 32.16% P: 45.30% R: 23.10% F: 30.59%
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- 2023-12-31 07:22:41 INFO test: loss: 0.0756 - UP: 45.98% UR: 25.27% UF: 32.62% P: 43.52% R: 23.92% F: 30.87%
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- 2023-12-31 07:22:51 INFO lr: 4.9130e-05 - loss: 0.0084 - UP: 76.97% UR: 57.69% UF: 65.95% P: 75.86% R: 56.85% F: 64.99%
587
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713
- 2023-12-31 07:27:19 INFO dev: loss: 0.1008 - UP: 64.02% UR: 24.73% UF: 35.68% P: 63.16% R: 24.40% F: 35.20%
714
- 2023-12-31 07:27:21 INFO test: loss: 0.0828 - UP: 50.15% UR: 23.96% UF: 32.43% P: 49.98% R: 23.87% F: 32.31%
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719
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720
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- 2023-12-31 07:27:39 INFO Epoch 79 saved
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- 2023-12-31 07:27:39 INFO dev: UP: 49.11% UR: 48.50% UF: 48.80% P: 47.70% R: 47.10% F: 47.40%
725
- 2023-12-31 07:27:39 INFO test: UP: 42.36% UR: 44.90% UF: 43.59% P: 40.57% R: 43.00% F: 41.75%
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- 2023-12-31 07:27:39 INFO 0:23:03.504397s elapsed, 0:00:12.692701s/epoch
 
1
+ 2024-03-23 16:19:11 INFO
2
  ---------------------+-------------------------------
3
  Param | Value
4
  ---------------------+-------------------------------
 
14
  update_steps | 1
15
  mode | train
16
  path | /home/marvin/structured-sentiment-analysis-bis/models/mpqa/sdp_byKNNi6_asc/80/model_vi_mpqa_roberta_6
17
+ device | 0
18
  seed | 1
19
  threads | 16
20
  local_rank | -1
 
35
  inference | mfvi
36
  ---------------------+-------------------------------
37
 
38
+ 2024-03-23 16:19:11 INFO Building the fields
39
+ 2024-03-23 16:19:12 INFO CoNLL(
40
  (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
41
  (labels): ChartField()
42
  )
43
+ 2024-03-23 16:19:12 INFO Building the model
44
+ 2024-03-23 16:19:13 INFO VISemanticDependencyModel(
45
  (encoder): TransformerEmbedding(roberta-base, n_layers=4, n_out=768, stride=256, pooling=mean, pad_index=1, requires_grad=True)
46
  (encoder_dropout): Dropout(p=0.33, inplace=False)
47
  (edge_mlp_d): MLP(n_in=768, n_out=600, dropout=0.25)
 
60
  (inference): SemanticDependencyMFVI(max_iter=3)
61
  )
62
 
63
+ 2024-03-23 16:19:13 INFO Loading the data
64
+ 2024-03-23 16:19:21 INFO
65
  train: Dataset(n_sentences=4697, n_batches=38, n_buckets=32)
66
  dev: Dataset(n_sentences=1649, n_batches=32, n_buckets=32)
67
  test: Dataset(n_sentences=2112, n_batches=32, n_buckets=32)
68
 
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+ 2024-03-23 16:19:31 INFO lr: 4.9990e-05 - loss: 0.0952 - UP: 0.24% UR: 7.03% UF: 0.46% P: 0.02% R: 0.67% F: 0.04%
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+ 2024-03-23 16:19:32 INFO dev: loss: 0.0813 - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2024-03-23 16:19:34 INFO test: loss: 0.0728 - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2024-03-23 16:19:34 INFO 0:00:12.753610s elapsed
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+ 2024-03-23 16:19:44 INFO lr: 4.9980e-05 - loss: 0.0125 - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2024-03-23 16:19:45 INFO dev: loss: 0.0698 - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2024-03-23 16:19:46 INFO test: loss: 0.0609 - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2024-03-23 16:19:56 INFO lr: 4.9970e-05 - loss: 0.0714 - UP: 13.08% UR: 0.16% UF: 0.31% P: 13.08% R: 0.16% F: 0.31%
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+ 2024-03-23 16:19:58 INFO test: loss: 0.0574 - UP: 100.00% UR: 0.02% UF: 0.04% P: 100.00% R: 0.02% F: 0.04%
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+ 2024-03-23 16:20:00 INFO 0:00:12.314002s elapsed (saved)
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+ 2024-03-23 16:20:10 INFO lr: 4.9960e-05 - loss: 0.0523 - UP: 23.53% UR: 0.81% UF: 1.57% P: 21.66% R: 0.75% F: 1.44%
89
+ 2024-03-23 16:20:11 INFO dev: loss: 0.0613 - UP: 43.55% UR: 0.82% UF: 1.61% P: 37.10% R: 0.70% F: 1.37%
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+ 2024-03-23 16:20:13 INFO test: loss: 0.0594 - UP: 50.57% UR: 0.93% UF: 1.83% P: 44.83% R: 0.82% F: 1.62%
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+ 2024-03-23 16:20:15 INFO 0:00:12.368293s elapsed (saved)
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+ 2024-03-23 16:20:25 INFO lr: 4.9950e-05 - loss: 0.0148 - UP: 22.30% UR: 1.10% UF: 2.10% P: 20.82% R: 1.03% F: 1.96%
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+ 2024-03-23 16:20:26 INFO dev: loss: 0.0627 - UP: 52.00% UR: 0.79% UF: 1.55% P: 50.00% R: 0.76% F: 1.49%
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+ 2024-03-23 16:20:28 INFO test: loss: 0.0563 - UP: 57.35% UR: 0.82% UF: 1.62% P: 51.47% R: 0.74% F: 1.46%
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+ 2024-03-23 16:20:31 INFO 0:00:12.449248s elapsed (saved)
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+ 2024-03-23 16:20:41 INFO lr: 4.9940e-05 - loss: 0.0298 - UP: 35.10% UR: 2.37% UF: 4.45% P: 34.69% R: 2.35% F: 4.40%
101
+ 2024-03-23 16:20:42 INFO dev: loss: 0.0627 - UP: 59.63% UR: 1.97% UF: 3.82% P: 57.80% R: 1.91% F: 3.70%
102
+ 2024-03-23 16:20:43 INFO test: loss: 0.0598 - UP: 63.33% UR: 2.41% UF: 4.64% P: 58.89% R: 2.24% F: 4.32%
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+ 2024-03-23 16:23:22 INFO dev: loss: 0.0680 - UP: 49.79% UR: 17.94% UF: 26.37% P: 48.86% R: 17.60% F: 25.88%
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+ 2024-03-23 16:23:36 INFO test: loss: 0.0723 - UP: 51.37% UR: 23.79% UF: 32.52% P: 49.77% R: 23.05% F: 31.51%
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+ 2024-03-23 16:23:47 INFO lr: 4.9810e-05 - loss: 0.0062 - UP: 76.02% UR: 43.45% UF: 55.30% P: 75.97% R: 43.42% F: 55.26%
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+ 2024-03-23 16:23:48 INFO dev: loss: 0.0809 - UP: 50.56% UR: 23.49% UF: 32.08% P: 49.51% R: 23.00% F: 31.41%
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+ 2024-03-23 16:23:50 INFO test: loss: 0.0724 - UP: 50.69% UR: 26.52% UF: 34.82% P: 48.83% R: 25.54% F: 33.54%
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+ 2024-03-23 16:23:53 INFO 0:00:13.417932s elapsed (saved)
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+ 2024-03-23 16:24:03 INFO lr: 4.9800e-05 - loss: 0.0069 - UP: 80.12% UR: 46.69% UF: 59.00% P: 80.09% R: 46.67% F: 58.98%
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+ 2024-03-23 16:24:04 INFO dev: loss: 0.0773 - UP: 47.33% UR: 27.41% UF: 34.71% P: 46.17% R: 26.74% F: 33.87%
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+ 2024-03-23 16:24:05 INFO test: loss: 0.0729 - UP: 47.25% UR: 30.68% UF: 37.20% P: 46.05% R: 29.90% F: 36.25%
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+ 2024-03-23 16:24:08 INFO 0:00:12.710562s elapsed (saved)
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+ 2024-03-23 16:24:18 INFO lr: 4.9790e-05 - loss: 0.0100 - UP: 78.52% UR: 51.30% UF: 62.06% P: 78.48% R: 51.27% F: 62.02%
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+ 2024-03-23 16:24:19 INFO dev: loss: 0.0821 - UP: 48.83% UR: 25.40% UF: 33.42% P: 47.55% R: 24.73% F: 32.54%
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+ 2024-03-23 16:24:21 INFO test: loss: 0.0756 - UP: 47.51% UR: 27.66% UF: 34.96% P: 46.35% R: 26.98% F: 34.11%
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+ 2024-03-23 16:24:31 INFO lr: 4.9780e-05 - loss: 0.0019 - UP: 81.88% UR: 53.43% UF: 64.66% P: 81.79% R: 53.37% F: 64.59%
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+ 2024-03-23 16:24:36 INFO 0:00:12.779466s elapsed (saved)
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+ 2024-03-23 16:24:46 INFO lr: 4.9770e-05 - loss: 0.0076 - UP: 81.87% UR: 55.33% UF: 66.04% P: 81.85% R: 55.32% F: 66.01%
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+ 2024-03-23 16:24:48 INFO dev: loss: 0.0887 - UP: 52.22% UR: 28.56% UF: 36.92% P: 51.17% R: 27.98% F: 36.18%
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+ 2024-03-23 16:24:49 INFO test: loss: 0.0765 - UP: 51.02% UR: 31.84% UF: 39.21% P: 49.46% R: 30.87% F: 38.01%
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+ 2024-03-23 16:24:52 INFO 0:00:12.726935s elapsed (saved)
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+ 2024-03-23 16:25:02 INFO lr: 4.9760e-05 - loss: 0.0062 - UP: 84.07% UR: 58.51% UF: 69.00% P: 84.07% R: 58.51% F: 69.00%
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+ 2024-03-23 16:25:03 INFO dev: loss: 0.0798 - UP: 53.99% UR: 25.68% UF: 34.80% P: 52.78% R: 25.10% F: 34.02%
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+ 2024-03-23 16:25:05 INFO test: loss: 0.0727 - UP: 49.41% UR: 28.46% UF: 36.12% P: 47.87% R: 27.57% F: 34.99%
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+ 2024-03-23 16:25:05 INFO 0:00:12.593911s elapsed
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+ 2024-03-23 16:25:05 INFO Epoch 25 / 5000:
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+ 2024-03-23 16:25:15 INFO lr: 4.9750e-05 - loss: 0.0091 - UP: 82.79% UR: 58.45% UF: 68.53% P: 82.77% R: 58.44% F: 68.50%
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+ 2024-03-23 16:25:16 INFO dev: loss: 0.0909 - UP: 56.76% UR: 20.52% UF: 30.14% P: 55.42% R: 20.03% F: 29.42%
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+ 2024-03-23 16:25:18 INFO test: loss: 0.0735 - UP: 53.30% UR: 22.16% UF: 31.31% P: 51.58% R: 21.45% F: 30.29%
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+ 2024-03-23 16:25:18 INFO 0:00:12.849944s elapsed
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+ 2024-03-23 16:25:28 INFO lr: 4.9740e-05 - loss: 0.0061 - UP: 70.46% UR: 18.16% UF: 28.88% P: 70.25% R: 18.10% F: 28.79%
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+ 2024-03-23 16:25:30 INFO dev: loss: 0.0838 - UP: 59.91% UR: 11.93% UF: 19.89% P: 58.84% R: 11.71% F: 19.54%
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+ 2024-03-23 16:25:32 INFO test: loss: 0.0648 - UP: 58.61% UR: 12.30% UF: 20.33% P: 57.10% R: 11.98% F: 19.80%
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+ 2024-03-23 16:25:32 INFO 0:00:14.218187s elapsed
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+ 2024-03-23 16:25:42 INFO lr: 4.9730e-05 - loss: 0.0102 - UP: 70.18% UR: 30.00% UF: 42.03% P: 69.96% R: 29.90% F: 41.90%
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+ 2024-03-23 16:25:43 INFO dev: loss: 0.0703 - UP: 48.41% UR: 25.83% UF: 33.68% P: 46.93% R: 25.04% F: 32.65%
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+ 2024-03-23 16:25:45 INFO test: loss: 0.0756 - UP: 48.00% UR: 26.56% UF: 34.19% P: 46.05% R: 25.48% F: 32.81%
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+ 2024-03-23 16:25:45 INFO 0:00:13.028320s elapsed
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+ 2024-03-23 16:25:55 INFO lr: 4.9720e-05 - loss: 0.0071 - UP: 77.13% UR: 47.19% UF: 58.55% P: 77.01% R: 47.11% F: 58.46%
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+ 2024-03-23 16:25:56 INFO dev: loss: 0.0777 - UP: 46.04% UR: 23.82% UF: 31.40% P: 44.28% R: 22.91% F: 30.20%
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+ 2024-03-23 16:25:58 INFO test: loss: 0.0763 - UP: 52.31% UR: 26.09% UF: 34.82% P: 50.28% R: 25.08% F: 33.46%
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+ 2024-03-23 16:25:58 INFO 0:00:12.982726s elapsed
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+ 2024-03-23 16:26:08 INFO lr: 4.9710e-05 - loss: 0.0036 - UP: 78.02% UR: 51.90% UF: 62.33% P: 77.91% R: 51.83% F: 62.25%
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+ 2024-03-23 16:26:09 INFO dev: loss: 0.0772 - UP: 56.45% UR: 25.49% UF: 35.12% P: 54.57% R: 24.64% F: 33.95%
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+ 2024-03-23 16:26:11 INFO test: loss: 0.0695 - UP: 52.82% UR: 26.68% UF: 35.46% P: 50.90% R: 25.71% F: 34.17%
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+ 2024-03-23 16:26:11 INFO 0:00:12.977830s elapsed
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+ 2024-03-23 16:26:11 INFO Epoch 30 / 5000:
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+ 2024-03-23 16:26:21 INFO lr: 4.9700e-05 - loss: 0.0031 - UP: 82.48% UR: 59.07% UF: 68.84% P: 82.44% R: 59.04% F: 68.81%
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+ 2024-03-23 16:26:22 INFO dev: loss: 0.0918 - UP: 52.53% UR: 28.38% UF: 36.85% P: 50.73% R: 27.41% F: 35.59%
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+ 2024-03-23 16:26:24 INFO test: loss: 0.0734 - UP: 51.11% UR: 30.70% UF: 38.36% P: 49.42% R: 29.69% F: 37.09%
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+ 2024-03-23 16:26:24 INFO 0:00:12.954011s elapsed
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+ 2024-03-23 16:26:34 INFO lr: 4.9690e-05 - loss: 0.0079 - UP: 83.36% UR: 61.91% UF: 71.05% P: 83.32% R: 61.89% F: 71.02%
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+ 2024-03-23 16:26:35 INFO dev: loss: 0.0841 - UP: 46.65% UR: 33.41% UF: 38.94% P: 44.75% R: 32.05% F: 37.35%
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+ 2024-03-23 16:26:37 INFO test: loss: 0.0763 - UP: 44.08% UR: 35.33% UF: 39.22% P: 42.50% R: 34.06% F: 37.81%
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+ 2024-03-23 16:26:40 INFO 0:00:12.961744s elapsed (saved)
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+ 2024-03-23 16:26:50 INFO lr: 4.9680e-05 - loss: 0.0045 - UP: 84.75% UR: 64.70% UF: 73.38% P: 84.74% R: 64.69% F: 73.37%
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+ 2024-03-23 16:26:51 INFO dev: loss: 0.0898 - UP: 59.44% UR: 24.46% UF: 34.66% P: 57.74% R: 23.76% F: 33.67%
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+ 2024-03-23 16:26:52 INFO test: loss: 0.0747 - UP: 53.90% UR: 25.99% UF: 35.07% P: 52.45% R: 25.29% F: 34.13%
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+ 2024-03-23 16:26:52 INFO 0:00:12.570298s elapsed
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+ 2024-03-23 16:27:02 INFO lr: 4.9670e-05 - loss: 0.0022 - UP: 85.71% UR: 65.70% UF: 74.38% P: 85.65% R: 65.65% F: 74.33%
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+ 2024-03-23 16:27:04 INFO dev: loss: 0.0850 - UP: 49.20% UR: 36.18% UF: 41.69% P: 47.01% R: 34.57% F: 39.84%
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+ 2024-03-23 16:27:05 INFO test: loss: 0.0776 - UP: 45.85% UR: 36.74% UF: 40.79% P: 43.74% R: 35.05% F: 38.92%
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+ 2024-03-23 16:27:08 INFO 0:00:12.744127s elapsed (saved)
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+ 2024-03-23 16:27:18 INFO lr: 4.9660e-05 - loss: 0.0055 - UP: 85.50% UR: 69.64% UF: 76.76% P: 85.50% R: 69.64% F: 76.76%
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+ 2024-03-23 16:27:19 INFO dev: loss: 0.0940 - UP: 56.21% UR: 29.26% UF: 38.48% P: 54.87% R: 28.56% F: 37.56%
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+ 2024-03-23 16:27:21 INFO test: loss: 0.0763 - UP: 52.11% UR: 31.59% UF: 39.33% P: 50.54% R: 30.64% F: 38.15%
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+ 2024-03-23 16:27:31 INFO lr: 4.9650e-05 - loss: 0.0016 - UP: 88.15% UR: 70.81% UF: 78.54% P: 88.15% R: 70.81% F: 78.54%
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+ 2024-03-23 16:27:32 INFO dev: loss: 0.0925 - UP: 56.43% UR: 28.22% UF: 37.63% P: 54.92% R: 27.47% F: 36.62%
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+ 2024-03-23 16:27:34 INFO test: loss: 0.0761 - UP: 51.35% UR: 30.91% UF: 38.59% P: 49.67% R: 29.90% F: 37.33%
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+ 2024-03-23 16:27:44 INFO lr: 4.9640e-05 - loss: 0.0012 - UP: 87.31% UR: 72.40% UF: 79.16% P: 87.26% R: 72.35% F: 79.11%
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+ 2024-03-23 16:27:46 INFO dev: loss: 0.0863 - UP: 61.11% UR: 27.28% UF: 37.73% P: 59.42% R: 26.53% F: 36.68%
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+ 2024-03-23 16:27:47 INFO test: loss: 0.0839 - UP: 55.07% UR: 29.50% UF: 38.41% P: 53.18% R: 28.48% F: 37.09%
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+ 2024-03-23 16:27:58 INFO lr: 4.9630e-05 - loss: 0.0020 - UP: 88.73% UR: 73.62% UF: 80.47% P: 88.65% R: 73.56% F: 80.40%
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+ 2024-03-23 16:28:12 INFO dev: loss: 0.0900 - UP: 53.12% UR: 27.89% UF: 36.58% P: 51.56% R: 27.07% F: 35.50%
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+ 2024-03-23 16:28:14 INFO test: loss: 0.0752 - UP: 50.72% UR: 29.77% UF: 37.52% P: 48.92% R: 28.71% F: 36.19%
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+ 2024-03-23 16:28:25 INFO dev: loss: 0.0887 - UP: 50.53% UR: 34.42% UF: 40.95% P: 48.71% R: 33.17% F: 39.47%
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+ 2024-03-23 16:28:27 INFO test: loss: 0.0760 - UP: 45.78% UR: 35.33% UF: 39.88% P: 43.95% R: 33.91% F: 38.28%
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+ 2024-03-23 16:28:37 INFO lr: 4.9600e-05 - loss: 0.0001 - UP: 89.04% UR: 75.39% UF: 81.65% P: 89.01% R: 75.36% F: 81.62%
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+ 2024-03-23 16:28:39 INFO dev: loss: 0.0895 - UP: 52.03% UR: 33.84% UF: 41.01% P: 50.07% R: 32.56% F: 39.46%
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+ 2024-03-23 16:28:40 INFO test: loss: 0.0745 - UP: 48.50% UR: 35.09% UF: 40.72% P: 46.66% R: 33.76% F: 39.18%
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+ 2024-03-23 16:28:50 INFO lr: 4.9590e-05 - loss: 0.0013 - UP: 90.13% UR: 78.28% UF: 83.79% P: 90.11% R: 78.26% F: 83.77%
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+ 2024-03-23 16:28:52 INFO dev: loss: 0.0908 - UP: 51.00% UR: 36.42% UF: 42.49% P: 49.51% R: 35.36% F: 41.25%
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+ 2024-03-23 16:28:53 INFO test: loss: 0.0761 - UP: 47.66% UR: 38.09% UF: 42.34% P: 46.10% R: 36.85% F: 40.96%
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+ 2024-03-23 16:28:56 INFO 0:00:13.096063s elapsed (saved)
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+ 2024-03-23 16:29:06 INFO lr: 4.9580e-05 - loss: 0.0010 - UP: 90.30% UR: 80.61% UF: 85.18% P: 90.28% R: 80.59% F: 85.16%
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+ 2024-03-23 16:29:07 INFO dev: loss: 0.0901 - UP: 58.02% UR: 30.41% UF: 39.90% P: 56.46% R: 29.59% F: 38.83%
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+ 2024-03-23 16:29:09 INFO test: loss: 0.0784 - UP: 53.89% UR: 32.60% UF: 40.63% P: 52.39% R: 31.69% F: 39.49%
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+ 2024-03-23 16:29:19 INFO lr: 4.9570e-05 - loss: 0.0022 - UP: 91.38% UR: 80.97% UF: 85.86% P: 91.35% R: 80.94% F: 85.83%
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+ 2024-03-23 16:29:20 INFO dev: loss: 0.0968 - UP: 61.77% UR: 28.98% UF: 39.45% P: 59.06% R: 27.71% F: 37.72%
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+ 2024-03-23 16:29:21 INFO test: loss: 0.0821 - UP: 56.69% UR: 30.89% UF: 39.99% P: 54.01% R: 29.43% F: 38.10%
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+ 2024-03-23 16:29:33 INFO dev: loss: 0.0937 - UP: 57.62% UR: 31.78% UF: 40.96% P: 55.97% R: 30.86% F: 39.79%
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+ 2024-03-23 16:29:34 INFO test: loss: 0.0781 - UP: 54.23% UR: 34.02% UF: 41.81% P: 52.27% R: 32.79% F: 40.30%
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+ 2024-03-23 16:29:34 INFO 0:00:12.966647s elapsed
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+ 2024-03-23 16:29:34 INFO Epoch 45 / 5000:
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+ 2024-03-23 16:29:46 INFO lr: 4.9550e-05 - loss: nan - UP: 92.64% UR: 83.91% UF: 88.06% P: 92.63% R: 83.90% F: 88.05%
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+ 2024-03-23 16:29:47 INFO dev: loss: 0.0940 - UP: 56.63% UR: 34.36% UF: 42.77% P: 54.98% R: 33.35% F: 41.52%
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+ 2024-03-23 16:29:48 INFO test: loss: 0.0796 - UP: 52.52% UR: 36.17% UF: 42.84% P: 50.77% R: 34.97% F: 41.41%
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+ 2024-03-23 16:29:51 INFO 0:00:13.887317s elapsed (saved)
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+ 2024-03-23 16:29:51 INFO Epoch 46 / 5000:
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+ 2024-03-23 16:30:01 INFO lr: 4.9540e-05 - loss: 0.0026 - UP: 91.83% UR: 84.31% UF: 87.91% P: 91.79% R: 84.27% F: 87.87%
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+ 2024-03-23 16:30:02 INFO dev: loss: 0.1075 - UP: 53.64% UR: 38.94% UF: 45.12% P: 51.30% R: 37.24% F: 43.15%
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+ 2024-03-23 16:30:04 INFO test: loss: 0.0856 - UP: 49.65% UR: 40.14% UF: 44.39% P: 47.14% R: 38.12% F: 42.15%
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+ 2024-03-23 16:30:07 INFO 0:00:12.680105s elapsed (saved)
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+ 2024-03-23 16:30:17 INFO lr: 4.9530e-05 - loss: 0.0008 - UP: 91.16% UR: 81.21% UF: 85.89% P: 91.05% R: 81.11% F: 85.80%
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+ 2024-03-23 16:30:18 INFO dev: loss: 0.0856 - UP: 52.79% UR: 28.13% UF: 36.71% P: 50.85% R: 27.10% F: 35.36%
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+ 2024-03-23 16:30:19 INFO test: loss: 0.0824 - UP: 51.04% UR: 30.47% UF: 38.16% P: 48.64% R: 29.03% F: 36.36%
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+ 2024-03-23 16:30:19 INFO 0:00:12.581216s elapsed
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+ 2024-03-23 16:30:29 INFO lr: 4.9520e-05 - loss: 0.0010 - UP: 91.35% UR: 81.19% UF: 85.97% P: 91.28% R: 81.12% F: 85.90%
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+ 2024-03-23 16:30:31 INFO dev: loss: 0.1089 - UP: 48.72% UR: 37.42% UF: 42.33% P: 46.94% R: 36.05% F: 40.78%
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+ 2024-03-23 16:30:32 INFO test: loss: 0.0876 - UP: 47.20% UR: 39.66% UF: 43.10% P: 45.64% R: 38.35% F: 41.68%
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+ 2024-03-23 16:30:32 INFO 0:00:12.821127s elapsed
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+ 2024-03-23 16:30:32 INFO Epoch 49 / 5000:
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+ 2024-03-23 16:30:43 INFO lr: 4.9510e-05 - loss: 0.0015 - UP: 89.79% UR: 81.56% UF: 85.48% P: 89.63% R: 81.42% F: 85.32%
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+ 2024-03-23 16:30:44 INFO dev: loss: 0.1044 - UP: 52.90% UR: 33.26% UF: 40.84% P: 51.40% R: 32.32% F: 39.69%
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+ 2024-03-23 16:30:46 INFO test: loss: 0.0828 - UP: 48.61% UR: 34.48% UF: 40.35% P: 46.71% R: 33.13% F: 38.76%
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+ 2024-03-23 16:30:46 INFO 0:00:13.626484s elapsed
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+ 2024-03-23 16:30:46 INFO Epoch 50 / 5000:
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+ 2024-03-23 16:30:56 INFO lr: 4.9500e-05 - loss: 0.0008 - UP: 91.28% UR: 82.42% UF: 86.62% P: 91.20% R: 82.36% F: 86.55%
365
+ 2024-03-23 16:30:58 INFO dev: loss: 0.0940 - UP: 53.57% UR: 35.48% UF: 42.69% P: 51.37% R: 34.02% F: 40.93%
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+ 2024-03-23 16:30:59 INFO test: loss: 0.0835 - UP: 49.91% UR: 36.13% UF: 41.92% P: 48.37% R: 35.01% F: 40.62%
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+ 2024-03-23 16:30:59 INFO 0:00:13.303745s elapsed
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+ 2024-03-23 16:30:59 INFO Epoch 51 / 5000:
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+ 2024-03-23 16:31:09 INFO lr: 4.9490e-05 - loss: 0.0005 - UP: 91.97% UR: 84.69% UF: 88.18% P: 91.94% R: 84.67% F: 88.16%
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+ 2024-03-23 16:31:11 INFO dev: loss: 0.0944 - UP: 60.57% UR: 31.99% UF: 41.87% P: 58.28% R: 30.77% F: 40.28%
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+ 2024-03-23 16:31:12 INFO test: loss: 0.0837 - UP: 52.97% UR: 32.26% UF: 40.10% P: 51.58% R: 31.42% F: 39.05%
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+ 2024-03-23 16:31:12 INFO 0:00:13.081673s elapsed
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+ 2024-03-23 16:31:12 INFO Epoch 52 / 5000:
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+ 2024-03-23 16:31:22 INFO lr: 4.9480e-05 - loss: 0.0014 - UP: 91.89% UR: 84.17% UF: 87.86% P: 91.88% R: 84.16% F: 87.85%
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+ 2024-03-23 16:31:24 INFO dev: loss: 0.1027 - UP: 58.70% UR: 30.71% UF: 40.33% P: 57.60% R: 30.14% F: 39.57%
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+ 2024-03-23 16:31:25 INFO test: loss: 0.0852 - UP: 53.08% UR: 32.98% UF: 40.68% P: 51.41% R: 31.95% F: 39.41%
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+ 2024-03-23 16:31:25 INFO 0:00:13.020437s elapsed
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+ 2024-03-23 16:31:25 INFO Epoch 53 / 5000:
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+ 2024-03-23 16:31:35 INFO lr: 4.9470e-05 - loss: 0.0056 - UP: 92.31% UR: 85.62% UF: 88.84% P: 92.27% R: 85.59% F: 88.80%
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+ 2024-03-23 16:31:37 INFO dev: loss: 0.1118 - UP: 59.20% UR: 26.86% UF: 36.95% P: 57.73% R: 26.19% F: 36.03%
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+ 2024-03-23 16:31:38 INFO test: loss: 0.0925 - UP: 53.74% UR: 28.25% UF: 37.03% P: 52.05% R: 27.36% F: 35.87%
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+ 2024-03-23 16:31:38 INFO 0:00:12.994100s elapsed
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+ 2024-03-23 16:31:38 INFO Epoch 54 / 5000:
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+ 2024-03-23 16:31:48 INFO lr: 4.9460e-05 - loss: 0.0001 - UP: 91.51% UR: 80.34% UF: 85.56% P: 91.46% R: 80.29% F: 85.51%
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+ 2024-03-23 16:31:50 INFO dev: loss: 0.0924 - UP: 53.49% UR: 35.81% UF: 42.90% P: 51.04% R: 34.17% F: 40.94%
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+ 2024-03-23 16:31:51 INFO test: loss: 0.0950 - UP: 46.92% UR: 34.92% UF: 40.04% P: 44.14% R: 32.85% F: 37.67%
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+ 2024-03-23 16:31:51 INFO 0:00:12.976053s elapsed
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+ 2024-03-23 16:31:51 INFO Epoch 55 / 5000:
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+ 2024-03-23 16:32:01 INFO lr: 4.9450e-05 - loss: 0.0021 - UP: 90.04% UR: 82.23% UF: 85.96% P: 89.98% R: 82.17% F: 85.90%
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+ 2024-03-23 16:32:03 INFO dev: loss: 0.1024 - UP: 58.12% UR: 30.96% UF: 40.40% P: 56.13% R: 29.89% F: 39.01%
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+ 2024-03-23 16:32:04 INFO test: loss: 0.0826 - UP: 52.59% UR: 31.57% UF: 39.45% P: 50.51% R: 30.32% F: 37.89%
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+ 2024-03-23 16:32:04 INFO 0:00:12.932882s elapsed
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+ 2024-03-23 16:32:04 INFO Epoch 56 / 5000:
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+ 2024-03-23 16:32:14 INFO lr: 4.9440e-05 - loss: 0.0023 - UP: 93.27% UR: 83.94% UF: 88.36% P: 93.23% R: 83.90% F: 88.32%
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+ 2024-03-23 16:32:16 INFO dev: loss: 0.0957 - UP: 57.32% UR: 28.04% UF: 37.66% P: 55.58% R: 27.19% F: 36.52%
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+ 2024-03-23 16:32:17 INFO test: loss: 0.0843 - UP: 51.26% UR: 29.28% UF: 37.27% P: 49.11% R: 28.06% F: 35.71%
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+ 2024-03-23 16:32:17 INFO 0:00:12.985450s elapsed
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+ 2024-03-23 16:32:17 INFO Epoch 57 / 5000:
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+ 2024-03-23 16:32:27 INFO lr: 4.9430e-05 - loss: 0.0008 - UP: 92.34% UR: 86.05% UF: 89.08% P: 92.32% R: 86.03% F: 89.06%
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+ 2024-03-23 16:32:29 INFO dev: loss: 0.1026 - UP: 62.01% UR: 26.40% UF: 37.04% P: 60.23% R: 25.64% F: 35.97%
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+ 2024-03-23 16:32:30 INFO test: loss: 0.0813 - UP: 56.75% UR: 28.25% UF: 37.72% P: 54.84% R: 27.30% F: 36.45%
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+ 2024-03-23 16:32:30 INFO 0:00:12.986636s elapsed
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+ 2024-03-23 16:32:30 INFO Epoch 58 / 5000:
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+ 2024-03-23 16:32:40 INFO lr: 4.9420e-05 - loss: 0.0023 - UP: 93.74% UR: 87.13% UF: 90.32% P: 93.74% R: 87.13% F: 90.32%
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+ 2024-03-23 16:32:42 INFO dev: loss: 0.0918 - UP: 54.88% UR: 36.66% UF: 43.96% P: 53.38% R: 35.66% F: 42.76%
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+ 2024-03-23 16:32:43 INFO test: loss: 0.0811 - UP: 49.56% UR: 37.04% UF: 42.39% P: 47.95% R: 35.83% F: 41.02%
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+ 2024-03-23 16:32:43 INFO 0:00:13.024007s elapsed
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+ 2024-03-23 16:32:43 INFO Epoch 59 / 5000:
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+ 2024-03-23 16:32:53 INFO lr: 4.9410e-05 - loss: 0.0013 - UP: 93.70% UR: 88.96% UF: 91.27% P: 93.69% R: 88.96% F: 91.26%
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+ 2024-03-23 16:32:55 INFO dev: loss: 0.1006 - UP: 55.88% UR: 38.79% UF: 45.79% P: 54.35% R: 37.72% F: 44.54%
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+ 2024-03-23 16:32:56 INFO test: loss: 0.0841 - UP: 48.35% UR: 38.09% UF: 42.61% P: 46.69% R: 36.78% F: 41.15%
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+ 2024-03-23 16:32:59 INFO 0:00:13.034715s elapsed (saved)
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+ 2024-03-23 16:32:59 INFO Epoch 60 / 5000:
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+ 2024-03-23 16:33:09 INFO lr: 4.9400e-05 - loss: 0.0001 - UP: 94.12% UR: 88.14% UF: 91.03% P: 94.12% R: 88.14% F: 91.03%
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+ 2024-03-23 16:33:10 INFO dev: loss: 0.0895 - UP: 55.39% UR: 38.97% UF: 45.75% P: 54.23% R: 38.15% F: 44.79%
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+ 2024-03-23 16:33:12 INFO test: loss: 0.0813 - UP: 49.48% UR: 38.98% UF: 43.61% P: 47.81% R: 37.67% F: 42.14%
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+ 2024-03-23 16:33:15 INFO 0:00:12.662446s elapsed (saved)
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+ 2024-03-23 16:33:15 INFO Epoch 61 / 5000:
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+ 2024-03-23 16:33:25 INFO lr: 4.9390e-05 - loss: nan - UP: 94.56% UR: 89.17% UF: 91.79% P: 94.55% R: 89.16% F: 91.78%
431
+ 2024-03-23 16:33:26 INFO dev: loss: 0.0846 - UP: 54.40% UR: 34.17% UF: 41.98% P: 52.90% R: 33.23% F: 40.82%
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+ 2024-03-23 16:33:27 INFO test: loss: 0.0805 - UP: 49.56% UR: 34.80% UF: 40.89% P: 47.76% R: 33.53% F: 39.40%
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+ 2024-03-23 16:33:27 INFO 0:00:12.594550s elapsed
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+ 2024-03-23 16:33:27 INFO Epoch 62 / 5000:
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+ 2024-03-23 16:33:37 INFO lr: 4.9380e-05 - loss: 0.0012 - UP: 94.98% UR: 90.48% UF: 92.68% P: 94.97% R: 90.47% F: 92.67%
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+ 2024-03-23 16:33:39 INFO dev: loss: 0.0942 - UP: 58.01% UR: 32.63% UF: 41.76% P: 56.72% R: 31.90% F: 40.83%
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+ 2024-03-23 16:33:40 INFO test: loss: 0.0821 - UP: 53.38% UR: 34.04% UF: 41.57% P: 51.66% R: 32.94% F: 40.23%
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+ 2024-03-23 16:33:40 INFO 0:00:12.819565s elapsed
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+ 2024-03-23 16:33:40 INFO Epoch 63 / 5000:
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+ 2024-03-23 16:33:51 INFO lr: 4.9370e-05 - loss: 0.0017 - UP: 95.62% UR: 90.86% UF: 93.18% P: 95.61% R: 90.85% F: 93.17%
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+ 2024-03-23 16:33:52 INFO dev: loss: 0.0941 - UP: 59.02% UR: 35.24% UF: 44.13% P: 57.85% R: 34.54% F: 43.25%
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+ 2024-03-23 16:33:54 INFO test: loss: 0.0835 - UP: 53.27% UR: 33.87% UF: 41.41% P: 51.84% R: 32.96% F: 40.30%
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+ 2024-03-23 16:33:54 INFO 0:00:13.413334s elapsed
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+ 2024-03-23 16:33:54 INFO Epoch 64 / 5000:
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+ 2024-03-23 16:34:05 INFO lr: 4.9360e-05 - loss: 0.0010 - UP: 95.74% UR: 92.36% UF: 94.02% P: 95.74% R: 92.35% F: 94.01%
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+ 2024-03-23 16:34:06 INFO dev: loss: 0.0966 - UP: 57.59% UR: 39.39% UF: 46.78% P: 56.30% R: 38.51% F: 45.74%
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+ 2024-03-23 16:34:08 INFO test: loss: 0.0852 - UP: 52.12% UR: 37.65% UF: 43.72% P: 50.34% R: 36.36% F: 42.22%
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+ 2024-03-23 16:34:10 INFO 0:00:13.979642s elapsed (saved)
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+ 2024-03-23 16:34:10 INFO Epoch 65 / 5000:
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+ 2024-03-23 16:34:20 INFO lr: 4.9350e-05 - loss: 0.0012 - UP: 95.39% UR: 92.25% UF: 93.80% P: 95.37% R: 92.23% F: 93.78%
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+ 2024-03-23 16:34:22 INFO dev: loss: 0.0876 - UP: 55.67% UR: 41.27% UF: 47.40% P: 54.36% R: 40.30% F: 46.29%
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+ 2024-03-23 16:34:23 INFO test: loss: 0.0850 - UP: 48.10% UR: 37.35% UF: 42.05% P: 46.68% R: 36.26% F: 40.81%
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+ 2024-03-23 16:34:26 INFO 0:00:12.642864s elapsed (saved)
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+ 2024-03-23 16:34:26 INFO Epoch 66 / 5000:
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+ 2024-03-23 16:34:36 INFO lr: 4.9340e-05 - loss: 0.0011 - UP: 95.32% UR: 91.22% UF: 93.22% P: 95.31% R: 91.21% F: 93.21%
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+ 2024-03-23 16:34:37 INFO dev: loss: 0.0901 - UP: 52.99% UR: 35.20% UF: 42.30% P: 51.58% R: 34.26% F: 41.17%
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+ 2024-03-23 16:34:39 INFO test: loss: 0.0879 - UP: 47.69% UR: 35.77% UF: 40.88% P: 45.83% R: 34.38% F: 39.29%
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+ 2024-03-23 16:34:39 INFO 0:00:12.576271s elapsed
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+ 2024-03-23 16:34:39 INFO Epoch 67 / 5000:
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+ 2024-03-23 16:34:49 INFO lr: 4.9330e-05 - loss: 0.0039 - UP: 92.09% UR: 90.26% UF: 91.17% P: 92.09% R: 90.26% F: 91.17%
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+ 2024-03-23 16:34:50 INFO dev: loss: 0.1064 - UP: 65.55% UR: 17.21% UF: 27.26% P: 63.35% R: 16.63% F: 26.35%
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+ 2024-03-23 16:34:52 INFO test: loss: 0.0991 - UP: 66.59% UR: 17.39% UF: 27.58% P: 63.83% R: 16.67% F: 26.44%
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+ 2024-03-23 16:34:52 INFO 0:00:12.820672s elapsed
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+ 2024-03-23 16:34:52 INFO Epoch 68 / 5000:
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+ 2024-03-23 16:35:02 INFO lr: 4.9320e-05 - loss: 0.0015 - UP: 86.62% UR: 75.90% UF: 80.90% P: 86.61% R: 75.89% F: 80.89%
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+ 2024-03-23 16:35:03 INFO dev: loss: 0.0889 - UP: 52.97% UR: 36.84% UF: 43.46% P: 51.27% R: 35.66% F: 42.06%
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+ 2024-03-23 16:35:05 INFO test: loss: 0.0796 - UP: 49.41% UR: 35.37% UF: 41.23% P: 48.05% R: 34.40% F: 40.09%
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+ 2024-03-23 16:35:05 INFO 0:00:13.494998s elapsed
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+ 2024-03-23 16:35:05 INFO Epoch 69 / 5000:
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+ 2024-03-23 16:35:16 INFO lr: 4.9310e-05 - loss: 0.0017 - UP: 90.43% UR: 80.14% UF: 84.98% P: 90.42% R: 80.13% F: 84.97%
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+ 2024-03-23 16:35:18 INFO dev: loss: 0.0951 - UP: 47.50% UR: 42.64% UF: 44.94% P: 46.38% R: 41.64% F: 43.88%
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+ 2024-03-23 16:35:31 INFO dev: loss: 0.0948 - UP: 50.83% UR: 41.91% UF: 45.94% P: 49.17% R: 40.55% F: 44.44%
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+ 2024-03-23 16:35:32 INFO test: loss: 0.0840 - UP: 45.73% UR: 41.18% UF: 43.34% P: 44.13% R: 39.74% F: 41.82%
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+ 2024-03-23 16:35:44 INFO dev: loss: 0.0993 - UP: 57.36% UR: 38.66% UF: 46.19% P: 56.06% R: 37.78% F: 45.14%
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+ 2024-03-23 16:35:45 INFO test: loss: 0.0878 - UP: 51.57% UR: 39.11% UF: 44.48% P: 49.85% R: 37.80% F: 42.99%
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+ 2024-03-23 16:35:56 INFO dev: loss: 0.1028 - UP: 59.53% UR: 37.45% UF: 45.98% P: 57.94% R: 36.45% F: 44.75%
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+ 2024-03-23 16:35:58 INFO test: loss: 0.0887 - UP: 54.07% UR: 35.35% UF: 42.75% P: 52.04% R: 34.02% F: 41.14%
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+ 2024-03-23 16:36:08 INFO lr: 4.9270e-05 - loss: 0.0006 - UP: 95.67% UR: 92.03% UF: 93.81% P: 95.66% R: 92.02% F: 93.80%
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+ 2024-03-23 16:36:09 INFO dev: loss: 0.1013 - UP: 60.16% UR: 33.96% UF: 43.41% P: 58.17% R: 32.84% F: 41.98%
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+ 2024-03-23 16:36:11 INFO test: loss: 0.0875 - UP: 54.66% UR: 32.69% UF: 40.91% P: 52.40% R: 31.33% F: 39.22%
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+ 2024-03-23 16:36:21 INFO lr: 4.9260e-05 - loss: 0.0014 - UP: 94.41% UR: 89.64% UF: 91.96% P: 94.39% R: 89.62% F: 91.94%
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+ 2024-03-23 16:36:22 INFO dev: loss: 0.0943 - UP: 54.75% UR: 44.43% UF: 49.05% P: 52.88% R: 42.91% F: 47.38%
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+ 2024-03-23 16:36:24 INFO test: loss: 0.0884 - UP: 46.55% UR: 39.30% UF: 42.62% P: 44.92% R: 37.93% F: 41.13%
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+ 2024-03-23 16:36:27 INFO 0:00:12.967566s elapsed (saved)
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+ 2024-03-23 16:36:37 INFO lr: 4.9250e-05 - loss: 0.0002 - UP: 95.44% UR: 92.50% UF: 93.95% P: 95.42% R: 92.48% F: 93.93%
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+ 2024-03-23 16:36:38 INFO dev: loss: 0.1050 - UP: 56.01% UR: 34.81% UF: 42.93% P: 54.35% R: 33.78% F: 41.66%
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+ 2024-03-23 16:36:39 INFO test: loss: 0.0921 - UP: 51.74% UR: 34.52% UF: 41.41% P: 49.34% R: 32.92% F: 39.49%
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+ 2024-03-23 16:36:39 INFO Epoch 76 / 5000:
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+ 2024-03-23 16:36:50 INFO lr: 4.9240e-05 - loss: 0.0012 - UP: 96.25% UR: 92.97% UF: 94.58% P: 96.24% R: 92.96% F: 94.57%
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+ 2024-03-23 16:36:51 INFO dev: loss: 0.1150 - UP: 59.10% UR: 38.73% UF: 46.79% P: 58.04% R: 38.03% F: 45.95%
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+ 2024-03-23 16:36:52 INFO test: loss: 0.0941 - UP: 51.43% UR: 35.73% UF: 42.16% P: 49.88% R: 34.65% F: 40.89%
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+ 2024-03-23 16:36:52 INFO 0:00:12.775122s elapsed
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+ 2024-03-23 16:37:03 INFO lr: 4.9230e-05 - loss: 0.0014 - UP: 96.56% UR: 93.83% UF: 95.18% P: 96.55% R: 93.82% F: 95.17%
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+ 2024-03-23 16:37:04 INFO dev: loss: 0.1072 - UP: 61.13% UR: 36.93% UF: 46.05% P: 59.47% R: 35.93% F: 44.80%
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+ 2024-03-23 16:37:06 INFO test: loss: 0.0951 - UP: 54.30% UR: 34.67% UF: 42.32% P: 52.28% R: 33.38% F: 40.75%
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+ 2024-03-23 16:37:06 INFO 0:00:13.288988s elapsed
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+ 2024-03-23 16:37:17 INFO lr: 4.9220e-05 - loss: 0.0003 - UP: 97.23% UR: 94.06% UF: 95.62% P: 97.22% R: 94.05% F: 95.61%
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+ 2024-03-23 16:37:18 INFO dev: loss: 0.1073 - UP: 57.94% UR: 35.75% UF: 44.22% P: 56.37% R: 34.78% F: 43.02%
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+ 2024-03-23 16:37:19 INFO test: loss: 0.0945 - UP: 54.18% UR: 34.78% UF: 42.36% P: 51.97% R: 33.36% F: 40.64%
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+ 2024-03-23 16:37:19 INFO 0:00:13.899945s elapsed
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+ 2024-03-23 16:37:19 INFO Epoch 79 / 5000:
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+ 2024-03-23 16:37:30 INFO lr: 4.9210e-05 - loss: 0.0001 - UP: 95.48% UR: 92.18% UF: 93.80% P: 95.46% R: 92.16% F: 93.78%
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+ 2024-03-23 16:37:31 INFO dev: loss: 0.1041 - UP: 49.11% UR: 48.50% UF: 48.80% P: 47.70% R: 47.10% F: 47.40%
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+ 2024-03-23 16:37:33 INFO test: loss: 0.0914 - UP: 42.36% UR: 44.90% UF: 43.59% P: 40.57% R: 43.00% F: 41.75%
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+ 2024-03-23 16:37:36 INFO 0:00:13.072074s elapsed (saved)
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+ 2024-03-23 16:37:36 INFO Epoch 80 / 5000:
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+ 2024-03-23 16:37:46 INFO lr: 4.9200e-05 - loss: 0.0000 - UP: 96.47% UR: 94.45% UF: 95.45% P: 96.47% R: 94.45% F: 95.45%
545
+ 2024-03-23 16:37:47 INFO dev: loss: 0.0975 - UP: 57.11% UR: 39.61% UF: 46.77% P: 55.71% R: 38.63% F: 45.63%
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+ 2024-03-23 16:37:48 INFO test: loss: 0.0888 - UP: 51.06% UR: 39.09% UF: 44.28% P: 49.27% R: 37.71% F: 42.72%
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+ 2024-03-23 16:37:48 INFO 0:00:12.623562s elapsed
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+ 2024-03-23 16:37:48 INFO Epoch 81 / 5000:
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+ 2024-03-23 16:37:58 INFO lr: 4.9190e-05 - loss: 0.0009 - UP: 97.05% UR: 94.70% UF: 95.86% P: 97.03% R: 94.68% F: 95.84%
551
+ 2024-03-23 16:37:59 INFO dev: loss: 0.1008 - UP: 59.86% UR: 37.60% UF: 46.19% P: 58.31% R: 36.63% F: 45.00%
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+ 2024-03-23 16:38:01 INFO test: loss: 0.0913 - UP: 54.42% UR: 35.47% UF: 42.95% P: 52.35% R: 34.12% F: 41.31%
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+ 2024-03-23 16:38:01 INFO 0:00:12.752837s elapsed
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+ 2024-03-23 16:38:01 INFO Epoch 82 / 5000:
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+ 2024-03-23 16:38:11 INFO lr: 4.9180e-05 - loss: 0.0005 - UP: 97.31% UR: 95.38% UF: 96.33% P: 97.30% R: 95.37% F: 96.32%
557
+ 2024-03-23 16:38:13 INFO dev: loss: 0.1018 - UP: 56.73% UR: 41.43% UF: 47.89% P: 54.99% R: 40.15% F: 46.41%
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+ 2024-03-23 16:38:14 INFO test: loss: 0.0935 - UP: 50.56% UR: 38.31% UF: 43.59% P: 48.63% R: 36.85% F: 41.93%
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+ 2024-03-23 16:38:14 INFO 0:00:13.253490s elapsed
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+ 2024-03-23 16:38:14 INFO Epoch 83 / 5000:
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+ 2024-03-23 16:38:25 INFO lr: 4.9170e-05 - loss: 0.0002 - UP: 97.18% UR: 95.36% UF: 96.26% P: 97.16% R: 95.34% F: 96.24%
563
+ 2024-03-23 16:38:26 INFO dev: loss: 0.1002 - UP: 59.04% UR: 39.45% UF: 47.30% P: 57.45% R: 38.39% F: 46.03%
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+ 2024-03-23 16:38:28 INFO test: loss: 0.0961 - UP: 53.65% UR: 37.78% UF: 44.33% P: 51.73% R: 36.43% F: 42.75%
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+ 2024-03-23 16:38:28 INFO 0:00:13.519239s elapsed
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+ 2024-03-23 16:38:28 INFO Epoch 84 / 5000:
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+ 2024-03-23 16:38:38 INFO lr: 4.9160e-05 - loss: 0.0007 - UP: 97.08% UR: 95.95% UF: 96.51% P: 96.99% R: 95.87% F: 96.43%
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+ 2024-03-23 16:38:40 INFO dev: loss: 0.0980 - UP: 61.91% UR: 35.33% UF: 44.99% P: 60.59% R: 34.57% F: 44.02%
570
+ 2024-03-23 16:38:41 INFO test: loss: 0.0955 - UP: 55.95% UR: 33.30% UF: 41.75% P: 54.42% R: 32.39% F: 40.61%
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+ 2024-03-23 16:38:41 INFO 0:00:13.319866s elapsed
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+ 2024-03-23 16:38:41 INFO Epoch 85 / 5000:
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+ 2024-03-23 16:38:52 INFO lr: 4.9150e-05 - loss: 0.0235 - UP: 96.65% UR: 93.57% UF: 95.08% P: 96.55% R: 93.47% F: 94.98%
575
+ 2024-03-23 16:38:53 INFO dev: loss: 0.1443 - UP: 65.69% UR: 30.56% UF: 41.71% P: 64.25% R: 29.89% F: 40.80%
576
+ 2024-03-23 16:38:54 INFO test: loss: 0.1206 - UP: 55.49% UR: 29.81% UF: 38.79% P: 53.87% R: 28.95% F: 37.66%
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+ 2024-03-23 16:38:54 INFO 0:00:13.265449s elapsed
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+ 2024-03-23 16:38:54 INFO Epoch 86 / 5000:
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+ 2024-03-23 16:39:05 INFO lr: 4.9140e-05 - loss: 0.0004 - UP: 86.85% UR: 77.52% UF: 81.92% P: 85.88% R: 76.66% F: 81.01%
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+ 2024-03-23 16:39:06 INFO dev: loss: 0.0949 - UP: 47.62% UR: 24.28% UF: 32.16% P: 45.30% R: 23.10% F: 30.59%
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+ 2024-03-23 16:39:07 INFO test: loss: 0.0756 - UP: 45.98% UR: 25.27% UF: 32.62% P: 43.52% R: 23.92% F: 30.87%
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+ 2024-03-23 16:39:07 INFO 0:00:13.078490s elapsed
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+ 2024-03-23 16:39:07 INFO Epoch 87 / 5000:
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+ 2024-03-23 16:39:18 INFO lr: 4.9130e-05 - loss: 0.0084 - UP: 76.97% UR: 57.69% UF: 65.95% P: 75.86% R: 56.85% F: 64.99%
587
+ 2024-03-23 16:39:19 INFO dev: loss: 0.0904 - UP: 59.83% UR: 17.27% UF: 26.80% P: 57.10% R: 16.48% F: 25.58%
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+ 2024-03-23 16:39:20 INFO test: loss: 0.0740 - UP: 52.91% UR: 18.66% UF: 27.59% P: 50.21% R: 17.71% F: 26.18%
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+ 2024-03-23 16:39:20 INFO 0:00:12.975513s elapsed
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+ 2024-03-23 16:39:20 INFO Epoch 88 / 5000:
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+ 2024-03-23 16:39:31 INFO lr: 4.9120e-05 - loss: 0.0007 - UP: 83.25% UR: 64.31% UF: 72.56% P: 82.77% R: 63.94% F: 72.15%
593
+ 2024-03-23 16:39:32 INFO dev: loss: 0.0870 - UP: 50.80% UR: 33.81% UF: 40.60% P: 48.20% R: 32.08% F: 38.52%
594
+ 2024-03-23 16:39:33 INFO test: loss: 0.0676 - UP: 49.15% UR: 32.50% UF: 39.12% P: 46.92% R: 31.02% F: 37.34%
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+ 2024-03-23 16:39:33 INFO 0:00:12.950175s elapsed
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+ 2024-03-23 16:39:33 INFO Epoch 89 / 5000:
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+ 2024-03-23 16:39:44 INFO lr: 4.9110e-05 - loss: 0.0070 - UP: 87.80% UR: 72.15% UF: 79.21% P: 87.69% R: 72.06% F: 79.11%
599
+ 2024-03-23 16:39:45 INFO dev: loss: 0.1087 - UP: 38.33% UR: 44.64% UF: 41.24% P: 36.32% R: 42.31% F: 39.09%
600
+ 2024-03-23 16:39:46 INFO test: loss: 0.0901 - UP: 34.37% UR: 43.02% UF: 38.21% P: 32.47% R: 40.63% F: 36.09%
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+ 2024-03-23 16:39:46 INFO 0:00:12.929870s elapsed
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+ 2024-03-23 16:39:46 INFO Epoch 90 / 5000:
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+ 2024-03-23 16:39:56 INFO lr: 4.9100e-05 - loss: 0.0066 - UP: 85.04% UR: 70.27% UF: 76.95% P: 84.77% R: 70.05% F: 76.71%
605
+ 2024-03-23 16:39:58 INFO dev: loss: 0.0819 - UP: 61.25% UR: 27.68% UF: 38.13% P: 59.44% R: 26.86% F: 37.00%
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+ 2024-03-23 16:39:59 INFO test: loss: 0.0737 - UP: 56.53% UR: 25.78% UF: 35.41% P: 54.45% R: 24.83% F: 34.10%
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+ 2024-03-23 16:39:59 INFO 0:00:12.932991s elapsed
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+ 2024-03-23 16:39:59 INFO Epoch 91 / 5000:
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+ 2024-03-23 16:40:09 INFO lr: 4.9090e-05 - loss: 0.0058 - UP: 86.80% UR: 73.64% UF: 79.68% P: 86.59% R: 73.47% F: 79.49%
611
+ 2024-03-23 16:40:11 INFO dev: loss: 0.0849 - UP: 48.58% UR: 44.13% UF: 46.25% P: 47.04% R: 42.73% F: 44.78%
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+ 2024-03-23 16:40:12 INFO test: loss: 0.0723 - UP: 42.45% UR: 41.52% UF: 41.98% P: 41.09% R: 40.19% F: 40.63%
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+ 2024-03-23 16:40:12 INFO 0:00:12.957539s elapsed
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+ 2024-03-23 16:40:12 INFO Epoch 92 / 5000:
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+ 2024-03-23 16:40:22 INFO lr: 4.9080e-05 - loss: 0.0006 - UP: 83.20% UR: 64.91% UF: 72.92% P: 82.92% R: 64.68% F: 72.67%
617
+ 2024-03-23 16:40:24 INFO dev: loss: 0.0773 - UP: 40.91% UR: 39.18% UF: 40.02% P: 39.54% R: 37.88% F: 38.69%
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+ 2024-03-23 16:40:25 INFO test: loss: 0.0712 - UP: 37.64% UR: 39.30% UF: 38.45% P: 36.37% R: 37.97% F: 37.15%
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+ 2024-03-23 16:40:25 INFO 0:00:12.977261s elapsed
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+ 2024-03-23 16:40:25 INFO Epoch 93 / 5000:
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+ 2024-03-23 16:40:35 INFO lr: 4.9070e-05 - loss: 0.0076 - UP: 79.41% UR: 64.85% UF: 71.40% P: 79.33% R: 64.79% F: 71.32%
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+ 2024-03-23 16:40:37 INFO dev: loss: 0.0766 - UP: 57.79% UR: 30.74% UF: 40.13% P: 54.76% R: 29.14% F: 38.03%
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+ 2024-03-23 16:40:38 INFO test: loss: 0.0781 - UP: 51.24% UR: 32.85% UF: 40.04% P: 49.03% R: 31.44% F: 38.31%
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+ 2024-03-23 16:40:38 INFO 0:00:12.998307s elapsed
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+ 2024-03-23 16:40:38 INFO Epoch 94 / 5000:
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+ 2024-03-23 16:40:48 INFO lr: 4.9060e-05 - loss: 0.0039 - UP: 88.69% UR: 78.78% UF: 83.44% P: 88.65% R: 78.74% F: 83.40%
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+ 2024-03-23 16:40:50 INFO dev: loss: 0.0772 - UP: 61.16% UR: 31.68% UF: 41.74% P: 59.17% R: 30.65% F: 40.38%
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+ 2024-03-23 16:40:51 INFO test: loss: 0.0795 - UP: 56.38% UR: 33.72% UF: 42.20% P: 54.29% R: 32.47% F: 40.64%
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+ 2024-03-23 16:40:51 INFO 0:00:13.040916s elapsed
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+ 2024-03-23 16:40:51 INFO Epoch 95 / 5000:
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+ 2024-03-23 16:41:01 INFO lr: 4.9050e-05 - loss: 0.0027 - UP: 92.59% UR: 81.57% UF: 86.73% P: 92.54% R: 81.53% F: 86.69%
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+ 2024-03-23 16:41:03 INFO dev: loss: 0.0769 - UP: 59.71% UR: 35.27% UF: 44.34% P: 57.66% R: 34.05% F: 42.82%
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+ 2024-03-23 16:41:04 INFO test: loss: 0.0793 - UP: 55.59% UR: 35.83% UF: 43.58% P: 53.59% R: 34.54% F: 42.01%
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+ 2024-03-23 16:41:04 INFO 0:00:13.127268s elapsed
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+ 2024-03-23 16:41:04 INFO Epoch 96 / 5000:
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+ 2024-03-23 16:41:15 INFO lr: 4.9040e-05 - loss: 0.0013 - UP: 92.80% UR: 85.55% UF: 89.03% P: 92.78% R: 85.53% F: 89.01%
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+ 2024-03-23 16:41:16 INFO dev: loss: 0.0812 - UP: 56.33% UR: 42.94% UF: 48.73% P: 54.58% R: 41.61% F: 47.22%
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+ 2024-03-23 16:41:18 INFO test: loss: 0.0773 - UP: 49.24% UR: 40.31% UF: 44.33% P: 47.46% R: 38.85% F: 42.73%
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+ 2024-03-23 16:41:18 INFO 0:00:13.337544s elapsed
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+ 2024-03-23 16:41:18 INFO Epoch 97 / 5000:
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+ 2024-03-23 16:41:28 INFO lr: 4.9030e-05 - loss: 0.0020 - UP: 94.43% UR: 87.35% UF: 90.75% P: 94.41% R: 87.34% F: 90.73%
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+ 2024-03-23 16:41:29 INFO dev: loss: 0.0753 - UP: 57.37% UR: 40.30% UF: 47.34% P: 55.51% R: 39.00% F: 45.81%
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+ 2024-03-23 16:41:31 INFO test: loss: 0.0802 - UP: 50.97% UR: 39.43% UF: 44.46% P: 49.00% R: 37.90% F: 42.74%
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+ 2024-03-23 16:41:31 INFO 0:00:13.120463s elapsed
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+ 2024-03-23 16:41:31 INFO Epoch 98 / 5000:
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+ 2024-03-23 16:41:41 INFO lr: 4.9020e-05 - loss: 0.0002 - UP: 94.64% UR: 90.10% UF: 92.31% P: 94.63% R: 90.09% F: 92.30%
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+ 2024-03-23 16:41:42 INFO dev: loss: 0.0788 - UP: 59.98% UR: 37.39% UF: 46.06% P: 58.08% R: 36.21% F: 44.61%
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+ 2024-03-23 16:41:44 INFO test: loss: 0.0834 - UP: 54.34% UR: 36.81% UF: 43.88% P: 52.21% R: 35.37% F: 42.17%
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+ 2024-03-23 16:41:44 INFO 0:00:13.079738s elapsed
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+ 2024-03-23 16:41:44 INFO Epoch 99 / 5000:
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+ 2024-03-23 16:41:54 INFO lr: 4.9010e-05 - loss: 0.0000 - UP: 95.54% UR: 91.19% UF: 93.31% P: 95.53% R: 91.18% F: 93.30%
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+ 2024-03-23 16:41:55 INFO dev: loss: 0.0793 - UP: 58.94% UR: 37.21% UF: 45.62% P: 56.92% R: 35.93% F: 44.06%
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+ 2024-03-23 16:41:57 INFO test: loss: 0.0814 - UP: 53.70% UR: 37.76% UF: 44.34% P: 51.77% R: 36.40% F: 42.75%
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+ 2024-03-23 16:41:57 INFO 0:00:13.107691s elapsed
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+ 2024-03-23 16:41:57 INFO Epoch 100 / 5000:
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+ 2024-03-23 16:42:07 INFO lr: 4.9000e-05 - loss: 0.0014 - UP: 95.79% UR: 92.36% UF: 94.04% P: 95.76% R: 92.33% F: 94.02%
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+ 2024-03-23 16:42:09 INFO dev: loss: 0.0810 - UP: 58.87% UR: 38.48% UF: 46.54% P: 56.55% R: 36.97% F: 44.71%
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+ 2024-03-23 16:44:08 INFO 0:00:13.098438s elapsed
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+ 2024-03-23 16:44:13 INFO Epoch 79 saved
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  ---------------------+-------------------------------
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  Param | Value
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  update_steps | 1
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  mode | train
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  path | /home/marvin/structured-sentiment-analysis-bis/models/mpqa/sdp_byKNNi6_asc/80/model_vi_mpqa_xlm_10
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@@ -36,13 +36,13 @@ bert | xlm-roberta-base
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  inference | mfvi
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  ---------------------+-------------------------------
38
 
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- 2023-12-31 08:19:23 INFO Building the fields
40
- 2023-12-31 08:19:25 INFO CoNLL(
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  (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
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  (labels): ChartField()
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  )
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- 2023-12-31 08:19:25 INFO Building the model
45
- 2023-12-31 08:19:29 INFO VISemanticDependencyModel(
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  (encoder): TransformerEmbedding(xlm-roberta-base, n_layers=4, n_out=768, stride=256, pooling=mean, pad_index=1, requires_grad=True)
47
  (encoder_dropout): Dropout(p=0.33, inplace=False)
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  (edge_mlp_d): MLP(n_in=768, n_out=600, dropout=0.25)
@@ -61,487 +61,487 @@ inference | mfvi
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  (inference): SemanticDependencyMFVI(max_iter=3)
62
  )
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- 2023-12-31 08:19:29 INFO Loading the data
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- 2023-12-31 08:19:37 INFO
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  train: Dataset(n_sentences=4697, n_batches=84, n_buckets=32)
67
  dev: Dataset(n_sentences=1649, n_batches=40, n_buckets=32)
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  test: Dataset(n_sentences=2112, n_batches=44, n_buckets=32)
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- 2023-12-31 08:19:49 INFO lr: 4.9990e-05 - loss: 0.0356 - UP: 0.38% UR: 1.85% UF: 0.63% P: 0.04% R: 0.18% F: 0.06%
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- 2023-12-31 08:19:52 INFO test: loss: nan - UP: 51.22% UR: 0.44% UF: 0.88% P: 36.59% R: 0.32% F: 0.63%
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- 2023-12-31 08:20:10 INFO dev: loss: nan - UP: 71.93% UR: 2.49% UF: 4.81% P: 62.28% R: 2.15% F: 4.17%
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- 2023-12-31 08:20:31 INFO dev: loss: nan - UP: 58.48% UR: 4.92% UF: 9.07% P: 55.23% R: 4.64% F: 8.57%
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- 2023-12-31 08:20:32 INFO test: loss: nan - UP: 56.11% UR: 5.92% UF: 10.70% P: 50.30% R: 5.30% F: 9.59%
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- 2023-12-31 08:20:53 INFO test: loss: nan - UP: 65.04% UR: 7.59% UF: 13.59% P: 61.41% R: 7.16% F: 12.83%
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- 2023-12-31 08:21:11 INFO lr: 4.9950e-05 - loss: 0.0192 - UP: 53.27% UR: 11.91% UF: 19.47% P: 52.04% R: 11.63% F: 19.02%
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- 2023-12-31 08:21:12 INFO dev: loss: nan - UP: 49.17% UR: 17.00% UF: 25.26% P: 47.85% R: 16.54% F: 24.58%
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- 2023-12-31 08:22:24 INFO dev: loss: nan - UP: 59.22% UR: 22.12% UF: 32.21% P: 57.92% R: 21.64% F: 31.51%
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- 2023-12-31 08:22:25 INFO test: loss: nan - UP: 54.62% UR: 20.24% UF: 29.54% P: 52.45% R: 19.44% F: 28.36%
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- 2023-12-31 08:22:43 INFO lr: 4.9900e-05 - loss: 0.0060 - UP: 73.24% UR: 38.88% UF: 50.79% P: 73.04% R: 38.77% F: 50.65%
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- 2023-12-31 08:22:44 INFO dev: loss: nan - UP: 52.93% UR: 26.07% UF: 34.93% P: 50.96% R: 25.10% F: 33.63%
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504
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510
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511
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512
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516
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528
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534
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535
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540
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- 2023-12-31 08:40:51 INFO Epoch 49 saved
545
- 2023-12-31 08:40:51 INFO dev: UP: 46.98% UR: 50.08% UF: 48.48% P: 45.53% R: 48.53% F: 46.98%
546
- 2023-12-31 08:40:51 INFO test: UP: 41.48% UR: 45.93% UF: 43.59% P: 39.88% R: 44.16% F: 41.91%
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- 2023-12-31 08:40:51 INFO 0:19:35.298936s elapsed, 0:00:14.877202s/epoch
 
1
+ 2024-03-23 16:44:15 INFO
2
  ---------------------+-------------------------------
3
  Param | Value
4
  ---------------------+-------------------------------
 
15
  update_steps | 1
16
  mode | train
17
  path | /home/marvin/structured-sentiment-analysis-bis/models/mpqa/sdp_byKNNi6_asc/80/model_vi_mpqa_xlm_10
18
+ device | 0
19
  seed | 1
20
  threads | 16
21
  local_rank | -1
 
36
  inference | mfvi
37
  ---------------------+-------------------------------
38
 
39
+ 2024-03-23 16:44:15 INFO Building the fields
40
+ 2024-03-23 16:44:17 INFO CoNLL(
41
  (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
42
  (labels): ChartField()
43
  )
44
+ 2024-03-23 16:44:17 INFO Building the model
45
+ 2024-03-23 16:44:19 INFO VISemanticDependencyModel(
46
  (encoder): TransformerEmbedding(xlm-roberta-base, n_layers=4, n_out=768, stride=256, pooling=mean, pad_index=1, requires_grad=True)
47
  (encoder_dropout): Dropout(p=0.33, inplace=False)
48
  (edge_mlp_d): MLP(n_in=768, n_out=600, dropout=0.25)
 
61
  (inference): SemanticDependencyMFVI(max_iter=3)
62
  )
63
 
64
+ 2024-03-23 16:44:19 INFO Loading the data
65
+ 2024-03-23 16:44:27 INFO
66
  train: Dataset(n_sentences=4697, n_batches=84, n_buckets=32)
67
  dev: Dataset(n_sentences=1649, n_batches=40, n_buckets=32)
68
  test: Dataset(n_sentences=2112, n_batches=44, n_buckets=32)
69
 
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+ 2024-03-23 16:45:21 INFO dev: loss: nan - UP: 58.48% UR: 4.92% UF: 9.07% P: 55.23% R: 4.64% F: 8.57%
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+ 2024-03-23 16:46:26 INFO dev: loss: nan - UP: 49.65% UR: 19.64% UF: 28.14% P: 48.58% R: 19.21% F: 27.53%
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+ 2024-03-23 16:46:46 INFO lr: 4.9930e-05 - loss: 0.0047 - UP: 64.84% UR: 22.10% UF: 32.96% P: 64.35% R: 21.93% F: 32.72%
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+ 2024-03-23 16:46:47 INFO dev: loss: nan - UP: 62.88% UR: 14.45% UF: 23.49% P: 60.90% R: 13.99% F: 22.75%
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+ 2024-03-23 16:46:49 INFO test: loss: nan - UP: 56.54% UR: 13.33% UF: 21.58% P: 52.96% R: 12.49% F: 20.21%
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+ 2024-03-23 16:47:01 INFO lr: 4.9920e-05 - loss: 0.0131 - UP: 69.44% UR: 30.23% UF: 42.13% P: 68.91% R: 30.00% F: 41.81%
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+ 2024-03-23 16:47:02 INFO dev: loss: nan - UP: 58.07% UR: 12.44% UF: 20.49% P: 56.52% R: 12.11% F: 19.95%
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+ 2024-03-23 16:47:04 INFO test: loss: nan - UP: 56.75% UR: 14.75% UF: 23.41% P: 55.04% R: 14.30% F: 22.71%
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+ 2024-03-23 16:47:17 INFO lr: 4.9910e-05 - loss: 0.0113 - UP: 71.68% UR: 32.74% UF: 44.95% P: 71.30% R: 32.56% F: 44.71%
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+ 2024-03-23 16:47:18 INFO dev: loss: nan - UP: 59.22% UR: 22.12% UF: 32.21% P: 57.92% R: 21.64% F: 31.51%
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+ 2024-03-23 16:47:20 INFO test: loss: nan - UP: 54.62% UR: 20.24% UF: 29.54% P: 52.45% R: 19.44% F: 28.36%
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+ 2024-03-23 16:47:26 INFO 0:00:15.904193s elapsed (saved)
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+ 2024-03-23 16:47:38 INFO lr: 4.9900e-05 - loss: 0.0060 - UP: 73.24% UR: 38.88% UF: 50.79% P: 73.04% R: 38.77% F: 50.65%
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+ 2024-03-23 16:47:39 INFO dev: loss: nan - UP: 52.93% UR: 26.07% UF: 34.93% P: 50.96% R: 25.10% F: 33.63%
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+ 2024-03-23 16:47:40 INFO test: loss: nan - UP: 49.79% UR: 25.65% UF: 33.86% P: 47.50% R: 24.47% F: 32.30%
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+ 2024-03-23 16:47:59 INFO lr: 4.9890e-05 - loss: 0.0041 - UP: 77.21% UR: 44.96% UF: 56.83% P: 77.16% R: 44.93% F: 56.79%
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+ 2024-03-23 16:48:00 INFO dev: loss: nan - UP: 54.39% UR: 30.65% UF: 39.21% P: 53.15% R: 29.95% F: 38.32%
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+ 2024-03-23 16:48:21 INFO lr: 4.9880e-05 - loss: 0.0078 - UP: 73.22% UR: 41.83% UF: 53.25% P: 72.76% R: 41.56% F: 52.91%
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+ 2024-03-23 16:48:22 INFO dev: loss: nan - UP: 51.15% UR: 26.43% UF: 34.85% P: 49.68% R: 25.68% F: 33.85%
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+ 2024-03-23 16:48:23 INFO test: loss: nan - UP: 47.37% UR: 26.85% UF: 34.28% P: 45.92% R: 26.03% F: 33.23%
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+ 2024-03-23 16:48:35 INFO lr: 4.9870e-05 - loss: 0.0165 - UP: 72.80% UR: 38.62% UF: 50.47% P: 72.36% R: 38.39% F: 50.17%
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+ 2024-03-23 16:48:37 INFO dev: loss: nan - UP: 44.73% UR: 25.64% UF: 32.60% P: 42.99% R: 24.64% F: 31.33%
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+ 2024-03-23 16:48:38 INFO test: loss: nan - UP: 43.37% UR: 25.21% UF: 31.88% P: 40.82% R: 23.73% F: 30.01%
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+ 2024-03-23 16:48:51 INFO lr: 4.9860e-05 - loss: 0.0076 - UP: 71.07% UR: 41.12% UF: 52.10% P: 70.80% R: 40.97% F: 51.90%
150
+ 2024-03-23 16:48:53 INFO dev: loss: nan - UP: 65.78% UR: 21.00% UF: 31.84% P: 63.31% R: 20.21% F: 30.64%
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+ 2024-03-23 16:48:54 INFO test: loss: nan - UP: 58.89% UR: 17.43% UF: 26.90% P: 55.67% R: 16.48% F: 25.43%
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+ 2024-03-23 16:48:54 INFO 0:00:15.952511s elapsed
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+ 2024-03-23 16:49:07 INFO lr: 4.9850e-05 - loss: 0.0062 - UP: 78.71% UR: 50.46% UF: 61.49% P: 78.62% R: 50.40% F: 61.42%
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+ 2024-03-23 16:49:08 INFO dev: loss: nan - UP: 59.16% UR: 29.01% UF: 38.93% P: 56.99% R: 27.95% F: 37.51%
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+ 2024-03-23 16:49:10 INFO test: loss: nan - UP: 54.71% UR: 26.03% UF: 35.28% P: 52.40% R: 24.93% F: 33.79%
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+ 2024-03-23 16:49:10 INFO 0:00:15.345523s elapsed
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+ 2024-03-23 16:49:22 INFO lr: 4.9840e-05 - loss: 0.0069 - UP: 80.85% UR: 56.53% UF: 66.54% P: 80.70% R: 56.43% F: 66.42%
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+ 2024-03-23 16:49:23 INFO dev: loss: nan - UP: 58.92% UR: 33.38% UF: 42.62% P: 57.26% R: 32.44% F: 41.42%
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+ 2024-03-23 16:49:25 INFO test: loss: nan - UP: 51.46% UR: 28.27% UF: 36.49% P: 49.08% R: 26.96% F: 34.80%
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+ 2024-03-23 16:49:31 INFO 0:00:15.321740s elapsed (saved)
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+ 2024-03-23 16:49:43 INFO lr: 4.9830e-05 - loss: 0.0079 - UP: 82.23% UR: 62.52% UF: 71.03% P: 82.18% R: 62.49% F: 70.99%
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+ 2024-03-23 16:49:44 INFO dev: loss: nan - UP: 62.11% UR: 27.31% UF: 37.94% P: 60.18% R: 26.46% F: 36.76%
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+ 2024-03-23 16:49:46 INFO test: loss: nan - UP: 60.57% UR: 25.25% UF: 35.64% P: 57.88% R: 24.13% F: 34.06%
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+ 2024-03-23 16:49:46 INFO 0:00:14.609925s elapsed
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+ 2024-03-23 16:49:58 INFO lr: 4.9820e-05 - loss: 0.0034 - UP: 84.98% UR: 64.75% UF: 73.50% P: 84.86% R: 64.66% F: 73.39%
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+ 2024-03-23 16:49:59 INFO dev: loss: nan - UP: 55.52% UR: 38.18% UF: 45.24% P: 53.93% R: 37.09% F: 43.95%
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+ 2024-03-23 16:50:01 INFO test: loss: nan - UP: 49.58% UR: 33.91% UF: 40.28% P: 47.54% R: 32.52% F: 38.62%
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+ 2024-03-23 16:50:07 INFO 0:00:14.878397s elapsed (saved)
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+ 2024-03-23 16:50:19 INFO lr: 4.9810e-05 - loss: 0.0034 - UP: 83.91% UR: 67.66% UF: 74.91% P: 83.87% R: 67.63% F: 74.88%
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+ 2024-03-23 16:50:21 INFO dev: loss: nan - UP: 60.66% UR: 30.14% UF: 40.27% P: 58.58% R: 29.10% F: 38.89%
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+ 2024-03-23 16:50:22 INFO test: loss: nan - UP: 56.05% UR: 26.52% UF: 36.00% P: 53.42% R: 25.27% F: 34.31%
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+ 2024-03-23 16:50:22 INFO 0:00:14.691453s elapsed
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+ 2024-03-23 16:50:34 INFO lr: 4.9800e-05 - loss: 0.0130 - UP: 84.32% UR: 67.34% UF: 74.88% P: 83.83% R: 66.94% F: 74.44%
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+ 2024-03-23 16:50:36 INFO dev: loss: nan - UP: 57.54% UR: 25.71% UF: 35.54% P: 55.64% R: 24.86% F: 34.36%
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+ 2024-03-23 16:50:37 INFO test: loss: nan - UP: 47.33% UR: 23.62% UF: 31.52% P: 44.37% R: 22.14% F: 29.54%
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+ 2024-03-23 16:50:37 INFO 0:00:15.008618s elapsed
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+ 2024-03-23 16:50:50 INFO lr: 4.9790e-05 - loss: 0.0060 - UP: 81.43% UR: 62.38% UF: 70.64% P: 81.20% R: 62.21% F: 70.45%
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+ 2024-03-23 16:50:51 INFO dev: loss: nan - UP: 52.95% UR: 33.26% UF: 40.86% P: 50.87% R: 31.96% F: 39.25%
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+ 2024-03-23 16:50:53 INFO test: loss: nan - UP: 49.02% UR: 32.28% UF: 38.93% P: 46.81% R: 30.83% F: 37.17%
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+ 2024-03-23 16:50:53 INFO 0:00:15.727332s elapsed
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+ 2024-03-23 16:51:05 INFO lr: 4.9780e-05 - loss: 0.0027 - UP: 81.19% UR: 59.95% UF: 68.98% P: 81.09% R: 59.88% F: 68.89%
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+ 2024-03-23 16:51:07 INFO dev: loss: nan - UP: 56.53% UR: 35.45% UF: 43.57% P: 54.89% R: 34.42% F: 42.31%
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+ 2024-03-23 16:51:08 INFO test: loss: nan - UP: 50.33% UR: 32.52% UF: 39.51% P: 48.56% R: 31.38% F: 38.12%
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+ 2024-03-23 16:51:08 INFO 0:00:15.498685s elapsed
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+ 2024-03-23 16:51:21 INFO lr: 4.9770e-05 - loss: 0.0048 - UP: 85.58% UR: 70.60% UF: 77.37% P: 85.52% R: 70.56% F: 77.32%
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+ 2024-03-23 16:51:22 INFO dev: loss: nan - UP: 59.53% UR: 32.99% UF: 42.45% P: 58.11% R: 32.20% F: 41.44%
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+ 2024-03-23 16:51:24 INFO test: loss: nan - UP: 51.09% UR: 29.14% UF: 37.11% P: 49.31% R: 28.12% F: 35.82%
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+ 2024-03-23 16:51:24 INFO 0:00:15.233146s elapsed
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+ 2024-03-23 16:51:36 INFO lr: 4.9760e-05 - loss: 0.0038 - UP: 86.30% UR: 71.56% UF: 78.24% P: 86.25% R: 71.51% F: 78.19%
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+ 2024-03-23 16:51:37 INFO dev: loss: nan - UP: 55.96% UR: 36.48% UF: 44.17% P: 53.54% R: 34.90% F: 42.26%
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+ 2024-03-23 16:51:39 INFO test: loss: nan - UP: 49.90% UR: 32.37% UF: 39.27% P: 47.46% R: 30.78% F: 37.34%
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+ 2024-03-23 16:51:39 INFO 0:00:15.168494s elapsed
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+ 2024-03-23 16:51:51 INFO lr: 4.9750e-05 - loss: 0.0032 - UP: 88.32% UR: 74.74% UF: 80.97% P: 88.30% R: 74.73% F: 80.95%
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+ 2024-03-23 16:51:52 INFO dev: loss: nan - UP: 63.81% UR: 27.34% UF: 38.28% P: 61.83% R: 26.49% F: 37.09%
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+ 2024-03-23 16:51:54 INFO test: loss: nan - UP: 59.03% UR: 26.30% UF: 36.39% P: 57.04% R: 25.42% F: 35.17%
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+ 2024-03-23 16:51:54 INFO 0:00:15.113782s elapsed
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+ 2024-03-23 16:52:06 INFO lr: 4.9740e-05 - loss: 0.0019 - UP: 88.46% UR: 77.21% UF: 82.46% P: 88.45% R: 77.20% F: 82.45%
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+ 2024-03-23 16:52:07 INFO dev: loss: nan - UP: 59.13% UR: 37.24% UF: 45.70% P: 57.45% R: 36.18% F: 44.39%
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+ 2024-03-23 16:52:09 INFO test: loss: nan - UP: 51.11% UR: 33.00% UF: 40.11% P: 49.41% R: 31.90% F: 38.77%
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+ 2024-03-23 16:52:15 INFO 0:00:15.057202s elapsed (saved)
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+ 2024-03-23 16:52:27 INFO lr: 4.9730e-05 - loss: 0.0024 - UP: 89.90% UR: 79.29% UF: 84.26% P: 89.90% R: 79.29% F: 84.26%
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+ 2024-03-23 16:52:28 INFO dev: loss: nan - UP: 54.16% UR: 36.39% UF: 43.53% P: 52.08% R: 34.99% F: 41.86%
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+ 2024-03-23 16:52:30 INFO test: loss: nan - UP: 47.34% UR: 33.78% UF: 39.43% P: 45.20% R: 32.26% F: 37.65%
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+ 2024-03-23 16:52:30 INFO 0:00:14.595071s elapsed
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+ 2024-03-23 16:52:42 INFO lr: 4.9720e-05 - loss: 0.0015 - UP: 89.08% UR: 79.49% UF: 84.01% P: 89.08% R: 79.49% F: 84.01%
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+ 2024-03-23 16:52:43 INFO dev: loss: nan - UP: 60.29% UR: 33.87% UF: 43.37% P: 58.40% R: 32.81% F: 42.01%
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+ 2024-03-23 16:52:45 INFO test: loss: nan - UP: 53.63% UR: 32.16% UF: 40.21% P: 51.41% R: 30.83% F: 38.54%
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+ 2024-03-23 16:52:57 INFO lr: 4.9710e-05 - loss: 0.0092 - UP: 89.40% UR: 78.32% UF: 83.50% P: 89.30% R: 78.23% F: 83.40%
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+ 2024-03-23 16:52:59 INFO dev: loss: nan - UP: 56.59% UR: 24.76% UF: 34.45% P: 54.23% R: 23.73% F: 33.02%
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+ 2024-03-23 16:53:00 INFO test: loss: nan - UP: 52.00% UR: 22.80% UF: 31.70% P: 48.53% R: 21.28% F: 29.58%
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+ 2024-03-23 16:53:13 INFO lr: 4.9700e-05 - loss: 0.0071 - UP: 85.82% UR: 71.10% UF: 77.77% P: 85.70% R: 71.00% F: 77.66%
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+ 2024-03-23 16:53:14 INFO dev: loss: nan - UP: 60.37% UR: 23.49% UF: 33.82% P: 58.58% R: 22.79% F: 32.82%
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+ 2024-03-23 16:53:16 INFO test: loss: nan - UP: 60.44% UR: 22.99% UF: 33.31% P: 57.78% R: 21.97% F: 31.84%
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+ 2024-03-23 16:53:28 INFO lr: 4.9690e-05 - loss: 0.0090 - UP: 79.98% UR: 62.19% UF: 69.97% P: 79.59% R: 61.89% F: 69.63%
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+ 2024-03-23 16:53:29 INFO dev: loss: nan - UP: 48.34% UR: 27.86% UF: 35.35% P: 45.55% R: 26.25% F: 33.31%
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+ 2024-03-23 16:53:31 INFO test: loss: nan - UP: 47.16% UR: 27.40% UF: 34.67% P: 44.29% R: 25.73% F: 32.55%
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+ 2024-03-23 16:53:43 INFO lr: 4.9680e-05 - loss: 0.0023 - UP: 75.90% UR: 49.95% UF: 60.25% P: 75.43% R: 49.64% F: 59.87%
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+ 2024-03-23 16:53:44 INFO dev: loss: nan - UP: 54.53% UR: 20.82% UF: 30.13% P: 52.62% R: 20.09% F: 29.08%
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+ 2024-03-23 16:53:46 INFO test: loss: nan - UP: 54.88% UR: 20.43% UF: 29.78% P: 52.33% R: 19.48% F: 28.39%
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+ 2024-03-23 16:55:21 INFO dev: loss: nan - UP: 57.70% UR: 32.53% UF: 41.61% P: 56.35% R: 31.78% F: 40.64%
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+ 2024-03-23 16:55:51 INFO lr: 4.9600e-05 - loss: 0.0019 - UP: 92.48% UR: 85.74% UF: 88.99% P: 92.48% R: 85.74% F: 88.99%
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+ 2024-03-23 16:55:52 INFO dev: loss: nan - UP: 61.05% UR: 28.59% UF: 38.94% P: 59.56% R: 27.89% F: 37.99%
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+ 2024-03-23 16:56:07 INFO dev: loss: nan - UP: 56.41% UR: 37.81% UF: 45.28% P: 54.82% R: 36.75% F: 44.00%
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+ 2024-03-23 16:56:22 INFO dev: loss: nan - UP: 56.09% UR: 35.93% UF: 43.80% P: 54.33% R: 34.81% F: 42.43%
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+ 2024-03-23 16:56:38 INFO dev: loss: nan - UP: 51.47% UR: 43.67% UF: 47.25% P: 49.86% R: 42.31% F: 45.77%
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+ 2024-03-23 16:56:46 INFO 0:00:15.188153s elapsed (saved)
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+ 2024-03-23 16:56:59 INFO dev: loss: nan - UP: 52.71% UR: 41.09% UF: 46.18% P: 50.99% R: 39.76% F: 44.68%
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+ 2024-03-23 16:57:00 INFO 0:00:14.592744s elapsed
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+ 2024-03-23 16:57:13 INFO dev: loss: nan - UP: 63.08% UR: 25.25% UF: 36.06% P: 61.64% R: 24.67% F: 35.24%
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+ 2024-03-23 16:57:15 INFO test: loss: nan - UP: 64.62% UR: 27.97% UF: 39.04% P: 62.76% R: 27.17% F: 37.92%
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+ 2024-03-23 16:57:29 INFO dev: loss: nan - UP: 58.68% UR: 32.20% UF: 41.58% P: 56.91% R: 31.23% F: 40.33%
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+ 2024-03-23 16:57:31 INFO test: loss: nan - UP: 55.88% UR: 30.93% UF: 39.82% P: 54.08% R: 29.94% F: 38.54%
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+ 2024-03-23 16:57:31 INFO 0:00:15.612118s elapsed
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+ 2024-03-23 16:57:44 INFO dev: loss: nan - UP: 56.44% UR: 35.90% UF: 43.89% P: 55.10% R: 35.05% F: 42.85%
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+ 2024-03-23 16:57:46 INFO test: loss: nan - UP: 55.26% UR: 36.17% UF: 43.72% P: 53.42% R: 34.97% F: 42.27%
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+ 2024-03-23 16:57:46 INFO 0:00:15.331922s elapsed
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+ 2024-03-23 16:57:58 INFO lr: 4.9520e-05 - loss: 0.0009 - UP: 94.94% UR: 91.70% UF: 93.29% P: 94.94% R: 91.70% F: 93.29%
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+ 2024-03-23 16:58:00 INFO dev: loss: nan - UP: 50.28% UR: 44.07% UF: 46.97% P: 48.51% R: 42.52% F: 45.32%
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+ 2024-03-23 16:58:01 INFO test: loss: nan - UP: 48.33% UR: 42.09% UF: 44.99% P: 46.43% R: 40.44% F: 43.23%
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+ 2024-03-23 16:58:01 INFO 0:00:15.216490s elapsed
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+ 2024-03-23 16:58:13 INFO lr: 4.9510e-05 - loss: 0.0005 - UP: 95.17% UR: 92.49% UF: 93.81% P: 95.17% R: 92.49% F: 93.81%
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+ 2024-03-23 16:58:15 INFO dev: loss: nan - UP: 46.98% UR: 50.08% UF: 48.48% P: 45.53% R: 48.53% F: 46.98%
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+ 2024-03-23 16:58:16 INFO test: loss: nan - UP: 41.48% UR: 45.93% UF: 43.59% P: 39.88% R: 44.16% F: 41.91%
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+ 2024-03-23 16:58:23 INFO 0:00:15.140786s elapsed (saved)
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+ 2024-03-23 16:58:23 INFO Epoch 50 / 5000:
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+ 2024-03-23 16:58:35 INFO lr: 4.9500e-05 - loss: 0.0002 - UP: 94.58% UR: 90.64% UF: 92.57% P: 94.56% R: 90.62% F: 92.55%
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+ 2024-03-23 16:58:36 INFO dev: loss: nan - UP: 53.68% UR: 36.12% UF: 43.18% P: 52.19% R: 35.11% F: 41.98%
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+ 2024-03-23 16:58:37 INFO test: loss: nan - UP: 52.55% UR: 35.52% UF: 42.39% P: 50.39% R: 34.06% F: 40.65%
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+ 2024-03-23 16:58:37 INFO 0:00:14.609507s elapsed
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+ 2024-03-23 16:58:49 INFO lr: 4.9490e-05 - loss: 0.0006 - UP: 92.29% UR: 86.31% UF: 89.20% P: 92.15% R: 86.18% F: 89.06%
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+ 2024-03-23 16:58:51 INFO dev: loss: nan - UP: 53.40% UR: 38.12% UF: 44.48% P: 52.04% R: 37.15% F: 43.35%
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+ 2024-03-23 16:58:52 INFO test: loss: nan - UP: 48.97% UR: 36.72% UF: 41.97% P: 46.89% R: 35.16% F: 40.18%
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+ 2024-03-23 16:58:52 INFO 0:00:14.811586s elapsed
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+ 2024-03-23 16:59:05 INFO lr: 4.9480e-05 - loss: 0.0021 - UP: 91.32% UR: 82.82% UF: 86.86% P: 90.89% R: 82.42% F: 86.45%
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+ 2024-03-23 16:59:06 INFO dev: loss: nan - UP: 54.87% UR: 26.16% UF: 35.43% P: 52.45% R: 25.01% F: 33.87%
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+ 2024-03-23 16:59:08 INFO test: loss: nan - UP: 53.11% UR: 27.42% UF: 36.17% P: 50.78% R: 26.22% F: 34.58%
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+ 2024-03-23 16:59:08 INFO 0:00:15.590215s elapsed
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+ 2024-03-23 16:59:20 INFO lr: 4.9470e-05 - loss: 0.0013 - UP: 90.83% UR: 83.76% UF: 87.15% P: 90.75% R: 83.68% F: 87.07%
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+ 2024-03-23 16:59:22 INFO dev: loss: nan - UP: 60.67% UR: 28.38% UF: 38.67% P: 58.21% R: 27.22% F: 37.10%
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+ 2024-03-23 16:59:23 INFO test: loss: nan - UP: 54.49% UR: 28.33% UF: 37.28% P: 52.42% R: 27.26% F: 35.86%
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+ 2024-03-23 16:59:23 INFO 0:00:15.471484s elapsed
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+ 2024-03-23 16:59:36 INFO lr: 4.9460e-05 - loss: 0.0025 - UP: 90.65% UR: 82.23% UF: 86.24% P: 90.13% R: 81.75% F: 85.73%
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+ 2024-03-23 16:59:37 INFO dev: loss: nan - UP: 57.21% UR: 29.01% UF: 38.50% P: 54.64% R: 27.71% F: 36.77%
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+ 2024-03-23 16:59:39 INFO test: loss: nan - UP: 53.68% UR: 29.14% UF: 37.77% P: 50.99% R: 27.68% F: 35.88%
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+ 2024-03-23 16:59:39 INFO 0:00:15.358385s elapsed
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+ 2024-03-23 16:59:51 INFO lr: 4.9450e-05 - loss: 0.0098 - UP: 88.09% UR: 80.23% UF: 83.97% P: 87.89% R: 80.06% F: 83.79%
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+ 2024-03-23 16:59:52 INFO dev: loss: nan - UP: 42.85% UR: 36.93% UF: 39.67% P: 40.04% R: 34.51% F: 37.07%
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+ 2024-03-23 16:59:54 INFO test: loss: nan - UP: 40.51% UR: 35.64% UF: 37.92% P: 37.92% R: 33.36% F: 35.50%
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+ 2024-03-23 16:59:54 INFO 0:00:15.125291s elapsed
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+ 2024-03-23 17:00:06 INFO lr: 4.9440e-05 - loss: 0.0003 - UP: 86.53% UR: 71.98% UF: 78.59% P: 86.33% R: 71.82% F: 78.41%
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+ 2024-03-23 17:00:07 INFO dev: loss: nan - UP: 50.28% UR: 38.69% UF: 43.73% P: 47.99% R: 36.93% F: 41.74%
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+ 2024-03-23 17:00:09 INFO test: loss: nan - UP: 46.46% UR: 34.99% UF: 39.92% P: 43.97% R: 33.11% F: 37.77%
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+ 2024-03-23 17:00:09 INFO 0:00:14.976879s elapsed
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+ 2024-03-23 17:00:21 INFO lr: 4.9430e-05 - loss: 0.0302 - UP: 91.74% UR: 85.09% UF: 88.29% P: 91.65% R: 85.01% F: 88.21%
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+ 2024-03-23 17:00:22 INFO dev: loss: nan - UP: 55.04% UR: 34.81% UF: 42.65% P: 53.79% R: 34.02% F: 41.68%
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+ 2024-03-23 17:00:24 INFO test: loss: nan - UP: 52.48% UR: 34.90% UF: 41.92% P: 50.25% R: 33.42% F: 40.15%
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+ 2024-03-23 17:00:24 INFO 0:00:14.964164s elapsed
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+ 2024-03-23 17:00:36 INFO lr: 4.9420e-05 - loss: 0.0014 - UP: 91.58% UR: 85.40% UF: 88.38% P: 91.53% R: 85.36% F: 88.34%
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+ 2024-03-23 17:00:37 INFO dev: loss: nan - UP: 49.09% UR: 36.05% UF: 41.57% P: 47.11% R: 34.60% F: 39.90%
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+ 2024-03-23 17:00:39 INFO test: loss: nan - UP: 46.49% UR: 35.73% UF: 40.41% P: 44.07% R: 33.87% F: 38.30%
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+ 2024-03-23 17:00:39 INFO 0:00:14.901140s elapsed
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+ 2024-03-23 17:00:51 INFO lr: 4.9410e-05 - loss: 0.0013 - UP: 92.78% UR: 86.30% UF: 89.42% P: 92.61% R: 86.14% F: 89.26%
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+ 2024-03-23 17:00:52 INFO dev: loss: nan - UP: 52.31% UR: 34.39% UF: 41.49% P: 50.37% R: 33.11% F: 39.96%
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+ 2024-03-23 17:00:54 INFO test: loss: nan - UP: 48.15% UR: 32.39% UF: 38.73% P: 45.82% R: 30.83% F: 36.86%
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+ 2024-03-23 17:00:54 INFO 0:00:14.934272s elapsed
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+ 2024-03-23 17:01:06 INFO lr: 4.9400e-05 - loss: 0.0009 - UP: 93.84% UR: 90.51% UF: 92.14% P: 93.81% R: 90.48% F: 92.12%
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+ 2024-03-23 17:01:07 INFO dev: loss: nan - UP: 49.69% UR: 39.24% UF: 43.85% P: 48.19% R: 38.06% F: 42.53%
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+ 2024-03-23 17:01:08 INFO test: loss: nan - UP: 48.11% UR: 37.29% UF: 42.01% P: 46.03% R: 35.69% F: 40.20%
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+ 2024-03-23 17:01:08 INFO 0:00:14.950625s elapsed
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+ 2024-03-23 17:01:21 INFO lr: 4.9390e-05 - loss: 0.0017 - UP: 94.91% UR: 92.20% UF: 93.54% P: 94.91% R: 92.20% F: 93.54%
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+ 2024-03-23 17:01:22 INFO dev: loss: nan - UP: 53.36% UR: 37.78% UF: 44.24% P: 51.78% R: 36.66% F: 42.93%
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+ 2024-03-23 17:01:23 INFO test: loss: nan - UP: 51.06% UR: 36.51% UF: 42.58% P: 48.88% R: 34.95% F: 40.75%
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+ 2024-03-23 17:01:23 INFO 0:00:14.999252s elapsed
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+ 2024-03-23 17:01:36 INFO lr: 4.9380e-05 - loss: 0.0009 - UP: 96.08% UR: 93.44% UF: 94.74% P: 96.08% R: 93.44% F: 94.74%
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+ 2024-03-23 17:01:37 INFO dev: loss: nan - UP: 58.22% UR: 33.66% UF: 42.65% P: 56.59% R: 32.72% F: 41.46%
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+ 2024-03-23 17:01:39 INFO test: loss: nan - UP: 54.31% UR: 31.82% UF: 40.13% P: 51.82% R: 30.36% F: 38.29%
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+ 2024-03-23 17:01:39 INFO 0:00:15.060191s elapsed
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+ 2024-03-23 17:01:51 INFO lr: 4.9370e-05 - loss: 0.0011 - UP: 96.51% UR: 94.63% UF: 95.56% P: 96.51% R: 94.63% F: 95.56%
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+ 2024-03-23 17:01:52 INFO dev: loss: nan - UP: 57.07% UR: 35.05% UF: 43.43% P: 55.53% R: 34.11% F: 42.26%
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+ 2024-03-23 17:01:54 INFO test: loss: nan - UP: 52.92% UR: 33.13% UF: 40.75% P: 50.56% R: 31.65% F: 38.93%
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+ 2024-03-23 17:02:06 INFO lr: 4.9360e-05 - loss: 0.0014 - UP: 96.83% UR: 94.86% UF: 95.83% P: 96.83% R: 94.86% F: 95.83%
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+ 2024-03-23 17:02:07 INFO dev: loss: nan - UP: 59.91% UR: 33.66% UF: 43.10% P: 58.40% R: 32.81% F: 42.01%
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+ 2024-03-23 17:02:09 INFO test: loss: nan - UP: 55.57% UR: 31.52% UF: 40.23% P: 53.07% R: 30.11% F: 38.42%
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+ 2024-03-23 17:02:22 INFO lr: 4.9350e-05 - loss: 0.0005 - UP: 96.77% UR: 95.08% UF: 95.91% P: 96.77% R: 95.08% F: 95.91%
456
+ 2024-03-23 17:02:23 INFO dev: loss: nan - UP: 55.72% UR: 38.15% UF: 45.29% P: 54.26% R: 37.15% F: 44.10%
457
+ 2024-03-23 17:02:24 INFO test: loss: nan - UP: 52.55% UR: 36.64% UF: 43.17% P: 50.42% R: 35.16% F: 41.43%
458
+ 2024-03-23 17:02:24 INFO 0:00:15.332343s elapsed
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+
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+ 2024-03-23 17:02:24 INFO Epoch 66 / 5000:
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+ 2024-03-23 17:02:37 INFO lr: 4.9340e-05 - loss: 0.0001 - UP: 97.01% UR: 94.97% UF: 95.98% P: 97.00% R: 94.97% F: 95.97%
462
+ 2024-03-23 17:02:39 INFO dev: loss: nan - UP: 56.99% UR: 37.36% UF: 45.13% P: 55.42% R: 36.33% F: 43.89%
463
+ 2024-03-23 17:02:40 INFO test: loss: nan - UP: 53.50% UR: 34.76% UF: 42.14% P: 51.19% R: 33.26% F: 40.32%
464
+ 2024-03-23 17:02:40 INFO 0:00:15.856519s elapsed
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+
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+ 2024-03-23 17:02:52 INFO lr: 4.9330e-05 - loss: 0.0089 - UP: 96.07% UR: 94.32% UF: 95.19% P: 96.04% R: 94.29% F: 95.16%
468
+ 2024-03-23 17:02:54 INFO dev: loss: nan - UP: 53.50% UR: 35.69% UF: 42.82% P: 52.09% R: 34.75% F: 41.69%
469
+ 2024-03-23 17:02:55 INFO test: loss: nan - UP: 50.73% UR: 34.46% UF: 41.04% P: 48.37% R: 32.85% F: 39.13%
470
+ 2024-03-23 17:02:55 INFO 0:00:15.007915s elapsed
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+
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+ 2024-03-23 17:02:55 INFO Epoch 68 / 5000:
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+ 2024-03-23 17:03:07 INFO lr: 4.9320e-05 - loss: 0.0010 - UP: 96.69% UR: 94.92% UF: 95.80% P: 96.67% R: 94.90% F: 95.78%
474
+ 2024-03-23 17:03:09 INFO dev: loss: nan - UP: 53.07% UR: 36.45% UF: 43.22% P: 51.57% R: 35.42% F: 41.99%
475
+ 2024-03-23 17:03:10 INFO test: loss: nan - UP: 47.97% UR: 33.49% UF: 39.44% P: 45.91% R: 32.05% F: 37.75%
476
+ 2024-03-23 17:03:10 INFO 0:00:15.015908s elapsed
477
+
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+ 2024-03-23 17:03:10 INFO Epoch 69 / 5000:
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+ 2024-03-23 17:03:22 INFO lr: 4.9310e-05 - loss: 0.0108 - UP: 89.14% UR: 80.46% UF: 84.58% P: 89.03% R: 80.36% F: 84.47%
480
+ 2024-03-23 17:03:24 INFO dev: loss: nan - UP: 48.49% UR: 33.23% UF: 39.44% P: 46.32% R: 31.75% F: 37.67%
481
+ 2024-03-23 17:03:25 INFO test: loss: nan - UP: 50.84% UR: 32.62% UF: 39.74% P: 48.67% R: 31.23% F: 38.04%
482
+ 2024-03-23 17:03:25 INFO 0:00:14.977661s elapsed
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+
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+ 2024-03-23 17:03:25 INFO Epoch 70 / 5000:
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+ 2024-03-23 17:03:37 INFO lr: 4.9300e-05 - loss: 0.0029 - UP: 92.75% UR: 87.18% UF: 89.88% P: 92.64% R: 87.07% F: 89.77%
486
+ 2024-03-23 17:03:39 INFO dev: loss: nan - UP: 40.42% UR: 46.31% UF: 43.17% P: 38.89% R: 44.55% F: 41.53%
487
+ 2024-03-23 17:03:40 INFO test: loss: nan - UP: 37.96% UR: 45.15% UF: 41.24% P: 35.91% R: 42.72% F: 39.02%
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+ 2024-03-23 17:03:40 INFO 0:00:15.016115s elapsed
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+ 2024-03-23 17:03:52 INFO lr: 4.9290e-05 - loss: 0.0049 - UP: 91.53% UR: 84.88% UF: 88.08% P: 91.44% R: 84.80% F: 87.99%
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+ 2024-03-23 17:03:54 INFO dev: loss: nan - UP: 53.86% UR: 34.32% UF: 41.93% P: 51.62% R: 32.90% F: 40.19%
493
+ 2024-03-23 17:03:55 INFO test: loss: nan - UP: 48.02% UR: 33.30% UF: 39.33% P: 45.89% R: 31.82% F: 37.58%
494
+ 2024-03-23 17:03:55 INFO 0:00:15.044766s elapsed
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+
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+ 2024-03-23 17:03:55 INFO Epoch 72 / 5000:
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+ 2024-03-23 17:04:08 INFO lr: 4.9280e-05 - loss: 0.0058 - UP: 93.05% UR: 86.57% UF: 89.69% P: 92.96% R: 86.49% F: 89.61%
498
+ 2024-03-23 17:04:09 INFO dev: loss: nan - UP: 51.95% UR: 37.97% UF: 43.87% P: 50.25% R: 36.72% F: 42.43%
499
+ 2024-03-23 17:04:10 INFO test: loss: nan - UP: 51.08% UR: 36.09% UF: 42.29% P: 49.22% R: 34.78% F: 40.76%
500
+ 2024-03-23 17:04:10 INFO 0:00:15.071320s elapsed
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+ 2024-03-23 17:04:23 INFO lr: 4.9270e-05 - loss: 0.0302 - UP: 93.62% UR: 89.08% UF: 91.29% P: 93.48% R: 88.95% F: 91.16%
504
+ 2024-03-23 17:04:24 INFO dev: loss: nan - UP: 46.85% UR: 28.19% UF: 35.20% P: 44.58% R: 26.83% F: 33.50%
505
+ 2024-03-23 17:04:26 INFO test: loss: nan - UP: 46.16% UR: 29.24% UF: 35.80% P: 43.53% R: 27.57% F: 33.76%
506
+ 2024-03-23 17:04:26 INFO 0:00:15.086495s elapsed
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+
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+ 2024-03-23 17:04:26 INFO Epoch 74 / 5000:
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+ 2024-03-23 17:04:38 INFO lr: 4.9260e-05 - loss: 0.0075 - UP: 85.93% UR: 75.26% UF: 80.24% P: 85.46% R: 74.85% F: 79.80%
510
+ 2024-03-23 17:04:39 INFO dev: loss: nan - UP: 49.09% UR: 35.99% UF: 41.53% P: 47.10% R: 34.54% F: 39.85%
511
+ 2024-03-23 17:04:41 INFO test: loss: nan - UP: 44.79% UR: 33.78% UF: 38.52% P: 43.00% R: 32.43% F: 36.97%
512
+ 2024-03-23 17:04:41 INFO 0:00:15.224559s elapsed
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+
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+ 2024-03-23 17:04:41 INFO Epoch 75 / 5000:
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+ 2024-03-23 17:04:53 INFO lr: 4.9250e-05 - loss: 0.0018 - UP: 91.86% UR: 83.48% UF: 87.47% P: 91.78% R: 83.41% F: 87.39%
516
+ 2024-03-23 17:04:55 INFO dev: loss: nan - UP: 48.55% UR: 36.12% UF: 41.42% P: 47.00% R: 34.96% F: 40.10%
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+ 2024-03-23 17:04:56 INFO test: loss: nan - UP: 48.07% UR: 35.33% UF: 40.73% P: 46.09% R: 33.87% F: 39.05%
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+ 2024-03-23 17:04:56 INFO 0:00:15.400709s elapsed
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+ 2024-03-23 17:05:09 INFO lr: 4.9240e-05 - loss: 0.0010 - UP: 93.02% UR: 88.27% UF: 90.58% P: 92.98% R: 88.24% F: 90.55%
522
+ 2024-03-23 17:05:10 INFO dev: loss: nan - UP: 48.63% UR: 41.03% UF: 44.51% P: 46.91% R: 39.58% F: 42.93%
523
+ 2024-03-23 17:05:11 INFO test: loss: nan - UP: 45.92% UR: 37.78% UF: 41.45% P: 43.86% R: 36.09% F: 39.60%
524
+ 2024-03-23 17:05:11 INFO 0:00:15.272032s elapsed
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+
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+ 2024-03-23 17:05:24 INFO lr: 4.9230e-05 - loss: 0.0015 - UP: 94.13% UR: 87.56% UF: 90.73% P: 94.13% R: 87.56% F: 90.73%
528
+ 2024-03-23 17:05:25 INFO dev: loss: nan - UP: 42.20% UR: 41.79% UF: 41.99% P: 41.07% R: 40.67% F: 40.87%
529
+ 2024-03-23 17:05:27 INFO test: loss: nan - UP: 38.38% UR: 37.10% UF: 37.73% P: 36.68% R: 35.45% F: 36.06%
530
+ 2024-03-23 17:05:27 INFO 0:00:15.130601s elapsed
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+ 2024-03-23 17:05:39 INFO lr: 4.9220e-05 - loss: 0.0021 - UP: 89.93% UR: 81.72% UF: 85.63% P: 89.87% R: 81.67% F: 85.57%
534
+ 2024-03-23 17:05:40 INFO dev: loss: nan - UP: 54.42% UR: 41.31% UF: 46.96% P: 52.82% R: 40.09% F: 45.58%
535
+ 2024-03-23 17:05:42 INFO test: loss: nan - UP: 47.53% UR: 38.88% UF: 42.77% P: 45.75% R: 37.42% F: 41.17%
536
+ 2024-03-23 17:05:42 INFO 0:00:15.078748s elapsed
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+ 2024-03-23 17:05:42 INFO Epoch 79 / 5000:
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+ 2024-03-23 17:05:54 INFO lr: 4.9210e-05 - loss: 0.0012 - UP: 95.13% UR: 91.78% UF: 93.43% P: 95.12% R: 91.77% F: 93.42%
540
+ 2024-03-23 17:05:55 INFO dev: loss: nan - UP: 57.31% UR: 40.42% UF: 47.41% P: 55.64% R: 39.24% F: 46.02%
541
+ 2024-03-23 17:05:57 INFO test: loss: nan - UP: 49.93% UR: 35.98% UF: 41.82% P: 47.99% R: 34.59% F: 40.20%
542
+ 2024-03-23 17:05:57 INFO 0:00:15.062859s elapsed
543
+
544
+ 2024-03-23 17:06:05 INFO Epoch 49 saved
545
+ 2024-03-23 17:06:05 INFO dev: UP: 46.98% UR: 50.08% UF: 48.48% P: 45.53% R: 48.53% F: 46.98%
546
+ 2024-03-23 17:06:05 INFO test: UP: 41.48% UR: 45.93% UF: 43.59% P: 39.88% R: 44.16% F: 41.91%
547
+ 2024-03-23 17:06:05 INFO 0:19:51.836338s elapsed, 0:00:15.086536s/epoch
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1
+ 2024-03-23 17:21:16 INFO
2
+ ---------------------+-------------------------------
3
+ Param | Value
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+ ---------------------+-------------------------------
5
+ lr | 5e-05
6
+ mu | 0.9
7
+ nu | 0.999
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+ eps | 1e-06
9
+ weight_decay | 0.0
10
+ lr_rate | 1
11
+ patience | 30
12
+ update-steps | 1
13
+ warmup | 0.0
14
+ update_steps | 1
15
+ mode | train
16
+ path | /home/marvin/structured-sentiment-analysis-bis/models/mpqa/sdp_byKNNi6_asc/80/model_vi_mpqa_xlm_6
17
+ device | 0
18
+ seed | 1
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+ threads | 16
20
+ local_rank | -1
21
+ feat | None
22
+ build | True
23
+ checkpoint | False
24
+ encoder | bert
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+ max_len | None
26
+ buckets | 32
27
+ train | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/mpqa/head_final/sdp_byKNNi6_asc/80/train.conllu
28
+ dev | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/mpqa/head_final/sdp_byKNNi6_asc/80/dev.conllu
29
+ test | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/mpqa/head_final/sdp/test.conllu
30
+ embed | data/glove.6B.100d.txt
31
+ unk | unk
32
+ n_embed | 100
33
+ n_embed_proj | 125
34
+ bert | xlm-roberta-base
35
+ inference | mfvi
36
+ ---------------------+-------------------------------
37
+
38
+ 2024-03-23 17:21:16 INFO Building the fields
39
+ 2024-03-23 17:21:18 INFO CoNLL(
40
+ (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
41
+ (labels): ChartField()
42
+ )
43
+ 2024-03-23 17:21:18 INFO Building the model
44
+ 2024-03-23 17:21:20 INFO VISemanticDependencyModel(
45
+ (encoder): TransformerEmbedding(xlm-roberta-base, n_layers=4, n_out=768, stride=256, pooling=mean, pad_index=1, requires_grad=True)
46
+ (encoder_dropout): Dropout(p=0.33, inplace=False)
47
+ (edge_mlp_d): MLP(n_in=768, n_out=600, dropout=0.25)
48
+ (edge_mlp_h): MLP(n_in=768, n_out=600, dropout=0.25)
49
+ (label_mlp_d): MLP(n_in=768, n_out=600, dropout=0.33)
50
+ (label_mlp_h): MLP(n_in=768, n_out=600, dropout=0.33)
51
+ (edge_attn): Biaffine(n_in=600, bias_x=True, bias_y=True)
52
+ (label_attn): Biaffine(n_in=600, n_out=5, bias_x=True, bias_y=True)
53
+ (criterion): CrossEntropyLoss()
54
+ (pair_mlp_d): MLP(n_in=768, n_out=150, dropout=0.25)
55
+ (pair_mlp_h): MLP(n_in=768, n_out=150, dropout=0.25)
56
+ (pair_mlp_g): MLP(n_in=768, n_out=150, dropout=0.25)
57
+ (sib_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
58
+ (cop_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
59
+ (grd_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
60
+ (inference): SemanticDependencyMFVI(max_iter=3)
61
+ )
62
+
63
+ 2024-03-23 17:21:20 INFO Loading the data
64
+ 2024-03-23 17:21:28 INFO
65
+ train: Dataset(n_sentences=4697, n_batches=39, n_buckets=32)
66
+ dev: Dataset(n_sentences=1649, n_batches=32, n_buckets=32)
67
+ test: Dataset(n_sentences=2112, n_batches=32, n_buckets=32)
68
+
69
+ 2024-03-23 17:21:28 INFO Epoch 1 / 5000:
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+ 2024-03-23 17:21:39 INFO lr: 4.9990e-05 - loss: 0.1034 - UP: 0.32% UR: 4.67% UF: 0.60% P: 0.02% R: 0.34% F: 0.04%
71
+ 2024-03-23 17:21:40 INFO dev: loss: nan - UP: 33.33% UR: 0.09% UF: 0.18% P: 11.11% R: 0.03% F: 0.06%
72
+ 2024-03-23 17:21:42 INFO test: loss: nan - UP: 30.77% UR: 0.08% UF: 0.17% P: 7.69% R: 0.02% F: 0.04%
73
+ 2024-03-23 17:21:46 INFO 0:00:13.353334s elapsed (saved)
74
+
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+ 2024-03-23 17:21:46 INFO Epoch 2 / 5000:
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+ 2024-03-23 17:21:56 INFO lr: 4.9980e-05 - loss: 0.0508 - UP: 3.54% UR: 0.07% UF: 0.14% P: 2.65% R: 0.06% F: 0.11%
77
+ 2024-03-23 17:21:57 INFO dev: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
78
+ 2024-03-23 17:21:59 INFO test: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
79
+ 2024-03-23 17:21:59 INFO 0:00:12.671520s elapsed
80
+
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+ 2024-03-23 17:21:59 INFO Epoch 3 / 5000:
82
+ 2024-03-23 17:22:09 INFO lr: 4.9970e-05 - loss: 0.0304 - UP: 23.19% UR: 1.00% UF: 1.92% P: 18.94% R: 0.82% F: 1.57%
83
+ 2024-03-23 17:22:10 INFO dev: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
84
+ 2024-03-23 17:22:12 INFO test: loss: nan - UP: 50.00% UR: 0.04% UF: 0.08% P: 50.00% R: 0.04% F: 0.08%
85
+ 2024-03-23 17:22:12 INFO 0:00:12.843724s elapsed
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+
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+ 2024-03-23 17:22:12 INFO Epoch 4 / 5000:
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+ 2024-03-23 17:22:22 INFO lr: 4.9960e-05 - loss: 0.0428 - UP: 16.67% UR: 1.07% UF: 2.01% P: 14.80% R: 0.95% F: 1.78%
89
+ 2024-03-23 17:22:24 INFO dev: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2024-03-23 17:22:25 INFO test: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
91
+ 2024-03-23 17:22:25 INFO 0:00:13.691329s elapsed
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+
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+ 2024-03-23 17:22:25 INFO Epoch 5 / 5000:
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+ 2024-03-23 17:22:36 INFO lr: 4.9950e-05 - loss: 0.0114 - UP: 31.02% UR: 1.85% UF: 3.49% P: 28.86% R: 1.72% F: 3.25%
95
+ 2024-03-23 17:22:38 INFO dev: loss: nan - UP: 64.00% UR: 0.49% UF: 0.96% P: 60.00% R: 0.46% F: 0.90%
96
+ 2024-03-23 17:22:39 INFO test: loss: nan - UP: 61.90% UR: 0.55% UF: 1.09% P: 38.10% R: 0.34% F: 0.67%
97
+ 2024-03-23 17:22:45 INFO 0:00:13.995422s elapsed (saved)
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+
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+ 2024-03-23 17:22:45 INFO Epoch 6 / 5000:
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+ 2024-03-23 17:22:55 INFO lr: 4.9940e-05 - loss: 0.0012 - UP: 47.07% UR: 3.69% UF: 6.84% P: 45.42% R: 3.56% F: 6.61%
101
+ 2024-03-23 17:22:57 INFO dev: loss: nan - UP: 87.50% UR: 0.21% UF: 0.42% P: 87.50% R: 0.21% F: 0.42%
102
+ 2024-03-23 17:22:58 INFO test: loss: nan - UP: 94.44% UR: 0.36% UF: 0.72% P: 88.89% R: 0.34% F: 0.67%
103
+ 2024-03-23 17:22:58 INFO 0:00:12.759850s elapsed
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+
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+ 2024-03-23 17:22:58 INFO Epoch 7 / 5000:
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+ 2024-03-23 17:23:08 INFO lr: 4.9930e-05 - loss: 0.0075 - UP: 43.70% UR: 3.96% UF: 7.26% P: 42.07% R: 3.81% F: 6.99%
107
+ 2024-03-23 17:23:10 INFO dev: loss: nan - UP: 55.68% UR: 1.49% UF: 2.90% P: 54.55% R: 1.46% F: 2.84%
108
+ 2024-03-23 17:23:11 INFO test: loss: nan - UP: 78.95% UR: 1.27% UF: 2.50% P: 67.11% R: 1.08% F: 2.12%
109
+ 2024-03-23 17:23:18 INFO 0:00:12.938978s elapsed (saved)
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+
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+ 2024-03-23 17:23:18 INFO Epoch 8 / 5000:
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+ 2024-03-23 17:23:28 INFO lr: 4.9920e-05 - loss: 0.0138 - UP: 57.11% UR: 7.28% UF: 12.91% P: 56.17% R: 7.16% F: 12.70%
113
+ 2024-03-23 17:23:29 INFO dev: loss: nan - UP: 45.68% UR: 7.71% UF: 13.19% P: 44.42% R: 7.50% F: 12.83%
114
+ 2024-03-23 17:23:31 INFO test: loss: nan - UP: 55.46% UR: 8.37% UF: 14.54% P: 51.68% R: 7.80% F: 13.55%
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+ 2024-03-23 17:24:08 INFO dev: loss: nan - UP: 73.68% UR: 1.70% UF: 3.32% P: 68.42% R: 1.58% F: 3.09%
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+ 2024-03-23 17:24:35 INFO dev: loss: nan - UP: 46.43% UR: 16.36% UF: 24.19% P: 44.36% R: 15.63% F: 23.11%
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+ 2024-03-23 17:25:26 INFO lr: 4.9850e-05 - loss: 0.0068 - UP: 70.84% UR: 28.75% UF: 40.90% P: 70.63% R: 28.67% F: 40.79%
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+ 2024-03-23 17:25:27 INFO dev: loss: nan - UP: 63.31% UR: 15.45% UF: 24.84% P: 60.82% R: 14.84% F: 23.86%
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+ 2024-03-23 17:25:39 INFO lr: 4.9840e-05 - loss: 0.0124 - UP: 70.24% UR: 30.25% UF: 42.29% P: 70.15% R: 30.22% F: 42.24%
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+ 2024-03-23 17:25:41 INFO dev: loss: nan - UP: 57.94% UR: 19.15% UF: 28.79% P: 55.65% R: 18.39% F: 27.65%
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+ 2024-03-23 17:25:59 INFO lr: 4.9830e-05 - loss: 0.0103 - UP: 73.97% UR: 35.20% UF: 47.70% P: 73.81% R: 35.12% F: 47.60%
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+ 2024-03-23 17:26:00 INFO dev: loss: nan - UP: 51.95% UR: 23.43% UF: 32.29% P: 49.87% R: 22.49% F: 31.00%
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+ 2024-03-23 17:26:19 INFO lr: 4.9820e-05 - loss: 0.0058 - UP: 72.49% UR: 39.46% UF: 51.10% P: 72.42% R: 39.42% F: 51.05%
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+ 2024-03-23 17:26:20 INFO dev: loss: nan - UP: 60.42% UR: 20.94% UF: 31.10% P: 58.23% R: 20.18% F: 29.98%
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+ 2024-03-23 17:26:32 INFO lr: 4.9810e-05 - loss: 0.0099 - UP: 67.87% UR: 26.64% UF: 38.26% P: 67.75% R: 26.59% F: 38.19%
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+ 2024-03-23 17:26:33 INFO dev: loss: nan - UP: 50.74% UR: 21.76% UF: 30.46% P: 48.83% R: 20.94% F: 29.31%
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+ 2024-03-23 17:26:45 INFO lr: 4.9800e-05 - loss: 0.0093 - UP: 67.90% UR: 30.81% UF: 42.38% P: 67.80% R: 30.76% F: 42.32%
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+ 2024-03-23 17:26:47 INFO dev: loss: nan - UP: 56.13% UR: 25.43% UF: 35.00% P: 54.39% R: 24.64% F: 33.92%
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+ 2024-03-23 17:26:48 INFO test: loss: nan - UP: 51.41% UR: 23.16% UF: 31.93% P: 49.48% R: 22.29% F: 30.74%
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+ 2024-03-23 17:26:54 INFO 0:00:13.735035s elapsed (saved)
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+ 2024-03-23 17:27:04 INFO lr: 4.9790e-05 - loss: 0.0067 - UP: 75.77% UR: 41.23% UF: 53.40% P: 75.68% R: 41.19% F: 53.34%
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+ 2024-03-23 17:27:05 INFO dev: loss: nan - UP: 47.36% UR: 35.66% UF: 40.69% P: 45.87% R: 34.54% F: 39.40%
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+ 2024-03-23 17:27:24 INFO lr: 4.9780e-05 - loss: 0.0031 - UP: 76.56% UR: 45.30% UF: 56.92% P: 76.51% R: 45.27% F: 56.89%
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+ 2024-03-23 17:27:25 INFO dev: loss: nan - UP: 51.15% UR: 31.78% UF: 39.20% P: 49.44% R: 30.71% F: 37.89%
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+ 2024-03-23 17:27:37 INFO lr: 4.9770e-05 - loss: 0.0044 - UP: 78.55% UR: 48.84% UF: 60.23% P: 78.48% R: 48.80% F: 60.18%
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+ 2024-03-23 17:27:38 INFO dev: loss: nan - UP: 57.49% UR: 25.49% UF: 35.32% P: 55.30% R: 24.52% F: 33.98%
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+ 2024-03-23 17:27:39 INFO test: loss: nan - UP: 56.27% UR: 24.57% UF: 34.21% P: 53.56% R: 23.39% F: 32.56%
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+ 2024-03-23 17:27:50 INFO lr: 4.9760e-05 - loss: 0.0035 - UP: 79.66% UR: 52.42% UF: 63.23% P: 79.59% R: 52.37% F: 63.17%
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+ 2024-03-23 17:27:52 INFO dev: loss: nan - UP: 52.92% UR: 31.35% UF: 39.37% P: 51.33% R: 30.41% F: 38.19%
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+ 2024-03-23 17:27:53 INFO test: loss: nan - UP: 50.49% UR: 30.23% UF: 37.82% P: 48.62% R: 29.11% F: 36.42%
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+ 2024-03-23 17:28:05 INFO lr: 4.9750e-05 - loss: 0.0045 - UP: 81.05% UR: 53.43% UF: 64.40% P: 81.04% R: 53.42% F: 64.39%
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+ 2024-03-23 17:28:06 INFO dev: loss: nan - UP: 57.93% UR: 28.04% UF: 37.79% P: 55.92% R: 27.07% F: 36.48%
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+ 2024-03-23 17:28:08 INFO test: loss: nan - UP: 56.42% UR: 27.11% UF: 36.62% P: 54.22% R: 26.05% F: 35.19%
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+ 2024-03-23 17:28:08 INFO 0:00:14.529397s elapsed
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+ 2024-03-23 17:28:18 INFO lr: 4.9740e-05 - loss: 0.0063 - UP: 81.33% UR: 57.94% UF: 67.67% P: 81.28% R: 57.90% F: 67.63%
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+ 2024-03-23 17:28:20 INFO dev: loss: nan - UP: 54.91% UR: 32.08% UF: 40.50% P: 52.47% R: 30.65% F: 38.70%
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+ 2024-03-23 17:28:21 INFO test: loss: nan - UP: 52.14% UR: 31.16% UF: 39.01% P: 49.88% R: 29.81% F: 37.32%
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+ 2024-03-23 17:28:21 INFO 0:00:13.271428s elapsed
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+ 2024-03-23 17:28:32 INFO lr: 4.9730e-05 - loss: 0.0031 - UP: 82.95% UR: 58.90% UF: 68.88% P: 82.91% R: 58.87% F: 68.85%
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+ 2024-03-23 17:28:33 INFO dev: loss: nan - UP: 55.94% UR: 32.14% UF: 40.82% P: 53.99% R: 31.02% F: 39.40%
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+ 2024-03-23 17:28:34 INFO test: loss: nan - UP: 50.52% UR: 28.78% UF: 36.67% P: 48.15% R: 27.42% F: 34.94%
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+ 2024-03-23 17:28:34 INFO 0:00:13.236087s elapsed
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+ 2024-03-23 17:28:45 INFO lr: 4.9720e-05 - loss: 0.0046 - UP: 83.44% UR: 62.17% UF: 71.25% P: 83.40% R: 62.14% F: 71.22%
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+ 2024-03-23 17:28:46 INFO dev: loss: nan - UP: 53.31% UR: 33.20% UF: 40.92% P: 51.90% R: 32.32% F: 39.84%
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+ 2024-03-23 17:28:48 INFO test: loss: nan - UP: 48.77% UR: 30.23% UF: 37.33% P: 46.83% R: 29.03% F: 35.84%
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+ 2024-03-23 17:28:54 INFO 0:00:13.197563s elapsed (saved)
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+ 2024-03-23 17:29:04 INFO lr: 4.9710e-05 - loss: 0.0047 - UP: 84.01% UR: 64.68% UF: 73.09% P: 84.01% R: 64.68% F: 73.09%
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+ 2024-03-23 17:29:05 INFO dev: loss: nan - UP: 53.58% UR: 34.51% UF: 41.98% P: 51.79% R: 33.35% F: 40.58%
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+ 2024-03-23 17:29:06 INFO test: loss: nan - UP: 45.87% UR: 31.10% UF: 37.07% P: 44.09% R: 29.90% F: 35.63%
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+ 2024-03-23 17:29:13 INFO 0:00:12.687148s elapsed (saved)
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+ 2024-03-23 17:29:23 INFO lr: 4.9700e-05 - loss: 0.0037 - UP: 84.41% UR: 66.50% UF: 74.39% P: 84.40% R: 66.49% F: 74.38%
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+ 2024-03-23 17:29:24 INFO dev: loss: nan - UP: 58.08% UR: 29.56% UF: 39.18% P: 56.53% R: 28.77% F: 38.13%
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+ 2024-03-23 17:29:26 INFO test: loss: nan - UP: 52.31% UR: 27.95% UF: 36.44% P: 49.86% R: 26.64% F: 34.73%
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+ 2024-03-23 17:29:26 INFO 0:00:12.731432s elapsed
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+ 2024-03-23 17:29:36 INFO lr: 4.9690e-05 - loss: 0.0042 - UP: 87.24% UR: 67.70% UF: 76.24% P: 87.20% R: 67.68% F: 76.21%
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+ 2024-03-23 17:29:37 INFO dev: loss: nan - UP: 55.71% UR: 34.51% UF: 42.62% P: 54.19% R: 33.57% F: 41.45%
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+ 2024-03-23 17:29:39 INFO test: loss: nan - UP: 51.11% UR: 31.97% UF: 39.33% P: 48.99% R: 30.64% F: 37.70%
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+ 2024-03-23 17:29:45 INFO 0:00:13.010677s elapsed (saved)
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+ 2024-03-23 17:29:55 INFO lr: 4.9680e-05 - loss: 0.0038 - UP: 86.91% UR: 69.02% UF: 76.94% P: 86.87% R: 68.98% F: 76.90%
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+ 2024-03-23 17:29:56 INFO dev: loss: nan - UP: 57.04% UR: 32.72% UF: 41.58% P: 55.34% R: 31.75% F: 40.35%
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+ 2024-03-23 17:29:58 INFO test: loss: nan - UP: 53.23% UR: 31.38% UF: 39.48% P: 51.43% R: 30.32% F: 38.15%
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+ 2024-03-23 17:30:08 INFO lr: 4.9670e-05 - loss: 0.0092 - UP: 81.62% UR: 67.34% UF: 73.79% P: 81.42% R: 67.17% F: 73.61%
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+ 2024-03-23 17:30:09 INFO dev: loss: nan - UP: 48.93% UR: 32.59% UF: 39.13% P: 46.33% R: 30.86% F: 37.05%
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+ 2024-03-23 17:30:11 INFO test: loss: nan - UP: 47.57% UR: 31.65% UF: 38.01% P: 45.19% R: 30.07% F: 36.11%
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+ 2024-03-23 17:30:22 INFO lr: 4.9660e-05 - loss: 0.0053 - UP: 82.45% UR: 59.47% UF: 69.10% P: 81.87% R: 59.04% F: 68.61%
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+ 2024-03-23 17:30:23 INFO dev: loss: nan - UP: 55.36% UR: 23.82% UF: 33.31% P: 51.83% R: 22.31% F: 31.19%
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+ 2024-03-23 17:30:25 INFO test: loss: nan - UP: 54.61% UR: 23.64% UF: 33.00% P: 51.10% R: 22.12% F: 30.88%
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+ 2024-03-23 17:30:36 INFO lr: 4.9650e-05 - loss: 0.0103 - UP: 67.23% UR: 37.97% UF: 48.53% P: 66.25% R: 37.41% F: 47.82%
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+ 2024-03-23 17:30:37 INFO dev: loss: nan - UP: 51.14% UR: 34.02% UF: 40.86% P: 49.45% R: 32.90% F: 39.51%
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+ 2024-03-23 17:30:38 INFO test: loss: nan - UP: 47.62% UR: 33.55% UF: 39.37% P: 45.43% R: 32.01% F: 37.56%
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+ 2024-03-23 17:30:49 INFO lr: 4.9640e-05 - loss: 0.0133 - UP: 76.71% UR: 51.42% UF: 61.57% P: 76.49% R: 51.27% F: 61.40%
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+ 2024-03-23 17:30:50 INFO dev: loss: nan - UP: 51.36% UR: 18.91% UF: 27.64% P: 48.64% R: 17.91% F: 26.18%
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+ 2024-03-23 17:30:52 INFO test: loss: nan - UP: 53.79% UR: 20.54% UF: 29.72% P: 49.97% R: 19.08% F: 27.61%
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+ 2024-03-23 17:31:02 INFO lr: 4.9630e-05 - loss: 0.0215 - UP: 66.25% UR: 30.46% UF: 41.74% P: 65.23% R: 30.00% F: 41.09%
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+ 2024-03-23 17:31:16 INFO lr: 4.9620e-05 - loss: 0.0110 - UP: 58.70% UR: 30.61% UF: 40.24% P: 58.21% R: 30.35% F: 39.90%
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+ 2024-03-23 17:31:42 INFO lr: 4.9600e-05 - loss: 0.0026 - UP: 77.76% UR: 51.73% UF: 62.13% P: 77.65% R: 51.66% F: 62.04%
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+ 2024-03-23 17:31:43 INFO dev: loss: nan - UP: 53.10% UR: 25.98% UF: 34.89% P: 50.81% R: 24.86% F: 33.38%
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+ 2024-03-23 17:32:22 INFO lr: 4.9570e-05 - loss: 0.0018 - UP: 85.22% UR: 62.90% UF: 72.38% P: 85.21% R: 62.89% F: 72.37%
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+ 2024-03-23 17:32:35 INFO lr: 4.9560e-05 - loss: 0.0020 - UP: 83.79% UR: 66.16% UF: 73.94% P: 83.73% R: 66.11% F: 73.88%
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+ 2024-03-23 17:32:36 INFO dev: loss: nan - UP: 48.78% UR: 35.05% UF: 40.79% P: 46.71% R: 33.57% F: 39.06%
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+ 2024-03-23 17:33:02 INFO lr: 4.9540e-05 - loss: 0.0015 - UP: 84.79% UR: 70.40% UF: 76.93% P: 84.78% R: 70.39% F: 76.92%
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+ 2024-03-23 17:33:03 INFO dev: loss: nan - UP: 58.28% UR: 29.68% UF: 39.33% P: 56.67% R: 28.86% F: 38.25%
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+ 2024-03-23 17:33:05 INFO test: loss: nan - UP: 57.73% UR: 30.45% UF: 39.87% P: 55.57% R: 29.30% F: 38.37%
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+ 2024-03-23 17:33:15 INFO lr: 4.9530e-05 - loss: 0.0037 - UP: 85.80% UR: 70.36% UF: 77.32% P: 85.76% R: 70.33% F: 77.28%
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+ 2024-03-23 17:33:29 INFO lr: 4.9520e-05 - loss: 0.0017 - UP: 86.77% UR: 70.83% UF: 78.00% P: 86.68% R: 70.76% F: 77.92%
353
+ 2024-03-23 17:33:30 INFO dev: loss: nan - UP: 54.50% UR: 31.05% UF: 39.56% P: 52.16% R: 29.71% F: 37.86%
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+ 2024-03-23 17:33:42 INFO lr: 4.9510e-05 - loss: 0.0030 - UP: 87.73% UR: 74.97% UF: 80.85% P: 87.70% R: 74.95% F: 80.82%
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+ 2024-03-23 17:33:44 INFO dev: loss: nan - UP: 55.80% UR: 33.57% UF: 41.92% P: 53.83% R: 32.38% F: 40.44%
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+ 2024-03-23 17:33:56 INFO lr: 4.9500e-05 - loss: 0.0007 - UP: 88.39% UR: 74.57% UF: 80.89% P: 88.39% R: 74.57% F: 80.89%
365
+ 2024-03-23 17:33:57 INFO dev: loss: nan - UP: 52.70% UR: 35.30% UF: 42.28% P: 50.52% R: 33.84% F: 40.53%
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+ 2024-03-23 17:33:59 INFO test: loss: nan - UP: 53.32% UR: 35.33% UF: 42.50% P: 50.70% R: 33.59% F: 40.41%
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+ 2024-03-23 17:34:09 INFO lr: 4.9490e-05 - loss: 0.0003 - UP: 89.95% UR: 77.98% UF: 83.53% P: 89.94% R: 77.97% F: 83.52%
371
+ 2024-03-23 17:34:11 INFO dev: loss: nan - UP: 53.82% UR: 35.51% UF: 42.79% P: 51.75% R: 34.14% F: 41.14%
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+ 2024-03-23 17:34:12 INFO test: loss: nan - UP: 53.67% UR: 36.45% UF: 43.41% P: 51.03% R: 34.65% F: 41.27%
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+ 2024-03-23 17:34:23 INFO lr: 4.9480e-05 - loss: 0.0021 - UP: 89.54% UR: 79.70% UF: 84.33% P: 89.54% R: 79.70% F: 84.33%
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+ 2024-03-23 17:34:24 INFO dev: loss: nan - UP: 52.97% UR: 35.51% UF: 42.51% P: 50.97% R: 34.17% F: 40.92%
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+ 2024-03-23 17:34:25 INFO test: loss: nan - UP: 52.52% UR: 35.26% UF: 42.19% P: 50.16% R: 33.68% F: 40.30%
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+ 2024-03-23 17:34:36 INFO lr: 4.9470e-05 - loss: 0.0020 - UP: 90.67% UR: 79.81% UF: 84.89% P: 90.66% R: 79.80% F: 84.88%
383
+ 2024-03-23 17:34:37 INFO dev: loss: nan - UP: 51.81% UR: 36.97% UF: 43.15% P: 49.60% R: 35.39% F: 41.30%
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+ 2024-03-23 17:34:39 INFO test: loss: nan - UP: 51.83% UR: 37.65% UF: 43.62% P: 49.53% R: 35.98% F: 41.68%
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+ 2024-03-23 17:34:49 INFO lr: 4.9460e-05 - loss: 0.0011 - UP: 89.80% UR: 82.61% UF: 86.06% P: 89.78% R: 82.60% F: 86.04%
389
+ 2024-03-23 17:34:50 INFO dev: loss: nan - UP: 55.94% UR: 34.57% UF: 42.73% P: 54.08% R: 33.41% F: 41.31%
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+ 2024-03-23 17:34:52 INFO test: loss: nan - UP: 54.42% UR: 33.78% UF: 41.69% P: 51.97% R: 32.26% F: 39.81%
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+ 2024-03-23 17:34:52 INFO 0:00:13.250319s elapsed
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+ 2024-03-23 17:35:02 INFO lr: 4.9450e-05 - loss: 0.0033 - UP: 91.00% UR: 81.02% UF: 85.72% P: 90.98% R: 81.00% F: 85.70%
395
+ 2024-03-23 17:35:04 INFO dev: loss: nan - UP: 51.93% UR: 38.00% UF: 43.88% P: 49.56% R: 36.27% F: 41.89%
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+ 2024-03-23 17:35:05 INFO test: loss: nan - UP: 51.49% UR: 37.35% UF: 43.30% P: 49.01% R: 35.56% F: 41.21%
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+ 2024-03-23 17:35:11 INFO 0:00:13.238188s elapsed (saved)
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+ 2024-03-23 17:35:21 INFO lr: 4.9440e-05 - loss: 0.0001 - UP: 91.20% UR: 83.07% UF: 86.95% P: 91.20% R: 83.07% F: 86.95%
401
+ 2024-03-23 17:35:23 INFO dev: loss: nan - UP: 54.89% UR: 34.26% UF: 42.19% P: 52.70% R: 32.90% F: 40.51%
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+ 2024-03-23 17:35:24 INFO test: loss: nan - UP: 55.50% UR: 34.33% UF: 42.42% P: 52.90% R: 32.73% F: 40.44%
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+ 2024-03-23 17:35:24 INFO 0:00:12.729387s elapsed
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+ 2024-03-23 17:35:34 INFO lr: 4.9430e-05 - loss: 0.0002 - UP: 92.00% UR: 83.71% UF: 87.66% P: 91.99% R: 83.70% F: 87.65%
407
+ 2024-03-23 17:35:35 INFO dev: loss: nan - UP: 51.12% UR: 38.73% UF: 44.07% P: 48.80% R: 36.97% F: 42.07%
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+ 2024-03-23 17:35:37 INFO test: loss: nan - UP: 49.42% UR: 37.61% UF: 42.71% P: 47.11% R: 35.85% F: 40.72%
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+ 2024-03-23 17:35:44 INFO 0:00:12.953884s elapsed (saved)
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+ 2024-03-23 17:35:54 INFO lr: 4.9420e-05 - loss: 0.0009 - UP: 91.90% UR: 84.24% UF: 87.90% P: 91.89% R: 84.23% F: 87.89%
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+ 2024-03-23 17:35:55 INFO dev: loss: nan - UP: 53.99% UR: 36.57% UF: 43.60% P: 51.66% R: 34.99% F: 41.72%
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+ 2024-03-23 17:35:57 INFO test: loss: nan - UP: 54.02% UR: 36.76% UF: 43.75% P: 51.44% R: 35.01% F: 41.66%
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+ 2024-03-23 17:35:57 INFO 0:00:12.792805s elapsed
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+ 2024-03-23 17:36:07 INFO lr: 4.9410e-05 - loss: 0.0005 - UP: 92.21% UR: 84.05% UF: 87.94% P: 92.20% R: 84.04% F: 87.93%
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+ 2024-03-23 17:36:08 INFO dev: loss: nan - UP: 49.56% UR: 40.58% UF: 44.62% P: 47.22% R: 38.66% F: 42.52%
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+ 2024-03-23 17:36:10 INFO test: loss: nan - UP: 49.17% UR: 39.02% UF: 43.52% P: 46.91% R: 37.23% F: 41.51%
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+ 2024-03-23 17:36:16 INFO 0:00:13.101303s elapsed (saved)
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+ 2024-03-23 17:36:27 INFO lr: 4.9400e-05 - loss: 0.0023 - UP: 91.80% UR: 84.25% UF: 87.86% P: 91.79% R: 84.24% F: 87.85%
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+ 2024-03-23 17:36:28 INFO dev: loss: nan - UP: 53.38% UR: 38.36% UF: 44.64% P: 51.27% R: 36.84% F: 42.87%
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+ 2024-03-23 17:36:29 INFO test: loss: nan - UP: 53.32% UR: 38.56% UF: 44.75% P: 50.92% R: 36.83% F: 42.74%
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+ 2024-03-23 17:36:36 INFO 0:00:12.751916s elapsed (saved)
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+ 2024-03-23 17:36:46 INFO lr: 4.9390e-05 - loss: 0.0032 - UP: 92.65% UR: 86.61% UF: 89.53% P: 92.65% R: 86.61% F: 89.53%
431
+ 2024-03-23 17:36:47 INFO dev: loss: nan - UP: 57.68% UR: 33.84% UF: 42.65% P: 55.72% R: 32.69% F: 41.20%
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+ 2024-03-23 17:36:49 INFO test: loss: nan - UP: 57.24% UR: 33.40% UF: 42.19% P: 54.56% R: 31.84% F: 40.21%
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+ 2024-03-23 17:36:49 INFO 0:00:12.748012s elapsed
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+ 2024-03-23 17:36:59 INFO lr: 4.9380e-05 - loss: 0.0025 - UP: 91.55% UR: 86.14% UF: 88.76% P: 91.54% R: 86.13% F: 88.75%
437
+ 2024-03-23 17:37:00 INFO dev: loss: nan - UP: 52.38% UR: 38.69% UF: 44.51% P: 49.88% R: 36.84% F: 42.38%
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+ 2024-03-23 17:37:02 INFO test: loss: nan - UP: 52.22% UR: 38.52% UF: 44.33% P: 49.79% R: 36.72% F: 42.27%
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+ 2024-03-23 17:37:02 INFO 0:00:13.131016s elapsed
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+ 2024-03-23 17:37:13 INFO lr: 4.9370e-05 - loss: 0.0024 - UP: 92.87% UR: 86.22% UF: 89.42% P: 92.86% R: 86.21% F: 89.41%
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+ 2024-03-23 17:37:14 INFO dev: loss: nan - UP: 55.47% UR: 35.54% UF: 43.32% P: 53.58% R: 34.32% F: 41.84%
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+ 2024-03-23 17:37:16 INFO test: loss: nan - UP: 55.79% UR: 35.60% UF: 43.47% P: 53.11% R: 33.89% F: 41.38%
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+ 2024-03-23 17:37:16 INFO 0:00:13.840212s elapsed
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+ 2024-03-23 17:37:26 INFO lr: 4.9360e-05 - loss: 0.0013 - UP: 93.64% UR: 88.46% UF: 90.97% P: 93.63% R: 88.45% F: 90.97%
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+ 2024-03-23 17:37:28 INFO dev: loss: nan - UP: 55.72% UR: 33.99% UF: 42.22% P: 53.68% R: 32.75% F: 40.68%
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+ 2024-03-23 17:37:29 INFO test: loss: nan - UP: 56.05% UR: 34.67% UF: 42.84% P: 53.42% R: 33.04% F: 40.83%
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+ 2024-03-23 17:37:29 INFO 0:00:13.565460s elapsed
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+ 2024-03-23 17:37:40 INFO lr: 4.9350e-05 - loss: 0.0006 - UP: 93.50% UR: 88.84% UF: 91.11% P: 93.49% R: 88.83% F: 91.10%
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+ 2024-03-23 17:37:41 INFO dev: loss: nan - UP: 57.56% UR: 32.81% UF: 41.79% P: 55.22% R: 31.47% F: 40.09%
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+ 2024-03-23 17:37:43 INFO test: loss: nan - UP: 57.06% UR: 33.04% UF: 41.85% P: 54.47% R: 31.54% F: 39.95%
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+ 2024-03-23 17:37:43 INFO 0:00:13.516630s elapsed
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+ 2024-03-23 17:37:53 INFO lr: 4.9340e-05 - loss: 0.0001 - UP: 94.31% UR: 89.31% UF: 91.75% P: 94.31% R: 89.31% F: 91.75%
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+ 2024-03-23 17:37:55 INFO dev: loss: nan - UP: 53.61% UR: 37.42% UF: 44.08% P: 51.17% R: 35.72% F: 42.07%
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+ 2024-03-23 17:37:56 INFO test: loss: nan - UP: 53.21% UR: 37.82% UF: 44.21% P: 50.56% R: 35.94% F: 42.02%
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+ 2024-03-23 17:37:56 INFO 0:00:13.490638s elapsed
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+ 2024-03-23 17:38:07 INFO lr: 4.9330e-05 - loss: 0.0020 - UP: 94.57% UR: 89.33% UF: 91.88% P: 94.56% R: 89.32% F: 91.87%
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+ 2024-03-23 17:38:08 INFO dev: loss: nan - UP: 53.29% UR: 36.60% UF: 43.40% P: 51.35% R: 35.27% F: 41.81%
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+ 2024-03-23 17:38:10 INFO test: loss: nan - UP: 52.77% UR: 37.61% UF: 43.92% P: 50.31% R: 35.85% F: 41.87%
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+ 2024-03-23 17:38:10 INFO 0:00:13.456822s elapsed
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+ 2024-03-23 17:38:20 INFO lr: 4.9320e-05 - loss: 0.0005 - UP: 94.93% UR: 89.31% UF: 92.04% P: 94.93% R: 89.31% F: 92.04%
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+ 2024-03-23 17:38:21 INFO dev: loss: nan - UP: 49.81% UR: 40.36% UF: 44.59% P: 47.45% R: 38.45% F: 42.48%
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+ 2024-03-23 17:38:34 INFO lr: 4.9310e-05 - loss: 0.0002 - UP: 94.39% UR: 90.69% UF: 92.50% P: 94.39% R: 90.69% F: 92.50%
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+ 2024-03-23 17:38:35 INFO dev: loss: nan - UP: 55.81% UR: 33.11% UF: 41.56% P: 53.71% R: 31.87% F: 40.00%
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+ 2024-03-23 17:38:36 INFO test: loss: nan - UP: 55.46% UR: 33.47% UF: 41.74% P: 52.84% R: 31.88% F: 39.77%
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+ 2024-03-23 17:38:47 INFO lr: 4.9300e-05 - loss: 0.0015 - UP: 94.09% UR: 89.75% UF: 91.87% P: 94.09% R: 89.75% F: 91.87%
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+ 2024-03-23 17:38:48 INFO dev: loss: nan - UP: 55.00% UR: 35.05% UF: 42.82% P: 52.71% R: 33.60% F: 41.04%
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+ 2024-03-23 17:38:50 INFO test: loss: nan - UP: 55.85% UR: 36.13% UF: 43.87% P: 53.14% R: 34.38% F: 41.74%
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+ 2024-03-23 17:39:00 INFO lr: 4.9290e-05 - loss: 0.0011 - UP: 94.56% UR: 90.58% UF: 92.53% P: 94.53% R: 90.55% F: 92.50%
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+ 2024-03-23 17:39:01 INFO dev: loss: nan - UP: 56.39% UR: 32.81% UF: 41.48% P: 53.89% R: 31.35% F: 39.64%
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+ 2024-03-23 17:39:03 INFO test: loss: nan - UP: 57.20% UR: 32.98% UF: 41.84% P: 54.45% R: 31.40% F: 39.83%
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+ 2024-03-23 17:39:13 INFO lr: 4.9280e-05 - loss: 0.0019 - UP: 94.36% UR: 91.15% UF: 92.72% P: 94.36% R: 91.15% F: 92.72%
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+ 2024-03-23 17:39:15 INFO dev: loss: nan - UP: 47.05% UR: 40.39% UF: 43.47% P: 45.00% R: 38.63% F: 41.57%
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+ 2024-03-23 17:39:16 INFO test: loss: nan - UP: 47.72% UR: 40.93% UF: 44.06% P: 45.38% R: 38.92% F: 41.90%
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+ 2024-03-23 17:39:27 INFO lr: 4.9270e-05 - loss: 0.0010 - UP: 94.66% UR: 89.64% UF: 92.08% P: 94.66% R: 89.64% F: 92.08%
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+ 2024-03-23 17:39:28 INFO dev: loss: nan - UP: 53.44% UR: 38.18% UF: 44.54% P: 51.19% R: 36.57% F: 42.66%
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+ 2024-03-23 17:39:29 INFO test: loss: nan - UP: 53.17% UR: 38.22% UF: 44.47% P: 50.68% R: 36.43% F: 42.38%
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+ 2024-03-23 17:39:29 INFO 0:00:13.220581s elapsed
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+ 2024-03-23 17:39:41 INFO dev: loss: nan - UP: 53.50% UR: 37.78% UF: 44.29% P: 51.57% R: 36.42% F: 42.69%
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+ 2024-03-23 17:39:43 INFO test: loss: nan - UP: 52.75% UR: 37.31% UF: 43.71% P: 50.15% R: 35.47% F: 41.55%
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+ 2024-03-23 17:39:43 INFO 0:00:13.236547s elapsed
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+ 2024-03-23 17:39:53 INFO lr: 4.9250e-05 - loss: 0.0006 - UP: 93.11% UR: 88.98% UF: 91.00% P: 93.10% R: 88.97% F: 90.99%
515
+ 2024-03-23 17:39:54 INFO dev: loss: nan - UP: 48.07% UR: 40.00% UF: 43.66% P: 46.43% R: 38.63% F: 42.17%
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+ 2024-03-23 17:39:56 INFO test: loss: nan - UP: 50.07% UR: 40.52% UF: 44.79% P: 47.79% R: 38.69% F: 42.76%
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+ 2024-03-23 17:39:56 INFO 0:00:13.239110s elapsed
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+
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+ 2024-03-23 17:40:06 INFO lr: 4.9240e-05 - loss: 0.0015 - UP: 94.71% UR: 90.42% UF: 92.51% P: 94.69% R: 90.40% F: 92.49%
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+ 2024-03-23 17:40:08 INFO dev: loss: nan - UP: 48.45% UR: 39.97% UF: 43.81% P: 46.80% R: 38.60% F: 42.31%
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+ 2024-03-23 17:40:09 INFO test: loss: nan - UP: 52.40% UR: 41.54% UF: 46.34% P: 49.92% R: 39.57% F: 44.15%
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+ 2024-03-23 17:40:09 INFO 0:00:13.266661s elapsed
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+ 2024-03-23 17:40:20 INFO lr: 4.9230e-05 - loss: 0.0003 - UP: 94.83% UR: 91.08% UF: 92.92% P: 94.83% R: 91.08% F: 92.92%
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+ 2024-03-23 17:40:21 INFO dev: loss: nan - UP: 55.73% UR: 32.90% UF: 41.37% P: 53.52% R: 31.59% F: 39.73%
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+ 2024-03-23 17:40:22 INFO test: loss: nan - UP: 56.45% UR: 33.85% UF: 42.32% P: 53.42% R: 32.03% F: 40.05%
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+ 2024-03-23 17:40:22 INFO 0:00:13.278342s elapsed
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+ 2024-03-23 17:40:33 INFO lr: 4.9220e-05 - loss: 0.0057 - UP: 95.61% UR: 92.06% UF: 93.80% P: 95.60% R: 92.05% F: 93.79%
533
+ 2024-03-23 17:40:34 INFO dev: loss: nan - UP: 53.19% UR: 36.72% UF: 43.45% P: 51.16% R: 35.33% F: 41.80%
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+ 2024-03-23 17:40:36 INFO test: loss: nan - UP: 55.49% UR: 38.31% UF: 45.32% P: 52.77% R: 36.43% F: 43.10%
535
+ 2024-03-23 17:40:36 INFO 0:00:13.326930s elapsed
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+
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+ 2024-03-23 17:40:46 INFO lr: 4.9210e-05 - loss: 0.0005 - UP: 95.34% UR: 92.79% UF: 94.05% P: 95.32% R: 92.77% F: 94.03%
539
+ 2024-03-23 17:40:48 INFO dev: loss: nan - UP: 51.98% UR: 38.18% UF: 44.02% P: 49.67% R: 36.48% F: 42.06%
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+ 2024-03-23 17:40:49 INFO test: loss: nan - UP: 53.02% UR: 38.18% UF: 44.39% P: 50.38% R: 36.28% F: 42.18%
541
+ 2024-03-23 17:40:49 INFO 0:00:13.407689s elapsed
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+
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+ 2024-03-23 17:40:49 INFO Epoch 80 / 5000:
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+ 2024-03-23 17:41:00 INFO lr: 4.9200e-05 - loss: 0.0004 - UP: 95.95% UR: 91.91% UF: 93.88% P: 95.94% R: 91.90% F: 93.87%
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+ 2024-03-23 17:41:01 INFO dev: loss: nan - UP: 53.92% UR: 34.66% UF: 42.19% P: 51.89% R: 33.35% F: 40.61%
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+ 2024-03-23 17:41:03 INFO test: loss: nan - UP: 56.03% UR: 36.23% UF: 44.01% P: 53.38% R: 34.52% F: 41.93%
547
+ 2024-03-23 17:41:03 INFO 0:00:13.566855s elapsed
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+ 2024-03-23 17:41:13 INFO lr: 4.9190e-05 - loss: 0.0002 - UP: 96.06% UR: 93.36% UF: 94.69% P: 96.06% R: 93.36% F: 94.69%
551
+ 2024-03-23 17:41:15 INFO dev: loss: nan - UP: 54.93% UR: 35.99% UF: 43.49% P: 52.62% R: 34.48% F: 41.66%
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+ 2024-03-23 17:41:16 INFO test: loss: nan - UP: 56.43% UR: 37.52% UF: 45.08% P: 53.70% R: 35.71% F: 42.89%
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+ 2024-03-23 17:41:16 INFO 0:00:13.481434s elapsed
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+ 2024-03-23 17:41:27 INFO lr: 4.9180e-05 - loss: 0.0012 - UP: 96.15% UR: 93.24% UF: 94.67% P: 96.15% R: 93.24% F: 94.67%
557
+ 2024-03-23 17:41:28 INFO dev: loss: nan - UP: 55.62% UR: 34.57% UF: 42.64% P: 53.66% R: 33.35% F: 41.14%
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+ 2024-03-23 17:41:30 INFO test: loss: nan - UP: 56.57% UR: 35.03% UF: 43.27% P: 53.77% R: 33.30% F: 41.13%
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+ 2024-03-23 17:41:30 INFO 0:00:13.450209s elapsed
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+ 2024-03-23 17:41:41 INFO dev: loss: nan - UP: 55.34% UR: 36.66% UF: 44.10% P: 53.00% R: 35.11% F: 42.24%
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+ 2024-03-23 17:41:43 INFO test: loss: nan - UP: 56.94% UR: 36.66% UF: 44.60% P: 54.02% R: 34.78% F: 42.31%
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+ 2024-03-23 17:41:43 INFO 0:00:13.365755s elapsed
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+ 2024-03-23 17:41:54 INFO lr: 4.9160e-05 - loss: 0.0023 - UP: 95.19% UR: 92.56% UF: 93.86% P: 95.08% R: 92.45% F: 93.75%
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+ 2024-03-23 17:41:55 INFO dev: loss: nan - UP: 55.75% UR: 33.72% UF: 42.02% P: 53.64% R: 32.44% F: 40.43%
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+ 2024-03-23 17:41:56 INFO test: loss: nan - UP: 56.48% UR: 33.89% UF: 42.36% P: 53.84% R: 32.31% F: 40.38%
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+ 2024-03-23 17:41:56 INFO 0:00:13.298440s elapsed
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+ 2024-03-23 17:42:07 INFO lr: 4.9150e-05 - loss: 0.0061 - UP: 91.65% UR: 88.77% UF: 90.19% P: 91.26% R: 88.39% F: 89.80%
575
+ 2024-03-23 17:42:08 INFO dev: loss: nan - UP: 48.59% UR: 32.32% UF: 38.82% P: 46.17% R: 30.71% F: 36.89%
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+ 2024-03-23 17:42:10 INFO test: loss: nan - UP: 49.35% UR: 32.90% UF: 39.48% P: 46.69% R: 31.12% F: 37.35%
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+ 2024-03-23 17:42:10 INFO 0:00:13.305252s elapsed
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+ 2024-03-23 17:42:20 INFO lr: 4.9140e-05 - loss: 0.0018 - UP: 82.04% UR: 71.17% UF: 76.22% P: 81.46% R: 70.67% F: 75.68%
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+ 2024-03-23 17:42:21 INFO dev: loss: nan - UP: 52.85% UR: 30.44% UF: 38.63% P: 50.74% R: 29.23% F: 37.09%
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+ 2024-03-23 17:42:23 INFO test: loss: nan - UP: 48.67% UR: 28.95% UF: 36.30% P: 46.79% R: 27.83% F: 34.90%
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+ 2024-03-23 17:42:23 INFO 0:00:13.354530s elapsed
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+ 2024-03-23 17:42:34 INFO lr: 4.9130e-05 - loss: 0.0096 - UP: 85.85% UR: 68.26% UF: 76.05% P: 85.75% R: 68.17% F: 75.96%
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+ 2024-03-23 17:42:35 INFO dev: loss: nan - UP: 55.24% UR: 16.63% UF: 25.57% P: 51.51% R: 15.51% F: 23.84%
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+ 2024-03-23 17:42:36 INFO test: loss: nan - UP: 57.07% UR: 18.51% UF: 27.95% P: 54.07% R: 17.54% F: 26.48%
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+ 2024-03-23 17:42:36 INFO 0:00:13.327131s elapsed
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+ 2024-03-23 17:42:47 INFO lr: 4.9120e-05 - loss: 0.0066 - UP: 72.14% UR: 48.56% UF: 58.04% P: 71.38% R: 48.05% F: 57.44%
593
+ 2024-03-23 17:42:48 INFO dev: loss: nan - UP: 42.85% UR: 28.29% UF: 34.08% P: 41.47% R: 27.37% F: 32.98%
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+ 2024-03-23 17:42:50 INFO test: loss: nan - UP: 44.61% UR: 29.28% UF: 35.36% P: 43.32% R: 28.44% F: 34.34%
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+ 2024-03-23 17:42:50 INFO 0:00:13.348134s elapsed
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+ 2024-03-23 17:43:00 INFO lr: 4.9110e-05 - loss: 0.0027 - UP: 80.21% UR: 52.38% UF: 63.37% P: 79.89% R: 52.17% F: 63.12%
599
+ 2024-03-23 17:43:01 INFO dev: loss: nan - UP: 45.95% UR: 34.60% UF: 39.47% P: 43.93% R: 33.08% F: 37.74%
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+ 2024-03-23 17:43:03 INFO test: loss: nan - UP: 46.01% UR: 33.15% UF: 38.54% P: 43.61% R: 31.42% F: 36.52%
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+ 2024-03-23 17:43:03 INFO 0:00:13.335872s elapsed
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+ 2024-03-23 17:43:14 INFO lr: 4.9100e-05 - loss: 0.0019 - UP: 84.63% UR: 69.33% UF: 76.22% P: 84.51% R: 69.23% F: 76.11%
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+ 2024-03-23 17:43:15 INFO dev: loss: nan - UP: 54.41% UR: 31.08% UF: 39.56% P: 53.19% R: 30.38% F: 38.67%
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+ 2024-03-23 17:43:16 INFO test: loss: nan - UP: 55.73% UR: 29.60% UF: 38.66% P: 53.50% R: 28.42% F: 37.12%
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+ 2024-03-23 17:43:16 INFO 0:00:13.366656s elapsed
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+
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+ 2024-03-23 17:43:25 INFO Epoch 60 saved
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+ 2024-03-23 17:43:25 INFO dev: UP: 53.38% UR: 38.36% UF: 44.64% P: 51.27% R: 36.84% F: 42.87%
611
+ 2024-03-23 17:43:25 INFO test: UP: 53.32% UR: 38.56% UF: 44.75% P: 50.92% R: 36.83% F: 42.74%
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+ 2024-03-23 17:43:25 INFO 0:19:52.164156s elapsed, 0:00:13.246268s/epoch
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1
+ 2024-03-23 17:06:08 INFO
2
+ ---------------------+-------------------------------
3
+ Param | Value
4
+ ---------------------+-------------------------------
5
+ lr | 5e-05
6
+ mu | 0.9
7
+ nu | 0.999
8
+ eps | 1e-06
9
+ weight_decay | 0.0
10
+ lr_rate | 1
11
+ patience | 30
12
+ update-steps | 1
13
+ warmup | 0.0
14
+ batch_size | 3000
15
+ update_steps | 1
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+ mode | train
17
+ path | /home/marvin/structured-sentiment-analysis-bis/models/mpqa/sdp_byKNNi6_asc/80/model_vi_mpqa_xlm_9
18
+ device | 0
19
+ seed | 1
20
+ threads | 16
21
+ local_rank | -1
22
+ feat | None
23
+ build | True
24
+ checkpoint | False
25
+ encoder | bert
26
+ max_len | None
27
+ buckets | 32
28
+ train | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/mpqa/head_final/sdp_byKNNi6_asc/80/train.conllu
29
+ dev | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/mpqa/head_final/sdp_byKNNi6_asc/80/dev.conllu
30
+ test | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/mpqa/head_final/sdp/test.conllu
31
+ embed | data/glove.6B.100d.txt
32
+ unk | unk
33
+ n_embed | 100
34
+ n_embed_proj | 125
35
+ bert | xlm-roberta-base
36
+ inference | mfvi
37
+ ---------------------+-------------------------------
38
+
39
+ 2024-03-23 17:06:08 INFO Building the fields
40
+ 2024-03-23 17:06:10 INFO CoNLL(
41
+ (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
42
+ (labels): ChartField()
43
+ )
44
+ 2024-03-23 17:06:10 INFO Building the model
45
+ 2024-03-23 17:06:12 INFO VISemanticDependencyModel(
46
+ (encoder): TransformerEmbedding(xlm-roberta-base, n_layers=4, n_out=768, stride=256, pooling=mean, pad_index=1, requires_grad=True)
47
+ (encoder_dropout): Dropout(p=0.33, inplace=False)
48
+ (edge_mlp_d): MLP(n_in=768, n_out=600, dropout=0.25)
49
+ (edge_mlp_h): MLP(n_in=768, n_out=600, dropout=0.25)
50
+ (label_mlp_d): MLP(n_in=768, n_out=600, dropout=0.33)
51
+ (label_mlp_h): MLP(n_in=768, n_out=600, dropout=0.33)
52
+ (edge_attn): Biaffine(n_in=600, bias_x=True, bias_y=True)
53
+ (label_attn): Biaffine(n_in=600, n_out=5, bias_x=True, bias_y=True)
54
+ (criterion): CrossEntropyLoss()
55
+ (pair_mlp_d): MLP(n_in=768, n_out=150, dropout=0.25)
56
+ (pair_mlp_h): MLP(n_in=768, n_out=150, dropout=0.25)
57
+ (pair_mlp_g): MLP(n_in=768, n_out=150, dropout=0.25)
58
+ (sib_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
59
+ (cop_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
60
+ (grd_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
61
+ (inference): SemanticDependencyMFVI(max_iter=3)
62
+ )
63
+
64
+ 2024-03-23 17:06:13 INFO Loading the data
65
+ 2024-03-23 17:06:21 INFO
66
+ train: Dataset(n_sentences=4697, n_batches=51, n_buckets=32)
67
+ dev: Dataset(n_sentences=1649, n_batches=33, n_buckets=32)
68
+ test: Dataset(n_sentences=2112, n_batches=34, n_buckets=32)
69
+
70
+ 2024-03-23 17:06:21 INFO Epoch 1 / 5000:
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+ 2024-03-23 17:06:32 INFO lr: 4.9990e-05 - loss: 0.0761 - UP: 0.42% UR: 4.03% UF: 0.76% P: 0.03% R: 0.27% F: 0.05%
72
+ 2024-03-23 17:06:33 INFO dev: loss: nan - UP: 33.33% UR: 0.18% UF: 0.36% P: 22.22% R: 0.12% F: 0.24%
73
+ 2024-03-23 17:06:35 INFO test: loss: nan - UP: 46.15% UR: 0.13% UF: 0.25% P: 7.69% R: 0.02% F: 0.04%
74
+ 2024-03-23 17:06:39 INFO 0:00:13.863884s elapsed (saved)
75
+
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+ 2024-03-23 17:06:50 INFO lr: 4.9980e-05 - loss: 0.0529 - UP: 24.54% UR: 0.87% UF: 1.67% P: 23.76% R: 0.84% F: 1.62%
78
+ 2024-03-23 17:06:51 INFO dev: loss: nan - UP: 43.33% UR: 1.97% UF: 3.77% P: 34.67% R: 1.58% F: 3.02%
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+ 2024-03-23 17:06:52 INFO test: loss: nan - UP: 45.96% UR: 2.64% UF: 5.00% P: 34.56% R: 1.99% F: 3.76%
80
+ 2024-03-23 17:06:59 INFO 0:00:13.230222s elapsed (saved)
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+
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+ 2024-03-23 17:06:59 INFO Epoch 3 / 5000:
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+ 2024-03-23 17:07:10 INFO lr: 4.9970e-05 - loss: 0.0308 - UP: 23.89% UR: 1.24% UF: 2.36% P: 20.35% R: 1.06% F: 2.01%
84
+ 2024-03-23 17:07:11 INFO dev: loss: nan - UP: 57.31% UR: 2.97% UF: 5.65% P: 49.71% R: 2.58% F: 4.90%
85
+ 2024-03-23 17:07:13 INFO test: loss: nan - UP: 60.73% UR: 3.17% UF: 6.02% P: 44.94% R: 2.35% F: 4.46%
86
+ 2024-03-23 17:07:19 INFO 0:00:13.207292s elapsed (saved)
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+
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+ 2024-03-23 17:07:19 INFO Epoch 4 / 5000:
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+ 2024-03-23 17:07:30 INFO lr: 4.9960e-05 - loss: 0.0352 - UP: 44.33% UR: 4.03% UF: 7.39% P: 41.19% R: 3.75% F: 6.87%
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+ 2024-03-23 17:07:31 INFO dev: loss: nan - UP: 58.86% UR: 3.13% UF: 5.94% P: 57.14% R: 3.03% F: 5.76%
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+ 2024-03-23 17:07:33 INFO test: loss: nan - UP: 55.94% UR: 3.78% UF: 7.08% P: 48.12% R: 3.25% F: 6.10%
92
+ 2024-03-23 17:07:39 INFO 0:00:13.214832s elapsed (saved)
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+
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+ 2024-03-23 17:07:39 INFO Epoch 5 / 5000:
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+ 2024-03-23 17:07:50 INFO lr: 4.9950e-05 - loss: 0.0102 - UP: 52.34% UR: 6.38% UF: 11.37% P: 50.53% R: 6.16% F: 10.98%
96
+ 2024-03-23 17:07:51 INFO dev: loss: nan - UP: 50.20% UR: 7.74% UF: 13.41% P: 49.21% R: 7.59% F: 13.15%
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+ 2024-03-23 17:07:53 INFO test: loss: nan - UP: 54.84% UR: 9.70% UF: 16.48% P: 51.02% R: 9.02% F: 15.33%
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+ 2024-03-23 17:08:59 INFO dev: loss: nan - UP: 62.95% UR: 12.84% UF: 21.33% P: 59.67% R: 12.17% F: 20.22%
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+ 2024-03-23 17:09:40 INFO dev: loss: nan - UP: 60.50% UR: 23.43% UF: 33.78% P: 58.54% R: 22.67% F: 32.68%
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+ 2024-03-23 17:09:59 INFO lr: 4.9870e-05 - loss: 0.0037 - UP: 72.85% UR: 34.50% UF: 46.82% P: 72.75% R: 34.45% F: 46.76%
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+ 2024-03-23 17:10:19 INFO lr: 4.9860e-05 - loss: 0.0045 - UP: 73.46% UR: 38.21% UF: 50.27% P: 73.33% R: 38.14% F: 50.18%
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+ 2024-03-23 17:10:32 INFO lr: 4.9850e-05 - loss: 0.0073 - UP: 73.75% UR: 39.35% UF: 51.31% P: 73.57% R: 39.25% F: 51.19%
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+ 2024-03-23 17:10:47 INFO lr: 4.9840e-05 - loss: 0.0108 - UP: 77.05% UR: 44.77% UF: 56.63% P: 77.00% R: 44.74% F: 56.60%
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+ 2024-03-23 17:11:01 INFO lr: 4.9830e-05 - loss: 0.0059 - UP: 79.90% UR: 49.52% UF: 61.14% P: 79.89% R: 49.51% F: 61.13%
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+ 2024-03-23 17:11:02 INFO dev: loss: nan - UP: 60.17% UR: 26.49% UF: 36.79% P: 58.65% R: 25.83% F: 35.86%
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+ 2024-03-23 17:11:15 INFO lr: 4.9820e-05 - loss: 0.0049 - UP: 79.25% UR: 53.90% UF: 64.16% P: 79.19% R: 53.85% F: 64.11%
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+ 2024-03-23 17:11:18 INFO 0:00:13.976918s elapsed
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+ 2024-03-23 17:11:29 INFO lr: 4.9810e-05 - loss: 0.0053 - UP: 79.60% UR: 57.14% UF: 66.52% P: 79.46% R: 57.04% F: 66.41%
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+ 2024-03-23 17:11:30 INFO dev: loss: nan - UP: 59.62% UR: 17.97% UF: 27.61% P: 56.09% R: 16.90% F: 25.98%
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+ 2024-03-23 17:11:32 INFO test: loss: nan - UP: 60.88% UR: 18.91% UF: 28.86% P: 56.67% R: 17.60% F: 26.86%
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+ 2024-03-23 17:11:43 INFO lr: 4.9800e-05 - loss: 0.0061 - UP: 79.45% UR: 53.64% UF: 64.04% P: 79.32% R: 53.55% F: 63.93%
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+ 2024-03-23 17:11:44 INFO dev: loss: nan - UP: 52.10% UR: 36.12% UF: 42.66% P: 50.35% R: 34.90% F: 41.23%
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+ 2024-03-23 17:11:46 INFO test: loss: nan - UP: 45.80% UR: 32.79% UF: 38.22% P: 43.55% R: 31.19% F: 36.35%
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+ 2024-03-23 17:11:52 INFO 0:00:13.897501s elapsed (saved)
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+ 2024-03-23 17:12:03 INFO lr: 4.9790e-05 - loss: 0.0095 - UP: 81.65% UR: 57.40% UF: 67.41% P: 81.49% R: 57.29% F: 67.28%
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+ 2024-03-23 17:12:04 INFO dev: loss: nan - UP: 59.08% UR: 28.74% UF: 38.67% P: 56.14% R: 27.31% F: 36.75%
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+ 2024-03-23 17:12:06 INFO test: loss: nan - UP: 54.34% UR: 27.53% UF: 36.54% P: 50.29% R: 25.48% F: 33.82%
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+ 2024-03-23 17:12:06 INFO 0:00:13.241453s elapsed
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+ 2024-03-23 17:12:16 INFO lr: 4.9780e-05 - loss: 0.0047 - UP: 71.32% UR: 40.28% UF: 51.48% P: 70.89% R: 40.04% F: 51.17%
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+ 2024-03-23 17:12:19 INFO test: loss: nan - UP: 49.24% UR: 25.29% UF: 33.42% P: 46.89% R: 24.09% F: 31.83%
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+ 2024-03-23 17:12:19 INFO 0:00:13.427967s elapsed
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+ 2024-03-23 17:12:30 INFO lr: 4.9770e-05 - loss: 0.0081 - UP: 77.71% UR: 50.58% UF: 61.27% P: 77.50% R: 50.44% F: 61.11%
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+ 2024-03-23 17:12:31 INFO dev: loss: nan - UP: 64.65% UR: 23.64% UF: 34.62% P: 62.49% R: 22.85% F: 33.47%
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+ 2024-03-23 17:12:33 INFO test: loss: nan - UP: 58.01% UR: 21.49% UF: 31.36% P: 55.73% R: 20.64% F: 30.13%
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+ 2024-03-23 17:12:33 INFO 0:00:14.120883s elapsed
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+ 2024-03-23 17:12:44 INFO lr: 4.9760e-05 - loss: 0.0078 - UP: 78.21% UR: 47.10% UF: 58.79% P: 77.87% R: 46.89% F: 58.54%
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+ 2024-03-23 17:12:46 INFO dev: loss: nan - UP: 49.93% UR: 33.11% UF: 39.82% P: 47.51% R: 31.50% F: 37.88%
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+ 2024-03-23 17:12:47 INFO test: loss: nan - UP: 43.77% UR: 30.51% UF: 35.96% P: 41.13% R: 28.67% F: 33.79%
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+ 2024-03-23 17:12:47 INFO 0:00:14.260881s elapsed
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+ 2024-03-23 17:12:58 INFO lr: 4.9750e-05 - loss: 0.0043 - UP: 81.60% UR: 56.08% UF: 66.47% P: 81.32% R: 55.89% F: 66.24%
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+ 2024-03-23 17:13:00 INFO dev: loss: nan - UP: 60.24% UR: 24.55% UF: 34.89% P: 57.56% R: 23.46% F: 33.33%
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+ 2024-03-23 17:13:01 INFO test: loss: nan - UP: 56.43% UR: 23.37% UF: 33.05% P: 53.78% R: 22.27% F: 31.50%
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+ 2024-03-23 17:13:01 INFO 0:00:13.954374s elapsed
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+ 2024-03-23 17:13:12 INFO lr: 4.9740e-05 - loss: 0.0043 - UP: 82.38% UR: 60.93% UF: 70.05% P: 82.33% R: 60.89% F: 70.01%
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+ 2024-03-23 17:13:14 INFO dev: loss: nan - UP: 61.12% UR: 27.19% UF: 37.64% P: 58.87% R: 26.19% F: 36.25%
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+ 2024-03-23 17:13:15 INFO test: loss: nan - UP: 55.50% UR: 23.87% UF: 33.39% P: 52.75% R: 22.69% F: 31.73%
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+ 2024-03-23 17:13:15 INFO 0:00:13.856168s elapsed
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+ 2024-03-23 17:13:26 INFO lr: 4.9730e-05 - loss: 0.0031 - UP: 85.75% UR: 66.74% UF: 75.06% P: 85.74% R: 66.73% F: 75.05%
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+ 2024-03-23 17:13:27 INFO dev: loss: nan - UP: 53.90% UR: 37.54% UF: 44.26% P: 52.42% R: 36.51% F: 43.04%
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+ 2024-03-23 17:13:29 INFO test: loss: nan - UP: 50.11% UR: 34.80% UF: 41.07% P: 48.07% R: 33.38% F: 39.40%
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+ 2024-03-23 17:13:35 INFO 0:00:13.809905s elapsed (saved)
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+ 2024-03-23 17:13:46 INFO lr: 4.9720e-05 - loss: 0.0020 - UP: 86.29% UR: 69.30% UF: 76.87% P: 86.26% R: 69.27% F: 76.84%
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+ 2024-03-23 17:13:47 INFO dev: loss: nan - UP: 56.77% UR: 34.11% UF: 42.62% P: 54.70% R: 32.87% F: 41.06%
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+ 2024-03-23 17:13:49 INFO test: loss: nan - UP: 53.01% UR: 31.04% UF: 39.15% P: 50.70% R: 29.69% F: 37.45%
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+ 2024-03-23 17:13:49 INFO 0:00:13.202756s elapsed
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+ 2024-03-23 17:13:59 INFO lr: 4.9710e-05 - loss: 0.0030 - UP: 86.99% UR: 69.76% UF: 77.43% P: 86.98% R: 69.75% F: 77.42%
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+ 2024-03-23 17:14:01 INFO dev: loss: nan - UP: 50.65% UR: 46.43% UF: 48.45% P: 48.86% R: 44.80% F: 46.74%
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+ 2024-03-23 17:14:02 INFO test: loss: nan - UP: 43.56% UR: 39.74% UF: 41.56% P: 41.85% R: 38.18% F: 39.93%
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+ 2024-03-23 17:14:09 INFO 0:00:13.439788s elapsed (saved)
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+ 2024-03-23 17:14:20 INFO lr: 4.9700e-05 - loss: 0.0030 - UP: 87.31% UR: 74.05% UF: 80.13% P: 87.30% R: 74.04% F: 80.12%
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+ 2024-03-23 17:14:21 INFO dev: loss: nan - UP: 56.64% UR: 40.15% UF: 46.99% P: 54.75% R: 38.82% F: 45.43%
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+ 2024-03-23 17:14:22 INFO test: loss: nan - UP: 49.88% UR: 34.90% UF: 41.07% P: 47.92% R: 33.53% F: 39.45%
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+ 2024-03-23 17:14:33 INFO lr: 4.9690e-05 - loss: 0.0039 - UP: 89.00% UR: 76.91% UF: 82.51% P: 89.00% R: 76.91% F: 82.51%
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+ 2024-03-23 17:14:34 INFO dev: loss: nan - UP: 58.05% UR: 35.24% UF: 43.85% P: 56.20% R: 34.11% F: 42.46%
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+ 2024-03-23 17:14:36 INFO test: loss: nan - UP: 52.79% UR: 31.82% UF: 39.70% P: 50.65% R: 30.53% F: 38.10%
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+ 2024-03-23 17:14:36 INFO 0:00:13.650468s elapsed
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+ 2024-03-23 17:14:47 INFO lr: 4.9680e-05 - loss: 0.0011 - UP: 88.93% UR: 77.89% UF: 83.04% P: 88.93% R: 77.89% F: 83.04%
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+ 2024-03-23 17:14:49 INFO dev: loss: nan - UP: 55.98% UR: 35.20% UF: 43.23% P: 54.05% R: 33.99% F: 41.74%
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+ 2024-03-23 17:14:50 INFO test: loss: nan - UP: 50.21% UR: 32.50% UF: 39.46% P: 47.99% R: 31.06% F: 37.71%
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+ 2024-03-23 17:15:01 INFO lr: 4.9670e-05 - loss: 0.0025 - UP: 89.37% UR: 77.44% UF: 82.98% P: 89.36% R: 77.43% F: 82.97%
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+ 2024-03-23 17:15:03 INFO dev: loss: nan - UP: 57.41% UR: 35.14% UF: 43.60% P: 55.28% R: 33.84% F: 41.98%
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+ 2024-03-23 17:15:04 INFO test: loss: nan - UP: 50.99% UR: 31.71% UF: 39.10% P: 48.68% R: 30.28% F: 37.33%
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+ 2024-03-23 17:15:15 INFO lr: 4.9660e-05 - loss: 0.0017 - UP: 90.25% UR: 80.31% UF: 84.99% P: 90.24% R: 80.30% F: 84.98%
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+ 2024-03-23 17:15:17 INFO dev: loss: nan - UP: 58.18% UR: 34.96% UF: 43.68% P: 56.16% R: 33.75% F: 42.16%
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+ 2024-03-23 17:15:18 INFO test: loss: nan - UP: 51.61% UR: 31.25% UF: 38.93% P: 48.95% R: 29.64% F: 36.93%
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+ 2024-03-23 17:15:29 INFO lr: 4.9650e-05 - loss: 0.0014 - UP: 91.00% UR: 80.98% UF: 85.70% P: 90.98% R: 80.96% F: 85.68%
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+ 2024-03-23 17:15:31 INFO dev: loss: nan - UP: 58.34% UR: 35.66% UF: 44.26% P: 56.60% R: 34.60% F: 42.95%
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+ 2024-03-23 17:15:32 INFO test: loss: nan - UP: 52.26% UR: 31.33% UF: 39.18% P: 50.18% R: 30.09% F: 37.62%
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+ 2024-03-23 17:15:43 INFO lr: 4.9640e-05 - loss: 0.0014 - UP: 90.92% UR: 81.22% UF: 85.80% P: 90.92% R: 81.22% F: 85.80%
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+ 2024-03-23 17:15:45 INFO dev: loss: nan - UP: 56.98% UR: 38.79% UF: 46.15% P: 55.10% R: 37.51% F: 44.64%
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+ 2024-03-23 17:15:46 INFO test: loss: nan - UP: 53.01% UR: 34.46% UF: 41.77% P: 50.76% R: 33.00% F: 40.00%
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+ 2024-03-23 17:16:00 INFO test: loss: nan - UP: 38.49% UR: 39.24% UF: 38.86% P: 36.48% R: 37.19% F: 36.83%
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+ 2024-03-23 17:16:12 INFO dev: loss: nan - UP: 59.76% UR: 31.23% UF: 41.02% P: 56.21% R: 29.38% F: 38.59%
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+ 2024-03-23 17:16:14 INFO test: loss: nan - UP: 53.69% UR: 27.80% UF: 36.64% P: 50.80% R: 26.30% F: 34.66%
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+ 2024-03-23 17:16:26 INFO dev: loss: nan - UP: 45.63% UR: 42.79% UF: 44.17% P: 43.24% R: 40.55% F: 41.85%
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+ 2024-03-23 17:16:27 INFO test: loss: nan - UP: 38.49% UR: 34.90% UF: 36.61% P: 36.46% R: 33.07% F: 34.68%
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+ 2024-03-23 17:16:39 INFO dev: loss: nan - UP: 52.75% UR: 38.12% UF: 44.26% P: 50.57% R: 36.54% F: 42.42%
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+ 2024-03-23 17:16:41 INFO test: loss: nan - UP: 47.90% UR: 32.60% UF: 38.80% P: 45.70% R: 31.10% F: 37.01%
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+ 2024-03-23 17:16:52 INFO lr: 4.9590e-05 - loss: 0.0019 - UP: 83.40% UR: 69.16% UF: 75.61% P: 83.20% R: 68.99% F: 75.43%
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+ 2024-03-23 17:16:53 INFO dev: loss: nan - UP: 63.68% UR: 30.23% UF: 41.00% P: 62.15% R: 29.50% F: 40.01%
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+ 2024-03-23 17:16:55 INFO test: loss: nan - UP: 56.40% UR: 25.78% UF: 35.38% P: 54.46% R: 24.89% F: 34.16%
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+ 2024-03-23 17:17:07 INFO dev: loss: nan - UP: 53.17% UR: 43.07% UF: 47.59% P: 50.77% R: 41.12% F: 45.44%
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+ 2024-03-23 17:17:08 INFO test: loss: nan - UP: 46.54% UR: 37.52% UF: 41.55% P: 44.08% R: 35.54% F: 39.35%
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+ 2024-03-23 17:17:19 INFO lr: 4.9570e-05 - loss: 0.0084 - UP: 90.50% UR: 80.94% UF: 85.45% P: 90.44% R: 80.88% F: 85.40%
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+ 2024-03-23 17:17:21 INFO dev: loss: nan - UP: 60.63% UR: 35.75% UF: 44.98% P: 58.57% R: 34.54% F: 43.45%
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+ 2024-03-23 17:17:22 INFO test: loss: nan - UP: 52.92% UR: 31.80% UF: 39.73% P: 50.21% R: 30.17% F: 37.69%
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+ 2024-03-23 17:17:33 INFO lr: 4.9560e-05 - loss: 0.0011 - UP: 90.32% UR: 82.00% UF: 85.96% P: 90.27% R: 81.95% F: 85.91%
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+ 2024-03-23 17:17:34 INFO dev: loss: nan - UP: 55.33% UR: 41.46% UF: 47.40% P: 53.46% R: 40.06% F: 45.80%
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+ 2024-03-23 17:17:36 INFO test: loss: nan - UP: 49.08% UR: 37.27% UF: 42.37% P: 46.94% R: 35.64% F: 40.52%
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+ 2024-03-23 17:17:47 INFO lr: 4.9550e-05 - loss: 0.0093 - UP: 91.40% UR: 81.99% UF: 86.44% P: 91.33% R: 81.92% F: 86.37%
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+ 2024-03-23 17:17:48 INFO dev: loss: nan - UP: 58.01% UR: 35.72% UF: 44.21% P: 56.33% R: 34.69% F: 42.94%
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+ 2024-03-23 17:17:50 INFO test: loss: nan - UP: 52.42% UR: 33.00% UF: 40.50% P: 50.20% R: 31.61% F: 38.79%
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+ 2024-03-23 17:18:02 INFO dev: loss: nan - UP: 52.76% UR: 38.33% UF: 44.40% P: 50.75% R: 36.87% F: 42.71%
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+ 2024-03-23 17:18:04 INFO test: loss: nan - UP: 45.36% UR: 33.89% UF: 38.80% P: 43.33% R: 32.37% F: 37.05%
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+ 2024-03-23 17:18:15 INFO lr: 4.9530e-05 - loss: 0.0047 - UP: 83.83% UR: 66.99% UF: 74.47% P: 83.33% R: 66.59% F: 74.03%
348
+ 2024-03-23 17:18:16 INFO dev: loss: nan - UP: 58.63% UR: 34.96% UF: 43.80% P: 55.98% R: 33.38% F: 41.83%
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+ 2024-03-23 17:18:18 INFO test: loss: nan - UP: 54.87% UR: 33.30% UF: 41.45% P: 52.33% R: 31.76% F: 39.53%
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+ 2024-03-23 17:18:18 INFO 0:00:14.206068s elapsed
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+ 2024-03-23 17:18:29 INFO lr: 4.9520e-05 - loss: 0.0011 - UP: 87.91% UR: 76.67% UF: 81.90% P: 87.75% R: 76.53% F: 81.76%
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+ 2024-03-23 17:18:31 INFO dev: loss: nan - UP: 45.15% UR: 46.31% UF: 45.72% P: 42.25% R: 43.34% F: 42.79%
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+ 2024-03-23 17:18:32 INFO test: loss: nan - UP: 39.81% UR: 40.55% UF: 40.18% P: 37.24% R: 37.93% F: 37.58%
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+ 2024-03-23 17:18:32 INFO 0:00:14.582873s elapsed
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+ 2024-03-23 17:18:43 INFO lr: 4.9510e-05 - loss: 0.0038 - UP: 83.04% UR: 68.74% UF: 75.22% P: 82.78% R: 68.52% F: 74.98%
360
+ 2024-03-23 17:18:45 INFO dev: loss: nan - UP: 57.10% UR: 35.87% UF: 44.06% P: 54.88% R: 34.48% F: 42.35%
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+ 2024-03-23 17:18:46 INFO test: loss: nan - UP: 52.01% UR: 32.26% UF: 39.82% P: 49.63% R: 30.78% F: 38.00%
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+ 2024-03-23 17:18:46 INFO 0:00:13.774130s elapsed
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+ 2024-03-23 17:18:57 INFO lr: 4.9500e-05 - loss: 0.0048 - UP: 84.08% UR: 69.57% UF: 76.14% P: 83.94% R: 69.45% F: 76.01%
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+ 2024-03-23 17:18:58 INFO dev: loss: nan - UP: 51.48% UR: 35.90% UF: 42.30% P: 49.17% R: 34.29% F: 40.41%
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+ 2024-03-23 17:19:00 INFO test: loss: nan - UP: 48.23% UR: 34.29% UF: 40.08% P: 46.60% R: 33.13% F: 38.73%
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+ 2024-03-23 17:19:00 INFO 0:00:13.763227s elapsed
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+ 2024-03-23 17:19:11 INFO lr: 4.9490e-05 - loss: 0.0007 - UP: 87.05% UR: 75.57% UF: 80.90% P: 86.95% R: 75.49% F: 80.82%
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+ 2024-03-23 17:19:12 INFO dev: loss: nan - UP: 61.50% UR: 28.80% UF: 39.23% P: 58.26% R: 27.28% F: 37.16%
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+ 2024-03-23 17:19:14 INFO test: loss: nan - UP: 58.18% UR: 28.40% UF: 38.17% P: 55.76% R: 27.21% F: 36.58%
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+ 2024-03-23 17:19:14 INFO 0:00:13.722681s elapsed
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+ 2024-03-23 17:19:25 INFO lr: 4.9480e-05 - loss: 0.0015 - UP: 90.63% UR: 80.67% UF: 85.36% P: 90.58% R: 80.63% F: 85.31%
378
+ 2024-03-23 17:19:26 INFO dev: loss: nan - UP: 53.85% UR: 40.12% UF: 45.98% P: 51.49% R: 38.36% F: 43.97%
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+ 2024-03-23 17:19:27 INFO test: loss: nan - UP: 50.94% UR: 37.21% UF: 43.00% P: 48.42% R: 35.37% F: 40.88%
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+ 2024-03-23 17:19:27 INFO 0:00:13.753949s elapsed
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+ 2024-03-23 17:19:38 INFO lr: 4.9470e-05 - loss: 0.0027 - UP: 91.85% UR: 83.84% UF: 87.66% P: 91.85% R: 83.84% F: 87.66%
384
+ 2024-03-23 17:19:40 INFO dev: loss: nan - UP: 53.72% UR: 41.43% UF: 46.78% P: 51.20% R: 39.48% F: 44.59%
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+ 2024-03-23 17:19:41 INFO test: loss: nan - UP: 49.84% UR: 38.31% UF: 43.32% P: 47.72% R: 36.68% F: 41.48%
386
+ 2024-03-23 17:19:41 INFO 0:00:13.773433s elapsed
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+ 2024-03-23 17:19:52 INFO lr: 4.9460e-05 - loss: 0.0009 - UP: 92.35% UR: 86.16% UF: 89.15% P: 92.34% R: 86.15% F: 89.14%
390
+ 2024-03-23 17:19:53 INFO dev: loss: nan - UP: 56.67% UR: 41.40% UF: 47.84% P: 54.63% R: 39.91% F: 46.12%
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+ 2024-03-23 17:19:55 INFO test: loss: nan - UP: 50.21% UR: 37.40% UF: 42.87% P: 48.43% R: 36.07% F: 41.34%
392
+ 2024-03-23 17:19:55 INFO 0:00:13.821332s elapsed
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+ 2024-03-23 17:20:06 INFO lr: 4.9450e-05 - loss: 0.0025 - UP: 92.09% UR: 86.51% UF: 89.21% P: 92.08% R: 86.50% F: 89.20%
396
+ 2024-03-23 17:20:07 INFO dev: loss: nan - UP: 56.77% UR: 39.94% UF: 46.89% P: 54.44% R: 38.30% F: 44.97%
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+ 2024-03-23 17:20:09 INFO test: loss: nan - UP: 53.40% UR: 38.16% UF: 44.51% P: 51.15% R: 36.55% F: 42.64%
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+ 2024-03-23 17:20:09 INFO 0:00:13.828711s elapsed
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+ 2024-03-23 17:20:20 INFO lr: 4.9440e-05 - loss: 0.0003 - UP: 93.57% UR: 86.62% UF: 89.96% P: 93.53% R: 86.58% F: 89.92%
402
+ 2024-03-23 17:20:21 INFO dev: loss: nan - UP: 53.37% UR: 42.06% UF: 47.05% P: 51.17% R: 40.33% F: 45.11%
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+ 2024-03-23 17:20:23 INFO test: loss: nan - UP: 48.07% UR: 38.66% UF: 42.86% P: 46.07% R: 37.06% F: 41.08%
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+ 2024-03-23 17:20:23 INFO 0:00:13.856894s elapsed
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+ 2024-03-23 17:20:34 INFO lr: 4.9430e-05 - loss: 0.0010 - UP: 93.90% UR: 88.25% UF: 90.99% P: 93.88% R: 88.23% F: 90.97%
408
+ 2024-03-23 17:20:35 INFO dev: loss: nan - UP: 56.39% UR: 41.09% UF: 47.54% P: 53.89% R: 39.27% F: 45.44%
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+ 2024-03-23 17:20:37 INFO test: loss: nan - UP: 48.82% UR: 38.18% UF: 42.85% P: 46.93% R: 36.70% F: 41.19%
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+ 2024-03-23 17:20:37 INFO 0:00:14.141014s elapsed
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+ 2024-03-23 17:20:37 INFO Epoch 58 / 5000:
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+ 2024-03-23 17:20:48 INFO lr: 4.9420e-05 - loss: 0.0010 - UP: 94.09% UR: 88.90% UF: 91.42% P: 94.09% R: 88.90% F: 91.42%
414
+ 2024-03-23 17:20:49 INFO dev: loss: nan - UP: 56.54% UR: 39.36% UF: 46.41% P: 54.27% R: 37.78% F: 44.55%
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+ 2024-03-23 17:20:51 INFO test: loss: nan - UP: 50.55% UR: 37.88% UF: 43.31% P: 48.44% R: 36.30% F: 41.50%
416
+ 2024-03-23 17:20:51 INFO 0:00:13.996021s elapsed
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+ 2024-03-23 17:20:51 INFO Epoch 59 / 5000:
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+ 2024-03-23 17:21:02 INFO lr: 4.9410e-05 - loss: 0.0006 - UP: 95.00% UR: 90.88% UF: 92.89% P: 94.99% R: 90.87% F: 92.88%
420
+ 2024-03-23 17:21:03 INFO dev: loss: nan - UP: 56.93% UR: 41.12% UF: 47.75% P: 54.58% R: 39.42% F: 45.78%
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+ 2024-03-23 17:21:05 INFO test: loss: nan - UP: 51.01% UR: 36.74% UF: 42.72% P: 48.81% R: 35.16% F: 40.87%
422
+ 2024-03-23 17:21:05 INFO 0:00:13.924127s elapsed
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+ 2024-03-23 17:21:13 INFO Epoch 29 saved
425
+ 2024-03-23 17:21:13 INFO dev: UP: 50.65% UR: 46.43% UF: 48.45% P: 48.86% R: 44.80% F: 46.74%
426
+ 2024-03-23 17:21:13 INFO test: UP: 43.56% UR: 39.74% UF: 41.56% P: 41.85% R: 38.18% F: 39.93%
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+ 2024-03-23 17:21:13 INFO 0:13:32.498145s elapsed, 0:00:13.771155s/epoch