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SemEval-2022-Task-10
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  1. .gitattributes +3 -0
  2. models/mpqa/sdp_random/60/model_vi_mpqa_roberta_6 +1 -1
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- 2024-01-02 04:02:00 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_random/60/model_vi_mpqa_xlm_10
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- device | 1
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  inference | mfvi
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  ---------------------+-------------------------------
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- 2024-01-02 04:02:00 INFO Building the fields
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- 2024-01-02 04:02:02 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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- 2024-01-02 04:02:02 INFO Building the model
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- 2024-01-02 04:02:06 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)
@@ -61,19 +61,601 @@ inference | mfvi
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  (inference): SemanticDependencyMFVI(max_iter=3)
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  )
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- 2024-01-02 04:02:06 INFO Loading the data
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- 2024-01-02 04:02:13 INFO
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  train: Dataset(n_sentences=3522, n_batches=71, n_buckets=32)
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  dev: Dataset(n_sentences=1236, n_batches=35, n_buckets=32)
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  test: Dataset(n_sentences=2112, n_batches=47, n_buckets=32)
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- 2024-01-02 04:02:13 INFO Epoch 1 / 5000:
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- 2024-01-02 04:02:31 INFO lr: 4.9990e-05 - loss: 0.0272 - UP: 0.44% UR: 0.26% UF: 0.33% P: 0.24% R: 0.14% F: 0.18%
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- 2024-01-02 04:02:37 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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- 2024-01-02 04:02:37 INFO 0:00:23.522934s elapsed
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- 2024-01-02 04:02:37 INFO Epoch 2 / 5000:
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- 2024-01-02 04:02:54 INFO lr: 4.9980e-05 - loss: 0.0355 - UP: 13.73% UR: 0.61% UF: 1.17% P: 11.27% R: 0.50% F: 0.96%
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- 2024-01-02 04:02:56 INFO dev: loss: nan - UP: 60.80% UR: 3.84% UF: 7.23% P: 50.00% R: 3.16% F: 5.95%
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- 2024-01-02 04:02:59 INFO test: loss: nan - UP: 63.44% UR: 3.74% UF: 7.06% P: 50.54% R: 2.98% F: 5.63%
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ 2024-03-26 01:31:45 INFO
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  ---------------------+-------------------------------
3
  Param | Value
4
  ---------------------+-------------------------------
 
15
  update_steps | 1
16
  mode | train
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  path | /home/marvin/structured-sentiment-analysis-bis/models/mpqa/sdp_random/60/model_vi_mpqa_xlm_10
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+ device | 0
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  seed | 1
20
  threads | 16
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  local_rank | -1
 
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  inference | mfvi
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  ---------------------+-------------------------------
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+ 2024-03-26 01:31:45 INFO Building the fields
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+ 2024-03-26 01:31:46 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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+ 2024-03-26 01:31:46 INFO Building the model
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+ 2024-03-26 01:31:49 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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+ 2024-03-26 01:31:49 INFO Loading the data
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+ 2024-03-26 01:31:55 INFO
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  train: Dataset(n_sentences=3522, n_batches=71, n_buckets=32)
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  dev: Dataset(n_sentences=1236, n_batches=35, n_buckets=32)
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  test: Dataset(n_sentences=2112, n_batches=47, n_buckets=32)
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+ 2024-03-26 01:31:55 INFO Epoch 1 / 5000:
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+ 2024-03-26 01:32:08 INFO 0:00:12.224019s elapsed
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+ 2024-03-26 01:32:24 INFO 0:00:11.674725s elapsed (saved)
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+ 2024-03-26 01:32:54 INFO 0:00:11.778520s elapsed
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+ 2024-03-26 01:33:05 INFO dev: loss: nan - UP: 62.88% UR: 8.16% UF: 14.44% P: 58.17% R: 7.55% F: 13.36%
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+ 2024-03-26 01:33:06 INFO test: loss: nan - UP: 59.62% UR: 8.58% UF: 15.00% P: 53.74% R: 7.73% F: 13.52%
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+ 2024-03-26 01:33:12 INFO 0:00:11.744940s elapsed (saved)
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+ 2024-03-26 01:35:37 INFO 0:00:12.084525s elapsed
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+ 2024-03-26 01:36:14 INFO test: loss: nan - UP: 48.50% UR: 27.70% UF: 35.26% P: 46.06% R: 26.30% F: 33.49%
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+ 2024-03-26 01:37:48 INFO lr: 4.9750e-05 - loss: 0.0115 - UP: 78.29% UR: 55.43% UF: 64.91% P: 77.91% R: 55.16% F: 64.59%
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+ 2024-03-26 01:37:51 INFO 0:00:11.863363s elapsed
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+ 2024-03-26 01:38:18 INFO lr: 4.9730e-05 - loss: 0.0049 - UP: 83.82% UR: 65.73% UF: 73.68% P: 83.78% R: 65.69% F: 73.64%
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+ 2024-03-26 01:38:19 INFO dev: loss: nan - UP: 50.49% UR: 38.91% UF: 43.95% P: 48.67% R: 37.51% F: 42.37%
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+ 2024-03-26 01:38:37 INFO lr: 4.9720e-05 - loss: 0.0035 - UP: 85.97% UR: 70.00% UF: 77.17% P: 85.97% R: 70.00% F: 77.17%
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+ 2024-03-26 01:38:49 INFO lr: 4.9710e-05 - loss: 0.0029 - UP: 87.95% UR: 74.90% UF: 80.90% P: 87.90% R: 74.86% F: 80.86%
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+ 2024-03-26 01:38:52 INFO 0:00:11.751525s elapsed
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+ 2024-03-26 01:39:01 INFO lr: 4.9700e-05 - loss: nan - UP: 88.88% UR: 76.72% UF: 82.35% P: 88.87% R: 76.71% F: 82.34%
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+ 2024-03-26 01:39:03 INFO 0:00:11.900332s elapsed
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+ 2024-03-26 01:39:13 INFO lr: 4.9690e-05 - loss: 0.0034 - UP: 90.23% UR: 78.64% UF: 84.04% P: 90.23% R: 78.64% F: 84.04%
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+ 2024-03-26 01:39:16 INFO 0:00:12.444684s elapsed
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+ 2024-03-26 01:39:26 INFO lr: 4.9680e-05 - loss: 0.0011 - UP: 90.50% UR: 81.82% UF: 85.94% P: 90.47% R: 81.79% F: 85.91%
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+ 2024-03-26 01:39:27 INFO dev: loss: nan - UP: 56.97% UR: 33.63% UF: 42.30% P: 54.84% R: 32.38% F: 40.71%
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+ 2024-03-26 01:39:28 INFO 0:00:12.368404s elapsed
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+ 2024-03-26 01:39:38 INFO lr: 4.9670e-05 - loss: 0.0045 - UP: 90.70% UR: 81.14% UF: 85.66% P: 90.68% R: 81.12% F: 85.63%
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+ 2024-03-26 01:39:39 INFO dev: loss: nan - UP: 42.77% UR: 41.86% UF: 42.31% P: 40.68% R: 39.81% F: 40.24%
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+ 2024-03-26 01:39:40 INFO 0:00:12.190176s elapsed
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+ 2024-03-26 01:39:50 INFO lr: 4.9660e-05 - loss: 0.0025 - UP: 89.40% UR: 81.14% UF: 85.07% P: 89.39% R: 81.13% F: 85.06%
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+ 2024-03-26 01:39:53 INFO 0:00:12.197136s elapsed
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+ 2024-03-26 01:40:02 INFO lr: 4.9650e-05 - loss: nan - UP: 90.11% UR: 80.62% UF: 85.10% P: 90.11% R: 80.62% F: 85.10%
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+ 2024-03-26 01:40:03 INFO dev: loss: nan - UP: 59.78% UR: 31.62% UF: 41.36% P: 57.74% R: 30.54% F: 39.95%
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+ 2024-03-26 01:40:05 INFO 0:00:12.146905s elapsed
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+ 2024-03-26 01:40:14 INFO lr: 4.9640e-05 - loss: 0.0041 - UP: 91.77% UR: 83.76% UF: 87.58% P: 91.75% R: 83.74% F: 87.56%
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+ 2024-03-26 01:40:15 INFO dev: loss: nan - UP: 59.43% UR: 32.16% UF: 41.73% P: 56.91% R: 30.79% F: 39.96%
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+ 2024-03-26 01:40:17 INFO test: loss: nan - UP: 52.85% UR: 27.07% UF: 35.80% P: 50.87% R: 26.05% F: 34.46%
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+ 2024-03-26 01:40:17 INFO 0:00:12.079921s elapsed
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+ 2024-03-26 01:40:26 INFO lr: 4.9630e-05 - loss: nan - UP: 93.04% UR: 86.09% UF: 89.43% P: 93.03% R: 86.08% F: 89.42%
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+ 2024-03-26 01:40:27 INFO dev: loss: nan - UP: 52.01% UR: 36.79% UF: 43.10% P: 49.72% R: 35.18% F: 41.20%
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+ 2024-03-26 01:40:29 INFO 0:00:12.012119s elapsed
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+ 2024-03-26 01:40:38 INFO lr: 4.9620e-05 - loss: 0.0024 - UP: 93.05% UR: 87.02% UF: 89.93% P: 93.04% R: 87.00% F: 89.92%
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+ 2024-03-26 01:40:39 INFO dev: loss: nan - UP: 50.31% UR: 40.71% UF: 45.00% P: 48.00% R: 38.84% F: 42.94%
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+ 2024-03-26 01:40:41 INFO test: loss: nan - UP: 43.75% UR: 36.62% UF: 39.87% P: 42.16% R: 35.28% F: 38.42%
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+ 2024-03-26 01:40:47 INFO 0:00:11.959121s elapsed (saved)
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+ 2024-03-26 01:40:57 INFO lr: 4.9610e-05 - loss: 0.0000 - UP: 93.82% UR: 88.32% UF: 90.99% P: 93.79% R: 88.30% F: 90.96%
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+ 2024-03-26 01:40:57 INFO dev: loss: nan - UP: 61.34% UR: 31.98% UF: 42.04% P: 59.13% R: 30.83% F: 40.53%
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+ 2024-03-26 01:40:59 INFO test: loss: nan - UP: 55.48% UR: 29.83% UF: 38.80% P: 53.56% R: 28.80% F: 37.46%
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+ 2024-03-26 01:40:59 INFO 0:00:11.620159s elapsed
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+ 2024-03-26 01:41:08 INFO lr: 4.9600e-05 - loss: 0.0002 - UP: 94.01% UR: 89.44% UF: 91.67% P: 93.97% R: 89.41% F: 91.63%
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+ 2024-03-26 01:41:09 INFO dev: loss: nan - UP: 54.60% UR: 37.55% UF: 44.50% P: 52.19% R: 35.90% F: 42.54%
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+ 2024-03-26 01:41:11 INFO test: loss: nan - UP: 51.33% UR: 33.89% UF: 40.82% P: 49.22% R: 32.50% F: 39.14%
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+ 2024-03-26 01:41:11 INFO 0:00:11.678315s elapsed
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+ 2024-03-26 01:41:20 INFO lr: 4.9590e-05 - loss: 0.0019 - UP: 95.22% UR: 89.89% UF: 92.48% P: 95.18% R: 89.86% F: 92.44%
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+ 2024-03-26 01:41:21 INFO dev: loss: nan - UP: 57.60% UR: 32.66% UF: 41.69% P: 55.77% R: 31.62% F: 40.36%
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+ 2024-03-26 01:41:23 INFO test: loss: nan - UP: 53.47% UR: 29.98% UF: 38.42% P: 51.47% R: 28.86% F: 36.98%
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+ 2024-03-26 01:41:23 INFO 0:00:11.871285s elapsed
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+ 2024-03-26 01:41:32 INFO lr: 4.9580e-05 - loss: 0.0009 - UP: 94.12% UR: 90.26% UF: 92.15% P: 94.12% R: 90.26% F: 92.15%
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+ 2024-03-26 01:41:33 INFO dev: loss: nan - UP: 55.46% UR: 31.94% UF: 40.54% P: 53.40% R: 30.76% F: 39.03%
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+ 2024-03-26 01:41:35 INFO test: loss: nan - UP: 53.80% UR: 29.75% UF: 38.31% P: 51.78% R: 28.63% F: 36.87%
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+ 2024-03-26 01:41:35 INFO 0:00:12.690763s elapsed
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+ 2024-03-26 01:41:45 INFO lr: 4.9570e-05 - loss: 0.0016 - UP: 94.84% UR: 89.93% UF: 92.32% P: 94.82% R: 89.92% F: 92.31%
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+ 2024-03-26 01:41:46 INFO dev: loss: nan - UP: 55.54% UR: 35.47% UF: 43.29% P: 53.12% R: 33.92% F: 41.40%
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+ 2024-03-26 01:41:47 INFO test: loss: nan - UP: 49.74% UR: 30.85% UF: 38.08% P: 47.84% R: 29.66% F: 36.62%
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+ 2024-03-26 01:41:57 INFO lr: 4.9560e-05 - loss: 0.0001 - UP: 94.66% UR: 91.50% UF: 93.05% P: 94.66% R: 91.50% F: 93.05%
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+ 2024-03-26 01:41:58 INFO dev: loss: nan - UP: 60.27% UR: 27.09% UF: 37.38% P: 57.79% R: 25.98% F: 35.85%
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+ 2024-03-26 01:42:00 INFO test: loss: nan - UP: 56.20% UR: 24.34% UF: 33.97% P: 53.80% R: 23.30% F: 32.52%
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+ 2024-03-26 01:42:00 INFO 0:00:12.169664s elapsed
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+ 2024-03-26 01:42:09 INFO lr: 4.9550e-05 - loss: 0.0008 - UP: 93.34% UR: 87.67% UF: 90.41% P: 93.33% R: 87.66% F: 90.40%
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+ 2024-03-26 01:42:10 INFO dev: loss: nan - UP: 56.07% UR: 31.55% UF: 40.38% P: 53.38% R: 30.04% F: 38.45%
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+ 2024-03-26 01:42:22 INFO dev: loss: nan - UP: 54.87% UR: 37.44% UF: 44.51% P: 52.76% R: 36.00% F: 42.80%
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+ 2024-03-26 01:42:24 INFO test: loss: nan - UP: 46.04% UR: 32.52% UF: 38.11% P: 44.48% R: 31.42% F: 36.83%
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+ 2024-03-26 01:42:36 INFO test: loss: nan - UP: 45.35% UR: 30.72% UF: 36.63% P: 43.67% R: 29.58% F: 35.27%
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+ 2024-03-26 01:42:45 INFO lr: 4.9520e-05 - loss: 0.0001 - UP: 95.23% UR: 91.92% UF: 93.55% P: 95.23% R: 91.92% F: 93.55%
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+ 2024-03-26 01:42:46 INFO dev: loss: nan - UP: 54.79% UR: 38.23% UF: 45.04% P: 52.06% R: 36.33% F: 42.79%
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+ 2024-03-26 01:42:48 INFO test: loss: nan - UP: 48.21% UR: 33.95% UF: 39.85% P: 46.26% R: 32.58% F: 38.23%
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+ 2024-03-26 01:42:57 INFO lr: 4.9510e-05 - loss: 0.0008 - UP: 95.89% UR: 93.42% UF: 94.64% P: 95.88% R: 93.40% F: 94.62%
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+ 2024-03-26 01:43:16 INFO lr: 4.9500e-05 - loss: 0.0049 - UP: 90.64% UR: 81.65% UF: 85.91% P: 90.61% R: 81.63% F: 85.89%
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+ 2024-03-26 01:44:40 INFO lr: 4.9430e-05 - loss: 0.0024 - UP: 92.30% UR: 83.38% UF: 87.61% P: 92.25% R: 83.34% F: 87.57%
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+ 2024-03-26 01:44:43 INFO test: loss: nan - UP: 48.67% UR: 33.57% UF: 39.73% P: 46.86% R: 32.33% F: 38.26%
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+ 2024-03-26 01:44:52 INFO lr: 4.9420e-05 - loss: 0.0006 - UP: 93.70% UR: 87.48% UF: 90.49% P: 93.69% R: 87.47% F: 90.48%
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+ 2024-03-26 01:44:55 INFO test: loss: nan - UP: 47.12% UR: 35.43% UF: 40.45% P: 45.35% R: 34.10% F: 38.93%
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+ 2024-03-26 01:45:04 INFO lr: 4.9410e-05 - loss: 0.0018 - UP: 93.35% UR: 88.17% UF: 90.69% P: 93.34% R: 88.16% F: 90.68%
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+ 2024-03-26 01:45:05 INFO dev: loss: nan - UP: 48.02% UR: 38.27% UF: 42.59% P: 46.26% R: 36.87% F: 41.03%
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+ 2024-03-26 01:45:06 INFO test: loss: nan - UP: 43.78% UR: 35.33% UF: 39.10% P: 41.97% R: 33.87% F: 37.49%
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+ 2024-03-26 01:45:06 INFO 0:00:11.914819s elapsed
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+ 2024-03-26 01:45:16 INFO lr: 4.9400e-05 - loss: 0.0012 - UP: 94.74% UR: 89.32% UF: 91.95% P: 94.72% R: 89.31% F: 91.94%
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+ 2024-03-26 01:45:18 INFO test: loss: nan - UP: 51.62% UR: 32.73% UF: 40.06% P: 49.78% R: 31.57% F: 38.63%
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+ 2024-03-26 01:45:18 INFO 0:00:11.901236s elapsed
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+ 2024-03-26 01:45:28 INFO lr: 4.9390e-05 - loss: 0.0020 - UP: 95.69% UR: 91.79% UF: 93.70% P: 95.69% R: 91.79% F: 93.70%
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+ 2024-03-26 01:45:29 INFO dev: loss: nan - UP: 52.70% UR: 37.19% UF: 43.61% P: 50.71% R: 35.79% F: 41.96%
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+ 2024-03-26 01:45:30 INFO test: loss: nan - UP: 49.02% UR: 33.97% UF: 40.13% P: 47.32% R: 32.79% F: 38.74%
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+ 2024-03-26 01:45:30 INFO 0:00:11.897716s elapsed
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+ 2024-03-26 01:45:40 INFO lr: 4.9380e-05 - loss: 0.0006 - UP: 85.79% UR: 77.12% UF: 81.22% P: 85.63% R: 76.98% F: 81.08%
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+ 2024-03-26 01:45:41 INFO dev: loss: nan - UP: 58.13% UR: 20.80% UF: 30.64% P: 56.12% R: 20.09% F: 29.58%
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+ 2024-03-26 01:45:42 INFO test: loss: nan - UP: 60.08% UR: 19.33% UF: 29.25% P: 56.80% R: 18.28% F: 27.65%
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+ 2024-03-26 01:45:42 INFO 0:00:11.924036s elapsed
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+ 2024-03-26 01:45:52 INFO lr: 4.9370e-05 - loss: 0.0004 - UP: 88.01% UR: 75.47% UF: 81.26% P: 87.93% R: 75.40% F: 81.19%
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+ 2024-03-26 01:45:53 INFO dev: loss: nan - UP: 44.14% UR: 42.87% UF: 43.49% P: 42.66% R: 41.43% F: 42.03%
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+ 2024-03-26 01:45:54 INFO test: loss: nan - UP: 42.06% UR: 35.07% UF: 38.25% P: 40.23% R: 33.55% F: 36.59%
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+ 2024-03-26 01:45:54 INFO 0:00:11.911474s elapsed
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+ 2024-03-26 01:46:04 INFO lr: 4.9360e-05 - loss: 0.0056 - UP: 90.40% UR: 82.34% UF: 86.18% P: 90.38% R: 82.31% F: 86.16%
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+ 2024-03-26 01:46:04 INFO dev: loss: nan - UP: 50.26% UR: 34.57% UF: 40.96% P: 48.90% R: 33.63% F: 39.86%
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+ 2024-03-26 01:46:06 INFO test: loss: nan - UP: 51.08% UR: 30.95% UF: 38.55% P: 49.27% R: 29.85% F: 37.18%
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+ 2024-03-26 01:46:06 INFO 0:00:11.927150s elapsed
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+ 2024-03-26 01:46:15 INFO lr: 4.9350e-05 - loss: 0.0013 - UP: 92.39% UR: 85.32% UF: 88.71% P: 92.39% R: 85.32% F: 88.71%
456
+ 2024-03-26 01:46:16 INFO dev: loss: nan - UP: 46.24% UR: 43.80% UF: 44.99% P: 44.50% R: 42.15% F: 43.29%
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+ 2024-03-26 01:46:18 INFO test: loss: nan - UP: 43.11% UR: 36.76% UF: 39.69% P: 41.40% R: 35.31% F: 38.11%
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+ 2024-03-26 01:46:18 INFO 0:00:11.955004s elapsed
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+ 2024-03-26 01:46:18 INFO Epoch 66 / 5000:
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+ 2024-03-26 01:46:27 INFO lr: 4.9340e-05 - loss: 0.0002 - UP: 94.21% UR: 90.00% UF: 92.06% P: 94.20% R: 89.99% F: 92.05%
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+ 2024-03-26 01:46:28 INFO dev: loss: nan - UP: 56.13% UR: 31.08% UF: 40.01% P: 53.73% R: 29.75% F: 38.30%
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+ 2024-03-26 01:46:30 INFO test: loss: nan - UP: 52.40% UR: 27.72% UF: 36.26% P: 50.00% R: 26.45% F: 34.60%
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+ 2024-03-26 01:46:30 INFO 0:00:11.965848s elapsed
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+ 2024-03-26 01:46:39 INFO lr: 4.9330e-05 - loss: 0.0001 - UP: 95.12% UR: 91.37% UF: 93.21% P: 95.12% R: 91.37% F: 93.21%
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+ 2024-03-26 01:46:40 INFO dev: loss: nan - UP: 58.13% UR: 32.63% UF: 41.80% P: 56.53% R: 31.73% F: 40.64%
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+ 2024-03-26 01:46:42 INFO test: loss: nan - UP: 54.57% UR: 28.50% UF: 37.45% P: 52.51% R: 27.42% F: 36.03%
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+ 2024-03-26 01:46:42 INFO 0:00:12.020076s elapsed
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+ 2024-03-26 01:46:42 INFO Epoch 68 / 5000:
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+ 2024-03-26 01:46:52 INFO lr: 4.9320e-05 - loss: 0.0003 - UP: 96.52% UR: 93.06% UF: 94.76% P: 96.52% R: 93.06% F: 94.76%
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+ 2024-03-26 01:46:52 INFO dev: loss: nan - UP: 51.55% UR: 43.12% UF: 46.96% P: 49.79% R: 41.65% F: 45.35%
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+ 2024-03-26 01:46:54 INFO test: loss: nan - UP: 47.05% UR: 36.09% UF: 40.85% P: 45.15% R: 34.63% F: 39.20%
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+ 2024-03-26 01:47:00 INFO 0:00:12.058474s elapsed (saved)
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+ 2024-03-26 01:47:00 INFO Epoch 69 / 5000:
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+ 2024-03-26 01:47:10 INFO lr: 4.9310e-05 - loss: 0.0005 - UP: 95.36% UR: 93.27% UF: 94.31% P: 95.35% R: 93.26% F: 94.29%
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+ 2024-03-26 01:47:11 INFO dev: loss: nan - UP: 57.08% UR: 36.51% UF: 44.53% P: 55.34% R: 35.39% F: 43.17%
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+ 2024-03-26 01:47:12 INFO test: loss: nan - UP: 53.34% UR: 31.59% UF: 39.68% P: 51.09% R: 30.26% F: 38.00%
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+ 2024-03-26 01:47:12 INFO 0:00:11.662355s elapsed
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+ 2024-03-26 01:47:12 INFO Epoch 70 / 5000:
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+ 2024-03-26 01:47:21 INFO lr: 4.9300e-05 - loss: 0.0024 - UP: 96.04% UR: 93.86% UF: 94.94% P: 96.04% R: 93.86% F: 94.94%
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+ 2024-03-26 01:47:22 INFO dev: loss: nan - UP: 53.79% UR: 41.83% UF: 47.06% P: 51.62% R: 40.14% F: 45.16%
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+ 2024-03-26 01:47:24 INFO test: loss: nan - UP: 50.60% UR: 35.75% UF: 41.90% P: 48.50% R: 34.27% F: 40.16%
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+ 2024-03-26 01:47:24 INFO 0:00:11.769146s elapsed
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+ 2024-03-26 01:47:24 INFO Epoch 71 / 5000:
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+ 2024-03-26 01:47:33 INFO lr: 4.9290e-05 - loss: 0.0014 - UP: 96.57% UR: 93.69% UF: 95.11% P: 96.48% R: 93.60% F: 95.02%
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+ 2024-03-26 01:47:34 INFO dev: loss: nan - UP: 58.66% UR: 35.18% UF: 43.98% P: 56.26% R: 33.74% F: 42.18%
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+ 2024-03-26 01:47:36 INFO test: loss: nan - UP: 52.90% UR: 30.66% UF: 38.82% P: 50.86% R: 29.47% F: 37.32%
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+ 2024-03-26 01:47:36 INFO 0:00:11.977052s elapsed
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+ 2024-03-26 01:47:36 INFO Epoch 72 / 5000:
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+ 2024-03-26 01:47:46 INFO lr: 4.9280e-05 - loss: 0.0008 - UP: 95.34% UR: 92.45% UF: 93.87% P: 95.17% R: 92.28% F: 93.71%
498
+ 2024-03-26 01:47:47 INFO dev: loss: nan - UP: 55.09% UR: 38.30% UF: 45.19% P: 53.07% R: 36.90% F: 43.54%
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+ 2024-03-26 01:47:48 INFO test: loss: nan - UP: 47.18% UR: 31.69% UF: 37.92% P: 45.58% R: 30.61% F: 36.63%
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+ 2024-03-26 01:47:48 INFO 0:00:12.360901s elapsed
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+ 2024-03-26 01:47:48 INFO Epoch 73 / 5000:
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+ 2024-03-26 01:47:58 INFO lr: 4.9270e-05 - loss: 0.0020 - UP: 95.30% UR: 91.63% UF: 93.43% P: 95.22% R: 91.55% F: 93.35%
504
+ 2024-03-26 01:47:59 INFO dev: loss: nan - UP: 44.87% UR: 45.56% UF: 45.21% P: 43.42% R: 44.09% F: 43.75%
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+ 2024-03-26 01:48:00 INFO test: loss: nan - UP: 41.97% UR: 39.55% UF: 40.73% P: 40.22% R: 37.90% F: 39.03%
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+ 2024-03-26 01:48:00 INFO 0:00:12.268586s elapsed
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+ 2024-03-26 01:48:00 INFO Epoch 74 / 5000:
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+ 2024-03-26 01:48:10 INFO lr: 4.9260e-05 - loss: 0.0111 - UP: 89.01% UR: 80.38% UF: 84.47% P: 88.48% R: 79.90% F: 83.97%
510
+ 2024-03-26 01:48:11 INFO dev: loss: nan - UP: 55.15% UR: 25.76% UF: 35.12% P: 54.08% R: 25.26% F: 34.44%
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+ 2024-03-26 01:48:13 INFO test: loss: nan - UP: 50.70% UR: 25.38% UF: 33.82% P: 48.29% R: 24.17% F: 32.22%
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+ 2024-03-26 01:48:13 INFO 0:00:12.191120s elapsed
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+ 2024-03-26 01:48:13 INFO Epoch 75 / 5000:
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+ 2024-03-26 01:48:22 INFO lr: 4.9250e-05 - loss: 0.0004 - UP: 90.22% UR: 81.93% UF: 85.88% P: 89.94% R: 81.68% F: 85.61%
516
+ 2024-03-26 01:48:23 INFO dev: loss: nan - UP: 46.64% UR: 28.64% UF: 35.49% P: 45.35% R: 27.85% F: 34.51%
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+ 2024-03-26 01:48:25 INFO test: loss: nan - UP: 47.00% UR: 27.13% UF: 34.40% P: 44.99% R: 25.97% F: 32.93%
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+ 2024-03-26 01:48:25 INFO 0:00:12.153160s elapsed
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+ 2024-03-26 01:48:25 INFO Epoch 76 / 5000:
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+ 2024-03-26 01:48:34 INFO lr: 4.9240e-05 - loss: 0.0005 - UP: 89.76% UR: 80.14% UF: 84.68% P: 89.66% R: 80.05% F: 84.58%
522
+ 2024-03-26 01:48:35 INFO dev: loss: nan - UP: 51.23% UR: 36.58% UF: 42.68% P: 49.52% R: 35.36% F: 41.26%
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+ 2024-03-26 01:48:37 INFO test: loss: nan - UP: 45.91% UR: 34.25% UF: 39.23% P: 43.93% R: 32.77% F: 37.54%
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+ 2024-03-26 01:48:37 INFO 0:00:12.094678s elapsed
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+ 2024-03-26 01:48:46 INFO lr: 4.9230e-05 - loss: 0.0036 - UP: 91.23% UR: 86.66% UF: 88.89% P: 90.76% R: 86.21% F: 88.43%
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+ 2024-03-26 01:48:47 INFO dev: loss: nan - UP: 52.25% UR: 29.64% UF: 37.83% P: 50.09% R: 28.42% F: 36.27%
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+ 2024-03-26 01:48:49 INFO test: loss: nan - UP: 51.42% UR: 24.83% UF: 33.49% P: 49.67% R: 23.98% F: 32.35%
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+ 2024-03-26 01:48:49 INFO 0:00:12.058411s elapsed
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+ 2024-03-26 01:48:58 INFO lr: 4.9220e-05 - loss: 0.0026 - UP: 89.03% UR: 76.39% UF: 82.23% P: 88.83% R: 76.22% F: 82.04%
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+ 2024-03-26 01:48:59 INFO dev: loss: nan - UP: 53.36% UR: 38.27% UF: 44.57% P: 51.80% R: 37.15% F: 43.27%
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+ 2024-03-26 01:49:01 INFO test: loss: nan - UP: 48.15% UR: 35.14% UF: 40.63% P: 45.77% R: 33.40% F: 38.62%
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+ 2024-03-26 01:49:01 INFO 0:00:11.979581s elapsed
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+ 2024-03-26 01:49:10 INFO lr: 4.9210e-05 - loss: 0.0019 - UP: 90.84% UR: 84.26% UF: 87.43% P: 90.72% R: 84.15% F: 87.31%
540
+ 2024-03-26 01:49:11 INFO dev: loss: nan - UP: 53.26% UR: 34.39% UF: 41.79% P: 52.25% R: 33.74% F: 41.00%
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+ 2024-03-26 01:49:13 INFO test: loss: nan - UP: 51.26% UR: 33.17% UF: 40.28% P: 49.69% R: 32.16% F: 39.05%
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+ 2024-03-26 01:49:13 INFO 0:00:11.932285s elapsed
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+ 2024-03-26 01:49:22 INFO lr: 4.9200e-05 - loss: 0.0000 - UP: 93.46% UR: 89.17% UF: 91.27% P: 93.42% R: 89.13% F: 91.22%
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+ 2024-03-26 01:49:23 INFO dev: loss: nan - UP: 56.95% UR: 29.61% UF: 38.96% P: 54.80% R: 28.49% F: 37.49%
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+ 2024-03-26 01:49:25 INFO test: loss: nan - UP: 53.69% UR: 29.20% UF: 37.83% P: 51.67% R: 28.10% F: 36.40%
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+ 2024-03-26 01:49:25 INFO 0:00:11.911160s elapsed
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+ 2024-03-26 01:49:34 INFO lr: 4.9190e-05 - loss: 0.0011 - UP: 94.16% UR: 89.17% UF: 91.60% P: 94.15% R: 89.16% F: 91.59%
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+ 2024-03-26 01:49:35 INFO dev: loss: nan - UP: 51.24% UR: 32.66% UF: 39.89% P: 49.10% R: 31.30% F: 38.23%
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+ 2024-03-26 01:49:37 INFO test: loss: nan - UP: 48.11% UR: 33.40% UF: 39.43% P: 46.23% R: 32.09% F: 37.89%
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+ 2024-03-26 01:49:37 INFO 0:00:11.895536s elapsed
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+ 2024-03-26 01:49:46 INFO lr: 4.9180e-05 - loss: 0.0007 - UP: 92.97% UR: 87.74% UF: 90.28% P: 92.78% R: 87.57% F: 90.10%
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+ 2024-03-26 01:49:47 INFO dev: loss: nan - UP: 46.65% UR: 37.55% UF: 41.61% P: 45.18% R: 36.36% F: 40.29%
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+ 2024-03-26 01:49:49 INFO test: loss: nan - UP: 44.38% UR: 35.96% UF: 39.73% P: 42.35% R: 34.31% F: 37.91%
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+ 2024-03-26 01:49:49 INFO 0:00:11.879963s elapsed
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+ 2024-03-26 01:49:58 INFO lr: 4.9170e-05 - loss: 0.0009 - UP: 94.04% UR: 89.30% UF: 91.61% P: 94.03% R: 89.29% F: 91.60%
564
+ 2024-03-26 01:49:59 INFO dev: loss: nan - UP: 47.32% UR: 37.15% UF: 41.63% P: 46.18% R: 36.26% F: 40.62%
565
+ 2024-03-26 01:50:00 INFO test: loss: nan - UP: 47.26% UR: 36.87% UF: 41.42% P: 45.50% R: 35.50% F: 39.88%
566
+ 2024-03-26 01:50:00 INFO 0:00:11.891419s elapsed
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+
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+ 2024-03-26 01:50:10 INFO lr: 4.9160e-05 - loss: 0.0009 - UP: 94.75% UR: 92.13% UF: 93.42% P: 94.74% R: 92.12% F: 93.41%
570
+ 2024-03-26 01:50:11 INFO dev: loss: nan - UP: 54.12% UR: 34.89% UF: 42.43% P: 52.79% R: 34.03% F: 41.38%
571
+ 2024-03-26 01:50:12 INFO test: loss: nan - UP: 51.15% UR: 34.33% UF: 41.09% P: 49.13% R: 32.98% F: 39.47%
572
+ 2024-03-26 01:50:12 INFO 0:00:11.887626s elapsed
573
+
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+ 2024-03-26 01:50:22 INFO lr: 4.9150e-05 - loss: 0.0018 - UP: 96.51% UR: 94.09% UF: 95.28% P: 96.51% R: 94.09% F: 95.28%
576
+ 2024-03-26 01:50:23 INFO dev: loss: nan - UP: 54.33% UR: 37.87% UF: 44.63% P: 52.78% R: 36.79% F: 43.36%
577
+ 2024-03-26 01:50:24 INFO test: loss: nan - UP: 51.42% UR: 35.16% UF: 41.76% P: 49.41% R: 33.78% F: 40.13%
578
+ 2024-03-26 01:50:24 INFO 0:00:11.926627s elapsed
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+ 2024-03-26 01:50:24 INFO Epoch 86 / 5000:
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+ 2024-03-26 01:50:34 INFO lr: 4.9140e-05 - loss: 0.0001 - UP: 96.87% UR: 93.73% UF: 95.28% P: 96.87% R: 93.73% F: 95.28%
582
+ 2024-03-26 01:50:35 INFO dev: loss: nan - UP: 46.76% UR: 40.75% UF: 43.55% P: 45.65% R: 39.78% F: 42.51%
583
+ 2024-03-26 01:50:36 INFO test: loss: nan - UP: 46.05% UR: 38.35% UF: 41.85% P: 44.28% R: 36.87% F: 40.24%
584
+ 2024-03-26 01:50:36 INFO 0:00:11.939477s elapsed
585
+
586
+ 2024-03-26 01:50:36 INFO Epoch 87 / 5000:
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+ 2024-03-26 01:50:46 INFO lr: 4.9130e-05 - loss: 0.0004 - UP: 96.86% UR: 94.96% UF: 95.90% P: 96.85% R: 94.95% F: 95.89%
588
+ 2024-03-26 01:50:47 INFO dev: loss: nan - UP: 58.56% UR: 34.89% UF: 43.73% P: 57.24% R: 34.10% F: 42.74%
589
+ 2024-03-26 01:50:48 INFO test: loss: nan - UP: 54.35% UR: 33.23% UF: 41.25% P: 52.42% R: 32.05% F: 39.78%
590
+ 2024-03-26 01:50:48 INFO 0:00:12.007406s elapsed
591
+
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+ 2024-03-26 01:50:48 INFO Epoch 88 / 5000:
593
+ 2024-03-26 01:50:58 INFO lr: 4.9120e-05 - loss: 0.0002 - UP: 97.18% UR: 95.79% UF: 96.48% P: 97.18% R: 95.79% F: 96.48%
594
+ 2024-03-26 01:50:59 INFO dev: loss: nan - UP: 59.17% UR: 36.97% UF: 45.51% P: 57.73% R: 36.08% F: 44.41%
595
+ 2024-03-26 01:51:00 INFO test: loss: nan - UP: 53.13% UR: 34.23% UF: 41.63% P: 51.26% R: 33.02% F: 40.17%
596
+ 2024-03-26 01:51:00 INFO 0:00:11.946550s elapsed
597
+
598
+ 2024-03-26 01:51:00 INFO Epoch 89 / 5000:
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+ 2024-03-26 01:51:10 INFO lr: 4.9110e-05 - loss: 0.0009 - UP: 97.84% UR: 95.85% UF: 96.84% P: 97.82% R: 95.83% F: 96.82%
600
+ 2024-03-26 01:51:11 INFO dev: loss: nan - UP: 57.90% UR: 35.54% UF: 44.04% P: 56.26% R: 34.53% F: 42.80%
601
+ 2024-03-26 01:51:12 INFO test: loss: nan - UP: 52.39% UR: 33.13% UF: 40.59% P: 50.18% R: 31.73% F: 38.88%
602
+ 2024-03-26 01:51:12 INFO 0:00:11.994299s elapsed
603
+
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+ 2024-03-26 01:51:12 INFO Epoch 90 / 5000:
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+ 2024-03-26 01:51:22 INFO lr: 4.9100e-05 - loss: 0.0002 - UP: 96.87% UR: 94.22% UF: 95.53% P: 96.87% R: 94.22% F: 95.53%
606
+ 2024-03-26 01:51:23 INFO dev: loss: nan - UP: 50.14% UR: 39.85% UF: 44.40% P: 48.55% R: 38.59% F: 43.00%
607
+ 2024-03-26 01:51:24 INFO test: loss: nan - UP: 46.69% UR: 36.78% UF: 41.15% P: 44.57% R: 35.12% F: 39.28%
608
+ 2024-03-26 01:51:24 INFO 0:00:12.041017s elapsed
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+
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+ 2024-03-26 01:51:34 INFO lr: 4.9090e-05 - loss: 0.0001 - UP: 97.26% UR: 95.98% UF: 96.62% P: 97.26% R: 95.98% F: 96.62%
612
+ 2024-03-26 01:51:35 INFO dev: loss: nan - UP: 49.89% UR: 41.21% UF: 45.14% P: 48.33% R: 39.92% F: 43.72%
613
+ 2024-03-26 01:51:36 INFO test: loss: nan - UP: 46.70% UR: 37.54% UF: 41.63% P: 45.05% R: 36.21% F: 40.15%
614
+ 2024-03-26 01:51:36 INFO 0:00:12.090810s elapsed
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+ 2024-03-26 01:51:46 INFO lr: 4.9080e-05 - loss: 0.0002 - UP: 97.24% UR: 95.95% UF: 96.59% P: 97.24% R: 95.95% F: 96.59%
618
+ 2024-03-26 01:51:47 INFO dev: loss: nan - UP: 53.89% UR: 39.09% UF: 45.31% P: 52.01% R: 37.73% F: 43.73%
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+ 2024-03-26 01:51:48 INFO test: loss: nan - UP: 47.57% UR: 34.31% UF: 39.87% P: 45.58% R: 32.88% F: 38.20%
620
+ 2024-03-26 01:51:48 INFO 0:00:12.173091s elapsed
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+ 2024-03-26 01:51:48 INFO Epoch 93 / 5000:
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+ 2024-03-26 01:51:58 INFO lr: 4.9070e-05 - loss: 0.0004 - UP: 97.82% UR: 96.79% UF: 97.30% P: 97.82% R: 96.79% F: 97.30%
624
+ 2024-03-26 01:51:59 INFO dev: loss: nan - UP: 57.00% UR: 35.97% UF: 44.11% P: 55.30% R: 34.89% F: 42.78%
625
+ 2024-03-26 01:52:01 INFO test: loss: nan - UP: 49.03% UR: 32.52% UF: 39.10% P: 47.18% R: 31.29% F: 37.63%
626
+ 2024-03-26 01:52:01 INFO 0:00:12.177956s elapsed
627
+
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+ 2024-03-26 01:52:01 INFO Epoch 94 / 5000:
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+ 2024-03-26 01:52:10 INFO lr: 4.9060e-05 - loss: 0.0001 - UP: 97.93% UR: 97.43% UF: 97.68% P: 97.92% R: 97.42% F: 97.67%
630
+ 2024-03-26 01:52:11 INFO dev: loss: nan - UP: 58.66% UR: 35.90% UF: 44.54% P: 57.08% R: 34.93% F: 43.33%
631
+ 2024-03-26 01:52:13 INFO test: loss: nan - UP: 53.63% UR: 32.81% UF: 40.71% P: 51.52% R: 31.52% F: 39.11%
632
+ 2024-03-26 01:52:13 INFO 0:00:12.130481s elapsed
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+ 2024-03-26 01:52:22 INFO lr: 4.9050e-05 - loss: 0.0001 - UP: 98.00% UR: 97.08% UF: 97.54% P: 98.00% R: 97.08% F: 97.54%
636
+ 2024-03-26 01:52:23 INFO dev: loss: nan - UP: 57.60% UR: 38.66% UF: 46.27% P: 56.21% R: 37.73% F: 45.15%
637
+ 2024-03-26 01:52:25 INFO test: loss: nan - UP: 51.41% UR: 34.71% UF: 41.44% P: 49.59% R: 33.49% F: 39.98%
638
+ 2024-03-26 01:52:25 INFO 0:00:12.068169s elapsed
639
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+ 2024-03-26 01:52:25 INFO Epoch 96 / 5000:
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+ 2024-03-26 01:52:34 INFO lr: 4.9040e-05 - loss: 0.0003 - UP: 96.97% UR: 94.19% UF: 95.56% P: 96.97% R: 94.19% F: 95.56%
642
+ 2024-03-26 01:52:35 INFO dev: loss: nan - UP: 54.99% UR: 36.79% UF: 44.09% P: 53.01% R: 35.47% F: 42.50%
643
+ 2024-03-26 01:52:37 INFO test: loss: nan - UP: 51.30% UR: 33.83% UF: 40.77% P: 49.28% R: 32.50% F: 39.16%
644
+ 2024-03-26 01:52:37 INFO 0:00:12.016190s elapsed
645
+
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647
+ 2024-03-26 01:52:46 INFO lr: 4.9030e-05 - loss: 0.0003 - UP: 97.20% UR: 95.31% UF: 96.25% P: 97.20% R: 95.31% F: 96.25%
648
+ 2024-03-26 01:52:47 INFO dev: loss: nan - UP: 52.89% UR: 40.10% UF: 45.62% P: 51.37% R: 38.95% F: 44.31%
649
+ 2024-03-26 01:52:49 INFO test: loss: nan - UP: 50.11% UR: 37.40% UF: 42.83% P: 48.13% R: 35.92% F: 41.14%
650
+ 2024-03-26 01:52:49 INFO 0:00:11.964440s elapsed
651
+
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+ 2024-03-26 01:52:49 INFO Epoch 98 / 5000:
653
+ 2024-03-26 01:52:58 INFO lr: 4.9020e-05 - loss: 0.0001 - UP: 97.77% UR: 96.69% UF: 97.23% P: 97.77% R: 96.69% F: 97.23%
654
+ 2024-03-26 01:52:59 INFO dev: loss: nan - UP: 51.02% UR: 40.39% UF: 45.09% P: 49.57% R: 39.24% F: 43.80%
655
+ 2024-03-26 01:53:01 INFO test: loss: nan - UP: 49.08% UR: 36.55% UF: 41.90% P: 47.38% R: 35.28% F: 40.45%
656
+ 2024-03-26 01:53:01 INFO 0:00:11.947440s elapsed
657
+
658
+ 2024-03-26 01:53:09 INFO Epoch 68 saved
659
+ 2024-03-26 01:53:09 INFO dev: UP: 51.55% UR: 43.12% UF: 46.96% P: 49.79% R: 41.65% F: 45.35%
660
+ 2024-03-26 01:53:09 INFO test: UP: 47.05% UR: 36.09% UF: 40.85% P: 45.15% R: 34.63% F: 39.20%
661
+ 2024-03-26 01:53:09 INFO 0:19:34.135027s elapsed, 0:00:11.980970s/epoch
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1
+ 2024-03-26 02:07:38 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
13
+ warmup | 0.0
14
+ update_steps | 1
15
+ mode | train
16
+ path | /home/marvin/structured-sentiment-analysis-bis/models/mpqa/sdp_random/60/model_vi_mpqa_xlm_6
17
+ device | 0
18
+ seed | 1
19
+ threads | 16
20
+ local_rank | -1
21
+ feat | None
22
+ build | True
23
+ checkpoint | False
24
+ encoder | bert
25
+ max_len | None
26
+ buckets | 32
27
+ train | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/mpqa/head_final/sdp_random/60/train.conllu
28
+ dev | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/mpqa/head_final/sdp_random/60/dev.conllu
29
+ test | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/mpqa/head_final/sdp/test.conllu
30
+ embed | data/glove.6B.100d.txt
31
+ unk | unk
32
+ n_embed | 100
33
+ n_embed_proj | 125
34
+ bert | xlm-roberta-base
35
+ inference | mfvi
36
+ ---------------------+-------------------------------
37
+
38
+ 2024-03-26 02:07:38 INFO Building the fields
39
+ 2024-03-26 02:07:39 INFO CoNLL(
40
+ (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
41
+ (labels): ChartField()
42
+ )
43
+ 2024-03-26 02:07:39 INFO Building the model
44
+ 2024-03-26 02:07:42 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
+ 2024-03-26 02:07:42 INFO Loading the data
64
+ 2024-03-26 02:07:48 INFO
65
+ train: Dataset(n_sentences=3522, n_batches=35, n_buckets=32)
66
+ dev: Dataset(n_sentences=1236, n_batches=32, n_buckets=32)
67
+ test: Dataset(n_sentences=2112, n_batches=32, n_buckets=32)
68
+
69
+ 2024-03-26 02:07:48 INFO Epoch 1 / 5000:
70
+ 2024-03-26 02:07:56 INFO lr: 4.9990e-05 - loss: 0.0525 - UP: 0.45% UR: 0.28% UF: 0.35% P: 0.21% R: 0.13% F: 0.16%
71
+ 2024-03-26 02:07:57 INFO dev: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
72
+ 2024-03-26 02:07:59 INFO test: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
73
+ 2024-03-26 02:07:59 INFO 0:00:10.681281s elapsed
74
+
75
+ 2024-03-26 02:07:59 INFO Epoch 2 / 5000:
76
+ 2024-03-26 02:08:07 INFO lr: 4.9980e-05 - loss: 0.0367 - UP: 2.50% UR: 0.02% UF: 0.04% P: 2.50% R: 0.02% F: 0.04%
77
+ 2024-03-26 02:08:07 INFO dev: loss: nan - UP: 60.00% UR: 0.11% UF: 0.22% P: 60.00% R: 0.11% F: 0.22%
78
+ 2024-03-26 02:08:09 INFO test: loss: nan - UP: 100.00% UR: 0.06% UF: 0.13% P: 33.33% R: 0.02% F: 0.04%
79
+ 2024-03-26 02:08:14 INFO 0:00:10.139552s elapsed (saved)
80
+
81
+ 2024-03-26 02:08:14 INFO Epoch 3 / 5000:
82
+ 2024-03-26 02:08:21 INFO lr: 4.9970e-05 - loss: 0.0278 - UP: 24.48% UR: 0.89% UF: 1.72% P: 17.61% R: 0.64% F: 1.24%
83
+ 2024-03-26 02:08:22 INFO dev: loss: nan - UP: 68.42% UR: 0.47% UF: 0.93% P: 63.16% R: 0.43% F: 0.86%
84
+ 2024-03-26 02:08:24 INFO test: loss: nan - UP: 63.04% UR: 0.61% UF: 1.21% P: 47.83% R: 0.46% F: 0.92%
85
+ 2024-03-26 02:08:31 INFO 0:00:10.123518s elapsed (saved)
86
+
87
+ 2024-03-26 02:08:31 INFO Epoch 4 / 5000:
88
+ 2024-03-26 02:08:38 INFO lr: 4.9960e-05 - loss: 0.0352 - UP: 31.26% UR: 1.92% UF: 3.61% P: 26.82% R: 1.64% F: 3.10%
89
+ 2024-03-26 02:08:39 INFO dev: loss: nan - UP: 67.21% UR: 1.47% UF: 2.88% P: 60.66% R: 1.33% F: 2.60%
90
+ 2024-03-26 02:08:41 INFO test: loss: nan - UP: 65.35% UR: 1.75% UF: 3.42% P: 51.97% R: 1.39% F: 2.72%
91
+ 2024-03-26 02:08:48 INFO 0:00:10.189117s elapsed (saved)
92
+
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+ 2024-03-26 02:08:48 INFO Epoch 5 / 5000:
94
+ 2024-03-26 02:08:55 INFO lr: 4.9950e-05 - loss: 0.0550 - UP: 41.61% UR: 2.70% UF: 5.07% P: 38.09% R: 2.47% F: 4.64%
95
+ 2024-03-26 02:08:56 INFO dev: loss: nan - UP: 66.20% UR: 3.38% UF: 6.43% P: 59.15% R: 3.02% F: 5.74%
96
+ 2024-03-26 02:08:58 INFO test: loss: nan - UP: 71.19% UR: 3.55% UF: 6.76% P: 56.78% R: 2.83% F: 5.39%
97
+ 2024-03-26 02:09:05 INFO 0:00:10.099995s elapsed (saved)
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+
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+ 2024-03-26 02:09:05 INFO Epoch 6 / 5000:
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+ 2024-03-26 02:09:12 INFO lr: 4.9940e-05 - loss: 0.0446 - UP: 45.41% UR: 5.44% UF: 9.72% P: 41.51% R: 4.97% F: 8.88%
101
+ 2024-03-26 02:09:13 INFO dev: loss: nan - UP: 61.30% UR: 5.07% UF: 9.36% P: 53.04% R: 4.38% F: 8.10%
102
+ 2024-03-26 02:09:15 INFO test: loss: nan - UP: 58.70% UR: 4.77% UF: 8.83% P: 44.42% R: 3.61% F: 6.68%
103
+ 2024-03-26 02:09:21 INFO 0:00:10.155907s elapsed (saved)
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+
105
+ 2024-03-26 02:09:21 INFO Epoch 7 / 5000:
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+ 2024-03-26 02:09:29 INFO lr: 4.9930e-05 - loss: 0.0228 - UP: 38.18% UR: 5.43% UF: 9.51% P: 37.18% R: 5.29% F: 9.26%
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+ 2024-03-26 02:09:56 INFO lr: 4.9910e-05 - loss: 0.0174 - UP: 52.25% UR: 11.11% UF: 18.33% P: 51.18% R: 10.88% F: 17.95%
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+ 2024-03-26 02:09:57 INFO dev: loss: nan - UP: 61.27% UR: 3.81% UF: 7.17% P: 57.80% R: 3.59% F: 6.77%
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+ 2024-03-26 02:10:06 INFO lr: 4.9900e-05 - loss: 0.0060 - UP: 53.18% UR: 7.46% UF: 13.08% P: 51.79% R: 7.26% F: 12.73%
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+ 2024-03-26 02:10:07 INFO dev: loss: nan - UP: 71.56% UR: 5.61% UF: 10.40% P: 66.97% R: 5.25% F: 9.73%
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+ 2024-03-26 02:10:16 INFO 0:00:10.301187s elapsed (saved)
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+ 2024-03-26 02:10:24 INFO lr: 4.9890e-05 - loss: 0.0177 - UP: 43.36% UR: 8.10% UF: 13.65% P: 42.37% R: 7.91% F: 13.33%
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+ 2024-03-26 02:10:52 INFO dev: loss: nan - UP: 65.61% UR: 4.46% UF: 8.34% P: 60.32% R: 4.10% F: 7.67%
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+ 2024-03-26 02:10:53 INFO test: loss: nan - UP: 66.95% UR: 4.92% UF: 9.17% P: 56.61% R: 4.16% F: 7.75%
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+ 2024-03-26 02:11:12 INFO lr: 4.9850e-05 - loss: 0.0150 - UP: 66.99% UR: 22.29% UF: 33.45% P: 66.80% R: 22.22% F: 33.35%
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+ 2024-03-26 02:11:29 INFO lr: 4.9840e-05 - loss: 0.0100 - UP: 64.54% UR: 31.86% UF: 42.66% P: 64.48% R: 31.82% F: 42.61%
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+ 2024-03-26 02:11:45 INFO lr: 4.9830e-05 - loss: 0.0077 - UP: 72.56% UR: 29.56% UF: 42.01% P: 72.40% R: 29.49% F: 41.91%
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+ 2024-03-26 02:12:03 INFO lr: 4.9820e-05 - loss: 0.0122 - UP: 69.69% UR: 36.13% UF: 47.59% P: 69.61% R: 36.09% F: 47.53%
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+ 2024-03-26 02:12:13 INFO lr: 4.9810e-05 - loss: 0.0049 - UP: 71.08% UR: 41.46% UF: 52.37% P: 71.02% R: 41.42% F: 52.33%
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+ 2024-03-26 02:12:14 INFO dev: loss: nan - UP: 61.25% UR: 15.16% UF: 24.31% P: 58.93% R: 14.59% F: 23.39%
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+ 2024-03-26 02:12:23 INFO lr: 4.9800e-05 - loss: 0.0010 - UP: 74.88% UR: 41.83% UF: 53.67% P: 74.84% R: 41.80% F: 53.65%
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+ 2024-03-26 02:12:24 INFO dev: loss: nan - UP: 57.13% UR: 20.88% UF: 30.58% P: 55.56% R: 20.30% F: 29.74%
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+ 2024-03-26 02:12:26 INFO 0:00:10.324504s elapsed
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+ 2024-03-26 02:12:34 INFO lr: 4.9790e-05 - loss: 0.0040 - UP: 75.86% UR: 44.70% UF: 56.25% P: 75.80% R: 44.67% F: 56.21%
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+ 2024-03-26 02:12:45 INFO lr: 4.9780e-05 - loss: 0.0014 - UP: 76.28% UR: 46.09% UF: 57.46% P: 76.21% R: 46.05% F: 57.41%
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+ 2024-03-26 02:12:54 INFO 0:00:11.019570s elapsed (saved)
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+ 2024-03-26 02:13:02 INFO lr: 4.9770e-05 - loss: 0.0012 - UP: 78.78% UR: 51.55% UF: 62.32% P: 78.76% R: 51.53% F: 62.30%
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+ 2024-03-26 02:13:03 INFO dev: loss: nan - UP: 48.94% UR: 29.90% UF: 37.12% P: 47.41% R: 28.96% F: 35.96%
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+ 2024-03-26 02:13:04 INFO test: loss: nan - UP: 45.98% UR: 28.54% UF: 35.22% P: 43.53% R: 27.02% F: 33.35%
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+ 2024-03-26 02:13:11 INFO 0:00:10.151890s elapsed (saved)
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+ 2024-03-26 02:13:19 INFO lr: 4.9760e-05 - loss: 0.0017 - UP: 79.64% UR: 54.27% UF: 64.55% P: 79.56% R: 54.21% F: 64.48%
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+ 2024-03-26 02:13:19 INFO dev: loss: nan - UP: 49.22% UR: 27.06% UF: 34.92% P: 47.58% R: 26.16% F: 33.76%
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+ 2024-03-26 02:13:21 INFO test: loss: nan - UP: 44.33% UR: 27.83% UF: 34.19% P: 42.17% R: 26.47% F: 32.53%
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+ 2024-03-26 02:13:21 INFO 0:00:10.135228s elapsed
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+ 2024-03-26 02:13:29 INFO lr: 4.9750e-05 - loss: 0.0072 - UP: 79.53% UR: 54.08% UF: 64.38% P: 79.47% R: 54.04% F: 64.33%
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+ 2024-03-26 02:13:30 INFO dev: loss: nan - UP: 50.93% UR: 31.40% UF: 38.85% P: 49.30% R: 30.40% F: 37.61%
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+ 2024-03-26 02:13:31 INFO test: loss: nan - UP: 45.50% UR: 30.13% UF: 36.25% P: 43.14% R: 28.57% F: 34.37%
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+ 2024-03-26 02:13:38 INFO 0:00:10.195483s elapsed (saved)
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+ 2024-03-26 02:13:46 INFO lr: 4.9740e-05 - loss: nan - UP: 81.58% UR: 57.02% UF: 67.12% P: 81.52% R: 56.98% F: 67.07%
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+ 2024-03-26 02:13:47 INFO dev: loss: nan - UP: 52.73% UR: 26.02% UF: 34.84% P: 51.27% R: 25.30% F: 33.88%
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+ 2024-03-26 02:13:48 INFO test: loss: nan - UP: 47.97% UR: 26.22% UF: 33.91% P: 45.92% R: 25.10% F: 32.46%
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+ 2024-03-26 02:13:56 INFO lr: 4.9730e-05 - loss: 0.0013 - UP: 81.84% UR: 57.28% UF: 67.39% P: 81.76% R: 57.23% F: 67.33%
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+ 2024-03-26 02:13:57 INFO dev: loss: nan - UP: 52.26% UR: 30.76% UF: 38.72% P: 50.98% R: 30.00% F: 37.77%
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+ 2024-03-26 02:13:58 INFO test: loss: nan - UP: 47.36% UR: 28.97% UF: 35.95% P: 45.28% R: 27.70% F: 34.37%
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+ 2024-03-26 02:14:05 INFO 0:00:10.249310s elapsed (saved)
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+ 2024-03-26 02:14:13 INFO lr: 4.9720e-05 - loss: 0.0061 - UP: 82.89% UR: 62.78% UF: 71.44% P: 82.87% R: 62.77% F: 71.43%
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+ 2024-03-26 02:14:14 INFO dev: loss: nan - UP: 53.22% UR: 30.26% UF: 38.58% P: 51.71% R: 29.39% F: 37.48%
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+ 2024-03-26 02:14:15 INFO test: loss: nan - UP: 47.79% UR: 28.78% UF: 35.92% P: 45.47% R: 27.38% F: 34.18%
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+ 2024-03-26 02:14:23 INFO lr: 4.9710e-05 - loss: 0.0083 - UP: 82.32% UR: 61.21% UF: 70.21% P: 82.23% R: 61.14% F: 70.14%
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+ 2024-03-26 02:14:24 INFO dev: loss: nan - UP: 49.94% UR: 31.12% UF: 38.34% P: 48.85% R: 30.43% F: 37.50%
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+ 2024-03-26 02:14:26 INFO test: loss: nan - UP: 43.82% UR: 30.70% UF: 36.10% P: 41.68% R: 29.20% F: 34.34%
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+ 2024-03-26 02:14:26 INFO 0:00:10.286734s elapsed
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+ 2024-03-26 02:14:34 INFO lr: 4.9700e-05 - loss: nan - UP: 80.19% UR: 59.74% UF: 68.47% P: 80.09% R: 59.66% F: 68.38%
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+ 2024-03-26 02:14:35 INFO dev: loss: nan - UP: 43.93% UR: 35.79% UF: 39.45% P: 42.74% R: 34.82% F: 38.38%
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+ 2024-03-26 02:14:36 INFO test: loss: nan - UP: 41.25% UR: 33.93% UF: 37.24% P: 39.51% R: 32.50% F: 35.66%
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+ 2024-03-26 02:14:43 INFO 0:00:10.525765s elapsed (saved)
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+ 2024-03-26 02:14:51 INFO lr: 4.9690e-05 - loss: 0.0160 - UP: 78.21% UR: 55.42% UF: 64.87% P: 77.47% R: 54.90% F: 64.26%
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+ 2024-03-26 02:14:52 INFO dev: loss: nan - UP: 60.49% UR: 17.82% UF: 27.53% P: 58.78% R: 17.32% F: 26.76%
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+ 2024-03-26 02:14:53 INFO test: loss: nan - UP: 52.17% UR: 16.99% UF: 25.63% P: 48.28% R: 15.72% F: 23.72%
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+ 2024-03-26 02:15:01 INFO lr: 4.9680e-05 - loss: 0.0025 - UP: 80.24% UR: 50.50% UF: 61.99% P: 79.98% R: 50.34% F: 61.79%
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+ 2024-03-26 02:15:02 INFO dev: loss: nan - UP: 36.87% UR: 41.83% UF: 39.19% P: 35.60% R: 40.39% F: 37.85%
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+ 2024-03-26 02:15:03 INFO test: loss: nan - UP: 34.01% UR: 40.16% UF: 36.83% P: 32.37% R: 38.22% F: 35.05%
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+ 2024-03-26 02:15:11 INFO lr: 4.9670e-05 - loss: 0.0171 - UP: 74.83% UR: 47.99% UF: 58.47% P: 74.51% R: 47.78% F: 58.22%
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+ 2024-03-26 02:15:12 INFO dev: loss: nan - UP: 49.48% UR: 22.42% UF: 30.86% P: 47.34% R: 21.45% F: 29.53%
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+ 2024-03-26 02:15:14 INFO test: loss: nan - UP: 41.27% UR: 20.54% UF: 27.43% P: 38.94% R: 19.37% F: 25.87%
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+ 2024-03-26 02:15:23 INFO lr: 4.9660e-05 - loss: 0.0078 - UP: 71.87% UR: 47.00% UF: 56.83% P: 71.25% R: 46.59% F: 56.34%
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+ 2024-03-26 02:15:33 INFO lr: 4.9650e-05 - loss: nan - UP: 66.38% UR: 31.14% UF: 42.39% P: 65.64% R: 30.79% F: 41.92%
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+ 2024-03-26 02:15:34 INFO dev: loss: nan - UP: 64.61% UR: 14.70% UF: 23.95% P: 61.77% R: 14.05% F: 22.89%
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+ 2024-03-26 02:15:36 INFO test: loss: nan - UP: 56.43% UR: 12.23% UF: 20.11% P: 52.53% R: 11.39% F: 18.72%
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+ 2024-03-26 02:15:44 INFO lr: 4.9640e-05 - loss: 0.0094 - UP: 70.79% UR: 38.64% UF: 49.99% P: 70.17% R: 38.30% F: 49.55%
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+ 2024-03-26 02:15:45 INFO dev: loss: nan - UP: 54.25% UR: 23.14% UF: 32.44% P: 52.06% R: 22.21% F: 31.13%
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+ 2024-03-26 02:15:55 INFO lr: 4.9630e-05 - loss: nan - UP: 68.92% UR: 41.88% UF: 52.10% P: 68.55% R: 41.65% F: 51.82%
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+ 2024-03-26 02:16:05 INFO lr: 4.9620e-05 - loss: 0.0074 - UP: 77.64% UR: 45.40% UF: 57.29% P: 77.33% R: 45.21% F: 57.06%
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+ 2024-03-26 02:17:36 INFO dev: loss: nan - UP: 42.05% UR: 15.77% UF: 22.94% P: 40.33% R: 15.13% F: 22.00%
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+ 2024-03-26 02:17:38 INFO test: loss: nan - UP: 42.60% UR: 15.87% UF: 23.12% P: 40.56% R: 15.11% F: 22.01%
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+ 2024-03-26 02:18:07 INFO lr: 4.9510e-05 - loss: 0.0071 - UP: 82.90% UR: 54.59% UF: 65.83% P: 82.85% R: 54.56% F: 65.79%
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+ 2024-03-26 02:18:10 INFO 0:00:10.660943s elapsed
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+ 2024-03-26 02:18:18 INFO lr: 4.9500e-05 - loss: 0.0014 - UP: 82.24% UR: 61.68% UF: 70.49% P: 82.21% R: 61.66% F: 70.46%
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+ 2024-03-26 02:18:39 INFO lr: 4.9480e-05 - loss: 0.0048 - UP: 86.26% UR: 69.16% UF: 76.77% P: 86.23% R: 69.13% F: 76.74%
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+ 2024-03-26 02:18:42 INFO test: loss: nan - UP: 50.30% UR: 28.44% UF: 36.33% P: 47.87% R: 27.07% F: 34.58%
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+ 2024-03-26 02:18:50 INFO lr: 4.9470e-05 - loss: 0.0045 - UP: 86.23% UR: 72.17% UF: 78.58% P: 86.22% R: 72.16% F: 78.56%
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+ 2024-03-26 02:19:00 INFO lr: 4.9460e-05 - loss: 0.0002 - UP: 88.16% UR: 74.50% UF: 80.76% P: 88.15% R: 74.49% F: 80.75%
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+ 2024-03-26 02:19:03 INFO test: loss: nan - UP: 53.77% UR: 27.74% UF: 36.60% P: 51.64% R: 26.64% F: 35.15%
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+ 2024-03-26 02:19:03 INFO 0:00:10.457717s elapsed
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+ 2024-03-26 02:19:11 INFO lr: 4.9450e-05 - loss: 0.0035 - UP: 89.49% UR: 74.02% UF: 81.02% P: 89.49% R: 74.02% F: 81.02%
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+ 2024-03-26 02:19:12 INFO dev: loss: nan - UP: 56.89% UR: 35.14% UF: 43.45% P: 55.09% R: 34.03% F: 42.07%
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+ 2024-03-26 02:19:13 INFO test: loss: nan - UP: 48.81% UR: 31.14% UF: 38.02% P: 46.85% R: 29.90% F: 36.50%
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+ 2024-03-26 02:19:19 INFO 0:00:10.512140s elapsed (saved)
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+ 2024-03-26 02:19:27 INFO lr: 4.9440e-05 - loss: 0.0041 - UP: 88.43% UR: 76.39% UF: 81.97% P: 88.42% R: 76.38% F: 81.96%
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+ 2024-03-26 02:19:28 INFO dev: loss: nan - UP: 59.31% UR: 32.95% UF: 42.37% P: 57.31% R: 31.84% F: 40.93%
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+ 2024-03-26 02:19:30 INFO test: loss: nan - UP: 52.58% UR: 29.66% UF: 37.93% P: 50.52% R: 28.50% F: 36.44%
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+ 2024-03-26 02:19:30 INFO 0:00:10.159606s elapsed
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+ 2024-03-26 02:19:37 INFO lr: 4.9430e-05 - loss: 0.0008 - UP: 89.82% UR: 76.73% UF: 82.76% P: 89.79% R: 76.71% F: 82.74%
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+ 2024-03-26 02:19:38 INFO dev: loss: nan - UP: 62.58% UR: 31.19% UF: 41.63% P: 60.35% R: 30.08% F: 40.14%
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+ 2024-03-26 02:19:40 INFO test: loss: nan - UP: 54.19% UR: 27.61% UF: 36.59% P: 51.78% R: 26.39% F: 34.96%
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+ 2024-03-26 02:19:40 INFO 0:00:10.191606s elapsed
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+ 2024-03-26 02:19:48 INFO lr: 4.9420e-05 - loss: 0.0006 - UP: 90.01% UR: 77.66% UF: 83.38% P: 90.01% R: 77.66% F: 83.38%
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+ 2024-03-26 02:19:49 INFO dev: loss: nan - UP: 53.57% UR: 38.02% UF: 44.47% P: 51.34% R: 36.44% F: 42.62%
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+ 2024-03-26 02:19:50 INFO test: loss: nan - UP: 46.59% UR: 33.83% UF: 39.20% P: 44.38% R: 32.22% F: 37.34%
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+ 2024-03-26 02:19:57 INFO 0:00:10.345492s elapsed (saved)
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+ 2024-03-26 02:20:05 INFO lr: 4.9410e-05 - loss: 0.0062 - UP: 88.89% UR: 77.91% UF: 83.03% P: 88.89% R: 77.91% F: 83.03%
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+ 2024-03-26 02:20:05 INFO dev: loss: nan - UP: 64.11% UR: 23.68% UF: 34.58% P: 61.09% R: 22.57% F: 32.96%
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+ 2024-03-26 02:20:07 INFO test: loss: nan - UP: 59.57% UR: 22.35% UF: 32.51% P: 56.19% R: 21.09% F: 30.67%
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+ 2024-03-26 02:20:07 INFO 0:00:10.197740s elapsed
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+ 2024-03-26 02:20:15 INFO lr: 4.9400e-05 - loss: 0.0010 - UP: 87.84% UR: 74.63% UF: 80.70% P: 87.84% R: 74.63% F: 80.70%
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+ 2024-03-26 02:20:16 INFO dev: loss: nan - UP: 56.49% UR: 33.63% UF: 42.16% P: 54.62% R: 32.52% F: 40.77%
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+ 2024-03-26 02:20:17 INFO test: loss: nan - UP: 47.59% UR: 29.24% UF: 36.23% P: 45.53% R: 27.97% F: 34.66%
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+ 2024-03-26 02:20:17 INFO 0:00:10.292898s elapsed
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+ 2024-03-26 02:20:25 INFO lr: 4.9390e-05 - loss: 0.0006 - UP: 90.04% UR: 77.61% UF: 83.36% P: 90.04% R: 77.61% F: 83.36%
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+ 2024-03-26 02:20:26 INFO dev: loss: nan - UP: 58.12% UR: 35.50% UF: 44.08% P: 56.24% R: 34.35% F: 42.65%
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+ 2024-03-26 02:20:28 INFO test: loss: nan - UP: 48.34% UR: 29.56% UF: 36.69% P: 46.30% R: 28.31% F: 35.14%
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+ 2024-03-26 02:20:35 INFO 0:00:10.500609s elapsed (saved)
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+ 2024-03-26 02:20:42 INFO lr: 4.9380e-05 - loss: 0.0004 - UP: 90.70% UR: 78.57% UF: 84.20% P: 90.69% R: 78.56% F: 84.19%
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+ 2024-03-26 02:20:43 INFO dev: loss: nan - UP: 58.21% UR: 36.54% UF: 44.90% P: 56.21% R: 35.29% F: 43.36%
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+ 2024-03-26 02:20:45 INFO test: loss: nan - UP: 48.75% UR: 30.97% UF: 37.88% P: 46.72% R: 29.69% F: 36.30%
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+ 2024-03-26 02:20:52 INFO 0:00:10.204504s elapsed (saved)
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+ 2024-03-26 02:20:59 INFO lr: 4.9370e-05 - loss: 0.0002 - UP: 90.38% UR: 81.18% UF: 85.53% P: 90.38% R: 81.18% F: 85.53%
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+ 2024-03-26 02:21:00 INFO dev: loss: nan - UP: 57.99% UR: 36.00% UF: 44.42% P: 56.08% R: 34.82% F: 42.96%
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+ 2024-03-26 02:21:02 INFO test: loss: nan - UP: 49.52% UR: 31.40% UF: 38.43% P: 47.35% R: 30.02% F: 36.75%
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+ 2024-03-26 02:21:02 INFO 0:00:10.144698s elapsed
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+ 2024-03-26 02:21:10 INFO lr: 4.9360e-05 - loss: 0.0018 - UP: 90.85% UR: 82.19% UF: 86.30% P: 90.83% R: 82.18% F: 86.29%
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+ 2024-03-26 02:21:11 INFO dev: loss: nan - UP: 58.42% UR: 38.88% UF: 46.69% P: 56.37% R: 37.51% F: 45.05%
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+ 2024-03-26 02:21:12 INFO test: loss: nan - UP: 47.44% UR: 32.94% UF: 38.88% P: 45.28% R: 31.44% F: 37.11%
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+ 2024-03-26 02:21:19 INFO 0:00:10.219293s elapsed (saved)
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+ 2024-03-26 02:21:27 INFO lr: 4.9350e-05 - loss: 0.0006 - UP: 90.94% UR: 83.08% UF: 86.83% P: 90.93% R: 83.06% F: 86.82%
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+ 2024-03-26 02:21:28 INFO dev: loss: nan - UP: 61.82% UR: 32.23% UF: 42.37% P: 59.68% R: 31.12% F: 40.91%
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+ 2024-03-26 02:21:29 INFO test: loss: nan - UP: 53.04% UR: 27.66% UF: 36.36% P: 50.69% R: 26.43% F: 34.75%
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+ 2024-03-26 02:21:37 INFO lr: 4.9340e-05 - loss: 0.0006 - UP: 92.00% UR: 83.89% UF: 87.76% P: 92.00% R: 83.89% F: 87.76%
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+ 2024-03-26 02:21:38 INFO dev: loss: nan - UP: 61.61% UR: 29.75% UF: 40.13% P: 59.45% R: 28.71% F: 38.72%
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+ 2024-03-26 02:21:39 INFO test: loss: nan - UP: 55.45% UR: 26.01% UF: 35.41% P: 53.33% R: 25.02% F: 34.06%
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+ 2024-03-26 02:21:47 INFO lr: 4.9330e-05 - loss: 0.0002 - UP: 92.40% UR: 83.53% UF: 87.74% P: 92.40% R: 83.53% F: 87.74%
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+ 2024-03-26 02:21:48 INFO dev: loss: nan - UP: 55.61% UR: 35.79% UF: 43.55% P: 53.32% R: 34.32% F: 41.76%
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+ 2024-03-26 02:21:50 INFO test: loss: nan - UP: 49.63% UR: 31.14% UF: 38.27% P: 47.27% R: 29.66% F: 36.45%
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+ 2024-03-26 02:21:59 INFO lr: 4.9320e-05 - loss: 0.0008 - UP: 92.41% UR: 85.43% UF: 88.78% P: 92.41% R: 85.43% F: 88.78%
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+ 2024-03-26 02:22:01 INFO test: loss: nan - UP: 53.02% UR: 28.23% UF: 36.84% P: 50.63% R: 26.96% F: 35.19%
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+ 2024-03-26 02:22:10 INFO lr: 4.9310e-05 - loss: 0.0004 - UP: 92.86% UR: 85.07% UF: 88.79% P: 92.84% R: 85.05% F: 88.77%
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+ 2024-03-26 02:22:11 INFO dev: loss: nan - UP: 57.02% UR: 36.76% UF: 44.70% P: 55.07% R: 35.50% F: 43.17%
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+ 2024-03-26 02:22:12 INFO test: loss: nan - UP: 48.69% UR: 31.31% UF: 38.11% P: 46.48% R: 29.90% F: 36.39%
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+ 2024-03-26 02:22:20 INFO lr: 4.9300e-05 - loss: 0.0017 - UP: 92.66% UR: 86.26% UF: 89.35% P: 92.66% R: 86.26% F: 89.35%
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+ 2024-03-26 02:22:23 INFO test: loss: nan - UP: 52.44% UR: 30.17% UF: 38.30% P: 50.13% R: 28.84% F: 36.61%
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+ 2024-03-26 02:22:31 INFO lr: 4.9290e-05 - loss: 0.0015 - UP: 93.18% UR: 85.91% UF: 89.39% P: 93.18% R: 85.91% F: 89.39%
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+ 2024-03-26 02:22:34 INFO test: loss: nan - UP: 48.75% UR: 32.26% UF: 38.83% P: 46.46% R: 30.74% F: 37.00%
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+ 2024-03-26 02:22:42 INFO lr: 4.9280e-05 - loss: 0.0022 - UP: 90.98% UR: 83.83% UF: 87.26% P: 90.98% R: 83.83% F: 87.26%
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+ 2024-03-26 02:22:44 INFO test: loss: nan - UP: 54.57% UR: 27.76% UF: 36.80% P: 52.08% R: 26.49% F: 35.12%
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+ 2024-03-26 02:22:52 INFO lr: 4.9270e-05 - loss: 0.0014 - UP: 92.23% UR: 85.00% UF: 88.47% P: 92.21% R: 84.98% F: 88.45%
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+ 2024-03-26 02:22:55 INFO test: loss: nan - UP: 50.46% UR: 33.81% UF: 40.49% P: 48.25% R: 32.33% F: 38.71%
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+ 2024-03-26 02:23:03 INFO lr: 4.9260e-05 - loss: 0.0028 - UP: 92.67% UR: 85.52% UF: 88.95% P: 92.63% R: 85.49% F: 88.92%
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+ 2024-03-26 02:23:04 INFO dev: loss: nan - UP: 66.82% UR: 30.54% UF: 41.92% P: 64.94% R: 29.68% F: 40.74%
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+ 2024-03-26 02:23:05 INFO test: loss: nan - UP: 56.78% UR: 26.37% UF: 36.01% P: 54.55% R: 25.33% F: 34.60%
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+ 2024-03-26 02:23:13 INFO lr: 4.9250e-05 - loss: 0.0003 - UP: 93.17% UR: 85.21% UF: 89.01% P: 93.17% R: 85.21% F: 89.01%
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+ 2024-03-26 02:23:14 INFO dev: loss: nan - UP: 56.34% UR: 39.13% UF: 46.18% P: 54.42% R: 37.80% F: 44.61%
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+ 2024-03-26 02:23:16 INFO test: loss: nan - UP: 48.11% UR: 34.42% UF: 40.13% P: 45.78% R: 32.75% F: 38.18%
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+ 2024-03-26 02:23:16 INFO 0:00:10.527723s elapsed
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+ 2024-03-26 02:23:24 INFO lr: 4.9240e-05 - loss: 0.0001 - UP: 93.59% UR: 87.53% UF: 90.46% P: 93.53% R: 87.47% F: 90.40%
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+ 2024-03-26 02:23:25 INFO dev: loss: nan - UP: 62.23% UR: 35.64% UF: 45.33% P: 60.66% R: 34.75% F: 44.19%
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+ 2024-03-26 02:23:26 INFO test: loss: nan - UP: 52.80% UR: 30.26% UF: 38.47% P: 50.66% R: 29.03% F: 36.91%
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+ 2024-03-26 02:23:26 INFO 0:00:10.481475s elapsed
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+ 2024-03-26 02:23:34 INFO lr: 4.9230e-05 - loss: 0.0006 - UP: 93.96% UR: 87.26% UF: 90.49% P: 93.87% R: 87.17% F: 90.40%
527
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+ 2024-03-26 02:23:37 INFO test: loss: nan - UP: 50.40% UR: 32.22% UF: 39.31% P: 48.05% R: 30.72% F: 37.48%
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+ 2024-03-26 02:23:37 INFO 0:00:10.490664s elapsed
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+ 2024-03-26 02:23:45 INFO lr: 4.9220e-05 - loss: 0.0029 - UP: 93.33% UR: 87.20% UF: 90.16% P: 93.31% R: 87.19% F: 90.15%
533
+ 2024-03-26 02:23:46 INFO dev: loss: nan - UP: 60.11% UR: 39.63% UF: 47.77% P: 58.53% R: 38.59% F: 46.51%
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+ 2024-03-26 02:23:47 INFO test: loss: nan - UP: 50.85% UR: 32.39% UF: 39.57% P: 48.79% R: 31.08% F: 37.97%
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+ 2024-03-26 02:23:54 INFO 0:00:10.487070s elapsed (saved)
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+ 2024-03-26 02:24:01 INFO lr: 4.9210e-05 - loss: 0.0008 - UP: 93.58% UR: 87.39% UF: 90.38% P: 93.58% R: 87.39% F: 90.38%
539
+ 2024-03-26 02:24:02 INFO dev: loss: nan - UP: 59.44% UR: 40.17% UF: 47.94% P: 57.84% R: 39.09% F: 46.66%
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+ 2024-03-26 02:24:04 INFO test: loss: nan - UP: 49.30% UR: 33.36% UF: 39.79% P: 47.52% R: 32.16% F: 38.36%
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+ 2024-03-26 02:24:11 INFO 0:00:10.128749s elapsed (saved)
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+ 2024-03-26 02:24:18 INFO lr: 4.9200e-05 - loss: 0.0001 - UP: 94.17% UR: 89.63% UF: 91.84% P: 94.17% R: 89.63% F: 91.84%
545
+ 2024-03-26 02:24:19 INFO dev: loss: nan - UP: 59.31% UR: 38.12% UF: 46.41% P: 57.41% R: 36.90% F: 44.93%
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+ 2024-03-26 02:24:21 INFO test: loss: nan - UP: 50.05% UR: 32.52% UF: 39.42% P: 48.07% R: 31.23% F: 37.86%
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+ 2024-03-26 02:24:28 INFO lr: 4.9190e-05 - loss: 0.0004 - UP: 94.00% UR: 89.65% UF: 91.77% P: 94.00% R: 89.65% F: 91.77%
551
+ 2024-03-26 02:24:29 INFO dev: loss: nan - UP: 57.29% UR: 37.41% UF: 45.26% P: 55.42% R: 36.18% F: 43.78%
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+ 2024-03-26 02:24:31 INFO test: loss: nan - UP: 49.61% UR: 33.32% UF: 39.86% P: 47.18% R: 31.69% F: 37.92%
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+ 2024-03-26 02:24:31 INFO 0:00:10.208924s elapsed
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+ 2024-03-26 02:24:39 INFO lr: 4.9180e-05 - loss: 0.0005 - UP: 93.10% UR: 87.78% UF: 90.36% P: 93.03% R: 87.71% F: 90.29%
557
+ 2024-03-26 02:24:40 INFO dev: loss: nan - UP: 54.70% UR: 36.97% UF: 44.13% P: 52.47% R: 35.47% F: 42.32%
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+ 2024-03-26 02:24:41 INFO test: loss: nan - UP: 43.99% UR: 32.81% UF: 37.59% P: 41.84% R: 31.21% F: 35.75%
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+ 2024-03-26 02:24:41 INFO 0:00:10.345980s elapsed
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+ 2024-03-26 02:24:49 INFO lr: 4.9170e-05 - loss: 0.0182 - UP: 86.90% UR: 77.87% UF: 82.14% P: 86.56% R: 77.57% F: 81.82%
563
+ 2024-03-26 02:24:50 INFO dev: loss: nan - UP: 53.07% UR: 32.27% UF: 40.13% P: 50.12% R: 30.47% F: 37.90%
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+ 2024-03-26 02:24:52 INFO test: loss: nan - UP: 41.69% UR: 27.38% UF: 33.05% P: 38.66% R: 25.40% F: 30.66%
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+ 2024-03-26 02:24:52 INFO 0:00:10.740710s elapsed
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+ 2024-03-26 02:24:52 INFO Epoch 84 / 5000:
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+ 2024-03-26 02:25:00 INFO lr: 4.9160e-05 - loss: 0.0010 - UP: 85.50% UR: 71.35% UF: 77.79% P: 85.19% R: 71.09% F: 77.50%
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+ 2024-03-26 02:25:01 INFO dev: loss: nan - UP: 46.99% UR: 38.16% UF: 42.12% P: 44.73% R: 36.33% F: 40.10%
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+ 2024-03-26 02:25:03 INFO test: loss: nan - UP: 38.53% UR: 34.04% UF: 36.15% P: 35.90% R: 31.71% F: 33.68%
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+ 2024-03-26 02:25:03 INFO 0:00:11.061523s elapsed
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+ 2024-03-26 02:25:03 INFO Epoch 85 / 5000:
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+ 2024-03-26 02:25:11 INFO lr: 4.9150e-05 - loss: 0.0166 - UP: 75.20% UR: 62.19% UF: 68.08% P: 74.61% R: 61.70% F: 67.54%
575
+ 2024-03-26 02:25:12 INFO dev: loss: nan - UP: 31.32% UR: 48.15% UF: 37.95% P: 29.82% R: 45.85% F: 36.14%
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+ 2024-03-26 02:25:14 INFO test: loss: nan - UP: 23.91% UR: 38.75% UF: 29.57% P: 22.55% R: 36.55% F: 27.89%
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+ 2024-03-26 02:25:14 INFO 0:00:10.829357s elapsed
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+ 2024-03-26 02:25:14 INFO Epoch 86 / 5000:
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+ 2024-03-26 02:25:22 INFO lr: 4.9140e-05 - loss: 0.0146 - UP: 68.02% UR: 44.20% UF: 53.58% P: 67.20% R: 43.67% F: 52.94%
581
+ 2024-03-26 02:25:23 INFO dev: loss: nan - UP: 48.42% UR: 25.94% UF: 33.79% P: 46.28% R: 24.79% F: 32.29%
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+ 2024-03-26 02:25:25 INFO test: loss: nan - UP: 43.46% UR: 23.39% UF: 30.41% P: 41.07% R: 22.10% F: 28.74%
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+ 2024-03-26 02:25:25 INFO 0:00:10.694453s elapsed
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+ 2024-03-26 02:25:25 INFO Epoch 87 / 5000:
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+ 2024-03-26 02:25:33 INFO lr: 4.9130e-05 - loss: 0.0153 - UP: 78.60% UR: 51.56% UF: 62.27% P: 78.15% R: 51.26% F: 61.91%
587
+ 2024-03-26 02:25:34 INFO dev: loss: nan - UP: 45.11% UR: 33.17% UF: 38.23% P: 43.35% R: 31.87% F: 36.74%
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+ 2024-03-26 02:25:35 INFO test: loss: nan - UP: 40.94% UR: 32.52% UF: 36.25% P: 39.21% R: 31.14% F: 34.72%
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+ 2024-03-26 02:25:35 INFO 0:00:10.522749s elapsed
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+ 2024-03-26 02:25:35 INFO Epoch 88 / 5000:
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+ 2024-03-26 02:25:43 INFO lr: 4.9120e-05 - loss: 0.0003 - UP: 80.42% UR: 60.36% UF: 68.96% P: 80.19% R: 60.19% F: 68.76%
593
+ 2024-03-26 02:25:44 INFO dev: loss: nan - UP: 45.56% UR: 23.25% UF: 30.79% P: 43.45% R: 22.17% F: 29.36%
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+ 2024-03-26 02:25:46 INFO test: loss: nan - UP: 46.72% UR: 22.25% UF: 30.14% P: 43.61% R: 20.77% F: 28.14%
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+ 2024-03-26 02:25:46 INFO 0:00:10.499235s elapsed
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+ 2024-03-26 02:25:46 INFO Epoch 89 / 5000:
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+ 2024-03-26 02:25:54 INFO lr: 4.9110e-05 - loss: 0.0076 - UP: 77.78% UR: 58.10% UF: 66.51% P: 77.71% R: 58.04% F: 66.45%
599
+ 2024-03-26 02:25:54 INFO dev: loss: nan - UP: 41.08% UR: 36.26% UF: 38.52% P: 39.37% R: 34.75% F: 36.92%
600
+ 2024-03-26 02:25:56 INFO test: loss: nan - UP: 37.14% UR: 33.70% UF: 35.34% P: 35.05% R: 31.80% F: 33.34%
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+ 2024-03-26 02:25:56 INFO 0:00:10.452119s elapsed
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+ 2024-03-26 02:25:56 INFO Epoch 90 / 5000:
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+ 2024-03-26 02:26:04 INFO lr: 4.9100e-05 - loss: 0.0007 - UP: 85.42% UR: 71.17% UF: 77.65% P: 85.33% R: 71.09% F: 77.56%
605
+ 2024-03-26 02:26:05 INFO dev: loss: nan - UP: 49.64% UR: 34.24% UF: 40.53% P: 48.23% R: 33.27% F: 39.38%
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+ 2024-03-26 02:26:06 INFO test: loss: nan - UP: 42.03% UR: 30.32% UF: 35.23% P: 39.98% R: 28.84% F: 33.51%
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+ 2024-03-26 02:26:06 INFO 0:00:10.426335s elapsed
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+ 2024-03-26 02:26:06 INFO Epoch 91 / 5000:
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+ 2024-03-26 02:26:14 INFO lr: 4.9090e-05 - loss: 0.0011 - UP: 86.90% UR: 71.45% UF: 78.42% P: 86.74% R: 71.32% F: 78.28%
611
+ 2024-03-26 02:26:15 INFO dev: loss: nan - UP: 50.29% UR: 27.88% UF: 35.88% P: 47.57% R: 26.37% F: 33.93%
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+ 2024-03-26 02:26:17 INFO test: loss: nan - UP: 44.14% UR: 23.79% UF: 30.92% P: 41.71% R: 22.48% F: 29.21%
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+ 2024-03-26 02:26:17 INFO 0:00:10.421007s elapsed
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+ 2024-03-26 02:26:17 INFO Epoch 92 / 5000:
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+ 2024-03-26 02:26:25 INFO lr: 4.9080e-05 - loss: 0.0003 - UP: 85.07% UR: 68.33% UF: 75.78% P: 85.01% R: 68.28% F: 75.74%
617
+ 2024-03-26 02:26:26 INFO dev: loss: nan - UP: 50.56% UR: 40.32% UF: 44.86% P: 48.54% R: 38.70% F: 43.06%
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+ 2024-03-26 02:26:27 INFO test: loss: nan - UP: 44.42% UR: 32.11% UF: 37.28% P: 42.40% R: 30.66% F: 35.59%
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+ 2024-03-26 02:26:27 INFO 0:00:10.410482s elapsed
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+ 2024-03-26 02:26:27 INFO Epoch 93 / 5000:
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+ 2024-03-26 02:26:35 INFO lr: 4.9070e-05 - loss: 0.0040 - UP: 88.07% UR: 75.98% UF: 81.58% P: 88.05% R: 75.97% F: 81.57%
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+ 2024-03-26 02:26:36 INFO dev: loss: nan - UP: 57.12% UR: 32.30% UF: 41.27% P: 54.57% R: 30.87% F: 39.43%
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+ 2024-03-26 02:26:38 INFO test: loss: nan - UP: 50.77% UR: 25.69% UF: 34.12% P: 48.23% R: 24.40% F: 32.41%
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+ 2024-03-26 02:26:38 INFO 0:00:10.456891s elapsed
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+ 2024-03-26 02:26:38 INFO Epoch 94 / 5000:
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+ 2024-03-26 02:26:46 INFO lr: 4.9060e-05 - loss: 0.0002 - UP: 89.06% UR: 79.04% UF: 83.75% P: 89.01% R: 78.99% F: 83.70%
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+ 2024-03-26 02:26:47 INFO dev: loss: nan - UP: 56.61% UR: 38.16% UF: 45.59% P: 54.37% R: 36.65% F: 43.79%
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+ 2024-03-26 02:26:48 INFO test: loss: nan - UP: 46.93% UR: 29.05% UF: 35.89% P: 44.78% R: 27.72% F: 34.24%
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+ 2024-03-26 02:26:48 INFO 0:00:10.431125s elapsed
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+ 2024-03-26 02:26:48 INFO Epoch 95 / 5000:
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+ 2024-03-26 02:26:56 INFO lr: 4.9050e-05 - loss: 0.0001 - UP: 91.15% UR: 81.70% UF: 86.17% P: 91.14% R: 81.69% F: 86.16%
635
+ 2024-03-26 02:26:57 INFO dev: loss: nan - UP: 57.39% UR: 36.29% UF: 44.46% P: 54.89% R: 34.71% F: 42.53%
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+ 2024-03-26 02:26:59 INFO test: loss: nan - UP: 50.02% UR: 27.95% UF: 35.86% P: 47.75% R: 26.68% F: 34.24%
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+ 2024-03-26 02:26:59 INFO 0:00:10.444068s elapsed
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+ 2024-03-26 02:26:59 INFO Epoch 96 / 5000:
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+ 2024-03-26 02:27:07 INFO lr: 4.9040e-05 - loss: 0.0035 - UP: 91.85% UR: 82.78% UF: 87.08% P: 91.85% R: 82.78% F: 87.08%
641
+ 2024-03-26 02:27:08 INFO dev: loss: nan - UP: 55.28% UR: 39.53% UF: 46.09% P: 53.22% R: 38.05% F: 44.37%
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+ 2024-03-26 02:27:09 INFO test: loss: nan - UP: 46.85% UR: 31.25% UF: 37.49% P: 44.69% R: 29.81% F: 35.77%
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+ 2024-03-26 02:27:09 INFO 0:00:10.465856s elapsed
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+ 2024-03-26 02:27:17 INFO lr: 4.9030e-05 - loss: 0.0005 - UP: 92.39% UR: 85.40% UF: 88.76% P: 92.39% R: 85.40% F: 88.76%
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+ 2024-03-26 02:27:18 INFO dev: loss: nan - UP: 57.58% UR: 34.53% UF: 43.17% P: 55.24% R: 33.13% F: 41.42%
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+ 2024-03-26 02:27:20 INFO test: loss: nan - UP: 51.41% UR: 27.66% UF: 35.97% P: 49.06% R: 26.39% F: 34.32%
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+ 2024-03-26 02:27:20 INFO 0:00:10.478565s elapsed
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+ 2024-03-26 02:27:28 INFO lr: 4.9020e-05 - loss: 0.0002 - UP: 93.96% UR: 83.62% UF: 88.49% P: 93.96% R: 83.62% F: 88.49%
653
+ 2024-03-26 02:27:29 INFO dev: loss: nan - UP: 55.82% UR: 41.90% UF: 47.87% P: 53.71% R: 40.32% F: 46.06%
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+ 2024-03-26 02:27:30 INFO test: loss: nan - UP: 45.01% UR: 32.28% UF: 37.60% P: 43.15% R: 30.95% F: 36.05%
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+ 2024-03-26 02:27:30 INFO 0:00:10.517980s elapsed
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+ 2024-03-26 02:27:30 INFO Epoch 99 / 5000:
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+ 2024-03-26 02:27:38 INFO lr: 4.9010e-05 - loss: 0.0000 - UP: 92.72% UR: 86.67% UF: 89.59% P: 92.70% R: 86.65% F: 89.57%
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+ 2024-03-26 02:27:39 INFO dev: loss: nan - UP: 56.85% UR: 37.87% UF: 45.46% P: 54.69% R: 36.44% F: 43.74%
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+ 2024-03-26 02:27:41 INFO test: loss: nan - UP: 47.88% UR: 29.77% UF: 36.71% P: 45.80% R: 28.48% F: 35.12%
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+ 2024-03-26 02:27:41 INFO 0:00:10.542235s elapsed
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+ 2024-03-26 02:27:49 INFO lr: 4.9000e-05 - loss: 0.0005 - UP: 93.40% UR: 86.77% UF: 89.96% P: 93.39% R: 86.75% F: 89.95%
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+ 2024-03-26 02:27:50 INFO dev: loss: nan - UP: 57.71% UR: 37.80% UF: 45.68% P: 55.40% R: 36.29% F: 43.86%
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+ 2024-03-26 02:27:51 INFO test: loss: nan - UP: 50.88% UR: 30.51% UF: 38.15% P: 48.80% R: 29.26% F: 36.59%
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+ 2024-03-26 02:27:51 INFO 0:00:10.662767s elapsed
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+ 2024-03-26 02:27:59 INFO lr: 4.8990e-05 - loss: 0.0018 - UP: 94.24% UR: 87.35% UF: 90.66% P: 94.24% R: 87.35% F: 90.66%
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+ 2024-03-26 02:28:00 INFO dev: loss: nan - UP: 55.60% UR: 41.03% UF: 47.22% P: 53.41% R: 39.42% F: 45.36%
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+ 2024-03-26 02:28:02 INFO test: loss: nan - UP: 47.24% UR: 32.60% UF: 38.58% P: 45.25% R: 31.23% F: 36.95%
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+ 2024-03-26 02:28:02 INFO 0:00:10.704782s elapsed
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+ 2024-03-26 02:28:10 INFO lr: 4.8980e-05 - loss: 0.0020 - UP: 92.77% UR: 88.29% UF: 90.48% P: 92.77% R: 88.29% F: 90.48%
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+ 2024-03-26 02:28:11 INFO dev: loss: nan - UP: 53.37% UR: 42.69% UF: 47.43% P: 51.35% R: 41.07% F: 45.64%
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+ 2024-03-26 02:28:13 INFO test: loss: nan - UP: 43.61% UR: 34.54% UF: 38.55% P: 41.85% R: 33.15% F: 37.00%
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+ 2024-03-26 02:28:13 INFO 0:00:10.720175s elapsed
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+ 2024-03-26 02:28:13 INFO Epoch 103 / 5000:
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+ 2024-03-26 02:28:21 INFO lr: 4.8970e-05 - loss: 0.0013 - UP: 93.92% UR: 88.25% UF: 90.99% P: 93.92% R: 88.25% F: 90.99%
683
+ 2024-03-26 02:28:22 INFO dev: loss: nan - UP: 55.94% UR: 36.87% UF: 44.44% P: 53.54% R: 35.29% F: 42.54%
684
+ 2024-03-26 02:28:23 INFO test: loss: nan - UP: 49.47% UR: 29.81% UF: 37.21% P: 47.19% R: 28.44% F: 35.49%
685
+ 2024-03-26 02:28:23 INFO 0:00:10.731182s elapsed
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+
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+ 2024-03-26 02:28:32 INFO lr: 4.8960e-05 - loss: nan - UP: 94.36% UR: 88.94% UF: 91.57% P: 94.36% R: 88.94% F: 91.57%
689
+ 2024-03-26 02:28:33 INFO dev: loss: nan - UP: 52.34% UR: 43.37% UF: 47.44% P: 50.52% R: 41.86% F: 45.79%
690
+ 2024-03-26 02:28:34 INFO test: loss: nan - UP: 45.19% UR: 35.45% UF: 39.73% P: 43.25% R: 33.93% F: 38.03%
691
+ 2024-03-26 02:28:34 INFO 0:00:10.691349s elapsed
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+
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+ 2024-03-26 02:28:34 INFO Epoch 105 / 5000:
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+ 2024-03-26 02:28:42 INFO lr: 4.8950e-05 - loss: 0.0017 - UP: 93.91% UR: 89.53% UF: 91.67% P: 93.91% R: 89.53% F: 91.67%
695
+ 2024-03-26 02:28:43 INFO dev: loss: nan - UP: 55.67% UR: 40.57% UF: 46.93% P: 53.55% R: 39.02% F: 45.15%
696
+ 2024-03-26 02:28:45 INFO test: loss: nan - UP: 48.99% UR: 33.72% UF: 39.94% P: 46.96% R: 32.33% F: 38.29%
697
+ 2024-03-26 02:28:45 INFO 0:00:10.667302s elapsed
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+
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+ 2024-03-26 02:28:45 INFO Epoch 106 / 5000:
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+ 2024-03-26 02:28:53 INFO lr: 4.8940e-05 - loss: 0.0018 - UP: 94.58% UR: 89.88% UF: 92.17% P: 94.58% R: 89.88% F: 92.17%
701
+ 2024-03-26 02:28:54 INFO dev: loss: nan - UP: 55.58% UR: 41.72% UF: 47.66% P: 53.52% R: 40.17% F: 45.89%
702
+ 2024-03-26 02:28:55 INFO test: loss: nan - UP: 48.87% UR: 33.89% UF: 40.02% P: 46.80% R: 32.45% F: 38.33%
703
+ 2024-03-26 02:28:55 INFO 0:00:10.624790s elapsed
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+ 2024-03-26 02:28:55 INFO Epoch 107 / 5000:
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+ 2024-03-26 02:29:04 INFO lr: 4.8930e-05 - loss: 0.0007 - UP: 93.71% UR: 91.30% UF: 92.49% P: 93.71% R: 91.30% F: 92.49%
707
+ 2024-03-26 02:29:04 INFO dev: loss: nan - UP: 57.26% UR: 36.40% UF: 44.51% P: 54.78% R: 34.82% F: 42.57%
708
+ 2024-03-26 02:29:06 INFO test: loss: nan - UP: 50.22% UR: 28.86% UF: 36.66% P: 47.68% R: 27.40% F: 34.80%
709
+ 2024-03-26 02:29:06 INFO 0:00:10.617102s elapsed
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+ 2024-03-26 02:29:06 INFO Epoch 108 / 5000:
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+ 2024-03-26 02:29:14 INFO lr: 4.8920e-05 - loss: nan - UP: 94.82% UR: 89.40% UF: 92.03% P: 94.82% R: 89.40% F: 92.03%
713
+ 2024-03-26 02:29:15 INFO dev: loss: nan - UP: 57.06% UR: 37.19% UF: 45.03% P: 55.35% R: 36.08% F: 43.68%
714
+ 2024-03-26 02:29:17 INFO test: loss: nan - UP: 50.05% UR: 30.02% UF: 37.53% P: 47.90% R: 28.73% F: 35.92%
715
+ 2024-03-26 02:29:17 INFO 0:00:10.621525s elapsed
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+ 2024-03-26 02:29:17 INFO Epoch 109 / 5000:
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+ 2024-03-26 02:29:25 INFO lr: 4.8910e-05 - loss: 0.0003 - UP: 95.22% UR: 90.69% UF: 92.90% P: 95.22% R: 90.69% F: 92.90%
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+ 2024-03-26 02:29:26 INFO dev: loss: nan - UP: 57.74% UR: 37.94% UF: 45.79% P: 55.77% R: 36.65% F: 44.23%
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+ 2024-03-26 02:29:27 INFO test: loss: nan - UP: 49.69% UR: 30.66% UF: 37.92% P: 47.53% R: 29.33% F: 36.27%
721
+ 2024-03-26 02:29:27 INFO 0:00:10.575991s elapsed
722
+
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+ 2024-03-26 02:29:36 INFO Epoch 79 saved
724
+ 2024-03-26 02:29:36 INFO dev: UP: 59.44% UR: 40.17% UF: 47.94% P: 57.84% R: 39.09% F: 46.66%
725
+ 2024-03-26 02:29:36 INFO test: UP: 49.30% UR: 33.36% UF: 39.79% P: 47.52% R: 32.16% F: 38.36%
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+ 2024-03-26 02:29:36 INFO 0:18:59.885964s elapsed, 0:00:10.457669s/epoch
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1
+ 2024-03-26 01:53:12 INFO
2
+ ---------------------+-------------------------------
3
+ Param | Value
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+ ---------------------+-------------------------------
5
+ lr | 5e-05
6
+ mu | 0.9
7
+ nu | 0.999
8
+ eps | 1e-06
9
+ weight_decay | 0.0
10
+ lr_rate | 1
11
+ patience | 30
12
+ update-steps | 1
13
+ warmup | 0.0
14
+ batch_size | 3000
15
+ update_steps | 1
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+ mode | train
17
+ path | /home/marvin/structured-sentiment-analysis-bis/models/mpqa/sdp_random/60/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_random/60/train.conllu
29
+ dev | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/mpqa/head_final/sdp_random/60/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
+ 2024-03-26 01:53:12 INFO Building the fields
40
+ 2024-03-26 01:53:14 INFO CoNLL(
41
+ (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
42
+ (labels): ChartField()
43
+ )
44
+ 2024-03-26 01:53:14 INFO Building the model
45
+ 2024-03-26 01:53:16 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
+ 2024-03-26 01:53:16 INFO Loading the data
65
+ 2024-03-26 01:53:22 INFO
66
+ train: Dataset(n_sentences=3522, n_batches=44, n_buckets=32)
67
+ dev: Dataset(n_sentences=1236, n_batches=32, n_buckets=32)
68
+ test: Dataset(n_sentences=2112, n_batches=34, n_buckets=32)
69
+
70
+ 2024-03-26 01:53:22 INFO Epoch 1 / 5000:
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+ 2024-03-26 01:53:31 INFO lr: 4.9990e-05 - loss: 0.0336 - UP: 0.49% UR: 0.11% UF: 0.18% P: 0.20% R: 0.04% F: 0.07%
72
+ 2024-03-26 01:53:32 INFO dev: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
73
+ 2024-03-26 01:53:33 INFO test: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
74
+ 2024-03-26 01:53:33 INFO 0:00:11.135880s elapsed
75
+
76
+ 2024-03-26 01:53:33 INFO Epoch 2 / 5000:
77
+ 2024-03-26 01:53:41 INFO lr: 4.9980e-05 - loss: 0.0342 - UP: 15.38% UR: 0.24% UF: 0.47% P: 11.19% R: 0.17% F: 0.34%
78
+ 2024-03-26 01:53:42 INFO dev: loss: nan - UP: 68.75% UR: 0.40% UF: 0.79% P: 62.50% R: 0.36% F: 0.71%
79
+ 2024-03-26 01:53:44 INFO test: loss: nan - UP: 50.00% UR: 0.08% UF: 0.17% P: 25.00% R: 0.04% F: 0.08%
80
+ 2024-03-26 01:53:48 INFO 0:00:10.502522s elapsed (saved)
81
+
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+ 2024-03-26 01:53:48 INFO Epoch 3 / 5000:
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+ 2024-03-26 01:53:57 INFO lr: 4.9970e-05 - loss: 0.0337 - UP: 30.25% UR: 1.85% UF: 3.49% P: 25.98% R: 1.59% F: 2.99%
84
+ 2024-03-26 01:53:57 INFO dev: loss: nan - UP: 72.97% UR: 0.97% UF: 1.91% P: 62.16% R: 0.83% F: 1.63%
85
+ 2024-03-26 01:53:59 INFO test: loss: nan - UP: 80.33% UR: 1.04% UF: 2.04% P: 62.30% R: 0.80% F: 1.59%
86
+ 2024-03-26 01:54:06 INFO 0:00:10.519058s elapsed (saved)
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+
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+ 2024-03-26 01:54:06 INFO Epoch 4 / 5000:
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+ 2024-03-26 01:54:14 INFO lr: 4.9960e-05 - loss: 0.0287 - UP: 30.04% UR: 1.46% UF: 2.78% P: 27.13% R: 1.32% F: 2.51%
90
+ 2024-03-26 01:54:15 INFO dev: loss: nan - UP: 53.44% UR: 5.03% UF: 9.20% P: 47.71% R: 4.49% F: 8.21%
91
+ 2024-03-26 01:54:16 INFO test: loss: nan - UP: 53.41% UR: 4.63% UF: 8.52% P: 42.44% R: 3.68% F: 6.77%
92
+ 2024-03-26 01:54:23 INFO 0:00:10.523616s elapsed (saved)
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+
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+ 2024-03-26 01:54:23 INFO Epoch 5 / 5000:
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+ 2024-03-26 01:54:31 INFO lr: 4.9950e-05 - loss: 0.0321 - UP: 27.44% UR: 2.33% UF: 4.29% P: 25.00% R: 2.12% F: 3.91%
96
+ 2024-03-26 01:54:32 INFO dev: loss: nan - UP: 78.29% UR: 3.63% UF: 6.94% P: 72.09% R: 3.34% F: 6.39%
97
+ 2024-03-26 01:54:34 INFO test: loss: nan - UP: 59.94% UR: 3.95% UF: 7.41% P: 52.24% R: 3.44% F: 6.46%
98
+ 2024-03-26 01:54:34 INFO 0:00:10.515422s elapsed
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+
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+ 2024-03-26 01:54:34 INFO Epoch 6 / 5000:
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+ 2024-03-26 01:54:42 INFO lr: 4.9940e-05 - loss: 0.0266 - UP: 51.07% UR: 6.52% UF: 11.56% P: 49.10% R: 6.27% F: 11.12%
102
+ 2024-03-26 01:54:43 INFO dev: loss: nan - UP: 61.73% UR: 6.14% UF: 11.18% P: 55.96% R: 5.57% F: 10.13%
103
+ 2024-03-26 01:54:44 INFO test: loss: nan - UP: 52.95% UR: 6.06% UF: 10.88% P: 43.91% R: 5.03% F: 9.02%
104
+ 2024-03-26 01:54:51 INFO 0:00:10.580123s elapsed (saved)
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+
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+ 2024-03-26 01:54:51 INFO Epoch 7 / 5000:
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+ 2024-03-26 01:54:59 INFO lr: 4.9930e-05 - loss: 0.0239 - UP: 44.06% UR: 5.69% UF: 10.08% P: 42.80% R: 5.53% F: 9.79%
108
+ 2024-03-26 01:55:00 INFO dev: loss: nan - UP: 72.03% UR: 3.05% UF: 5.86% P: 69.49% R: 2.95% F: 5.65%
109
+ 2024-03-26 01:55:02 INFO test: loss: nan - UP: 72.03% UR: 3.59% UF: 6.84% P: 61.44% R: 3.06% F: 5.84%
110
+ 2024-03-26 01:55:02 INFO 0:00:10.560814s elapsed
111
+
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+ 2024-03-26 01:55:02 INFO Epoch 8 / 5000:
113
+ 2024-03-26 01:55:10 INFO lr: 4.9920e-05 - loss: 0.0254 - UP: 49.21% UR: 9.83% UF: 16.38% P: 47.74% R: 9.53% F: 15.89%
114
+ 2024-03-26 01:55:11 INFO dev: loss: nan - UP: 56.31% UR: 10.10% UF: 17.12% P: 53.31% R: 9.56% F: 16.21%
115
+ 2024-03-26 01:55:12 INFO test: loss: nan - UP: 51.23% UR: 9.25% UF: 15.68% P: 45.85% R: 8.28% F: 14.03%
116
+ 2024-03-26 01:55:19 INFO 0:00:10.657861s elapsed (saved)
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+
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+ 2024-03-26 01:55:19 INFO Epoch 9 / 5000:
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+ 2024-03-26 01:55:27 INFO lr: 4.9910e-05 - loss: 0.0130 - UP: 54.77% UR: 12.55% UF: 20.42% P: 53.82% R: 12.33% F: 20.07%
120
+ 2024-03-26 01:55:28 INFO dev: loss: nan - UP: 53.87% UR: 6.25% UF: 11.20% P: 50.46% R: 5.86% F: 10.50%
121
+ 2024-03-26 01:55:30 INFO test: loss: nan - UP: 65.16% UR: 7.31% UF: 13.15% P: 58.00% R: 6.51% F: 11.70%
122
+ 2024-03-26 01:55:30 INFO 0:00:10.590735s elapsed
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+
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+ 2024-03-26 01:55:30 INFO Epoch 10 / 5000:
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+ 2024-03-26 01:55:38 INFO lr: 4.9900e-05 - loss: 0.0110 - UP: 61.39% UR: 16.46% UF: 25.95% P: 60.70% R: 16.27% F: 25.66%
126
+ 2024-03-26 01:55:39 INFO dev: loss: nan - UP: 54.85% UR: 18.29% UF: 27.43% P: 53.56% R: 17.86% F: 26.79%
127
+ 2024-03-26 01:55:40 INFO test: loss: nan - UP: 45.29% UR: 15.85% UF: 23.48% P: 42.87% R: 15.00% F: 22.23%
128
+ 2024-03-26 01:55:47 INFO 0:00:10.629285s elapsed (saved)
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+
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+ 2024-03-26 01:55:47 INFO Epoch 11 / 5000:
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+ 2024-03-26 01:55:55 INFO lr: 4.9890e-05 - loss: 0.0201 - UP: 62.90% UR: 15.65% UF: 25.07% P: 62.07% R: 15.44% F: 24.73%
132
+ 2024-03-26 01:55:56 INFO dev: loss: nan - UP: 61.19% UR: 12.97% UF: 21.41% P: 59.66% R: 12.65% F: 20.87%
133
+ 2024-03-26 01:55:58 INFO test: loss: nan - UP: 59.78% UR: 12.91% UF: 21.23% P: 55.68% R: 12.02% F: 19.77%
134
+ 2024-03-26 01:55:58 INFO 0:00:10.554101s elapsed
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+
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+ 2024-03-26 01:55:58 INFO Epoch 12 / 5000:
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+ 2024-03-26 01:56:06 INFO lr: 4.9880e-05 - loss: 0.0101 - UP: 68.30% UR: 23.99% UF: 35.51% P: 68.02% R: 23.89% F: 35.36%
138
+ 2024-03-26 01:56:07 INFO dev: loss: nan - UP: 61.05% UR: 18.36% UF: 28.23% P: 59.38% R: 17.86% F: 27.46%
139
+ 2024-03-26 01:56:08 INFO test: loss: nan - UP: 51.55% UR: 17.62% UF: 26.26% P: 48.64% R: 16.63% F: 24.78%
140
+ 2024-03-26 01:56:15 INFO 0:00:10.609644s elapsed (saved)
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+
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+ 2024-03-26 01:56:23 INFO lr: 4.9870e-05 - loss: 0.0028 - UP: 68.17% UR: 28.62% UF: 40.32% P: 67.86% R: 28.49% F: 40.13%
144
+ 2024-03-26 01:56:24 INFO dev: loss: nan - UP: 65.80% UR: 18.18% UF: 28.49% P: 62.81% R: 17.36% F: 27.20%
145
+ 2024-03-26 01:56:26 INFO test: loss: nan - UP: 58.37% UR: 15.11% UF: 24.00% P: 54.04% R: 13.99% F: 22.22%
146
+ 2024-03-26 01:56:26 INFO 0:00:10.551763s elapsed
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+
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+ 2024-03-26 01:56:26 INFO Epoch 14 / 5000:
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+ 2024-03-26 01:56:34 INFO lr: 4.9860e-05 - loss: 0.0098 - UP: 67.12% UR: 30.46% UF: 41.91% P: 67.03% R: 30.42% F: 41.85%
150
+ 2024-03-26 01:56:35 INFO dev: loss: nan - UP: 56.08% UR: 19.73% UF: 29.19% P: 54.55% R: 19.19% F: 28.39%
151
+ 2024-03-26 01:56:36 INFO test: loss: nan - UP: 51.71% UR: 18.51% UF: 27.26% P: 49.06% R: 17.56% F: 25.86%
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+ 2024-03-26 01:56:43 INFO 0:00:10.625098s elapsed (saved)
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+
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+ 2024-03-26 01:56:51 INFO lr: 4.9850e-05 - loss: 0.0152 - UP: 71.54% UR: 32.77% UF: 44.95% P: 71.30% R: 32.66% F: 44.80%
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+ 2024-03-26 01:56:52 INFO dev: loss: nan - UP: 57.18% UR: 24.90% UF: 34.69% P: 55.36% R: 24.11% F: 33.59%
157
+ 2024-03-26 01:56:54 INFO test: loss: nan - UP: 51.80% UR: 21.85% UF: 30.73% P: 49.25% R: 20.77% F: 29.22%
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+ 2024-03-26 01:57:00 INFO 0:00:10.522852s elapsed (saved)
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+
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+ 2024-03-26 01:57:00 INFO Epoch 16 / 5000:
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+ 2024-03-26 01:57:08 INFO lr: 4.9840e-05 - loss: 0.0076 - UP: 73.17% UR: 41.65% UF: 53.09% P: 73.02% R: 41.57% F: 52.98%
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+ 2024-03-26 01:57:09 INFO dev: loss: nan - UP: 53.79% UR: 29.32% UF: 37.95% P: 52.87% R: 28.82% F: 37.30%
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+ 2024-03-26 01:57:11 INFO test: loss: nan - UP: 46.78% UR: 24.85% UF: 32.45% P: 44.91% R: 23.85% F: 31.16%
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+ 2024-03-26 01:57:18 INFO 0:00:10.526608s elapsed (saved)
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+
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+ 2024-03-26 01:57:18 INFO Epoch 17 / 5000:
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+ 2024-03-26 01:57:26 INFO lr: 4.9830e-05 - loss: 0.0061 - UP: 75.32% UR: 42.09% UF: 54.00% P: 75.20% R: 42.02% F: 53.92%
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+ 2024-03-26 01:59:05 INFO lr: 4.9750e-05 - loss: 0.0049 - UP: 81.51% UR: 60.56% UF: 69.49% P: 81.47% R: 60.52% F: 69.45%
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+ 2024-03-26 01:59:14 INFO 0:00:10.847430s elapsed (saved)
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+ 2024-03-26 01:59:43 INFO lr: 4.9720e-05 - loss: 0.0049 - UP: 84.50% UR: 66.63% UF: 74.51% P: 84.49% R: 66.62% F: 74.50%
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+ 2024-03-26 01:59:55 INFO lr: 4.9710e-05 - loss: 0.0051 - UP: 85.59% UR: 70.42% UF: 77.27% P: 85.58% R: 70.41% F: 77.26%
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+ 2024-03-26 01:59:57 INFO 0:00:11.323162s elapsed
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+ 2024-03-26 02:00:06 INFO lr: 4.9700e-05 - loss: nan - UP: 87.20% UR: 71.45% UF: 78.54% P: 87.10% R: 71.38% F: 78.46%
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+ 2024-03-26 02:00:23 INFO lr: 4.9690e-05 - loss: 0.0040 - UP: 82.14% UR: 61.72% UF: 70.48% P: 82.11% R: 61.70% F: 70.46%
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+ 2024-03-26 02:00:25 INFO 0:00:10.536697s elapsed
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+ 2024-03-26 02:00:33 INFO lr: 4.9680e-05 - loss: 0.0012 - UP: 83.69% UR: 67.86% UF: 74.95% P: 83.57% R: 67.76% F: 74.84%
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+ 2024-03-26 02:00:34 INFO dev: loss: nan - UP: 56.89% UR: 28.93% UF: 38.35% P: 55.41% R: 28.17% F: 37.35%
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+ 2024-03-26 02:00:36 INFO 0:00:10.652423s elapsed
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+ 2024-03-26 02:00:44 INFO lr: 4.9670e-05 - loss: 0.0041 - UP: 87.40% UR: 72.17% UF: 79.06% P: 87.33% R: 72.12% F: 79.00%
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+ 2024-03-26 02:00:55 INFO lr: 4.9660e-05 - loss: 0.0021 - UP: 86.56% UR: 74.96% UF: 80.34% P: 86.55% R: 74.95% F: 80.33%
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+ 2024-03-26 02:01:07 INFO lr: 4.9650e-05 - loss: nan - UP: 88.95% UR: 76.68% UF: 82.36% P: 88.94% R: 76.67% F: 82.35%
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+ 2024-03-26 02:01:08 INFO dev: loss: nan - UP: 51.83% UR: 36.18% UF: 42.62% P: 50.69% R: 35.39% F: 41.68%
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+ 2024-03-26 02:01:18 INFO lr: 4.9640e-05 - loss: 0.0044 - UP: 88.60% UR: 77.46% UF: 82.65% P: 88.56% R: 77.43% F: 82.62%
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+ 2024-03-26 02:01:20 INFO test: loss: nan - UP: 47.13% UR: 31.38% UF: 37.67% P: 45.32% R: 30.17% F: 36.23%
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+ 2024-03-26 02:01:29 INFO lr: 4.9630e-05 - loss: nan - UP: 90.47% UR: 78.43% UF: 84.02% P: 90.46% R: 78.42% F: 84.01%
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+ 2024-03-26 02:01:30 INFO dev: loss: nan - UP: 57.91% UR: 33.81% UF: 42.70% P: 56.55% R: 33.02% F: 41.70%
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+ 2024-03-26 02:01:40 INFO lr: 4.9620e-05 - loss: 0.0039 - UP: 89.41% UR: 77.59% UF: 83.08% P: 89.30% R: 77.49% F: 82.98%
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+ 2024-03-26 02:01:41 INFO dev: loss: nan - UP: 52.48% UR: 36.15% UF: 42.81% P: 51.02% R: 35.14% F: 41.62%
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+ 2024-03-26 02:01:50 INFO lr: 4.9610e-05 - loss: 0.0001 - UP: 87.92% UR: 75.24% UF: 81.09% P: 87.77% R: 75.11% F: 80.95%
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+ 2024-03-26 02:01:59 INFO 0:00:10.836972s elapsed (saved)
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+ 2024-03-26 02:02:07 INFO lr: 4.9600e-05 - loss: 0.0002 - UP: 90.14% UR: 77.91% UF: 83.58% P: 90.08% R: 77.85% F: 83.52%
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+ 2024-03-26 02:02:08 INFO dev: loss: nan - UP: 52.26% UR: 35.72% UF: 42.43% P: 51.00% R: 34.85% F: 41.41%
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+ 2024-03-26 02:02:10 INFO test: loss: nan - UP: 42.68% UR: 31.99% UF: 36.57% P: 40.32% R: 30.21% F: 34.54%
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+ 2024-03-26 02:02:18 INFO lr: 4.9590e-05 - loss: 0.0046 - UP: 89.57% UR: 80.24% UF: 84.65% P: 89.57% R: 80.24% F: 84.65%
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+ 2024-03-26 02:02:19 INFO dev: loss: nan - UP: 49.45% UR: 37.08% UF: 42.38% P: 48.11% R: 36.08% F: 41.23%
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+ 2024-03-26 02:02:20 INFO test: loss: nan - UP: 45.47% UR: 33.70% UF: 38.71% P: 43.07% R: 31.92% F: 36.67%
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+ 2024-03-26 02:02:29 INFO lr: 4.9580e-05 - loss: 0.0027 - UP: 90.87% UR: 82.11% UF: 86.27% P: 90.85% R: 82.09% F: 86.24%
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+ 2024-03-26 02:02:29 INFO dev: loss: nan - UP: 55.15% UR: 36.18% UF: 43.70% P: 53.67% R: 35.21% F: 42.53%
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+ 2024-03-26 02:02:31 INFO test: loss: nan - UP: 48.53% UR: 30.97% UF: 37.81% P: 45.88% R: 29.28% F: 35.75%
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+ 2024-03-26 02:02:39 INFO lr: 4.9570e-05 - loss: 0.0104 - UP: 89.97% UR: 85.05% UF: 87.44% P: 89.93% R: 85.00% F: 87.39%
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+ 2024-03-26 02:02:40 INFO dev: loss: nan - UP: 49.82% UR: 40.78% UF: 44.85% P: 48.55% R: 39.74% F: 43.71%
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+ 2024-03-26 02:02:51 INFO lr: 4.9560e-05 - loss: 0.0014 - UP: 86.19% UR: 71.58% UF: 78.21% P: 86.10% R: 71.51% F: 78.13%
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+ 2024-03-26 02:02:52 INFO dev: loss: nan - UP: 48.19% UR: 40.14% UF: 43.80% P: 47.20% R: 39.31% F: 42.89%
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+ 2024-03-26 02:03:02 INFO lr: 4.9550e-05 - loss: 0.0004 - UP: 89.20% UR: 78.57% UF: 83.55% P: 89.13% R: 78.50% F: 83.48%
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+ 2024-03-26 02:03:14 INFO dev: loss: nan - UP: 56.81% UR: 36.87% UF: 44.72% P: 55.43% R: 35.97% F: 43.63%
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+ 2024-03-26 02:03:35 INFO lr: 4.9520e-05 - loss: 0.0039 - UP: 90.18% UR: 81.65% UF: 85.70% P: 90.16% R: 81.63% F: 85.68%
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+ 2024-03-26 02:03:46 INFO lr: 4.9510e-05 - loss: 0.0036 - UP: 88.88% UR: 80.41% UF: 84.43% P: 88.81% R: 80.34% F: 84.37%
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+ 2024-03-26 02:03:47 INFO dev: loss: nan - UP: 51.26% UR: 38.02% UF: 43.66% P: 49.90% R: 37.01% F: 42.50%
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+ 2024-03-26 02:03:49 INFO test: loss: nan - UP: 46.28% UR: 33.11% UF: 38.60% P: 43.77% R: 31.31% F: 36.51%
362
+ 2024-03-26 02:03:49 INFO 0:00:10.899717s elapsed
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+ 2024-03-26 02:03:57 INFO lr: 4.9500e-05 - loss: 0.0074 - UP: 90.44% UR: 81.97% UF: 85.99% P: 90.32% R: 81.86% F: 85.88%
366
+ 2024-03-26 02:03:58 INFO dev: loss: nan - UP: 45.90% UR: 44.05% UF: 44.96% P: 44.48% R: 42.69% F: 43.56%
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+ 2024-03-26 02:03:59 INFO test: loss: nan - UP: 39.94% UR: 38.79% UF: 39.36% P: 37.81% R: 36.72% F: 37.26%
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+ 2024-03-26 02:03:59 INFO 0:00:10.888386s elapsed
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+ 2024-03-26 02:04:08 INFO lr: 4.9490e-05 - loss: 0.0020 - UP: 92.33% UR: 81.28% UF: 86.46% P: 92.33% R: 81.28% F: 86.46%
372
+ 2024-03-26 02:04:09 INFO dev: loss: nan - UP: 48.16% UR: 41.43% UF: 44.54% P: 46.62% R: 40.10% F: 43.11%
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+ 2024-03-26 02:04:10 INFO test: loss: nan - UP: 44.83% UR: 39.53% UF: 42.01% P: 42.57% R: 37.54% F: 39.90%
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+ 2024-03-26 02:04:10 INFO 0:00:10.846687s elapsed
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+ 2024-03-26 02:04:19 INFO lr: 4.9480e-05 - loss: 0.0026 - UP: 91.10% UR: 85.26% UF: 88.09% P: 91.09% R: 85.25% F: 88.08%
378
+ 2024-03-26 02:04:20 INFO dev: loss: nan - UP: 50.93% UR: 39.49% UF: 44.48% P: 49.49% R: 38.38% F: 43.23%
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+ 2024-03-26 02:04:21 INFO test: loss: nan - UP: 46.45% UR: 36.45% UF: 40.84% P: 44.13% R: 34.63% F: 38.81%
380
+ 2024-03-26 02:04:21 INFO 0:00:10.795093s elapsed
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+ 2024-03-26 02:04:29 INFO lr: 4.9470e-05 - loss: 0.0025 - UP: 94.07% UR: 86.20% UF: 89.96% P: 94.06% R: 86.19% F: 89.95%
384
+ 2024-03-26 02:04:30 INFO dev: loss: nan - UP: 52.25% UR: 35.54% UF: 42.30% P: 50.45% R: 34.32% F: 40.85%
385
+ 2024-03-26 02:04:32 INFO test: loss: nan - UP: 50.67% UR: 33.78% UF: 40.54% P: 48.54% R: 32.37% F: 38.84%
386
+ 2024-03-26 02:04:32 INFO 0:00:10.781765s elapsed
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+ 2024-03-26 02:04:32 INFO Epoch 54 / 5000:
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+ 2024-03-26 02:04:40 INFO lr: 4.9460e-05 - loss: 0.0001 - UP: 93.06% UR: 88.70% UF: 90.83% P: 93.06% R: 88.70% F: 90.83%
390
+ 2024-03-26 02:04:41 INFO dev: loss: nan - UP: 56.69% UR: 30.15% UF: 39.36% P: 54.53% R: 29.00% F: 37.86%
391
+ 2024-03-26 02:04:43 INFO test: loss: nan - UP: 54.28% UR: 28.40% UF: 37.29% P: 51.29% R: 26.83% F: 35.23%
392
+ 2024-03-26 02:04:43 INFO 0:00:10.781943s elapsed
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+ 2024-03-26 02:04:43 INFO Epoch 55 / 5000:
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+ 2024-03-26 02:04:51 INFO lr: 4.9450e-05 - loss: 0.0019 - UP: 94.42% UR: 88.26% UF: 91.24% P: 94.41% R: 88.25% F: 91.22%
396
+ 2024-03-26 02:04:52 INFO dev: loss: nan - UP: 54.84% UR: 31.94% UF: 40.37% P: 53.36% R: 31.08% F: 39.28%
397
+ 2024-03-26 02:04:53 INFO test: loss: nan - UP: 51.02% UR: 30.02% UF: 37.80% P: 48.76% R: 28.69% F: 36.13%
398
+ 2024-03-26 02:04:53 INFO 0:00:10.773665s elapsed
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+ 2024-03-26 02:04:53 INFO Epoch 56 / 5000:
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+ 2024-03-26 02:05:02 INFO lr: 4.9440e-05 - loss: 0.0001 - UP: 93.53% UR: 88.14% UF: 90.75% P: 93.53% R: 88.14% F: 90.75%
402
+ 2024-03-26 02:05:03 INFO dev: loss: nan - UP: 50.43% UR: 37.84% UF: 43.24% P: 48.80% R: 36.62% F: 41.84%
403
+ 2024-03-26 02:05:04 INFO test: loss: nan - UP: 49.30% UR: 37.84% UF: 42.82% P: 46.93% R: 36.02% F: 40.76%
404
+ 2024-03-26 02:05:04 INFO 0:00:10.813465s elapsed
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+ 2024-03-26 02:05:04 INFO Epoch 57 / 5000:
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+ 2024-03-26 02:05:13 INFO lr: 4.9430e-05 - loss: 0.0012 - UP: 94.01% UR: 89.58% UF: 91.75% P: 94.00% R: 89.57% F: 91.73%
408
+ 2024-03-26 02:05:14 INFO dev: loss: nan - UP: 51.99% UR: 38.05% UF: 43.94% P: 50.32% R: 36.83% F: 42.53%
409
+ 2024-03-26 02:05:15 INFO test: loss: nan - UP: 48.68% UR: 35.85% UF: 41.29% P: 45.96% R: 33.85% F: 38.98%
410
+ 2024-03-26 02:05:15 INFO 0:00:10.821439s elapsed
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+ 2024-03-26 02:05:15 INFO Epoch 58 / 5000:
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+ 2024-03-26 02:05:23 INFO lr: 4.9420e-05 - loss: 0.0003 - UP: 94.37% UR: 89.55% UF: 91.90% P: 94.33% R: 89.52% F: 91.86%
414
+ 2024-03-26 02:05:24 INFO dev: loss: nan - UP: 56.13% UR: 35.68% UF: 43.63% P: 54.83% R: 34.85% F: 42.62%
415
+ 2024-03-26 02:05:26 INFO test: loss: nan - UP: 52.13% UR: 33.66% UF: 40.90% P: 49.77% R: 32.14% F: 39.06%
416
+ 2024-03-26 02:05:26 INFO 0:00:10.799772s elapsed
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+ 2024-03-26 02:05:26 INFO Epoch 59 / 5000:
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+ 2024-03-26 02:05:34 INFO lr: 4.9410e-05 - loss: 0.0101 - UP: 93.93% UR: 90.42% UF: 92.14% P: 93.89% R: 90.39% F: 92.11%
420
+ 2024-03-26 02:05:35 INFO dev: loss: nan - UP: 46.63% UR: 37.77% UF: 41.73% P: 44.41% R: 35.97% F: 39.75%
421
+ 2024-03-26 02:05:37 INFO test: loss: nan - UP: 43.08% UR: 37.74% UF: 40.23% P: 40.67% R: 35.62% F: 37.98%
422
+ 2024-03-26 02:05:37 INFO 0:00:10.824206s elapsed
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+ 2024-03-26 02:05:37 INFO Epoch 60 / 5000:
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+ 2024-03-26 02:05:45 INFO lr: 4.9400e-05 - loss: 0.0451 - UP: 40.45% UR: 38.18% UF: 39.28% P: 40.15% R: 37.90% F: 38.99%
426
+ 2024-03-26 02:05:46 INFO dev: loss: nan - UP: 45.85% UR: 9.74% UF: 16.06% P: 44.67% R: 9.49% F: 15.65%
427
+ 2024-03-26 02:05:48 INFO test: loss: nan - UP: 46.92% UR: 6.11% UF: 10.81% P: 43.67% R: 5.68% F: 10.06%
428
+ 2024-03-26 02:05:48 INFO 0:00:10.887869s elapsed
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+ 2024-03-26 02:05:48 INFO Epoch 61 / 5000:
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+ 2024-03-26 02:05:56 INFO lr: 4.9390e-05 - loss: 0.0216 - UP: 58.17% UR: 20.88% UF: 30.72% P: 56.84% R: 20.40% F: 30.02%
432
+ 2024-03-26 02:05:57 INFO dev: loss: nan - UP: 44.47% UR: 22.67% UF: 30.03% P: 43.20% R: 22.03% F: 29.18%
433
+ 2024-03-26 02:05:58 INFO test: loss: nan - UP: 41.58% UR: 22.18% UF: 28.93% P: 40.12% R: 21.40% F: 27.91%
434
+ 2024-03-26 02:05:58 INFO 0:00:10.857317s elapsed
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+ 2024-03-26 02:05:58 INFO Epoch 62 / 5000:
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+ 2024-03-26 02:06:07 INFO lr: 4.9380e-05 - loss: 0.0036 - UP: 68.20% UR: 36.05% UF: 47.17% P: 67.63% R: 35.74% F: 46.77%
438
+ 2024-03-26 02:06:08 INFO dev: loss: nan - UP: 45.15% UR: 19.91% UF: 27.63% P: 42.87% R: 18.90% F: 26.23%
439
+ 2024-03-26 02:06:09 INFO test: loss: nan - UP: 48.55% UR: 20.11% UF: 28.44% P: 44.37% R: 18.38% F: 25.99%
440
+ 2024-03-26 02:06:09 INFO 0:00:10.906186s elapsed
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+ 2024-03-26 02:06:09 INFO Epoch 63 / 5000:
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+ 2024-03-26 02:06:18 INFO lr: 4.9370e-05 - loss: 0.0017 - UP: 68.95% UR: 35.43% UF: 46.80% P: 68.04% R: 34.96% F: 46.19%
444
+ 2024-03-26 02:06:19 INFO dev: loss: nan - UP: 53.89% UR: 21.88% UF: 31.13% P: 52.39% R: 21.27% F: 30.26%
445
+ 2024-03-26 02:06:20 INFO test: loss: nan - UP: 49.60% UR: 22.33% UF: 30.80% P: 47.82% R: 21.53% F: 29.69%
446
+ 2024-03-26 02:06:20 INFO 0:00:10.954948s elapsed
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+ 2024-03-26 02:06:20 INFO Epoch 64 / 5000:
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+ 2024-03-26 02:06:29 INFO lr: 4.9360e-05 - loss: 0.0085 - UP: 72.63% UR: 46.29% UF: 56.54% P: 72.23% R: 46.04% F: 56.24%
450
+ 2024-03-26 02:06:30 INFO dev: loss: nan - UP: 39.15% UR: 37.33% UF: 38.22% P: 37.26% R: 35.54% F: 36.38%
451
+ 2024-03-26 02:06:31 INFO test: loss: nan - UP: 36.42% UR: 37.04% UF: 36.73% P: 34.47% R: 35.05% F: 34.76%
452
+ 2024-03-26 02:06:31 INFO 0:00:10.999968s elapsed
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+ 2024-03-26 02:06:31 INFO Epoch 65 / 5000:
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+ 2024-03-26 02:06:40 INFO lr: 4.9350e-05 - loss: 0.0019 - UP: 78.49% UR: 49.73% UF: 60.88% P: 78.22% R: 49.55% F: 60.67%
456
+ 2024-03-26 02:06:41 INFO dev: loss: nan - UP: 46.71% UR: 31.40% UF: 37.56% P: 44.79% R: 30.11% F: 36.01%
457
+ 2024-03-26 02:06:42 INFO test: loss: nan - UP: 40.28% UR: 31.29% UF: 35.22% P: 38.18% R: 29.66% F: 33.39%
458
+ 2024-03-26 02:06:42 INFO 0:00:11.028021s elapsed
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+ 2024-03-26 02:06:42 INFO Epoch 66 / 5000:
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+ 2024-03-26 02:06:51 INFO lr: 4.9340e-05 - loss: 0.0011 - UP: 83.43% UR: 61.26% UF: 70.65% P: 83.37% R: 61.22% F: 70.60%
462
+ 2024-03-26 02:06:52 INFO dev: loss: nan - UP: 53.55% UR: 27.67% UF: 36.48% P: 51.88% R: 26.81% F: 35.35%
463
+ 2024-03-26 02:06:53 INFO test: loss: nan - UP: 48.96% UR: 26.92% UF: 34.74% P: 46.85% R: 25.76% F: 33.24%
464
+ 2024-03-26 02:06:53 INFO 0:00:11.077304s elapsed
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+ 2024-03-26 02:06:53 INFO Epoch 67 / 5000:
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+ 2024-03-26 02:07:02 INFO lr: 4.9330e-05 - loss: 0.0014 - UP: 85.50% UR: 68.16% UF: 75.86% P: 85.50% R: 68.16% F: 75.86%
468
+ 2024-03-26 02:07:03 INFO dev: loss: nan - UP: 46.93% UR: 37.12% UF: 41.45% P: 45.52% R: 36.00% F: 40.21%
469
+ 2024-03-26 02:07:04 INFO test: loss: nan - UP: 43.17% UR: 35.01% UF: 38.67% P: 40.93% R: 33.19% F: 36.66%
470
+ 2024-03-26 02:07:04 INFO 0:00:11.056450s elapsed
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+ 2024-03-26 02:07:04 INFO Epoch 68 / 5000:
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+ 2024-03-26 02:07:13 INFO lr: 4.9320e-05 - loss: 0.0022 - UP: 85.53% UR: 74.86% UF: 79.84% P: 85.53% R: 74.86% F: 79.84%
474
+ 2024-03-26 02:07:14 INFO dev: loss: nan - UP: 55.43% UR: 23.86% UF: 33.36% P: 53.42% R: 23.00% F: 32.15%
475
+ 2024-03-26 02:07:16 INFO test: loss: nan - UP: 54.18% UR: 24.80% UF: 34.03% P: 51.78% R: 23.71% F: 32.52%
476
+ 2024-03-26 02:07:16 INFO 0:00:11.056725s elapsed
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+ 2024-03-26 02:07:16 INFO Epoch 69 / 5000:
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+ 2024-03-26 02:07:24 INFO lr: 4.9310e-05 - loss: 0.0016 - UP: 88.18% UR: 71.70% UF: 79.09% P: 88.13% R: 71.66% F: 79.04%
480
+ 2024-03-26 02:07:25 INFO dev: loss: nan - UP: 49.40% UR: 37.19% UF: 42.44% P: 47.78% R: 35.97% F: 41.04%
481
+ 2024-03-26 02:07:27 INFO test: loss: nan - UP: 44.85% UR: 35.69% UF: 39.75% P: 42.62% R: 33.91% F: 37.77%
482
+ 2024-03-26 02:07:27 INFO 0:00:10.993295s elapsed
483
+
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+ 2024-03-26 02:07:35 INFO Epoch 39 saved
485
+ 2024-03-26 02:07:35 INFO dev: UP: 50.59% UR: 40.24% UF: 44.83% P: 49.46% R: 39.35% F: 43.83%
486
+ 2024-03-26 02:07:35 INFO test: UP: 43.26% UR: 36.47% UF: 39.57% P: 41.10% R: 34.65% F: 37.60%
487
+ 2024-03-26 02:07:35 INFO 0:12:25.892529s elapsed, 0:00:10.810037s/epoch