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SemEval-2022-Task-10
structured-sentiment-analysis
sentiment-analysis
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  1. .gitattributes +2 -0
  2. models/mpqa/sdp_byKNNi6_desc/80/model_vi_mpqa_roberta_6 +1 -1
  3. models/mpqa/sdp_byKNNi6_desc/80/model_vi_mpqa_roberta_6.train.log +558 -558
  4. models/mpqa/sdp_byKNNi6_desc/80/model_vi_mpqa_xlm_10 +1 -1
  5. models/mpqa/sdp_byKNNi6_desc/80/model_vi_mpqa_xlm_10.train.log +390 -390
  6. models/mpqa/sdp_byKNNi6_desc/80/model_vi_mpqa_xlm_6 +3 -0
  7. models/mpqa/sdp_byKNNi6_desc/80/model_vi_mpqa_xlm_6.train.log +684 -0
  8. models/mpqa/sdp_byKNNi6_desc/80/model_vi_mpqa_xlm_9 +3 -0
  9. models/mpqa/sdp_byKNNi6_desc/80/model_vi_mpqa_xlm_9.train.log +583 -0
.gitattributes CHANGED
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  models/mpqa/sdp_byKNNi6_desc/40/model_vi_mpqa_xlm_9 filter=lfs diff=lfs merge=lfs -text
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  models/mpqa/sdp_byKNNi6_desc/60/model_vi_mpqa_xlm_6 filter=lfs diff=lfs merge=lfs -text
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  models/mpqa/sdp_byKNNi6_desc/60/model_vi_mpqa_xlm_9 filter=lfs diff=lfs merge=lfs -text
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+ models/mpqa/sdp_byKNNi6_desc/80/model_vi_mpqa_xlm_9 filter=lfs diff=lfs merge=lfs -text
models/mpqa/sdp_byKNNi6_desc/80/model_vi_mpqa_roberta_6 CHANGED
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- 2023-12-31 13:21:33 INFO
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  ---------------------+-------------------------------
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  Param | Value
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  ---------------------+-------------------------------
@@ -14,7 +14,7 @@ warmup | 0.0
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  update_steps | 1
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  mode | train
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  path | /home/marvin/structured-sentiment-analysis-bis/models/mpqa/sdp_byKNNi6_desc/80/model_vi_mpqa_roberta_6
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- device | 1
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  seed | 1
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  threads | 16
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  local_rank | -1
@@ -35,13 +35,13 @@ bert | roberta-base
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  inference | mfvi
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  ---------------------+-------------------------------
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- 2023-12-31 13:21:33 INFO Building the fields
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- 2023-12-31 13:21:35 INFO CoNLL(
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  (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
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  (labels): ChartField()
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  )
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- 2023-12-31 13:21:35 INFO Building the model
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- 2023-12-31 13:21:37 INFO VISemanticDependencyModel(
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  (encoder): TransformerEmbedding(roberta-base, n_layers=4, n_out=768, stride=256, pooling=mean, pad_index=1, requires_grad=True)
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  (encoder_dropout): Dropout(p=0.33, inplace=False)
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  (edge_mlp_d): MLP(n_in=768, n_out=600, dropout=0.25)
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  (inference): SemanticDependencyMFVI(max_iter=3)
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  )
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- 2023-12-31 13:21:37 INFO Loading the data
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- 2023-12-31 13:21:45 INFO
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  train: Dataset(n_sentences=4697, n_batches=40, n_buckets=32)
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  dev: Dataset(n_sentences=1649, n_batches=32, n_buckets=32)
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  test: Dataset(n_sentences=2112, n_batches=32, n_buckets=32)
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- 2023-12-31 13:27:20 INFO test: loss: nan - UP: 49.72% UR: 32.43% UF: 39.26% P: 47.94% R: 31.27% F: 37.85%
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413
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414
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419
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420
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421
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425
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426
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429
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431
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432
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433
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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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455
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456
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457
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459
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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
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486
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487
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489
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491
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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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500
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501
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502
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503
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504
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505
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508
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509
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510
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511
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514
- 2023-12-31 13:38:44 INFO lr: 4.9250e-05 - loss: 0.0001 - UP: 93.51% UR: 89.53% UF: 91.48% P: 93.49% R: 89.51% F: 91.46%
515
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516
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517
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520
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521
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522
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523
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525
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526
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527
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528
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529
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531
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532
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533
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534
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535
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538
- 2023-12-31 13:39:35 INFO lr: 4.9210e-05 - loss: 0.0010 - UP: 94.34% UR: 90.94% UF: 92.61% P: 94.29% R: 90.89% F: 92.56%
539
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540
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541
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543
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544
- 2023-12-31 13:39:48 INFO lr: 4.9200e-05 - loss: 0.0003 - UP: 95.26% UR: 92.29% UF: 93.75% P: 95.24% R: 92.27% F: 93.73%
545
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546
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547
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550
- 2023-12-31 13:40:01 INFO lr: 4.9190e-05 - loss: 0.0022 - UP: 95.99% UR: 90.79% UF: 93.32% P: 95.98% R: 90.78% F: 93.31%
551
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552
- 2023-12-31 13:40:04 INFO test: loss: nan - UP: 47.78% UR: 45.98% UF: 46.86% P: 45.67% R: 43.95% F: 44.79%
553
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556
- 2023-12-31 13:40:14 INFO lr: 4.9180e-05 - loss: 0.0025 - UP: 90.36% UR: 80.23% UF: 84.99% P: 90.31% R: 80.18% F: 84.95%
557
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558
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559
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561
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562
- 2023-12-31 13:40:27 INFO lr: 4.9170e-05 - loss: 0.0015 - UP: 89.09% UR: 83.62% UF: 86.27% P: 89.01% R: 83.55% F: 86.19%
563
- 2023-12-31 13:40:28 INFO dev: loss: nan - UP: 52.62% UR: 37.86% UF: 44.04% P: 51.18% R: 36.82% F: 42.83%
564
- 2023-12-31 13:40:30 INFO test: loss: nan - UP: 49.34% UR: 34.67% UF: 40.72% P: 47.11% R: 33.11% F: 38.89%
565
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567
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- 2023-12-31 13:40:40 INFO lr: 4.9160e-05 - loss: 0.0124 - UP: 81.18% UR: 62.52% UF: 70.64% P: 80.68% R: 62.13% F: 70.20%
569
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570
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571
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574
- 2023-12-31 13:40:53 INFO lr: 4.9150e-05 - loss: 0.0006 - UP: 85.00% UR: 74.24% UF: 79.26% P: 84.83% R: 74.09% F: 79.10%
575
- 2023-12-31 13:40:54 INFO dev: loss: nan - UP: 62.40% UR: 31.43% UF: 41.81% P: 60.58% R: 30.51% F: 40.58%
576
- 2023-12-31 13:40:55 INFO test: loss: nan - UP: 59.06% UR: 29.96% UF: 39.75% P: 57.14% R: 28.99% F: 38.46%
577
- 2023-12-31 13:40:55 INFO 0:00:12.911082s elapsed
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580
- 2023-12-31 13:41:06 INFO lr: 4.9140e-05 - loss: 0.0009 - UP: 91.48% UR: 81.88% UF: 86.41% P: 91.40% R: 81.81% F: 86.34%
581
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582
- 2023-12-31 13:41:08 INFO test: loss: nan - UP: 52.67% UR: 40.61% UF: 45.86% P: 50.75% R: 39.13% F: 44.19%
583
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585
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- 2023-12-31 13:41:18 INFO lr: 4.9130e-05 - loss: 0.0001 - UP: 90.63% UR: 80.61% UF: 85.33% P: 90.61% R: 80.59% F: 85.31%
587
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588
- 2023-12-31 13:41:21 INFO test: loss: nan - UP: 55.85% UR: 35.71% UF: 43.56% P: 53.67% R: 34.31% F: 41.86%
589
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- 2023-12-31 13:41:31 INFO lr: 4.9120e-05 - loss: 0.0026 - UP: 86.16% UR: 79.53% UF: 82.71% P: 85.91% R: 79.30% F: 82.47%
593
- 2023-12-31 13:41:33 INFO dev: loss: nan - UP: 61.05% UR: 26.62% UF: 37.08% P: 58.61% R: 25.56% F: 35.60%
594
- 2023-12-31 13:41:34 INFO test: loss: nan - UP: 55.85% UR: 27.21% UF: 36.60% P: 53.25% R: 25.95% F: 34.89%
595
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598
- 2023-12-31 13:41:44 INFO lr: 4.9110e-05 - loss: 0.0070 - UP: 87.21% UR: 73.83% UF: 79.96% P: 87.10% R: 73.74% F: 79.87%
599
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600
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601
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605
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- 2023-12-31 13:42:00 INFO test: loss: nan - UP: 52.04% UR: 39.64% UF: 45.00% P: 50.10% R: 38.16% F: 43.32%
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611
- 2023-12-31 13:42:11 INFO dev: loss: nan - UP: 58.19% UR: 40.59% UF: 47.82% P: 56.63% R: 39.50% F: 46.54%
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- 2023-12-31 13:42:13 INFO test: loss: nan - UP: 55.10% UR: 38.66% UF: 45.44% P: 52.79% R: 37.04% F: 43.53%
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- 2023-12-31 13:42:18 INFO Epoch 61 saved
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- 2023-12-31 13:42:18 INFO dev: UP: 55.89% UR: 45.86% UF: 50.38% P: 54.45% R: 44.67% F: 49.08%
617
- 2023-12-31 13:42:18 INFO test: UP: 51.51% UR: 44.75% UF: 47.89% P: 49.68% R: 43.17% F: 46.20%
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- 2023-12-31 13:42:18 INFO 0:19:29.128732s elapsed, 0:00:12.847568s/epoch
 
1
+ 2024-03-23 21:15:39 INFO
2
  ---------------------+-------------------------------
3
  Param | Value
4
  ---------------------+-------------------------------
 
14
  update_steps | 1
15
  mode | train
16
  path | /home/marvin/structured-sentiment-analysis-bis/models/mpqa/sdp_byKNNi6_desc/80/model_vi_mpqa_roberta_6
17
+ device | 0
18
  seed | 1
19
  threads | 16
20
  local_rank | -1
 
35
  inference | mfvi
36
  ---------------------+-------------------------------
37
 
38
+ 2024-03-23 21:15:39 INFO Building the fields
39
+ 2024-03-23 21:15:40 INFO CoNLL(
40
  (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
41
  (labels): ChartField()
42
  )
43
+ 2024-03-23 21:15:40 INFO Building the model
44
+ 2024-03-23 21:15:41 INFO VISemanticDependencyModel(
45
  (encoder): TransformerEmbedding(roberta-base, n_layers=4, n_out=768, stride=256, pooling=mean, pad_index=1, requires_grad=True)
46
  (encoder_dropout): Dropout(p=0.33, inplace=False)
47
  (edge_mlp_d): MLP(n_in=768, n_out=600, dropout=0.25)
 
60
  (inference): SemanticDependencyMFVI(max_iter=3)
61
  )
62
 
63
+ 2024-03-23 21:15:41 INFO Loading the data
64
+ 2024-03-23 21:15:49 INFO
65
  train: Dataset(n_sentences=4697, n_batches=40, n_buckets=32)
66
  dev: Dataset(n_sentences=1649, n_batches=32, n_buckets=32)
67
  test: Dataset(n_sentences=2112, n_batches=32, n_buckets=32)
68
 
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+ 2024-03-23 21:16:00 INFO lr: 4.9990e-05 - loss: 0.1648 - UP: 0.15% UR: 0.55% UF: 0.24% P: 0.01% R: 0.04% F: 0.02%
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+ 2024-03-23 21:16:02 INFO test: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2024-03-23 21:16:25 INFO lr: 4.9970e-05 - loss: 0.0469 - UP: 18.91% UR: 0.28% UF: 0.54% P: 16.92% R: 0.25% F: 0.49%
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+ 2024-03-23 21:16:27 INFO test: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2024-03-23 21:16:39 INFO dev: loss: nan - UP: 42.86% UR: 0.72% UF: 1.43% P: 41.43% R: 0.70% F: 1.38%
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+ 2024-03-23 21:16:40 INFO test: loss: nan - UP: 35.62% UR: 1.10% UF: 2.13% P: 32.88% R: 1.01% F: 1.97%
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+ 2024-03-23 21:16:52 INFO lr: 4.9950e-05 - loss: 0.0332 - UP: 21.79% UR: 1.80% UF: 3.32% P: 21.09% R: 1.74% F: 3.21%
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+ 2024-03-23 21:16:53 INFO dev: loss: nan - UP: 79.07% UR: 0.82% UF: 1.63% P: 76.74% R: 0.80% F: 1.58%
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+ 2024-03-23 21:16:55 INFO test: loss: nan - UP: 70.93% UR: 1.29% UF: 2.53% P: 62.79% R: 1.14% F: 2.24%
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+ 2024-03-23 21:17:09 INFO dev: loss: nan - UP: 50.00% UR: 0.02% UF: 0.05% P: 50.00% R: 0.02% F: 0.05%
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+ 2024-03-23 21:17:10 INFO test: loss: nan - UP: 84.62% UR: 0.23% UF: 0.46% P: 76.92% R: 0.21% F: 0.42%
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+ 2024-03-23 21:17:22 INFO dev: loss: nan - UP: 60.67% UR: 3.50% UF: 6.62% P: 59.41% R: 3.43% F: 6.49%
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+ 2024-03-23 21:17:24 INFO test: loss: nan - UP: 53.52% UR: 4.33% UF: 8.01% P: 48.83% R: 3.95% F: 7.31%
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+ 2024-03-23 21:17:40 INFO test: loss: nan - UP: 52.98% UR: 3.38% UF: 6.36% P: 50.99% R: 3.25% F: 6.12%
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+ 2024-03-23 21:17:50 INFO lr: 4.9910e-05 - loss: 0.0230 - UP: 51.42% UR: 9.03% UF: 15.36% P: 50.68% R: 8.90% F: 15.14%
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+ 2024-03-23 21:17:51 INFO dev: loss: nan - UP: 53.22% UR: 6.60% UF: 11.74% P: 52.24% R: 6.47% F: 11.52%
120
+ 2024-03-23 21:17:53 INFO test: loss: nan - UP: 58.94% UR: 9.13% UF: 15.81% P: 57.03% R: 8.83% F: 15.29%
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+ 2024-03-23 21:17:56 INFO 0:00:13.040599s elapsed (saved)
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+ 2024-03-23 21:18:06 INFO lr: 4.9900e-05 - loss: 0.0151 - UP: 57.49% UR: 12.53% UF: 20.58% P: 57.00% R: 12.43% F: 20.40%
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+ 2024-03-23 21:18:07 INFO dev: loss: nan - UP: 62.25% UR: 5.34% UF: 9.84% P: 61.69% R: 5.29% F: 9.75%
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+ 2024-03-23 21:18:09 INFO test: loss: nan - UP: 59.88% UR: 6.28% UF: 11.36% P: 58.87% R: 6.17% F: 11.17%
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+ 2024-03-23 21:18:09 INFO 0:00:12.779568s elapsed
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+ 2024-03-23 21:18:19 INFO lr: 4.9890e-05 - loss: 0.0158 - UP: 49.74% UR: 13.02% UF: 20.64% P: 49.43% R: 12.94% F: 20.51%
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+ 2024-03-23 21:18:20 INFO dev: loss: nan - UP: 55.58% UR: 5.77% UF: 10.46% P: 51.63% R: 5.36% F: 9.72%
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+ 2024-03-23 21:18:22 INFO test: loss: nan - UP: 54.76% UR: 6.32% UF: 11.33% P: 48.53% R: 5.60% F: 10.04%
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+ 2024-03-23 21:18:32 INFO lr: 4.9880e-05 - loss: 0.0212 - UP: 61.03% UR: 12.91% UF: 21.31% P: 60.55% R: 12.81% F: 21.15%
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+ 2024-03-23 21:18:34 INFO dev: loss: nan - UP: 61.43% UR: 9.74% UF: 16.81% P: 60.52% R: 9.59% F: 16.56%
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+ 2024-03-23 21:18:35 INFO test: loss: nan - UP: 55.95% UR: 12.21% UF: 20.05% P: 53.92% R: 11.77% F: 19.32%
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+ 2024-03-23 21:18:39 INFO 0:00:13.452435s elapsed (saved)
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+ 2024-03-23 21:18:49 INFO lr: 4.9870e-05 - loss: 0.0018 - UP: 64.65% UR: 21.89% UF: 32.70% P: 64.28% R: 21.76% F: 32.52%
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+ 2024-03-23 21:18:50 INFO dev: loss: nan - UP: 43.99% UR: 20.32% UF: 27.80% P: 42.57% R: 19.67% F: 26.90%
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+ 2024-03-23 21:18:52 INFO test: loss: nan - UP: 43.79% UR: 22.14% UF: 29.41% P: 41.87% R: 21.17% F: 28.12%
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+ 2024-03-23 21:18:56 INFO 0:00:12.822647s elapsed (saved)
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+ 2024-03-23 21:19:06 INFO lr: 4.9860e-05 - loss: 0.0168 - UP: 63.78% UR: 19.90% UF: 30.34% P: 63.36% R: 19.77% F: 30.14%
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+ 2024-03-23 21:19:08 INFO test: loss: nan - UP: 56.75% UR: 14.66% UF: 23.30% P: 54.87% R: 14.18% F: 22.53%
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+ 2024-03-23 21:19:19 INFO lr: 4.9850e-05 - loss: 0.0141 - UP: 68.68% UR: 25.66% UF: 37.36% P: 68.49% R: 25.59% F: 37.26%
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+ 2024-03-23 21:19:20 INFO dev: loss: nan - UP: 56.41% UR: 18.92% UF: 28.33% P: 54.61% R: 18.31% F: 27.43%
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+ 2024-03-23 21:19:21 INFO test: loss: nan - UP: 52.97% UR: 20.56% UF: 29.62% P: 50.46% R: 19.59% F: 28.22%
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+ 2024-03-23 21:19:25 INFO 0:00:12.958142s elapsed (saved)
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+ 2024-03-23 21:19:35 INFO lr: 4.9840e-05 - loss: 0.0046 - UP: 67.21% UR: 33.00% UF: 44.26% P: 66.94% R: 32.86% F: 44.09%
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+ 2024-03-23 21:19:48 INFO lr: 4.9830e-05 - loss: 0.0069 - UP: 69.71% UR: 35.01% UF: 46.61% P: 69.36% R: 34.84% F: 46.38%
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+ 2024-03-23 21:19:49 INFO dev: loss: nan - UP: 58.81% UR: 21.04% UF: 31.00% P: 56.85% R: 20.34% F: 29.96%
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+ 2024-03-23 21:20:04 INFO lr: 4.9820e-05 - loss: 0.0140 - UP: 71.52% UR: 32.89% UF: 45.06% P: 71.28% R: 32.79% F: 44.91%
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+ 2024-03-23 21:20:05 INFO dev: loss: nan - UP: 49.47% UR: 29.33% UF: 36.83% P: 47.56% R: 28.20% F: 35.40%
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+ 2024-03-23 21:20:07 INFO test: loss: nan - UP: 45.87% UR: 31.25% UF: 37.17% P: 43.70% R: 29.77% F: 35.42%
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+ 2024-03-23 21:20:10 INFO 0:00:12.883819s elapsed (saved)
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+ 2024-03-23 21:20:20 INFO lr: 4.9810e-05 - loss: 0.0118 - UP: 73.33% UR: 38.83% UF: 50.78% P: 73.18% R: 38.76% F: 50.68%
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+ 2024-03-23 21:20:21 INFO dev: loss: nan - UP: 57.87% UR: 21.41% UF: 31.25% P: 56.04% R: 20.73% F: 30.26%
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+ 2024-03-23 21:20:32 INFO lr: 4.9800e-05 - loss: 0.0125 - UP: 74.31% UR: 40.19% UF: 52.17% P: 74.21% R: 40.14% F: 52.10%
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+ 2024-03-23 21:20:34 INFO dev: loss: nan - UP: 54.38% UR: 28.03% UF: 36.99% P: 52.37% R: 26.99% F: 35.62%
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+ 2024-03-23 21:20:48 INFO lr: 4.9790e-05 - loss: 0.0226 - UP: 75.68% UR: 46.04% UF: 57.25% P: 75.56% R: 45.96% F: 57.16%
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+ 2024-03-23 21:20:51 INFO test: loss: nan - UP: 49.52% UR: 27.23% UF: 35.14% P: 47.18% R: 25.95% F: 33.48%
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+ 2024-03-23 21:21:01 INFO lr: 4.9780e-05 - loss: 0.0016 - UP: 73.55% UR: 35.94% UF: 48.28% P: 73.03% R: 35.68% F: 47.94%
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+ 2024-03-23 21:21:15 INFO lr: 4.9770e-05 - loss: 0.0073 - UP: 73.25% UR: 45.52% UF: 56.15% P: 73.08% R: 45.42% F: 56.02%
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+ 2024-03-23 21:21:21 INFO 0:00:13.478486s elapsed (saved)
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+ 2024-03-23 21:21:31 INFO lr: 4.9760e-05 - loss: 0.0072 - UP: 78.85% UR: 49.83% UF: 61.07% P: 78.77% R: 49.78% F: 61.01%
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+ 2024-03-23 21:21:32 INFO dev: loss: nan - UP: 52.51% UR: 30.59% UF: 38.66% P: 51.06% R: 29.74% F: 37.59%
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+ 2024-03-23 21:21:33 INFO test: loss: nan - UP: 49.72% UR: 32.43% UF: 39.26% P: 47.94% R: 31.27% F: 37.85%
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+ 2024-03-23 21:21:36 INFO 0:00:12.872417s elapsed (saved)
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+ 2024-03-23 21:21:46 INFO lr: 4.9750e-05 - loss: 0.0031 - UP: 79.04% UR: 52.34% UF: 62.98% P: 78.95% R: 52.28% F: 62.91%
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+ 2024-03-23 21:21:49 INFO test: loss: nan - UP: 56.23% UR: 24.70% UF: 34.32% P: 54.40% R: 23.90% F: 33.21%
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+ 2024-03-23 21:24:06 INFO lr: 4.9650e-05 - loss: 0.0045 - UP: 82.73% UR: 65.34% UF: 73.01% P: 82.64% R: 65.27% F: 72.94%
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+ 2024-03-23 21:24:20 INFO lr: 4.9640e-05 - loss: 0.0017 - UP: 86.05% UR: 66.25% UF: 74.86% P: 86.02% R: 66.22% F: 74.83%
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+ 2024-03-23 21:24:33 INFO lr: 4.9630e-05 - loss: 0.0049 - UP: 86.34% UR: 69.68% UF: 77.12% P: 86.32% R: 69.66% F: 77.10%
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+ 2024-03-23 21:24:46 INFO lr: 4.9620e-05 - loss: 0.0008 - UP: 86.75% UR: 70.84% UF: 78.00% P: 86.74% R: 70.84% F: 77.99%
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+ 2024-03-23 21:24:59 INFO lr: 4.9610e-05 - loss: 0.0031 - UP: 87.71% UR: 73.45% UF: 79.94% P: 87.67% R: 73.42% F: 79.91%
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+ 2024-03-23 21:25:14 INFO lr: 4.9600e-05 - loss: 0.0005 - UP: 87.86% UR: 75.62% UF: 81.28% P: 87.85% R: 75.61% F: 81.27%
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+ 2024-03-23 21:25:29 INFO dev: loss: nan - UP: 51.36% UR: 42.86% UF: 46.73% P: 50.03% R: 41.75% F: 45.52%
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+ 2024-03-23 21:25:57 INFO dev: loss: nan - UP: 56.44% UR: 38.34% UF: 45.66% P: 55.16% R: 37.47% F: 44.63%
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+ 2024-03-23 21:26:11 INFO dev: loss: nan - UP: 57.42% UR: 38.42% UF: 46.03% P: 55.87% R: 37.38% F: 44.79%
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+ 2024-03-23 21:26:23 INFO lr: 4.9550e-05 - loss: 0.0014 - UP: 90.13% UR: 81.05% UF: 85.35% P: 90.13% R: 81.05% F: 85.35%
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+ 2024-03-23 21:26:25 INFO dev: loss: nan - UP: 57.82% UR: 40.28% UF: 47.48% P: 56.12% R: 39.09% F: 46.08%
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+ 2024-03-23 21:26:26 INFO test: loss: nan - UP: 52.92% UR: 38.24% UF: 44.40% P: 51.02% R: 36.87% F: 42.81%
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+ 2024-03-23 21:26:29 INFO 0:00:13.579348s elapsed (saved)
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+ 2024-03-23 21:26:53 INFO dev: loss: nan - UP: 60.59% UR: 32.21% UF: 42.06% P: 58.64% R: 31.17% F: 40.70%
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+ 2024-03-23 21:27:05 INFO lr: 4.9520e-05 - loss: 0.0035 - UP: 90.78% UR: 81.72% UF: 86.01% P: 90.75% R: 81.70% F: 85.99%
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+ 2024-03-23 21:27:06 INFO dev: loss: nan - UP: 51.10% UR: 43.66% UF: 47.09% P: 49.15% R: 41.99% F: 45.29%
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+ 2024-03-23 21:27:08 INFO test: loss: nan - UP: 47.34% UR: 42.57% UF: 44.83% P: 45.07% R: 40.52% F: 42.67%
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+ 2024-03-23 21:27:08 INFO 0:00:13.065531s elapsed
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+ 2024-03-23 21:27:19 INFO lr: 4.9510e-05 - loss: 0.0036 - UP: 89.92% UR: 80.88% UF: 85.16% P: 89.84% R: 80.81% F: 85.09%
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+ 2024-03-23 21:27:20 INFO dev: loss: nan - UP: 62.76% UR: 35.66% UF: 45.48% P: 61.22% R: 34.79% F: 44.37%
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+ 2024-03-23 21:27:22 INFO test: loss: nan - UP: 59.80% UR: 34.57% UF: 43.81% P: 57.64% R: 33.32% F: 42.23%
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+ 2024-03-23 21:27:32 INFO lr: 4.9500e-05 - loss: 0.0031 - UP: 90.62% UR: 80.69% UF: 85.37% P: 90.57% R: 80.65% F: 85.32%
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+ 2024-03-23 21:27:33 INFO dev: loss: nan - UP: 55.81% UR: 38.85% UF: 45.81% P: 53.84% R: 37.47% F: 44.19%
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+ 2024-03-23 21:27:51 INFO 0:00:13.292994s elapsed (saved)
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+ 2024-03-23 21:28:01 INFO lr: 4.9480e-05 - loss: 0.0036 - UP: 91.73% UR: 83.31% UF: 87.32% P: 91.73% R: 83.31% F: 87.32%
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+ 2024-03-23 21:28:46 INFO lr: 4.9450e-05 - loss: 0.0011 - UP: 92.13% UR: 85.28% UF: 88.57% P: 92.13% R: 85.28% F: 88.57%
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+ 2024-03-23 21:29:45 INFO test: loss: nan - UP: 53.34% UR: 37.99% UF: 44.37% P: 51.50% R: 36.68% F: 42.84%
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+ 2024-03-23 21:29:58 INFO test: loss: nan - UP: 62.06% UR: 33.59% UF: 43.59% P: 59.76% R: 32.35% F: 41.97%
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+ 2024-03-23 21:30:08 INFO lr: 4.9390e-05 - loss: 0.0010 - UP: 92.94% UR: 86.28% UF: 89.48% P: 92.94% R: 86.28% F: 89.48%
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+ 2024-03-23 21:30:09 INFO dev: loss: nan - UP: 55.89% UR: 45.86% UF: 50.38% P: 54.45% R: 44.67% F: 49.08%
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+ 2024-03-23 21:30:11 INFO test: loss: nan - UP: 51.51% UR: 44.75% UF: 47.89% P: 49.68% R: 43.17% F: 46.20%
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+ 2024-03-23 21:30:14 INFO 0:00:13.090359s elapsed (saved)
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+ 2024-03-23 21:30:24 INFO lr: 4.9380e-05 - loss: 0.0019 - UP: 93.94% UR: 88.79% UF: 91.29% P: 93.93% R: 88.78% F: 91.28%
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+ 2024-03-23 21:30:26 INFO test: loss: nan - UP: 54.72% UR: 38.09% UF: 44.92% P: 52.50% R: 36.55% F: 43.10%
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+ 2024-03-23 21:30:39 INFO test: loss: nan - UP: 53.98% UR: 39.24% UF: 45.44% P: 51.77% R: 37.63% F: 43.58%
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+ 2024-03-23 21:31:05 INFO dev: loss: nan - UP: 56.01% UR: 43.03% UF: 48.67% P: 54.56% R: 41.92% F: 47.41%
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+ 2024-03-23 21:31:06 INFO test: loss: nan - UP: 53.22% UR: 39.93% UF: 45.63% P: 51.20% R: 38.41% F: 43.89%
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+ 2024-03-23 21:31:17 INFO lr: 4.9340e-05 - loss: 0.0009 - UP: 94.95% UR: 91.91% UF: 93.41% P: 94.94% R: 91.89% F: 93.39%
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+ 2024-03-23 21:31:19 INFO test: loss: nan - UP: 52.86% UR: 42.43% UF: 47.07% P: 50.99% R: 40.93% F: 45.41%
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+ 2024-03-23 21:31:30 INFO lr: 4.9330e-05 - loss: 0.0005 - UP: 95.67% UR: 92.77% UF: 94.20% P: 95.67% R: 92.77% F: 94.20%
467
+ 2024-03-23 21:31:31 INFO dev: loss: nan - UP: 62.39% UR: 37.04% UF: 46.48% P: 60.77% R: 36.07% F: 45.27%
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+ 2024-03-23 21:31:33 INFO test: loss: nan - UP: 59.98% UR: 36.00% UF: 45.00% P: 58.22% R: 34.95% F: 43.68%
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+ 2024-03-23 21:31:43 INFO lr: 4.9320e-05 - loss: 0.0012 - UP: 95.42% UR: 92.75% UF: 94.07% P: 95.41% R: 92.73% F: 94.05%
473
+ 2024-03-23 21:31:44 INFO dev: loss: nan - UP: 58.80% UR: 39.62% UF: 47.34% P: 57.19% R: 38.54% F: 46.05%
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+ 2024-03-23 21:31:46 INFO test: loss: nan - UP: 56.98% UR: 38.39% UF: 45.87% P: 54.78% R: 36.91% F: 44.11%
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+ 2024-03-23 21:31:56 INFO lr: 4.9310e-05 - loss: 0.0088 - UP: 92.07% UR: 87.88% UF: 89.92% P: 91.71% R: 87.54% F: 89.58%
479
+ 2024-03-23 21:31:57 INFO dev: loss: nan - UP: 58.81% UR: 34.04% UF: 43.12% P: 57.10% R: 33.05% F: 41.87%
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+ 2024-03-23 21:32:09 INFO lr: 4.9300e-05 - loss: 0.0059 - UP: 82.36% UR: 63.28% UF: 71.57% P: 82.01% R: 63.01% F: 71.27%
485
+ 2024-03-23 21:32:10 INFO dev: loss: nan - UP: 50.69% UR: 23.22% UF: 31.85% P: 48.42% R: 22.18% F: 30.42%
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+ 2024-03-23 21:32:12 INFO test: loss: nan - UP: 46.77% UR: 21.85% UF: 29.78% P: 43.96% R: 20.54% F: 28.00%
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+ 2024-03-23 21:32:12 INFO 0:00:13.138036s elapsed
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+ 2024-03-23 21:32:22 INFO lr: 4.9290e-05 - loss: 0.0009 - UP: 82.95% UR: 67.64% UF: 74.52% P: 82.67% R: 67.42% F: 74.27%
491
+ 2024-03-23 21:32:24 INFO dev: loss: nan - UP: 51.08% UR: 42.72% UF: 46.53% P: 49.96% R: 41.77% F: 45.50%
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+ 2024-03-23 21:32:25 INFO test: loss: nan - UP: 46.23% UR: 38.94% UF: 42.27% P: 44.22% R: 37.25% F: 40.44%
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+ 2024-03-23 21:32:25 INFO 0:00:13.033346s elapsed
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+ 2024-03-23 21:32:35 INFO lr: 4.9280e-05 - loss: 0.0011 - UP: 91.27% UR: 81.49% UF: 86.10% P: 91.19% R: 81.42% F: 86.02%
497
+ 2024-03-23 21:32:37 INFO dev: loss: nan - UP: 59.80% UR: 33.53% UF: 42.97% P: 57.82% R: 32.42% F: 41.55%
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+ 2024-03-23 21:32:38 INFO test: loss: nan - UP: 57.01% UR: 32.64% UF: 41.52% P: 53.76% R: 30.78% F: 39.15%
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+ 2024-03-23 21:32:38 INFO 0:00:13.052773s elapsed
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+ 2024-03-23 21:32:48 INFO lr: 4.9270e-05 - loss: 0.0016 - UP: 92.43% UR: 84.18% UF: 88.11% P: 92.36% R: 84.12% F: 88.05%
503
+ 2024-03-23 21:32:50 INFO dev: loss: nan - UP: 56.77% UR: 40.52% UF: 47.29% P: 55.35% R: 39.50% F: 46.10%
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+ 2024-03-23 21:32:51 INFO test: loss: nan - UP: 54.03% UR: 36.15% UF: 43.32% P: 51.53% R: 34.48% F: 41.32%
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+ 2024-03-23 21:32:51 INFO 0:00:13.064029s elapsed
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+ 2024-03-23 21:32:51 INFO Epoch 74 / 5000:
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+ 2024-03-23 21:33:01 INFO lr: 4.9260e-05 - loss: 0.0020 - UP: 93.79% UR: 86.77% UF: 90.14% P: 93.77% R: 86.76% F: 90.13%
509
+ 2024-03-23 21:33:03 INFO dev: loss: nan - UP: 48.27% UR: 50.59% UF: 49.40% P: 46.75% R: 49.00% F: 47.85%
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+ 2024-03-23 21:33:04 INFO test: loss: nan - UP: 42.72% UR: 45.34% UF: 43.99% P: 40.99% R: 43.50% F: 42.21%
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+ 2024-03-23 21:33:04 INFO 0:00:13.072280s elapsed
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+ 2024-03-23 21:33:04 INFO Epoch 75 / 5000:
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+ 2024-03-23 21:33:15 INFO lr: 4.9250e-05 - loss: 0.0001 - UP: 93.51% UR: 89.53% UF: 91.48% P: 93.49% R: 89.51% F: 91.46%
515
+ 2024-03-23 21:33:16 INFO dev: loss: nan - UP: 54.70% UR: 45.01% UF: 49.38% P: 53.35% R: 43.90% F: 48.16%
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+ 2024-03-23 21:33:17 INFO test: loss: nan - UP: 50.78% UR: 41.07% UF: 45.42% P: 48.69% R: 39.38% F: 43.55%
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+ 2024-03-23 21:33:17 INFO 0:00:13.150195s elapsed
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+ 2024-03-23 21:33:17 INFO Epoch 76 / 5000:
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+ 2024-03-23 21:33:28 INFO lr: 4.9240e-05 - loss: 0.0014 - UP: 92.98% UR: 88.52% UF: 90.69% P: 92.98% R: 88.52% F: 90.69%
521
+ 2024-03-23 21:33:29 INFO dev: loss: nan - UP: 57.64% UR: 36.89% UF: 44.99% P: 56.10% R: 35.90% F: 43.78%
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+ 2024-03-23 21:33:31 INFO test: loss: nan - UP: 55.22% UR: 35.64% UF: 43.32% P: 52.80% R: 34.08% F: 41.42%
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+ 2024-03-23 21:33:31 INFO 0:00:13.168876s elapsed
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+ 2024-03-23 21:33:31 INFO Epoch 77 / 5000:
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+ 2024-03-23 21:33:41 INFO lr: 4.9230e-05 - loss: 0.0007 - UP: 93.03% UR: 86.03% UF: 89.40% P: 93.01% R: 86.01% F: 89.37%
527
+ 2024-03-23 21:33:42 INFO dev: loss: nan - UP: 60.41% UR: 35.76% UF: 44.92% P: 58.53% R: 34.65% F: 43.53%
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+ 2024-03-23 21:33:44 INFO test: loss: nan - UP: 57.71% UR: 33.85% UF: 42.67% P: 55.01% R: 32.26% F: 40.67%
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+ 2024-03-23 21:33:44 INFO 0:00:13.285209s elapsed
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+ 2024-03-23 21:33:54 INFO lr: 4.9220e-05 - loss: 0.0022 - UP: 94.45% UR: 90.07% UF: 92.21% P: 94.43% R: 90.05% F: 92.19%
533
+ 2024-03-23 21:33:56 INFO dev: loss: nan - UP: 52.35% UR: 48.37% UF: 50.28% P: 50.89% R: 47.02% F: 48.88%
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+ 2024-03-23 21:33:57 INFO test: loss: nan - UP: 51.03% UR: 45.87% UF: 48.31% P: 48.90% R: 43.95% F: 46.29%
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+ 2024-03-23 21:33:57 INFO 0:00:13.418224s elapsed
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+ 2024-03-23 21:33:57 INFO Epoch 79 / 5000:
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+ 2024-03-23 21:34:08 INFO lr: 4.9210e-05 - loss: 0.0010 - UP: 94.34% UR: 90.94% UF: 92.61% P: 94.29% R: 90.89% F: 92.56%
539
+ 2024-03-23 21:34:09 INFO dev: loss: nan - UP: 55.89% UR: 44.14% UF: 49.33% P: 54.18% R: 42.79% F: 47.81%
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+ 2024-03-23 21:34:11 INFO test: loss: nan - UP: 54.00% UR: 40.93% UF: 46.56% P: 51.80% R: 39.26% F: 44.66%
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+ 2024-03-23 21:34:11 INFO 0:00:13.414949s elapsed
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+ 2024-03-23 21:34:11 INFO Epoch 80 / 5000:
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+ 2024-03-23 21:34:21 INFO lr: 4.9200e-05 - loss: 0.0003 - UP: 95.26% UR: 92.29% UF: 93.75% P: 95.24% R: 92.27% F: 93.73%
545
+ 2024-03-23 21:34:23 INFO dev: loss: nan - UP: 53.50% UR: 44.82% UF: 48.78% P: 51.92% R: 43.49% F: 47.33%
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+ 2024-03-23 21:34:24 INFO test: loss: nan - UP: 52.96% UR: 44.03% UF: 48.08% P: 50.80% R: 42.24% F: 46.12%
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+ 2024-03-23 21:34:24 INFO 0:00:13.394848s elapsed
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+ 2024-03-23 21:34:24 INFO Epoch 81 / 5000:
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+ 2024-03-23 21:34:34 INFO lr: 4.9190e-05 - loss: 0.0022 - UP: 95.99% UR: 90.79% UF: 93.32% P: 95.98% R: 90.78% F: 93.31%
551
+ 2024-03-23 21:34:36 INFO dev: loss: nan - UP: 48.42% UR: 44.09% UF: 46.16% P: 46.91% R: 42.72% F: 44.71%
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+ 2024-03-23 21:34:37 INFO test: loss: nan - UP: 47.78% UR: 45.98% UF: 46.86% P: 45.67% R: 43.95% F: 44.79%
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+ 2024-03-23 21:34:37 INFO 0:00:13.280633s elapsed
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+ 2024-03-23 21:34:37 INFO Epoch 82 / 5000:
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+ 2024-03-23 21:34:48 INFO lr: 4.9180e-05 - loss: 0.0025 - UP: 90.36% UR: 80.23% UF: 84.99% P: 90.31% R: 80.18% F: 84.95%
557
+ 2024-03-23 21:34:49 INFO dev: loss: nan - UP: 52.61% UR: 37.28% UF: 43.64% P: 50.70% R: 35.93% F: 42.05%
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+ 2024-03-23 21:34:51 INFO test: loss: nan - UP: 49.68% UR: 37.69% UF: 42.86% P: 47.20% R: 35.81% F: 40.73%
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+ 2024-03-23 21:34:51 INFO 0:00:13.183819s elapsed
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+ 2024-03-23 21:35:01 INFO lr: 4.9170e-05 - loss: 0.0015 - UP: 89.09% UR: 83.62% UF: 86.27% P: 89.01% R: 83.55% F: 86.19%
563
+ 2024-03-23 21:35:02 INFO dev: loss: nan - UP: 52.62% UR: 37.86% UF: 44.04% P: 51.18% R: 36.82% F: 42.83%
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+ 2024-03-23 21:35:04 INFO test: loss: nan - UP: 49.34% UR: 34.67% UF: 40.72% P: 47.11% R: 33.11% F: 38.89%
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+ 2024-03-23 21:35:04 INFO 0:00:13.135627s elapsed
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+ 2024-03-23 21:35:04 INFO Epoch 84 / 5000:
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+ 2024-03-23 21:35:14 INFO lr: 4.9160e-05 - loss: 0.0124 - UP: 81.18% UR: 62.52% UF: 70.64% P: 80.68% R: 62.13% F: 70.20%
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+ 2024-03-23 21:35:15 INFO dev: loss: nan - UP: 49.56% UR: 33.95% UF: 40.29% P: 47.09% R: 32.25% F: 38.29%
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+ 2024-03-23 21:35:17 INFO test: loss: nan - UP: 47.21% UR: 31.97% UF: 38.12% P: 44.65% R: 30.23% F: 36.05%
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+ 2024-03-23 21:35:17 INFO 0:00:13.143009s elapsed
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+ 2024-03-23 21:35:17 INFO Epoch 85 / 5000:
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+ 2024-03-23 21:35:27 INFO lr: 4.9150e-05 - loss: 0.0006 - UP: 85.00% UR: 74.24% UF: 79.26% P: 84.83% R: 74.09% F: 79.10%
575
+ 2024-03-23 21:35:28 INFO dev: loss: nan - UP: 62.40% UR: 31.43% UF: 41.81% P: 60.58% R: 30.51% F: 40.58%
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+ 2024-03-23 21:35:30 INFO test: loss: nan - UP: 59.06% UR: 29.96% UF: 39.75% P: 57.14% R: 28.99% F: 38.46%
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+ 2024-03-23 21:35:30 INFO 0:00:13.117673s elapsed
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+ 2024-03-23 21:35:40 INFO lr: 4.9140e-05 - loss: 0.0009 - UP: 91.48% UR: 81.88% UF: 86.41% P: 91.40% R: 81.81% F: 86.34%
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+ 2024-03-23 21:35:42 INFO dev: loss: nan - UP: 54.61% UR: 44.04% UF: 48.76% P: 53.12% R: 42.84% F: 47.43%
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+ 2024-03-23 21:35:43 INFO test: loss: nan - UP: 52.67% UR: 40.61% UF: 45.86% P: 50.75% R: 39.13% F: 44.19%
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+ 2024-03-23 21:35:43 INFO 0:00:13.119764s elapsed
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+ 2024-03-23 21:35:43 INFO Epoch 87 / 5000:
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+ 2024-03-23 21:35:53 INFO lr: 4.9130e-05 - loss: 0.0001 - UP: 90.63% UR: 80.61% UF: 85.33% P: 90.61% R: 80.59% F: 85.31%
587
+ 2024-03-23 21:35:55 INFO dev: loss: nan - UP: 56.34% UR: 37.23% UF: 44.84% P: 54.70% R: 36.14% F: 43.53%
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+ 2024-03-23 21:35:56 INFO test: loss: nan - UP: 55.85% UR: 35.71% UF: 43.56% P: 53.67% R: 34.31% F: 41.86%
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+ 2024-03-23 21:35:56 INFO 0:00:13.098692s elapsed
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+ 2024-03-23 21:36:06 INFO lr: 4.9120e-05 - loss: 0.0026 - UP: 86.16% UR: 79.53% UF: 82.71% P: 85.91% R: 79.30% F: 82.47%
593
+ 2024-03-23 21:36:08 INFO dev: loss: nan - UP: 61.05% UR: 26.62% UF: 37.08% P: 58.61% R: 25.56% F: 35.60%
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+ 2024-03-23 21:36:09 INFO test: loss: nan - UP: 55.85% UR: 27.21% UF: 36.60% P: 53.25% R: 25.95% F: 34.89%
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+ 2024-03-23 21:36:09 INFO 0:00:13.121669s elapsed
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+ 2024-03-23 21:36:20 INFO lr: 4.9110e-05 - loss: 0.0070 - UP: 87.21% UR: 73.83% UF: 79.96% P: 87.10% R: 73.74% F: 79.87%
599
+ 2024-03-23 21:36:21 INFO dev: loss: nan - UP: 52.89% UR: 46.90% UF: 49.71% P: 51.06% R: 45.28% F: 48.00%
600
+ 2024-03-23 21:36:22 INFO test: loss: nan - UP: 47.84% UR: 41.64% UF: 44.53% P: 45.87% R: 39.93% F: 42.70%
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+ 2024-03-23 21:36:22 INFO 0:00:13.156562s elapsed
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+ 2024-03-23 21:36:33 INFO lr: 4.9100e-05 - loss: 0.0031 - UP: 92.37% UR: 83.07% UF: 87.47% P: 92.29% R: 83.00% F: 87.40%
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+ 2024-03-23 21:36:34 INFO dev: loss: nan - UP: 56.24% UR: 42.14% UF: 48.18% P: 54.40% R: 40.76% F: 46.60%
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+ 2024-03-23 21:36:36 INFO test: loss: nan - UP: 52.04% UR: 39.64% UF: 45.00% P: 50.10% R: 38.16% F: 43.32%
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+ 2024-03-23 21:36:36 INFO 0:00:13.152468s elapsed
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+ 2024-03-23 21:36:46 INFO lr: 4.9090e-05 - loss: 0.0028 - UP: 92.78% UR: 87.00% UF: 89.80% P: 92.73% R: 86.95% F: 89.75%
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+ 2024-03-23 21:36:47 INFO dev: loss: nan - UP: 58.19% UR: 40.59% UF: 47.82% P: 56.63% R: 39.50% F: 46.54%
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+ 2024-03-23 21:36:49 INFO test: loss: nan - UP: 55.10% UR: 38.66% UF: 45.44% P: 52.79% R: 37.04% F: 43.53%
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models/mpqa/sdp_byKNNi6_desc/80/model_vi_mpqa_xlm_10 CHANGED
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- 2023-12-31 14:37:21 INFO
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  ---------------------+-------------------------------
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  Param | Value
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  ---------------------+-------------------------------
@@ -15,7 +15,7 @@ batch_size | 1500
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  update_steps | 1
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  mode | train
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  path | /home/marvin/structured-sentiment-analysis-bis/models/mpqa/sdp_byKNNi6_desc/80/model_vi_mpqa_xlm_10
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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
@@ -36,13 +36,13 @@ bert | xlm-roberta-base
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  inference | mfvi
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  ---------------------+-------------------------------
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- 2023-12-31 14:37:21 INFO Building the fields
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- 2023-12-31 14:37:23 INFO CoNLL(
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  (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
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  (labels): ChartField()
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  )
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- 2023-12-31 14:37:23 INFO Building the model
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- 2023-12-31 14:37:26 INFO VISemanticDependencyModel(
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  (encoder): TransformerEmbedding(xlm-roberta-base, n_layers=4, n_out=768, stride=256, pooling=mean, pad_index=1, requires_grad=True)
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  (encoder_dropout): Dropout(p=0.33, inplace=False)
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  (edge_mlp_d): MLP(n_in=768, n_out=600, dropout=0.25)
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  (inference): SemanticDependencyMFVI(max_iter=3)
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  )
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- 2023-12-31 14:37:26 INFO Loading the data
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- 2023-12-31 14:37:34 INFO
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  train: Dataset(n_sentences=4697, n_batches=86, n_buckets=32)
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  dev: Dataset(n_sentences=1649, n_batches=38, n_buckets=32)
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  test: Dataset(n_sentences=2112, n_batches=47, n_buckets=32)
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432
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438
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- 2023-12-31 14:55:02 INFO dev: loss: nan - UP: 60.19% UR: 36.60% UF: 45.52% P: 58.60% R: 35.64% F: 44.32%
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- 2023-12-31 14:55:13 INFO Epoch 33 saved
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- 2023-12-31 14:55:13 INFO dev: UP: 58.01% UR: 44.55% UF: 50.40% P: 56.24% R: 43.20% F: 48.87%
450
- 2023-12-31 14:55:13 INFO test: UP: 52.58% UR: 40.33% UF: 45.65% P: 50.37% R: 38.64% F: 43.74%
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- 2023-12-31 14:55:13 INFO 0:15:46.535451s elapsed, 0:00:15.024372s/epoch
 
1
+ 2024-03-23 21:36:55 INFO
2
  ---------------------+-------------------------------
3
  Param | Value
4
  ---------------------+-------------------------------
 
15
  update_steps | 1
16
  mode | train
17
  path | /home/marvin/structured-sentiment-analysis-bis/models/mpqa/sdp_byKNNi6_desc/80/model_vi_mpqa_xlm_10
18
+ device | 0
19
  seed | 1
20
  threads | 16
21
  local_rank | -1
 
36
  inference | mfvi
37
  ---------------------+-------------------------------
38
 
39
+ 2024-03-23 21:36:55 INFO Building the fields
40
+ 2024-03-23 21:36:57 INFO CoNLL(
41
  (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
42
  (labels): ChartField()
43
  )
44
+ 2024-03-23 21:36:57 INFO Building the model
45
+ 2024-03-23 21:36:59 INFO VISemanticDependencyModel(
46
  (encoder): TransformerEmbedding(xlm-roberta-base, n_layers=4, n_out=768, stride=256, pooling=mean, pad_index=1, requires_grad=True)
47
  (encoder_dropout): Dropout(p=0.33, inplace=False)
48
  (edge_mlp_d): MLP(n_in=768, n_out=600, dropout=0.25)
 
61
  (inference): SemanticDependencyMFVI(max_iter=3)
62
  )
63
 
64
+ 2024-03-23 21:36:59 INFO Loading the data
65
+ 2024-03-23 21:37:07 INFO
66
  train: Dataset(n_sentences=4697, n_batches=86, n_buckets=32)
67
  dev: Dataset(n_sentences=1649, n_batches=38, n_buckets=32)
68
  test: Dataset(n_sentences=2112, n_batches=47, n_buckets=32)
69
 
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+ 2024-03-23 21:37:20 INFO lr: 4.9990e-05 - loss: 0.0498 - UP: 0.17% UR: 0.58% UF: 0.26% P: 0.05% R: 0.17% F: 0.08%
72
+ 2024-03-23 21:37:21 INFO dev: loss: nan - UP: 66.67% UR: 0.05% UF: 0.10% P: 33.33% R: 0.02% F: 0.05%
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+ 2024-03-23 21:37:23 INFO test: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2024-03-23 21:37:27 INFO 0:00:15.436524s elapsed (saved)
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78
+ 2024-03-23 21:37:41 INFO dev: loss: nan - UP: 55.87% UR: 4.71% UF: 8.69% P: 48.71% R: 4.11% F: 7.58%
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+ 2024-03-23 21:37:42 INFO test: loss: nan - UP: 57.29% UR: 4.65% UF: 8.60% P: 46.09% R: 3.74% F: 6.92%
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+ 2024-03-23 21:38:01 INFO lr: 4.9970e-05 - loss: 0.0329 - UP: 43.58% UR: 4.16% UF: 7.59% P: 40.77% R: 3.89% F: 7.10%
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+ 2024-03-23 21:38:03 INFO dev: loss: nan - UP: 56.00% UR: 9.47% UF: 16.20% P: 51.71% R: 8.75% F: 14.96%
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+ 2024-03-23 21:38:04 INFO test: loss: nan - UP: 48.58% UR: 9.04% UF: 15.25% P: 42.11% R: 7.84% F: 13.22%
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+ 2024-03-23 21:38:24 INFO dev: loss: nan - UP: 66.99% UR: 6.62% UF: 12.05% P: 64.06% R: 6.33% F: 11.52%
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+ 2024-03-23 21:38:26 INFO test: loss: nan - UP: 63.87% UR: 7.25% UF: 13.02% P: 56.61% R: 6.42% F: 11.54%
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+ 2024-03-23 21:38:38 INFO lr: 4.9950e-05 - loss: 0.0206 - UP: 60.63% UR: 15.37% UF: 24.53% P: 59.29% R: 15.03% F: 23.99%
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+ 2024-03-23 21:38:39 INFO dev: loss: nan - UP: 58.96% UR: 13.67% UF: 22.20% P: 56.04% R: 13.00% F: 21.10%
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+ 2024-03-23 21:38:41 INFO test: loss: nan - UP: 53.58% UR: 13.75% UF: 21.89% P: 49.47% R: 12.70% F: 20.21%
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+ 2024-03-23 21:39:01 INFO dev: loss: nan - UP: 51.09% UR: 11.91% UF: 19.32% P: 49.95% R: 11.65% F: 18.89%
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+ 2024-03-23 21:39:16 INFO dev: loss: nan - UP: 62.59% UR: 17.18% UF: 26.96% P: 60.04% R: 16.48% F: 25.86%
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+ 2024-03-23 21:39:18 INFO test: loss: nan - UP: 54.46% UR: 14.58% UF: 23.00% P: 51.54% R: 13.80% F: 21.77%
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+ 2024-03-23 21:39:38 INFO dev: loss: nan - UP: 53.28% UR: 24.91% UF: 33.95% P: 52.09% R: 24.35% F: 33.19%
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+ 2024-03-23 21:39:40 INFO test: loss: nan - UP: 44.35% UR: 22.90% UF: 30.21% P: 42.55% R: 21.97% F: 28.98%
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+ 2024-03-23 21:39:46 INFO 0:00:14.849768s elapsed (saved)
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+ 2024-03-23 21:39:58 INFO lr: 4.9910e-05 - loss: 0.0107 - UP: 66.92% UR: 29.23% UF: 40.69% P: 66.43% R: 29.02% F: 40.40%
120
+ 2024-03-23 21:39:59 INFO dev: loss: nan - UP: 64.25% UR: 18.85% UF: 29.14% P: 62.11% R: 18.22% F: 28.17%
121
+ 2024-03-23 21:40:01 INFO test: loss: nan - UP: 56.44% UR: 18.06% UF: 27.37% P: 53.73% R: 17.20% F: 26.06%
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+ 2024-03-23 21:40:01 INFO 0:00:14.780025s elapsed
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+ 2024-03-23 21:40:13 INFO lr: 4.9900e-05 - loss: 0.0120 - UP: 73.10% UR: 37.00% UF: 49.13% P: 72.82% R: 36.86% F: 48.94%
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+ 2024-03-23 21:40:15 INFO dev: loss: nan - UP: 61.03% UR: 25.01% UF: 35.48% P: 59.02% R: 24.18% F: 34.31%
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+ 2024-03-23 21:40:16 INFO test: loss: nan - UP: 54.68% UR: 22.71% UF: 32.09% P: 51.93% R: 21.57% F: 30.48%
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+ 2024-03-23 21:40:23 INFO 0:00:15.138036s elapsed (saved)
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+ 2024-03-23 21:40:35 INFO lr: 4.9890e-05 - loss: 0.0107 - UP: 74.86% UR: 41.67% UF: 53.54% P: 74.63% R: 41.54% F: 53.37%
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+ 2024-03-23 21:40:37 INFO dev: loss: nan - UP: 57.82% UR: 27.88% UF: 37.62% P: 56.46% R: 27.23% F: 36.74%
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+ 2024-03-23 21:40:38 INFO test: loss: nan - UP: 55.38% UR: 28.90% UF: 37.98% P: 53.64% R: 27.99% F: 36.79%
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+ 2024-03-23 21:40:45 INFO 0:00:14.854456s elapsed (saved)
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+ 2024-03-23 21:40:57 INFO lr: 4.9880e-05 - loss: 0.0092 - UP: 73.35% UR: 40.27% UF: 51.99% P: 73.17% R: 40.17% F: 51.86%
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+ 2024-03-23 21:40:58 INFO dev: loss: nan - UP: 60.66% UR: 20.83% UF: 31.01% P: 58.13% R: 19.96% F: 29.71%
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+ 2024-03-23 21:41:00 INFO test: loss: nan - UP: 54.19% UR: 20.52% UF: 29.76% P: 49.83% R: 18.87% F: 27.37%
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+ 2024-03-23 21:41:12 INFO lr: 4.9870e-05 - loss: 0.0122 - UP: 72.22% UR: 40.68% UF: 52.04% P: 71.88% R: 40.48% F: 51.79%
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+ 2024-03-23 21:41:13 INFO dev: loss: nan - UP: 54.88% UR: 31.51% UF: 40.03% P: 53.32% R: 30.61% F: 38.89%
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+ 2024-03-23 21:41:15 INFO test: loss: nan - UP: 49.94% UR: 28.73% UF: 36.48% P: 47.67% R: 27.42% F: 34.82%
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+ 2024-03-23 21:41:22 INFO 0:00:15.103641s elapsed (saved)
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+ 2024-03-23 21:41:34 INFO lr: 4.9860e-05 - loss: 0.0189 - UP: 76.79% UR: 48.16% UF: 59.19% P: 76.64% R: 48.07% F: 59.08%
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+ 2024-03-23 21:41:35 INFO dev: loss: nan - UP: 56.94% UR: 31.92% UF: 40.90% P: 55.47% R: 31.09% F: 39.85%
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+ 2024-03-23 21:41:44 INFO 0:00:14.826441s elapsed (saved)
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+ 2024-03-23 21:41:56 INFO lr: 4.9850e-05 - loss: 0.0078 - UP: 77.34% UR: 52.71% UF: 62.69% P: 77.26% R: 52.66% F: 62.63%
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+ 2024-03-23 21:41:57 INFO dev: loss: nan - UP: 52.88% UR: 35.44% UF: 42.44% P: 51.69% R: 34.65% F: 41.49%
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+ 2024-03-23 21:41:58 INFO test: loss: nan - UP: 47.07% UR: 33.74% UF: 39.31% P: 45.45% R: 32.58% F: 37.95%
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+ 2024-03-23 21:42:05 INFO 0:00:14.795876s elapsed (saved)
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+ 2024-03-23 21:42:17 INFO lr: 4.9840e-05 - loss: 0.0051 - UP: 81.14% UR: 59.59% UF: 68.71% P: 81.06% R: 59.53% F: 68.64%
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+ 2024-03-23 21:42:20 INFO test: loss: nan - UP: 56.51% UR: 29.16% UF: 38.47% P: 54.26% R: 27.99% F: 36.93%
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+ 2024-03-23 21:42:32 INFO lr: 4.9830e-05 - loss: 0.0054 - UP: 83.08% UR: 62.48% UF: 71.32% P: 82.98% R: 62.40% F: 71.23%
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+ 2024-03-23 21:42:54 INFO lr: 4.9820e-05 - loss: 0.0053 - UP: 81.00% UR: 61.02% UF: 69.61% P: 80.75% R: 60.83% F: 69.39%
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+ 2024-03-23 21:42:55 INFO dev: loss: nan - UP: 50.10% UR: 41.80% UF: 45.57% P: 48.62% R: 40.57% F: 44.23%
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+ 2024-03-23 21:43:04 INFO 0:00:14.832802s elapsed (saved)
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+ 2024-03-23 21:43:16 INFO lr: 4.9810e-05 - loss: 0.0045 - UP: 82.29% UR: 62.16% UF: 70.82% P: 82.16% R: 62.07% F: 70.72%
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+ 2024-03-23 21:43:31 INFO lr: 4.9800e-05 - loss: 0.0020 - UP: 83.13% UR: 64.53% UF: 72.66% P: 83.02% R: 64.45% F: 72.56%
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+ 2024-03-23 21:43:53 INFO lr: 4.9790e-05 - loss: 0.0055 - UP: 85.15% UR: 67.38% UF: 75.23% P: 85.12% R: 67.36% F: 75.21%
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+ 2024-03-23 21:43:55 INFO test: loss: nan - UP: 45.86% UR: 36.38% UF: 40.57% P: 43.57% R: 34.57% F: 38.55%
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+ 2024-03-23 21:44:08 INFO lr: 4.9780e-05 - loss: 0.0029 - UP: 85.22% UR: 71.56% UF: 77.80% P: 85.16% R: 71.51% F: 77.74%
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+ 2024-03-23 21:44:23 INFO lr: 4.9770e-05 - loss: 0.0043 - UP: 86.23% UR: 72.94% UF: 79.03% P: 86.17% R: 72.89% F: 78.98%
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+ 2024-03-23 21:44:25 INFO dev: loss: nan - UP: 60.18% UR: 35.93% UF: 44.99% P: 58.40% R: 34.86% F: 43.66%
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+ 2024-03-23 21:44:39 INFO lr: 4.9760e-05 - loss: 0.0101 - UP: 85.09% UR: 70.60% UF: 77.17% P: 84.90% R: 70.45% F: 77.00%
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+ 2024-03-23 21:44:40 INFO dev: loss: nan - UP: 52.26% UR: 36.82% UF: 43.20% P: 50.21% R: 35.37% F: 41.50%
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+ 2024-03-23 21:44:42 INFO test: loss: nan - UP: 45.03% UR: 33.53% UF: 38.44% P: 42.68% R: 31.78% F: 36.43%
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+ 2024-03-23 21:44:54 INFO lr: 4.9750e-05 - loss: 0.0007 - UP: 83.54% UR: 67.25% UF: 74.52% P: 83.33% R: 67.08% F: 74.33%
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+ 2024-03-23 21:45:10 INFO lr: 4.9740e-05 - loss: 0.0021 - UP: 85.09% UR: 69.35% UF: 76.42% P: 85.05% R: 69.32% F: 76.38%
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+ 2024-03-23 21:49:20 INFO dev: loss: nan - UP: 40.67% UR: 53.27% UF: 46.12% P: 39.25% R: 51.41% F: 44.51%
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+ 2024-03-23 21:49:35 INFO dev: loss: nan - UP: 55.47% UR: 42.52% UF: 48.14% P: 54.14% R: 41.51% F: 46.99%
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+ 2024-03-23 21:49:50 INFO dev: loss: nan - UP: 49.13% UR: 25.10% UF: 33.23% P: 46.38% R: 23.70% F: 31.37%
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+ 2024-03-23 21:50:05 INFO dev: loss: nan - UP: 57.02% UR: 31.80% UF: 40.83% P: 54.55% R: 30.42% F: 39.06%
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+ 2024-03-23 21:50:06 INFO test: loss: nan - UP: 48.57% UR: 29.11% UF: 36.41% P: 46.74% R: 28.02% F: 35.03%
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+ 2024-03-23 21:50:20 INFO dev: loss: nan - UP: 51.19% UR: 33.12% UF: 40.22% P: 48.58% R: 31.43% F: 38.17%
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+ 2024-03-23 21:50:21 INFO test: loss: nan - UP: 45.70% UR: 28.99% UF: 35.48% P: 42.87% R: 27.19% F: 33.28%
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+ 2024-03-23 21:50:35 INFO dev: loss: nan - UP: 58.17% UR: 35.88% UF: 44.38% P: 56.76% R: 35.01% F: 43.31%
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+ 2024-03-23 21:50:37 INFO test: loss: nan - UP: 51.21% UR: 32.64% UF: 39.87% P: 48.99% R: 31.23% F: 38.14%
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+ 2024-03-23 21:50:50 INFO dev: loss: nan - UP: 60.56% UR: 25.08% UF: 35.47% P: 58.81% R: 24.35% F: 34.44%
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+ 2024-03-23 21:51:04 INFO lr: 4.9520e-05 - loss: 0.0041 - UP: 91.80% UR: 82.12% UF: 86.69% P: 91.76% R: 82.09% F: 86.66%
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+ 2024-03-23 21:51:06 INFO dev: loss: nan - UP: 49.19% UR: 45.95% UF: 47.51% P: 48.18% R: 45.01% F: 46.54%
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+ 2024-03-23 21:51:21 INFO dev: loss: nan - UP: 56.54% UR: 39.07% UF: 46.21% P: 55.35% R: 38.25% F: 45.24%
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+ 2024-03-23 21:51:37 INFO dev: loss: nan - UP: 58.00% UR: 41.51% UF: 48.39% P: 56.89% R: 40.71% F: 47.46%
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+ 2024-03-23 21:52:08 INFO dev: loss: nan - UP: 61.38% UR: 41.19% UF: 49.30% P: 59.94% R: 40.23% F: 48.14%
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+ 2024-03-23 21:53:38 INFO lr: 4.9420e-05 - loss: 0.0022 - UP: 94.35% UR: 90.53% UF: 92.40% P: 94.25% R: 90.43% F: 92.30%
414
+ 2024-03-23 21:53:39 INFO dev: loss: nan - UP: 50.43% UR: 42.38% UF: 46.05% P: 48.73% R: 40.95% F: 44.51%
415
+ 2024-03-23 21:53:41 INFO test: loss: nan - UP: 52.29% UR: 38.90% UF: 44.61% P: 50.27% R: 37.40% F: 42.89%
416
+ 2024-03-23 21:53:41 INFO 0:00:15.215885s elapsed
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+
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+ 2024-03-23 21:53:41 INFO Epoch 59 / 5000:
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+ 2024-03-23 21:53:53 INFO lr: 4.9410e-05 - loss: 0.0005 - UP: 94.03% UR: 90.78% UF: 92.38% P: 94.00% R: 90.75% F: 92.35%
420
+ 2024-03-23 21:53:55 INFO dev: loss: nan - UP: 57.32% UR: 39.26% UF: 46.60% P: 55.52% R: 38.03% F: 45.14%
421
+ 2024-03-23 21:53:56 INFO test: loss: nan - UP: 54.35% UR: 35.14% UF: 42.68% P: 51.86% R: 33.53% F: 40.73%
422
+ 2024-03-23 21:53:56 INFO 0:00:15.212999s elapsed
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+
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+ 2024-03-23 21:53:56 INFO Epoch 60 / 5000:
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+ 2024-03-23 21:54:09 INFO lr: 4.9400e-05 - loss: 0.0009 - UP: 93.45% UR: 89.61% UF: 91.49% P: 92.86% R: 89.05% F: 90.91%
426
+ 2024-03-23 21:54:10 INFO dev: loss: nan - UP: 44.04% UR: 46.17% UF: 45.08% P: 41.14% R: 43.13% F: 42.11%
427
+ 2024-03-23 21:54:11 INFO test: loss: nan - UP: 42.64% UR: 42.76% UF: 42.70% P: 39.69% R: 39.81% F: 39.75%
428
+ 2024-03-23 21:54:11 INFO 0:00:15.209654s elapsed
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+
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+ 2024-03-23 21:54:11 INFO Epoch 61 / 5000:
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+ 2024-03-23 21:54:24 INFO lr: 4.9390e-05 - loss: 0.0066 - UP: 85.39% UR: 74.38% UF: 79.50% P: 84.70% R: 73.78% F: 78.86%
432
+ 2024-03-23 21:54:25 INFO dev: loss: nan - UP: 41.65% UR: 34.57% UF: 37.78% P: 39.58% R: 32.86% F: 35.91%
433
+ 2024-03-23 21:54:27 INFO test: loss: nan - UP: 37.74% UR: 31.38% UF: 34.26% P: 35.25% R: 29.30% F: 32.00%
434
+ 2024-03-23 21:54:27 INFO 0:00:15.230621s elapsed
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+
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+ 2024-03-23 21:54:27 INFO Epoch 62 / 5000:
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+ 2024-03-23 21:54:39 INFO lr: 4.9380e-05 - loss: 0.0006 - UP: 86.52% UR: 74.40% UF: 80.00% P: 86.38% R: 74.29% F: 79.88%
438
+ 2024-03-23 21:54:40 INFO dev: loss: nan - UP: 52.57% UR: 42.47% UF: 46.99% P: 50.75% R: 41.00% F: 45.36%
439
+ 2024-03-23 21:54:42 INFO test: loss: nan - UP: 46.44% UR: 38.43% UF: 42.06% P: 44.60% R: 36.91% F: 40.39%
440
+ 2024-03-23 21:54:42 INFO 0:00:15.188119s elapsed
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+
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+ 2024-03-23 21:54:42 INFO Epoch 63 / 5000:
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+ 2024-03-23 21:54:54 INFO lr: 4.9370e-05 - loss: 0.0004 - UP: 92.52% UR: 85.72% UF: 88.99% P: 92.49% R: 85.69% F: 88.96%
444
+ 2024-03-23 21:54:56 INFO dev: loss: nan - UP: 60.19% UR: 36.60% UF: 45.52% P: 58.60% R: 35.64% F: 44.32%
445
+ 2024-03-23 21:54:57 INFO test: loss: nan - UP: 55.32% UR: 34.35% UF: 42.39% P: 53.25% R: 33.07% F: 40.80%
446
+ 2024-03-23 21:54:57 INFO 0:00:15.268637s elapsed
447
+
448
+ 2024-03-23 21:55:06 INFO Epoch 33 saved
449
+ 2024-03-23 21:55:06 INFO dev: UP: 58.01% UR: 44.55% UF: 50.40% P: 56.24% R: 43.20% F: 48.87%
450
+ 2024-03-23 21:55:06 INFO test: UP: 52.58% UR: 40.33% UF: 45.65% P: 50.37% R: 38.64% F: 43.74%
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+ 2024-03-23 21:55:06 INFO 0:15:55.132232s elapsed, 0:00:15.160829s/epoch
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1
+ 2024-03-23 22:17:05 INFO
2
+ ---------------------+-------------------------------
3
+ Param | Value
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+ ---------------------+-------------------------------
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+ lr | 5e-05
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+ mu | 0.9
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+ nu | 0.999
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+ eps | 1e-06
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+ weight_decay | 0.0
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+ lr_rate | 1
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+ patience | 30
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+ update-steps | 1
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+ warmup | 0.0
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+ update_steps | 1
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+ mode | train
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+ path | /home/marvin/structured-sentiment-analysis-bis/models/mpqa/sdp_byKNNi6_desc/80/model_vi_mpqa_xlm_6
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+ device | 0
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+ seed | 1
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+ threads | 16
20
+ local_rank | -1
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+ feat | None
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+ build | True
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+ checkpoint | False
24
+ encoder | bert
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+ max_len | None
26
+ buckets | 32
27
+ train | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/mpqa/head_final/sdp_byKNNi6_desc/80/train.conllu
28
+ dev | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/mpqa/head_final/sdp_byKNNi6_desc/80/dev.conllu
29
+ test | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/mpqa/head_final/sdp/test.conllu
30
+ embed | data/glove.6B.100d.txt
31
+ unk | unk
32
+ n_embed | 100
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+ n_embed_proj | 125
34
+ bert | xlm-roberta-base
35
+ inference | mfvi
36
+ ---------------------+-------------------------------
37
+
38
+ 2024-03-23 22:17:05 INFO Building the fields
39
+ 2024-03-23 22:17:07 INFO CoNLL(
40
+ (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
41
+ (labels): ChartField()
42
+ )
43
+ 2024-03-23 22:17:07 INFO Building the model
44
+ 2024-03-23 22:17:09 INFO VISemanticDependencyModel(
45
+ (encoder): TransformerEmbedding(xlm-roberta-base, n_layers=4, n_out=768, stride=256, pooling=mean, pad_index=1, requires_grad=True)
46
+ (encoder_dropout): Dropout(p=0.33, inplace=False)
47
+ (edge_mlp_d): MLP(n_in=768, n_out=600, dropout=0.25)
48
+ (edge_mlp_h): MLP(n_in=768, n_out=600, dropout=0.25)
49
+ (label_mlp_d): MLP(n_in=768, n_out=600, dropout=0.33)
50
+ (label_mlp_h): MLP(n_in=768, n_out=600, dropout=0.33)
51
+ (edge_attn): Biaffine(n_in=600, bias_x=True, bias_y=True)
52
+ (label_attn): Biaffine(n_in=600, n_out=5, bias_x=True, bias_y=True)
53
+ (criterion): CrossEntropyLoss()
54
+ (pair_mlp_d): MLP(n_in=768, n_out=150, dropout=0.25)
55
+ (pair_mlp_h): MLP(n_in=768, n_out=150, dropout=0.25)
56
+ (pair_mlp_g): MLP(n_in=768, n_out=150, dropout=0.25)
57
+ (sib_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
58
+ (cop_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
59
+ (grd_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
60
+ (inference): SemanticDependencyMFVI(max_iter=3)
61
+ )
62
+
63
+ 2024-03-23 22:17:09 INFO Loading the data
64
+ 2024-03-23 22:17:17 INFO
65
+ train: Dataset(n_sentences=4697, n_batches=38, n_buckets=32)
66
+ dev: Dataset(n_sentences=1649, n_batches=32, n_buckets=32)
67
+ test: Dataset(n_sentences=2112, n_batches=32, n_buckets=32)
68
+
69
+ 2024-03-23 22:17:17 INFO Epoch 1 / 5000:
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+ 2024-03-23 22:17:28 INFO lr: 4.9990e-05 - loss: 0.0651 - UP: 0.16% UR: 0.57% UF: 0.26% P: 0.05% R: 0.17% F: 0.07%
71
+ 2024-03-23 22:17:29 INFO dev: loss: nan - UP: 34.29% UR: 0.29% UF: 0.57% P: 22.86% R: 0.19% F: 0.38%
72
+ 2024-03-23 22:17:30 INFO test: loss: nan - UP: 25.93% UR: 0.15% UF: 0.29% P: 14.81% R: 0.08% F: 0.17%
73
+ 2024-03-23 22:17:35 INFO 0:00:13.392234s elapsed (saved)
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+
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+ 2024-03-23 22:17:35 INFO Epoch 2 / 5000:
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+ 2024-03-23 22:17:45 INFO lr: 4.9980e-05 - loss: 0.0795 - UP: 9.65% UR: 0.30% UF: 0.58% P: 7.76% R: 0.24% F: 0.46%
77
+ 2024-03-23 22:17:46 INFO dev: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
78
+ 2024-03-23 22:17:48 INFO test: loss: nan - UP: 100.00% UR: 0.04% UF: 0.08% P: 0.00% R: 0.00% F: 0.00%
79
+ 2024-03-23 22:17:48 INFO 0:00:12.744728s elapsed
80
+
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+ 2024-03-23 22:17:48 INFO Epoch 3 / 5000:
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+ 2024-03-23 22:17:58 INFO lr: 4.9970e-05 - loss: 0.0321 - UP: 32.56% UR: 1.02% UF: 1.98% P: 25.87% R: 0.81% F: 1.57%
83
+ 2024-03-23 22:17:59 INFO dev: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
84
+ 2024-03-23 22:18:01 INFO test: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
85
+ 2024-03-23 22:18:01 INFO 0:00:12.944521s elapsed
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+
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+ 2024-03-23 22:18:01 INFO Epoch 4 / 5000:
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+ 2024-03-23 22:18:12 INFO lr: 4.9960e-05 - loss: 0.0394 - UP: 12.80% UR: 0.77% UF: 1.45% P: 11.59% R: 0.70% F: 1.31%
89
+ 2024-03-23 22:18:13 INFO dev: loss: nan - UP: 61.43% UR: 1.04% UF: 2.04% P: 55.71% R: 0.94% F: 1.85%
90
+ 2024-03-23 22:18:14 INFO test: loss: nan - UP: 60.80% UR: 1.61% UF: 3.13% P: 51.20% R: 1.35% F: 2.63%
91
+ 2024-03-23 22:18:21 INFO 0:00:13.880716s elapsed (saved)
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+
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+ 2024-03-23 22:18:21 INFO Epoch 5 / 5000:
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+ 2024-03-23 22:18:31 INFO lr: 4.9950e-05 - loss: 0.0336 - UP: 46.73% UR: 3.68% UF: 6.82% P: 44.34% R: 3.49% F: 6.47%
95
+ 2024-03-23 22:18:33 INFO dev: loss: nan - UP: 65.77% UR: 3.53% UF: 6.70% P: 60.36% R: 3.24% F: 6.15%
96
+ 2024-03-23 22:18:34 INFO test: loss: nan - UP: 66.56% UR: 4.25% UF: 7.98% P: 56.29% R: 3.59% F: 6.75%
97
+ 2024-03-23 22:18:41 INFO 0:00:12.841078s elapsed (saved)
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+
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+ 2024-03-23 22:18:41 INFO Epoch 6 / 5000:
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+ 2024-03-23 22:18:51 INFO lr: 4.9940e-05 - loss: 0.0122 - UP: 42.16% UR: 3.96% UF: 7.23% P: 40.69% R: 3.82% F: 6.98%
101
+ 2024-03-23 22:18:52 INFO dev: loss: nan - UP: 64.47% UR: 2.37% UF: 4.57% P: 60.53% R: 2.22% F: 4.29%
102
+ 2024-03-23 22:18:54 INFO test: loss: nan - UP: 67.25% UR: 2.43% UF: 4.69% P: 55.56% R: 2.01% F: 3.87%
103
+ 2024-03-23 22:18:54 INFO 0:00:12.816621s elapsed
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+
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+ 2024-03-23 22:18:54 INFO Epoch 7 / 5000:
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+ 2024-03-23 22:19:04 INFO lr: 4.9930e-05 - loss: 0.0340 - UP: 47.80% UR: 6.84% UF: 11.97% P: 46.08% R: 6.59% F: 11.54%
107
+ 2024-03-23 22:19:05 INFO dev: loss: nan - UP: 56.84% UR: 5.92% UF: 10.72% P: 53.36% R: 5.56% F: 10.07%
108
+ 2024-03-23 22:19:07 INFO test: loss: nan - UP: 64.96% UR: 6.70% UF: 12.14% P: 57.17% R: 5.89% F: 10.69%
109
+ 2024-03-23 22:19:14 INFO 0:00:13.118121s elapsed (saved)
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+
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+ 2024-03-23 22:19:14 INFO Epoch 8 / 5000:
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+ 2024-03-23 22:19:24 INFO lr: 4.9920e-05 - loss: 0.0395 - UP: 53.32% UR: 8.02% UF: 13.94% P: 51.54% R: 7.75% F: 13.48%
113
+ 2024-03-23 22:19:25 INFO dev: loss: nan - UP: 56.20% UR: 5.36% UF: 9.79% P: 53.92% R: 5.15% F: 9.40%
114
+ 2024-03-23 22:19:27 INFO test: loss: nan - UP: 61.29% UR: 6.82% UF: 12.28% P: 53.89% R: 6.00% F: 10.80%
115
+ 2024-03-23 22:19:27 INFO 0:00:12.867276s elapsed
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+
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+ 2024-03-23 22:19:27 INFO Epoch 9 / 5000:
118
+ 2024-03-23 22:19:37 INFO lr: 4.9910e-05 - loss: 0.0210 - UP: 51.97% UR: 9.83% UF: 16.54% P: 50.90% R: 9.63% F: 16.19%
119
+ 2024-03-23 22:19:38 INFO dev: loss: nan - UP: 46.50% UR: 12.03% UF: 19.12% P: 44.35% R: 11.48% F: 18.23%
120
+ 2024-03-23 22:19:40 INFO test: loss: nan - UP: 50.40% UR: 13.44% UF: 21.22% P: 47.07% R: 12.55% F: 19.82%
121
+ 2024-03-23 22:19:47 INFO 0:00:13.184490s elapsed (saved)
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+
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+ 2024-03-23 22:19:47 INFO Epoch 10 / 5000:
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+ 2024-03-23 22:19:57 INFO lr: 4.9900e-05 - loss: 0.0277 - UP: 59.45% UR: 15.34% UF: 24.39% P: 58.55% R: 15.11% F: 24.02%
125
+ 2024-03-23 22:19:58 INFO dev: loss: nan - UP: 50.10% UR: 11.79% UF: 19.09% P: 47.13% R: 11.09% F: 17.95%
126
+ 2024-03-23 22:19:59 INFO test: loss: nan - UP: 51.23% UR: 12.36% UF: 19.91% P: 46.85% R: 11.30% F: 18.21%
127
+ 2024-03-23 22:19:59 INFO 0:00:12.902969s elapsed
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+
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+ 2024-03-23 22:19:59 INFO Epoch 11 / 5000:
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+ 2024-03-23 22:20:10 INFO lr: 4.9890e-05 - loss: 0.0262 - UP: 62.21% UR: 17.52% UF: 27.34% P: 61.56% R: 17.34% F: 27.06%
131
+ 2024-03-23 22:20:11 INFO dev: loss: nan - UP: 44.05% UR: 24.50% UF: 31.49% P: 42.48% R: 23.63% F: 30.37%
132
+ 2024-03-23 22:20:13 INFO test: loss: nan - UP: 43.46% UR: 24.51% UF: 31.34% P: 41.51% R: 23.41% F: 29.94%
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+ 2024-03-23 22:20:20 INFO 0:00:13.240254s elapsed (saved)
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+
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+ 2024-03-23 22:20:20 INFO Epoch 12 / 5000:
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+ 2024-03-23 22:20:30 INFO lr: 4.9880e-05 - loss: 0.0143 - UP: 63.69% UR: 21.55% UF: 32.21% P: 62.90% R: 21.29% F: 31.81%
137
+ 2024-03-23 22:20:31 INFO dev: loss: nan - UP: 52.67% UR: 13.36% UF: 21.31% P: 51.52% R: 13.07% F: 20.85%
138
+ 2024-03-23 22:20:33 INFO test: loss: nan - UP: 45.17% UR: 11.75% UF: 18.65% P: 42.57% R: 11.07% F: 17.57%
139
+ 2024-03-23 22:20:33 INFO 0:00:12.860876s elapsed
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+
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+ 2024-03-23 22:20:33 INFO Epoch 13 / 5000:
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+ 2024-03-23 22:20:43 INFO lr: 4.9870e-05 - loss: 0.0133 - UP: 61.77% UR: 25.13% UF: 35.73% P: 61.47% R: 25.01% F: 35.55%
143
+ 2024-03-23 22:20:44 INFO dev: loss: nan - UP: 62.44% UR: 9.76% UF: 16.88% P: 59.81% R: 9.35% F: 16.17%
144
+ 2024-03-23 22:20:46 INFO test: loss: nan - UP: 59.82% UR: 10.94% UF: 18.50% P: 55.77% R: 10.20% F: 17.25%
145
+ 2024-03-23 22:20:46 INFO 0:00:13.170271s elapsed
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+
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+ 2024-03-23 22:20:46 INFO Epoch 14 / 5000:
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+ 2024-03-23 22:20:57 INFO lr: 4.9860e-05 - loss: 0.0089 - UP: 68.23% UR: 25.22% UF: 36.83% P: 67.91% R: 25.11% F: 36.66%
149
+ 2024-03-23 22:20:58 INFO dev: loss: nan - UP: 52.47% UR: 21.79% UF: 30.80% P: 50.26% R: 20.87% F: 29.50%
150
+ 2024-03-23 22:21:00 INFO test: loss: nan - UP: 46.17% UR: 20.09% UF: 28.00% P: 43.30% R: 18.85% F: 26.26%
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+ 2024-03-23 22:21:00 INFO 0:00:13.935209s elapsed
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+
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+ 2024-03-23 22:21:00 INFO Epoch 15 / 5000:
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+ 2024-03-23 22:21:11 INFO lr: 4.9850e-05 - loss: 0.0118 - UP: 70.21% UR: 27.25% UF: 39.26% P: 70.04% R: 27.18% F: 39.17%
155
+ 2024-03-23 22:21:12 INFO dev: loss: nan - UP: 54.68% UR: 24.43% UF: 33.77% P: 53.65% R: 23.97% F: 33.13%
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+ 2024-03-23 22:21:13 INFO test: loss: nan - UP: 47.09% UR: 22.40% UF: 30.36% P: 45.05% R: 21.42% F: 29.04%
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+ 2024-03-23 22:21:20 INFO 0:00:13.692887s elapsed (saved)
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+
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+ 2024-03-23 22:21:20 INFO Epoch 16 / 5000:
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+ 2024-03-23 22:21:30 INFO lr: 4.9840e-05 - loss: 0.0081 - UP: 69.25% UR: 32.23% UF: 43.99% P: 69.19% R: 32.20% F: 43.95%
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+ 2024-03-23 22:21:31 INFO dev: loss: nan - UP: 54.28% UR: 27.40% UF: 36.42% P: 52.27% R: 26.38% F: 35.07%
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+ 2024-03-23 22:21:33 INFO test: loss: nan - UP: 44.77% UR: 24.59% UF: 31.75% P: 42.23% R: 23.20% F: 29.95%
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+ 2024-03-23 22:21:40 INFO 0:00:12.820715s elapsed (saved)
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+
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+ 2024-03-23 22:21:40 INFO Epoch 17 / 5000:
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+ 2024-03-23 22:21:50 INFO lr: 4.9830e-05 - loss: 0.0082 - UP: 71.70% UR: 35.74% UF: 47.70% P: 71.50% R: 35.64% F: 47.57%
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+ 2024-03-23 22:23:50 INFO lr: 4.9750e-05 - loss: 0.0005 - UP: 79.89% UR: 51.64% UF: 62.73% P: 79.77% R: 51.56% F: 62.63%
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+ 2024-03-23 22:24:03 INFO lr: 4.9740e-05 - loss: 0.0026 - UP: 79.36% UR: 53.41% UF: 63.85% P: 79.33% R: 53.39% F: 63.83%
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+ 2024-03-23 22:24:23 INFO lr: 4.9730e-05 - loss: 0.0048 - UP: 80.93% UR: 57.59% UF: 67.30% P: 80.89% R: 57.56% F: 67.26%
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+ 2024-03-23 22:24:37 INFO dev: loss: nan - UP: 58.48% UR: 34.74% UF: 43.59% P: 57.26% R: 34.02% F: 42.68%
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+ 2024-03-23 22:24:55 INFO lr: 4.9710e-05 - loss: 0.0026 - UP: 82.97% UR: 61.68% UF: 70.76% P: 82.95% R: 61.66% F: 70.74%
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+ 2024-03-23 22:25:08 INFO lr: 4.9700e-05 - loss: 0.0038 - UP: 83.12% UR: 63.59% UF: 72.06% P: 83.09% R: 63.56% F: 72.02%
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+ 2024-03-23 22:25:22 INFO lr: 4.9690e-05 - loss: 0.0023 - UP: 83.63% UR: 62.68% UF: 71.66% P: 83.59% R: 62.65% F: 71.62%
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+ 2024-03-23 22:25:32 INFO 0:00:14.029766s elapsed (saved)
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+ 2024-03-23 22:25:42 INFO lr: 4.9680e-05 - loss: 0.0029 - UP: 84.50% UR: 65.24% UF: 73.63% P: 84.45% R: 65.20% F: 73.59%
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+ 2024-03-23 22:25:55 INFO lr: 4.9670e-05 - loss: 0.0015 - UP: 84.39% UR: 65.83% UF: 73.96% P: 84.36% R: 65.81% F: 73.94%
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+ 2024-03-23 22:26:09 INFO lr: 4.9660e-05 - loss: 0.0014 - UP: 85.19% UR: 69.47% UF: 76.53% P: 85.12% R: 69.41% F: 76.47%
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+ 2024-03-23 22:26:22 INFO lr: 4.9650e-05 - loss: 0.0014 - UP: 86.41% UR: 68.80% UF: 76.61% P: 86.37% R: 68.77% F: 76.57%
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+ 2024-03-23 22:26:42 INFO lr: 4.9640e-05 - loss: 0.0008 - UP: 85.92% UR: 69.58% UF: 76.89% P: 85.91% R: 69.58% F: 76.89%
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+ 2024-03-23 22:26:43 INFO dev: loss: nan - UP: 55.75% UR: 39.14% UF: 45.99% P: 54.13% R: 38.00% F: 44.66%
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+ 2024-03-23 22:26:55 INFO lr: 4.9630e-05 - loss: 0.0042 - UP: 86.71% UR: 71.18% UF: 78.18% P: 86.70% R: 71.17% F: 78.17%
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+ 2024-03-23 22:26:56 INFO dev: loss: nan - UP: 55.47% UR: 38.20% UF: 45.24% P: 53.82% R: 37.06% F: 43.90%
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+ 2024-03-23 22:27:08 INFO lr: 4.9620e-05 - loss: 0.0012 - UP: 87.49% UR: 71.29% UF: 78.57% P: 87.47% R: 71.28% F: 78.55%
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+ 2024-03-23 22:27:11 INFO test: loss: nan - UP: 57.06% UR: 32.26% UF: 41.22% P: 54.45% R: 30.78% F: 39.33%
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+ 2024-03-23 22:27:22 INFO lr: 4.9610e-05 - loss: 0.0040 - UP: 86.73% UR: 72.00% UF: 78.69% P: 86.71% R: 71.98% F: 78.66%
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+ 2024-03-23 22:27:36 INFO lr: 4.9600e-05 - loss: 0.0086 - UP: 87.68% UR: 74.11% UF: 80.33% P: 87.67% R: 74.10% F: 80.31%
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+ 2024-03-23 22:27:37 INFO dev: loss: nan - UP: 58.58% UR: 36.77% UF: 45.18% P: 56.89% R: 35.71% F: 43.88%
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+ 2024-03-23 22:27:39 INFO test: loss: nan - UP: 56.13% UR: 35.69% UF: 43.63% P: 53.61% R: 34.08% F: 41.67%
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+ 2024-03-23 22:27:50 INFO dev: loss: nan - UP: 57.06% UR: 38.66% UF: 46.09% P: 55.67% R: 37.71% F: 44.97%
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+ 2024-03-23 22:27:52 INFO test: loss: nan - UP: 53.84% UR: 36.89% UF: 43.78% P: 51.77% R: 35.47% F: 42.10%
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+ 2024-03-23 22:28:30 INFO dev: loss: nan - UP: 58.51% UR: 39.96% UF: 47.49% P: 56.95% R: 38.90% F: 46.22%
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+ 2024-03-23 22:29:35 INFO lr: 4.9510e-05 - loss: 0.0029 - UP: 83.30% UR: 64.89% UF: 72.95% P: 83.03% R: 64.68% F: 72.72%
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+ 2024-03-23 22:29:38 INFO test: loss: nan - UP: 62.56% UR: 31.99% UF: 42.33% P: 60.41% R: 30.89% F: 40.88%
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+ 2024-03-23 22:29:49 INFO lr: 4.9500e-05 - loss: 0.0077 - UP: 87.55% UR: 72.24% UF: 79.16% P: 87.37% R: 72.09% F: 79.00%
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+ 2024-03-23 22:30:03 INFO dev: loss: nan - UP: 57.82% UR: 38.13% UF: 45.95% P: 56.50% R: 37.26% F: 44.90%
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+ 2024-03-23 22:30:05 INFO test: loss: nan - UP: 58.25% UR: 35.73% UF: 44.29% P: 56.36% R: 34.57% F: 42.85%
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+ 2024-03-23 22:30:16 INFO lr: 4.9480e-05 - loss: 0.0027 - UP: 85.44% UR: 69.24% UF: 76.49% P: 85.18% R: 69.03% F: 76.26%
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+ 2024-03-23 22:30:17 INFO dev: loss: nan - UP: 55.20% UR: 38.32% UF: 45.24% P: 53.36% R: 37.04% F: 43.73%
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+ 2024-03-23 22:30:19 INFO test: loss: nan - UP: 49.47% UR: 32.64% UF: 39.33% P: 47.10% R: 31.08% F: 37.45%
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+ 2024-03-23 22:30:29 INFO lr: 4.9470e-05 - loss: 0.0030 - UP: 87.48% UR: 72.12% UF: 79.06% P: 87.16% R: 71.85% F: 78.77%
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+ 2024-03-23 22:30:43 INFO lr: 4.9460e-05 - loss: 0.0101 - UP: 80.42% UR: 60.72% UF: 69.19% P: 80.01% R: 60.40% F: 68.84%
389
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+ 2024-03-23 22:30:57 INFO lr: 4.9450e-05 - loss: 0.0043 - UP: 83.96% UR: 66.52% UF: 74.23% P: 83.65% R: 66.27% F: 73.95%
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+ 2024-03-23 22:31:00 INFO test: loss: nan - UP: 45.57% UR: 39.13% UF: 42.11% P: 43.73% R: 37.54% F: 40.40%
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+ 2024-03-23 22:31:00 INFO 0:00:13.463439s elapsed
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+ 2024-03-23 22:31:10 INFO lr: 4.9440e-05 - loss: 0.0017 - UP: 86.34% UR: 68.81% UF: 76.58% P: 85.93% R: 68.48% F: 76.22%
401
+ 2024-03-23 22:31:12 INFO dev: loss: nan - UP: 61.50% UR: 34.24% UF: 43.99% P: 60.07% R: 33.44% F: 42.96%
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+ 2024-03-23 22:31:13 INFO test: loss: nan - UP: 56.41% UR: 30.30% UF: 39.42% P: 54.52% R: 29.28% F: 38.10%
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+ 2024-03-23 22:31:13 INFO 0:00:13.493542s elapsed
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+ 2024-03-23 22:31:13 INFO Epoch 57 / 5000:
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+ 2024-03-23 22:31:24 INFO lr: 4.9430e-05 - loss: 0.0016 - UP: 84.21% UR: 69.84% UF: 76.36% P: 83.91% R: 69.59% F: 76.08%
407
+ 2024-03-23 22:31:25 INFO dev: loss: nan - UP: 49.26% UR: 46.12% UF: 47.64% P: 47.95% R: 44.89% F: 46.37%
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+ 2024-03-23 22:31:27 INFO test: loss: nan - UP: 43.24% UR: 42.09% UF: 42.66% P: 41.42% R: 40.31% F: 40.86%
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+ 2024-03-23 22:31:27 INFO 0:00:13.520481s elapsed
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+ 2024-03-23 22:31:27 INFO Epoch 58 / 5000:
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+ 2024-03-23 22:31:37 INFO lr: 4.9420e-05 - loss: 0.0064 - UP: 87.98% UR: 73.76% UF: 80.25% P: 87.85% R: 73.66% F: 80.13%
413
+ 2024-03-23 22:31:39 INFO dev: loss: nan - UP: 51.48% UR: 44.43% UF: 47.70% P: 49.66% R: 42.86% F: 46.01%
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+ 2024-03-23 22:31:40 INFO test: loss: nan - UP: 45.49% UR: 39.45% UF: 42.25% P: 43.27% R: 37.52% F: 40.19%
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+ 2024-03-23 22:31:40 INFO 0:00:13.533199s elapsed
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+ 2024-03-23 22:31:51 INFO lr: 4.9410e-05 - loss: 0.0027 - UP: 87.79% UR: 75.30% UF: 81.07% P: 87.68% R: 75.21% F: 80.97%
419
+ 2024-03-23 22:31:52 INFO dev: loss: nan - UP: 55.29% UR: 39.50% UF: 46.08% P: 53.53% R: 38.25% F: 44.62%
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+ 2024-03-23 22:31:54 INFO test: loss: nan - UP: 49.75% UR: 36.02% UF: 41.79% P: 47.97% R: 34.73% F: 40.29%
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+ 2024-03-23 22:31:54 INFO 0:00:13.542996s elapsed
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+ 2024-03-23 22:31:54 INFO Epoch 60 / 5000:
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+ 2024-03-23 22:32:05 INFO lr: 4.9400e-05 - loss: 0.0020 - UP: 87.44% UR: 73.84% UF: 80.06% P: 87.37% R: 73.78% F: 80.00%
425
+ 2024-03-23 22:32:06 INFO dev: loss: nan - UP: 53.46% UR: 42.55% UF: 47.38% P: 52.13% R: 41.48% F: 46.20%
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+ 2024-03-23 22:32:08 INFO test: loss: nan - UP: 43.53% UR: 36.40% UF: 39.65% P: 41.49% R: 34.69% F: 37.79%
427
+ 2024-03-23 22:32:08 INFO 0:00:14.138025s elapsed
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+ 2024-03-23 22:32:08 INFO Epoch 61 / 5000:
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+ 2024-03-23 22:32:18 INFO lr: 4.9390e-05 - loss: 0.0069 - UP: 87.26% UR: 72.97% UF: 79.48% P: 87.12% R: 72.85% F: 79.35%
431
+ 2024-03-23 22:32:20 INFO dev: loss: nan - UP: 60.07% UR: 36.97% UF: 45.77% P: 58.50% R: 36.00% F: 44.57%
432
+ 2024-03-23 22:32:21 INFO test: loss: nan - UP: 48.41% UR: 31.84% UF: 38.41% P: 46.13% R: 30.34% F: 36.60%
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+ 2024-03-23 22:32:21 INFO 0:00:13.344135s elapsed
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+ 2024-03-23 22:32:21 INFO Epoch 62 / 5000:
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+ 2024-03-23 22:32:32 INFO lr: 4.9380e-05 - loss: 0.0019 - UP: 87.15% UR: 75.92% UF: 81.15% P: 87.12% R: 75.89% F: 81.12%
437
+ 2024-03-23 22:32:33 INFO dev: loss: nan - UP: 62.44% UR: 41.17% UF: 49.62% P: 61.12% R: 40.30% F: 48.57%
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+ 2024-03-23 22:32:35 INFO test: loss: nan - UP: 50.56% UR: 34.48% UF: 41.00% P: 48.54% R: 33.11% F: 39.37%
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+ 2024-03-23 22:32:41 INFO 0:00:13.373528s elapsed (saved)
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+ 2024-03-23 22:32:41 INFO Epoch 63 / 5000:
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+ 2024-03-23 22:32:51 INFO lr: 4.9370e-05 - loss: 0.0011 - UP: 90.87% UR: 80.58% UF: 85.41% P: 90.82% R: 80.53% F: 85.37%
443
+ 2024-03-23 22:32:52 INFO dev: loss: nan - UP: 70.93% UR: 28.29% UF: 40.45% P: 69.17% R: 27.59% F: 39.45%
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+ 2024-03-23 22:32:54 INFO test: loss: nan - UP: 60.42% UR: 25.06% UF: 35.42% P: 57.67% R: 23.92% F: 33.81%
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+ 2024-03-23 22:32:54 INFO 0:00:12.853203s elapsed
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+ 2024-03-23 22:32:54 INFO Epoch 64 / 5000:
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+ 2024-03-23 22:33:04 INFO lr: 4.9360e-05 - loss: 0.0030 - UP: 89.99% UR: 78.60% UF: 83.91% P: 89.94% R: 78.56% F: 83.87%
449
+ 2024-03-23 22:33:05 INFO dev: loss: nan - UP: 57.30% UR: 44.94% UF: 50.37% P: 55.58% R: 43.59% F: 48.86%
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+ 2024-03-23 22:33:07 INFO test: loss: nan - UP: 47.53% UR: 38.56% UF: 42.58% P: 45.47% R: 36.89% F: 40.73%
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+ 2024-03-23 22:33:14 INFO 0:00:13.028679s elapsed (saved)
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+ 2024-03-23 22:33:14 INFO Epoch 65 / 5000:
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+ 2024-03-23 22:33:24 INFO lr: 4.9350e-05 - loss: 0.0019 - UP: 90.23% UR: 83.45% UF: 86.71% P: 90.22% R: 83.44% F: 86.70%
455
+ 2024-03-23 22:33:25 INFO dev: loss: nan - UP: 67.09% UR: 35.56% UF: 46.49% P: 65.36% R: 34.65% F: 45.29%
456
+ 2024-03-23 22:33:26 INFO test: loss: nan - UP: 59.14% UR: 30.28% UF: 40.05% P: 56.21% R: 28.78% F: 38.07%
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+ 2024-03-23 22:33:26 INFO 0:00:12.855915s elapsed
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+ 2024-03-23 22:33:26 INFO Epoch 66 / 5000:
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+ 2024-03-23 22:33:37 INFO lr: 4.9340e-05 - loss: 0.0004 - UP: 91.55% UR: 80.84% UF: 85.86% P: 91.52% R: 80.81% F: 85.84%
461
+ 2024-03-23 22:33:38 INFO dev: loss: nan - UP: 60.29% UR: 30.71% UF: 40.69% P: 58.35% R: 29.72% F: 39.38%
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+ 2024-03-23 22:33:40 INFO test: loss: nan - UP: 56.85% UR: 29.09% UF: 38.49% P: 53.92% R: 27.59% F: 36.51%
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+ 2024-03-23 22:33:40 INFO 0:00:13.189367s elapsed
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+ 2024-03-23 22:33:40 INFO Epoch 67 / 5000:
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+ 2024-03-23 22:33:51 INFO lr: 4.9330e-05 - loss: 0.0033 - UP: 89.52% UR: 76.53% UF: 82.51% P: 89.48% R: 76.50% F: 82.48%
467
+ 2024-03-23 22:33:52 INFO dev: loss: nan - UP: 63.94% UR: 41.29% UF: 50.18% P: 62.21% R: 40.18% F: 48.83%
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+ 2024-03-23 22:33:54 INFO test: loss: nan - UP: 53.20% UR: 35.16% UF: 42.34% P: 50.64% R: 33.47% F: 40.30%
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+ 2024-03-23 22:33:54 INFO 0:00:13.882833s elapsed
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+ 2024-03-23 22:33:54 INFO Epoch 68 / 5000:
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+ 2024-03-23 22:34:04 INFO lr: 4.9320e-05 - loss: 0.0014 - UP: 90.77% UR: 81.12% UF: 85.67% P: 90.74% R: 81.10% F: 85.65%
473
+ 2024-03-23 22:34:06 INFO dev: loss: nan - UP: 60.18% UR: 43.85% UF: 50.73% P: 58.75% R: 42.81% F: 49.53%
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+ 2024-03-23 22:34:07 INFO test: loss: nan - UP: 52.23% UR: 37.40% UF: 43.59% P: 50.01% R: 35.81% F: 41.74%
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+ 2024-03-23 22:34:14 INFO 0:00:13.580462s elapsed (saved)
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+ 2024-03-23 22:34:14 INFO Epoch 69 / 5000:
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+ 2024-03-23 22:34:24 INFO lr: 4.9310e-05 - loss: 0.0030 - UP: 91.53% UR: 82.58% UF: 86.83% P: 91.51% R: 82.57% F: 86.81%
479
+ 2024-03-23 22:34:25 INFO dev: loss: nan - UP: 52.89% UR: 49.79% UF: 51.29% P: 51.27% R: 48.27% F: 49.73%
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+ 2024-03-23 22:34:26 INFO test: loss: nan - UP: 47.75% UR: 44.83% UF: 46.25% P: 45.54% R: 42.76% F: 44.11%
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+ 2024-03-23 22:34:33 INFO 0:00:12.842544s elapsed (saved)
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+ 2024-03-23 22:34:33 INFO Epoch 70 / 5000:
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+ 2024-03-23 22:34:43 INFO lr: 4.9300e-05 - loss: 0.0002 - UP: 92.84% UR: 86.43% UF: 89.52% P: 92.83% R: 86.42% F: 89.51%
485
+ 2024-03-23 22:34:45 INFO dev: loss: nan - UP: 60.38% UR: 45.47% UF: 51.87% P: 58.52% R: 44.07% F: 50.28%
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+ 2024-03-23 22:34:46 INFO test: loss: nan - UP: 51.50% UR: 37.82% UF: 43.61% P: 48.96% R: 35.96% F: 41.47%
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+ 2024-03-23 22:34:53 INFO 0:00:12.793664s elapsed (saved)
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+ 2024-03-23 22:34:53 INFO Epoch 71 / 5000:
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+ 2024-03-23 22:35:03 INFO lr: 4.9290e-05 - loss: 0.0016 - UP: 92.80% UR: 85.97% UF: 89.25% P: 92.80% R: 85.97% F: 89.25%
491
+ 2024-03-23 22:35:04 INFO dev: loss: nan - UP: 58.37% UR: 46.61% UF: 51.83% P: 56.85% R: 45.40% F: 50.48%
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+ 2024-03-23 22:35:06 INFO test: loss: nan - UP: 51.15% UR: 40.74% UF: 45.35% P: 49.16% R: 39.15% F: 43.59%
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+ 2024-03-23 22:35:13 INFO 0:00:12.837835s elapsed (saved)
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+ 2024-03-23 22:35:23 INFO lr: 4.9280e-05 - loss: 0.0010 - UP: 94.07% UR: 88.20% UF: 91.04% P: 94.07% R: 88.20% F: 91.04%
497
+ 2024-03-23 22:35:24 INFO dev: loss: nan - UP: 58.59% UR: 47.55% UF: 52.49% P: 56.77% R: 46.07% F: 50.87%
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+ 2024-03-23 22:35:25 INFO test: loss: nan - UP: 50.14% UR: 40.86% UF: 45.03% P: 48.02% R: 39.13% F: 43.12%
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+ 2024-03-23 22:35:32 INFO 0:00:12.820220s elapsed (saved)
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+ 2024-03-23 22:35:32 INFO Epoch 73 / 5000:
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+ 2024-03-23 22:35:42 INFO lr: 4.9270e-05 - loss: 0.0012 - UP: 93.24% UR: 87.94% UF: 90.51% P: 93.21% R: 87.91% F: 90.48%
503
+ 2024-03-23 22:35:43 INFO dev: loss: nan - UP: 61.21% UR: 43.39% UF: 50.78% P: 59.41% R: 42.11% F: 49.29%
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+ 2024-03-23 22:35:45 INFO test: loss: nan - UP: 53.74% UR: 38.26% UF: 44.70% P: 51.48% R: 36.66% F: 42.82%
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+ 2024-03-23 22:35:45 INFO 0:00:12.818359s elapsed
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+ 2024-03-23 22:35:45 INFO Epoch 74 / 5000:
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+ 2024-03-23 22:35:55 INFO lr: 4.9260e-05 - loss: 0.0006 - UP: 93.37% UR: 88.46% UF: 90.85% P: 93.37% R: 88.46% F: 90.85%
509
+ 2024-03-23 22:35:57 INFO dev: loss: nan - UP: 60.55% UR: 41.82% UF: 49.47% P: 58.73% R: 40.57% F: 47.99%
510
+ 2024-03-23 22:35:58 INFO test: loss: nan - UP: 54.52% UR: 37.33% UF: 44.32% P: 52.18% R: 35.73% F: 42.41%
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+ 2024-03-23 22:35:58 INFO 0:00:13.132555s elapsed
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+ 2024-03-23 22:35:58 INFO Epoch 75 / 5000:
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+ 2024-03-23 22:36:09 INFO lr: 4.9250e-05 - loss: 0.0013 - UP: 94.44% UR: 88.86% UF: 91.57% P: 94.42% R: 88.84% F: 91.55%
515
+ 2024-03-23 22:36:10 INFO dev: loss: nan - UP: 61.83% UR: 41.60% UF: 49.74% P: 59.93% R: 40.32% F: 48.21%
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+ 2024-03-23 22:36:12 INFO test: loss: nan - UP: 56.21% UR: 37.48% UF: 44.97% P: 53.42% R: 35.62% F: 42.74%
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+ 2024-03-23 22:36:12 INFO 0:00:13.910848s elapsed
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+ 2024-03-23 22:36:23 INFO lr: 4.9240e-05 - loss: 0.0001 - UP: 94.53% UR: 89.93% UF: 92.17% P: 94.52% R: 89.92% F: 92.17%
521
+ 2024-03-23 22:36:24 INFO dev: loss: nan - UP: 59.92% UR: 40.49% UF: 48.33% P: 58.06% R: 39.24% F: 46.83%
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+ 2024-03-23 22:36:26 INFO test: loss: nan - UP: 55.42% UR: 37.38% UF: 44.64% P: 52.79% R: 35.60% F: 42.52%
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+ 2024-03-23 22:36:26 INFO 0:00:13.883525s elapsed
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+ 2024-03-23 22:36:37 INFO lr: 4.9230e-05 - loss: 0.0012 - UP: 93.90% UR: 87.83% UF: 90.76% P: 93.89% R: 87.82% F: 90.75%
527
+ 2024-03-23 22:36:38 INFO dev: loss: nan - UP: 58.68% UR: 44.12% UF: 50.37% P: 57.10% R: 42.93% F: 49.01%
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+ 2024-03-23 22:36:39 INFO test: loss: nan - UP: 53.64% UR: 40.33% UF: 46.04% P: 51.36% R: 38.62% F: 44.09%
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+ 2024-03-23 22:36:39 INFO 0:00:13.451302s elapsed
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+ 2024-03-23 22:36:50 INFO lr: 4.9220e-05 - loss: 0.0020 - UP: 94.52% UR: 91.09% UF: 92.77% P: 94.50% R: 91.07% F: 92.76%
533
+ 2024-03-23 22:36:51 INFO dev: loss: nan - UP: 59.89% UR: 41.41% UF: 48.96% P: 58.21% R: 40.25% F: 47.59%
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+ 2024-03-23 22:36:53 INFO test: loss: nan - UP: 54.66% UR: 37.14% UF: 44.23% P: 52.15% R: 35.43% F: 42.19%
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+ 2024-03-23 22:36:53 INFO 0:00:13.312448s elapsed
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+ 2024-03-23 22:37:03 INFO lr: 4.9210e-05 - loss: 0.0015 - UP: 95.33% UR: 90.46% UF: 92.83% P: 95.33% R: 90.46% F: 92.83%
539
+ 2024-03-23 22:37:04 INFO dev: loss: nan - UP: 58.80% UR: 43.25% UF: 49.84% P: 57.06% R: 41.97% F: 48.36%
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+ 2024-03-23 22:37:06 INFO test: loss: nan - UP: 53.50% UR: 38.47% UF: 44.76% P: 51.15% R: 36.78% F: 42.79%
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+ 2024-03-23 22:37:06 INFO 0:00:13.244598s elapsed
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+ 2024-03-23 22:37:16 INFO lr: 4.9200e-05 - loss: 0.0022 - UP: 95.36% UR: 91.36% UF: 93.31% P: 95.36% R: 91.36% F: 93.31%
545
+ 2024-03-23 22:37:18 INFO dev: loss: nan - UP: 63.25% UR: 39.91% UF: 48.94% P: 61.45% R: 38.78% F: 47.55%
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+ 2024-03-23 22:37:19 INFO test: loss: nan - UP: 57.25% UR: 35.77% UF: 44.03% P: 54.85% R: 34.27% F: 42.18%
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+ 2024-03-23 22:37:19 INFO 0:00:13.229567s elapsed
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+ 2024-03-23 22:37:30 INFO lr: 4.9190e-05 - loss: 0.0007 - UP: 95.31% UR: 92.36% UF: 93.81% P: 95.31% R: 92.36% F: 93.81%
551
+ 2024-03-23 22:37:31 INFO dev: loss: nan - UP: 59.04% UR: 45.04% UF: 51.10% P: 57.36% R: 43.75% F: 49.64%
552
+ 2024-03-23 22:37:32 INFO test: loss: nan - UP: 54.01% UR: 40.44% UF: 46.25% P: 51.66% R: 38.69% F: 44.24%
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557
+ 2024-03-23 22:37:44 INFO dev: loss: nan - UP: 60.84% UR: 42.11% UF: 49.77% P: 58.99% R: 40.83% F: 48.26%
558
+ 2024-03-23 22:37:46 INFO test: loss: nan - UP: 54.17% UR: 37.99% UF: 44.66% P: 51.55% R: 36.15% F: 42.50%
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+ 2024-03-23 22:37:46 INFO 0:00:13.216130s elapsed
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+ 2024-03-23 22:37:56 INFO lr: 4.9170e-05 - loss: 0.0017 - UP: 95.73% UR: 91.86% UF: 93.75% P: 95.70% R: 91.82% F: 93.72%
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+ 2024-03-23 22:37:57 INFO dev: loss: nan - UP: 61.76% UR: 41.17% UF: 49.41% P: 59.91% R: 39.94% F: 47.93%
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+ 2024-03-23 22:37:59 INFO test: loss: nan - UP: 55.94% UR: 36.00% UF: 43.81% P: 53.68% R: 34.54% F: 42.04%
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+ 2024-03-23 22:37:59 INFO 0:00:13.229415s elapsed
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+ 2024-03-23 22:38:09 INFO lr: 4.9160e-05 - loss: 0.0002 - UP: 94.96% UR: 91.65% UF: 93.27% P: 94.96% R: 91.65% F: 93.27%
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+ 2024-03-23 22:38:10 INFO dev: loss: nan - UP: 60.74% UR: 43.03% UF: 50.37% P: 58.83% R: 41.68% F: 48.79%
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+ 2024-03-23 22:38:12 INFO test: loss: nan - UP: 55.44% UR: 39.43% UF: 46.08% P: 53.09% R: 37.76% F: 44.13%
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+ 2024-03-23 22:38:12 INFO 0:00:13.221426s elapsed
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+ 2024-03-23 22:38:24 INFO dev: loss: nan - UP: 60.17% UR: 43.30% UF: 50.36% P: 58.43% R: 42.04% F: 48.90%
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+ 2024-03-23 22:38:25 INFO test: loss: nan - UP: 55.64% UR: 39.49% UF: 46.19% P: 53.29% R: 37.82% F: 44.24%
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+ 2024-03-23 22:38:25 INFO 0:00:13.269680s elapsed
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+ 2024-03-23 22:38:36 INFO lr: 4.9140e-05 - loss: 0.0024 - UP: 95.85% UR: 92.33% UF: 94.06% P: 95.85% R: 92.33% F: 94.06%
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+ 2024-03-23 22:38:37 INFO dev: loss: nan - UP: 61.31% UR: 41.73% UF: 49.65% P: 59.53% R: 40.52% F: 48.22%
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+ 2024-03-23 22:38:39 INFO test: loss: nan - UP: 57.14% UR: 36.34% UF: 44.43% P: 54.65% R: 34.76% F: 42.49%
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+ 2024-03-23 22:38:39 INFO 0:00:13.340716s elapsed
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+ 2024-03-23 22:38:49 INFO lr: 4.9130e-05 - loss: 0.0004 - UP: 95.59% UR: 92.75% UF: 94.15% P: 95.58% R: 92.74% F: 94.14%
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+ 2024-03-23 22:38:50 INFO dev: loss: nan - UP: 63.96% UR: 38.03% UF: 47.70% P: 62.21% R: 36.99% F: 46.39%
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+ 2024-03-23 22:38:52 INFO test: loss: nan - UP: 59.46% UR: 35.14% UF: 44.17% P: 56.99% R: 33.68% F: 42.34%
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+ 2024-03-23 22:38:52 INFO 0:00:13.375705s elapsed
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+ 2024-03-23 22:39:03 INFO lr: 4.9120e-05 - loss: 0.0011 - UP: 95.97% UR: 93.17% UF: 94.55% P: 95.96% R: 93.16% F: 94.54%
593
+ 2024-03-23 22:39:04 INFO dev: loss: nan - UP: 61.62% UR: 43.25% UF: 50.82% P: 60.03% R: 42.14% F: 49.52%
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+ 2024-03-23 22:39:05 INFO test: loss: nan - UP: 55.77% UR: 40.14% UF: 46.68% P: 53.62% R: 38.60% F: 44.89%
595
+ 2024-03-23 22:39:05 INFO 0:00:13.481303s elapsed
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+ 2024-03-23 22:39:16 INFO lr: 4.9110e-05 - loss: 0.0003 - UP: 96.33% UR: 93.62% UF: 94.95% P: 96.31% R: 93.60% F: 94.93%
599
+ 2024-03-23 22:39:18 INFO dev: loss: nan - UP: 59.62% UR: 44.41% UF: 50.90% P: 58.45% R: 43.54% F: 49.90%
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+ 2024-03-23 22:39:19 INFO test: loss: nan - UP: 53.92% UR: 42.02% UF: 47.23% P: 51.83% R: 40.40% F: 45.40%
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+ 2024-03-23 22:39:19 INFO 0:00:13.733753s elapsed
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+ 2024-03-23 22:39:30 INFO lr: 4.9100e-05 - loss: 0.0012 - UP: 96.15% UR: 93.82% UF: 94.97% P: 96.15% R: 93.82% F: 94.97%
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+ 2024-03-23 22:39:31 INFO dev: loss: nan - UP: 59.81% UR: 42.57% UF: 49.74% P: 58.42% R: 41.58% F: 48.58%
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+ 2024-03-23 22:39:33 INFO test: loss: nan - UP: 54.83% UR: 39.49% UF: 45.91% P: 52.80% R: 38.03% F: 44.22%
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+ 2024-03-23 22:39:33 INFO 0:00:13.554289s elapsed
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+
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+ 2024-03-23 22:39:44 INFO lr: 4.9090e-05 - loss: 0.0000 - UP: 96.21% UR: 94.32% UF: 95.25% P: 96.20% R: 94.31% F: 95.25%
611
+ 2024-03-23 22:39:45 INFO dev: loss: nan - UP: 70.67% UR: 29.69% UF: 41.82% P: 69.01% R: 28.99% F: 40.83%
612
+ 2024-03-23 22:39:46 INFO test: loss: nan - UP: 67.23% UR: 27.04% UF: 38.57% P: 64.18% R: 25.82% F: 36.82%
613
+ 2024-03-23 22:39:46 INFO 0:00:13.669560s elapsed
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+ 2024-03-23 22:39:57 INFO lr: 4.9080e-05 - loss: 0.0012 - UP: 94.63% UR: 90.85% UF: 92.70% P: 94.62% R: 90.84% F: 92.69%
617
+ 2024-03-23 22:39:58 INFO dev: loss: nan - UP: 62.07% UR: 38.90% UF: 47.82% P: 60.87% R: 38.15% F: 46.90%
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+ 2024-03-23 22:40:00 INFO test: loss: nan - UP: 57.98% UR: 36.32% UF: 44.66% P: 55.99% R: 35.07% F: 43.13%
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+ 2024-03-23 22:40:00 INFO 0:00:13.472310s elapsed
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+ 2024-03-23 22:40:11 INFO lr: 4.9070e-05 - loss: 0.0002 - UP: 96.05% UR: 93.45% UF: 94.73% P: 96.05% R: 93.45% F: 94.73%
623
+ 2024-03-23 22:40:12 INFO dev: loss: nan - UP: 62.01% UR: 39.24% UF: 48.06% P: 60.56% R: 38.32% F: 46.94%
624
+ 2024-03-23 22:40:13 INFO test: loss: nan - UP: 57.27% UR: 36.11% UF: 44.29% P: 55.06% R: 34.71% F: 42.58%
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+ 2024-03-23 22:40:13 INFO 0:00:13.510720s elapsed
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+ 2024-03-23 22:40:24 INFO lr: 4.9060e-05 - loss: 0.0011 - UP: 95.57% UR: 93.84% UF: 94.70% P: 95.57% R: 93.84% F: 94.70%
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+ 2024-03-23 22:40:25 INFO dev: loss: nan - UP: 58.50% UR: 43.32% UF: 49.78% P: 56.90% R: 42.14% F: 48.42%
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+ 2024-03-23 22:40:27 INFO test: loss: nan - UP: 54.47% UR: 41.35% UF: 47.01% P: 52.24% R: 39.66% F: 45.09%
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+ 2024-03-23 22:40:27 INFO 0:00:13.535999s elapsed
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+
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+ 2024-03-23 22:40:38 INFO lr: 4.9050e-05 - loss: 0.0002 - UP: 96.44% UR: 92.18% UF: 94.26% P: 96.41% R: 92.16% F: 94.24%
635
+ 2024-03-23 22:40:39 INFO dev: loss: nan - UP: 56.10% UR: 47.33% UF: 51.34% P: 54.61% R: 46.07% F: 49.98%
636
+ 2024-03-23 22:40:40 INFO test: loss: nan - UP: 53.11% UR: 45.30% UF: 48.89% P: 51.25% R: 43.71% F: 47.18%
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+ 2024-03-23 22:40:40 INFO 0:00:13.485231s elapsed
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+ 2024-03-23 22:40:51 INFO lr: 4.9040e-05 - loss: 0.0000 - UP: 96.38% UR: 93.15% UF: 94.74% P: 96.37% R: 93.15% F: 94.73%
641
+ 2024-03-23 22:40:52 INFO dev: loss: nan - UP: 58.11% UR: 44.94% UF: 50.68% P: 56.29% R: 43.54% F: 49.10%
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+ 2024-03-23 22:40:54 INFO test: loss: nan - UP: 54.06% UR: 41.33% UF: 46.84% P: 51.77% R: 39.57% F: 44.86%
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+ 2024-03-23 22:40:54 INFO 0:00:13.489625s elapsed
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+ 2024-03-23 22:41:05 INFO lr: 4.9030e-05 - loss: 0.0001 - UP: 96.54% UR: 94.43% UF: 95.47% P: 96.54% R: 94.43% F: 95.47%
647
+ 2024-03-23 22:41:06 INFO dev: loss: nan - UP: 61.13% UR: 44.00% UF: 51.17% P: 59.42% R: 42.76% F: 49.73%
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+ 2024-03-23 22:41:07 INFO test: loss: nan - UP: 55.09% UR: 40.38% UF: 46.60% P: 52.81% R: 38.71% F: 44.67%
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+ 2024-03-23 22:41:07 INFO 0:00:13.473135s elapsed
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+ 2024-03-23 22:41:18 INFO lr: 4.9020e-05 - loss: 0.0000 - UP: 96.96% UR: 94.10% UF: 95.51% P: 96.96% R: 94.10% F: 95.51%
653
+ 2024-03-23 22:41:19 INFO dev: loss: nan - UP: 60.38% UR: 44.41% UF: 51.18% P: 58.61% R: 43.10% F: 49.67%
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+ 2024-03-23 22:41:21 INFO test: loss: nan - UP: 55.43% UR: 41.07% UF: 47.18% P: 53.12% R: 39.36% F: 45.22%
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+ 2024-03-23 22:41:21 INFO 0:00:13.421800s elapsed
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+ 2024-03-23 22:41:31 INFO lr: 4.9010e-05 - loss: 0.0009 - UP: 96.68% UR: 94.78% UF: 95.72% P: 96.68% R: 94.78% F: 95.72%
659
+ 2024-03-23 22:41:33 INFO dev: loss: nan - UP: 60.76% UR: 41.87% UF: 49.58% P: 58.80% R: 40.52% F: 47.98%
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+ 2024-03-23 22:41:34 INFO test: loss: nan - UP: 57.29% UR: 39.17% UF: 46.53% P: 54.82% R: 37.48% F: 44.52%
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+ 2024-03-23 22:41:34 INFO 0:00:13.435424s elapsed
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+ 2024-03-23 22:41:45 INFO lr: 4.9000e-05 - loss: 0.0006 - UP: 96.41% UR: 95.33% UF: 95.87% P: 96.41% R: 95.33% F: 95.87%
665
+ 2024-03-23 22:41:46 INFO dev: loss: nan - UP: 62.85% UR: 37.57% UF: 47.03% P: 60.91% R: 36.41% F: 45.58%
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+ 2024-03-23 22:41:48 INFO test: loss: nan - UP: 58.60% UR: 34.78% UF: 43.65% P: 55.78% R: 33.11% F: 41.55%
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+ 2024-03-23 22:41:48 INFO 0:00:13.380627s elapsed
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+ 2024-03-23 22:41:58 INFO lr: 4.8990e-05 - loss: 0.0013 - UP: 94.83% UR: 93.17% UF: 94.00% P: 94.83% R: 93.17% F: 94.00%
671
+ 2024-03-23 22:41:59 INFO dev: loss: nan - UP: 50.91% UR: 49.46% UF: 50.17% P: 49.19% R: 47.79% F: 48.48%
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+ 2024-03-23 22:42:01 INFO test: loss: nan - UP: 45.80% UR: 42.83% UF: 44.26% P: 44.06% R: 41.20% F: 42.58%
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+ 2024-03-23 22:42:01 INFO 0:00:13.398474s elapsed
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+ 2024-03-23 22:42:12 INFO lr: 4.8980e-05 - loss: 0.0050 - UP: 88.25% UR: 86.44% UF: 87.34% P: 87.84% R: 86.05% F: 86.93%
677
+ 2024-03-23 22:42:13 INFO dev: loss: nan - UP: 46.25% UR: 25.76% UF: 33.09% P: 41.43% R: 23.07% F: 29.64%
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+ 2024-03-23 22:42:14 INFO test: loss: nan - UP: 40.05% UR: 25.65% UF: 31.27% P: 35.99% R: 23.05% F: 28.10%
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+ 2024-03-23 22:42:14 INFO 0:00:13.408972s elapsed
680
+
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+ 2024-03-23 22:42:23 INFO Epoch 72 saved
682
+ 2024-03-23 22:42:23 INFO dev: UP: 58.59% UR: 47.55% UF: 52.49% P: 56.77% R: 46.07% F: 50.87%
683
+ 2024-03-23 22:42:23 INFO test: UP: 50.14% UR: 40.86% UF: 45.03% P: 48.02% R: 39.13% F: 43.12%
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+ 2024-03-23 22:42:23 INFO 0:22:39.764871s elapsed, 0:00:13.331028s/epoch
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1
+ 2024-03-23 21:55:08 INFO
2
+ ---------------------+-------------------------------
3
+ Param | Value
4
+ ---------------------+-------------------------------
5
+ lr | 5e-05
6
+ mu | 0.9
7
+ nu | 0.999
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+ eps | 1e-06
9
+ weight_decay | 0.0
10
+ lr_rate | 1
11
+ patience | 30
12
+ update-steps | 1
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+ warmup | 0.0
14
+ batch_size | 3000
15
+ update_steps | 1
16
+ mode | train
17
+ path | /home/marvin/structured-sentiment-analysis-bis/models/mpqa/sdp_byKNNi6_desc/80/model_vi_mpqa_xlm_9
18
+ device | 0
19
+ seed | 1
20
+ threads | 16
21
+ local_rank | -1
22
+ feat | None
23
+ build | True
24
+ checkpoint | False
25
+ encoder | bert
26
+ max_len | None
27
+ buckets | 32
28
+ train | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/mpqa/head_final/sdp_byKNNi6_desc/80/train.conllu
29
+ dev | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/mpqa/head_final/sdp_byKNNi6_desc/80/dev.conllu
30
+ test | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/mpqa/head_final/sdp/test.conllu
31
+ embed | data/glove.6B.100d.txt
32
+ unk | unk
33
+ n_embed | 100
34
+ n_embed_proj | 125
35
+ bert | xlm-roberta-base
36
+ inference | mfvi
37
+ ---------------------+-------------------------------
38
+
39
+ 2024-03-23 21:55:08 INFO Building the fields
40
+ 2024-03-23 21:55:10 INFO CoNLL(
41
+ (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
42
+ (labels): ChartField()
43
+ )
44
+ 2024-03-23 21:55:10 INFO Building the model
45
+ 2024-03-23 21:55:12 INFO VISemanticDependencyModel(
46
+ (encoder): TransformerEmbedding(xlm-roberta-base, n_layers=4, n_out=768, stride=256, pooling=mean, pad_index=1, requires_grad=True)
47
+ (encoder_dropout): Dropout(p=0.33, inplace=False)
48
+ (edge_mlp_d): MLP(n_in=768, n_out=600, dropout=0.25)
49
+ (edge_mlp_h): MLP(n_in=768, n_out=600, dropout=0.25)
50
+ (label_mlp_d): MLP(n_in=768, n_out=600, dropout=0.33)
51
+ (label_mlp_h): MLP(n_in=768, n_out=600, dropout=0.33)
52
+ (edge_attn): Biaffine(n_in=600, bias_x=True, bias_y=True)
53
+ (label_attn): Biaffine(n_in=600, n_out=5, bias_x=True, bias_y=True)
54
+ (criterion): CrossEntropyLoss()
55
+ (pair_mlp_d): MLP(n_in=768, n_out=150, dropout=0.25)
56
+ (pair_mlp_h): MLP(n_in=768, n_out=150, dropout=0.25)
57
+ (pair_mlp_g): MLP(n_in=768, n_out=150, dropout=0.25)
58
+ (sib_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
59
+ (cop_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
60
+ (grd_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
61
+ (inference): SemanticDependencyMFVI(max_iter=3)
62
+ )
63
+
64
+ 2024-03-23 21:55:12 INFO Loading the data
65
+ 2024-03-23 21:55:20 INFO
66
+ train: Dataset(n_sentences=4697, n_batches=49, n_buckets=32)
67
+ dev: Dataset(n_sentences=1649, n_batches=32, n_buckets=32)
68
+ test: Dataset(n_sentences=2112, n_batches=34, n_buckets=32)
69
+
70
+ 2024-03-23 21:55:20 INFO Epoch 1 / 5000:
71
+ 2024-03-23 21:55:32 INFO lr: 4.9990e-05 - loss: 0.0521 - UP: 0.16% UR: 0.54% UF: 0.25% P: 0.05% R: 0.16% F: 0.07%
72
+ 2024-03-23 21:55:33 INFO dev: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
73
+ 2024-03-23 21:55:34 INFO test: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
74
+ 2024-03-23 21:55:34 INFO 0:00:13.907151s elapsed
75
+
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+ 2024-03-23 21:55:45 INFO lr: 4.9980e-05 - loss: 0.0472 - UP: 16.29% UR: 0.36% UF: 0.71% P: 13.03% R: 0.29% F: 0.57%
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+ 2024-03-23 21:55:58 INFO lr: 4.9970e-05 - loss: 0.0456 - UP: 36.87% UR: 2.12% UF: 4.00% P: 33.59% R: 1.93% F: 3.65%
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+ 2024-03-23 21:57:11 INFO dev: loss: nan - UP: 59.87% UR: 10.78% UF: 18.26% P: 56.91% R: 10.24% F: 17.36%
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+ 2024-03-23 21:57:30 INFO lr: 4.9920e-05 - loss: 0.0291 - UP: 60.01% UR: 13.64% UF: 22.23% P: 59.24% R: 13.47% F: 21.95%
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+ 2024-03-23 21:57:31 INFO dev: loss: nan - UP: 56.02% UR: 13.26% UF: 21.45% P: 54.08% R: 12.81% F: 20.71%
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+ 2024-03-23 21:57:51 INFO lr: 4.9910e-05 - loss: 0.0140 - UP: 62.97% UR: 17.20% UF: 27.02% P: 62.23% R: 17.00% F: 26.70%
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+ 2024-03-23 21:57:52 INFO dev: loss: nan - UP: 48.49% UR: 23.73% UF: 31.86% P: 47.60% R: 23.29% F: 31.28%
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+ 2024-03-23 21:57:53 INFO test: loss: nan - UP: 42.60% UR: 23.79% UF: 30.53% P: 40.82% R: 22.80% F: 29.26%
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+ 2024-03-23 21:58:00 INFO 0:00:13.254602s elapsed (saved)
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+ 2024-03-23 21:58:11 INFO lr: 4.9900e-05 - loss: 0.0261 - UP: 59.18% UR: 16.93% UF: 26.32% P: 58.53% R: 16.74% F: 26.03%
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+ 2024-03-23 21:58:12 INFO dev: loss: nan - UP: 62.65% UR: 14.06% UF: 22.97% P: 61.79% R: 13.87% F: 22.65%
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+ 2024-03-23 21:58:14 INFO test: loss: nan - UP: 56.59% UR: 14.60% UF: 23.21% P: 54.38% R: 14.03% F: 22.30%
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+ 2024-03-23 21:58:24 INFO lr: 4.9890e-05 - loss: 0.0165 - UP: 65.01% UR: 24.86% UF: 35.96% P: 64.68% R: 24.74% F: 35.79%
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+ 2024-03-23 21:58:26 INFO dev: loss: nan - UP: 69.99% UR: 12.56% UF: 21.30% P: 68.10% R: 12.23% F: 20.73%
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+ 2024-03-23 21:58:39 INFO lr: 4.9880e-05 - loss: 0.0127 - UP: 67.80% UR: 31.11% UF: 42.65% P: 67.55% R: 31.00% F: 42.49%
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+ 2024-03-23 21:58:40 INFO dev: loss: nan - UP: 64.67% UR: 15.87% UF: 25.49% P: 63.19% R: 15.51% F: 24.91%
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+ 2024-03-23 21:58:42 INFO 0:00:14.600044s elapsed
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+ 2024-03-23 21:58:53 INFO lr: 4.9870e-05 - loss: 0.0082 - UP: 69.57% UR: 33.09% UF: 44.85% P: 69.41% R: 33.02% F: 44.75%
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+ 2024-03-23 21:58:54 INFO dev: loss: nan - UP: 62.32% UR: 21.14% UF: 31.57% P: 60.97% R: 20.68% F: 30.89%
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+ 2024-03-23 21:58:56 INFO test: loss: nan - UP: 55.81% UR: 22.42% UF: 31.99% P: 53.39% R: 21.45% F: 30.60%
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+ 2024-03-23 21:59:07 INFO lr: 4.9860e-05 - loss: 0.0041 - UP: 73.61% UR: 39.33% UF: 51.27% P: 73.45% R: 39.25% F: 51.16%
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+ 2024-03-23 21:59:08 INFO dev: loss: nan - UP: 60.78% UR: 25.20% UF: 35.63% P: 59.32% R: 24.60% F: 34.77%
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+ 2024-03-23 21:59:17 INFO 0:00:14.053187s elapsed (saved)
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+ 2024-03-23 21:59:27 INFO lr: 4.9850e-05 - loss: 0.0076 - UP: 76.09% UR: 45.23% UF: 56.73% P: 76.01% R: 45.17% F: 56.67%
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+ 2024-03-23 21:59:29 INFO dev: loss: nan - UP: 63.09% UR: 26.31% UF: 37.14% P: 61.47% R: 25.63% F: 36.18%
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+ 2024-03-23 21:59:30 INFO test: loss: nan - UP: 55.23% UR: 25.99% UF: 35.34% P: 52.54% R: 24.72% F: 33.62%
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+ 2024-03-23 21:59:37 INFO 0:00:13.232905s elapsed (saved)
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+ 2024-03-23 21:59:48 INFO lr: 4.9840e-05 - loss: 0.0080 - UP: 72.22% UR: 39.34% UF: 50.94% P: 72.11% R: 39.28% F: 50.86%
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+ 2024-03-23 21:59:49 INFO dev: loss: nan - UP: 45.76% UR: 35.06% UF: 39.70% P: 44.47% R: 34.07% F: 38.58%
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+ 2024-03-23 21:59:50 INFO test: loss: nan - UP: 43.91% UR: 37.48% UF: 40.44% P: 42.08% R: 35.92% F: 38.76%
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+ 2024-03-23 21:59:57 INFO 0:00:13.229337s elapsed (saved)
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+ 2024-03-23 22:00:08 INFO lr: 4.9830e-05 - loss: 0.0087 - UP: 71.18% UR: 38.34% UF: 49.84% P: 70.88% R: 38.18% F: 49.63%
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+ 2024-03-23 22:00:09 INFO dev: loss: nan - UP: 55.20% UR: 30.25% UF: 39.08% P: 53.70% R: 29.43% F: 38.02%
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+ 2024-03-23 22:00:10 INFO test: loss: nan - UP: 52.36% UR: 30.76% UF: 38.75% P: 50.27% R: 29.54% F: 37.21%
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+ 2024-03-23 22:00:10 INFO 0:00:13.266799s elapsed
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+ 2024-03-23 22:00:21 INFO lr: 4.9820e-05 - loss: 0.0088 - UP: 77.23% UR: 44.93% UF: 56.81% P: 77.12% R: 44.86% F: 56.73%
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+ 2024-03-23 22:00:22 INFO dev: loss: nan - UP: 52.14% UR: 31.24% UF: 39.07% P: 51.45% R: 30.83% F: 38.56%
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+ 2024-03-23 22:00:24 INFO test: loss: nan - UP: 48.64% UR: 31.78% UF: 38.44% P: 47.38% R: 30.95% F: 37.44%
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+ 2024-03-23 22:00:24 INFO 0:00:13.528902s elapsed
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+ 2024-03-23 22:00:36 INFO lr: 4.9810e-05 - loss: 0.0055 - UP: 78.11% UR: 51.55% UF: 62.11% P: 77.99% R: 51.47% F: 62.01%
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+ 2024-03-23 22:00:37 INFO dev: loss: nan - UP: 54.57% UR: 36.10% UF: 43.45% P: 52.99% R: 35.06% F: 42.20%
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+ 2024-03-23 22:00:38 INFO test: loss: nan - UP: 47.94% UR: 33.38% UF: 39.36% P: 45.69% R: 31.82% F: 37.51%
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+ 2024-03-23 22:00:45 INFO 0:00:14.527826s elapsed (saved)
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+ 2024-03-23 22:00:55 INFO lr: 4.9800e-05 - loss: 0.0030 - UP: 79.33% UR: 55.01% UF: 64.97% P: 79.28% R: 54.98% F: 64.93%
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+ 2024-03-23 22:00:57 INFO dev: loss: nan - UP: 55.33% UR: 31.34% UF: 40.01% P: 53.46% R: 30.27% F: 38.65%
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+ 2024-03-23 22:00:58 INFO test: loss: nan - UP: 52.50% UR: 31.95% UF: 39.72% P: 50.31% R: 30.61% F: 38.07%
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+ 2024-03-23 22:00:58 INFO 0:00:13.319463s elapsed
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+ 2024-03-23 22:01:09 INFO lr: 4.9790e-05 - loss: 0.0030 - UP: 80.90% UR: 59.84% UF: 68.79% P: 80.82% R: 59.78% F: 68.73%
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+ 2024-03-23 22:01:10 INFO dev: loss: nan - UP: 64.54% UR: 26.70% UF: 37.77% P: 63.08% R: 26.09% F: 36.92%
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+ 2024-03-23 22:01:12 INFO test: loss: nan - UP: 59.13% UR: 27.02% UF: 37.09% P: 56.54% R: 25.84% F: 35.47%
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+ 2024-03-23 22:01:12 INFO 0:00:13.549630s elapsed
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+ 2024-03-23 22:01:23 INFO lr: 4.9780e-05 - loss: 0.0052 - UP: 82.31% UR: 62.85% UF: 71.28% P: 82.28% R: 62.82% F: 71.25%
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+ 2024-03-23 22:01:24 INFO dev: loss: nan - UP: 67.41% UR: 25.49% UF: 36.99% P: 65.81% R: 24.89% F: 36.12%
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+ 2024-03-23 22:01:26 INFO test: loss: nan - UP: 61.70% UR: 24.23% UF: 34.80% P: 59.17% R: 23.24% F: 33.37%
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+ 2024-03-23 22:01:26 INFO 0:00:14.486537s elapsed
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+ 2024-03-23 22:01:38 INFO lr: 4.9770e-05 - loss: 0.0095 - UP: 83.27% UR: 62.95% UF: 71.69% P: 83.24% R: 62.93% F: 71.67%
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+ 2024-03-23 22:01:39 INFO dev: loss: nan - UP: 56.42% UR: 38.75% UF: 45.95% P: 55.01% R: 37.79% F: 44.80%
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+ 2024-03-23 22:01:41 INFO test: loss: nan - UP: 50.14% UR: 37.40% UF: 42.84% P: 48.36% R: 36.07% F: 41.32%
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+ 2024-03-23 22:01:47 INFO 0:00:14.466375s elapsed (saved)
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+ 2024-03-23 22:01:58 INFO lr: 4.9760e-05 - loss: 0.0132 - UP: 83.47% UR: 63.57% UF: 72.18% P: 83.43% R: 63.53% F: 72.13%
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+ 2024-03-23 22:01:59 INFO dev: loss: nan - UP: 56.31% UR: 39.57% UF: 46.48% P: 54.69% R: 38.44% F: 45.15%
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+ 2024-03-23 22:02:00 INFO test: loss: nan - UP: 50.96% UR: 35.50% UF: 41.84% P: 48.92% R: 34.08% F: 40.17%
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+ 2024-03-23 22:02:07 INFO 0:00:13.303443s elapsed (saved)
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+ 2024-03-23 22:02:18 INFO lr: 4.9750e-05 - loss: 0.0001 - UP: 81.27% UR: 61.61% UF: 70.09% P: 81.13% R: 61.51% F: 69.97%
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+ 2024-03-23 22:02:19 INFO dev: loss: nan - UP: 51.13% UR: 40.93% UF: 45.46% P: 49.65% R: 39.74% F: 44.15%
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+ 2024-03-23 22:02:20 INFO test: loss: nan - UP: 44.52% UR: 38.60% UF: 41.35% P: 42.86% R: 37.16% F: 39.81%
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+ 2024-03-23 22:02:20 INFO 0:00:13.274084s elapsed
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+ 2024-03-23 22:02:31 INFO lr: 4.9740e-05 - loss: 0.0033 - UP: 78.41% UR: 58.48% UF: 67.00% P: 78.18% R: 58.32% F: 66.80%
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+ 2024-03-23 22:02:32 INFO dev: loss: nan - UP: 45.54% UR: 26.99% UF: 33.89% P: 44.64% R: 26.46% F: 33.22%
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+ 2024-03-23 22:02:34 INFO test: loss: nan - UP: 39.49% UR: 25.67% UF: 31.11% P: 38.58% R: 25.08% F: 30.40%
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+ 2024-03-23 22:02:34 INFO 0:00:13.527677s elapsed
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+ 2024-03-23 22:02:46 INFO lr: 4.9730e-05 - loss: 0.0085 - UP: 81.06% UR: 55.67% UF: 66.01% P: 80.82% R: 55.50% F: 65.81%
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+ 2024-03-23 22:02:47 INFO dev: loss: nan - UP: 58.40% UR: 35.95% UF: 44.50% P: 55.93% R: 34.43% F: 42.62%
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+ 2024-03-23 22:02:49 INFO test: loss: nan - UP: 53.84% UR: 32.85% UF: 40.81% P: 50.80% R: 31.00% F: 38.50%
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+ 2024-03-23 22:03:00 INFO lr: 4.9720e-05 - loss: 0.0023 - UP: 83.21% UR: 61.60% UF: 70.79% P: 83.02% R: 61.45% F: 70.63%
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+ 2024-03-23 22:03:01 INFO dev: loss: nan - UP: 58.03% UR: 41.19% UF: 48.18% P: 56.19% R: 39.89% F: 46.66%
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+ 2024-03-23 22:03:03 INFO test: loss: nan - UP: 51.12% UR: 37.71% UF: 43.40% P: 48.85% R: 36.04% F: 41.48%
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+ 2024-03-23 22:03:09 INFO 0:00:13.903423s elapsed (saved)
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+ 2024-03-23 22:03:19 INFO lr: 4.9710e-05 - loss: 0.0768 - UP: 85.13% UR: 67.90% UF: 75.54% P: 85.00% R: 67.79% F: 75.43%
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+ 2024-03-23 22:03:21 INFO dev: loss: nan - UP: 57.19% UR: 38.73% UF: 46.18% P: 55.30% R: 37.45% F: 44.66%
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+ 2024-03-23 22:03:22 INFO test: loss: nan - UP: 51.87% UR: 36.40% UF: 42.78% P: 49.46% R: 34.71% F: 40.79%
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+ 2024-03-23 22:03:22 INFO 0:00:13.277465s elapsed
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+ 2024-03-23 22:03:33 INFO lr: 4.9700e-05 - loss: 0.0016 - UP: 85.38% UR: 68.61% UF: 76.08% P: 85.33% R: 68.57% F: 76.04%
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+ 2024-03-23 22:03:34 INFO dev: loss: nan - UP: 62.28% UR: 35.90% UF: 45.55% P: 60.65% R: 34.96% F: 44.35%
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+ 2024-03-23 22:03:36 INFO test: loss: nan - UP: 55.28% UR: 33.93% UF: 42.05% P: 53.08% R: 32.58% F: 40.38%
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+ 2024-03-23 22:03:47 INFO lr: 4.9690e-05 - loss: 0.0025 - UP: 86.11% UR: 71.55% UF: 78.16% P: 85.96% R: 71.42% F: 78.02%
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+ 2024-03-23 22:03:48 INFO dev: loss: nan - UP: 55.79% UR: 40.95% UF: 47.23% P: 54.34% R: 39.89% F: 46.01%
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+ 2024-03-23 22:03:50 INFO test: loss: nan - UP: 52.05% UR: 40.25% UF: 45.39% P: 50.36% R: 38.94% F: 43.92%
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+ 2024-03-23 22:04:01 INFO lr: 4.9680e-05 - loss: 0.0032 - UP: 85.41% UR: 71.70% UF: 77.96% P: 85.35% R: 71.65% F: 77.90%
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+ 2024-03-23 22:04:02 INFO dev: loss: nan - UP: 56.61% UR: 41.05% UF: 47.59% P: 54.95% R: 39.84% F: 46.19%
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+ 2024-03-23 22:04:04 INFO test: loss: nan - UP: 51.82% UR: 38.50% UF: 44.18% P: 49.54% R: 36.81% F: 42.24%
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+ 2024-03-23 22:04:15 INFO lr: 4.9670e-05 - loss: 0.0359 - UP: 85.84% UR: 69.88% UF: 77.04% P: 85.77% R: 69.82% F: 76.98%
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+ 2024-03-23 22:04:16 INFO dev: loss: nan - UP: 59.10% UR: 40.64% UF: 48.16% P: 57.87% R: 39.79% F: 47.16%
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+ 2024-03-23 22:04:18 INFO test: loss: nan - UP: 54.10% UR: 36.53% UF: 43.61% P: 52.13% R: 35.20% F: 42.02%
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+ 2024-03-23 22:06:25 INFO lr: 4.9590e-05 - loss: 0.0024 - UP: 77.46% UR: 46.70% UF: 58.27% P: 77.23% R: 46.57% F: 58.10%
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+ 2024-03-23 22:06:26 INFO dev: loss: nan - UP: 49.98% UR: 40.01% UF: 44.44% P: 48.08% R: 38.49% F: 42.75%
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+ 2024-03-23 22:06:39 INFO lr: 4.9580e-05 - loss: 0.0271 - UP: 80.90% UR: 59.43% UF: 68.52% P: 80.57% R: 59.18% F: 68.24%
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+ 2024-03-23 22:06:40 INFO dev: loss: nan - UP: 55.63% UR: 34.24% UF: 42.39% P: 53.83% R: 33.12% F: 41.01%
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+ 2024-03-23 22:06:41 INFO test: loss: nan - UP: 52.31% UR: 31.86% UF: 39.60% P: 49.84% R: 30.36% F: 37.74%
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+ 2024-03-23 22:06:55 INFO 0:00:13.697290s elapsed
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+ 2024-03-23 22:07:06 INFO lr: 4.9560e-05 - loss: 0.0058 - UP: 79.69% UR: 59.64% UF: 68.22% P: 79.56% R: 59.54% F: 68.11%
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+ 2024-03-23 22:07:07 INFO dev: loss: nan - UP: 63.96% UR: 27.95% UF: 38.90% P: 62.24% R: 27.20% F: 37.86%
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+ 2024-03-23 22:07:20 INFO lr: 4.9550e-05 - loss: 0.0058 - UP: 86.90% UR: 70.63% UF: 77.92% P: 86.85% R: 70.58% F: 77.88%
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+ 2024-03-23 22:07:21 INFO dev: loss: nan - UP: 54.12% UR: 45.59% UF: 49.49% P: 52.74% R: 44.43% F: 48.23%
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+ 2024-03-23 22:07:35 INFO dev: loss: nan - UP: 52.06% UR: 46.17% UF: 48.94% P: 50.67% R: 44.94% F: 47.63%
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+ 2024-03-23 22:07:36 INFO 0:00:13.676919s elapsed
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+ 2024-03-23 22:07:50 INFO 0:00:13.700872s elapsed
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+ 2024-03-23 22:08:01 INFO lr: 4.9520e-05 - loss: 0.0022 - UP: 90.15% UR: 81.12% UF: 85.40% P: 90.15% R: 81.12% F: 85.40%
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+ 2024-03-23 22:08:02 INFO dev: loss: nan - UP: 59.31% UR: 39.79% UF: 47.63% P: 57.90% R: 38.85% F: 46.50%
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+ 2024-03-23 22:08:04 INFO test: loss: nan - UP: 54.98% UR: 38.03% UF: 44.96% P: 52.81% R: 36.53% F: 43.19%
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+ 2024-03-23 22:08:04 INFO 0:00:13.718812s elapsed
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+ 2024-03-23 22:08:14 INFO lr: 4.9510e-05 - loss: 0.0013 - UP: 90.46% UR: 81.50% UF: 85.75% P: 90.37% R: 81.42% F: 85.66%
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+ 2024-03-23 22:08:16 INFO dev: loss: nan - UP: 58.07% UR: 37.13% UF: 45.30% P: 56.03% R: 35.83% F: 43.71%
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+ 2024-03-23 22:08:17 INFO test: loss: nan - UP: 54.45% UR: 35.52% UF: 42.99% P: 51.86% R: 33.83% F: 40.95%
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+ 2024-03-23 22:08:17 INFO 0:00:13.685024s elapsed
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+ 2024-03-23 22:08:28 INFO lr: 4.9500e-05 - loss: 0.0006 - UP: 89.45% UR: 80.21% UF: 84.58% P: 89.36% R: 80.12% F: 84.49%
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+ 2024-03-23 22:08:29 INFO dev: loss: nan - UP: 60.97% UR: 35.06% UF: 44.52% P: 58.91% R: 33.87% F: 43.01%
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+ 2024-03-23 22:08:31 INFO test: loss: nan - UP: 56.77% UR: 33.59% UF: 42.21% P: 54.23% R: 32.09% F: 40.32%
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+ 2024-03-23 22:08:31 INFO 0:00:13.771978s elapsed
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+ 2024-03-23 22:08:42 INFO lr: 4.9490e-05 - loss: 0.0009 - UP: 90.58% UR: 80.91% UF: 85.47% P: 90.56% R: 80.89% F: 85.45%
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+ 2024-03-23 22:08:43 INFO dev: loss: nan - UP: 53.63% UR: 44.96% UF: 48.92% P: 52.31% R: 43.85% F: 47.71%
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+ 2024-03-23 22:08:45 INFO test: loss: nan - UP: 49.69% UR: 41.12% UF: 45.00% P: 47.78% R: 39.53% F: 43.27%
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+ 2024-03-23 22:08:45 INFO 0:00:13.848273s elapsed
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+ 2024-03-23 22:08:56 INFO lr: 4.9480e-05 - loss: 0.0011 - UP: 91.60% UR: 84.24% UF: 87.77% P: 91.58% R: 84.22% F: 87.74%
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+ 2024-03-23 22:08:57 INFO dev: loss: nan - UP: 54.28% UR: 45.66% UF: 49.60% P: 52.81% R: 44.43% F: 48.26%
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+ 2024-03-23 22:08:59 INFO test: loss: nan - UP: 48.88% UR: 40.55% UF: 44.32% P: 46.77% R: 38.79% F: 42.41%
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+ 2024-03-23 22:09:05 INFO 0:00:14.002391s elapsed (saved)
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+ 2024-03-23 22:09:16 INFO lr: 4.9470e-05 - loss: 0.0012 - UP: 92.27% UR: 84.12% UF: 88.01% P: 92.27% R: 84.11% F: 88.00%
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+ 2024-03-23 22:09:17 INFO dev: loss: nan - UP: 57.85% UR: 42.81% UF: 49.21% P: 56.51% R: 41.82% F: 48.07%
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+ 2024-03-23 22:09:19 INFO test: loss: nan - UP: 53.24% UR: 39.07% UF: 45.06% P: 51.05% R: 37.46% F: 43.21%
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+ 2024-03-23 22:09:19 INFO 0:00:13.316773s elapsed
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+ 2024-03-23 22:09:30 INFO lr: 4.9460e-05 - loss: 0.0027 - UP: 93.21% UR: 86.70% UF: 89.84% P: 93.20% R: 86.68% F: 89.82%
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+ 2024-03-23 22:09:31 INFO dev: loss: nan - UP: 55.83% UR: 45.35% UF: 50.05% P: 54.25% R: 44.07% F: 48.63%
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+ 2024-03-23 22:09:32 INFO test: loss: nan - UP: 52.49% UR: 41.35% UF: 46.26% P: 50.46% R: 39.74% F: 44.46%
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+ 2024-03-23 22:09:39 INFO 0:00:13.544511s elapsed (saved)
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+ 2024-03-23 22:09:50 INFO lr: 4.9450e-05 - loss: 0.0045 - UP: 93.10% UR: 86.95% UF: 89.92% P: 93.10% R: 86.94% F: 89.91%
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+ 2024-03-23 22:09:51 INFO dev: loss: nan - UP: 56.54% UR: 46.15% UF: 50.82% P: 55.00% R: 44.89% F: 49.43%
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+ 2024-03-23 22:09:52 INFO test: loss: nan - UP: 51.93% UR: 41.75% UF: 46.29% P: 49.88% R: 40.10% F: 44.46%
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+ 2024-03-23 22:09:59 INFO 0:00:13.345973s elapsed (saved)
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+ 2024-03-23 22:10:10 INFO lr: 4.9440e-05 - loss: 0.0003 - UP: 93.39% UR: 87.15% UF: 90.16% P: 93.36% R: 87.13% F: 90.14%
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+ 2024-03-23 22:10:11 INFO dev: loss: nan - UP: 47.78% UR: 48.59% UF: 48.18% P: 46.38% R: 47.16% F: 46.77%
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+ 2024-03-23 22:10:13 INFO test: loss: nan - UP: 42.61% UR: 43.48% UF: 43.04% P: 40.52% R: 41.35% F: 40.93%
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+ 2024-03-23 22:10:13 INFO 0:00:13.322481s elapsed
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+ 2024-03-23 22:10:23 INFO lr: 4.9430e-05 - loss: 0.0001 - UP: 92.55% UR: 87.59% UF: 90.00% P: 92.54% R: 87.58% F: 89.99%
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+ 2024-03-23 22:10:25 INFO dev: loss: nan - UP: 56.96% UR: 43.42% UF: 49.27% P: 55.31% R: 42.16% F: 47.85%
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+ 2024-03-23 22:10:26 INFO test: loss: nan - UP: 49.84% UR: 38.47% UF: 43.42% P: 47.62% R: 36.76% F: 41.49%
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+ 2024-03-23 22:10:26 INFO 0:00:13.605024s elapsed
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+ 2024-03-23 22:10:38 INFO lr: 4.9420e-05 - loss: 0.0041 - UP: 93.30% UR: 86.90% UF: 89.99% P: 93.27% R: 86.87% F: 89.96%
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+ 2024-03-23 22:10:39 INFO dev: loss: nan - UP: 61.64% UR: 36.97% UF: 46.22% P: 59.83% R: 35.88% F: 44.86%
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+ 2024-03-23 22:10:41 INFO test: loss: nan - UP: 56.75% UR: 34.35% UF: 42.80% P: 54.24% R: 32.83% F: 40.91%
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+ 2024-03-23 22:10:41 INFO 0:00:14.408913s elapsed
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+ 2024-03-23 22:10:52 INFO lr: 4.9410e-05 - loss: 0.0008 - UP: 92.12% UR: 85.25% UF: 88.55% P: 92.05% R: 85.19% F: 88.49%
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+ 2024-03-23 22:10:54 INFO dev: loss: nan - UP: 48.91% UR: 50.76% UF: 49.82% P: 47.42% R: 49.21% F: 48.30%
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+ 2024-03-23 22:10:55 INFO test: loss: nan - UP: 44.40% UR: 46.86% UF: 45.60% P: 42.39% R: 44.75% F: 43.54%
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+ 2024-03-23 22:10:55 INFO 0:00:14.381820s elapsed
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+ 2024-03-23 22:11:06 INFO lr: 4.9400e-05 - loss: 0.0397 - UP: 92.76% UR: 87.65% UF: 90.14% P: 92.76% R: 87.65% F: 90.14%
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+ 2024-03-23 22:11:07 INFO dev: loss: nan - UP: 55.70% UR: 45.42% UF: 50.04% P: 53.90% R: 43.95% F: 48.42%
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+ 2024-03-23 22:11:09 INFO test: loss: nan - UP: 50.16% UR: 40.50% UF: 44.82% P: 47.80% R: 38.60% F: 42.71%
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+ 2024-03-23 22:11:09 INFO 0:00:13.922375s elapsed
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+ 2024-03-23 22:11:20 INFO lr: 4.9390e-05 - loss: 0.0084 - UP: 90.66% UR: 81.86% UF: 86.03% P: 90.53% R: 81.74% F: 85.91%
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+ 2024-03-23 22:11:21 INFO dev: loss: nan - UP: 51.48% UR: 41.19% UF: 45.77% P: 49.64% R: 39.72% F: 44.13%
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+ 2024-03-23 22:11:23 INFO test: loss: nan - UP: 51.93% UR: 40.84% UF: 45.72% P: 50.11% R: 39.40% F: 44.12%
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+ 2024-03-23 22:11:23 INFO 0:00:13.771854s elapsed
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+ 2024-03-23 22:11:34 INFO lr: 4.9380e-05 - loss: 0.0005 - UP: 91.19% UR: 83.03% UF: 86.92% P: 91.14% R: 82.99% F: 86.87%
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+ 2024-03-23 22:11:36 INFO test: loss: nan - UP: 50.51% UR: 43.84% UF: 46.94% P: 48.59% R: 42.17% F: 45.15%
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+ 2024-03-23 22:11:36 INFO 0:00:13.704583s elapsed
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+ 2024-03-23 22:11:47 INFO lr: 4.9370e-05 - loss: 0.0008 - UP: 90.32% UR: 80.28% UF: 85.00% P: 90.31% R: 80.27% F: 84.99%
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+ 2024-03-23 22:11:49 INFO dev: loss: nan - UP: 43.92% UR: 48.90% UF: 46.28% P: 42.10% R: 46.87% F: 44.36%
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+ 2024-03-23 22:11:50 INFO test: loss: nan - UP: 39.69% UR: 43.63% UF: 41.57% P: 37.54% R: 41.26% F: 39.31%
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+ 2024-03-23 22:12:01 INFO lr: 4.9360e-05 - loss: 0.0020 - UP: 90.43% UR: 82.88% UF: 86.49% P: 90.41% R: 82.86% F: 86.47%
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+ 2024-03-23 22:12:02 INFO dev: loss: nan - UP: 58.49% UR: 40.88% UF: 48.12% P: 56.86% R: 39.74% F: 46.79%
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+ 2024-03-23 22:12:04 INFO test: loss: nan - UP: 53.06% UR: 36.66% UF: 43.36% P: 51.22% R: 35.39% F: 41.86%
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+ 2024-03-23 22:12:04 INFO 0:00:13.658338s elapsed
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+ 2024-03-23 22:12:15 INFO lr: 4.9350e-05 - loss: 0.0031 - UP: 93.73% UR: 88.10% UF: 90.83% P: 93.68% R: 88.06% F: 90.78%
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+ 2024-03-23 22:12:28 INFO lr: 4.9340e-05 - loss: 0.0005 - UP: 93.61% UR: 87.99% UF: 90.71% P: 93.58% R: 87.96% F: 90.68%
462
+ 2024-03-23 22:12:30 INFO dev: loss: nan - UP: 48.38% UR: 49.50% UF: 48.94% P: 46.73% R: 47.81% F: 47.27%
463
+ 2024-03-23 22:12:31 INFO test: loss: nan - UP: 46.74% UR: 46.02% UF: 46.37% P: 44.98% R: 44.28% F: 44.63%
464
+ 2024-03-23 22:12:31 INFO 0:00:13.640820s elapsed
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+ 2024-03-23 22:12:31 INFO Epoch 67 / 5000:
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+ 2024-03-23 22:12:42 INFO lr: 4.9330e-05 - loss: 0.0015 - UP: 93.16% UR: 87.28% UF: 90.12% P: 93.14% R: 87.27% F: 90.11%
468
+ 2024-03-23 22:12:43 INFO dev: loss: nan - UP: 55.25% UR: 44.77% UF: 49.46% P: 53.85% R: 43.63% F: 48.20%
469
+ 2024-03-23 22:12:45 INFO test: loss: nan - UP: 53.20% UR: 43.23% UF: 47.70% P: 51.51% R: 41.86% F: 46.18%
470
+ 2024-03-23 22:12:45 INFO 0:00:13.678038s elapsed
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+ 2024-03-23 22:12:45 INFO Epoch 68 / 5000:
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+ 2024-03-23 22:12:56 INFO lr: 4.9320e-05 - loss: 0.0009 - UP: 94.44% UR: 89.74% UF: 92.03% P: 94.44% R: 89.74% F: 92.03%
474
+ 2024-03-23 22:12:57 INFO dev: loss: nan - UP: 57.30% UR: 40.23% UF: 47.27% P: 55.85% R: 39.21% F: 46.08%
475
+ 2024-03-23 22:12:58 INFO test: loss: nan - UP: 56.03% UR: 41.43% UF: 47.64% P: 54.11% R: 40.02% F: 46.01%
476
+ 2024-03-23 22:12:58 INFO 0:00:13.715079s elapsed
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+ 2024-03-23 22:12:58 INFO Epoch 69 / 5000:
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+ 2024-03-23 22:13:09 INFO lr: 4.9310e-05 - loss: 0.0026 - UP: 93.25% UR: 87.81% UF: 90.45% P: 93.24% R: 87.81% F: 90.44%
480
+ 2024-03-23 22:13:11 INFO dev: loss: nan - UP: 56.18% UR: 41.63% UF: 47.82% P: 55.36% R: 41.02% F: 47.13%
481
+ 2024-03-23 22:13:12 INFO test: loss: nan - UP: 55.18% UR: 39.85% UF: 46.28% P: 53.66% R: 38.75% F: 45.00%
482
+ 2024-03-23 22:13:12 INFO 0:00:13.750654s elapsed
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+ 2024-03-23 22:13:12 INFO Epoch 70 / 5000:
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+ 2024-03-23 22:13:23 INFO lr: 4.9300e-05 - loss: 0.0017 - UP: 88.56% UR: 82.81% UF: 85.58% P: 87.62% R: 81.93% F: 84.68%
486
+ 2024-03-23 22:13:24 INFO dev: loss: nan - UP: 53.45% UR: 38.78% UF: 44.95% P: 51.38% R: 37.28% F: 43.21%
487
+ 2024-03-23 22:13:26 INFO test: loss: nan - UP: 49.42% UR: 36.81% UF: 42.19% P: 47.15% R: 35.12% F: 40.25%
488
+ 2024-03-23 22:13:26 INFO 0:00:13.797882s elapsed
489
+
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+ 2024-03-23 22:13:26 INFO Epoch 71 / 5000:
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+ 2024-03-23 22:13:37 INFO lr: 4.9290e-05 - loss: 0.0049 - UP: 90.08% UR: 79.45% UF: 84.44% P: 89.70% R: 79.11% F: 84.07%
492
+ 2024-03-23 22:13:38 INFO dev: loss: nan - UP: 52.64% UR: 38.49% UF: 44.47% P: 50.86% R: 37.18% F: 42.96%
493
+ 2024-03-23 22:13:40 INFO test: loss: nan - UP: 51.52% UR: 37.86% UF: 43.65% P: 49.34% R: 36.26% F: 41.80%
494
+ 2024-03-23 22:13:40 INFO 0:00:13.899995s elapsed
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+ 2024-03-23 22:13:40 INFO Epoch 72 / 5000:
497
+ 2024-03-23 22:13:51 INFO lr: 4.9280e-05 - loss: 0.0016 - UP: 92.00% UR: 83.27% UF: 87.42% P: 91.91% R: 83.19% F: 87.34%
498
+ 2024-03-23 22:13:52 INFO dev: loss: nan - UP: 54.29% UR: 43.08% UF: 48.04% P: 52.53% R: 41.68% F: 46.48%
499
+ 2024-03-23 22:13:54 INFO test: loss: nan - UP: 51.38% UR: 42.53% UF: 46.54% P: 49.64% R: 41.09% F: 44.97%
500
+ 2024-03-23 22:13:54 INFO 0:00:14.186055s elapsed
501
+
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+ 2024-03-23 22:13:54 INFO Epoch 73 / 5000:
503
+ 2024-03-23 22:14:05 INFO lr: 4.9270e-05 - loss: 0.0019 - UP: 93.65% UR: 87.88% UF: 90.67% P: 93.61% R: 87.84% F: 90.63%
504
+ 2024-03-23 22:14:07 INFO dev: loss: nan - UP: 52.35% UR: 48.10% UF: 50.14% P: 50.80% R: 46.68% F: 48.65%
505
+ 2024-03-23 22:14:08 INFO test: loss: nan - UP: 49.11% UR: 43.23% UF: 45.98% P: 47.26% R: 41.60% F: 44.25%
506
+ 2024-03-23 22:14:08 INFO 0:00:14.010997s elapsed
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+ 2024-03-23 22:14:08 INFO Epoch 74 / 5000:
509
+ 2024-03-23 22:14:19 INFO lr: 4.9260e-05 - loss: 0.0123 - UP: 94.27% UR: 88.99% UF: 91.55% P: 94.14% R: 88.86% F: 91.42%
510
+ 2024-03-23 22:14:21 INFO dev: loss: nan - UP: 55.29% UR: 41.77% UF: 47.59% P: 53.69% R: 40.57% F: 46.22%
511
+ 2024-03-23 22:14:22 INFO test: loss: nan - UP: 52.26% UR: 38.90% UF: 44.60% P: 50.16% R: 37.33% F: 42.81%
512
+ 2024-03-23 22:14:22 INFO 0:00:13.972641s elapsed
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+ 2024-03-23 22:14:22 INFO Epoch 75 / 5000:
515
+ 2024-03-23 22:14:33 INFO lr: 4.9250e-05 - loss: 0.0010 - UP: 94.35% UR: 90.78% UF: 92.53% P: 94.32% R: 90.76% F: 92.51%
516
+ 2024-03-23 22:14:34 INFO dev: loss: nan - UP: 56.66% UR: 41.19% UF: 47.71% P: 55.13% R: 40.08% F: 46.42%
517
+ 2024-03-23 22:14:36 INFO test: loss: nan - UP: 54.88% UR: 38.39% UF: 45.18% P: 52.76% R: 36.91% F: 43.44%
518
+ 2024-03-23 22:14:36 INFO 0:00:13.820403s elapsed
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+ 2024-03-23 22:14:36 INFO Epoch 76 / 5000:
521
+ 2024-03-23 22:14:47 INFO lr: 4.9240e-05 - loss: 0.0005 - UP: 95.67% UR: 91.73% UF: 93.66% P: 95.65% R: 91.71% F: 93.64%
522
+ 2024-03-23 22:14:48 INFO dev: loss: nan - UP: 52.89% UR: 46.63% UF: 49.56% P: 51.44% R: 45.35% F: 48.20%
523
+ 2024-03-23 22:14:50 INFO test: loss: nan - UP: 49.58% UR: 42.13% UF: 45.55% P: 47.66% R: 40.50% F: 43.79%
524
+ 2024-03-23 22:14:50 INFO 0:00:13.830410s elapsed
525
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+ 2024-03-23 22:14:50 INFO Epoch 77 / 5000:
527
+ 2024-03-23 22:15:01 INFO lr: 4.9230e-05 - loss: 0.0011 - UP: 95.73% UR: 92.99% UF: 94.34% P: 95.72% R: 92.97% F: 94.33%
528
+ 2024-03-23 22:15:02 INFO dev: loss: nan - UP: 57.56% UR: 41.12% UF: 47.97% P: 56.14% R: 40.11% F: 46.79%
529
+ 2024-03-23 22:15:04 INFO test: loss: nan - UP: 55.45% UR: 37.38% UF: 44.65% P: 53.64% R: 36.15% F: 43.19%
530
+ 2024-03-23 22:15:04 INFO 0:00:13.767252s elapsed
531
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+ 2024-03-23 22:15:04 INFO Epoch 78 / 5000:
533
+ 2024-03-23 22:15:14 INFO lr: 4.9220e-05 - loss: 0.0031 - UP: 95.88% UR: 92.72% UF: 94.27% P: 95.87% R: 92.71% F: 94.26%
534
+ 2024-03-23 22:15:16 INFO dev: loss: nan - UP: 57.83% UR: 42.55% UF: 49.03% P: 56.29% R: 41.41% F: 47.72%
535
+ 2024-03-23 22:15:17 INFO test: loss: nan - UP: 53.44% UR: 38.26% UF: 44.59% P: 51.40% R: 36.81% F: 42.90%
536
+ 2024-03-23 22:15:17 INFO 0:00:13.736277s elapsed
537
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+ 2024-03-23 22:15:17 INFO Epoch 79 / 5000:
539
+ 2024-03-23 22:15:28 INFO lr: 4.9210e-05 - loss: 0.0009 - UP: 95.82% UR: 93.55% UF: 94.67% P: 95.81% R: 93.54% F: 94.66%
540
+ 2024-03-23 22:15:29 INFO dev: loss: nan - UP: 57.96% UR: 40.01% UF: 47.34% P: 56.46% R: 38.97% F: 46.11%
541
+ 2024-03-23 22:15:31 INFO test: loss: nan - UP: 55.28% UR: 36.04% UF: 43.64% P: 52.98% R: 34.54% F: 41.82%
542
+ 2024-03-23 22:15:31 INFO 0:00:13.737898s elapsed
543
+
544
+ 2024-03-23 22:15:31 INFO Epoch 80 / 5000:
545
+ 2024-03-23 22:15:42 INFO lr: 4.9200e-05 - loss: 0.0019 - UP: 95.42% UR: 92.14% UF: 93.75% P: 95.42% R: 92.13% F: 93.74%
546
+ 2024-03-23 22:15:43 INFO dev: loss: nan - UP: 55.31% UR: 42.76% UF: 48.24% P: 53.75% R: 41.56% F: 46.87%
547
+ 2024-03-23 22:15:45 INFO test: loss: nan - UP: 53.27% UR: 39.07% UF: 45.08% P: 51.20% R: 37.54% F: 43.32%
548
+ 2024-03-23 22:15:45 INFO 0:00:13.731904s elapsed
549
+
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+ 2024-03-23 22:15:45 INFO Epoch 81 / 5000:
551
+ 2024-03-23 22:15:56 INFO lr: 4.9190e-05 - loss: 0.0009 - UP: 95.58% UR: 93.61% UF: 94.59% P: 95.54% R: 93.57% F: 94.54%
552
+ 2024-03-23 22:15:57 INFO dev: loss: nan - UP: 54.84% UR: 44.91% UF: 49.38% P: 53.30% R: 43.66% F: 48.00%
553
+ 2024-03-23 22:15:58 INFO test: loss: nan - UP: 52.06% UR: 41.60% UF: 46.25% P: 49.87% R: 39.85% F: 44.30%
554
+ 2024-03-23 22:15:58 INFO 0:00:13.741743s elapsed
555
+
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+ 2024-03-23 22:15:58 INFO Epoch 82 / 5000:
557
+ 2024-03-23 22:16:09 INFO lr: 4.9180e-05 - loss: 0.0040 - UP: 95.58% UR: 92.36% UF: 93.94% P: 95.55% R: 92.34% F: 93.92%
558
+ 2024-03-23 22:16:11 INFO dev: loss: nan - UP: 60.66% UR: 35.68% UF: 44.93% P: 58.44% R: 34.38% F: 43.29%
559
+ 2024-03-23 22:16:12 INFO test: loss: nan - UP: 54.35% UR: 31.95% UF: 40.24% P: 51.65% R: 30.36% F: 38.24%
560
+ 2024-03-23 22:16:12 INFO 0:00:13.758127s elapsed
561
+
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+ 2024-03-23 22:16:12 INFO Epoch 83 / 5000:
563
+ 2024-03-23 22:16:23 INFO lr: 4.9170e-05 - loss: 0.0044 - UP: 89.46% UR: 82.92% UF: 86.06% P: 89.40% R: 82.86% F: 86.01%
564
+ 2024-03-23 22:16:24 INFO dev: loss: nan - UP: 46.20% UR: 50.71% UF: 48.35% P: 44.66% R: 49.02% F: 46.74%
565
+ 2024-03-23 22:16:26 INFO test: loss: nan - UP: 45.29% UR: 48.59% UF: 46.89% P: 43.56% R: 46.74% F: 45.09%
566
+ 2024-03-23 22:16:26 INFO 0:00:13.787069s elapsed
567
+
568
+ 2024-03-23 22:16:26 INFO Epoch 84 / 5000:
569
+ 2024-03-23 22:16:37 INFO lr: 4.9160e-05 - loss: 0.0003 - UP: 93.46% UR: 87.67% UF: 90.47% P: 93.42% R: 87.63% F: 90.43%
570
+ 2024-03-23 22:16:38 INFO dev: loss: nan - UP: 51.51% UR: 43.75% UF: 47.32% P: 49.86% R: 42.35% F: 45.80%
571
+ 2024-03-23 22:16:40 INFO test: loss: nan - UP: 51.48% UR: 41.79% UF: 46.13% P: 50.16% R: 40.71% F: 44.94%
572
+ 2024-03-23 22:16:40 INFO 0:00:13.851515s elapsed
573
+
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+ 2024-03-23 22:16:40 INFO Epoch 85 / 5000:
575
+ 2024-03-23 22:16:51 INFO lr: 4.9150e-05 - loss: 0.0009 - UP: 93.30% UR: 90.26% UF: 91.75% P: 93.24% R: 90.20% F: 91.70%
576
+ 2024-03-23 22:16:52 INFO dev: loss: nan - UP: 50.66% UR: 45.76% UF: 48.08% P: 48.78% R: 44.07% F: 46.31%
577
+ 2024-03-23 22:16:54 INFO test: loss: nan - UP: 50.45% UR: 44.20% UF: 47.12% P: 48.08% R: 42.13% F: 44.91%
578
+ 2024-03-23 22:16:54 INFO 0:00:13.919397s elapsed
579
+
580
+ 2024-03-23 22:17:02 INFO Epoch 55 saved
581
+ 2024-03-23 22:17:02 INFO dev: UP: 56.54% UR: 46.15% UF: 50.82% P: 55.00% R: 44.89% F: 49.43%
582
+ 2024-03-23 22:17:02 INFO test: UP: 51.93% UR: 41.75% UF: 46.29% P: 49.88% R: 40.10% F: 44.46%
583
+ 2024-03-23 22:17:02 INFO 0:19:27.441746s elapsed, 0:00:13.734609s/epoch