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SemEval-2022-Task-10
structured-sentiment-analysis
sentiment-analysis
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  1. .gitattributes +1 -0
  2. models/opener_en/sdp_bySentiment_desc/80/model_vi_opener_en_roberta_6 +1 -1
  3. models/opener_en/sdp_bySentiment_desc/80/model_vi_opener_en_roberta_6.train.log +642 -642
  4. models/opener_en/sdp_bySentiment_desc/80/model_vi_opener_en_xlm_10.train.log +73 -0
  5. models/opener_en/sdp_bySentiment_desc/80/model_vi_opener_en_xlm_6 +1 -1
  6. models/opener_en/sdp_bySentiment_desc/80/model_vi_opener_en_xlm_6.train.log +594 -594
  7. models/opener_en/sdp_bySentiment_desc/80/model_vi_opener_en_xlm_9 +3 -0
  8. models/opener_en/sdp_bySentiment_desc/80/model_vi_opener_en_xlm_9.train.log +655 -0
.gitattributes CHANGED
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  models/opener_en/sdp_bySentiment_desc/20/model_vi_opener_en_xlm_9 filter=lfs diff=lfs merge=lfs -text
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  models/opener_en/sdp_bySentiment_desc/40/model_vi_opener_en_xlm_9 filter=lfs diff=lfs merge=lfs -text
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  models/opener_en/sdp_bySentiment_desc/60/model_vi_opener_en_xlm_9 filter=lfs diff=lfs merge=lfs -text
 
 
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  models/opener_en/sdp_bySentiment_desc/20/model_vi_opener_en_xlm_9 filter=lfs diff=lfs merge=lfs -text
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  models/opener_en/sdp_bySentiment_desc/40/model_vi_opener_en_xlm_9 filter=lfs diff=lfs merge=lfs -text
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  models/opener_en/sdp_bySentiment_desc/60/model_vi_opener_en_xlm_9 filter=lfs diff=lfs merge=lfs -text
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+ models/opener_en/sdp_bySentiment_desc/80/model_vi_opener_en_xlm_9 filter=lfs diff=lfs merge=lfs -text
models/opener_en/sdp_bySentiment_desc/80/model_vi_opener_en_roberta_6 CHANGED
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@@ -1,4 +1,4 @@
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- 2023-12-30 06:01:31 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/opener_en/sdp_bySentiment_desc/80/model_vi_opener_en_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
@@ -35,13 +35,13 @@ bert | roberta-base
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  inference | mfvi
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  ---------------------+-------------------------------
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- 2023-12-30 06:01:31 INFO Building the fields
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- 2023-12-30 06:01:32 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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- 2023-12-30 06:01:32 INFO Building the model
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- 2023-12-30 06:01:34 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)
@@ -60,643 +60,643 @@ inference | mfvi
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  (inference): SemanticDependencyMFVI(max_iter=3)
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  )
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- 2023-12-30 06:01:34 INFO Loading the data
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- 2023-12-30 06:01:36 INFO
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  train: Dataset(n_sentences=1394, n_batches=32, n_buckets=32)
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  dev: Dataset(n_sentences=197, n_batches=32, n_buckets=32)
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  test: Dataset(n_sentences=499, n_batches=32, n_buckets=32)
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- 2023-12-30 06:01:36 INFO Epoch 1 / 5000:
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- 2023-12-30 06:01:41 INFO lr: 4.9990e-05 - loss: 0.2101 - UP: 1.91% UR: 2.77% UF: 2.26% P: 1.03% R: 1.49% F: 1.21%
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- 2023-12-30 06:01:42 INFO dev: loss: 0.1916 - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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- 2023-12-30 06:01:42 INFO test: loss: nan - UP: 100.00% UR: 0.03% UF: 0.06% P: 100.00% R: 0.03% F: 0.06%
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- 2023-12-30 06:01:47 INFO dev: loss: 0.1704 - UP: 57.77% UR: 16.88% UF: 26.13% P: 52.95% R: 15.47% F: 23.95%
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- 2023-12-30 06:01:54 INFO dev: loss: 0.1314 - UP: 74.94% UR: 19.50% UF: 30.95% P: 72.73% R: 18.93% F: 30.04%
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- 2023-12-30 06:01:54 INFO test: loss: nan - UP: 67.80% UR: 20.46% UF: 31.44% P: 65.30% R: 19.71% F: 30.28%
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- 2023-12-30 06:02:02 INFO dev: loss: 0.1307 - UP: 87.97% UR: 7.48% UF: 13.79% P: 85.71% R: 7.29% F: 13.44%
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- 2023-12-30 06:02:07 INFO dev: loss: 0.1167 - UP: 74.16% UR: 31.01% UF: 43.73% P: 70.49% R: 29.48% F: 41.57%
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- 2023-12-30 06:02:08 INFO test: loss: nan - UP: 67.77% UR: 32.18% UF: 43.63% P: 64.46% R: 30.61% F: 41.51%
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- 2023-12-30 06:02:15 INFO dev: loss: 0.1053 - UP: 87.61% UR: 26.21% UF: 40.35% P: 84.40% R: 25.26% F: 38.88%
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- 2023-12-30 06:02:34 INFO dev: loss: 0.1087 - UP: 84.22% UR: 39.58% UF: 53.85% P: 80.27% R: 37.72% F: 51.33%
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- 2023-12-30 06:02:39 INFO lr: 4.9900e-05 - loss: 0.0235 - UP: 81.17% UR: 47.09% UF: 59.60% P: 79.57% R: 46.16% F: 58.43%
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- 2023-12-30 06:02:39 INFO dev: loss: 0.1116 - UP: 82.74% UR: 41.69% UF: 55.44% P: 79.31% R: 39.96% F: 53.15%
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- 2023-12-30 06:02:40 INFO test: loss: nan - UP: 77.95% UR: 40.66% UF: 53.44% P: 75.35% R: 39.30% F: 51.66%
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- 2023-12-30 06:02:47 INFO lr: 4.9890e-05 - loss: 0.0223 - UP: 83.20% UR: 52.20% UF: 64.15% P: 82.20% R: 51.57% F: 63.38%
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- 2023-12-30 06:02:47 INFO dev: loss: 0.1034 - UP: 79.03% UR: 44.82% UF: 57.20% P: 76.21% R: 43.22% F: 55.16%
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- 2023-12-30 06:02:55 INFO lr: 4.9880e-05 - loss: 0.0647 - UP: 78.23% UR: 53.96% UF: 63.87% P: 77.37% R: 53.37% F: 63.17%
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- 2023-12-30 06:02:55 INFO dev: loss: 0.1165 - UP: 73.08% UR: 49.81% UF: 59.24% P: 68.67% R: 46.80% F: 55.67%
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- 2023-12-30 06:03:18 INFO lr: 4.9850e-05 - loss: 0.0485 - UP: 86.89% UR: 64.15% UF: 73.81% P: 86.28% R: 63.70% F: 73.29%
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- 2023-12-30 06:03:19 INFO dev: loss: 0.1198 - UP: 74.95% UR: 52.24% UF: 61.57% P: 71.56% R: 49.87% F: 58.78%
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- 2023-12-30 06:03:19 INFO test: loss: nan - UP: 70.35% UR: 51.28% UF: 59.32% P: 67.78% R: 49.41% F: 57.16%
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- 2023-12-30 06:03:26 INFO lr: 4.9840e-05 - loss: 0.0224 - UP: 86.53% UR: 66.10% UF: 74.95% P: 86.19% R: 65.83% F: 74.65%
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- 2023-12-30 06:03:27 INFO test: loss: nan - UP: 70.81% UR: 53.00% UF: 60.62% P: 68.67% R: 51.40% F: 58.80%
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- 2023-12-30 06:03:48 INFO test: loss: nan - UP: 72.58% UR: 53.70% UF: 61.73% P: 70.01% R: 51.80% F: 59.54%
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- 2023-12-30 06:04:03 INFO lr: 4.9790e-05 - loss: 0.0098 - UP: 90.39% UR: 78.65% UF: 84.11% P: 90.10% R: 78.40% F: 83.84%
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- 2023-12-30 06:04:17 INFO test: loss: nan - UP: 66.68% UR: 54.72% UF: 60.11% P: 63.81% R: 52.37% F: 57.53%
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- 2023-12-30 06:04:20 INFO lr: 4.9760e-05 - loss: 0.0112 - UP: 89.22% UR: 77.93% UF: 83.19% P: 88.98% R: 77.72% F: 82.97%
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- 2023-12-30 06:04:21 INFO dev: loss: 0.1249 - UP: 70.98% UR: 59.59% UF: 64.79% P: 67.48% R: 56.65% F: 61.59%
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- 2023-12-30 06:04:22 INFO test: loss: nan - UP: 66.13% UR: 59.28% UF: 62.52% P: 63.87% R: 57.26% F: 60.39%
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407
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408
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409
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413
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414
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419
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420
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425
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426
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427
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431
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432
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433
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435
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437
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438
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439
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443
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444
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445
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449
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450
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451
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453
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455
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456
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457
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461
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462
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463
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467
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468
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469
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471
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473
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474
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475
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477
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479
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480
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481
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485
- 2023-12-30 06:10:10 INFO dev: loss: 0.1740 - UP: 72.99% UR: 59.27% UF: 65.42% P: 69.21% R: 56.20% F: 62.03%
486
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487
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489
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491
- 2023-12-30 06:10:17 INFO dev: loss: 0.1696 - UP: 73.09% UR: 62.34% UF: 67.29% P: 68.44% R: 58.38% F: 63.01%
492
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493
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495
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497
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498
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499
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501
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502
- 2023-12-30 06:10:31 INFO lr: 4.9270e-05 - loss: 0.0128 - UP: 96.73% UR: 93.59% UF: 95.14% P: 96.65% R: 93.51% F: 95.05%
503
- 2023-12-30 06:10:32 INFO dev: loss: 0.1556 - UP: 75.88% UR: 66.18% UF: 70.70% P: 71.33% R: 62.21% F: 66.46%
504
- 2023-12-30 06:10:33 INFO test: loss: nan - UP: 68.51% UR: 64.90% UF: 66.66% P: 65.20% R: 61.76% F: 63.43%
505
- 2023-12-30 06:10:35 INFO 0:00:07.473032s elapsed (saved)
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507
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508
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509
- 2023-12-30 06:10:41 INFO dev: loss: 0.1485 - UP: 71.89% UR: 66.88% UF: 69.29% P: 67.70% R: 62.98% F: 65.25%
510
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511
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513
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515
- 2023-12-30 06:10:49 INFO dev: loss: 0.1555 - UP: 74.63% UR: 67.14% UF: 70.68% P: 70.22% R: 63.17% F: 66.51%
516
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517
- 2023-12-30 06:10:52 INFO 0:00:07.313620s elapsed (saved)
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520
- 2023-12-30 06:10:57 INFO lr: 4.9240e-05 - loss: 0.0035 - UP: 97.26% UR: 96.22% UF: 96.74% P: 97.20% R: 96.17% F: 96.68%
521
- 2023-12-30 06:10:59 INFO dev: loss: 0.1656 - UP: 75.13% UR: 65.86% UF: 70.19% P: 70.82% R: 62.08% F: 66.17%
522
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523
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525
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526
- 2023-12-30 06:11:05 INFO lr: 4.9230e-05 - loss: 0.0048 - UP: 97.49% UR: 95.91% UF: 96.69% P: 97.41% R: 95.82% F: 96.61%
527
- 2023-12-30 06:11:06 INFO dev: loss: 0.1447 - UP: 74.05% UR: 64.77% UF: 69.10% P: 70.61% R: 61.76% F: 65.89%
528
- 2023-12-30 06:11:07 INFO test: loss: nan - UP: 67.72% UR: 64.47% UF: 66.06% P: 64.87% R: 61.76% F: 63.28%
529
- 2023-12-30 06:11:07 INFO 0:00:07.230430s elapsed
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531
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532
- 2023-12-30 06:11:12 INFO lr: 4.9220e-05 - loss: 0.0200 - UP: 97.11% UR: 95.82% UF: 96.46% P: 96.96% R: 95.68% F: 96.32%
533
- 2023-12-30 06:11:13 INFO dev: loss: 0.1425 - UP: 76.13% UR: 64.45% UF: 69.81% P: 72.28% R: 61.19% F: 66.27%
534
- 2023-12-30 06:11:14 INFO test: loss: nan - UP: 69.49% UR: 63.99% UF: 66.62% P: 66.67% R: 61.39% F: 63.92%
535
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537
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538
- 2023-12-30 06:11:20 INFO lr: 4.9210e-05 - loss: 0.0038 - UP: 96.70% UR: 91.69% UF: 94.13% P: 96.56% R: 91.57% F: 94.00%
539
- 2023-12-30 06:11:21 INFO dev: loss: 0.1323 - UP: 75.51% UR: 61.70% UF: 67.91% P: 71.05% R: 58.06% F: 63.90%
540
- 2023-12-30 06:11:22 INFO test: loss: nan - UP: 69.53% UR: 60.82% UF: 64.88% P: 66.67% R: 58.32% F: 62.21%
541
- 2023-12-30 06:11:22 INFO 0:00:07.252972s elapsed
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543
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544
- 2023-12-30 06:11:27 INFO lr: 4.9200e-05 - loss: 0.0017 - UP: 96.45% UR: 94.03% UF: 95.23% P: 96.29% R: 93.88% F: 95.07%
545
- 2023-12-30 06:11:28 INFO dev: loss: 0.1517 - UP: 75.45% UR: 63.68% UF: 69.07% P: 71.14% R: 60.04% F: 65.12%
546
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547
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550
- 2023-12-30 06:11:34 INFO lr: 4.9190e-05 - loss: 0.0038 - UP: 97.53% UR: 95.78% UF: 96.65% P: 97.46% R: 95.71% F: 96.57%
551
- 2023-12-30 06:11:35 INFO dev: loss: 0.1858 - UP: 75.48% UR: 62.21% UF: 68.21% P: 70.91% R: 58.44% F: 64.07%
552
- 2023-12-30 06:11:36 INFO test: loss: nan - UP: 69.61% UR: 63.05% UF: 66.17% P: 66.71% R: 60.43% F: 63.41%
553
- 2023-12-30 06:11:36 INFO 0:00:07.297492s elapsed
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556
- 2023-12-30 06:11:42 INFO lr: 4.9180e-05 - loss: 0.0010 - UP: 97.13% UR: 95.51% UF: 96.31% P: 97.05% R: 95.44% F: 96.24%
557
- 2023-12-30 06:11:43 INFO dev: loss: 0.1809 - UP: 72.68% UR: 65.66% UF: 69.00% P: 68.08% R: 61.51% F: 64.63%
558
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559
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562
- 2023-12-30 06:11:49 INFO lr: 4.9170e-05 - loss: 0.0089 - UP: 97.60% UR: 96.02% UF: 96.81% P: 97.53% R: 95.95% F: 96.73%
563
- 2023-12-30 06:11:50 INFO dev: loss: 0.1569 - UP: 74.80% UR: 66.24% UF: 70.26% P: 69.75% R: 61.76% F: 65.51%
564
- 2023-12-30 06:11:51 INFO test: loss: nan - UP: 68.39% UR: 66.16% UF: 67.26% P: 64.96% R: 62.84% F: 63.88%
565
- 2023-12-30 06:11:51 INFO 0:00:07.272288s elapsed
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567
- 2023-12-30 06:11:51 INFO Epoch 84 / 5000:
568
- 2023-12-30 06:11:56 INFO lr: 4.9160e-05 - loss: 0.0018 - UP: 98.39% UR: 96.61% UF: 97.49% P: 98.26% R: 96.49% F: 97.37%
569
- 2023-12-30 06:11:57 INFO dev: loss: 0.1623 - UP: 73.58% UR: 66.05% UF: 69.61% P: 69.44% R: 62.34% F: 65.70%
570
- 2023-12-30 06:11:58 INFO test: loss: nan - UP: 68.15% UR: 66.25% UF: 67.19% P: 64.89% R: 63.08% F: 63.97%
571
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574
- 2023-12-30 06:12:04 INFO lr: 4.9150e-05 - loss: 0.0026 - UP: 97.94% UR: 97.09% UF: 97.51% P: 97.71% R: 96.86% F: 97.28%
575
- 2023-12-30 06:12:05 INFO dev: loss: 0.1541 - UP: 74.07% UR: 65.03% UF: 69.25% P: 69.77% R: 61.25% F: 65.24%
576
- 2023-12-30 06:12:06 INFO test: loss: nan - UP: 68.45% UR: 65.74% UF: 67.07% P: 65.59% R: 62.99% F: 64.26%
577
- 2023-12-30 06:12:06 INFO 0:00:07.458246s elapsed
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580
- 2023-12-30 06:12:11 INFO lr: 4.9140e-05 - loss: 0.0002 - UP: 98.22% UR: 97.64% UF: 97.93% P: 98.11% R: 97.53% F: 97.82%
581
- 2023-12-30 06:12:12 INFO dev: loss: 0.1697 - UP: 73.77% UR: 65.09% UF: 69.16% P: 69.49% R: 61.32% F: 65.15%
582
- 2023-12-30 06:12:13 INFO test: loss: nan - UP: 67.94% UR: 67.61% UF: 67.78% P: 64.97% R: 64.65% F: 64.81%
583
- 2023-12-30 06:12:13 INFO 0:00:07.433867s elapsed
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585
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- 2023-12-30 06:12:18 INFO lr: 4.9130e-05 - loss: 0.0039 - UP: 98.64% UR: 98.00% UF: 98.32% P: 98.58% R: 97.95% F: 98.26%
587
- 2023-12-30 06:12:19 INFO dev: loss: 0.1781 - UP: 74.29% UR: 65.03% UF: 69.35% P: 69.91% R: 61.19% F: 65.26%
588
- 2023-12-30 06:12:21 INFO test: loss: nan - UP: 68.36% UR: 66.71% UF: 67.52% P: 65.26% R: 63.69% F: 64.47%
589
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- 2023-12-30 06:12:26 INFO lr: 4.9120e-05 - loss: 0.0016 - UP: 98.51% UR: 97.58% UF: 98.04% P: 98.43% R: 97.51% F: 97.97%
593
- 2023-12-30 06:12:27 INFO dev: loss: 0.1672 - UP: 73.99% UR: 64.58% UF: 68.97% P: 70.04% R: 61.13% F: 65.28%
594
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595
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623
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629
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630
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635
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636
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659
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671
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689
- 2023-12-30 06:14:25 INFO dev: loss: 0.1595 - UP: 72.55% UR: 64.90% UF: 68.51% P: 67.69% R: 60.55% F: 63.92%
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- 2023-12-30 06:14:32 INFO dev: loss: 0.1634 - UP: 68.30% UR: 66.94% UF: 67.61% P: 63.21% R: 61.96% F: 62.58%
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- 2023-12-30 06:14:39 INFO Epoch 75 saved
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- 2023-12-30 06:14:39 INFO dev: UP: 74.63% UR: 67.14% UF: 70.68% P: 70.22% R: 63.17% F: 66.51%
701
- 2023-12-30 06:14:39 INFO test: UP: 67.06% UR: 66.07% UF: 66.57% P: 64.31% R: 63.36% F: 63.83%
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- 2023-12-30 06:14:39 INFO 0:11:46.938470s elapsed, 0:00:06.732747s/epoch
 
1
+ 2024-03-22 12:20:31 INFO
2
  ---------------------+-------------------------------
3
  Param | Value
4
  ---------------------+-------------------------------
 
14
  update_steps | 1
15
  mode | train
16
  path | /home/marvin/structured-sentiment-analysis-bis/models/opener_en/sdp_bySentiment_desc/80/model_vi_opener_en_roberta_6
17
+ device | 0
18
  seed | 1
19
  threads | 16
20
  local_rank | -1
 
35
  inference | mfvi
36
  ---------------------+-------------------------------
37
 
38
+ 2024-03-22 12:20:31 INFO Building the fields
39
+ 2024-03-22 12:20:32 INFO CoNLL(
40
  (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
41
  (labels): ChartField()
42
  )
43
+ 2024-03-22 12:20:32 INFO Building the model
44
+ 2024-03-22 12:20:33 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
+ 2024-03-22 12:20:33 INFO Loading the data
64
+ 2024-03-22 12:20:35 INFO
65
  train: Dataset(n_sentences=1394, n_batches=32, n_buckets=32)
66
  dev: Dataset(n_sentences=197, n_batches=32, n_buckets=32)
67
  test: Dataset(n_sentences=499, n_batches=32, n_buckets=32)
68
 
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+ 2024-03-22 12:20:38 INFO lr: 4.9990e-05 - loss: 0.2101 - UP: 1.91% UR: 2.77% UF: 2.26% P: 1.03% R: 1.49% F: 1.21%
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+ 2024-03-22 12:20:38 INFO dev: loss: 0.1916 - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2024-03-22 12:20:39 INFO test: loss: nan - UP: 100.00% UR: 0.03% UF: 0.06% P: 100.00% R: 0.03% F: 0.06%
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+ 2024-03-22 12:20:41 INFO lr: 4.9980e-05 - loss: 0.0740 - UP: 22.09% UR: 4.98% UF: 8.12% P: 19.91% R: 4.49% F: 7.32%
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+ 2024-03-22 12:20:42 INFO dev: loss: 0.1704 - UP: 57.77% UR: 16.88% UF: 26.13% P: 52.95% R: 15.47% F: 23.95%
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+ 2024-03-22 12:20:42 INFO test: loss: nan - UP: 51.42% UR: 16.45% UF: 24.93% P: 46.13% R: 14.76% F: 22.36%
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+ 2024-03-22 12:20:47 INFO dev: loss: 0.1314 - UP: 74.94% UR: 19.50% UF: 30.95% P: 72.73% R: 18.93% F: 30.04%
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+ 2024-03-22 12:20:47 INFO test: loss: nan - UP: 67.80% UR: 20.46% UF: 31.44% P: 65.30% R: 19.71% F: 30.28%
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+ 2024-03-22 12:20:53 INFO dev: loss: 0.1307 - UP: 87.97% UR: 7.48% UF: 13.79% P: 85.71% R: 7.29% F: 13.44%
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+ 2024-03-22 12:20:53 INFO test: loss: nan - UP: 86.82% UR: 6.76% UF: 12.55% P: 85.66% R: 6.67% F: 12.38%
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+ 2024-03-22 12:20:56 INFO lr: 4.9950e-05 - loss: 0.0351 - UP: 71.54% UR: 20.11% UF: 31.40% P: 68.96% R: 19.38% F: 30.26%
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+ 2024-03-22 12:20:56 INFO dev: loss: 0.1167 - UP: 74.16% UR: 31.01% UF: 43.73% P: 70.49% R: 29.48% F: 41.57%
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+ 2024-03-22 12:20:57 INFO test: loss: nan - UP: 67.77% UR: 32.18% UF: 43.63% P: 64.46% R: 30.61% F: 41.51%
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+ 2024-03-22 12:21:02 INFO lr: 4.9940e-05 - loss: 0.0442 - UP: 71.38% UR: 33.45% UF: 45.55% P: 69.06% R: 32.36% F: 44.07%
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+ 2024-03-22 12:21:02 INFO dev: loss: 0.1053 - UP: 87.61% UR: 26.21% UF: 40.35% P: 84.40% R: 25.26% F: 38.88%
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+ 2024-03-22 12:21:03 INFO test: loss: nan - UP: 80.79% UR: 25.90% UF: 39.22% P: 77.59% R: 24.87% F: 37.67%
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+ 2024-03-22 12:21:06 INFO dev: loss: 0.1028 - UP: 73.43% UR: 43.48% UF: 54.62% P: 69.55% R: 41.18% F: 51.73%
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+ 2024-03-22 12:21:06 INFO test: loss: nan - UP: 66.32% UR: 42.20% UF: 51.58% P: 63.71% R: 40.54% F: 49.55%
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+ 2024-03-22 12:21:12 INFO dev: loss: 0.1078 - UP: 80.08% UR: 37.53% UF: 51.11% P: 76.94% R: 36.06% F: 49.11%
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+ 2024-03-22 12:21:12 INFO test: loss: nan - UP: 72.35% UR: 38.79% UF: 50.50% P: 69.71% R: 37.37% F: 48.65%
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+ 2024-03-22 12:21:15 INFO lr: 4.9910e-05 - loss: 0.0188 - UP: 75.91% UR: 46.64% UF: 57.78% P: 74.33% R: 45.67% F: 56.58%
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+ 2024-03-22 12:21:15 INFO dev: loss: 0.1087 - UP: 84.22% UR: 39.58% UF: 53.85% P: 80.27% R: 37.72% F: 51.33%
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+ 2024-03-22 12:21:16 INFO test: loss: nan - UP: 75.60% UR: 38.91% UF: 51.38% P: 72.55% R: 37.34% F: 49.30%
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+ 2024-03-22 12:21:16 INFO 0:00:03.336291s elapsed
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+ 2024-03-22 12:21:18 INFO lr: 4.9900e-05 - loss: 0.0235 - UP: 81.17% UR: 47.09% UF: 59.60% P: 79.57% R: 46.16% F: 58.43%
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+ 2024-03-22 12:21:18 INFO dev: loss: 0.1116 - UP: 82.74% UR: 41.69% UF: 55.44% P: 79.31% R: 39.96% F: 53.15%
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+ 2024-03-22 12:21:19 INFO test: loss: nan - UP: 77.95% UR: 40.66% UF: 53.44% P: 75.35% R: 39.30% F: 51.66%
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+ 2024-03-22 12:21:21 INFO 0:00:03.339907s elapsed (saved)
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+ 2024-03-22 12:21:24 INFO lr: 4.9890e-05 - loss: 0.0223 - UP: 83.20% UR: 52.20% UF: 64.15% P: 82.20% R: 51.57% F: 63.38%
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+ 2024-03-22 12:21:24 INFO dev: loss: 0.1034 - UP: 79.03% UR: 44.82% UF: 57.20% P: 76.21% R: 43.22% F: 55.16%
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+ 2024-03-22 12:21:25 INFO test: loss: nan - UP: 73.43% UR: 46.21% UF: 56.72% P: 70.98% R: 44.67% F: 54.84%
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+ 2024-03-22 12:21:27 INFO 0:00:03.270597s elapsed (saved)
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+ 2024-03-22 12:22:15 INFO dev: loss: 0.1125 - UP: 74.57% UR: 58.89% UF: 65.81% P: 70.77% R: 55.88% F: 62.45%
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+ 2024-03-22 12:22:34 INFO dev: loss: 0.1249 - UP: 70.98% UR: 59.59% UF: 64.79% P: 67.48% R: 56.65% F: 61.59%
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+ 2024-03-22 12:22:34 INFO test: loss: nan - UP: 66.13% UR: 59.28% UF: 62.52% P: 63.87% R: 57.26% F: 60.39%
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+ 2024-03-22 12:22:34 INFO 0:00:03.272878s elapsed
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+ 2024-03-22 12:22:37 INFO dev: loss: 0.1188 - UP: 76.65% UR: 56.46% UF: 65.02% P: 72.57% R: 53.45% F: 61.56%
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+ 2024-03-22 12:22:37 INFO test: loss: nan - UP: 70.94% UR: 55.18% UF: 62.07% P: 68.41% R: 53.21% F: 59.86%
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+ 2024-03-22 12:22:37 INFO 0:00:03.255054s elapsed
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+ 2024-03-22 12:22:40 INFO dev: loss: 0.1293 - UP: 71.48% UR: 62.98% UF: 66.96% P: 66.91% R: 58.95% F: 62.68%
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+ 2024-03-22 12:22:41 INFO test: loss: nan - UP: 63.79% UR: 60.40% UF: 62.05% P: 60.06% R: 56.87% F: 58.42%
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+ 2024-03-22 12:22:41 INFO 0:00:03.254280s elapsed
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+ 2024-03-22 12:22:43 INFO lr: 4.9730e-05 - loss: 0.0068 - UP: 92.90% UR: 82.24% UF: 87.25% P: 92.64% R: 82.00% F: 87.00%
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+ 2024-03-22 12:22:44 INFO dev: loss: 0.1272 - UP: 75.12% UR: 60.23% UF: 66.86% P: 71.53% R: 57.35% F: 63.66%
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+ 2024-03-22 12:22:44 INFO test: loss: nan - UP: 68.24% UR: 58.16% UF: 62.80% P: 65.69% R: 55.99% F: 60.45%
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+ 2024-03-22 12:22:47 INFO 0:00:03.281188s elapsed (saved)
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+ 2024-03-22 12:22:49 INFO lr: 4.9720e-05 - loss: 0.0087 - UP: 93.25% UR: 85.80% UF: 89.37% P: 93.02% R: 85.59% F: 89.15%
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+ 2024-03-22 12:22:50 INFO dev: loss: 0.1404 - UP: 74.07% UR: 61.00% UF: 66.90% P: 70.65% R: 58.18% F: 63.81%
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+ 2024-03-22 12:22:50 INFO test: loss: nan - UP: 67.54% UR: 61.55% UF: 64.40% P: 64.19% R: 58.50% F: 61.21%
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+ 2024-03-22 12:22:53 INFO 0:00:03.317423s elapsed (saved)
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+ 2024-03-22 12:22:56 INFO lr: 4.9710e-05 - loss: 0.0202 - UP: 94.45% UR: 86.45% UF: 90.27% P: 94.34% R: 86.35% F: 90.17%
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+ 2024-03-22 12:22:56 INFO dev: loss: 0.1363 - UP: 72.57% UR: 62.08% UF: 66.92% P: 69.43% R: 59.40% F: 64.02%
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+ 2024-03-22 12:22:56 INFO test: loss: nan - UP: 67.06% UR: 62.18% UF: 64.53% P: 64.06% R: 59.40% F: 61.64%
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+ 2024-03-22 12:22:59 INFO 0:00:03.361422s elapsed (saved)
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+ 2024-03-22 12:23:02 INFO lr: 4.9700e-05 - loss: 0.0080 - UP: 93.36% UR: 86.15% UF: 89.61% P: 93.22% R: 86.03% F: 89.48%
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+ 2024-03-22 12:23:02 INFO dev: loss: 0.1361 - UP: 74.94% UR: 60.23% UF: 66.78% P: 71.36% R: 57.35% F: 63.59%
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+ 2024-03-22 12:23:03 INFO test: loss: nan - UP: 67.57% UR: 58.50% UF: 62.71% P: 64.26% R: 55.63% F: 59.63%
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+ 2024-03-22 12:23:03 INFO 0:00:03.326328s elapsed
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+ 2024-03-22 12:23:05 INFO dev: loss: 0.1301 - UP: 77.44% UR: 58.38% UF: 66.57% P: 73.71% R: 55.56% F: 63.36%
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+ 2024-03-22 12:23:06 INFO test: loss: nan - UP: 68.09% UR: 58.62% UF: 63.00% P: 65.11% R: 56.05% F: 60.24%
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+ 2024-03-22 12:23:06 INFO 0:00:03.260510s elapsed
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+ 2024-03-22 12:23:08 INFO lr: 4.9680e-05 - loss: 0.0446 - UP: 92.70% UR: 79.51% UF: 85.60% P: 90.90% R: 77.96% F: 83.94%
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+ 2024-03-22 12:23:09 INFO dev: loss: 0.1233 - UP: 78.47% UR: 51.73% UF: 62.35% P: 73.52% R: 48.47% F: 58.42%
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+ 2024-03-22 12:23:09 INFO test: loss: nan - UP: 71.54% UR: 49.32% UF: 58.39% P: 67.60% R: 46.60% F: 55.17%
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+ 2024-03-22 12:23:09 INFO 0:00:03.273947s elapsed
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+ 2024-03-22 12:23:12 INFO lr: 4.9670e-05 - loss: 0.0282 - UP: 88.12% UR: 78.22% UF: 82.88% P: 86.23% R: 76.54% F: 81.10%
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+ 2024-03-22 12:23:12 INFO dev: loss: 0.1236 - UP: 74.43% UR: 58.06% UF: 65.23% P: 71.07% R: 55.43% F: 62.28%
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+ 2024-03-22 12:23:12 INFO test: loss: nan - UP: 67.09% UR: 57.95% UF: 62.19% P: 63.49% R: 54.84% F: 58.85%
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+ 2024-03-22 12:23:15 INFO lr: 4.9660e-05 - loss: 0.0067 - UP: 92.41% UR: 82.22% UF: 87.02% P: 90.68% R: 80.69% F: 85.39%
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+ 2024-03-22 12:23:15 INFO dev: loss: 0.1357 - UP: 73.37% UR: 62.02% UF: 67.22% P: 69.52% R: 58.76% F: 63.69%
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+ 2024-03-22 12:23:18 INFO lr: 4.9650e-05 - loss: 0.0097 - UP: 93.31% UR: 87.51% UF: 90.32% P: 92.90% R: 87.13% F: 89.92%
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+ 2024-03-22 12:23:19 INFO test: loss: nan - UP: 66.73% UR: 62.06% UF: 64.31% P: 63.16% R: 58.74% F: 60.87%
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+ 2024-03-22 12:23:22 INFO lr: 4.9640e-05 - loss: 0.0093 - UP: 94.42% UR: 86.26% UF: 90.16% P: 94.35% R: 86.19% F: 90.08%
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+ 2024-03-22 12:23:22 INFO dev: loss: 0.1388 - UP: 72.53% UR: 61.96% UF: 66.83% P: 67.89% R: 57.99% F: 62.55%
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+ 2024-03-22 12:23:22 INFO test: loss: nan - UP: 64.55% UR: 61.39% UF: 62.93% P: 61.31% R: 58.32% F: 59.78%
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+ 2024-03-22 12:23:25 INFO lr: 4.9630e-05 - loss: 0.0151 - UP: 91.56% UR: 84.47% UF: 87.87% P: 90.37% R: 83.38% F: 86.73%
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+ 2024-03-22 12:23:25 INFO dev: loss: 0.1228 - UP: 75.62% UR: 60.10% UF: 66.98% P: 70.88% R: 56.33% F: 62.77%
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+ 2024-03-22 12:23:28 INFO lr: 4.9620e-05 - loss: 0.0246 - UP: 91.53% UR: 82.89% UF: 86.99% P: 89.65% R: 81.19% F: 85.21%
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+ 2024-03-22 12:23:38 INFO test: loss: nan - UP: 66.18% UR: 65.92% UF: 66.05% P: 62.82% R: 62.57% F: 62.69%
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+ 2024-03-22 12:23:44 INFO dev: loss: 0.1317 - UP: 75.10% UR: 63.04% UF: 68.54% P: 70.98% R: 59.59% F: 64.79%
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+ 2024-03-22 12:23:47 INFO lr: 4.9580e-05 - loss: 0.0049 - UP: 95.82% UR: 91.45% UF: 93.58% P: 95.74% R: 91.37% F: 93.50%
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+ 2024-03-22 12:24:00 INFO lr: 4.9560e-05 - loss: 0.0014 - UP: 96.12% UR: 92.71% UF: 94.38% P: 96.05% R: 92.64% F: 94.31%
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+ 2024-03-22 12:24:16 INFO dev: loss: 0.1638 - UP: 78.10% UR: 57.67% UF: 66.35% P: 74.11% R: 54.73% F: 62.96%
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+ 2024-03-22 12:24:16 INFO test: loss: nan - UP: 72.92% UR: 61.12% UF: 66.50% P: 69.72% R: 58.44% F: 63.58%
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+ 2024-03-22 12:24:23 INFO test: loss: nan - UP: 71.74% UR: 57.08% UF: 63.57% P: 68.66% R: 54.63% F: 60.85%
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+ 2024-03-22 12:24:26 INFO dev: loss: 0.1399 - UP: 73.60% UR: 62.02% UF: 67.31% P: 70.56% R: 59.46% F: 64.54%
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+ 2024-03-22 12:24:26 INFO test: loss: nan - UP: 66.86% UR: 62.42% UF: 64.56% P: 63.50% R: 59.28% F: 61.32%
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+ 2024-03-22 12:24:26 INFO 0:00:03.301302s elapsed
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+ 2024-03-22 12:24:29 INFO dev: loss: 0.1567 - UP: 73.10% UR: 63.24% UF: 67.81% P: 69.84% R: 60.42% F: 64.79%
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+ 2024-03-22 12:24:30 INFO test: loss: nan - UP: 66.41% UR: 64.62% UF: 65.50% P: 63.15% R: 61.45% F: 62.29%
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+ 2024-03-22 12:24:30 INFO 0:00:03.377673s elapsed
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+ 2024-03-22 12:24:33 INFO dev: loss: 0.1597 - UP: 73.62% UR: 65.66% UF: 69.42% P: 69.61% R: 62.08% F: 65.63%
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+ 2024-03-22 12:24:33 INFO test: loss: nan - UP: 66.37% UR: 65.65% UF: 66.01% P: 63.14% R: 62.45% F: 62.79%
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+ 2024-03-22 12:24:36 INFO 0:00:03.381480s elapsed (saved)
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+ 2024-03-22 12:24:36 INFO Epoch 54 / 5000:
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+ 2024-03-22 12:24:38 INFO lr: 4.9460e-05 - loss: 0.0016 - UP: 97.19% UR: 94.75% UF: 95.95% P: 97.17% R: 94.73% F: 95.94%
389
+ 2024-03-22 12:24:39 INFO dev: loss: 0.1782 - UP: 72.30% UR: 65.60% UF: 68.79% P: 68.64% R: 62.28% F: 65.30%
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+ 2024-03-22 12:24:39 INFO 0:00:03.358946s elapsed
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+ 2024-03-22 12:24:39 INFO Epoch 55 / 5000:
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+ 2024-03-22 12:24:42 INFO lr: 4.9450e-05 - loss: 0.0018 - UP: 96.63% UR: 95.39% UF: 96.01% P: 96.59% R: 95.34% F: 95.96%
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+ 2024-03-22 12:24:42 INFO dev: loss: 0.1580 - UP: 75.74% UR: 62.47% UF: 68.47% P: 72.25% R: 59.59% F: 65.31%
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+ 2024-03-22 12:24:42 INFO test: loss: nan - UP: 68.80% UR: 62.18% UF: 65.32% P: 65.73% R: 59.40% F: 62.41%
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+ 2024-03-22 12:24:42 INFO 0:00:03.275747s elapsed
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+ 2024-03-22 12:24:42 INFO Epoch 56 / 5000:
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+ 2024-03-22 12:24:45 INFO lr: 4.9440e-05 - loss: 0.0011 - UP: 97.85% UR: 95.71% UF: 96.77% P: 97.78% R: 95.65% F: 96.70%
401
+ 2024-03-22 12:24:45 INFO dev: loss: 0.1728 - UP: 75.18% UR: 65.09% UF: 69.77% P: 71.49% R: 61.89% F: 66.35%
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+ 2024-03-22 12:24:46 INFO test: loss: nan - UP: 68.33% UR: 65.26% UF: 66.76% P: 65.36% R: 62.42% F: 63.86%
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+ 2024-03-22 12:24:49 INFO 0:00:03.314373s elapsed (saved)
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+ 2024-03-22 12:24:49 INFO Epoch 57 / 5000:
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+ 2024-03-22 12:24:51 INFO lr: 4.9430e-05 - loss: 0.0008 - UP: 97.31% UR: 96.19% UF: 96.74% P: 97.24% R: 96.11% F: 96.67%
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+ 2024-03-22 12:24:51 INFO dev: loss: 0.1693 - UP: 75.32% UR: 64.39% UF: 69.42% P: 71.50% R: 61.13% F: 65.91%
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+ 2024-03-22 12:24:52 INFO test: loss: nan - UP: 67.85% UR: 64.84% UF: 66.31% P: 65.03% R: 62.15% F: 63.56%
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+ 2024-03-22 12:24:52 INFO 0:00:03.279726s elapsed
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+ 2024-03-22 12:24:52 INFO Epoch 58 / 5000:
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+ 2024-03-22 12:24:54 INFO lr: 4.9420e-05 - loss: 0.0063 - UP: 97.19% UR: 95.10% UF: 96.13% P: 97.13% R: 95.04% F: 96.08%
413
+ 2024-03-22 12:24:55 INFO dev: loss: 0.1790 - UP: 75.76% UR: 60.17% UF: 67.07% P: 72.38% R: 57.48% F: 64.08%
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+ 2024-03-22 12:24:55 INFO test: loss: nan - UP: 69.20% UR: 60.91% UF: 64.79% P: 66.05% R: 58.13% F: 61.84%
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+ 2024-03-22 12:24:55 INFO 0:00:03.318792s elapsed
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+ 2024-03-22 12:24:55 INFO Epoch 59 / 5000:
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+ 2024-03-22 12:24:58 INFO lr: 4.9410e-05 - loss: 0.0194 - UP: 95.09% UR: 89.92% UF: 92.44% P: 95.01% R: 89.84% F: 92.35%
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+ 2024-03-22 12:24:58 INFO dev: loss: 0.1894 - UP: 71.05% UR: 64.32% UF: 67.52% P: 67.09% R: 60.74% F: 63.76%
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+ 2024-03-22 12:24:58 INFO test: loss: nan - UP: 64.52% UR: 61.97% UF: 63.22% P: 61.75% R: 59.31% F: 60.51%
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+ 2024-03-22 12:24:58 INFO 0:00:03.286692s elapsed
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+ 2024-03-22 12:24:58 INFO Epoch 60 / 5000:
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+ 2024-03-22 12:25:01 INFO lr: 4.9400e-05 - loss: 0.0185 - UP: 89.98% UR: 86.43% UF: 88.17% P: 89.68% R: 86.14% F: 87.87%
425
+ 2024-03-22 12:25:01 INFO dev: loss: 0.1466 - UP: 70.81% UR: 61.25% UF: 65.68% P: 66.30% R: 57.35% F: 61.50%
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+ 2024-03-22 12:25:02 INFO test: loss: nan - UP: 64.32% UR: 61.97% UF: 63.12% P: 61.43% R: 59.19% F: 60.29%
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+ 2024-03-22 12:25:02 INFO 0:00:03.263333s elapsed
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+ 2024-03-22 12:25:02 INFO Epoch 61 / 5000:
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+ 2024-03-22 12:25:04 INFO lr: 4.9390e-05 - loss: 0.0306 - UP: 93.43% UR: 85.84% UF: 89.47% P: 92.59% R: 85.06% F: 88.67%
431
+ 2024-03-22 12:25:05 INFO dev: loss: 0.1626 - UP: 74.98% UR: 62.28% UF: 68.04% P: 71.52% R: 59.40% F: 64.90%
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+ 2024-03-22 12:25:05 INFO test: loss: nan - UP: 67.43% UR: 62.18% UF: 64.70% P: 64.06% R: 59.07% F: 61.46%
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+ 2024-03-22 12:25:05 INFO 0:00:03.310492s elapsed
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+ 2024-03-22 12:25:05 INFO Epoch 62 / 5000:
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+ 2024-03-22 12:25:08 INFO lr: 4.9380e-05 - loss: 0.0185 - UP: 94.12% UR: 85.00% UF: 89.33% P: 93.60% R: 84.53% F: 88.83%
437
+ 2024-03-22 12:25:08 INFO dev: loss: 0.1347 - UP: 80.46% UR: 53.71% UF: 64.42% P: 77.01% R: 51.41% F: 61.66%
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+ 2024-03-22 12:25:08 INFO test: loss: nan - UP: 72.17% UR: 52.67% UF: 60.90% P: 69.27% R: 50.56% F: 58.45%
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+ 2024-03-22 12:25:08 INFO 0:00:03.272662s elapsed
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+ 2024-03-22 12:25:08 INFO Epoch 63 / 5000:
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+ 2024-03-22 12:25:11 INFO lr: 4.9370e-05 - loss: 0.0110 - UP: 91.80% UR: 87.71% UF: 89.71% P: 91.65% R: 87.56% F: 89.56%
443
+ 2024-03-22 12:25:11 INFO dev: loss: 0.1466 - UP: 74.37% UR: 61.96% UF: 67.60% P: 70.22% R: 58.50% F: 63.83%
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+ 2024-03-22 12:25:12 INFO test: loss: nan - UP: 67.33% UR: 61.45% UF: 64.26% P: 64.38% R: 58.77% F: 61.45%
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+ 2024-03-22 12:25:12 INFO 0:00:03.282178s elapsed
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+ 2024-03-22 12:25:12 INFO Epoch 64 / 5000:
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+ 2024-03-22 12:25:14 INFO lr: 4.9360e-05 - loss: 0.0040 - UP: 95.50% UR: 88.87% UF: 92.07% P: 95.40% R: 88.78% F: 91.97%
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+ 2024-03-22 12:25:15 INFO dev: loss: 0.1492 - UP: 75.41% UR: 62.15% UF: 68.14% P: 71.30% R: 58.76% F: 64.42%
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+ 2024-03-22 12:25:15 INFO test: loss: nan - UP: 69.17% UR: 60.88% UF: 64.76% P: 66.26% R: 58.32% F: 62.03%
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+ 2024-03-22 12:25:15 INFO 0:00:03.340783s elapsed
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+ 2024-03-22 12:25:15 INFO Epoch 65 / 5000:
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+ 2024-03-22 12:25:18 INFO lr: 4.9350e-05 - loss: 0.0080 - UP: 96.42% UR: 93.55% UF: 94.96% P: 96.31% R: 93.45% F: 94.86%
455
+ 2024-03-22 12:25:18 INFO dev: loss: 0.1708 - UP: 74.01% UR: 66.62% UF: 70.12% P: 69.53% R: 62.60% F: 65.88%
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+ 2024-03-22 12:25:18 INFO test: loss: nan - UP: 67.25% UR: 65.20% UF: 66.21% P: 64.35% R: 62.39% F: 63.36%
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+ 2024-03-22 12:25:18 INFO 0:00:03.320192s elapsed
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+ 2024-03-22 12:25:18 INFO Epoch 66 / 5000:
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+ 2024-03-22 12:25:21 INFO lr: 4.9340e-05 - loss: 0.0031 - UP: 95.96% UR: 92.83% UF: 94.37% P: 95.75% R: 92.62% F: 94.16%
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+ 2024-03-22 12:25:21 INFO dev: loss: 0.1849 - UP: 74.26% UR: 62.72% UF: 68.01% P: 69.95% R: 59.08% F: 64.06%
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+ 2024-03-22 12:25:22 INFO test: loss: nan - UP: 68.65% UR: 63.51% UF: 65.98% P: 65.45% R: 60.55% F: 62.90%
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+ 2024-03-22 12:25:22 INFO 0:00:03.371277s elapsed
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+ 2024-03-22 12:25:22 INFO Epoch 67 / 5000:
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+ 2024-03-22 12:25:24 INFO lr: 4.9330e-05 - loss: 0.0031 - UP: 96.15% UR: 92.11% UF: 94.09% P: 96.03% R: 91.99% F: 93.97%
467
+ 2024-03-22 12:25:25 INFO dev: loss: 0.1511 - UP: 74.32% UR: 62.72% UF: 68.03% P: 69.62% R: 58.76% F: 63.73%
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+ 2024-03-22 12:25:25 INFO test: loss: nan - UP: 69.59% UR: 62.84% UF: 66.04% P: 66.51% R: 60.07% F: 63.12%
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+ 2024-03-22 12:25:25 INFO 0:00:03.344380s elapsed
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+ 2024-03-22 12:25:25 INFO Epoch 68 / 5000:
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+ 2024-03-22 12:25:28 INFO lr: 4.9320e-05 - loss: 0.0020 - UP: 95.11% UR: 92.47% UF: 93.77% P: 94.99% R: 92.36% F: 93.66%
473
+ 2024-03-22 12:25:28 INFO dev: loss: 0.1527 - UP: 78.15% UR: 57.42% UF: 66.20% P: 74.41% R: 54.67% F: 63.03%
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+ 2024-03-22 12:25:28 INFO test: loss: nan - UP: 73.45% UR: 58.86% UF: 65.35% P: 70.66% R: 56.63% F: 62.87%
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+ 2024-03-22 12:25:28 INFO 0:00:03.445218s elapsed
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+ 2024-03-22 12:25:28 INFO Epoch 69 / 5000:
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+ 2024-03-22 12:25:31 INFO lr: 4.9310e-05 - loss: 0.0004 - UP: 96.36% UR: 92.05% UF: 94.15% P: 96.22% R: 91.91% F: 94.01%
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+ 2024-03-22 12:25:31 INFO dev: loss: 0.1606 - UP: 73.37% UR: 65.54% UF: 69.23% P: 69.51% R: 62.08% F: 65.59%
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+ 2024-03-22 12:25:32 INFO test: loss: nan - UP: 66.64% UR: 66.56% UF: 66.60% P: 63.52% R: 63.45% F: 63.49%
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+ 2024-03-22 12:25:32 INFO 0:00:03.370613s elapsed
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+ 2024-03-22 12:25:32 INFO Epoch 70 / 5000:
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+ 2024-03-22 12:25:34 INFO lr: 4.9300e-05 - loss: 0.0012 - UP: 97.03% UR: 94.19% UF: 95.59% P: 96.94% R: 94.11% F: 95.50%
485
+ 2024-03-22 12:25:35 INFO dev: loss: 0.1740 - UP: 72.99% UR: 59.27% UF: 65.42% P: 69.21% R: 56.20% F: 62.03%
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+ 2024-03-22 12:25:35 INFO test: loss: nan - UP: 69.82% UR: 60.82% UF: 65.01% P: 66.87% R: 58.26% F: 62.27%
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+ 2024-03-22 12:25:35 INFO 0:00:03.388156s elapsed
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+ 2024-03-22 12:25:35 INFO Epoch 71 / 5000:
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+ 2024-03-22 12:25:38 INFO lr: 4.9290e-05 - loss: 0.0118 - UP: 94.88% UR: 93.05% UF: 93.96% P: 94.78% R: 92.95% F: 93.86%
491
+ 2024-03-22 12:25:38 INFO dev: loss: 0.1696 - UP: 73.09% UR: 62.34% UF: 67.29% P: 68.44% R: 58.38% F: 63.01%
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+ 2024-03-22 12:25:39 INFO test: loss: nan - UP: 66.67% UR: 63.39% UF: 64.99% P: 63.52% R: 60.40% F: 61.92%
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+ 2024-03-22 12:25:39 INFO 0:00:03.379826s elapsed
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+ 2024-03-22 12:25:41 INFO lr: 4.9280e-05 - loss: 0.0033 - UP: 94.88% UR: 90.70% UF: 92.74% P: 94.80% R: 90.62% F: 92.66%
497
+ 2024-03-22 12:25:42 INFO dev: loss: 0.1700 - UP: 71.76% UR: 69.69% UF: 70.71% P: 67.28% R: 65.35% F: 66.30%
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+ 2024-03-22 12:25:42 INFO test: loss: nan - UP: 63.37% UR: 66.95% UF: 65.11% P: 60.29% R: 63.69% F: 61.94%
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+ 2024-03-22 12:25:42 INFO 0:00:03.396298s elapsed
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+ 2024-03-22 12:25:42 INFO Epoch 73 / 5000:
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+ 2024-03-22 12:25:45 INFO lr: 4.9270e-05 - loss: 0.0128 - UP: 96.73% UR: 93.59% UF: 95.14% P: 96.65% R: 93.51% F: 95.05%
503
+ 2024-03-22 12:25:45 INFO dev: loss: 0.1556 - UP: 75.88% UR: 66.18% UF: 70.70% P: 71.33% R: 62.21% F: 66.46%
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+ 2024-03-22 12:25:45 INFO test: loss: nan - UP: 68.51% UR: 64.90% UF: 66.66% P: 65.20% R: 61.76% F: 63.43%
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+ 2024-03-22 12:25:48 INFO 0:00:03.374499s elapsed (saved)
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+ 2024-03-22 12:25:48 INFO Epoch 74 / 5000:
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+ 2024-03-22 12:25:51 INFO lr: 4.9260e-05 - loss: 0.0082 - UP: 96.37% UR: 92.55% UF: 94.42% P: 96.30% R: 92.48% F: 94.35%
509
+ 2024-03-22 12:25:51 INFO dev: loss: 0.1485 - UP: 71.89% UR: 66.88% UF: 69.29% P: 67.70% R: 62.98% F: 65.25%
510
+ 2024-03-22 12:25:52 INFO test: loss: nan - UP: 64.77% UR: 67.52% UF: 66.11% P: 61.52% R: 64.14% F: 62.80%
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+ 2024-03-22 12:25:52 INFO 0:00:03.376894s elapsed
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+ 2024-03-22 12:26:04 INFO dev: loss: 0.1447 - UP: 74.05% UR: 64.77% UF: 69.10% P: 70.61% R: 61.76% F: 65.89%
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+ 2024-03-22 12:26:08 INFO dev: loss: 0.1425 - UP: 76.13% UR: 64.45% UF: 69.81% P: 72.28% R: 61.19% F: 66.27%
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+ 2024-03-22 12:26:11 INFO lr: 4.9210e-05 - loss: 0.0038 - UP: 96.70% UR: 91.69% UF: 94.13% P: 96.56% R: 91.57% F: 94.00%
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+ 2024-03-22 12:26:11 INFO dev: loss: 0.1323 - UP: 75.51% UR: 61.70% UF: 67.91% P: 71.05% R: 58.06% F: 63.90%
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+ 2024-03-22 12:26:14 INFO lr: 4.9200e-05 - loss: 0.0017 - UP: 96.45% UR: 94.03% UF: 95.23% P: 96.29% R: 93.88% F: 95.07%
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+ 2024-03-22 12:26:14 INFO dev: loss: 0.1517 - UP: 75.45% UR: 63.68% UF: 69.07% P: 71.14% R: 60.04% F: 65.12%
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+ 2024-03-22 12:26:18 INFO dev: loss: 0.1858 - UP: 75.48% UR: 62.21% UF: 68.21% P: 70.91% R: 58.44% F: 64.07%
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+ 2024-03-22 12:26:18 INFO test: loss: nan - UP: 69.61% UR: 63.05% UF: 66.17% P: 66.71% R: 60.43% F: 63.41%
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+ 2024-03-22 12:26:21 INFO lr: 4.9180e-05 - loss: 0.0010 - UP: 97.13% UR: 95.51% UF: 96.31% P: 97.05% R: 95.44% F: 96.24%
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+ 2024-03-22 12:26:21 INFO dev: loss: 0.1809 - UP: 72.68% UR: 65.66% UF: 69.00% P: 68.08% R: 61.51% F: 64.63%
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+ 2024-03-22 12:26:21 INFO test: loss: nan - UP: 65.09% UR: 65.56% UF: 65.32% P: 61.67% R: 62.12% F: 61.89%
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+ 2024-03-22 12:26:24 INFO lr: 4.9170e-05 - loss: 0.0089 - UP: 97.60% UR: 96.02% UF: 96.81% P: 97.53% R: 95.95% F: 96.73%
563
+ 2024-03-22 12:26:24 INFO dev: loss: 0.1569 - UP: 74.80% UR: 66.24% UF: 70.26% P: 69.75% R: 61.76% F: 65.51%
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+ 2024-03-22 12:26:25 INFO test: loss: nan - UP: 68.39% UR: 66.16% UF: 67.26% P: 64.96% R: 62.84% F: 63.88%
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+ 2024-03-22 12:26:25 INFO 0:00:03.372208s elapsed
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+ 2024-03-22 12:26:27 INFO lr: 4.9160e-05 - loss: 0.0018 - UP: 98.39% UR: 96.61% UF: 97.49% P: 98.26% R: 96.49% F: 97.37%
569
+ 2024-03-22 12:26:28 INFO dev: loss: 0.1623 - UP: 73.58% UR: 66.05% UF: 69.61% P: 69.44% R: 62.34% F: 65.70%
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+ 2024-03-22 12:26:28 INFO test: loss: nan - UP: 68.15% UR: 66.25% UF: 67.19% P: 64.89% R: 63.08% F: 63.97%
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+ 2024-03-22 12:26:28 INFO 0:00:03.383093s elapsed
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+ 2024-03-22 12:26:31 INFO lr: 4.9150e-05 - loss: 0.0026 - UP: 97.94% UR: 97.09% UF: 97.51% P: 97.71% R: 96.86% F: 97.28%
575
+ 2024-03-22 12:26:31 INFO dev: loss: 0.1541 - UP: 74.07% UR: 65.03% UF: 69.25% P: 69.77% R: 61.25% F: 65.24%
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+ 2024-03-22 12:26:31 INFO test: loss: nan - UP: 68.45% UR: 65.74% UF: 67.07% P: 65.59% R: 62.99% F: 64.26%
577
+ 2024-03-22 12:26:31 INFO 0:00:03.379430s elapsed
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+ 2024-03-22 12:26:34 INFO lr: 4.9140e-05 - loss: 0.0002 - UP: 98.22% UR: 97.64% UF: 97.93% P: 98.11% R: 97.53% F: 97.82%
581
+ 2024-03-22 12:26:35 INFO dev: loss: 0.1697 - UP: 73.77% UR: 65.09% UF: 69.16% P: 69.49% R: 61.32% F: 65.15%
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+ 2024-03-22 12:26:35 INFO test: loss: nan - UP: 67.94% UR: 67.61% UF: 67.78% P: 64.97% R: 64.65% F: 64.81%
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+ 2024-03-22 12:26:35 INFO 0:00:03.425120s elapsed
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+ 2024-03-22 12:26:38 INFO lr: 4.9130e-05 - loss: 0.0039 - UP: 98.64% UR: 98.00% UF: 98.32% P: 98.58% R: 97.95% F: 98.26%
587
+ 2024-03-22 12:26:38 INFO dev: loss: 0.1781 - UP: 74.29% UR: 65.03% UF: 69.35% P: 69.91% R: 61.19% F: 65.26%
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+ 2024-03-22 12:26:38 INFO test: loss: nan - UP: 68.36% UR: 66.71% UF: 67.52% P: 65.26% R: 63.69% F: 64.47%
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+ 2024-03-22 12:26:38 INFO 0:00:03.449652s elapsed
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+ 2024-03-22 12:26:41 INFO lr: 4.9120e-05 - loss: 0.0016 - UP: 98.51% UR: 97.58% UF: 98.04% P: 98.43% R: 97.51% F: 97.97%
593
+ 2024-03-22 12:26:41 INFO dev: loss: 0.1672 - UP: 73.99% UR: 64.58% UF: 68.97% P: 70.04% R: 61.13% F: 65.28%
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+ 2024-03-22 12:26:42 INFO test: loss: nan - UP: 68.47% UR: 66.07% UF: 67.25% P: 65.41% R: 63.12% F: 64.24%
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+ 2024-03-22 12:26:42 INFO 0:00:03.479292s elapsed
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+ 2024-03-22 12:26:45 INFO lr: 4.9110e-05 - loss: 0.0028 - UP: 98.36% UR: 97.68% UF: 98.02% P: 98.31% R: 97.63% F: 97.97%
599
+ 2024-03-22 12:26:45 INFO dev: loss: 0.1699 - UP: 73.44% UR: 66.30% UF: 69.69% P: 68.84% R: 62.15% F: 65.32%
600
+ 2024-03-22 12:26:45 INFO test: loss: nan - UP: 67.18% UR: 67.46% UF: 67.32% P: 64.20% R: 64.47% F: 64.34%
601
+ 2024-03-22 12:26:45 INFO 0:00:03.438007s elapsed
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+ 2024-03-22 12:26:48 INFO lr: 4.9100e-05 - loss: 0.0027 - UP: 98.78% UR: 97.43% UF: 98.10% P: 98.63% R: 97.29% F: 97.95%
605
+ 2024-03-22 12:26:48 INFO dev: loss: 0.1783 - UP: 70.59% UR: 67.07% UF: 68.79% P: 65.28% R: 62.02% F: 63.61%
606
+ 2024-03-22 12:26:49 INFO test: loss: nan - UP: 65.11% UR: 69.33% UF: 67.15% P: 61.45% R: 65.44% F: 63.38%
607
+ 2024-03-22 12:26:49 INFO 0:00:03.356573s elapsed
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+ 2024-03-22 12:26:49 INFO Epoch 91 / 5000:
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+ 2024-03-22 12:26:51 INFO lr: 4.9090e-05 - loss: 0.0224 - UP: 95.14% UR: 90.55% UF: 92.79% P: 95.08% R: 90.48% F: 92.72%
611
+ 2024-03-22 12:26:52 INFO dev: loss: 0.1380 - UP: 77.30% UR: 55.75% UF: 64.78% P: 73.23% R: 52.81% F: 61.37%
612
+ 2024-03-22 12:26:52 INFO test: loss: nan - UP: 70.56% UR: 55.42% UF: 62.08% P: 67.99% R: 53.40% F: 59.81%
613
+ 2024-03-22 12:26:52 INFO 0:00:03.354955s elapsed
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+ 2024-03-22 12:26:52 INFO Epoch 92 / 5000:
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+ 2024-03-22 12:26:55 INFO lr: 4.9080e-05 - loss: 0.0015 - UP: 95.60% UR: 91.17% UF: 93.33% P: 95.37% R: 90.95% F: 93.11%
617
+ 2024-03-22 12:26:55 INFO dev: loss: 0.1814 - UP: 71.91% UR: 64.32% UF: 67.90% P: 66.98% R: 59.91% F: 63.25%
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+ 2024-03-22 12:26:55 INFO test: loss: nan - UP: 66.75% UR: 65.08% UF: 65.90% P: 63.53% R: 61.94% F: 62.72%
619
+ 2024-03-22 12:26:55 INFO 0:00:03.342589s elapsed
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+ 2024-03-22 12:26:55 INFO Epoch 93 / 5000:
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+ 2024-03-22 12:26:58 INFO lr: 4.9070e-05 - loss: 0.0151 - UP: 96.46% UR: 92.30% UF: 94.33% P: 95.87% R: 91.74% F: 93.76%
623
+ 2024-03-22 12:26:58 INFO dev: loss: 0.1406 - UP: 74.48% UR: 59.53% UF: 66.17% P: 68.88% R: 55.05% F: 61.19%
624
+ 2024-03-22 12:26:59 INFO test: loss: nan - UP: 71.16% UR: 60.91% UF: 65.64% P: 67.84% R: 58.07% F: 62.58%
625
+ 2024-03-22 12:26:59 INFO 0:00:03.356127s elapsed
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+ 2024-03-22 12:26:59 INFO Epoch 94 / 5000:
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+ 2024-03-22 12:27:01 INFO lr: 4.9060e-05 - loss: 0.0030 - UP: 95.77% UR: 94.33% UF: 95.04% P: 95.62% R: 94.18% F: 94.90%
629
+ 2024-03-22 12:27:02 INFO dev: loss: 0.1420 - UP: 75.35% UR: 59.21% UF: 66.31% P: 71.68% R: 56.33% F: 63.09%
630
+ 2024-03-22 12:27:02 INFO test: loss: nan - UP: 71.12% UR: 61.09% UF: 65.72% P: 67.64% R: 58.10% F: 62.51%
631
+ 2024-03-22 12:27:02 INFO 0:00:03.370014s elapsed
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+ 2024-03-22 12:27:02 INFO Epoch 95 / 5000:
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+ 2024-03-22 12:27:05 INFO lr: 4.9050e-05 - loss: 0.0040 - UP: 97.36% UR: 93.13% UF: 95.20% P: 97.28% R: 93.05% F: 95.11%
635
+ 2024-03-22 12:27:05 INFO dev: loss: 0.1707 - UP: 73.82% UR: 64.00% UF: 68.56% P: 69.84% R: 60.55% F: 64.86%
636
+ 2024-03-22 12:27:05 INFO test: loss: nan - UP: 68.80% UR: 64.44% UF: 66.55% P: 65.68% R: 61.52% F: 63.53%
637
+ 2024-03-22 12:27:05 INFO 0:00:03.385076s elapsed
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+ 2024-03-22 12:27:05 INFO Epoch 96 / 5000:
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+ 2024-03-22 12:27:08 INFO lr: 4.9040e-05 - loss: 0.0027 - UP: 96.93% UR: 92.95% UF: 94.90% P: 96.83% R: 92.85% F: 94.80%
641
+ 2024-03-22 12:27:08 INFO dev: loss: 0.1563 - UP: 71.74% UR: 62.98% UF: 67.08% P: 67.73% R: 59.46% F: 63.33%
642
+ 2024-03-22 12:27:09 INFO test: loss: nan - UP: 67.78% UR: 65.14% UF: 66.43% P: 64.57% R: 62.06% F: 63.29%
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+ 2024-03-22 12:27:09 INFO 0:00:03.358336s elapsed
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+ 2024-03-22 12:27:09 INFO Epoch 97 / 5000:
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+ 2024-03-22 12:27:11 INFO lr: 4.9030e-05 - loss: 0.0010 - UP: 97.48% UR: 95.87% UF: 96.67% P: 97.43% R: 95.82% F: 96.62%
647
+ 2024-03-22 12:27:12 INFO dev: loss: 0.1648 - UP: 70.56% UR: 66.37% UF: 68.40% P: 65.87% R: 61.96% F: 63.86%
648
+ 2024-03-22 12:27:12 INFO test: loss: nan - UP: 65.21% UR: 67.34% UF: 66.26% P: 61.39% R: 63.39% F: 62.37%
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+ 2024-03-22 12:27:12 INFO 0:00:03.354786s elapsed
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+ 2024-03-22 12:27:12 INFO Epoch 98 / 5000:
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+ 2024-03-22 12:27:15 INFO lr: 4.9020e-05 - loss: 0.0026 - UP: 97.09% UR: 94.82% UF: 95.94% P: 96.80% R: 94.54% F: 95.66%
653
+ 2024-03-22 12:27:15 INFO dev: loss: 0.1708 - UP: 72.88% UR: 62.53% UF: 67.31% P: 69.08% R: 59.27% F: 63.80%
654
+ 2024-03-22 12:27:16 INFO test: loss: nan - UP: 67.84% UR: 64.23% UF: 65.98% P: 64.30% R: 60.88% F: 62.54%
655
+ 2024-03-22 12:27:16 INFO 0:00:03.353653s elapsed
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+ 2024-03-22 12:27:16 INFO Epoch 99 / 5000:
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+ 2024-03-22 12:27:18 INFO lr: 4.9010e-05 - loss: 0.0007 - UP: 97.73% UR: 95.76% UF: 96.73% P: 97.65% R: 95.68% F: 96.65%
659
+ 2024-03-22 12:27:19 INFO dev: loss: 0.1704 - UP: 71.28% UR: 63.62% UF: 67.23% P: 67.34% R: 60.10% F: 63.51%
660
+ 2024-03-22 12:27:19 INFO test: loss: nan - UP: 67.93% UR: 65.92% UF: 66.91% P: 64.85% R: 62.93% F: 63.88%
661
+ 2024-03-22 12:27:19 INFO 0:00:03.395220s elapsed
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+ 2024-03-22 12:27:19 INFO Epoch 100 / 5000:
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+ 2024-03-22 12:27:22 INFO lr: 4.9000e-05 - loss: 0.0027 - UP: 97.71% UR: 97.05% UF: 97.38% P: 97.66% R: 96.99% F: 97.33%
665
+ 2024-03-22 12:27:22 INFO dev: loss: 0.1887 - UP: 71.30% UR: 64.32% UF: 67.63% P: 67.33% R: 60.74% F: 63.87%
666
+ 2024-03-22 12:27:22 INFO test: loss: nan - UP: 67.10% UR: 66.86% UF: 66.98% P: 64.13% R: 63.90% F: 64.02%
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+ 2024-03-22 12:27:22 INFO 0:00:03.348497s elapsed
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+ 2024-03-22 12:27:22 INFO Epoch 101 / 5000:
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+ 2024-03-22 12:27:25 INFO lr: 4.8990e-05 - loss: 0.0126 - UP: 98.56% UR: 97.20% UF: 97.88% P: 98.53% R: 97.17% F: 97.84%
671
+ 2024-03-22 12:27:25 INFO dev: loss: 0.1703 - UP: 72.90% UR: 63.11% UF: 67.65% P: 68.61% R: 59.40% F: 63.67%
672
+ 2024-03-22 12:27:26 INFO test: loss: nan - UP: 68.68% UR: 65.26% UF: 66.92% P: 65.41% R: 62.15% F: 63.74%
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+ 2024-03-22 12:27:26 INFO 0:00:03.379275s elapsed
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+ 2024-03-22 12:27:28 INFO lr: 4.8980e-05 - loss: 0.0128 - UP: 96.02% UR: 94.83% UF: 95.42% P: 95.03% R: 93.85% F: 94.44%
677
+ 2024-03-22 12:27:29 INFO dev: loss: 0.1564 - UP: 67.61% UR: 66.88% UF: 67.25% P: 61.67% R: 61.00% F: 61.33%
678
+ 2024-03-22 12:27:29 INFO test: loss: nan - UP: 61.54% UR: 66.31% UF: 63.84% P: 57.79% R: 62.27% F: 59.94%
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+ 2024-03-22 12:27:29 INFO 0:00:03.329266s elapsed
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+ 2024-03-22 12:27:29 INFO Epoch 103 / 5000:
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+ 2024-03-22 12:27:32 INFO lr: 4.8970e-05 - loss: 0.0234 - UP: 95.90% UR: 92.47% UF: 94.16% P: 95.42% R: 92.01% F: 93.69%
683
+ 2024-03-22 12:27:32 INFO dev: loss: 0.1801 - UP: 72.39% UR: 63.87% UF: 67.87% P: 67.68% R: 59.72% F: 63.45%
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+ 2024-03-22 12:27:32 INFO test: loss: nan - UP: 65.62% UR: 63.66% UF: 64.62% P: 62.32% R: 60.46% F: 61.38%
685
+ 2024-03-22 12:27:32 INFO 0:00:03.361013s elapsed
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+ 2024-03-22 12:27:35 INFO lr: 4.8960e-05 - loss: 0.0039 - UP: 96.77% UR: 94.77% UF: 95.76% P: 96.57% R: 94.57% F: 95.56%
689
+ 2024-03-22 12:27:35 INFO dev: loss: 0.1595 - UP: 72.55% UR: 64.90% UF: 68.51% P: 67.69% R: 60.55% F: 63.92%
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+ 2024-03-22 12:27:36 INFO test: loss: nan - UP: 67.06% UR: 65.02% UF: 66.02% P: 63.79% R: 61.85% F: 62.80%
691
+ 2024-03-22 12:27:36 INFO 0:00:03.326022s elapsed
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+ 2024-03-22 12:27:36 INFO Epoch 105 / 5000:
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+ 2024-03-22 12:27:38 INFO lr: 4.8950e-05 - loss: 0.0011 - UP: 97.97% UR: 96.12% UF: 97.04% P: 97.85% R: 96.01% F: 96.92%
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+ 2024-03-22 12:27:39 INFO dev: loss: 0.1634 - UP: 68.30% UR: 66.94% UF: 67.61% P: 63.21% R: 61.96% F: 62.58%
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+ 2024-03-22 12:27:39 INFO test: loss: nan - UP: 63.63% UR: 68.28% UF: 65.87% P: 60.45% R: 64.87% F: 62.58%
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+ 2024-03-22 12:27:39 INFO 0:00:03.346963s elapsed
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+ 2024-03-22 12:27:42 INFO Epoch 75 saved
700
+ 2024-03-22 12:27:42 INFO dev: UP: 74.63% UR: 67.14% UF: 70.68% P: 70.22% R: 63.17% F: 66.51%
701
+ 2024-03-22 12:27:42 INFO test: UP: 67.06% UR: 66.07% UF: 66.57% P: 64.31% R: 63.36% F: 63.83%
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+ 2024-03-22 12:27:42 INFO 0:05:50.518876s elapsed, 0:00:03.338275s/epoch
models/opener_en/sdp_bySentiment_desc/80/model_vi_opener_en_xlm_10.train.log ADDED
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1
+ 2024-03-22 12:45:11 INFO
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+ ---------------------+-------------------------------
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+ Param | Value
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+ ---------------------+-------------------------------
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+ nu | 0.999
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+ eps | 1e-06
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+ embed | data/glove.6B.100d.txt
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+ inference | mfvi
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+ ---------------------+-------------------------------
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+
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+ 2024-03-22 12:45:11 INFO Building the fields
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41
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+
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  ---------------------+-------------------------------
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38
- 2023-12-30 06:34:05 INFO Building the fields
39
- 2023-12-30 06:34:07 INFO CoNLL(
40
  (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
41
  (labels): ChartField()
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  )
43
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44
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45
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  (inference): SemanticDependencyMFVI(max_iter=3)
61
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63
- 2023-12-30 06:34:10 INFO Loading the data
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- 2023-12-30 06:34:12 INFO
65
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66
  dev: Dataset(n_sentences=197, n_batches=32, n_buckets=32)
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  test: Dataset(n_sentences=499, n_batches=32, n_buckets=32)
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- 2023-12-30 06:34:12 INFO Epoch 1 / 5000:
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- 2023-12-30 06:34:22 INFO 0:00:04.708738s elapsed (saved)
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- 2023-12-30 06:34:29 INFO dev: loss: 0.1160 - UP: 88.19% UR: 15.28% UF: 26.05% P: 85.24% R: 14.77% F: 25.18%
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- 2023-12-30 06:34:29 INFO test: loss: nan - UP: 82.30% UR: 15.15% UF: 25.59% P: 80.33% R: 14.79% F: 24.98%
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- 2023-12-30 06:34:36 INFO 0:00:03.864736s elapsed (saved)
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- 2023-12-30 06:34:39 INFO dev: loss: 0.1114 - UP: 87.03% UR: 13.30% UF: 23.07% P: 86.19% R: 13.17% F: 22.85%
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- 2023-12-30 06:34:40 INFO test: loss: nan - UP: 87.07% UR: 13.61% UF: 23.54% P: 84.75% R: 13.25% F: 22.92%
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- 2023-12-30 06:34:40 INFO 0:00:03.924504s elapsed
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- 2023-12-30 06:34:43 INFO dev: loss: 0.0978 - UP: 82.38% UR: 25.70% UF: 39.18% P: 79.71% R: 24.87% F: 37.91%
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- 2023-12-30 06:34:44 INFO test: loss: nan - UP: 76.54% UR: 26.98% UF: 39.90% P: 74.57% R: 26.29% F: 38.88%
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- 2023-12-30 06:34:54 INFO test: loss: nan - UP: 70.83% UR: 32.90% UF: 44.93% P: 67.77% R: 31.48% F: 42.99%
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- 2023-12-30 06:35:05 INFO test: loss: nan - UP: 77.39% UR: 29.34% UF: 42.55% P: 76.27% R: 28.92% F: 41.93%
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- 2023-12-30 06:35:17 INFO 0:00:04.240463s elapsed (saved)
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- 2023-12-30 06:35:42 INFO dev: loss: 0.1124 - UP: 68.07% UR: 45.40% UF: 54.47% P: 63.37% R: 42.26% F: 50.71%
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- 2023-12-30 06:35:50 INFO dev: loss: 0.1029 - UP: 65.05% UR: 52.37% UF: 58.02% P: 61.64% R: 49.62% F: 54.98%
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- 2023-12-30 06:36:11 INFO test: loss: nan - UP: 66.46% UR: 48.39% UF: 56.00% P: 63.35% R: 46.12% F: 53.38%
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- 2023-12-30 06:36:21 INFO dev: loss: 0.1112 - UP: 70.33% UR: 48.66% UF: 57.52% P: 67.47% R: 46.68% F: 55.18%
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- 2023-12-30 06:36:22 INFO test: loss: nan - UP: 65.73% UR: 49.62% UF: 56.55% P: 62.65% R: 47.30% F: 53.90%
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- 2023-12-30 06:36:25 INFO dev: loss: 0.1104 - UP: 69.39% UR: 50.58% UF: 58.51% P: 66.40% R: 48.40% F: 55.99%
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- 2023-12-30 06:36:26 INFO test: loss: nan - UP: 65.59% UR: 52.70% UF: 58.44% P: 62.85% R: 50.50% F: 56.00%
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- 2023-12-30 06:36:29 INFO dev: loss: 0.1110 - UP: 76.76% UR: 47.51% UF: 58.69% P: 73.35% R: 45.40% F: 56.08%
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- 2023-12-30 06:36:30 INFO test: loss: nan - UP: 73.68% UR: 48.93% UF: 58.81% P: 70.82% R: 47.03% F: 56.52%
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- 2023-12-30 06:36:44 INFO test: loss: nan - UP: 67.30% UR: 52.49% UF: 58.98% P: 64.51% R: 50.32% F: 56.54%
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437
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450
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456
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461
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462
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473
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474
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479
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480
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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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498
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503
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504
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509
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510
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515
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516
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517
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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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534
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539
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540
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545
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546
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551
- 2023-12-30 06:41:53 INFO dev: loss: 0.1874 - UP: 72.21% UR: 64.13% UF: 67.93% P: 68.68% R: 61.00% F: 64.61%
552
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557
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558
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563
- 2023-12-30 06:42:01 INFO dev: loss: 0.2035 - UP: 73.01% UR: 64.00% UF: 68.21% P: 69.37% R: 60.81% F: 64.80%
564
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- 2023-12-30 06:42:05 INFO lr: 4.9160e-05 - loss: 0.0037 - UP: 97.95% UR: 96.37% UF: 97.15% P: 97.91% R: 96.33% F: 97.12%
569
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570
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575
- 2023-12-30 06:42:10 INFO dev: loss: 0.1555 - UP: 75.38% UR: 60.10% UF: 66.88% P: 71.85% R: 57.29% F: 63.75%
576
- 2023-12-30 06:42:10 INFO test: loss: nan - UP: 71.46% UR: 60.40% UF: 65.47% P: 68.54% R: 57.92% F: 62.78%
577
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- 2023-12-30 06:42:14 INFO lr: 4.9140e-05 - loss: 0.0155 - UP: 94.72% UR: 87.95% UF: 91.21% P: 94.42% R: 87.67% F: 90.92%
581
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582
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587
- 2023-12-30 06:42:18 INFO dev: loss: 0.1500 - UP: 73.67% UR: 64.58% UF: 68.82% P: 69.80% R: 61.19% F: 65.21%
588
- 2023-12-30 06:42:19 INFO test: loss: nan - UP: 66.40% UR: 65.44% UF: 65.92% P: 62.21% R: 61.30% F: 61.75%
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- 2023-12-30 06:42:23 INFO test: loss: nan - UP: 64.86% UR: 66.68% UF: 65.75% P: 61.54% R: 63.27% F: 62.39%
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- 2023-12-30 06:42:27 INFO dev: loss: 0.1573 - UP: 74.61% UR: 64.07% UF: 68.94% P: 70.07% R: 60.17% F: 64.74%
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- 2023-12-30 06:42:27 INFO test: loss: nan - UP: 67.95% UR: 65.71% UF: 66.81% P: 64.95% R: 62.81% F: 63.86%
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- 2023-12-30 06:42:31 INFO lr: 4.9100e-05 - loss: 0.0011 - UP: 97.84% UR: 96.40% UF: 97.12% P: 97.75% R: 96.31% F: 97.03%
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- 2023-12-30 06:42:31 INFO dev: loss: 0.1827 - UP: 69.66% UR: 69.88% UF: 69.77% P: 65.58% R: 65.79% F: 65.69%
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- 2023-12-30 06:42:31 INFO test: loss: nan - UP: 59.07% UR: 68.43% UF: 63.40% P: 56.02% R: 64.90% F: 60.13%
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611
- 2023-12-30 06:42:35 INFO dev: loss: 0.1717 - UP: 73.60% UR: 61.32% UF: 66.90% P: 69.53% R: 57.93% F: 63.20%
612
- 2023-12-30 06:42:36 INFO test: loss: nan - UP: 66.33% UR: 61.61% UF: 63.88% P: 64.09% R: 59.52% F: 61.72%
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- 2023-12-30 06:42:39 INFO lr: 4.9080e-05 - loss: 0.0079 - UP: 96.50% UR: 93.99% UF: 95.23% P: 96.38% R: 93.87% F: 95.11%
617
- 2023-12-30 06:42:39 INFO dev: loss: 0.1585 - UP: 71.19% UR: 64.77% UF: 67.83% P: 67.04% R: 61.00% F: 63.88%
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- 2023-12-30 06:42:40 INFO test: loss: nan - UP: 64.32% UR: 65.89% UF: 65.10% P: 61.49% R: 62.99% F: 62.23%
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623
- 2023-12-30 06:42:44 INFO dev: loss: 0.1616 - UP: 73.18% UR: 64.90% UF: 68.79% P: 69.21% R: 61.38% F: 65.06%
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629
- 2023-12-30 06:42:48 INFO dev: loss: 0.1875 - UP: 73.58% UR: 65.35% UF: 69.22% P: 69.83% R: 62.02% F: 65.70%
630
- 2023-12-30 06:42:48 INFO test: loss: nan - UP: 66.20% UR: 65.80% UF: 66.00% P: 63.07% R: 62.69% F: 62.88%
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635
- 2023-12-30 06:42:52 INFO dev: loss: 0.1775 - UP: 73.39% UR: 64.19% UF: 68.49% P: 69.44% R: 60.74% F: 64.80%
636
- 2023-12-30 06:42:53 INFO test: loss: nan - UP: 66.87% UR: 66.04% UF: 66.45% P: 64.39% R: 63.60% F: 63.99%
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- 2023-12-30 06:42:56 INFO lr: 4.9040e-05 - loss: 0.0019 - UP: 98.30% UR: 97.80% UF: 98.05% P: 98.25% R: 97.75% F: 98.00%
641
- 2023-12-30 06:42:56 INFO dev: loss: 0.1644 - UP: 74.67% UR: 64.26% UF: 69.07% P: 70.80% R: 60.93% F: 65.50%
642
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643
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647
- 2023-12-30 06:43:01 INFO dev: loss: 0.1747 - UP: 71.53% UR: 64.26% UF: 67.70% P: 67.97% R: 61.06% F: 64.33%
648
- 2023-12-30 06:43:01 INFO test: loss: nan - UP: 64.73% UR: 67.52% UF: 66.10% P: 61.78% R: 64.44% F: 63.08%
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- 2023-12-30 06:43:11 INFO Epoch 67 saved
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- 2023-12-30 06:43:11 INFO dev: UP: 75.75% UR: 67.90% UF: 71.61% P: 72.54% R: 65.03% F: 68.58%
653
- 2023-12-30 06:43:11 INFO test: UP: 68.06% UR: 66.13% UF: 67.09% P: 65.46% R: 63.60% F: 64.51%
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- 2023-12-30 06:43:11 INFO 0:06:32.425262s elapsed, 0:00:04.045621s/epoch
 
1
+ 2024-03-22 12:27:44 INFO
2
  ---------------------+-------------------------------
3
  Param | Value
4
  ---------------------+-------------------------------
 
14
  update_steps | 1
15
  mode | train
16
  path | /home/marvin/structured-sentiment-analysis-bis/models/opener_en/sdp_bySentiment_desc/80/model_vi_opener_en_xlm_6
17
+ device | 0
18
  seed | 1
19
  threads | 16
20
  local_rank | -1
 
35
  inference | mfvi
36
  ---------------------+-------------------------------
37
 
38
+ 2024-03-22 12:27:44 INFO Building the fields
39
+ 2024-03-22 12:27:46 INFO CoNLL(
40
  (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
41
  (labels): ChartField()
42
  )
43
+ 2024-03-22 12:27:46 INFO Building the model
44
+ 2024-03-22 12:27:48 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)
 
60
  (inference): SemanticDependencyMFVI(max_iter=3)
61
  )
62
 
63
+ 2024-03-22 12:27:48 INFO Loading the data
64
+ 2024-03-22 12:27:49 INFO
65
  train: Dataset(n_sentences=1394, n_batches=32, n_buckets=32)
66
  dev: Dataset(n_sentences=197, n_batches=32, n_buckets=32)
67
  test: Dataset(n_sentences=499, n_batches=32, n_buckets=32)
68
 
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+ 2024-03-22 12:27:53 INFO lr: 4.9990e-05 - loss: 0.0943 - UP: 2.24% UR: 3.48% UF: 2.73% P: 1.40% R: 2.17% F: 1.70%
71
+ 2024-03-22 12:27:53 INFO dev: loss: 0.1987 - UP: 78.00% UR: 4.99% UF: 9.37% P: 73.00% R: 4.67% F: 8.77%
72
+ 2024-03-22 12:27:54 INFO test: loss: nan - UP: 82.82% UR: 5.67% UF: 10.62% P: 75.77% R: 5.19% F: 9.72%
73
+ 2024-03-22 12:27:58 INFO 0:00:04.452654s elapsed (saved)
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+ 2024-03-22 12:28:01 INFO lr: 4.9980e-05 - loss: 0.4318 - UP: 54.77% UR: 9.12% UF: 15.63% P: 50.52% R: 8.41% F: 14.42%
77
+ 2024-03-22 12:28:02 INFO dev: loss: 0.1434 - UP: 92.50% UR: 2.37% UF: 4.61% P: 92.50% R: 2.37% F: 4.61%
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+ 2024-03-22 12:28:02 INFO test: loss: nan - UP: 91.87% UR: 3.41% UF: 6.58% P: 91.06% R: 3.38% F: 6.52%
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+ 2024-03-22 12:28:05 INFO lr: 4.9970e-05 - loss: 0.0456 - UP: 66.80% UR: 13.83% UF: 22.91% P: 63.77% R: 13.20% F: 21.87%
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+ 2024-03-22 12:28:05 INFO dev: loss: 0.1160 - UP: 88.19% UR: 15.28% UF: 26.05% P: 85.24% R: 14.77% F: 25.18%
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+ 2024-03-22 12:28:06 INFO test: loss: nan - UP: 82.30% UR: 15.15% UF: 25.59% P: 80.33% R: 14.79% F: 24.98%
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+ 2024-03-22 12:28:13 INFO 0:00:03.766858s elapsed (saved)
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+ 2024-03-22 12:28:16 INFO lr: 4.9960e-05 - loss: 0.0404 - UP: 69.31% UR: 17.70% UF: 28.19% P: 66.89% R: 17.08% F: 27.21%
89
+ 2024-03-22 12:28:16 INFO dev: loss: 0.1114 - UP: 87.03% UR: 13.30% UF: 23.07% P: 86.19% R: 13.17% F: 22.85%
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+ 2024-03-22 12:28:16 INFO test: loss: nan - UP: 87.07% UR: 13.61% UF: 23.54% P: 84.75% R: 13.25% F: 22.92%
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+ 2024-03-22 12:28:16 INFO 0:00:03.720990s elapsed
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+ 2024-03-22 12:28:19 INFO lr: 4.9950e-05 - loss: 0.0950 - UP: 66.99% UR: 23.11% UF: 34.36% P: 65.15% R: 22.47% F: 33.42%
95
+ 2024-03-22 12:28:20 INFO dev: loss: 0.0978 - UP: 82.38% UR: 25.70% UF: 39.18% P: 79.71% R: 24.87% F: 37.91%
96
+ 2024-03-22 12:28:20 INFO test: loss: nan - UP: 76.54% UR: 26.98% UF: 39.90% P: 74.57% R: 26.29% F: 38.88%
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+ 2024-03-22 12:28:27 INFO 0:00:03.712111s elapsed (saved)
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+ 2024-03-22 12:28:30 INFO lr: 4.9940e-05 - loss: 0.0948 - UP: 71.28% UR: 31.16% UF: 43.36% P: 69.06% R: 30.19% F: 42.01%
101
+ 2024-03-22 12:28:30 INFO dev: loss: 0.0953 - UP: 76.17% UR: 34.34% UF: 47.33% P: 70.64% R: 31.84% F: 43.90%
102
+ 2024-03-22 12:28:31 INFO test: loss: nan - UP: 70.83% UR: 32.90% UF: 44.93% P: 67.77% R: 31.48% F: 42.99%
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+ 2024-03-22 12:28:38 INFO 0:00:03.720288s elapsed (saved)
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+ 2024-03-22 12:28:41 INFO lr: 4.9930e-05 - loss: 0.0438 - UP: 71.36% UR: 35.34% UF: 47.27% P: 70.08% R: 34.70% F: 46.42%
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+ 2024-03-22 12:28:41 INFO dev: loss: 0.0839 - UP: 83.87% UR: 30.24% UF: 44.45% P: 81.21% R: 29.28% F: 43.05%
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+ 2024-03-22 12:28:42 INFO test: loss: nan - UP: 77.39% UR: 29.34% UF: 42.55% P: 76.27% R: 28.92% F: 41.93%
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+ 2024-03-22 12:28:45 INFO lr: 4.9920e-05 - loss: 0.0349 - UP: 74.78% UR: 37.17% UF: 49.66% P: 72.68% R: 36.13% F: 48.26%
113
+ 2024-03-22 12:28:45 INFO dev: loss: 0.0876 - UP: 80.09% UR: 34.72% UF: 48.44% P: 76.55% R: 33.18% F: 46.30%
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+ 2024-03-22 12:28:45 INFO test: loss: nan - UP: 74.57% UR: 32.84% UF: 45.60% P: 71.83% R: 31.63% F: 43.92%
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+ 2024-03-22 12:28:52 INFO 0:00:03.705054s elapsed (saved)
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+ 2024-03-22 12:28:55 INFO lr: 4.9910e-05 - loss: 0.0317 - UP: 74.09% UR: 42.65% UF: 54.14% P: 72.42% R: 41.69% F: 52.92%
119
+ 2024-03-22 12:28:56 INFO dev: loss: 0.0962 - UP: 73.85% UR: 42.07% UF: 53.60% P: 70.15% R: 39.96% F: 50.92%
120
+ 2024-03-22 12:28:56 INFO test: loss: nan - UP: 68.71% UR: 39.90% UF: 50.49% P: 66.01% R: 38.33% F: 48.50%
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+ 2024-03-22 12:29:03 INFO 0:00:03.736896s elapsed (saved)
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+ 2024-03-22 12:29:06 INFO lr: 4.9900e-05 - loss: 0.0143 - UP: 72.49% UR: 45.16% UF: 55.65% P: 70.93% R: 44.19% F: 54.45%
125
+ 2024-03-22 12:29:06 INFO dev: loss: 0.1162 - UP: 76.13% UR: 40.98% UF: 53.28% P: 73.16% R: 39.39% F: 51.21%
126
+ 2024-03-22 12:29:06 INFO test: loss: nan - UP: 72.01% UR: 38.36% UF: 50.06% P: 69.07% R: 36.79% F: 48.01%
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+ 2024-03-22 12:29:13 INFO 0:00:03.754327s elapsed (saved)
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+ 2024-03-22 12:29:16 INFO lr: 4.9890e-05 - loss: 0.0519 - UP: 74.53% UR: 42.94% UF: 54.48% P: 73.22% R: 42.18% F: 53.53%
131
+ 2024-03-22 12:29:16 INFO dev: loss: 0.1124 - UP: 68.07% UR: 45.40% UF: 54.47% P: 63.37% R: 42.26% F: 50.71%
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+ 2024-03-22 12:29:17 INFO test: loss: nan - UP: 64.49% UR: 44.19% UF: 52.44% P: 61.23% R: 41.96% F: 49.79%
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+ 2024-03-22 12:29:17 INFO 0:00:03.746352s elapsed
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+ 2024-03-22 12:29:20 INFO lr: 4.9880e-05 - loss: 0.0338 - UP: 75.13% UR: 41.53% UF: 53.49% P: 73.82% R: 40.80% F: 52.56%
137
+ 2024-03-22 12:29:20 INFO dev: loss: 0.0993 - UP: 74.94% UR: 39.77% UF: 51.96% P: 72.53% R: 38.49% F: 50.29%
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+ 2024-03-22 12:29:20 INFO test: loss: nan - UP: 71.11% UR: 38.79% UF: 50.20% P: 68.46% R: 37.34% F: 48.32%
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+ 2024-03-22 12:29:20 INFO 0:00:03.732850s elapsed
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+ 2024-03-22 12:29:24 INFO lr: 4.9870e-05 - loss: 0.0508 - UP: 77.98% UR: 48.28% UF: 59.64% P: 76.94% R: 47.64% F: 58.84%
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+ 2024-03-22 12:29:24 INFO dev: loss: 0.1029 - UP: 65.05% UR: 52.37% UF: 58.02% P: 61.64% R: 49.62% F: 54.98%
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+ 2024-03-22 12:29:24 INFO test: loss: nan - UP: 60.45% UR: 51.68% UF: 55.72% P: 57.66% R: 49.29% F: 53.15%
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+ 2024-03-22 12:29:31 INFO 0:00:03.736670s elapsed (saved)
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+ 2024-03-22 12:29:34 INFO lr: 4.9860e-05 - loss: 0.0433 - UP: 82.11% UR: 53.04% UF: 64.45% P: 80.86% R: 52.23% F: 63.47%
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+ 2024-03-22 12:29:34 INFO dev: loss: 0.0975 - UP: 73.31% UR: 47.76% UF: 57.84% P: 71.15% R: 46.36% F: 56.14%
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+ 2024-03-22 12:29:34 INFO test: loss: nan - UP: 67.20% UR: 47.93% UF: 55.95% P: 64.28% R: 45.85% F: 53.52%
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+ 2024-03-22 12:29:41 INFO 0:00:03.773905s elapsed (saved)
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+ 2024-03-22 12:29:44 INFO lr: 4.9850e-05 - loss: 0.0234 - UP: 80.60% UR: 55.42% UF: 65.68% P: 79.74% R: 54.83% F: 64.98%
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+ 2024-03-22 12:29:45 INFO dev: loss: 0.0918 - UP: 74.71% UR: 50.26% UF: 60.09% P: 72.05% R: 48.47% F: 57.95%
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+ 2024-03-22 12:29:45 INFO test: loss: nan - UP: 66.46% UR: 48.39% UF: 56.00% P: 63.35% R: 46.12% F: 53.38%
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+ 2024-03-22 12:29:52 INFO 0:00:03.759995s elapsed (saved)
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+ 2024-03-22 12:29:55 INFO lr: 4.9840e-05 - loss: 0.0219 - UP: 82.47% UR: 60.63% UF: 69.89% P: 81.98% R: 60.27% F: 69.47%
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+ 2024-03-22 12:29:55 INFO dev: loss: 0.1112 - UP: 70.33% UR: 48.66% UF: 57.52% P: 67.47% R: 46.68% F: 55.18%
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+ 2024-03-22 12:30:17 INFO test: loss: nan - UP: 67.30% UR: 52.49% UF: 58.98% P: 64.51% R: 50.32% F: 56.54%
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+ 2024-03-22 12:30:29 INFO test: loss: nan - UP: 67.91% UR: 55.96% UF: 61.36% P: 65.05% R: 53.61% F: 58.78%
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+ 2024-03-22 12:30:36 INFO 0:00:03.757687s elapsed (saved)
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+ 2024-03-22 12:30:39 INFO dev: loss: 0.1033 - UP: 73.72% UR: 59.02% UF: 65.55% P: 70.69% R: 56.59% F: 62.86%
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+ 2024-03-22 12:30:39 INFO test: loss: nan - UP: 67.83% UR: 58.50% UF: 62.82% P: 65.45% R: 56.44% F: 60.62%
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+ 2024-03-22 12:30:46 INFO 0:00:03.806933s elapsed (saved)
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+ 2024-03-22 12:30:49 INFO dev: loss: 0.1060 - UP: 72.21% UR: 59.65% UF: 65.34% P: 68.50% R: 56.59% F: 61.97%
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+ 2024-03-22 12:30:50 INFO test: loss: nan - UP: 68.17% UR: 56.57% UF: 61.83% P: 65.22% R: 54.12% F: 59.16%
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+ 2024-03-22 12:30:53 INFO lr: 4.9740e-05 - loss: 0.0176 - UP: 90.05% UR: 79.11% UF: 84.22% P: 89.69% R: 78.79% F: 83.89%
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+ 2024-03-22 12:30:53 INFO dev: loss: 0.1220 - UP: 75.13% UR: 55.43% UF: 63.80% P: 72.18% R: 53.26% F: 61.30%
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+ 2024-03-22 12:30:54 INFO test: loss: nan - UP: 70.39% UR: 55.96% UF: 62.35% P: 67.46% R: 53.64% F: 59.76%
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+ 2024-03-22 12:30:54 INFO 0:00:03.718979s elapsed
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+ 2024-03-22 12:30:57 INFO dev: loss: 0.1245 - UP: 73.07% UR: 61.06% UF: 66.53% P: 69.40% R: 57.99% F: 63.18%
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+ 2024-03-22 12:30:57 INFO test: loss: nan - UP: 67.58% UR: 58.95% UF: 62.97% P: 64.64% R: 56.38% F: 60.23%
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+ 2024-03-22 12:31:04 INFO 0:00:03.721759s elapsed (saved)
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+ 2024-03-22 12:31:07 INFO dev: loss: 0.1315 - UP: 72.38% UR: 59.14% UF: 65.10% P: 68.00% R: 55.56% F: 61.15%
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+ 2024-03-22 12:31:08 INFO test: loss: nan - UP: 68.53% UR: 58.83% UF: 63.31% P: 65.37% R: 56.11% F: 60.39%
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+ 2024-03-22 12:31:08 INFO 0:00:03.750272s elapsed
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+ 2024-03-22 12:31:11 INFO dev: loss: 0.1314 - UP: 71.99% UR: 63.11% UF: 67.26% P: 68.27% R: 59.85% F: 63.78%
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+ 2024-03-22 12:31:11 INFO test: loss: nan - UP: 65.34% UR: 60.37% UF: 62.75% P: 62.33% R: 57.59% F: 59.87%
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+ 2024-03-22 12:31:18 INFO 0:00:03.746160s elapsed (saved)
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+ 2024-03-22 12:31:21 INFO lr: 4.9700e-05 - loss: 0.0217 - UP: 90.92% UR: 81.27% UF: 85.82% P: 90.22% R: 80.64% F: 85.16%
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+ 2024-03-22 12:31:21 INFO dev: loss: 0.1286 - UP: 74.96% UR: 59.72% UF: 66.48% P: 71.99% R: 57.35% F: 63.84%
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+ 2024-03-22 12:31:22 INFO test: loss: nan - UP: 69.30% UR: 57.65% UF: 62.94% P: 65.53% R: 54.51% F: 59.52%
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+ 2024-03-22 12:31:28 INFO 0:00:03.708761s elapsed (saved)
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+ 2024-03-22 12:31:32 INFO dev: loss: 0.1096 - UP: 77.59% UR: 59.34% UF: 67.25% P: 74.33% R: 56.84% F: 64.42%
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+ 2024-03-22 12:31:32 INFO test: loss: nan - UP: 70.32% UR: 58.35% UF: 63.77% P: 67.37% R: 55.90% F: 61.10%
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+ 2024-03-22 12:31:39 INFO 0:00:03.789117s elapsed (saved)
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+ 2024-03-22 12:31:42 INFO lr: 4.9680e-05 - loss: 0.0065 - UP: 91.43% UR: 85.04% UF: 88.12% P: 91.19% R: 84.81% F: 87.88%
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+ 2024-03-22 12:31:42 INFO dev: loss: 0.1052 - UP: 74.84% UR: 65.79% UF: 70.02% P: 71.85% R: 63.17% F: 67.23%
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+ 2024-03-22 12:31:43 INFO test: loss: nan - UP: 67.09% UR: 61.21% UF: 64.02% P: 64.27% R: 58.65% F: 61.33%
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+ 2024-03-22 12:31:49 INFO 0:00:03.782632s elapsed (saved)
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+ 2024-03-22 12:31:52 INFO lr: 4.9670e-05 - loss: 0.0188 - UP: 90.70% UR: 79.56% UF: 84.77% P: 90.44% R: 79.33% F: 84.52%
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+ 2024-03-22 12:31:53 INFO dev: loss: 0.1511 - UP: 73.72% UR: 61.51% UF: 67.06% P: 70.04% R: 58.44% F: 63.72%
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+ 2024-03-22 12:31:53 INFO test: loss: nan - UP: 65.67% UR: 58.13% UF: 61.67% P: 62.26% R: 55.12% F: 58.47%
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+ 2024-03-22 12:31:53 INFO 0:00:03.787009s elapsed
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+ 2024-03-22 12:31:56 INFO lr: 4.9660e-05 - loss: 0.0025 - UP: 91.75% UR: 82.68% UF: 86.98% P: 91.50% R: 82.45% F: 86.74%
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+ 2024-03-22 12:31:57 INFO dev: loss: 0.1189 - UP: 73.42% UR: 61.83% UF: 67.13% P: 69.78% R: 58.76% F: 63.80%
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+ 2024-03-22 12:31:57 INFO test: loss: nan - UP: 65.27% UR: 58.71% UF: 61.81% P: 61.68% R: 55.48% F: 58.41%
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+ 2024-03-22 12:31:57 INFO 0:00:03.723511s elapsed
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+ 2024-03-22 12:32:00 INFO lr: 4.9650e-05 - loss: 0.0105 - UP: 91.89% UR: 84.73% UF: 88.16% P: 91.61% R: 84.47% F: 87.90%
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+ 2024-03-22 12:32:00 INFO dev: loss: 0.1273 - UP: 74.92% UR: 61.70% UF: 67.67% P: 71.97% R: 59.27% F: 65.01%
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+ 2024-03-22 12:32:01 INFO test: loss: nan - UP: 67.37% UR: 59.46% UF: 63.17% P: 64.77% R: 57.17% F: 60.73%
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+ 2024-03-22 12:32:01 INFO 0:00:03.686023s elapsed
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+ 2024-03-22 12:32:04 INFO lr: 4.9640e-05 - loss: 0.0089 - UP: 92.29% UR: 87.13% UF: 89.63% P: 92.08% R: 86.93% F: 89.43%
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+ 2024-03-22 12:32:04 INFO dev: loss: 0.1279 - UP: 77.65% UR: 54.86% UF: 64.29% P: 74.75% R: 52.81% F: 61.90%
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+ 2024-03-22 12:32:04 INFO test: loss: nan - UP: 70.33% UR: 55.87% UF: 62.27% P: 67.59% R: 53.70% F: 59.85%
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+ 2024-03-22 12:32:04 INFO 0:00:03.705200s elapsed
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+ 2024-03-22 12:32:07 INFO lr: 4.9630e-05 - loss: 0.0172 - UP: 92.91% UR: 84.93% UF: 88.74% P: 92.68% R: 84.72% F: 88.52%
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+ 2024-03-22 12:32:08 INFO dev: loss: 0.1266 - UP: 74.62% UR: 63.36% UF: 68.53% P: 71.01% R: 60.29% F: 65.21%
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+ 2024-03-22 12:32:08 INFO test: loss: nan - UP: 67.23% UR: 61.67% UF: 64.33% P: 64.82% R: 59.46% F: 62.03%
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+ 2024-03-22 12:32:08 INFO 0:00:03.772933s elapsed
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+ 2024-03-22 12:32:11 INFO lr: 4.9620e-05 - loss: 0.0232 - UP: 93.98% UR: 88.66% UF: 91.24% P: 93.77% R: 88.47% F: 91.04%
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+ 2024-03-22 12:32:11 INFO dev: loss: 0.1403 - UP: 74.22% UR: 61.13% UF: 67.04% P: 70.89% R: 58.38% F: 64.03%
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+ 2024-03-22 12:32:12 INFO test: loss: nan - UP: 68.14% UR: 60.16% UF: 63.90% P: 65.81% R: 58.10% F: 61.72%
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+ 2024-03-22 12:32:12 INFO 0:00:03.784678s elapsed
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+ 2024-03-22 12:32:15 INFO lr: 4.9610e-05 - loss: 0.0349 - UP: 93.93% UR: 86.69% UF: 90.16% P: 93.62% R: 86.40% F: 89.86%
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+ 2024-03-22 12:32:15 INFO dev: loss: 0.1349 - UP: 71.74% UR: 63.94% UF: 67.61% P: 68.08% R: 60.68% F: 64.16%
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+ 2024-03-22 12:32:16 INFO 0:00:03.790354s elapsed
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+ 2024-03-22 12:32:19 INFO lr: 4.9600e-05 - loss: 0.0090 - UP: 94.10% UR: 88.91% UF: 91.43% P: 93.89% R: 88.71% F: 91.23%
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+ 2024-03-22 12:32:19 INFO dev: loss: 0.1512 - UP: 74.59% UR: 64.19% UF: 69.00% P: 71.40% R: 61.45% F: 66.05%
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+ 2024-03-22 12:32:19 INFO test: loss: nan - UP: 66.98% UR: 62.57% UF: 64.70% P: 63.84% R: 59.64% F: 61.67%
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+ 2024-03-22 12:32:23 INFO lr: 4.9590e-05 - loss: 0.0068 - UP: 94.07% UR: 88.31% UF: 91.10% P: 92.81% R: 87.13% F: 89.88%
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+ 2024-03-22 12:32:23 INFO dev: loss: 0.1158 - UP: 73.58% UR: 63.94% UF: 68.42% P: 69.17% R: 60.10% F: 64.32%
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+ 2024-03-22 12:32:23 INFO test: loss: nan - UP: 64.56% UR: 63.18% UF: 63.86% P: 60.52% R: 59.22% F: 59.86%
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+ 2024-03-22 12:32:26 INFO lr: 4.9580e-05 - loss: 0.0071 - UP: 93.00% UR: 86.95% UF: 89.87% P: 91.20% R: 85.27% F: 88.14%
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+ 2024-03-22 12:32:27 INFO dev: loss: 0.1300 - UP: 71.24% UR: 64.45% UF: 67.67% P: 67.42% R: 61.00% F: 64.05%
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+ 2024-03-22 12:32:27 INFO test: loss: nan - UP: 64.36% UR: 63.12% UF: 63.73% P: 59.10% R: 57.95% F: 58.52%
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+ 2024-03-22 12:32:27 INFO 0:00:03.794947s elapsed
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+ 2024-03-22 12:32:30 INFO lr: 4.9570e-05 - loss: 0.0065 - UP: 93.94% UR: 87.83% UF: 90.78% P: 93.19% R: 87.13% F: 90.06%
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+ 2024-03-22 12:32:30 INFO dev: loss: 0.1128 - UP: 75.99% UR: 64.96% UF: 70.04% P: 73.07% R: 62.47% F: 67.36%
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+ 2024-03-22 12:32:31 INFO test: loss: nan - UP: 66.92% UR: 63.21% UF: 65.01% P: 63.37% R: 59.86% F: 61.56%
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+ 2024-03-22 12:32:37 INFO 0:00:03.802654s elapsed (saved)
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+ 2024-03-22 12:32:41 INFO lr: 4.9560e-05 - loss: 0.0078 - UP: 94.77% UR: 90.25% UF: 92.45% P: 94.52% R: 90.01% F: 92.21%
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+ 2024-03-22 12:32:41 INFO dev: loss: 0.1321 - UP: 72.95% UR: 63.11% UF: 67.67% P: 70.07% R: 60.61% F: 65.00%
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+ 2024-03-22 12:32:41 INFO test: loss: nan - UP: 66.68% UR: 63.42% UF: 65.01% P: 63.31% R: 60.22% F: 61.73%
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+ 2024-03-22 12:32:44 INFO lr: 4.9550e-05 - loss: 0.0023 - UP: 95.12% UR: 91.58% UF: 93.32% P: 94.88% R: 91.36% F: 93.08%
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+ 2024-03-22 12:32:45 INFO dev: loss: 0.1273 - UP: 74.56% UR: 62.79% UF: 68.17% P: 71.45% R: 60.17% F: 65.32%
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+ 2024-03-22 12:32:45 INFO test: loss: nan - UP: 67.76% UR: 61.49% UF: 64.47% P: 64.30% R: 58.35% F: 61.18%
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+ 2024-03-22 12:32:48 INFO dev: loss: 0.1378 - UP: 75.78% UR: 62.21% UF: 68.33% P: 72.66% R: 59.65% F: 65.52%
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+ 2024-03-22 12:32:49 INFO test: loss: nan - UP: 68.98% UR: 62.90% UF: 65.80% P: 65.74% R: 59.95% F: 62.71%
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+ 2024-03-22 12:32:52 INFO lr: 4.9530e-05 - loss: 0.0108 - UP: 95.96% UR: 92.77% UF: 94.34% P: 95.81% R: 92.63% F: 94.19%
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+ 2024-03-22 12:32:52 INFO dev: loss: 0.1431 - UP: 73.32% UR: 64.83% UF: 68.82% P: 70.43% R: 62.28% F: 66.10%
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+ 2024-03-22 12:32:52 INFO test: loss: nan - UP: 67.44% UR: 65.71% UF: 66.56% P: 64.16% R: 62.51% F: 63.32%
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+ 2024-03-22 12:32:56 INFO lr: 4.9520e-05 - loss: 0.0039 - UP: 95.97% UR: 93.83% UF: 94.89% P: 95.85% R: 93.71% F: 94.77%
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+ 2024-03-22 12:32:56 INFO dev: loss: 0.1521 - UP: 76.32% UR: 61.19% UF: 67.92% P: 73.21% R: 58.70% F: 65.15%
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+ 2024-03-22 12:32:56 INFO test: loss: nan - UP: 71.50% UR: 61.49% UF: 66.11% P: 67.85% R: 58.35% F: 62.74%
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+ 2024-03-22 12:33:00 INFO dev: loss: 0.1454 - UP: 75.82% UR: 65.35% UF: 70.19% P: 72.70% R: 62.66% F: 67.31%
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+ 2024-03-22 12:33:00 INFO test: loss: nan - UP: 69.23% UR: 64.38% UF: 66.72% P: 65.82% R: 61.21% F: 63.43%
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+ 2024-03-22 12:33:00 INFO 0:00:03.769310s elapsed
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+ 2024-03-22 12:33:03 INFO dev: loss: 0.1613 - UP: 75.07% UR: 66.43% UF: 70.49% P: 72.18% R: 63.87% F: 67.77%
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+ 2024-03-22 12:33:11 INFO 0:00:03.795870s elapsed (saved)
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+ 2024-03-22 12:33:14 INFO dev: loss: 0.1485 - UP: 74.18% UR: 66.11% UF: 69.91% P: 71.09% R: 63.36% F: 67.00%
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+ 2024-03-22 12:33:14 INFO test: loss: nan - UP: 66.27% UR: 65.95% UF: 66.11% P: 63.42% R: 63.12% F: 63.27%
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+ 2024-03-22 12:33:14 INFO 0:00:03.792952s elapsed
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+ 2024-03-22 12:33:18 INFO dev: loss: 0.1595 - UP: 74.40% UR: 65.03% UF: 69.40% P: 71.25% R: 62.28% F: 66.46%
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+ 2024-03-22 12:33:18 INFO test: loss: nan - UP: 66.57% UR: 64.08% UF: 65.30% P: 63.15% R: 60.79% F: 61.95%
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+ 2024-03-22 12:33:22 INFO dev: loss: 0.1647 - UP: 74.40% UR: 65.41% UF: 69.62% P: 71.27% R: 62.66% F: 66.69%
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+ 2024-03-22 12:33:22 INFO test: loss: nan - UP: 66.80% UR: 65.77% UF: 66.28% P: 63.03% R: 62.06% F: 62.54%
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+ 2024-03-22 12:33:22 INFO 0:00:03.781579s elapsed
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389
+ 2024-03-22 12:33:25 INFO dev: loss: 0.1747 - UP: 75.47% UR: 63.94% UF: 69.23% P: 72.00% R: 61.00% F: 66.04%
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+ 2024-03-22 12:33:26 INFO test: loss: nan - UP: 68.97% UR: 64.96% UF: 66.91% P: 65.38% R: 61.58% F: 63.42%
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+ 2024-03-22 12:33:26 INFO 0:00:03.749055s elapsed
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+ 2024-03-22 12:33:26 INFO Epoch 55 / 5000:
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+ 2024-03-22 12:33:29 INFO lr: 4.9450e-05 - loss: 0.0022 - UP: 97.75% UR: 96.06% UF: 96.90% P: 97.69% R: 96.00% F: 96.84%
395
+ 2024-03-22 12:33:29 INFO dev: loss: 0.1712 - UP: 74.74% UR: 64.13% UF: 69.03% P: 71.54% R: 61.38% F: 66.07%
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+ 2024-03-22 12:33:29 INFO test: loss: nan - UP: 68.45% UR: 65.62% UF: 67.01% P: 65.08% R: 62.39% F: 63.71%
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+ 2024-03-22 12:33:29 INFO 0:00:03.782847s elapsed
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+ 2024-03-22 12:33:29 INFO Epoch 56 / 5000:
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401
+ 2024-03-22 12:33:33 INFO dev: loss: 0.1612 - UP: 75.05% UR: 65.79% UF: 70.12% P: 71.85% R: 62.98% F: 67.12%
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+ 2024-03-22 12:33:33 INFO test: loss: nan - UP: 67.82% UR: 64.56% UF: 66.15% P: 64.39% R: 61.30% F: 62.81%
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+ 2024-03-22 12:33:33 INFO 0:00:03.780663s elapsed
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+ 2024-03-22 12:33:36 INFO lr: 4.9430e-05 - loss: 0.0117 - UP: 97.73% UR: 96.30% UF: 97.01% P: 97.67% R: 96.24% F: 96.95%
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+ 2024-03-22 12:33:37 INFO dev: loss: 0.1705 - UP: 75.46% UR: 64.90% UF: 69.78% P: 72.27% R: 62.15% F: 66.83%
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+ 2024-03-22 12:33:37 INFO test: loss: nan - UP: 68.35% UR: 65.77% UF: 67.04% P: 64.99% R: 62.54% F: 63.74%
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+ 2024-03-22 12:33:37 INFO 0:00:03.810734s elapsed
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+ 2024-03-22 12:33:37 INFO Epoch 58 / 5000:
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+ 2024-03-22 12:33:40 INFO lr: 4.9420e-05 - loss: 0.0023 - UP: 96.52% UR: 94.82% UF: 95.66% P: 96.48% R: 94.78% F: 95.62%
413
+ 2024-03-22 12:33:40 INFO dev: loss: 0.1453 - UP: 74.74% UR: 63.36% UF: 68.58% P: 71.27% R: 60.42% F: 65.40%
414
+ 2024-03-22 12:33:41 INFO test: loss: nan - UP: 66.07% UR: 61.94% UF: 63.94% P: 62.56% R: 58.65% F: 60.54%
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+ 2024-03-22 12:33:41 INFO 0:00:03.814672s elapsed
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+ 2024-03-22 12:33:41 INFO Epoch 59 / 5000:
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+ 2024-03-22 12:33:44 INFO lr: 4.9410e-05 - loss: 0.0005 - UP: 95.30% UR: 92.52% UF: 93.89% P: 95.10% R: 92.33% F: 93.69%
419
+ 2024-03-22 12:33:44 INFO dev: loss: 0.1644 - UP: 70.68% UR: 66.11% UF: 68.32% P: 65.69% R: 61.45% F: 63.50%
420
+ 2024-03-22 12:33:45 INFO test: loss: nan - UP: 62.90% UR: 66.89% UF: 64.83% P: 58.59% R: 62.30% F: 60.39%
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+ 2024-03-22 12:33:45 INFO 0:00:03.894677s elapsed
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+ 2024-03-22 12:33:45 INFO Epoch 60 / 5000:
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+ 2024-03-22 12:33:48 INFO lr: 4.9400e-05 - loss: 0.0066 - UP: 96.64% UR: 93.54% UF: 95.07% P: 95.48% R: 92.42% F: 93.92%
425
+ 2024-03-22 12:33:49 INFO dev: loss: 0.1588 - UP: 72.83% UR: 63.24% UF: 67.69% P: 68.63% R: 59.59% F: 63.79%
426
+ 2024-03-22 12:33:49 INFO test: loss: nan - UP: 65.97% UR: 64.08% UF: 65.01% P: 62.06% R: 60.28% F: 61.15%
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+ 2024-03-22 12:33:49 INFO 0:00:04.254564s elapsed
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+ 2024-03-22 12:33:49 INFO Epoch 61 / 5000:
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+ 2024-03-22 12:33:52 INFO lr: 4.9390e-05 - loss: 0.0008 - UP: 96.47% UR: 93.74% UF: 95.08% P: 96.21% R: 93.48% F: 94.82%
431
+ 2024-03-22 12:33:52 INFO dev: loss: 0.1692 - UP: 74.19% UR: 65.60% UF: 69.63% P: 70.50% R: 62.34% F: 66.17%
432
+ 2024-03-22 12:33:53 INFO test: loss: nan - UP: 66.39% UR: 65.05% UF: 65.71% P: 63.46% R: 62.18% F: 62.81%
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+ 2024-03-22 12:33:53 INFO 0:00:03.855705s elapsed
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+ 2024-03-22 12:33:53 INFO Epoch 62 / 5000:
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+ 2024-03-22 12:33:56 INFO lr: 4.9380e-05 - loss: 0.0047 - UP: 95.76% UR: 92.99% UF: 94.36% P: 95.58% R: 92.81% F: 94.17%
437
+ 2024-03-22 12:33:56 INFO dev: loss: 0.1372 - UP: 73.38% UR: 66.43% UF: 69.73% P: 70.48% R: 63.81% F: 66.98%
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+ 2024-03-22 12:33:57 INFO test: loss: nan - UP: 65.84% UR: 64.74% UF: 65.29% P: 62.71% R: 61.67% F: 62.18%
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+ 2024-03-22 12:33:57 INFO 0:00:03.839251s elapsed
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+ 2024-03-22 12:33:57 INFO Epoch 63 / 5000:
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+ 2024-03-22 12:34:00 INFO lr: 4.9370e-05 - loss: 0.0049 - UP: 97.15% UR: 95.24% UF: 96.19% P: 97.04% R: 95.13% F: 96.08%
443
+ 2024-03-22 12:34:00 INFO dev: loss: 0.1507 - UP: 75.04% UR: 65.35% UF: 69.86% P: 71.73% R: 62.47% F: 66.78%
444
+ 2024-03-22 12:34:00 INFO test: loss: nan - UP: 68.09% UR: 64.53% UF: 66.26% P: 65.57% R: 62.15% F: 63.82%
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+ 2024-03-22 12:34:00 INFO 0:00:03.807624s elapsed
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+ 2024-03-22 12:34:00 INFO Epoch 64 / 5000:
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+ 2024-03-22 12:34:04 INFO lr: 4.9360e-05 - loss: 0.0030 - UP: 97.60% UR: 96.54% UF: 97.07% P: 97.50% R: 96.45% F: 96.97%
449
+ 2024-03-22 12:34:04 INFO dev: loss: 0.1617 - UP: 74.46% UR: 66.56% UF: 70.29% P: 71.39% R: 63.81% F: 67.39%
450
+ 2024-03-22 12:34:04 INFO test: loss: nan - UP: 67.78% UR: 65.71% UF: 66.73% P: 65.04% R: 63.05% F: 64.03%
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+ 2024-03-22 12:34:04 INFO 0:00:03.847331s elapsed
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+ 2024-03-22 12:34:04 INFO Epoch 65 / 5000:
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+ 2024-03-22 12:34:07 INFO lr: 4.9350e-05 - loss: 0.0015 - UP: 97.56% UR: 96.35% UF: 96.95% P: 97.42% R: 96.20% F: 96.81%
455
+ 2024-03-22 12:34:08 INFO dev: loss: 0.1631 - UP: 75.76% UR: 63.75% UF: 69.24% P: 72.64% R: 61.13% F: 66.39%
456
+ 2024-03-22 12:34:08 INFO test: loss: nan - UP: 70.79% UR: 63.87% UF: 67.15% P: 68.02% R: 61.36% F: 64.52%
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+ 2024-03-22 12:34:08 INFO 0:00:03.841652s elapsed
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+ 2024-03-22 12:34:08 INFO Epoch 66 / 5000:
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+ 2024-03-22 12:34:11 INFO lr: 4.9340e-05 - loss: 0.0016 - UP: 97.88% UR: 96.16% UF: 97.01% P: 97.85% R: 96.12% F: 96.98%
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+ 2024-03-22 12:34:12 INFO dev: loss: 0.1773 - UP: 75.38% UR: 66.56% UF: 70.70% P: 71.40% R: 63.04% F: 66.96%
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+ 2024-03-22 12:34:12 INFO test: loss: nan - UP: 68.55% UR: 66.65% UF: 67.58% P: 65.82% R: 63.99% F: 64.89%
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+ 2024-03-22 12:34:12 INFO 0:00:03.821059s elapsed
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+ 2024-03-22 12:34:12 INFO Epoch 67 / 5000:
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+ 2024-03-22 12:34:15 INFO lr: 4.9330e-05 - loss: 0.0036 - UP: 97.92% UR: 96.90% UF: 97.41% P: 97.85% R: 96.84% F: 97.34%
467
+ 2024-03-22 12:34:15 INFO dev: loss: 0.1732 - UP: 75.75% UR: 67.90% UF: 71.61% P: 72.54% R: 65.03% F: 68.58%
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+ 2024-03-22 12:34:16 INFO test: loss: nan - UP: 68.06% UR: 66.13% UF: 67.09% P: 65.46% R: 63.60% F: 64.51%
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+ 2024-03-22 12:34:22 INFO 0:00:03.803221s elapsed (saved)
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+ 2024-03-22 12:34:22 INFO Epoch 68 / 5000:
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+ 2024-03-22 12:34:26 INFO lr: 4.9320e-05 - loss: 0.0024 - UP: 98.08% UR: 96.88% UF: 97.47% P: 98.04% R: 96.84% F: 97.44%
473
+ 2024-03-22 12:34:26 INFO dev: loss: 0.1678 - UP: 75.57% UR: 66.24% UF: 70.60% P: 73.09% R: 64.07% F: 68.28%
474
+ 2024-03-22 12:34:26 INFO test: loss: nan - UP: 69.26% UR: 65.14% UF: 67.13% P: 66.46% R: 62.51% F: 64.43%
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+ 2024-03-22 12:34:26 INFO 0:00:03.738770s elapsed
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+ 2024-03-22 12:34:26 INFO Epoch 69 / 5000:
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+ 2024-03-22 12:34:29 INFO lr: 4.9310e-05 - loss: 0.0027 - UP: 96.70% UR: 95.24% UF: 95.97% P: 96.59% R: 95.13% F: 95.86%
479
+ 2024-03-22 12:34:30 INFO dev: loss: 0.1667 - UP: 73.80% UR: 65.92% UF: 69.64% P: 70.08% R: 62.60% F: 66.13%
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+ 2024-03-22 12:34:30 INFO test: loss: nan - UP: 66.69% UR: 64.35% UF: 65.50% P: 63.97% R: 61.73% F: 62.83%
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+ 2024-03-22 12:34:30 INFO 0:00:03.729466s elapsed
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+ 2024-03-22 12:34:30 INFO Epoch 70 / 5000:
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+ 2024-03-22 12:34:33 INFO lr: 4.9300e-05 - loss: 0.0011 - UP: 97.80% UR: 96.41% UF: 97.10% P: 97.74% R: 96.36% F: 97.05%
485
+ 2024-03-22 12:34:33 INFO dev: loss: 0.1834 - UP: 73.13% UR: 67.01% UF: 69.94% P: 69.02% R: 63.24% F: 66.00%
486
+ 2024-03-22 12:34:34 INFO test: loss: nan - UP: 66.88% UR: 66.07% UF: 66.47% P: 64.38% R: 63.60% F: 63.98%
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+ 2024-03-22 12:34:34 INFO 0:00:03.750537s elapsed
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+ 2024-03-22 12:34:34 INFO Epoch 71 / 5000:
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+ 2024-03-22 12:34:37 INFO lr: 4.9290e-05 - loss: 0.0017 - UP: 97.46% UR: 96.40% UF: 96.92% P: 97.29% R: 96.23% F: 96.76%
491
+ 2024-03-22 12:34:37 INFO dev: loss: 0.1869 - UP: 72.68% UR: 66.50% UF: 69.45% P: 68.69% R: 62.85% F: 65.64%
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+ 2024-03-22 12:34:37 INFO test: loss: nan - UP: 67.58% UR: 65.80% UF: 66.68% P: 65.07% R: 63.36% F: 64.20%
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+ 2024-03-22 12:34:37 INFO 0:00:03.746803s elapsed
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+ 2024-03-22 12:34:37 INFO Epoch 72 / 5000:
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+ 2024-03-22 12:34:40 INFO lr: 4.9280e-05 - loss: 0.0016 - UP: 98.24% UR: 96.84% UF: 97.54% P: 98.18% R: 96.78% F: 97.47%
497
+ 2024-03-22 12:34:41 INFO dev: loss: 0.1751 - UP: 75.04% UR: 64.39% UF: 69.30% P: 71.54% R: 61.38% F: 66.07%
498
+ 2024-03-22 12:34:41 INFO test: loss: nan - UP: 69.35% UR: 65.29% UF: 67.26% P: 66.21% R: 62.33% F: 64.21%
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+ 2024-03-22 12:34:41 INFO 0:00:03.711422s elapsed
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+ 2024-03-22 12:34:41 INFO Epoch 73 / 5000:
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+ 2024-03-22 12:34:44 INFO lr: 4.9270e-05 - loss: 0.0028 - UP: 96.28% UR: 95.73% UF: 96.01% P: 96.22% R: 95.67% F: 95.94%
503
+ 2024-03-22 12:34:45 INFO dev: loss: 0.1690 - UP: 73.50% UR: 65.09% UF: 69.04% P: 69.75% R: 61.76% F: 65.51%
504
+ 2024-03-22 12:34:45 INFO test: loss: nan - UP: 67.41% UR: 66.98% UF: 67.19% P: 64.03% R: 63.63% F: 63.83%
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+ 2024-03-22 12:34:45 INFO 0:00:03.741641s elapsed
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+ 2024-03-22 12:34:45 INFO Epoch 74 / 5000:
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+ 2024-03-22 12:34:48 INFO lr: 4.9260e-05 - loss: 0.0013 - UP: 98.21% UR: 97.09% UF: 97.65% P: 98.16% R: 97.05% F: 97.60%
509
+ 2024-03-22 12:34:48 INFO dev: loss: 0.1699 - UP: 73.01% UR: 66.75% UF: 69.74% P: 69.30% R: 63.36% F: 66.20%
510
+ 2024-03-22 12:34:49 INFO test: loss: nan - UP: 67.70% UR: 66.95% UF: 67.32% P: 65.02% R: 64.29% F: 64.65%
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+ 2024-03-22 12:34:49 INFO 0:00:03.815104s elapsed
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+ 2024-03-22 12:34:49 INFO Epoch 75 / 5000:
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+ 2024-03-22 12:34:52 INFO lr: 4.9250e-05 - loss: 0.0019 - UP: 98.50% UR: 97.49% UF: 98.00% P: 98.45% R: 97.44% F: 97.94%
515
+ 2024-03-22 12:34:52 INFO dev: loss: 0.1723 - UP: 72.85% UR: 68.09% UF: 70.39% P: 69.22% R: 64.71% F: 66.89%
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+ 2024-03-22 12:34:52 INFO test: loss: nan - UP: 66.49% UR: 67.49% UF: 66.99% P: 63.34% R: 64.29% F: 63.81%
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+ 2024-03-22 12:34:52 INFO 0:00:03.773045s elapsed
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+ 2024-03-22 12:34:52 INFO Epoch 76 / 5000:
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+ 2024-03-22 12:34:56 INFO lr: 4.9240e-05 - loss: 0.0024 - UP: 98.56% UR: 97.77% UF: 98.16% P: 98.50% R: 97.70% F: 98.10%
521
+ 2024-03-22 12:34:56 INFO dev: loss: 0.1814 - UP: 73.24% UR: 67.01% UF: 69.98% P: 69.81% R: 63.87% F: 66.71%
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+ 2024-03-22 12:34:56 INFO test: loss: nan - UP: 67.22% UR: 66.34% UF: 66.78% P: 64.28% R: 63.45% F: 63.86%
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+ 2024-03-22 12:34:56 INFO 0:00:03.851596s elapsed
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+ 2024-03-22 12:34:56 INFO Epoch 77 / 5000:
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+ 2024-03-22 12:34:59 INFO lr: 4.9230e-05 - loss: 0.0002 - UP: 98.58% UR: 97.85% UF: 98.21% P: 98.50% R: 97.77% F: 98.13%
527
+ 2024-03-22 12:35:00 INFO dev: loss: 0.1789 - UP: 76.07% UR: 61.57% UF: 68.06% P: 73.30% R: 59.34% F: 65.58%
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+ 2024-03-22 12:35:00 INFO test: loss: nan - UP: 69.66% UR: 62.93% UF: 66.13% P: 66.69% R: 60.25% F: 63.30%
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+ 2024-03-22 12:35:00 INFO 0:00:03.856410s elapsed
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+ 2024-03-22 12:35:00 INFO Epoch 78 / 5000:
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+ 2024-03-22 12:35:04 INFO lr: 4.9220e-05 - loss: 0.0062 - UP: 98.17% UR: 97.30% UF: 97.73% P: 98.13% R: 97.27% F: 97.70%
533
+ 2024-03-22 12:35:04 INFO dev: loss: 0.1702 - UP: 71.89% UR: 66.24% UF: 68.95% P: 68.36% R: 62.98% F: 65.56%
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+ 2024-03-22 12:35:04 INFO test: loss: nan - UP: 67.65% UR: 66.53% UF: 67.08% P: 64.83% R: 63.75% F: 64.28%
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+ 2024-03-22 12:35:04 INFO 0:00:04.028508s elapsed
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+ 2024-03-22 12:35:04 INFO Epoch 79 / 5000:
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+ 2024-03-22 12:35:07 INFO lr: 4.9210e-05 - loss: 0.0120 - UP: 97.92% UR: 97.66% UF: 97.79% P: 97.82% R: 97.55% F: 97.68%
539
+ 2024-03-22 12:35:08 INFO dev: loss: 0.1644 - UP: 74.70% UR: 62.85% UF: 68.26% P: 71.35% R: 60.04% F: 65.21%
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+ 2024-03-22 12:35:08 INFO test: loss: nan - UP: 70.45% UR: 64.62% UF: 67.41% P: 67.36% R: 61.79% F: 64.45%
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+ 2024-03-22 12:35:08 INFO 0:00:03.877242s elapsed
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+ 2024-03-22 12:35:12 INFO dev: loss: 0.1606 - UP: 72.94% UR: 65.15% UF: 68.83% P: 69.72% R: 62.28% F: 65.79%
546
+ 2024-03-22 12:35:12 INFO test: loss: nan - UP: 68.55% UR: 66.37% UF: 67.44% P: 65.59% R: 63.51% F: 64.53%
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+ 2024-03-22 12:35:12 INFO 0:00:03.874955s elapsed
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+ 2024-03-22 12:35:15 INFO lr: 4.9190e-05 - loss: 0.0014 - UP: 98.70% UR: 97.95% UF: 98.32% P: 98.66% R: 97.91% F: 98.29%
551
+ 2024-03-22 12:35:15 INFO dev: loss: 0.1874 - UP: 72.21% UR: 64.13% UF: 67.93% P: 68.68% R: 61.00% F: 64.61%
552
+ 2024-03-22 12:35:16 INFO test: loss: nan - UP: 68.72% UR: 65.53% UF: 67.09% P: 65.65% R: 62.60% F: 64.09%
553
+ 2024-03-22 12:35:16 INFO 0:00:03.797717s elapsed
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+ 2024-03-22 12:35:19 INFO lr: 4.9180e-05 - loss: 0.0024 - UP: 98.70% UR: 98.15% UF: 98.42% P: 98.68% R: 98.12% F: 98.40%
557
+ 2024-03-22 12:35:19 INFO dev: loss: 0.1998 - UP: 71.07% UR: 65.66% UF: 68.26% P: 66.92% R: 61.83% F: 64.27%
558
+ 2024-03-22 12:35:20 INFO test: loss: nan - UP: 66.87% UR: 67.67% UF: 67.27% P: 63.70% R: 64.47% F: 64.09%
559
+ 2024-03-22 12:35:20 INFO 0:00:03.806093s elapsed
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+
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+ 2024-03-22 12:35:23 INFO lr: 4.9170e-05 - loss: 0.0015 - UP: 98.94% UR: 98.37% UF: 98.65% P: 98.89% R: 98.32% F: 98.61%
563
+ 2024-03-22 12:35:23 INFO dev: loss: 0.2035 - UP: 73.01% UR: 64.00% UF: 68.21% P: 69.37% R: 60.81% F: 64.80%
564
+ 2024-03-22 12:35:23 INFO test: loss: nan - UP: 69.26% UR: 65.62% UF: 67.39% P: 66.20% R: 62.72% F: 64.41%
565
+ 2024-03-22 12:35:23 INFO 0:00:03.829374s elapsed
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+ 2024-03-22 12:35:27 INFO lr: 4.9160e-05 - loss: 0.0037 - UP: 97.95% UR: 96.37% UF: 97.15% P: 97.91% R: 96.33% F: 97.12%
569
+ 2024-03-22 12:35:27 INFO dev: loss: 0.1838 - UP: 70.36% UR: 61.64% UF: 65.71% P: 67.52% R: 59.14% F: 63.05%
570
+ 2024-03-22 12:35:27 INFO test: loss: nan - UP: 65.03% UR: 63.42% UF: 64.21% P: 62.36% R: 60.82% F: 61.58%
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+ 2024-03-22 12:35:27 INFO 0:00:03.909354s elapsed
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+ 2024-03-22 12:35:30 INFO lr: 4.9150e-05 - loss: 0.0581 - UP: 94.60% UR: 91.07% UF: 92.80% P: 94.52% R: 90.99% F: 92.72%
575
+ 2024-03-22 12:35:31 INFO dev: loss: 0.1555 - UP: 75.38% UR: 60.10% UF: 66.88% P: 71.85% R: 57.29% F: 63.75%
576
+ 2024-03-22 12:35:31 INFO test: loss: nan - UP: 71.46% UR: 60.40% UF: 65.47% P: 68.54% R: 57.92% F: 62.78%
577
+ 2024-03-22 12:35:31 INFO 0:00:03.822085s elapsed
578
+
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+ 2024-03-22 12:35:34 INFO lr: 4.9140e-05 - loss: 0.0155 - UP: 94.72% UR: 87.95% UF: 91.21% P: 94.42% R: 87.67% F: 90.92%
581
+ 2024-03-22 12:35:35 INFO dev: loss: 0.1483 - UP: 73.27% UR: 65.54% UF: 69.19% P: 69.41% R: 62.08% F: 65.54%
582
+ 2024-03-22 12:35:35 INFO test: loss: nan - UP: 65.91% UR: 64.65% UF: 65.28% P: 62.03% R: 60.85% F: 61.44%
583
+ 2024-03-22 12:35:35 INFO 0:00:03.822324s elapsed
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+
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+ 2024-03-22 12:35:35 INFO Epoch 87 / 5000:
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+ 2024-03-22 12:35:38 INFO lr: 4.9130e-05 - loss: 0.0206 - UP: 95.83% UR: 91.32% UF: 93.52% P: 95.60% R: 91.10% F: 93.30%
587
+ 2024-03-22 12:35:38 INFO dev: loss: 0.1500 - UP: 73.67% UR: 64.58% UF: 68.82% P: 69.80% R: 61.19% F: 65.21%
588
+ 2024-03-22 12:35:39 INFO test: loss: nan - UP: 66.40% UR: 65.44% UF: 65.92% P: 62.21% R: 61.30% F: 61.75%
589
+ 2024-03-22 12:35:39 INFO 0:00:03.791747s elapsed
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+
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+ 2024-03-22 12:35:39 INFO Epoch 88 / 5000:
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+ 2024-03-22 12:35:42 INFO lr: 4.9120e-05 - loss: 0.0053 - UP: 96.72% UR: 94.65% UF: 95.68% P: 96.57% R: 94.50% F: 95.52%
593
+ 2024-03-22 12:35:42 INFO dev: loss: 0.1467 - UP: 72.06% UR: 64.64% UF: 68.15% P: 68.21% R: 61.19% F: 64.51%
594
+ 2024-03-22 12:35:43 INFO test: loss: nan - UP: 64.86% UR: 66.68% UF: 65.75% P: 61.54% R: 63.27% F: 62.39%
595
+ 2024-03-22 12:35:43 INFO 0:00:03.806702s elapsed
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+
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+ 2024-03-22 12:35:46 INFO lr: 4.9110e-05 - loss: 0.0021 - UP: 97.88% UR: 96.20% UF: 97.04% P: 97.81% R: 96.13% F: 96.96%
599
+ 2024-03-22 12:35:46 INFO dev: loss: 0.1573 - UP: 74.61% UR: 64.07% UF: 68.94% P: 70.07% R: 60.17% F: 64.74%
600
+ 2024-03-22 12:35:46 INFO test: loss: nan - UP: 67.95% UR: 65.71% UF: 66.81% P: 64.95% R: 62.81% F: 63.86%
601
+ 2024-03-22 12:35:46 INFO 0:00:03.822906s elapsed
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+
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+ 2024-03-22 12:35:49 INFO lr: 4.9100e-05 - loss: 0.0011 - UP: 97.84% UR: 96.40% UF: 97.12% P: 97.75% R: 96.31% F: 97.03%
605
+ 2024-03-22 12:35:50 INFO dev: loss: 0.1827 - UP: 69.66% UR: 69.88% UF: 69.77% P: 65.58% R: 65.79% F: 65.69%
606
+ 2024-03-22 12:35:50 INFO test: loss: nan - UP: 59.07% UR: 68.43% UF: 63.40% P: 56.02% R: 64.90% F: 60.13%
607
+ 2024-03-22 12:35:50 INFO 0:00:03.785769s elapsed
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+ 2024-03-22 12:35:53 INFO lr: 4.9090e-05 - loss: 0.0004 - UP: 97.03% UR: 95.95% UF: 96.49% P: 96.97% R: 95.89% F: 96.43%
611
+ 2024-03-22 12:35:54 INFO dev: loss: 0.1717 - UP: 73.60% UR: 61.32% UF: 66.90% P: 69.53% R: 57.93% F: 63.20%
612
+ 2024-03-22 12:35:54 INFO test: loss: nan - UP: 66.33% UR: 61.61% UF: 63.88% P: 64.09% R: 59.52% F: 61.72%
613
+ 2024-03-22 12:35:54 INFO 0:00:03.798599s elapsed
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+ 2024-03-22 12:35:57 INFO lr: 4.9080e-05 - loss: 0.0079 - UP: 96.50% UR: 93.99% UF: 95.23% P: 96.38% R: 93.87% F: 95.11%
617
+ 2024-03-22 12:35:57 INFO dev: loss: 0.1585 - UP: 71.19% UR: 64.77% UF: 67.83% P: 67.04% R: 61.00% F: 63.88%
618
+ 2024-03-22 12:35:58 INFO test: loss: nan - UP: 64.32% UR: 65.89% UF: 65.10% P: 61.49% R: 62.99% F: 62.23%
619
+ 2024-03-22 12:35:58 INFO 0:00:03.861429s elapsed
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+ 2024-03-22 12:36:01 INFO lr: 4.9070e-05 - loss: 0.0020 - UP: 96.00% UR: 93.74% UF: 94.85% P: 95.84% R: 93.58% F: 94.70%
623
+ 2024-03-22 12:36:01 INFO dev: loss: 0.1616 - UP: 73.18% UR: 64.90% UF: 68.79% P: 69.21% R: 61.38% F: 65.06%
624
+ 2024-03-22 12:36:02 INFO test: loss: nan - UP: 65.64% UR: 66.65% UF: 66.14% P: 62.57% R: 63.54% F: 63.05%
625
+ 2024-03-22 12:36:02 INFO 0:00:03.789141s elapsed
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+ 2024-03-22 12:36:05 INFO lr: 4.9060e-05 - loss: 0.0031 - UP: 97.66% UR: 96.69% UF: 97.17% P: 97.61% R: 96.63% F: 97.12%
629
+ 2024-03-22 12:36:05 INFO dev: loss: 0.1875 - UP: 73.58% UR: 65.35% UF: 69.22% P: 69.83% R: 62.02% F: 65.70%
630
+ 2024-03-22 12:36:05 INFO test: loss: nan - UP: 66.20% UR: 65.80% UF: 66.00% P: 63.07% R: 62.69% F: 62.88%
631
+ 2024-03-22 12:36:05 INFO 0:00:03.790213s elapsed
632
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+ 2024-03-22 12:36:05 INFO Epoch 95 / 5000:
634
+ 2024-03-22 12:36:09 INFO lr: 4.9050e-05 - loss: 0.0019 - UP: 98.32% UR: 97.40% UF: 97.86% P: 98.26% R: 97.34% F: 97.80%
635
+ 2024-03-22 12:36:09 INFO dev: loss: 0.1775 - UP: 73.39% UR: 64.19% UF: 68.49% P: 69.44% R: 60.74% F: 64.80%
636
+ 2024-03-22 12:36:09 INFO test: loss: nan - UP: 66.87% UR: 66.04% UF: 66.45% P: 64.39% R: 63.60% F: 63.99%
637
+ 2024-03-22 12:36:09 INFO 0:00:03.813197s elapsed
638
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640
+ 2024-03-22 12:36:12 INFO lr: 4.9040e-05 - loss: 0.0019 - UP: 98.30% UR: 97.80% UF: 98.05% P: 98.25% R: 97.75% F: 98.00%
641
+ 2024-03-22 12:36:13 INFO dev: loss: 0.1644 - UP: 74.67% UR: 64.26% UF: 69.07% P: 70.80% R: 60.93% F: 65.50%
642
+ 2024-03-22 12:36:13 INFO test: loss: nan - UP: 68.01% UR: 66.34% UF: 67.17% P: 65.10% R: 63.51% F: 64.29%
643
+ 2024-03-22 12:36:13 INFO 0:00:03.848090s elapsed
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+
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+ 2024-03-22 12:36:13 INFO Epoch 97 / 5000:
646
+ 2024-03-22 12:36:16 INFO lr: 4.9030e-05 - loss: 0.0000 - UP: 98.66% UR: 97.88% UF: 98.27% P: 98.65% R: 97.87% F: 98.25%
647
+ 2024-03-22 12:36:17 INFO dev: loss: 0.1747 - UP: 71.53% UR: 64.26% UF: 67.70% P: 67.97% R: 61.06% F: 64.33%
648
+ 2024-03-22 12:36:17 INFO test: loss: nan - UP: 64.73% UR: 67.52% UF: 66.10% P: 61.78% R: 64.44% F: 63.08%
649
+ 2024-03-22 12:36:17 INFO 0:00:03.842623s elapsed
650
+
651
+ 2024-03-22 12:36:24 INFO Epoch 67 saved
652
+ 2024-03-22 12:36:24 INFO dev: UP: 75.75% UR: 67.90% UF: 71.61% P: 72.54% R: 65.03% F: 68.58%
653
+ 2024-03-22 12:36:24 INFO test: UP: 68.06% UR: 66.13% UF: 67.09% P: 65.46% R: 63.60% F: 64.51%
654
+ 2024-03-22 12:36:24 INFO 0:06:08.154096s elapsed, 0:00:03.795403s/epoch
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1
+ 2024-03-22 12:36:27 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
16
+ mode | train
17
+ path | /home/marvin/structured-sentiment-analysis-bis/models/opener_en/sdp_bySentiment_desc/80/model_vi_opener_en_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/opener_en/head_final/sdp_bySentiment_desc/80/train.conllu
29
+ dev | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/opener_en/head_final/sdp_bySentiment_desc/80/dev.conllu
30
+ test | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/opener_en/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
+ 2024-03-22 12:36:27 INFO Building the fields
40
+ 2024-03-22 12:36:29 INFO CoNLL(
41
+ (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
42
+ (labels): ChartField()
43
+ )
44
+ 2024-03-22 12:36:29 INFO Building the model
45
+ 2024-03-22 12:36:31 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=4, 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
+ 2024-03-22 12:36:31 INFO Loading the data
65
+ 2024-03-22 12:36:32 INFO
66
+ train: Dataset(n_sentences=1394, n_batches=32, n_buckets=32)
67
+ dev: Dataset(n_sentences=197, n_batches=32, n_buckets=32)
68
+ test: Dataset(n_sentences=499, n_batches=32, n_buckets=32)
69
+
70
+ 2024-03-22 12:36:32 INFO Epoch 1 / 5000:
71
+ 2024-03-22 12:36:36 INFO lr: 4.9990e-05 - loss: 0.0943 - UP: 2.24% UR: 3.48% UF: 2.73% P: 1.40% R: 2.17% F: 1.70%
72
+ 2024-03-22 12:36:36 INFO dev: loss: 0.1987 - UP: 78.00% UR: 4.99% UF: 9.37% P: 73.00% R: 4.67% F: 8.77%
73
+ 2024-03-22 12:36:37 INFO test: loss: nan - UP: 82.82% UR: 5.67% UF: 10.62% P: 75.77% R: 5.19% F: 9.72%
74
+ 2024-03-22 12:36:41 INFO 0:00:04.513374s elapsed (saved)
75
+
76
+ 2024-03-22 12:36:41 INFO Epoch 2 / 5000:
77
+ 2024-03-22 12:36:44 INFO lr: 4.9980e-05 - loss: 0.4318 - UP: 54.77% UR: 9.12% UF: 15.63% P: 50.52% R: 8.41% F: 14.42%
78
+ 2024-03-22 12:36:45 INFO dev: loss: 0.1434 - UP: 92.50% UR: 2.37% UF: 4.61% P: 92.50% R: 2.37% F: 4.61%
79
+ 2024-03-22 12:36:45 INFO test: loss: nan - UP: 91.87% UR: 3.41% UF: 6.58% P: 91.06% R: 3.38% F: 6.52%
80
+ 2024-03-22 12:36:45 INFO 0:00:03.722891s elapsed
81
+
82
+ 2024-03-22 12:36:45 INFO Epoch 3 / 5000:
83
+ 2024-03-22 12:36:48 INFO lr: 4.9970e-05 - loss: 0.0456 - UP: 66.80% UR: 13.83% UF: 22.91% P: 63.77% R: 13.20% F: 21.87%
84
+ 2024-03-22 12:36:48 INFO dev: loss: 0.1160 - UP: 88.19% UR: 15.28% UF: 26.05% P: 85.24% R: 14.77% F: 25.18%
85
+ 2024-03-22 12:36:49 INFO test: loss: nan - UP: 82.30% UR: 15.15% UF: 25.59% P: 80.33% R: 14.79% F: 24.98%
86
+ 2024-03-22 12:36:56 INFO 0:00:03.696807s elapsed (saved)
87
+
88
+ 2024-03-22 12:36:56 INFO Epoch 4 / 5000:
89
+ 2024-03-22 12:36:59 INFO lr: 4.9960e-05 - loss: 0.0404 - UP: 69.31% UR: 17.70% UF: 28.19% P: 66.89% R: 17.08% F: 27.21%
90
+ 2024-03-22 12:36:59 INFO dev: loss: 0.1114 - UP: 87.03% UR: 13.30% UF: 23.07% P: 86.19% R: 13.17% F: 22.85%
91
+ 2024-03-22 12:36:59 INFO test: loss: nan - UP: 87.07% UR: 13.61% UF: 23.54% P: 84.75% R: 13.25% F: 22.92%
92
+ 2024-03-22 12:36:59 INFO 0:00:03.720502s elapsed
93
+
94
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+ 2024-03-22 12:37:28 INFO dev: loss: 0.0876 - UP: 80.09% UR: 34.72% UF: 48.44% P: 76.55% R: 33.18% F: 46.30%
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+ 2024-03-22 12:37:28 INFO test: loss: nan - UP: 74.57% UR: 32.84% UF: 45.60% P: 71.83% R: 31.63% F: 43.92%
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+ 2024-03-22 12:37:38 INFO dev: loss: 0.0962 - UP: 73.85% UR: 42.07% UF: 53.60% P: 70.15% R: 39.96% F: 50.92%
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+ 2024-03-22 12:37:39 INFO test: loss: nan - UP: 68.71% UR: 39.90% UF: 50.49% P: 66.01% R: 38.33% F: 48.50%
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+ 2024-03-22 12:37:49 INFO dev: loss: 0.1162 - UP: 76.13% UR: 40.98% UF: 53.28% P: 73.16% R: 39.39% F: 51.21%
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+ 2024-03-22 12:37:49 INFO test: loss: nan - UP: 72.01% UR: 38.36% UF: 50.06% P: 69.07% R: 36.79% F: 48.01%
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+ 2024-03-22 12:38:03 INFO lr: 4.9880e-05 - loss: 0.0338 - UP: 75.13% UR: 41.53% UF: 53.49% P: 73.82% R: 40.80% F: 52.56%
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+ 2024-03-22 12:38:03 INFO dev: loss: 0.0993 - UP: 74.94% UR: 39.77% UF: 51.96% P: 72.53% R: 38.49% F: 50.29%
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+ 2024-03-22 12:38:04 INFO test: loss: nan - UP: 71.11% UR: 38.79% UF: 50.20% P: 68.46% R: 37.34% F: 48.32%
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+ 2024-03-22 12:38:07 INFO dev: loss: 0.1029 - UP: 65.05% UR: 52.37% UF: 58.02% P: 61.64% R: 49.62% F: 54.98%
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+ 2024-03-22 12:38:08 INFO test: loss: nan - UP: 60.45% UR: 51.68% UF: 55.72% P: 57.66% R: 49.29% F: 53.15%
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+ 2024-03-22 12:38:15 INFO 0:00:03.755056s elapsed (saved)
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+ 2024-03-22 12:38:18 INFO test: loss: nan - UP: 67.20% UR: 47.93% UF: 55.95% P: 64.28% R: 45.85% F: 53.52%
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+ 2024-03-22 12:38:25 INFO 0:00:03.788501s elapsed (saved)
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+ 2024-03-22 12:38:29 INFO test: loss: nan - UP: 66.46% UR: 48.39% UF: 56.00% P: 63.35% R: 46.12% F: 53.38%
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+ 2024-03-22 12:38:36 INFO 0:00:03.755514s elapsed (saved)
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+ 2024-03-22 12:38:39 INFO dev: loss: 0.1112 - UP: 70.33% UR: 48.66% UF: 57.52% P: 67.47% R: 46.68% F: 55.18%
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+ 2024-03-22 12:38:40 INFO test: loss: nan - UP: 65.73% UR: 49.62% UF: 56.55% P: 62.65% R: 47.30% F: 53.90%
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+ 2024-03-22 12:38:40 INFO 0:00:03.778771s elapsed
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+ 2024-03-22 12:38:43 INFO lr: 4.9830e-05 - loss: 0.0214 - UP: 84.24% UR: 58.03% UF: 68.72% P: 83.71% R: 57.66% F: 68.29%
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+ 2024-03-22 12:38:43 INFO dev: loss: 0.1104 - UP: 69.39% UR: 50.58% UF: 58.51% P: 66.40% R: 48.40% F: 55.99%
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+ 2024-03-22 12:38:43 INFO test: loss: nan - UP: 65.59% UR: 52.70% UF: 58.44% P: 62.85% R: 50.50% F: 56.00%
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+ 2024-03-22 12:38:43 INFO 0:00:03.731188s elapsed
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+ 2024-03-22 12:38:46 INFO lr: 4.9820e-05 - loss: 0.0194 - UP: 83.29% UR: 64.73% UF: 72.85% P: 82.85% R: 64.38% F: 72.46%
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+ 2024-03-22 12:38:47 INFO dev: loss: 0.1110 - UP: 76.76% UR: 47.51% UF: 58.69% P: 73.35% R: 45.40% F: 56.08%
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+ 2024-03-22 12:38:47 INFO test: loss: nan - UP: 73.68% UR: 48.93% UF: 58.81% P: 70.82% R: 47.03% F: 56.52%
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+ 2024-03-22 12:38:47 INFO 0:00:03.748341s elapsed
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+ 2024-03-22 12:38:47 INFO Epoch 19 / 5000:
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+ 2024-03-22 12:38:50 INFO lr: 4.9810e-05 - loss: 0.0159 - UP: 86.30% UR: 66.57% UF: 75.16% P: 86.03% R: 66.36% F: 74.93%
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+ 2024-03-22 12:38:50 INFO dev: loss: 0.1160 - UP: 75.43% UR: 53.77% UF: 62.78% P: 72.65% R: 51.79% F: 60.47%
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+ 2024-03-22 12:38:51 INFO test: loss: nan - UP: 70.50% UR: 53.24% UF: 60.67% P: 67.51% R: 50.98% F: 58.09%
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+ 2024-03-22 12:38:58 INFO 0:00:03.745748s elapsed (saved)
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+ 2024-03-22 12:38:58 INFO Epoch 20 / 5000:
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+ 2024-03-22 12:39:01 INFO lr: 4.9800e-05 - loss: 0.0272 - UP: 87.15% UR: 69.43% UF: 77.29% P: 86.81% R: 69.17% F: 76.99%
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+ 2024-03-22 12:39:01 INFO dev: loss: 0.1289 - UP: 71.70% UR: 53.45% UF: 61.25% P: 68.70% R: 51.21% F: 58.68%
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+ 2024-03-22 12:39:01 INFO test: loss: nan - UP: 67.30% UR: 52.49% UF: 58.98% P: 64.51% R: 50.32% F: 56.54%
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+ 2024-03-22 12:39:01 INFO 0:00:03.746846s elapsed
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+ 2024-03-22 12:39:01 INFO Epoch 21 / 5000:
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+ 2024-03-22 12:39:04 INFO lr: 4.9790e-05 - loss: 0.0166 - UP: 85.01% UR: 68.12% UF: 75.64% P: 82.11% R: 65.80% F: 73.05%
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+ 2024-03-22 12:39:05 INFO dev: loss: 0.1157 - UP: 70.49% UR: 55.43% UF: 62.06% P: 66.59% R: 52.37% F: 58.63%
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+ 2024-03-22 12:39:05 INFO test: loss: nan - UP: 66.51% UR: 53.88% UF: 59.53% P: 63.26% R: 51.25% F: 56.63%
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+ 2024-03-22 12:39:05 INFO 0:00:03.746911s elapsed
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+ 2024-03-22 12:39:05 INFO Epoch 22 / 5000:
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+ 2024-03-22 12:39:08 INFO lr: 4.9780e-05 - loss: 0.0328 - UP: 87.91% UR: 70.40% UF: 78.19% P: 87.12% R: 69.77% F: 77.48%
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+ 2024-03-22 12:39:08 INFO dev: loss: 0.1226 - UP: 72.89% UR: 55.69% UF: 63.14% P: 69.46% R: 53.07% F: 60.17%
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+ 2024-03-22 12:39:09 INFO 0:00:03.742875s elapsed
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+ 2024-03-22 12:39:09 INFO Epoch 23 / 5000:
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+ 2024-03-22 12:39:12 INFO lr: 4.9770e-05 - loss: 0.0087 - UP: 88.09% UR: 73.47% UF: 80.12% P: 87.72% R: 73.16% F: 79.78%
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+ 2024-03-22 12:39:12 INFO dev: loss: 0.1042 - UP: 75.19% UR: 55.82% UF: 64.07% P: 72.09% R: 53.52% F: 61.43%
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+ 2024-03-22 12:39:13 INFO test: loss: nan - UP: 67.91% UR: 55.96% UF: 61.36% P: 65.05% R: 53.61% F: 58.78%
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+ 2024-03-22 12:39:20 INFO 0:00:03.763079s elapsed (saved)
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+ 2024-03-22 12:39:20 INFO Epoch 24 / 5000:
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+ 2024-03-22 12:39:23 INFO lr: 4.9760e-05 - loss: 0.0063 - UP: 89.42% UR: 78.31% UF: 83.49% P: 89.19% R: 78.11% F: 83.28%
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+ 2024-03-22 12:39:23 INFO dev: loss: 0.1033 - UP: 73.72% UR: 59.02% UF: 65.55% P: 70.69% R: 56.59% F: 62.86%
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+ 2024-03-22 12:39:23 INFO test: loss: nan - UP: 67.83% UR: 58.50% UF: 62.82% P: 65.45% R: 56.44% F: 60.62%
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+ 2024-03-22 12:39:30 INFO 0:00:03.747282s elapsed (saved)
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+ 2024-03-22 12:39:30 INFO Epoch 25 / 5000:
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+ 2024-03-22 12:39:33 INFO lr: 4.9750e-05 - loss: 0.0120 - UP: 89.77% UR: 74.93% UF: 81.68% P: 89.48% R: 74.70% F: 81.42%
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+ 2024-03-22 12:39:33 INFO dev: loss: 0.1060 - UP: 72.21% UR: 59.65% UF: 65.34% P: 68.50% R: 56.59% F: 61.97%
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+ 2024-03-22 12:39:34 INFO test: loss: nan - UP: 68.17% UR: 56.57% UF: 61.83% P: 65.22% R: 54.12% F: 59.16%
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+ 2024-03-22 12:39:34 INFO 0:00:03.768321s elapsed
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+ 2024-03-22 12:39:37 INFO lr: 4.9740e-05 - loss: 0.0176 - UP: 90.05% UR: 79.11% UF: 84.22% P: 89.69% R: 78.79% F: 83.89%
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+ 2024-03-22 12:39:37 INFO dev: loss: 0.1220 - UP: 75.13% UR: 55.43% UF: 63.80% P: 72.18% R: 53.26% F: 61.30%
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+ 2024-03-22 12:39:38 INFO test: loss: nan - UP: 70.39% UR: 55.96% UF: 62.35% P: 67.46% R: 53.64% F: 59.76%
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+ 2024-03-22 12:39:38 INFO 0:00:03.794370s elapsed
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+ 2024-03-22 12:39:41 INFO lr: 4.9730e-05 - loss: 0.0144 - UP: 91.83% UR: 79.10% UF: 84.99% P: 91.45% R: 78.77% F: 84.64%
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+ 2024-03-22 12:39:41 INFO dev: loss: 0.1245 - UP: 73.07% UR: 61.06% UF: 66.53% P: 69.40% R: 57.99% F: 63.18%
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+ 2024-03-22 12:39:41 INFO test: loss: nan - UP: 67.58% UR: 58.95% UF: 62.97% P: 64.64% R: 56.38% F: 60.23%
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+ 2024-03-22 12:39:48 INFO 0:00:03.796311s elapsed (saved)
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+ 2024-03-22 12:39:51 INFO lr: 4.9720e-05 - loss: 0.0114 - UP: 91.90% UR: 80.47% UF: 85.81% P: 91.14% R: 79.81% F: 85.10%
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+ 2024-03-22 12:39:51 INFO dev: loss: 0.1315 - UP: 72.38% UR: 59.14% UF: 65.10% P: 68.00% R: 55.56% F: 61.15%
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+ 2024-03-22 12:39:52 INFO test: loss: nan - UP: 68.53% UR: 58.83% UF: 63.31% P: 65.37% R: 56.11% F: 60.39%
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+ 2024-03-22 12:39:52 INFO 0:00:03.777222s elapsed
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+ 2024-03-22 12:39:55 INFO lr: 4.9710e-05 - loss: 0.0264 - UP: 90.51% UR: 80.97% UF: 85.47% P: 90.15% R: 80.64% F: 85.13%
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+ 2024-03-22 12:39:55 INFO dev: loss: 0.1314 - UP: 71.99% UR: 63.11% UF: 67.26% P: 68.27% R: 59.85% F: 63.78%
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+ 2024-03-22 12:39:56 INFO test: loss: nan - UP: 65.34% UR: 60.37% UF: 62.75% P: 62.33% R: 57.59% F: 59.87%
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+ 2024-03-22 12:40:03 INFO 0:00:03.792856s elapsed (saved)
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+ 2024-03-22 12:40:06 INFO lr: 4.9700e-05 - loss: 0.0217 - UP: 90.92% UR: 81.27% UF: 85.82% P: 90.22% R: 80.64% F: 85.16%
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+ 2024-03-22 12:40:06 INFO dev: loss: 0.1286 - UP: 74.96% UR: 59.72% UF: 66.48% P: 71.99% R: 57.35% F: 63.84%
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+ 2024-03-22 12:40:06 INFO test: loss: nan - UP: 69.30% UR: 57.65% UF: 62.94% P: 65.53% R: 54.51% F: 59.52%
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+ 2024-03-22 12:40:13 INFO 0:00:03.782692s elapsed (saved)
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+ 2024-03-22 12:40:16 INFO lr: 4.9690e-05 - loss: 0.0124 - UP: 92.37% UR: 81.69% UF: 86.70% P: 91.94% R: 81.31% F: 86.30%
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+ 2024-03-22 12:40:16 INFO dev: loss: 0.1096 - UP: 77.59% UR: 59.34% UF: 67.25% P: 74.33% R: 56.84% F: 64.42%
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+ 2024-03-22 12:40:17 INFO test: loss: nan - UP: 70.32% UR: 58.35% UF: 63.77% P: 67.37% R: 55.90% F: 61.10%
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+ 2024-03-22 12:40:24 INFO 0:00:03.779583s elapsed (saved)
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+ 2024-03-22 12:40:27 INFO lr: 4.9680e-05 - loss: 0.0065 - UP: 91.43% UR: 85.04% UF: 88.12% P: 91.19% R: 84.81% F: 87.88%
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+ 2024-03-22 12:40:27 INFO dev: loss: 0.1052 - UP: 74.84% UR: 65.79% UF: 70.02% P: 71.85% R: 63.17% F: 67.23%
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+ 2024-03-22 12:40:28 INFO test: loss: nan - UP: 67.09% UR: 61.21% UF: 64.02% P: 64.27% R: 58.65% F: 61.33%
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+ 2024-03-22 12:40:33 INFO 0:00:03.745622s elapsed (saved)
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+ 2024-03-22 12:40:36 INFO lr: 4.9670e-05 - loss: 0.0188 - UP: 90.70% UR: 79.56% UF: 84.77% P: 90.44% R: 79.33% F: 84.52%
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+ 2024-03-22 12:40:37 INFO dev: loss: 0.1511 - UP: 73.72% UR: 61.51% UF: 67.06% P: 70.04% R: 58.44% F: 63.72%
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+ 2024-03-22 12:40:37 INFO test: loss: nan - UP: 65.67% UR: 58.13% UF: 61.67% P: 62.26% R: 55.12% F: 58.47%
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+ 2024-03-22 12:40:40 INFO lr: 4.9660e-05 - loss: 0.0025 - UP: 91.75% UR: 82.68% UF: 86.98% P: 91.50% R: 82.45% F: 86.74%
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+ 2024-03-22 12:40:40 INFO dev: loss: 0.1189 - UP: 73.42% UR: 61.83% UF: 67.13% P: 69.78% R: 58.76% F: 63.80%
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+ 2024-03-22 12:40:41 INFO test: loss: nan - UP: 65.27% UR: 58.71% UF: 61.81% P: 61.68% R: 55.48% F: 58.41%
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+ 2024-03-22 12:40:44 INFO lr: 4.9650e-05 - loss: 0.0105 - UP: 91.89% UR: 84.73% UF: 88.16% P: 91.61% R: 84.47% F: 87.90%
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+ 2024-03-22 12:40:44 INFO dev: loss: 0.1273 - UP: 74.92% UR: 61.70% UF: 67.67% P: 71.97% R: 59.27% F: 65.01%
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+ 2024-03-22 12:40:44 INFO test: loss: nan - UP: 67.37% UR: 59.46% UF: 63.17% P: 64.77% R: 57.17% F: 60.73%
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+ 2024-03-22 12:40:47 INFO lr: 4.9640e-05 - loss: 0.0089 - UP: 92.29% UR: 87.13% UF: 89.63% P: 92.08% R: 86.93% F: 89.43%
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+ 2024-03-22 12:40:48 INFO dev: loss: 0.1279 - UP: 77.65% UR: 54.86% UF: 64.29% P: 74.75% R: 52.81% F: 61.90%
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+ 2024-03-22 12:40:55 INFO dev: loss: 0.1403 - UP: 74.22% UR: 61.13% UF: 67.04% P: 70.89% R: 58.38% F: 64.03%
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+ 2024-03-22 12:41:07 INFO dev: loss: 0.1158 - UP: 73.58% UR: 63.94% UF: 68.42% P: 69.17% R: 60.10% F: 64.32%
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+ 2024-03-22 12:41:07 INFO 0:00:03.799599s elapsed
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+ 2024-03-22 12:41:10 INFO dev: loss: 0.1300 - UP: 71.24% UR: 64.45% UF: 67.67% P: 67.42% R: 61.00% F: 64.05%
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+ 2024-03-22 12:41:11 INFO 0:00:03.791041s elapsed
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+ 2024-03-22 12:41:14 INFO dev: loss: 0.1128 - UP: 75.99% UR: 64.96% UF: 70.04% P: 73.07% R: 62.47% F: 67.36%
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+ 2024-03-22 12:41:21 INFO 0:00:03.803919s elapsed (saved)
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+ 2024-03-22 12:41:25 INFO dev: loss: 0.1321 - UP: 72.95% UR: 63.11% UF: 67.67% P: 70.07% R: 60.61% F: 65.00%
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+ 2024-03-22 12:41:25 INFO 0:00:03.743560s elapsed
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+ 2024-03-22 12:41:29 INFO dev: loss: 0.1273 - UP: 74.56% UR: 62.79% UF: 68.17% P: 71.45% R: 60.17% F: 65.32%
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+ 2024-03-22 12:41:29 INFO test: loss: nan - UP: 67.76% UR: 61.49% UF: 64.47% P: 64.30% R: 58.35% F: 61.18%
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+ 2024-03-22 12:41:29 INFO 0:00:03.803883s elapsed
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+ 2024-03-22 12:41:32 INFO dev: loss: 0.1378 - UP: 75.78% UR: 62.21% UF: 68.33% P: 72.66% R: 59.65% F: 65.52%
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+ 2024-03-22 12:41:36 INFO dev: loss: 0.1431 - UP: 73.32% UR: 64.83% UF: 68.82% P: 70.43% R: 62.28% F: 66.10%
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+ 2024-03-22 12:41:36 INFO test: loss: nan - UP: 67.44% UR: 65.71% UF: 66.56% P: 64.16% R: 62.51% F: 63.32%
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+ 2024-03-22 12:41:36 INFO 0:00:03.796119s elapsed
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+ 2024-03-22 12:41:40 INFO dev: loss: 0.1521 - UP: 76.32% UR: 61.19% UF: 67.92% P: 73.21% R: 58.70% F: 65.15%
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+ 2024-03-22 12:41:40 INFO test: loss: nan - UP: 71.50% UR: 61.49% UF: 66.11% P: 67.85% R: 58.35% F: 62.74%
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+ 2024-03-22 12:41:40 INFO 0:00:03.797364s elapsed
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+ 2024-03-22 12:41:44 INFO dev: loss: 0.1454 - UP: 75.82% UR: 65.35% UF: 70.19% P: 72.70% R: 62.66% F: 67.31%
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+ 2024-03-22 12:41:44 INFO test: loss: nan - UP: 69.23% UR: 64.38% UF: 66.72% P: 65.82% R: 61.21% F: 63.43%
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+ 2024-03-22 12:41:44 INFO 0:00:03.839880s elapsed
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+ 2024-03-22 12:41:44 INFO Epoch 50 / 5000:
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+ 2024-03-22 12:41:47 INFO lr: 4.9500e-05 - loss: 0.0003 - UP: 96.92% UR: 93.93% UF: 95.40% P: 96.86% R: 93.87% F: 95.34%
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+ 2024-03-22 12:41:48 INFO dev: loss: 0.1613 - UP: 75.07% UR: 66.43% UF: 70.49% P: 72.18% R: 63.87% F: 67.77%
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+ 2024-03-22 12:41:48 INFO test: loss: nan - UP: 67.22% UR: 66.47% UF: 66.84% P: 63.49% R: 62.78% F: 63.14%
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+ 2024-03-22 12:41:55 INFO 0:00:03.869712s elapsed (saved)
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+ 2024-03-22 12:41:55 INFO Epoch 51 / 5000:
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+ 2024-03-22 12:41:58 INFO lr: 4.9490e-05 - loss: 0.0003 - UP: 97.15% UR: 94.22% UF: 95.66% P: 97.08% R: 94.14% F: 95.59%
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+ 2024-03-22 12:41:58 INFO dev: loss: 0.1485 - UP: 74.18% UR: 66.11% UF: 69.91% P: 71.09% R: 63.36% F: 67.00%
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+ 2024-03-22 12:41:59 INFO test: loss: nan - UP: 66.27% UR: 65.95% UF: 66.11% P: 63.42% R: 63.12% F: 63.27%
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+ 2024-03-22 12:41:59 INFO 0:00:03.776581s elapsed
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+ 2024-03-22 12:41:59 INFO Epoch 52 / 5000:
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+ 2024-03-22 12:42:02 INFO lr: 4.9480e-05 - loss: 0.0017 - UP: 96.76% UR: 95.15% UF: 95.95% P: 96.71% R: 95.11% F: 95.90%
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+ 2024-03-22 12:42:02 INFO dev: loss: 0.1595 - UP: 74.40% UR: 65.03% UF: 69.40% P: 71.25% R: 62.28% F: 66.46%
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+ 2024-03-22 12:42:02 INFO test: loss: nan - UP: 66.57% UR: 64.08% UF: 65.30% P: 63.15% R: 60.79% F: 61.95%
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+ 2024-03-22 12:42:02 INFO 0:00:03.750027s elapsed
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+ 2024-03-22 12:42:02 INFO Epoch 53 / 5000:
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+ 2024-03-22 12:42:05 INFO lr: 4.9470e-05 - loss: 0.0021 - UP: 97.67% UR: 95.30% UF: 96.47% P: 97.63% R: 95.25% F: 96.42%
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+ 2024-03-22 12:42:06 INFO dev: loss: 0.1647 - UP: 74.40% UR: 65.41% UF: 69.62% P: 71.27% R: 62.66% F: 66.69%
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+ 2024-03-22 12:42:06 INFO test: loss: nan - UP: 66.80% UR: 65.77% UF: 66.28% P: 63.03% R: 62.06% F: 62.54%
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+ 2024-03-22 12:42:06 INFO 0:00:03.740365s elapsed
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+ 2024-03-22 12:42:06 INFO Epoch 54 / 5000:
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+ 2024-03-22 12:42:09 INFO lr: 4.9460e-05 - loss: 0.0041 - UP: 97.19% UR: 95.86% UF: 96.52% P: 97.13% R: 95.80% F: 96.46%
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+ 2024-03-22 12:42:09 INFO dev: loss: 0.1747 - UP: 75.47% UR: 63.94% UF: 69.23% P: 72.00% R: 61.00% F: 66.04%
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+ 2024-03-22 12:42:10 INFO test: loss: nan - UP: 68.97% UR: 64.96% UF: 66.91% P: 65.38% R: 61.58% F: 63.42%
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+ 2024-03-22 12:42:10 INFO 0:00:03.748267s elapsed
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+ 2024-03-22 12:42:10 INFO Epoch 55 / 5000:
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+ 2024-03-22 12:42:13 INFO lr: 4.9450e-05 - loss: 0.0022 - UP: 97.75% UR: 96.06% UF: 96.90% P: 97.69% R: 96.00% F: 96.84%
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+ 2024-03-22 12:42:13 INFO dev: loss: 0.1712 - UP: 74.74% UR: 64.13% UF: 69.03% P: 71.54% R: 61.38% F: 66.07%
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+ 2024-03-22 12:42:14 INFO test: loss: nan - UP: 68.45% UR: 65.62% UF: 67.01% P: 65.08% R: 62.39% F: 63.71%
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+ 2024-03-22 12:42:14 INFO 0:00:03.790295s elapsed
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+ 2024-03-22 12:42:14 INFO Epoch 56 / 5000:
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+ 2024-03-22 12:42:17 INFO dev: loss: 0.1612 - UP: 75.05% UR: 65.79% UF: 70.12% P: 71.85% R: 62.98% F: 67.12%
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+ 2024-03-22 12:42:17 INFO test: loss: nan - UP: 67.82% UR: 64.56% UF: 66.15% P: 64.39% R: 61.30% F: 62.81%
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+ 2024-03-22 12:42:17 INFO 0:00:03.743327s elapsed
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+ 2024-03-22 12:42:17 INFO Epoch 57 / 5000:
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+ 2024-03-22 12:42:20 INFO lr: 4.9430e-05 - loss: 0.0117 - UP: 97.73% UR: 96.30% UF: 97.01% P: 97.67% R: 96.24% F: 96.95%
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+ 2024-03-22 12:42:21 INFO dev: loss: 0.1705 - UP: 75.46% UR: 64.90% UF: 69.78% P: 72.27% R: 62.15% F: 66.83%
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+ 2024-03-22 12:42:21 INFO test: loss: nan - UP: 68.35% UR: 65.77% UF: 67.04% P: 64.99% R: 62.54% F: 63.74%
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+ 2024-03-22 12:42:21 INFO 0:00:03.779718s elapsed
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+ 2024-03-22 12:42:21 INFO Epoch 58 / 5000:
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+ 2024-03-22 12:42:24 INFO lr: 4.9420e-05 - loss: 0.0023 - UP: 96.52% UR: 94.82% UF: 95.66% P: 96.48% R: 94.78% F: 95.62%
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+ 2024-03-22 12:42:25 INFO dev: loss: 0.1453 - UP: 74.74% UR: 63.36% UF: 68.58% P: 71.27% R: 60.42% F: 65.40%
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+ 2024-03-22 12:42:25 INFO test: loss: nan - UP: 66.07% UR: 61.94% UF: 63.94% P: 62.56% R: 58.65% F: 60.54%
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+ 2024-03-22 12:42:25 INFO 0:00:03.802039s elapsed
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+ 2024-03-22 12:42:25 INFO Epoch 59 / 5000:
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+ 2024-03-22 12:42:28 INFO lr: 4.9410e-05 - loss: 0.0005 - UP: 95.30% UR: 92.52% UF: 93.89% P: 95.10% R: 92.33% F: 93.69%
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+ 2024-03-22 12:42:28 INFO dev: loss: 0.1644 - UP: 70.68% UR: 66.11% UF: 68.32% P: 65.69% R: 61.45% F: 63.50%
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+ 2024-03-22 12:42:29 INFO test: loss: nan - UP: 62.90% UR: 66.89% UF: 64.83% P: 58.59% R: 62.30% F: 60.39%
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+ 2024-03-22 12:42:29 INFO 0:00:03.847382s elapsed
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+ 2024-03-22 12:42:29 INFO Epoch 60 / 5000:
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+ 2024-03-22 12:42:32 INFO lr: 4.9400e-05 - loss: 0.0066 - UP: 96.64% UR: 93.54% UF: 95.07% P: 95.48% R: 92.42% F: 93.92%
426
+ 2024-03-22 12:42:32 INFO dev: loss: 0.1588 - UP: 72.83% UR: 63.24% UF: 67.69% P: 68.63% R: 59.59% F: 63.79%
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+ 2024-03-22 12:42:33 INFO test: loss: nan - UP: 65.97% UR: 64.08% UF: 65.01% P: 62.06% R: 60.28% F: 61.15%
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+ 2024-03-22 12:42:33 INFO 0:00:03.861152s elapsed
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+ 2024-03-22 12:42:33 INFO Epoch 61 / 5000:
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+ 2024-03-22 12:42:36 INFO lr: 4.9390e-05 - loss: 0.0008 - UP: 96.47% UR: 93.74% UF: 95.08% P: 96.21% R: 93.48% F: 94.82%
432
+ 2024-03-22 12:42:36 INFO dev: loss: 0.1692 - UP: 74.19% UR: 65.60% UF: 69.63% P: 70.50% R: 62.34% F: 66.17%
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+ 2024-03-22 12:42:37 INFO test: loss: nan - UP: 66.39% UR: 65.05% UF: 65.71% P: 63.46% R: 62.18% F: 62.81%
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+ 2024-03-22 12:42:37 INFO 0:00:03.837727s elapsed
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+ 2024-03-22 12:42:37 INFO Epoch 62 / 5000:
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+ 2024-03-22 12:42:40 INFO lr: 4.9380e-05 - loss: 0.0047 - UP: 95.76% UR: 92.99% UF: 94.36% P: 95.58% R: 92.81% F: 94.17%
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+ 2024-03-22 12:42:40 INFO dev: loss: 0.1372 - UP: 73.38% UR: 66.43% UF: 69.73% P: 70.48% R: 63.81% F: 66.98%
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+ 2024-03-22 12:42:40 INFO test: loss: nan - UP: 65.84% UR: 64.74% UF: 65.29% P: 62.71% R: 61.67% F: 62.18%
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+ 2024-03-22 12:42:40 INFO 0:00:03.831950s elapsed
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+ 2024-03-22 12:42:43 INFO lr: 4.9370e-05 - loss: 0.0049 - UP: 97.15% UR: 95.24% UF: 96.19% P: 97.04% R: 95.13% F: 96.08%
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+ 2024-03-22 12:42:44 INFO dev: loss: 0.1507 - UP: 75.04% UR: 65.35% UF: 69.86% P: 71.73% R: 62.47% F: 66.78%
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+ 2024-03-22 12:42:44 INFO test: loss: nan - UP: 68.09% UR: 64.53% UF: 66.26% P: 65.57% R: 62.15% F: 63.82%
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+ 2024-03-22 12:42:44 INFO 0:00:03.813969s elapsed
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+ 2024-03-22 12:42:47 INFO lr: 4.9360e-05 - loss: 0.0030 - UP: 97.60% UR: 96.54% UF: 97.07% P: 97.50% R: 96.45% F: 96.97%
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+ 2024-03-22 12:42:48 INFO dev: loss: 0.1617 - UP: 74.46% UR: 66.56% UF: 70.29% P: 71.39% R: 63.81% F: 67.39%
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+ 2024-03-22 12:42:48 INFO test: loss: nan - UP: 67.78% UR: 65.71% UF: 66.73% P: 65.04% R: 63.05% F: 64.03%
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+ 2024-03-22 12:42:48 INFO 0:00:03.829486s elapsed
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+ 2024-03-22 12:42:51 INFO lr: 4.9350e-05 - loss: 0.0015 - UP: 97.56% UR: 96.35% UF: 96.95% P: 97.42% R: 96.20% F: 96.81%
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+ 2024-03-22 12:42:51 INFO dev: loss: 0.1631 - UP: 75.76% UR: 63.75% UF: 69.24% P: 72.64% R: 61.13% F: 66.39%
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+ 2024-03-22 12:42:52 INFO test: loss: nan - UP: 70.79% UR: 63.87% UF: 67.15% P: 68.02% R: 61.36% F: 64.52%
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+ 2024-03-22 12:42:52 INFO 0:00:03.821679s elapsed
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+ 2024-03-22 12:42:55 INFO lr: 4.9340e-05 - loss: 0.0016 - UP: 97.88% UR: 96.16% UF: 97.01% P: 97.85% R: 96.12% F: 96.98%
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+ 2024-03-22 12:42:55 INFO dev: loss: 0.1773 - UP: 75.38% UR: 66.56% UF: 70.70% P: 71.40% R: 63.04% F: 66.96%
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+ 2024-03-22 12:42:56 INFO test: loss: nan - UP: 68.55% UR: 66.65% UF: 67.58% P: 65.82% R: 63.99% F: 64.89%
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+ 2024-03-22 12:42:56 INFO 0:00:03.831838s elapsed
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+ 2024-03-22 12:42:59 INFO lr: 4.9330e-05 - loss: 0.0036 - UP: 97.92% UR: 96.90% UF: 97.41% P: 97.85% R: 96.84% F: 97.34%
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+ 2024-03-22 12:42:59 INFO dev: loss: 0.1732 - UP: 75.75% UR: 67.90% UF: 71.61% P: 72.54% R: 65.03% F: 68.58%
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+ 2024-03-22 12:42:59 INFO test: loss: nan - UP: 68.06% UR: 66.13% UF: 67.09% P: 65.46% R: 63.60% F: 64.51%
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+ 2024-03-22 12:43:06 INFO 0:00:03.826567s elapsed (saved)
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+ 2024-03-22 12:43:09 INFO lr: 4.9320e-05 - loss: 0.0024 - UP: 98.08% UR: 96.88% UF: 97.47% P: 98.04% R: 96.84% F: 97.44%
474
+ 2024-03-22 12:43:09 INFO dev: loss: 0.1678 - UP: 75.57% UR: 66.24% UF: 70.60% P: 73.09% R: 64.07% F: 68.28%
475
+ 2024-03-22 12:43:10 INFO test: loss: nan - UP: 69.26% UR: 65.14% UF: 67.13% P: 66.46% R: 62.51% F: 64.43%
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+ 2024-03-22 12:43:13 INFO lr: 4.9310e-05 - loss: 0.0027 - UP: 96.70% UR: 95.24% UF: 95.97% P: 96.59% R: 95.13% F: 95.86%
480
+ 2024-03-22 12:43:13 INFO dev: loss: 0.1667 - UP: 73.80% UR: 65.92% UF: 69.64% P: 70.08% R: 62.60% F: 66.13%
481
+ 2024-03-22 12:43:14 INFO test: loss: nan - UP: 66.69% UR: 64.35% UF: 65.50% P: 63.97% R: 61.73% F: 62.83%
482
+ 2024-03-22 12:43:14 INFO 0:00:03.742008s elapsed
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+ 2024-03-22 12:43:17 INFO lr: 4.9300e-05 - loss: 0.0011 - UP: 97.80% UR: 96.41% UF: 97.10% P: 97.74% R: 96.36% F: 97.05%
486
+ 2024-03-22 12:43:17 INFO dev: loss: 0.1834 - UP: 73.13% UR: 67.01% UF: 69.94% P: 69.02% R: 63.24% F: 66.00%
487
+ 2024-03-22 12:43:17 INFO test: loss: nan - UP: 66.88% UR: 66.07% UF: 66.47% P: 64.38% R: 63.60% F: 63.98%
488
+ 2024-03-22 12:43:17 INFO 0:00:03.757586s elapsed
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+ 2024-03-22 12:43:20 INFO lr: 4.9290e-05 - loss: 0.0017 - UP: 97.46% UR: 96.40% UF: 96.92% P: 97.29% R: 96.23% F: 96.76%
492
+ 2024-03-22 12:43:21 INFO dev: loss: 0.1869 - UP: 72.68% UR: 66.50% UF: 69.45% P: 68.69% R: 62.85% F: 65.64%
493
+ 2024-03-22 12:43:21 INFO test: loss: nan - UP: 67.58% UR: 65.80% UF: 66.68% P: 65.07% R: 63.36% F: 64.20%
494
+ 2024-03-22 12:43:21 INFO 0:00:03.772725s elapsed
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+ 2024-03-22 12:43:24 INFO lr: 4.9280e-05 - loss: 0.0016 - UP: 98.24% UR: 96.84% UF: 97.54% P: 98.18% R: 96.78% F: 97.47%
498
+ 2024-03-22 12:43:24 INFO dev: loss: 0.1751 - UP: 75.04% UR: 64.39% UF: 69.30% P: 71.54% R: 61.38% F: 66.07%
499
+ 2024-03-22 12:43:25 INFO test: loss: nan - UP: 69.35% UR: 65.29% UF: 67.26% P: 66.21% R: 62.33% F: 64.21%
500
+ 2024-03-22 12:43:25 INFO 0:00:03.753801s elapsed
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+ 2024-03-22 12:43:28 INFO lr: 4.9270e-05 - loss: 0.0028 - UP: 96.28% UR: 95.73% UF: 96.01% P: 96.22% R: 95.67% F: 95.94%
504
+ 2024-03-22 12:43:28 INFO dev: loss: 0.1690 - UP: 73.50% UR: 65.09% UF: 69.04% P: 69.75% R: 61.76% F: 65.51%
505
+ 2024-03-22 12:43:29 INFO test: loss: nan - UP: 67.41% UR: 66.98% UF: 67.19% P: 64.03% R: 63.63% F: 63.83%
506
+ 2024-03-22 12:43:29 INFO 0:00:03.787801s elapsed
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+ 2024-03-22 12:43:29 INFO Epoch 74 / 5000:
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+ 2024-03-22 12:43:32 INFO lr: 4.9260e-05 - loss: 0.0013 - UP: 98.21% UR: 97.09% UF: 97.65% P: 98.16% R: 97.05% F: 97.60%
510
+ 2024-03-22 12:43:32 INFO dev: loss: 0.1699 - UP: 73.01% UR: 66.75% UF: 69.74% P: 69.30% R: 63.36% F: 66.20%
511
+ 2024-03-22 12:43:32 INFO test: loss: nan - UP: 67.70% UR: 66.95% UF: 67.32% P: 65.02% R: 64.29% F: 64.65%
512
+ 2024-03-22 12:43:32 INFO 0:00:03.808985s elapsed
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+ 2024-03-22 12:43:32 INFO Epoch 75 / 5000:
515
+ 2024-03-22 12:43:36 INFO lr: 4.9250e-05 - loss: 0.0019 - UP: 98.50% UR: 97.49% UF: 98.00% P: 98.45% R: 97.44% F: 97.94%
516
+ 2024-03-22 12:43:36 INFO dev: loss: 0.1723 - UP: 72.85% UR: 68.09% UF: 70.39% P: 69.22% R: 64.71% F: 66.89%
517
+ 2024-03-22 12:43:36 INFO test: loss: nan - UP: 66.49% UR: 67.49% UF: 66.99% P: 63.34% R: 64.29% F: 63.81%
518
+ 2024-03-22 12:43:36 INFO 0:00:03.843935s elapsed
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+ 2024-03-22 12:43:36 INFO Epoch 76 / 5000:
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+ 2024-03-22 12:43:39 INFO lr: 4.9240e-05 - loss: 0.0024 - UP: 98.56% UR: 97.77% UF: 98.16% P: 98.50% R: 97.70% F: 98.10%
522
+ 2024-03-22 12:43:40 INFO dev: loss: 0.1814 - UP: 73.24% UR: 67.01% UF: 69.98% P: 69.81% R: 63.87% F: 66.71%
523
+ 2024-03-22 12:43:40 INFO test: loss: nan - UP: 67.22% UR: 66.34% UF: 66.78% P: 64.28% R: 63.45% F: 63.86%
524
+ 2024-03-22 12:43:40 INFO 0:00:03.783084s elapsed
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+
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+ 2024-03-22 12:43:40 INFO Epoch 77 / 5000:
527
+ 2024-03-22 12:43:43 INFO lr: 4.9230e-05 - loss: 0.0002 - UP: 98.58% UR: 97.85% UF: 98.21% P: 98.50% R: 97.77% F: 98.13%
528
+ 2024-03-22 12:43:43 INFO dev: loss: 0.1789 - UP: 76.07% UR: 61.57% UF: 68.06% P: 73.30% R: 59.34% F: 65.58%
529
+ 2024-03-22 12:43:44 INFO test: loss: nan - UP: 69.66% UR: 62.93% UF: 66.13% P: 66.69% R: 60.25% F: 63.30%
530
+ 2024-03-22 12:43:44 INFO 0:00:03.810053s elapsed
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+ 2024-03-22 12:43:44 INFO Epoch 78 / 5000:
533
+ 2024-03-22 12:43:47 INFO lr: 4.9220e-05 - loss: 0.0062 - UP: 98.17% UR: 97.30% UF: 97.73% P: 98.13% R: 97.27% F: 97.70%
534
+ 2024-03-22 12:43:47 INFO dev: loss: 0.1702 - UP: 71.89% UR: 66.24% UF: 68.95% P: 68.36% R: 62.98% F: 65.56%
535
+ 2024-03-22 12:43:48 INFO test: loss: nan - UP: 67.65% UR: 66.53% UF: 67.08% P: 64.83% R: 63.75% F: 64.28%
536
+ 2024-03-22 12:43:48 INFO 0:00:03.871299s elapsed
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+ 2024-03-22 12:43:48 INFO Epoch 79 / 5000:
539
+ 2024-03-22 12:43:51 INFO lr: 4.9210e-05 - loss: 0.0120 - UP: 97.92% UR: 97.66% UF: 97.79% P: 97.82% R: 97.55% F: 97.68%
540
+ 2024-03-22 12:43:52 INFO dev: loss: 0.1644 - UP: 74.70% UR: 62.85% UF: 68.26% P: 71.35% R: 60.04% F: 65.21%
541
+ 2024-03-22 12:43:52 INFO test: loss: nan - UP: 70.45% UR: 64.62% UF: 67.41% P: 67.36% R: 61.79% F: 64.45%
542
+ 2024-03-22 12:43:52 INFO 0:00:04.229586s elapsed
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+ 2024-03-22 12:43:52 INFO Epoch 80 / 5000:
545
+ 2024-03-22 12:43:55 INFO lr: 4.9200e-05 - loss: 0.0025 - UP: 98.58% UR: 97.44% UF: 98.00% P: 98.53% R: 97.39% F: 97.96%
546
+ 2024-03-22 12:43:55 INFO dev: loss: 0.1606 - UP: 72.94% UR: 65.15% UF: 68.83% P: 69.72% R: 62.28% F: 65.79%
547
+ 2024-03-22 12:43:56 INFO test: loss: nan - UP: 68.55% UR: 66.37% UF: 67.44% P: 65.59% R: 63.51% F: 64.53%
548
+ 2024-03-22 12:43:56 INFO 0:00:03.806696s elapsed
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+ 2024-03-22 12:43:56 INFO Epoch 81 / 5000:
551
+ 2024-03-22 12:43:59 INFO lr: 4.9190e-05 - loss: 0.0014 - UP: 98.70% UR: 97.95% UF: 98.32% P: 98.66% R: 97.91% F: 98.29%
552
+ 2024-03-22 12:43:59 INFO dev: loss: 0.1874 - UP: 72.21% UR: 64.13% UF: 67.93% P: 68.68% R: 61.00% F: 64.61%
553
+ 2024-03-22 12:44:00 INFO test: loss: nan - UP: 68.72% UR: 65.53% UF: 67.09% P: 65.65% R: 62.60% F: 64.09%
554
+ 2024-03-22 12:44:00 INFO 0:00:03.807972s elapsed
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+ 2024-03-22 12:44:00 INFO Epoch 82 / 5000:
557
+ 2024-03-22 12:44:03 INFO lr: 4.9180e-05 - loss: 0.0024 - UP: 98.70% UR: 98.15% UF: 98.42% P: 98.68% R: 98.12% F: 98.40%
558
+ 2024-03-22 12:44:03 INFO dev: loss: 0.1998 - UP: 71.07% UR: 65.66% UF: 68.26% P: 66.92% R: 61.83% F: 64.27%
559
+ 2024-03-22 12:44:03 INFO test: loss: nan - UP: 66.87% UR: 67.67% UF: 67.27% P: 63.70% R: 64.47% F: 64.09%
560
+ 2024-03-22 12:44:03 INFO 0:00:03.786750s elapsed
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+ 2024-03-22 12:44:03 INFO Epoch 83 / 5000:
563
+ 2024-03-22 12:44:06 INFO lr: 4.9170e-05 - loss: 0.0015 - UP: 98.94% UR: 98.37% UF: 98.65% P: 98.89% R: 98.32% F: 98.61%
564
+ 2024-03-22 12:44:07 INFO dev: loss: 0.2035 - UP: 73.01% UR: 64.00% UF: 68.21% P: 69.37% R: 60.81% F: 64.80%
565
+ 2024-03-22 12:44:07 INFO test: loss: nan - UP: 69.26% UR: 65.62% UF: 67.39% P: 66.20% R: 62.72% F: 64.41%
566
+ 2024-03-22 12:44:07 INFO 0:00:03.824959s elapsed
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+ 2024-03-22 12:44:07 INFO Epoch 84 / 5000:
569
+ 2024-03-22 12:44:10 INFO lr: 4.9160e-05 - loss: 0.0037 - UP: 97.95% UR: 96.37% UF: 97.15% P: 97.91% R: 96.33% F: 97.12%
570
+ 2024-03-22 12:44:11 INFO dev: loss: 0.1838 - UP: 70.36% UR: 61.64% UF: 65.71% P: 67.52% R: 59.14% F: 63.05%
571
+ 2024-03-22 12:44:11 INFO test: loss: nan - UP: 65.03% UR: 63.42% UF: 64.21% P: 62.36% R: 60.82% F: 61.58%
572
+ 2024-03-22 12:44:11 INFO 0:00:03.865209s elapsed
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+
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+ 2024-03-22 12:44:11 INFO Epoch 85 / 5000:
575
+ 2024-03-22 12:44:14 INFO lr: 4.9150e-05 - loss: 0.0581 - UP: 94.60% UR: 91.07% UF: 92.80% P: 94.52% R: 90.99% F: 92.72%
576
+ 2024-03-22 12:44:14 INFO dev: loss: 0.1555 - UP: 75.38% UR: 60.10% UF: 66.88% P: 71.85% R: 57.29% F: 63.75%
577
+ 2024-03-22 12:44:15 INFO test: loss: nan - UP: 71.46% UR: 60.40% UF: 65.47% P: 68.54% R: 57.92% F: 62.78%
578
+ 2024-03-22 12:44:15 INFO 0:00:03.844638s elapsed
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+ 2024-03-22 12:44:15 INFO Epoch 86 / 5000:
581
+ 2024-03-22 12:44:18 INFO lr: 4.9140e-05 - loss: 0.0155 - UP: 94.72% UR: 87.95% UF: 91.21% P: 94.42% R: 87.67% F: 90.92%
582
+ 2024-03-22 12:44:18 INFO dev: loss: 0.1483 - UP: 73.27% UR: 65.54% UF: 69.19% P: 69.41% R: 62.08% F: 65.54%
583
+ 2024-03-22 12:44:19 INFO test: loss: nan - UP: 65.91% UR: 64.65% UF: 65.28% P: 62.03% R: 60.85% F: 61.44%
584
+ 2024-03-22 12:44:19 INFO 0:00:03.870295s elapsed
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+ 2024-03-22 12:44:19 INFO Epoch 87 / 5000:
587
+ 2024-03-22 12:44:22 INFO lr: 4.9130e-05 - loss: 0.0206 - UP: 95.83% UR: 91.32% UF: 93.52% P: 95.60% R: 91.10% F: 93.30%
588
+ 2024-03-22 12:44:22 INFO dev: loss: 0.1500 - UP: 73.67% UR: 64.58% UF: 68.82% P: 69.80% R: 61.19% F: 65.21%
589
+ 2024-03-22 12:44:23 INFO test: loss: nan - UP: 66.40% UR: 65.44% UF: 65.92% P: 62.21% R: 61.30% F: 61.75%
590
+ 2024-03-22 12:44:23 INFO 0:00:03.821074s elapsed
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+ 2024-03-22 12:44:23 INFO Epoch 88 / 5000:
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+ 2024-03-22 12:44:26 INFO lr: 4.9120e-05 - loss: 0.0053 - UP: 96.72% UR: 94.65% UF: 95.68% P: 96.57% R: 94.50% F: 95.52%
594
+ 2024-03-22 12:44:26 INFO dev: loss: 0.1467 - UP: 72.06% UR: 64.64% UF: 68.15% P: 68.21% R: 61.19% F: 64.51%
595
+ 2024-03-22 12:44:26 INFO test: loss: nan - UP: 64.86% UR: 66.68% UF: 65.75% P: 61.54% R: 63.27% F: 62.39%
596
+ 2024-03-22 12:44:26 INFO 0:00:03.846249s elapsed
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+ 2024-03-22 12:44:26 INFO Epoch 89 / 5000:
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+ 2024-03-22 12:44:30 INFO lr: 4.9110e-05 - loss: 0.0021 - UP: 97.88% UR: 96.20% UF: 97.04% P: 97.81% R: 96.13% F: 96.96%
600
+ 2024-03-22 12:44:30 INFO dev: loss: 0.1573 - UP: 74.61% UR: 64.07% UF: 68.94% P: 70.07% R: 60.17% F: 64.74%
601
+ 2024-03-22 12:44:30 INFO test: loss: nan - UP: 67.95% UR: 65.71% UF: 66.81% P: 64.95% R: 62.81% F: 63.86%
602
+ 2024-03-22 12:44:30 INFO 0:00:03.843872s elapsed
603
+
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+ 2024-03-22 12:44:30 INFO Epoch 90 / 5000:
605
+ 2024-03-22 12:44:33 INFO lr: 4.9100e-05 - loss: 0.0011 - UP: 97.84% UR: 96.40% UF: 97.12% P: 97.75% R: 96.31% F: 97.03%
606
+ 2024-03-22 12:44:34 INFO dev: loss: 0.1827 - UP: 69.66% UR: 69.88% UF: 69.77% P: 65.58% R: 65.79% F: 65.69%
607
+ 2024-03-22 12:44:34 INFO test: loss: nan - UP: 59.07% UR: 68.43% UF: 63.40% P: 56.02% R: 64.90% F: 60.13%
608
+ 2024-03-22 12:44:34 INFO 0:00:03.852549s elapsed
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+
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+ 2024-03-22 12:44:34 INFO Epoch 91 / 5000:
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+ 2024-03-22 12:44:37 INFO lr: 4.9090e-05 - loss: 0.0004 - UP: 97.03% UR: 95.95% UF: 96.49% P: 96.97% R: 95.89% F: 96.43%
612
+ 2024-03-22 12:44:38 INFO dev: loss: 0.1717 - UP: 73.60% UR: 61.32% UF: 66.90% P: 69.53% R: 57.93% F: 63.20%
613
+ 2024-03-22 12:44:38 INFO test: loss: nan - UP: 66.33% UR: 61.61% UF: 63.88% P: 64.09% R: 59.52% F: 61.72%
614
+ 2024-03-22 12:44:38 INFO 0:00:03.822743s elapsed
615
+
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+ 2024-03-22 12:44:38 INFO Epoch 92 / 5000:
617
+ 2024-03-22 12:44:41 INFO lr: 4.9080e-05 - loss: 0.0079 - UP: 96.50% UR: 93.99% UF: 95.23% P: 96.38% R: 93.87% F: 95.11%
618
+ 2024-03-22 12:44:41 INFO dev: loss: 0.1585 - UP: 71.19% UR: 64.77% UF: 67.83% P: 67.04% R: 61.00% F: 63.88%
619
+ 2024-03-22 12:44:42 INFO test: loss: nan - UP: 64.32% UR: 65.89% UF: 65.10% P: 61.49% R: 62.99% F: 62.23%
620
+ 2024-03-22 12:44:42 INFO 0:00:03.805342s elapsed
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+ 2024-03-22 12:44:42 INFO Epoch 93 / 5000:
623
+ 2024-03-22 12:44:45 INFO lr: 4.9070e-05 - loss: 0.0020 - UP: 96.00% UR: 93.74% UF: 94.85% P: 95.84% R: 93.58% F: 94.70%
624
+ 2024-03-22 12:44:45 INFO dev: loss: 0.1616 - UP: 73.18% UR: 64.90% UF: 68.79% P: 69.21% R: 61.38% F: 65.06%
625
+ 2024-03-22 12:44:46 INFO test: loss: nan - UP: 65.64% UR: 66.65% UF: 66.14% P: 62.57% R: 63.54% F: 63.05%
626
+ 2024-03-22 12:44:46 INFO 0:00:03.831531s elapsed
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+ 2024-03-22 12:44:46 INFO Epoch 94 / 5000:
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+ 2024-03-22 12:44:49 INFO lr: 4.9060e-05 - loss: 0.0031 - UP: 97.66% UR: 96.69% UF: 97.17% P: 97.61% R: 96.63% F: 97.12%
630
+ 2024-03-22 12:44:49 INFO dev: loss: 0.1875 - UP: 73.58% UR: 65.35% UF: 69.22% P: 69.83% R: 62.02% F: 65.70%
631
+ 2024-03-22 12:44:49 INFO test: loss: nan - UP: 66.20% UR: 65.80% UF: 66.00% P: 63.07% R: 62.69% F: 62.88%
632
+ 2024-03-22 12:44:49 INFO 0:00:03.806875s elapsed
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+
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+ 2024-03-22 12:44:49 INFO Epoch 95 / 5000:
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+ 2024-03-22 12:44:53 INFO lr: 4.9050e-05 - loss: 0.0019 - UP: 98.32% UR: 97.40% UF: 97.86% P: 98.26% R: 97.34% F: 97.80%
636
+ 2024-03-22 12:44:53 INFO dev: loss: 0.1775 - UP: 73.39% UR: 64.19% UF: 68.49% P: 69.44% R: 60.74% F: 64.80%
637
+ 2024-03-22 12:44:53 INFO test: loss: nan - UP: 66.87% UR: 66.04% UF: 66.45% P: 64.39% R: 63.60% F: 63.99%
638
+ 2024-03-22 12:44:53 INFO 0:00:03.837064s elapsed
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+ 2024-03-22 12:44:53 INFO Epoch 96 / 5000:
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+ 2024-03-22 12:44:56 INFO lr: 4.9040e-05 - loss: 0.0019 - UP: 98.30% UR: 97.80% UF: 98.05% P: 98.25% R: 97.75% F: 98.00%
642
+ 2024-03-22 12:44:57 INFO dev: loss: 0.1644 - UP: 74.67% UR: 64.26% UF: 69.07% P: 70.80% R: 60.93% F: 65.50%
643
+ 2024-03-22 12:44:57 INFO test: loss: nan - UP: 68.01% UR: 66.34% UF: 67.17% P: 65.10% R: 63.51% F: 64.29%
644
+ 2024-03-22 12:44:57 INFO 0:00:03.828753s elapsed
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+ 2024-03-22 12:44:57 INFO Epoch 97 / 5000:
647
+ 2024-03-22 12:45:00 INFO lr: 4.9030e-05 - loss: 0.0000 - UP: 98.66% UR: 97.88% UF: 98.27% P: 98.65% R: 97.87% F: 98.25%
648
+ 2024-03-22 12:45:00 INFO dev: loss: 0.1747 - UP: 71.53% UR: 64.26% UF: 67.70% P: 67.97% R: 61.06% F: 64.33%
649
+ 2024-03-22 12:45:01 INFO test: loss: nan - UP: 64.73% UR: 67.52% UF: 66.10% P: 61.78% R: 64.44% F: 63.08%
650
+ 2024-03-22 12:45:01 INFO 0:00:03.829329s elapsed
651
+
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+ 2024-03-22 12:45:08 INFO Epoch 67 saved
653
+ 2024-03-22 12:45:08 INFO dev: UP: 75.75% UR: 67.90% UF: 71.61% P: 72.54% R: 65.03% F: 68.58%
654
+ 2024-03-22 12:45:08 INFO test: UP: 68.06% UR: 66.13% UF: 67.09% P: 65.46% R: 63.60% F: 64.51%
655
+ 2024-03-22 12:45:08 INFO 0:06:08.366738s elapsed, 0:00:03.797595s/epoch