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SemEval-2022-Task-10
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  1. .gitattributes +3 -0
  2. models/mpqa/sdp_random/40/model_vi_mpqa_roberta_6 +1 -1
  3. models/mpqa/sdp_random/40/model_vi_mpqa_roberta_6.train.log +0 -0
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  8. models/mpqa/sdp_random/40/model_vi_mpqa_xlm_9 +3 -0
  9. models/mpqa/sdp_random/40/model_vi_mpqa_xlm_9.train.log +859 -0
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- 2024-01-02 01:09:18 INFO
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  ---------------------+-------------------------------
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  Param | Value
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  ---------------------+-------------------------------
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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/40/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 01:09:18 INFO Building the fields
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- 2024-01-02 01:09:20 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 01:09:20 INFO Building the model
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- 2024-01-02 01:09:23 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 +61,475 @@ inference | mfvi
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  (inference): SemanticDependencyMFVI(max_iter=3)
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  )
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- 2024-01-02 01:09:23 INFO Loading the data
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- 2024-01-02 01:09:29 INFO
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  train: Dataset(n_sentences=2348, n_batches=47, n_buckets=32)
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  dev: Dataset(n_sentences=824, n_batches=32, 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 01:09:29 INFO Epoch 1 / 5000:
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- 2024-01-02 01:09:41 INFO lr: 4.9990e-05 - loss: 0.0662 - UP: 0.37% UR: 1.81% UF: 0.62% P: 0.01% R: 0.07% F: 0.02%
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- 2024-01-02 01:09:46 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 01:09:46 INFO 0:00:17.538124s elapsed
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- 2024-01-02 01:09:46 INFO Epoch 2 / 5000:
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- 2024-01-02 01:09:57 INFO lr: 4.9980e-05 - loss: 0.0541 - UP: 11.62% UR: 0.38% UF: 0.73% P: 9.60% R: 0.31% F: 0.60%
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- 2024-01-02 01:09:59 INFO dev: loss: nan - UP: 71.43% UR: 0.51% UF: 1.01% P: 57.14% R: 0.41% F: 0.81%
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- 2024-01-02 01:10:02 INFO test: loss: nan - UP: 77.14% UR: 0.57% UF: 1.13% P: 57.14% R: 0.42% F: 0.84%
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ 2024-03-26 00:14:41 INFO
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  ---------------------+-------------------------------
3
  Param | Value
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  ---------------------+-------------------------------
 
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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/40/model_vi_mpqa_xlm_10
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+ device | 0
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  seed | 1
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  threads | 16
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  local_rank | -1
 
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  inference | mfvi
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  ---------------------+-------------------------------
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+ 2024-03-26 00:14:41 INFO Building the fields
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+ 2024-03-26 00:14:42 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 00:14:42 INFO Building the model
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+ 2024-03-26 00:14:45 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 00:14:45 INFO Loading the data
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+ 2024-03-26 00:14:50 INFO
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  train: Dataset(n_sentences=2348, n_batches=47, n_buckets=32)
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  dev: Dataset(n_sentences=824, n_batches=32, 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 00:14:50 INFO Epoch 1 / 5000:
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+ 2024-03-26 00:14:59 INFO 0:00:09.060289s elapsed
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+ 2024-03-26 00:15:12 INFO 0:00:08.462534s elapsed (saved)
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+ 2024-03-26 00:15:58 INFO 0:00:08.402789s elapsed (saved)
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+ 2024-03-26 00:18:43 INFO lr: 4.9810e-05 - loss: nan - UP: 82.16% UR: 58.77% UF: 68.53% P: 82.16% R: 58.77% F: 68.53%
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+ 2024-03-26 00:20:41 INFO test: loss: nan - UP: 55.99% UR: 21.04% UF: 30.59% P: 52.45% R: 19.71% F: 28.65%
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+ 2024-03-26 00:20:50 INFO 0:00:08.983419s elapsed
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+ 2024-03-26 00:20:56 INFO lr: 4.9680e-05 - loss: 0.0035 - UP: 88.66% UR: 74.90% UF: 81.20% P: 88.64% R: 74.88% F: 81.18%
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+ 2024-03-26 00:20:57 INFO dev: loss: nan - UP: 42.91% UR: 31.17% UF: 36.11% P: 41.23% R: 29.95% F: 34.70%
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+ 2024-03-26 00:20:59 INFO test: loss: nan - UP: 44.20% UR: 33.66% UF: 38.22% P: 42.01% R: 31.99% F: 36.32%
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+ 2024-03-26 00:20:59 INFO 0:00:08.844627s elapsed
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+ 2024-03-26 00:21:14 INFO lr: 4.9660e-05 - loss: 0.0035 - UP: 86.59% UR: 71.14% UF: 78.11% P: 86.39% R: 70.98% F: 77.93%
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+ 2024-03-26 00:21:15 INFO dev: loss: nan - UP: 44.86% UR: 33.65% UF: 38.46% P: 42.96% R: 32.23% F: 36.83%
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+ 2024-03-26 00:21:23 INFO lr: 4.9650e-05 - loss: nan - UP: 85.85% UR: 70.00% UF: 77.12% P: 85.85% R: 70.00% F: 77.12%
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+ 2024-03-26 00:21:23 INFO dev: loss: nan - UP: 48.47% UR: 28.88% UF: 36.20% P: 46.08% R: 27.46% F: 34.41%
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+ 2024-03-26 00:21:25 INFO test: loss: nan - UP: 42.59% UR: 25.92% UF: 32.23% P: 40.12% R: 24.42% F: 30.37%
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+ 2024-03-26 00:21:25 INFO 0:00:08.754635s elapsed
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+ 2024-03-26 00:21:31 INFO lr: 4.9640e-05 - loss: 0.0069 - UP: 88.61% UR: 77.67% UF: 82.78% P: 88.61% R: 77.67% F: 82.78%
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+ 2024-03-26 00:21:32 INFO dev: loss: nan - UP: 54.05% UR: 26.75% UF: 35.79% P: 52.72% R: 26.09% F: 34.91%
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+ 2024-03-26 00:21:34 INFO test: loss: nan - UP: 49.92% UR: 26.03% UF: 34.22% P: 47.45% R: 24.74% F: 32.52%
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+ 2024-03-26 00:21:40 INFO lr: 4.9630e-05 - loss: 0.0016 - UP: 90.58% UR: 80.97% UF: 85.50% P: 90.58% R: 80.97% F: 85.50%
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+ 2024-03-26 00:21:41 INFO dev: loss: nan - UP: 51.08% UR: 31.32% UF: 38.83% P: 48.92% R: 30.00% F: 37.19%
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+ 2024-03-26 00:21:42 INFO test: loss: nan - UP: 45.75% UR: 29.66% UF: 35.99% P: 43.24% R: 28.04% F: 34.02%
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+ 2024-03-26 00:21:49 INFO 0:00:08.695524s elapsed (saved)
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+ 2024-03-26 00:21:55 INFO lr: 4.9620e-05 - loss: 0.0040 - UP: 91.90% UR: 82.81% UF: 87.12% P: 91.90% R: 82.81% F: 87.12%
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+ 2024-03-26 00:21:56 INFO dev: loss: nan - UP: 51.89% UR: 31.32% UF: 39.06% P: 50.13% R: 30.25% F: 37.73%
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+ 2024-03-26 00:21:57 INFO test: loss: nan - UP: 45.81% UR: 30.07% UF: 36.31% P: 43.43% R: 28.50% F: 34.42%
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+ 2024-03-26 00:22:04 INFO 0:00:08.423423s elapsed (saved)
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+ 2024-03-26 00:22:11 INFO lr: 4.9610e-05 - loss: 0.0009 - UP: 92.67% UR: 80.71% UF: 86.28% P: 92.67% R: 80.71% F: 86.28%
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+ 2024-03-26 00:22:11 INFO dev: loss: nan - UP: 51.85% UR: 29.95% UF: 37.97% P: 50.00% R: 28.88% F: 36.62%
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+ 2024-03-26 00:22:13 INFO test: loss: nan - UP: 47.60% UR: 29.30% UF: 36.28% P: 45.20% R: 27.83% F: 34.44%
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+ 2024-03-26 00:22:13 INFO 0:00:08.434688s elapsed
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+ 2024-03-26 00:22:19 INFO lr: 4.9600e-05 - loss: 0.0017 - UP: 91.39% UR: 84.94% UF: 88.05% P: 91.39% R: 84.94% F: 88.05%
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+ 2024-03-26 00:22:20 INFO dev: loss: nan - UP: 55.04% UR: 29.95% UF: 38.79% P: 53.54% R: 29.14% F: 37.74%
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+ 2024-03-26 00:22:21 INFO test: loss: nan - UP: 50.91% UR: 28.92% UF: 36.89% P: 48.46% R: 27.53% F: 35.11%
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+ 2024-03-26 00:22:28 INFO 0:00:08.407160s elapsed (saved)
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+ 2024-03-26 00:22:34 INFO lr: 4.9590e-05 - loss: 0.0016 - UP: 93.48% UR: 86.62% UF: 89.92% P: 93.48% R: 86.62% F: 89.92%
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+ 2024-03-26 00:22:35 INFO dev: loss: nan - UP: 61.14% UR: 25.08% UF: 35.57% P: 59.65% R: 24.47% F: 34.70%
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+ 2024-03-26 00:22:36 INFO test: loss: nan - UP: 54.10% UR: 23.16% UF: 32.43% P: 51.04% R: 21.85% F: 30.60%
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+ 2024-03-26 00:22:43 INFO lr: 4.9580e-05 - loss: 0.0021 - UP: 93.99% UR: 88.35% UF: 91.08% P: 93.97% R: 88.33% F: 91.07%
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+ 2024-03-26 00:22:43 INFO dev: loss: nan - UP: 52.25% UR: 32.99% UF: 40.45% P: 50.48% R: 31.88% F: 39.08%
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+ 2024-03-26 00:22:45 INFO test: loss: nan - UP: 46.78% UR: 31.73% UF: 37.81% P: 44.44% R: 30.15% F: 35.93%
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+ 2024-03-26 00:22:52 INFO 0:00:08.476455s elapsed (saved)
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+ 2024-03-26 00:22:58 INFO lr: 4.9570e-05 - loss: 0.0015 - UP: 93.89% UR: 88.54% UF: 91.14% P: 93.89% R: 88.54% F: 91.14%
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+ 2024-03-26 00:22:59 INFO dev: loss: nan - UP: 53.12% UR: 30.71% UF: 38.92% P: 52.15% R: 30.15% F: 38.21%
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+ 2024-03-26 00:23:00 INFO test: loss: nan - UP: 49.95% UR: 29.62% UF: 37.19% P: 47.24% R: 28.02% F: 35.17%
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+ 2024-03-26 00:23:07 INFO lr: 4.9560e-05 - loss: 0.0017 - UP: 93.67% UR: 86.65% UF: 90.02% P: 93.67% R: 86.65% F: 90.02%
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+ 2024-03-26 00:23:07 INFO dev: loss: nan - UP: 51.36% UR: 30.71% UF: 38.44% P: 50.08% R: 29.95% F: 37.48%
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+ 2024-03-26 00:23:09 INFO 0:00:08.468522s elapsed
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+ 2024-03-26 00:23:15 INFO lr: 4.9550e-05 - loss: 0.0012 - UP: 94.49% UR: 89.82% UF: 92.09% P: 94.47% R: 89.80% F: 92.08%
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+ 2024-03-26 00:23:16 INFO dev: loss: nan - UP: 59.79% UR: 26.04% UF: 36.28% P: 58.28% R: 25.38% F: 35.36%
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+ 2024-03-26 00:23:17 INFO test: loss: nan - UP: 56.64% UR: 25.59% UF: 35.25% P: 53.60% R: 24.21% F: 33.36%
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+ 2024-03-26 00:23:24 INFO lr: 4.9540e-05 - loss: 0.0017 - UP: 95.18% UR: 88.90% UF: 91.93% P: 95.18% R: 88.90% F: 91.93%
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+ 2024-03-26 00:23:25 INFO dev: loss: nan - UP: 45.36% UR: 36.95% UF: 40.73% P: 43.30% R: 35.28% F: 38.88%
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+ 2024-03-26 00:23:35 INFO test: loss: nan - UP: 36.64% UR: 37.82% UF: 37.22% P: 34.66% R: 35.77% F: 35.20%
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+ 2024-03-26 00:23:48 INFO lr: 4.9520e-05 - loss: 0.0051 - UP: 93.14% UR: 87.06% UF: 89.99% P: 93.05% R: 86.98% F: 89.91%
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+ 2024-03-26 00:23:49 INFO dev: loss: nan - UP: 51.26% UR: 33.15% UF: 40.26% P: 49.06% R: 31.73% F: 38.53%
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+ 2024-03-26 00:23:57 INFO lr: 4.9510e-05 - loss: 0.0121 - UP: 90.16% UR: 79.22% UF: 84.34% P: 89.43% R: 78.59% F: 83.66%
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+ 2024-03-26 00:23:58 INFO dev: loss: nan - UP: 40.01% UR: 33.25% UF: 36.32% P: 38.30% R: 31.83% F: 34.77%
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+ 2024-03-26 00:24:14 INFO lr: 4.9490e-05 - loss: 0.0043 - UP: 84.94% UR: 70.39% UF: 76.98% P: 84.74% R: 70.23% F: 76.80%
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+ 2024-03-26 00:24:15 INFO dev: loss: nan - UP: 38.18% UR: 42.54% UF: 40.24% P: 35.85% R: 39.95% F: 37.79%
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+ 2024-03-26 00:24:24 INFO dev: loss: nan - UP: 44.92% UR: 32.28% UF: 37.57% P: 41.81% R: 30.05% F: 34.97%
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+ 2024-03-26 00:24:33 INFO dev: loss: nan - UP: 45.44% UR: 28.58% UF: 35.09% P: 43.34% R: 27.26% F: 33.47%
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+ 2024-03-26 00:24:34 INFO test: loss: nan - UP: 43.12% UR: 28.73% UF: 34.49% P: 40.62% R: 27.07% F: 32.48%
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+ 2024-03-26 00:24:34 INFO 0:00:08.910414s elapsed
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+ 2024-03-26 00:24:41 INFO lr: 4.9460e-05 - loss: 0.0070 - UP: 92.32% UR: 84.71% UF: 88.35% P: 92.19% R: 84.59% F: 88.23%
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+ 2024-03-26 00:24:41 INFO dev: loss: nan - UP: 49.21% UR: 31.62% UF: 38.50% P: 46.92% R: 30.15% F: 36.71%
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+ 2024-03-26 00:24:43 INFO test: loss: nan - UP: 40.82% UR: 29.28% UF: 34.10% P: 38.50% R: 27.61% F: 32.16%
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+ 2024-03-26 00:24:43 INFO 0:00:08.854609s elapsed
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+ 2024-03-26 00:24:50 INFO lr: 4.9450e-05 - loss: nan - UP: 94.50% UR: 87.48% UF: 90.86% P: 94.48% R: 87.47% F: 90.84%
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+ 2024-03-26 00:24:50 INFO dev: loss: nan - UP: 49.44% UR: 33.45% UF: 39.90% P: 47.19% R: 31.93% F: 38.09%
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+ 2024-03-26 00:24:52 INFO test: loss: nan - UP: 41.28% UR: 29.92% UF: 34.69% P: 38.80% R: 28.12% F: 32.61%
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+ 2024-03-26 00:24:52 INFO 0:00:08.853230s elapsed
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+ 2024-03-26 00:24:59 INFO dev: loss: nan - UP: 52.65% UR: 31.22% UF: 39.20% P: 50.86% R: 30.15% F: 37.86%
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+ 2024-03-26 00:25:01 INFO test: loss: nan - UP: 45.96% UR: 29.69% UF: 36.07% P: 43.11% R: 27.85% F: 33.84%
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+ 2024-03-26 00:25:01 INFO 0:00:08.846669s elapsed
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+ 2024-03-26 00:25:07 INFO lr: 4.9430e-05 - loss: 0.0012 - UP: 94.88% UR: 90.44% UF: 92.60% P: 94.88% R: 90.44% F: 92.60%
408
+ 2024-03-26 00:25:08 INFO dev: loss: nan - UP: 55.96% UR: 27.41% UF: 36.80% P: 54.92% R: 26.90% F: 36.12%
409
+ 2024-03-26 00:25:10 INFO test: loss: nan - UP: 47.75% UR: 27.59% UF: 34.98% P: 45.30% R: 26.18% F: 33.18%
410
+ 2024-03-26 00:25:10 INFO 0:00:08.814037s elapsed
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+ 2024-03-26 00:25:16 INFO lr: 4.9420e-05 - loss: 0.0019 - UP: 95.54% UR: 91.66% UF: 93.56% P: 95.54% R: 91.66% F: 93.56%
414
+ 2024-03-26 00:25:17 INFO dev: loss: nan - UP: 49.83% UR: 29.64% UF: 37.17% P: 48.21% R: 28.68% F: 35.96%
415
+ 2024-03-26 00:25:18 INFO test: loss: nan - UP: 46.82% UR: 30.30% UF: 36.79% P: 43.94% R: 28.44% F: 34.53%
416
+ 2024-03-26 00:25:18 INFO 0:00:08.759416s elapsed
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+ 2024-03-26 00:25:25 INFO lr: 4.9410e-05 - loss: 0.0036 - UP: 96.34% UR: 92.83% UF: 94.56% P: 96.34% R: 92.83% F: 94.56%
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+ 2024-03-26 00:25:25 INFO dev: loss: nan - UP: 50.51% UR: 30.10% UF: 37.72% P: 49.32% R: 29.39% F: 36.83%
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+ 2024-03-26 00:25:27 INFO test: loss: nan - UP: 46.26% UR: 30.80% UF: 36.98% P: 43.53% R: 28.99% F: 34.80%
422
+ 2024-03-26 00:25:27 INFO 0:00:08.737178s elapsed
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+ 2024-03-26 00:25:33 INFO lr: 4.9400e-05 - loss: 0.0004 - UP: 96.48% UR: 92.97% UF: 94.69% P: 96.48% R: 92.97% F: 94.69%
426
+ 2024-03-26 00:25:34 INFO dev: loss: nan - UP: 49.73% UR: 32.89% UF: 39.60% P: 48.50% R: 32.08% F: 38.62%
427
+ 2024-03-26 00:25:36 INFO test: loss: nan - UP: 45.43% UR: 32.16% UF: 37.66% P: 42.87% R: 30.34% F: 35.53%
428
+ 2024-03-26 00:25:36 INFO 0:00:08.688478s elapsed
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+ 2024-03-26 00:25:36 INFO Epoch 61 / 5000:
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+ 2024-03-26 00:25:42 INFO lr: 4.9390e-05 - loss: 0.0008 - UP: 96.85% UR: 93.81% UF: 95.31% P: 96.82% R: 93.78% F: 95.27%
432
+ 2024-03-26 00:25:43 INFO dev: loss: nan - UP: 51.25% UR: 29.04% UF: 37.07% P: 49.64% R: 28.12% F: 35.90%
433
+ 2024-03-26 00:25:44 INFO test: loss: nan - UP: 47.97% UR: 28.25% UF: 35.56% P: 44.92% R: 26.45% F: 33.30%
434
+ 2024-03-26 00:25:44 INFO 0:00:08.676145s elapsed
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+
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+ 2024-03-26 00:25:44 INFO Epoch 62 / 5000:
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+ 2024-03-26 00:25:51 INFO lr: 4.9380e-05 - loss: 0.0081 - UP: 92.96% UR: 87.48% UF: 90.14% P: 92.96% R: 87.48% F: 90.14%
438
+ 2024-03-26 00:25:52 INFO dev: loss: nan - UP: 47.17% UR: 23.30% UF: 31.19% P: 45.12% R: 22.28% F: 29.83%
439
+ 2024-03-26 00:25:53 INFO test: loss: nan - UP: 49.00% UR: 25.80% UF: 33.80% P: 45.91% R: 24.17% F: 31.67%
440
+ 2024-03-26 00:25:53 INFO 0:00:08.655974s elapsed
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+ 2024-03-26 00:25:53 INFO Epoch 63 / 5000:
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+ 2024-03-26 00:25:59 INFO lr: 4.9370e-05 - loss: 0.0354 - UP: 68.54% UR: 33.70% UF: 45.19% P: 68.54% R: 33.70% F: 45.19%
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+ 2024-03-26 00:26:00 INFO dev: loss: nan - UP: 48.28% UR: 5.69% UF: 10.17% P: 44.83% R: 5.28% F: 9.45%
445
+ 2024-03-26 00:26:02 INFO test: loss: nan - UP: 62.67% UR: 5.85% UF: 10.71% P: 54.07% R: 5.05% F: 9.24%
446
+ 2024-03-26 00:26:02 INFO 0:00:08.630682s elapsed
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+ 2024-03-26 00:26:02 INFO Epoch 64 / 5000:
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+ 2024-03-26 00:26:08 INFO lr: 4.9360e-05 - loss: 0.0110 - UP: 67.66% UR: 23.67% UF: 35.07% P: 67.24% R: 23.52% F: 34.85%
450
+ 2024-03-26 00:26:09 INFO dev: loss: nan - UP: 41.45% UR: 11.93% UF: 18.53% P: 38.80% R: 11.17% F: 17.34%
451
+ 2024-03-26 00:26:10 INFO test: loss: nan - UP: 45.14% UR: 13.92% UF: 21.28% P: 40.89% R: 12.61% F: 19.28%
452
+ 2024-03-26 00:26:10 INFO 0:00:08.602644s elapsed
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+ 2024-03-26 00:26:10 INFO Epoch 65 / 5000:
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+ 2024-03-26 00:26:17 INFO lr: 4.9350e-05 - loss: 0.0039 - UP: 77.69% UR: 41.26% UF: 53.90% P: 77.69% R: 41.26% F: 53.90%
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+ 2024-03-26 00:26:17 INFO dev: loss: nan - UP: 34.65% UR: 29.49% UF: 31.86% P: 33.39% R: 28.43% F: 30.71%
457
+ 2024-03-26 00:26:19 INFO test: loss: nan - UP: 36.14% UR: 34.61% UF: 35.36% P: 34.83% R: 33.36% F: 34.08%
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+ 2024-03-26 00:26:19 INFO 0:00:08.631911s elapsed
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+ 2024-03-26 00:26:19 INFO Epoch 66 / 5000:
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+ 2024-03-26 00:26:25 INFO lr: 4.9340e-05 - loss: 0.0067 - UP: 79.79% UR: 57.47% UF: 66.81% P: 79.65% R: 57.37% F: 66.70%
462
+ 2024-03-26 00:26:26 INFO dev: loss: nan - UP: 44.44% UR: 27.61% UF: 34.06% P: 42.73% R: 26.55% F: 32.75%
463
+ 2024-03-26 00:26:28 INFO test: loss: nan - UP: 40.23% UR: 28.71% UF: 33.51% P: 38.22% R: 27.28% F: 31.83%
464
+ 2024-03-26 00:26:28 INFO 0:00:08.613522s elapsed
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+ 2024-03-26 00:26:28 INFO Epoch 67 / 5000:
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+ 2024-03-26 00:26:34 INFO lr: 4.9330e-05 - loss: 0.0028 - UP: 86.54% UR: 69.06% UF: 76.82% P: 86.30% R: 68.86% F: 76.60%
468
+ 2024-03-26 00:26:35 INFO dev: loss: nan - UP: 38.93% UR: 31.68% UF: 34.93% P: 37.49% R: 30.51% F: 33.64%
469
+ 2024-03-26 00:26:36 INFO test: loss: nan - UP: 39.12% UR: 32.47% UF: 35.49% P: 36.55% R: 30.34% F: 33.16%
470
+ 2024-03-26 00:26:36 INFO 0:00:08.617631s elapsed
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+ 2024-03-26 00:26:36 INFO Epoch 68 / 5000:
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+ 2024-03-26 00:26:43 INFO lr: 4.9320e-05 - loss: nan - UP: 87.64% UR: 68.17% UF: 76.69% P: 87.45% R: 68.03% F: 76.53%
474
+ 2024-03-26 00:26:43 INFO dev: loss: nan - UP: 40.36% UR: 33.15% UF: 36.40% P: 37.45% R: 30.76% F: 33.78%
475
+ 2024-03-26 00:26:45 INFO test: loss: nan - UP: 38.63% UR: 33.66% UF: 35.97% P: 36.59% R: 31.88% F: 34.07%
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+ 2024-03-26 00:26:45 INFO 0:00:08.611428s elapsed
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+ 2024-03-26 00:26:45 INFO Epoch 69 / 5000:
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+ 2024-03-26 00:26:51 INFO lr: 4.9310e-05 - loss: nan - UP: 81.77% UR: 64.78% UF: 72.29% P: 81.44% R: 64.52% F: 72.00%
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+ 2024-03-26 00:26:52 INFO dev: loss: nan - UP: 41.84% UR: 20.30% UF: 27.34% P: 38.28% R: 18.58% F: 25.02%
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+ 2024-03-26 00:26:53 INFO test: loss: nan - UP: 40.23% UR: 23.28% UF: 29.50% P: 36.95% R: 21.38% F: 27.09%
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+ 2024-03-26 00:26:53 INFO 0:00:08.650133s elapsed
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+ 2024-03-26 00:27:00 INFO lr: 4.9300e-05 - loss: 0.0025 - UP: 83.25% UR: 62.15% UF: 71.17% P: 83.17% R: 62.09% F: 71.10%
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+ 2024-03-26 00:27:00 INFO dev: loss: nan - UP: 44.55% UR: 28.63% UF: 34.86% P: 42.58% R: 27.36% F: 33.31%
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+ 2024-03-26 00:27:02 INFO test: loss: nan - UP: 44.22% UR: 30.32% UF: 35.97% P: 42.16% R: 28.90% F: 34.29%
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+ 2024-03-26 00:27:02 INFO 0:00:08.611686s elapsed
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+ 2024-03-26 00:27:02 INFO Epoch 71 / 5000:
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+ 2024-03-26 00:27:08 INFO lr: 4.9290e-05 - loss: 0.0019 - UP: 89.65% UR: 77.35% UF: 83.05% P: 89.58% R: 77.28% F: 82.98%
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+ 2024-03-26 00:27:09 INFO dev: loss: nan - UP: 48.12% UR: 22.08% UF: 30.27% P: 45.46% R: 20.86% F: 28.60%
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+ 2024-03-26 00:27:11 INFO test: loss: nan - UP: 47.06% UR: 24.36% UF: 32.10% P: 44.37% R: 22.97% F: 30.27%
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+ 2024-03-26 00:27:11 INFO 0:00:08.629830s elapsed
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+ 2024-03-26 00:27:17 INFO lr: 4.9280e-05 - loss: nan - UP: 89.14% UR: 71.93% UF: 79.61% P: 89.10% R: 71.89% F: 79.58%
498
+ 2024-03-26 00:27:18 INFO dev: loss: nan - UP: 47.20% UR: 24.37% UF: 32.14% P: 44.35% R: 22.89% F: 30.20%
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+ 2024-03-26 00:27:19 INFO test: loss: nan - UP: 48.99% UR: 26.71% UF: 34.57% P: 46.28% R: 25.23% F: 32.65%
500
+ 2024-03-26 00:27:19 INFO 0:00:08.633404s elapsed
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+ 2024-03-26 00:27:19 INFO Epoch 73 / 5000:
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+ 2024-03-26 00:27:26 INFO lr: 4.9270e-05 - loss: 0.0016 - UP: 91.29% UR: 79.86% UF: 85.19% P: 91.25% R: 79.83% F: 85.16%
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+ 2024-03-26 00:27:26 INFO dev: loss: nan - UP: 41.76% UR: 33.20% UF: 36.99% P: 39.46% R: 31.37% F: 34.95%
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+ 2024-03-26 00:27:28 INFO test: loss: nan - UP: 44.91% UR: 35.58% UF: 39.70% P: 42.83% R: 33.93% F: 37.86%
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+ 2024-03-26 00:27:28 INFO 0:00:08.660292s elapsed
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+ 2024-03-26 00:27:28 INFO Epoch 74 / 5000:
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+ 2024-03-26 00:27:34 INFO lr: 4.9260e-05 - loss: nan - UP: 92.74% UR: 85.46% UF: 88.95% P: 92.74% R: 85.46% F: 88.95%
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+ 2024-03-26 00:27:35 INFO dev: loss: nan - UP: 45.18% UR: 29.95% UF: 36.02% P: 42.88% R: 28.43% F: 34.19%
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+ 2024-03-26 00:27:37 INFO test: loss: nan - UP: 47.45% UR: 33.78% UF: 39.47% P: 45.52% R: 32.41% F: 37.86%
512
+ 2024-03-26 00:27:37 INFO 0:00:08.721244s elapsed
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+ 2024-03-26 00:27:37 INFO Epoch 75 / 5000:
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+ 2024-03-26 00:27:43 INFO lr: 4.9250e-05 - loss: 0.0029 - UP: 93.61% UR: 88.28% UF: 90.87% P: 93.61% R: 88.28% F: 90.87%
516
+ 2024-03-26 00:27:44 INFO dev: loss: nan - UP: 46.47% UR: 28.43% UF: 35.28% P: 43.98% R: 26.90% F: 33.39%
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+ 2024-03-26 00:27:45 INFO test: loss: nan - UP: 49.04% UR: 32.24% UF: 38.90% P: 46.79% R: 30.76% F: 37.12%
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+ 2024-03-26 00:27:45 INFO 0:00:08.713136s elapsed
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+ 2024-03-26 00:27:45 INFO Epoch 76 / 5000:
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+ 2024-03-26 00:27:52 INFO lr: 4.9240e-05 - loss: 0.0028 - UP: 94.21% UR: 88.75% UF: 91.40% P: 94.20% R: 88.74% F: 91.39%
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+ 2024-03-26 00:27:53 INFO dev: loss: nan - UP: 48.17% UR: 28.07% UF: 35.47% P: 45.73% R: 26.65% F: 33.68%
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+ 2024-03-26 00:27:54 INFO test: loss: nan - UP: 50.40% UR: 31.90% UF: 39.07% P: 48.43% R: 30.66% F: 37.55%
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+ 2024-03-26 00:27:54 INFO 0:00:08.782381s elapsed
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+ 2024-03-26 00:27:54 INFO Epoch 77 / 5000:
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+ 2024-03-26 00:28:01 INFO lr: 4.9230e-05 - loss: 0.0007 - UP: 95.31% UR: 89.28% UF: 92.20% P: 95.31% R: 89.28% F: 92.20%
528
+ 2024-03-26 00:28:01 INFO dev: loss: nan - UP: 44.22% UR: 30.66% UF: 36.21% P: 42.09% R: 29.19% F: 34.47%
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+ 2024-03-26 00:28:03 INFO test: loss: nan - UP: 47.77% UR: 35.14% UF: 40.49% P: 45.85% R: 33.72% F: 38.86%
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+ 2024-03-26 00:28:03 INFO 0:00:08.826346s elapsed
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+ 2024-03-26 00:28:12 INFO Epoch 47 saved
533
+ 2024-03-26 00:28:12 INFO dev: UP: 44.61% UR: 40.10% UF: 42.23% P: 42.41% R: 38.12% F: 40.15%
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+ 2024-03-26 00:28:12 INFO test: UP: 36.64% UR: 37.82% UF: 37.22% P: 34.66% R: 35.77% F: 35.20%
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+ 2024-03-26 00:28:12 INFO 0:11:04.537625s elapsed, 0:00:08.630359s/epoch
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25
+ max_len | None
26
+ buckets | 32
27
+ train | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/mpqa/head_final/sdp_random/40/train.conllu
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+ dev | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/mpqa/head_final/sdp_random/40/dev.conllu
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+ test | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/mpqa/head_final/sdp/test.conllu
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+ embed | data/glove.6B.100d.txt
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+ unk | unk
32
+ n_embed | 100
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+ n_embed_proj | 125
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+ bert | xlm-roberta-base
35
+ inference | mfvi
36
+ ---------------------+-------------------------------
37
+
38
+ 2024-03-26 00:48:12 INFO Building the fields
39
+ 2024-03-26 00:48:13 INFO CoNLL(
40
+ (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
41
+ (labels): ChartField()
42
+ )
43
+ 2024-03-26 00:48:13 INFO Building the model
44
+ 2024-03-26 00:48:16 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)
46
+ (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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+ (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)
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+ (label_attn): Biaffine(n_in=600, n_out=5, bias_x=True, bias_y=True)
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+ (criterion): CrossEntropyLoss()
54
+ (pair_mlp_d): MLP(n_in=768, n_out=150, dropout=0.25)
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+ (pair_mlp_h): MLP(n_in=768, n_out=150, dropout=0.25)
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+ (pair_mlp_g): MLP(n_in=768, n_out=150, dropout=0.25)
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+ (sib_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
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+ (cop_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
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+ (grd_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
60
+ (inference): SemanticDependencyMFVI(max_iter=3)
61
+ )
62
+
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+ 2024-03-26 00:48:16 INFO Loading the data
64
+ 2024-03-26 00:48:21 INFO
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+ train: Dataset(n_sentences=2348, n_batches=32, n_buckets=32)
66
+ dev: Dataset(n_sentences=824, n_batches=32, n_buckets=32)
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+ test: Dataset(n_sentences=2112, n_batches=32, n_buckets=32)
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+
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+ 2024-03-26 00:48:21 INFO Epoch 1 / 5000:
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+ 2024-03-26 00:48:27 INFO lr: 4.9990e-05 - loss: 0.0948 - UP: 0.36% UR: 1.78% UF: 0.60% P: 0.01% R: 0.03% F: 0.01%
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+ 2024-03-26 00:48:28 INFO dev: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2024-03-26 00:48:29 INFO test: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2024-03-26 00:48:29 INFO 0:00:08.437809s elapsed
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+ 2024-03-26 00:48:36 INFO dev: loss: nan - UP: 100.00% UR: 0.05% UF: 0.10% P: 0.00% R: 0.00% F: 0.00%
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+ 2024-03-26 00:48:37 INFO test: loss: nan - UP: 50.00% UR: 0.02% UF: 0.04% P: 50.00% R: 0.02% F: 0.04%
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+ 2024-03-26 00:48:37 INFO 0:00:07.849383s elapsed
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+
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+ 2024-03-26 00:48:43 INFO lr: 4.9970e-05 - loss: 0.0058 - UP: 15.52% UR: 0.70% UF: 1.34% P: 13.00% R: 0.59% F: 1.12%
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+ 2024-03-26 00:48:43 INFO dev: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2024-03-26 00:48:45 INFO test: loss: nan - UP: 80.00% UR: 0.08% UF: 0.17% P: 60.00% R: 0.06% F: 0.13%
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+ 2024-03-26 00:48:45 INFO 0:00:07.845144s elapsed
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+ 2024-03-26 00:48:53 INFO 0:00:07.895986s elapsed
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+ 2024-03-26 00:48:59 INFO lr: 4.9950e-05 - loss: 0.0345 - UP: 12.79% UR: 0.82% UF: 1.53% P: 12.79% R: 0.82% F: 1.53%
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+ 2024-03-26 00:48:59 INFO dev: loss: nan - UP: 100.00% UR: 0.46% UF: 0.91% P: 88.89% R: 0.41% F: 0.81%
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+ 2024-03-26 00:49:01 INFO test: loss: nan - UP: 75.61% UR: 0.65% UF: 1.30% P: 63.41% R: 0.55% F: 1.09%
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+ 2024-03-26 00:49:05 INFO 0:00:07.993958s elapsed (saved)
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+ 2024-03-26 00:49:11 INFO lr: 4.9940e-05 - loss: 0.0061 - UP: 39.02% UR: 1.83% UF: 3.49% P: 35.54% R: 1.66% F: 3.18%
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+ 2024-03-26 00:49:12 INFO dev: loss: nan - UP: 61.06% UR: 3.50% UF: 6.63% P: 52.21% R: 2.99% F: 5.66%
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+ 2024-03-26 00:49:13 INFO test: loss: nan - UP: 54.45% UR: 4.27% UF: 7.92% P: 40.70% R: 3.19% F: 5.92%
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+ 2024-03-26 00:49:21 INFO 0:00:07.900211s elapsed (saved)
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+ 2024-03-26 00:49:26 INFO lr: 4.9930e-05 - loss: 0.0256 - UP: 34.27% UR: 2.38% UF: 4.46% P: 33.10% R: 2.30% F: 4.30%
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+ 2024-03-26 00:49:27 INFO dev: loss: nan - UP: 66.00% UR: 1.68% UF: 3.27% P: 60.00% R: 1.52% F: 2.97%
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+ 2024-03-26 00:49:28 INFO test: loss: nan - UP: 63.32% UR: 2.66% UF: 5.11% P: 53.27% R: 2.24% F: 4.30%
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+ 2024-03-26 00:49:28 INFO 0:00:07.859095s elapsed
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+ 2024-03-26 00:49:34 INFO lr: 4.9920e-05 - loss: nan - UP: 38.67% UR: 2.84% UF: 5.29% P: 35.78% R: 2.63% F: 4.90%
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+ 2024-03-26 00:49:35 INFO dev: loss: nan - UP: 100.00% UR: 0.30% UF: 0.61% P: 83.33% R: 0.25% F: 0.51%
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+ 2024-03-26 00:49:36 INFO test: loss: nan - UP: 84.37% UR: 0.57% UF: 1.13% P: 75.00% R: 0.51% F: 1.01%
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+ 2024-03-26 00:49:36 INFO 0:00:07.868554s elapsed
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+
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+ 2024-03-26 00:49:42 INFO lr: 4.9910e-05 - loss: nan - UP: 38.51% UR: 2.87% UF: 5.35% P: 37.86% R: 2.82% F: 5.26%
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+ 2024-03-26 00:49:43 INFO dev: loss: nan - UP: 58.66% UR: 5.33% UF: 9.77% P: 50.84% R: 4.62% F: 8.47%
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+ 2024-03-26 00:49:44 INFO test: loss: nan - UP: 53.75% UR: 6.51% UF: 11.61% P: 44.33% R: 5.37% F: 9.57%
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+ 2024-03-26 00:49:51 INFO 0:00:07.911038s elapsed (saved)
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+
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+ 2024-03-26 00:49:57 INFO lr: 4.9900e-05 - loss: 0.0222 - UP: 56.77% UR: 7.74% UF: 13.62% P: 56.05% R: 7.64% F: 13.44%
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+ 2024-03-26 00:49:57 INFO dev: loss: nan - UP: 67.61% UR: 2.44% UF: 4.70% P: 61.97% R: 2.23% F: 4.31%
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+ 2024-03-26 00:49:59 INFO test: loss: nan - UP: 64.66% UR: 3.40% UF: 6.46% P: 50.20% R: 2.64% F: 5.02%
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+ 2024-03-26 00:49:59 INFO 0:00:07.919867s elapsed
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+ 2024-03-26 00:50:05 INFO lr: 4.9890e-05 - loss: 0.0194 - UP: 48.40% UR: 9.89% UF: 16.42% P: 47.68% R: 9.74% F: 16.18%
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+ 2024-03-26 00:50:05 INFO dev: loss: nan - UP: 63.41% UR: 5.28% UF: 9.75% P: 58.54% R: 4.87% F: 9.00%
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+ 2024-03-26 00:50:07 INFO test: loss: nan - UP: 54.32% UR: 6.51% UF: 11.62% P: 48.32% R: 5.79% F: 10.34%
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+ 2024-03-26 00:50:14 INFO 0:00:08.007411s elapsed (saved)
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+
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+ 2024-03-26 00:50:19 INFO lr: 4.9880e-05 - loss: nan - UP: 64.38% UR: 12.27% UF: 20.62% P: 63.53% R: 12.11% F: 20.34%
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+ 2024-03-26 00:50:20 INFO dev: loss: nan - UP: 50.18% UR: 7.01% UF: 12.29% P: 46.55% R: 6.50% F: 11.40%
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+ 2024-03-26 00:50:22 INFO test: loss: nan - UP: 50.33% UR: 9.68% UF: 16.23% P: 46.70% R: 8.98% F: 15.06%
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+ 2024-03-26 00:50:28 INFO 0:00:07.872384s elapsed (saved)
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+ 2024-03-26 00:50:34 INFO lr: 4.9870e-05 - loss: 0.0126 - UP: 65.06% UR: 13.92% UF: 22.94% P: 64.76% R: 13.86% F: 22.83%
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+ 2024-03-26 00:50:35 INFO dev: loss: nan - UP: 51.82% UR: 10.10% UF: 16.91% P: 48.70% R: 9.49% F: 15.89%
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+ 2024-03-26 00:50:36 INFO test: loss: nan - UP: 50.49% UR: 11.92% UF: 19.28% P: 45.75% R: 10.80% F: 17.47%
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+ 2024-03-26 00:50:43 INFO 0:00:07.843765s elapsed (saved)
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+ 2024-03-26 00:50:49 INFO lr: 4.9860e-05 - loss: 0.0123 - UP: 63.66% UR: 20.24% UF: 30.71% P: 63.45% R: 20.17% F: 30.61%
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+ 2024-03-26 00:50:50 INFO dev: loss: nan - UP: 60.85% UR: 7.26% UF: 12.97% P: 56.17% R: 6.70% F: 11.97%
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+ 2024-03-26 00:50:51 INFO test: loss: nan - UP: 54.04% UR: 10.18% UF: 17.14% P: 49.44% R: 9.32% F: 15.68%
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+ 2024-03-26 00:50:57 INFO lr: 4.9850e-05 - loss: nan - UP: 68.26% UR: 24.74% UF: 36.32% P: 67.99% R: 24.65% F: 36.18%
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+ 2024-03-26 00:50:57 INFO dev: loss: nan - UP: 48.89% UR: 16.80% UF: 25.01% P: 46.82% R: 16.09% F: 23.95%
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+ 2024-03-26 00:50:59 INFO test: loss: nan - UP: 46.69% UR: 20.11% UF: 28.12% P: 44.19% R: 19.04% F: 26.61%
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+ 2024-03-26 00:51:12 INFO lr: 4.9840e-05 - loss: nan - UP: 71.07% UR: 31.79% UF: 43.93% P: 70.92% R: 31.73% F: 43.84%
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+ 2024-03-26 00:51:12 INFO dev: loss: nan - UP: 74.65% UR: 2.69% UF: 5.19% P: 70.42% R: 2.54% F: 4.90%
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+ 2024-03-26 00:51:14 INFO test: loss: nan - UP: 79.51% UR: 4.10% UF: 7.80% P: 70.49% R: 3.63% F: 6.91%
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+ 2024-03-26 00:51:19 INFO lr: 4.9830e-05 - loss: 0.0277 - UP: 52.06% UR: 13.60% UF: 21.56% P: 51.94% R: 13.56% F: 21.51%
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+ 2024-03-26 00:51:22 INFO test: loss: nan - UP: 43.97% UR: 9.17% UF: 15.17% P: 40.93% R: 8.54% F: 14.13%
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+ 2024-03-26 00:51:27 INFO lr: 4.9820e-05 - loss: nan - UP: 43.30% UR: 7.59% UF: 12.91% P: 43.11% R: 7.56% F: 12.86%
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+ 2024-03-26 00:51:28 INFO dev: loss: nan - UP: 55.42% UR: 7.01% UF: 12.44% P: 51.00% R: 6.45% F: 11.45%
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+ 2024-03-26 00:51:29 INFO test: loss: nan - UP: 53.85% UR: 7.39% UF: 13.00% P: 47.54% R: 6.53% F: 11.48%
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+ 2024-03-26 00:51:35 INFO lr: 4.9810e-05 - loss: nan - UP: 60.88% UR: 15.39% UF: 24.57% P: 60.10% R: 15.20% F: 24.26%
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+ 2024-03-26 00:51:36 INFO dev: loss: nan - UP: 44.81% UR: 10.51% UF: 17.02% P: 40.04% R: 9.39% F: 15.21%
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+ 2024-03-26 00:51:38 INFO test: loss: nan - UP: 39.79% UR: 11.24% UF: 17.53% P: 34.18% R: 9.66% F: 15.06%
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+ 2024-03-26 00:51:44 INFO lr: 4.9800e-05 - loss: 0.0153 - UP: 60.37% UR: 17.38% UF: 26.99% P: 59.69% R: 17.19% F: 26.69%
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+ 2024-03-26 00:51:46 INFO test: loss: nan - UP: 49.82% UR: 17.35% UF: 25.73% P: 45.93% R: 15.99% F: 23.73%
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+ 2024-03-26 00:51:58 INFO lr: 4.9790e-05 - loss: 0.0009 - UP: 65.40% UR: 24.96% UF: 36.13% P: 64.80% R: 24.73% F: 35.79%
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+ 2024-03-26 00:51:59 INFO dev: loss: nan - UP: 47.23% UR: 22.89% UF: 30.84% P: 45.45% R: 22.03% F: 29.68%
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+ 2024-03-26 00:52:00 INFO test: loss: nan - UP: 40.62% UR: 22.73% UF: 29.15% P: 38.43% R: 21.51% F: 27.58%
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+ 2024-03-26 00:52:07 INFO 0:00:07.895773s elapsed (saved)
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+ 2024-03-26 00:52:13 INFO lr: 4.9780e-05 - loss: 0.0138 - UP: 68.10% UR: 30.80% UF: 42.41% P: 67.85% R: 30.68% F: 42.26%
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+ 2024-03-26 00:52:15 INFO test: loss: nan - UP: 43.99% UR: 23.11% UF: 30.30% P: 41.50% R: 21.80% F: 28.59%
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+ 2024-03-26 00:52:21 INFO lr: 4.9770e-05 - loss: 0.0093 - UP: 71.83% UR: 36.12% UF: 48.07% P: 71.63% R: 36.02% F: 47.94%
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+ 2024-03-26 00:52:23 INFO test: loss: nan - UP: 44.02% UR: 20.94% UF: 28.38% P: 42.11% R: 20.03% F: 27.15%
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+ 2024-03-26 00:52:29 INFO lr: 4.9760e-05 - loss: 0.0099 - UP: 73.28% UR: 37.07% UF: 49.23% P: 72.83% R: 36.84% F: 48.93%
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+ 2024-03-26 00:52:31 INFO test: loss: nan - UP: 52.52% UR: 16.10% UF: 24.64% P: 48.24% R: 14.79% F: 22.64%
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+ 2024-03-26 00:52:39 INFO test: loss: nan - UP: 46.08% UR: 23.49% UF: 31.12% P: 44.01% R: 22.44% F: 29.72%
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+ 2024-03-26 00:52:45 INFO lr: 4.9740e-05 - loss: nan - UP: 79.41% UR: 40.04% UF: 53.23% P: 79.35% R: 40.00% F: 53.19%
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+ 2024-03-26 00:52:45 INFO dev: loss: nan - UP: 45.36% UR: 27.51% UF: 34.25% P: 43.26% R: 26.24% F: 32.67%
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+ 2024-03-26 00:52:47 INFO test: loss: nan - UP: 42.45% UR: 28.23% UF: 33.91% P: 40.45% R: 26.90% F: 32.31%
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+ 2024-03-26 00:53:00 INFO lr: 4.9730e-05 - loss: nan - UP: 73.71% UR: 49.55% UF: 59.26% P: 73.63% R: 49.50% F: 59.20%
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+ 2024-03-26 00:53:00 INFO dev: loss: nan - UP: 58.90% UR: 16.80% UF: 26.15% P: 57.12% R: 16.29% F: 25.36%
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+ 2024-03-26 00:53:02 INFO test: loss: nan - UP: 52.99% UR: 16.67% UF: 25.36% P: 50.97% R: 16.04% F: 24.40%
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+ 2024-03-26 00:53:10 INFO test: loss: nan - UP: 47.71% UR: 24.83% UF: 32.66% P: 45.39% R: 23.62% F: 31.07%
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+ 2024-03-26 00:54:04 INFO lr: 4.9660e-05 - loss: 0.0047 - UP: 82.52% UR: 59.96% UF: 69.46% P: 82.46% R: 59.92% F: 69.40%
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+ 2024-03-26 00:54:26 INFO lr: 4.9640e-05 - loss: 0.0082 - UP: 83.74% UR: 64.49% UF: 72.86% P: 83.68% R: 64.44% F: 72.81%
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+ 2024-03-26 00:54:27 INFO dev: loss: nan - UP: 52.56% UR: 26.09% UF: 34.87% P: 51.12% R: 25.38% F: 33.92%
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+ 2024-03-26 00:54:34 INFO lr: 4.9630e-05 - loss: 0.0010 - UP: 85.49% UR: 65.89% UF: 74.42% P: 85.47% R: 65.87% F: 74.40%
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+ 2024-03-26 00:54:42 INFO lr: 4.9620e-05 - loss: 0.0034 - UP: 86.65% UR: 68.45% UF: 76.48% P: 86.65% R: 68.45% F: 76.48%
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+ 2024-03-26 00:54:51 INFO 0:00:07.999089s elapsed (saved)
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+ 2024-03-26 00:54:57 INFO lr: 4.9610e-05 - loss: 0.0012 - UP: 86.35% UR: 71.13% UF: 78.00% P: 86.35% R: 71.13% F: 78.00%
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+ 2024-03-26 00:54:59 INFO 0:00:07.902221s elapsed
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+ 2024-03-26 00:55:05 INFO lr: 4.9600e-05 - loss: 0.0020 - UP: 87.38% UR: 70.52% UF: 78.05% P: 87.34% R: 70.49% F: 78.02%
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+ 2024-03-26 00:55:05 INFO dev: loss: nan - UP: 43.38% UR: 37.26% UF: 40.09% P: 41.90% R: 35.99% F: 38.72%
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+ 2024-03-26 00:55:14 INFO 0:00:07.922555s elapsed (saved)
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+ 2024-03-26 00:55:19 INFO lr: 4.9590e-05 - loss: 0.0054 - UP: 87.60% UR: 74.03% UF: 80.25% P: 87.60% R: 74.03% F: 80.25%
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+ 2024-03-26 00:55:20 INFO dev: loss: nan - UP: 50.32% UR: 31.98% UF: 39.11% P: 48.40% R: 30.76% F: 37.62%
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+ 2024-03-26 00:55:22 INFO test: loss: nan - UP: 47.87% UR: 32.75% UF: 38.89% P: 45.61% R: 31.21% F: 37.06%
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+ 2024-03-26 00:55:27 INFO lr: 4.9580e-05 - loss: 0.0030 - UP: 89.88% UR: 74.51% UF: 81.47% P: 89.88% R: 74.51% F: 81.47%
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+ 2024-03-26 00:55:28 INFO dev: loss: nan - UP: 48.67% UR: 29.75% UF: 36.93% P: 46.68% R: 28.53% F: 35.41%
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+ 2024-03-26 00:55:29 INFO 0:00:07.926038s elapsed
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+ 2024-03-26 00:55:35 INFO lr: 4.9570e-05 - loss: 0.0017 - UP: 88.42% UR: 74.93% UF: 81.12% P: 88.25% R: 74.78% F: 80.96%
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+ 2024-03-26 00:55:36 INFO dev: loss: nan - UP: 45.40% UR: 37.82% UF: 41.26% P: 43.51% R: 36.24% F: 39.55%
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+ 2024-03-26 00:55:37 INFO test: loss: nan - UP: 42.74% UR: 35.75% UF: 38.93% P: 40.49% R: 33.87% F: 36.88%
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+ 2024-03-26 00:55:44 INFO 0:00:07.980995s elapsed (saved)
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+ 2024-03-26 00:55:50 INFO lr: 4.9560e-05 - loss: 0.0019 - UP: 89.01% UR: 76.30% UF: 82.17% P: 88.92% R: 76.22% F: 82.08%
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+ 2024-03-26 00:55:51 INFO dev: loss: nan - UP: 50.77% UR: 31.62% UF: 38.97% P: 48.49% R: 30.20% F: 37.22%
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+ 2024-03-26 00:55:52 INFO 0:00:07.905838s elapsed
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+ 2024-03-26 00:55:58 INFO lr: 4.9550e-05 - loss: 0.0016 - UP: 89.16% UR: 76.40% UF: 82.29% P: 89.10% R: 76.35% F: 82.24%
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+ 2024-03-26 00:55:59 INFO dev: loss: nan - UP: 49.34% UR: 32.03% UF: 38.84% P: 47.54% R: 30.86% F: 37.43%
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+ 2024-03-26 00:56:00 INFO test: loss: nan - UP: 47.69% UR: 31.46% UF: 37.91% P: 45.36% R: 29.92% F: 36.05%
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+ 2024-03-26 00:56:00 INFO 0:00:07.941816s elapsed
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+ 2024-03-26 00:56:06 INFO lr: 4.9540e-05 - loss: 0.0023 - UP: 89.66% UR: 77.72% UF: 83.27% P: 89.64% R: 77.71% F: 83.25%
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+ 2024-03-26 00:56:07 INFO dev: loss: nan - UP: 44.19% UR: 38.98% UF: 41.42% P: 42.23% R: 37.26% F: 39.59%
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+ 2024-03-26 00:56:08 INFO test: loss: nan - UP: 41.69% UR: 38.62% UF: 40.10% P: 39.54% R: 36.64% F: 38.03%
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+ 2024-03-26 00:56:15 INFO 0:00:08.018869s elapsed (saved)
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+ 2024-03-26 00:56:21 INFO lr: 4.9530e-05 - loss: nan - UP: 90.20% UR: 78.13% UF: 83.73% P: 90.15% R: 78.08% F: 83.68%
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+ 2024-03-26 00:56:21 INFO dev: loss: nan - UP: 46.45% UR: 36.24% UF: 40.72% P: 44.83% R: 34.97% F: 39.29%
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+ 2024-03-26 00:56:23 INFO 0:00:07.920172s elapsed
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+ 2024-03-26 00:56:29 INFO lr: 4.9520e-05 - loss: 0.0040 - UP: 88.82% UR: 78.54% UF: 83.36% P: 88.82% R: 78.54% F: 83.36%
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+ 2024-03-26 00:56:29 INFO dev: loss: nan - UP: 47.94% UR: 33.05% UF: 39.12% P: 46.24% R: 31.88% F: 37.74%
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+ 2024-03-26 00:56:31 INFO test: loss: nan - UP: 45.74% UR: 31.10% UF: 37.03% P: 43.63% R: 29.66% F: 35.32%
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+ 2024-03-26 00:56:31 INFO 0:00:07.959468s elapsed
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+ 2024-03-26 00:56:37 INFO lr: 4.9510e-05 - loss: 0.0021 - UP: 91.06% UR: 79.42% UF: 84.84% P: 91.06% R: 79.42% F: 84.84%
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+ 2024-03-26 00:56:37 INFO dev: loss: nan - UP: 48.40% UR: 36.75% UF: 41.78% P: 46.79% R: 35.53% F: 40.39%
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+ 2024-03-26 00:56:39 INFO test: loss: nan - UP: 44.30% UR: 34.50% UF: 38.79% P: 42.35% R: 32.98% F: 37.08%
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+ 2024-03-26 00:56:46 INFO 0:00:08.033735s elapsed (saved)
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+ 2024-03-26 00:56:52 INFO lr: 4.9500e-05 - loss: 0.0163 - UP: 90.49% UR: 69.85% UF: 78.84% P: 90.47% R: 69.84% F: 78.82%
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+ 2024-03-26 00:56:52 INFO dev: loss: nan - UP: 67.34% UR: 10.15% UF: 17.64% P: 62.29% R: 9.39% F: 16.32%
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+ 2024-03-26 00:56:54 INFO test: loss: nan - UP: 64.49% UR: 9.82% UF: 17.05% P: 58.53% R: 8.92% F: 15.47%
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+ 2024-03-26 00:56:54 INFO 0:00:07.921279s elapsed
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+ 2024-03-26 00:57:00 INFO lr: 4.9490e-05 - loss: 0.0105 - UP: 69.62% UR: 49.08% UF: 57.57% P: 69.44% R: 48.95% F: 57.42%
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+ 2024-03-26 00:57:00 INFO dev: loss: nan - UP: 50.80% UR: 16.19% UF: 24.56% P: 48.25% R: 15.38% F: 23.33%
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+ 2024-03-26 00:57:02 INFO test: loss: nan - UP: 51.56% UR: 17.16% UF: 25.75% P: 48.06% R: 15.99% F: 24.00%
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+ 2024-03-26 00:57:02 INFO 0:00:07.945895s elapsed
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+ 2024-03-26 00:57:08 INFO lr: 4.9480e-05 - loss: 0.0050 - UP: 81.02% UR: 61.65% UF: 70.02% P: 80.91% R: 61.56% F: 69.92%
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+ 2024-03-26 00:57:08 INFO dev: loss: nan - UP: 37.35% UR: 30.66% UF: 33.68% P: 35.19% R: 28.88% F: 31.73%
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+ 2024-03-26 00:57:10 INFO test: loss: nan - UP: 35.97% UR: 33.68% UF: 34.78% P: 33.55% R: 31.42% F: 32.45%
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+ 2024-03-26 00:57:16 INFO lr: 4.9470e-05 - loss: nan - UP: 87.14% UR: 71.99% UF: 78.85% P: 87.12% R: 71.98% F: 78.83%
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+ 2024-03-26 00:57:18 INFO test: loss: nan - UP: 42.52% UR: 32.50% UF: 36.84% P: 40.25% R: 30.76% F: 34.87%
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+ 2024-03-26 00:57:24 INFO lr: 4.9460e-05 - loss: 0.0025 - UP: 87.29% UR: 73.17% UF: 79.61% P: 87.27% R: 73.15% F: 79.59%
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+ 2024-03-26 00:57:25 INFO dev: loss: nan - UP: 51.06% UR: 25.74% UF: 34.22% P: 49.65% R: 25.03% F: 33.28%
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+ 2024-03-26 00:57:27 INFO test: loss: nan - UP: 49.41% UR: 25.71% UF: 33.82% P: 47.50% R: 24.72% F: 32.52%
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+ 2024-03-26 00:57:27 INFO 0:00:08.559954s elapsed
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+ 2024-03-26 00:57:33 INFO lr: 4.9450e-05 - loss: nan - UP: 89.48% UR: 77.17% UF: 82.87% P: 89.48% R: 77.17% F: 82.87%
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+ 2024-03-26 00:57:35 INFO test: loss: nan - UP: 42.61% UR: 34.99% UF: 38.43% P: 40.63% R: 33.36% F: 36.64%
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+ 2024-03-26 00:57:41 INFO lr: 4.9440e-05 - loss: 0.0020 - UP: 91.51% UR: 82.16% UF: 86.58% P: 91.51% R: 82.16% F: 86.58%
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+ 2024-03-26 00:57:49 INFO lr: 4.9430e-05 - loss: 0.0027 - UP: 91.21% UR: 83.30% UF: 87.08% P: 91.21% R: 83.30% F: 87.08%
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+ 2024-03-26 00:57:50 INFO dev: loss: nan - UP: 48.78% UR: 31.42% UF: 38.22% P: 46.97% R: 30.25% F: 36.80%
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+ 2024-03-26 00:57:57 INFO lr: 4.9420e-05 - loss: 0.0027 - UP: 92.13% UR: 84.10% UF: 87.94% P: 92.13% R: 84.10% F: 87.94%
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+ 2024-03-26 00:57:58 INFO dev: loss: nan - UP: 49.27% UR: 34.42% UF: 40.53% P: 47.82% R: 33.40% F: 39.33%
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+ 2024-03-26 00:58:00 INFO test: loss: nan - UP: 45.72% UR: 33.87% UF: 38.91% P: 43.58% R: 32.28% F: 37.09%
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+ 2024-03-26 00:58:06 INFO lr: 4.9410e-05 - loss: 0.0017 - UP: 92.27% UR: 84.56% UF: 88.25% P: 92.27% R: 84.56% F: 88.25%
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+ 2024-03-26 00:58:06 INFO dev: loss: nan - UP: 52.85% UR: 31.98% UF: 39.85% P: 51.51% R: 31.17% F: 38.84%
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+ 2024-03-26 00:58:08 INFO test: loss: nan - UP: 50.37% UR: 31.46% UF: 38.73% P: 47.94% R: 29.94% F: 36.86%
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+ 2024-03-26 00:58:14 INFO lr: 4.9400e-05 - loss: 0.0004 - UP: 93.19% UR: 85.82% UF: 89.35% P: 93.18% R: 85.80% F: 89.34%
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+ 2024-03-26 00:58:14 INFO dev: loss: nan - UP: 50.71% UR: 32.64% UF: 39.72% P: 49.37% R: 31.78% F: 38.67%
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+ 2024-03-26 00:59:02 INFO lr: 4.9340e-05 - loss: 0.0011 - UP: 94.54% UR: 89.36% UF: 91.88% P: 94.53% R: 89.34% F: 91.86%
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+ 2024-03-26 00:59:05 INFO 0:00:08.099526s elapsed
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+ 2024-03-26 00:59:11 INFO lr: 4.9330e-05 - loss: 0.0037 - UP: 94.30% UR: 89.69% UF: 91.94% P: 94.30% R: 89.69% F: 91.94%
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+ 2024-03-26 00:59:13 INFO test: loss: nan - UP: 53.53% UR: 28.67% UF: 37.34% P: 50.81% R: 27.21% F: 35.44%
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+ 2024-03-26 00:59:13 INFO 0:00:08.098328s elapsed
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+ 2024-03-26 00:59:37 INFO test: loss: nan - UP: 48.91% UR: 35.45% UF: 41.11% P: 46.55% R: 33.74% F: 39.12%
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+ 2024-03-26 00:59:43 INFO lr: 4.9290e-05 - loss: 0.0032 - UP: 95.43% UR: 91.32% UF: 93.33% P: 95.41% R: 91.30% F: 93.31%
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+ 2024-03-26 00:59:44 INFO dev: loss: nan - UP: 53.85% UR: 33.05% UF: 40.96% P: 51.86% R: 31.83% F: 39.45%
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+ 2024-03-26 00:59:45 INFO test: loss: nan - UP: 50.20% UR: 32.31% UF: 39.31% P: 47.80% R: 30.76% F: 37.43%
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+ 2024-03-26 00:59:45 INFO 0:00:08.066615s elapsed
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+ 2024-03-26 00:59:53 INFO test: loss: nan - UP: 46.71% UR: 35.37% UF: 40.25% P: 44.64% R: 33.81% F: 38.48%
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+ 2024-03-26 00:59:53 INFO 0:00:08.095237s elapsed
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+ 2024-03-26 00:59:59 INFO lr: 4.9270e-05 - loss: 0.0022 - UP: 95.88% UR: 90.50% UF: 93.12% P: 95.88% R: 90.50% F: 93.12%
503
+ 2024-03-26 01:00:00 INFO dev: loss: nan - UP: 56.57% UR: 31.02% UF: 40.07% P: 55.19% R: 30.25% F: 39.08%
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+ 2024-03-26 01:00:01 INFO test: loss: nan - UP: 52.54% UR: 29.05% UF: 37.41% P: 50.63% R: 27.99% F: 36.05%
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+ 2024-03-26 01:00:01 INFO 0:00:08.083676s elapsed
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+ 2024-03-26 01:00:01 INFO Epoch 74 / 5000:
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+ 2024-03-26 01:00:07 INFO lr: 4.9260e-05 - loss: nan - UP: 94.99% UR: 92.15% UF: 93.55% P: 94.99% R: 92.15% F: 93.55%
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+ 2024-03-26 01:00:08 INFO dev: loss: nan - UP: 48.60% UR: 36.24% UF: 41.52% P: 46.43% R: 34.62% F: 39.66%
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+ 2024-03-26 01:00:09 INFO test: loss: nan - UP: 47.04% UR: 36.62% UF: 41.18% P: 44.71% R: 34.80% F: 39.14%
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+ 2024-03-26 01:00:09 INFO 0:00:08.080644s elapsed
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+ 2024-03-26 01:00:09 INFO Epoch 75 / 5000:
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+ 2024-03-26 01:00:15 INFO lr: 4.9250e-05 - loss: 0.0015 - UP: 95.30% UR: 91.64% UF: 93.44% P: 95.30% R: 91.64% F: 93.44%
515
+ 2024-03-26 01:00:16 INFO dev: loss: nan - UP: 50.14% UR: 36.04% UF: 41.94% P: 47.95% R: 34.47% F: 40.11%
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+ 2024-03-26 01:00:17 INFO test: loss: nan - UP: 47.18% UR: 35.75% UF: 40.68% P: 45.06% R: 34.14% F: 38.85%
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+ 2024-03-26 01:00:17 INFO 0:00:08.090541s elapsed
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+ 2024-03-26 01:00:17 INFO Epoch 76 / 5000:
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+ 2024-03-26 01:00:23 INFO lr: 4.9240e-05 - loss: 0.0014 - UP: 95.79% UR: 92.41% UF: 94.07% P: 95.79% R: 92.41% F: 94.07%
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+ 2024-03-26 01:00:24 INFO dev: loss: nan - UP: 54.19% UR: 34.47% UF: 42.13% P: 52.19% R: 33.20% F: 40.58%
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+ 2024-03-26 01:00:25 INFO test: loss: nan - UP: 50.08% UR: 33.76% UF: 40.33% P: 47.73% R: 32.18% F: 38.44%
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+ 2024-03-26 01:00:32 INFO 0:00:08.117619s elapsed (saved)
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+ 2024-03-26 01:00:32 INFO Epoch 77 / 5000:
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+ 2024-03-26 01:00:38 INFO lr: 4.9230e-05 - loss: 0.0004 - UP: 95.27% UR: 92.72% UF: 93.98% P: 95.25% R: 92.70% F: 93.96%
527
+ 2024-03-26 01:00:39 INFO dev: loss: nan - UP: 53.51% UR: 33.71% UF: 41.36% P: 51.65% R: 32.54% F: 39.93%
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+ 2024-03-26 01:00:40 INFO test: loss: nan - UP: 51.38% UR: 33.47% UF: 40.53% P: 48.98% R: 31.90% F: 38.64%
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+ 2024-03-26 01:00:40 INFO 0:00:07.857374s elapsed
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+ 2024-03-26 01:00:40 INFO Epoch 78 / 5000:
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+ 2024-03-26 01:00:46 INFO lr: 4.9220e-05 - loss: nan - UP: 96.22% UR: 92.95% UF: 94.55% P: 96.22% R: 92.95% F: 94.55%
533
+ 2024-03-26 01:00:47 INFO dev: loss: nan - UP: 51.02% UR: 35.58% UF: 41.93% P: 48.91% R: 34.11% F: 40.19%
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+ 2024-03-26 01:00:48 INFO test: loss: nan - UP: 47.39% UR: 35.14% UF: 40.35% P: 45.26% R: 33.55% F: 38.53%
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+ 2024-03-26 01:00:48 INFO 0:00:07.896473s elapsed
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+ 2024-03-26 01:00:48 INFO Epoch 79 / 5000:
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+ 2024-03-26 01:00:54 INFO lr: 4.9210e-05 - loss: 0.0001 - UP: 96.83% UR: 93.78% UF: 95.28% P: 96.83% R: 93.78% F: 95.28%
539
+ 2024-03-26 01:00:55 INFO dev: loss: nan - UP: 55.08% UR: 33.55% UF: 41.70% P: 53.25% R: 32.44% F: 40.32%
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+ 2024-03-26 01:00:56 INFO test: loss: nan - UP: 51.45% UR: 32.58% UF: 39.90% P: 49.15% R: 31.12% F: 38.11%
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+ 2024-03-26 01:00:56 INFO 0:00:07.934060s elapsed
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+ 2024-03-26 01:00:56 INFO Epoch 80 / 5000:
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+ 2024-03-26 01:01:02 INFO lr: 4.9200e-05 - loss: 0.0005 - UP: 96.77% UR: 93.78% UF: 95.25% P: 96.77% R: 93.78% F: 95.25%
545
+ 2024-03-26 01:01:03 INFO dev: loss: nan - UP: 53.71% UR: 34.52% UF: 42.03% P: 51.34% R: 32.99% F: 40.17%
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+ 2024-03-26 01:01:04 INFO test: loss: nan - UP: 49.33% UR: 34.33% UF: 40.49% P: 47.21% R: 32.85% F: 38.74%
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+ 2024-03-26 01:01:04 INFO 0:00:08.011729s elapsed
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+ 2024-03-26 01:01:04 INFO Epoch 81 / 5000:
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+ 2024-03-26 01:01:10 INFO lr: 4.9190e-05 - loss: 0.0002 - UP: 96.80% UR: 93.77% UF: 95.26% P: 96.80% R: 93.77% F: 95.26%
551
+ 2024-03-26 01:01:11 INFO dev: loss: nan - UP: 53.90% UR: 32.64% UF: 40.66% P: 51.72% R: 31.32% F: 39.01%
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+ 2024-03-26 01:01:12 INFO test: loss: nan - UP: 51.19% UR: 32.69% UF: 39.90% P: 48.97% R: 31.27% F: 38.17%
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+ 2024-03-26 01:01:12 INFO 0:00:08.199750s elapsed
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+ 2024-03-26 01:01:12 INFO Epoch 82 / 5000:
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+ 2024-03-26 01:01:18 INFO lr: 4.9180e-05 - loss: 0.0009 - UP: 96.99% UR: 94.08% UF: 95.51% P: 96.97% R: 94.06% F: 95.49%
557
+ 2024-03-26 01:01:19 INFO dev: loss: nan - UP: 52.39% UR: 35.58% UF: 42.38% P: 50.37% R: 34.21% F: 40.75%
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+ 2024-03-26 01:01:21 INFO test: loss: nan - UP: 49.01% UR: 35.43% UF: 41.13% P: 46.81% R: 33.85% F: 39.29%
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+ 2024-03-26 01:01:28 INFO 0:00:08.400800s elapsed (saved)
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+ 2024-03-26 01:01:28 INFO Epoch 83 / 5000:
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+ 2024-03-26 01:01:33 INFO lr: 4.9170e-05 - loss: 0.0006 - UP: 95.93% UR: 94.71% UF: 95.32% P: 95.93% R: 94.71% F: 95.32%
563
+ 2024-03-26 01:01:34 INFO dev: loss: nan - UP: 52.72% UR: 33.91% UF: 41.27% P: 51.14% R: 32.89% F: 40.04%
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+ 2024-03-26 01:01:36 INFO test: loss: nan - UP: 49.94% UR: 33.53% UF: 40.12% P: 47.83% R: 32.11% F: 38.43%
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+ 2024-03-26 01:01:36 INFO 0:00:07.857238s elapsed
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+ 2024-03-26 01:01:36 INFO Epoch 84 / 5000:
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+ 2024-03-26 01:01:41 INFO lr: 4.9160e-05 - loss: 0.0007 - UP: 96.92% UR: 94.53% UF: 95.71% P: 96.92% R: 94.53% F: 95.71%
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+ 2024-03-26 01:01:42 INFO dev: loss: nan - UP: 51.89% UR: 34.92% UF: 41.75% P: 49.85% R: 33.55% F: 40.11%
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+ 2024-03-26 01:01:43 INFO test: loss: nan - UP: 49.00% UR: 34.61% UF: 40.56% P: 46.78% R: 33.04% F: 38.73%
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+ 2024-03-26 01:01:43 INFO 0:00:07.860779s elapsed
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+ 2024-03-26 01:01:43 INFO Epoch 85 / 5000:
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+ 2024-03-26 01:01:49 INFO lr: 4.9150e-05 - loss: 0.0003 - UP: 97.33% UR: 94.66% UF: 95.98% P: 97.33% R: 94.66% F: 95.98%
575
+ 2024-03-26 01:01:50 INFO dev: loss: nan - UP: 50.54% UR: 35.53% UF: 41.73% P: 48.59% R: 34.16% F: 40.12%
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+ 2024-03-26 01:01:51 INFO test: loss: nan - UP: 48.48% UR: 36.09% UF: 41.38% P: 46.30% R: 34.46% F: 39.51%
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+ 2024-03-26 01:01:51 INFO 0:00:07.935258s elapsed
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+ 2024-03-26 01:01:51 INFO Epoch 86 / 5000:
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+ 2024-03-26 01:01:57 INFO lr: 4.9140e-05 - loss: 0.0004 - UP: 97.06% UR: 95.36% UF: 96.20% P: 97.06% R: 95.36% F: 96.20%
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+ 2024-03-26 01:01:58 INFO dev: loss: nan - UP: 53.19% UR: 34.67% UF: 41.98% P: 51.32% R: 33.45% F: 40.50%
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+ 2024-03-26 01:01:59 INFO test: loss: nan - UP: 49.88% UR: 34.04% UF: 40.46% P: 47.59% R: 32.47% F: 38.60%
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+ 2024-03-26 01:01:59 INFO 0:00:08.041683s elapsed
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+ 2024-03-26 01:01:59 INFO Epoch 87 / 5000:
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+ 2024-03-26 01:02:05 INFO lr: 4.9130e-05 - loss: 0.0007 - UP: 95.45% UR: 90.32% UF: 92.81% P: 95.45% R: 90.32% F: 92.81%
587
+ 2024-03-26 01:02:06 INFO dev: loss: nan - UP: 56.20% UR: 25.99% UF: 35.54% P: 54.23% R: 25.08% F: 34.29%
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+ 2024-03-26 01:02:08 INFO test: loss: nan - UP: 57.63% UR: 27.93% UF: 37.63% P: 54.53% R: 26.43% F: 35.61%
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+ 2024-03-26 01:02:08 INFO 0:00:08.253578s elapsed
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+ 2024-03-26 01:02:08 INFO Epoch 88 / 5000:
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+ 2024-03-26 01:02:14 INFO lr: 4.9120e-05 - loss: 0.0009 - UP: 94.02% UR: 89.03% UF: 91.46% P: 94.02% R: 89.03% F: 91.46%
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+ 2024-03-26 01:02:14 INFO dev: loss: nan - UP: 52.27% UR: 29.19% UF: 37.46% P: 50.45% R: 28.17% F: 36.16%
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+ 2024-03-26 01:02:16 INFO test: loss: nan - UP: 48.33% UR: 29.98% UF: 37.01% P: 45.78% R: 28.40% F: 35.05%
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+ 2024-03-26 01:02:16 INFO 0:00:08.437095s elapsed
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+ 2024-03-26 01:02:16 INFO Epoch 89 / 5000:
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+ 2024-03-26 01:02:22 INFO lr: 4.9110e-05 - loss: nan - UP: 89.76% UR: 74.36% UF: 81.34% P: 89.72% R: 74.33% F: 81.30%
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+ 2024-03-26 01:02:23 INFO dev: loss: nan - UP: 43.09% UR: 28.98% UF: 34.66% P: 39.85% R: 26.80% F: 32.05%
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+ 2024-03-26 01:02:24 INFO test: loss: nan - UP: 37.15% UR: 28.10% UF: 32.00% P: 34.02% R: 25.73% F: 29.30%
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+ 2024-03-26 01:02:24 INFO 0:00:08.346054s elapsed
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+ 2024-03-26 01:02:24 INFO Epoch 90 / 5000:
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+ 2024-03-26 01:02:30 INFO lr: 4.9100e-05 - loss: 0.0030 - UP: 87.34% UR: 78.59% UF: 82.73% P: 87.18% R: 78.44% F: 82.58%
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+ 2024-03-26 01:02:31 INFO dev: loss: nan - UP: 52.27% UR: 29.85% UF: 38.00% P: 51.20% R: 29.24% F: 37.22%
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+ 2024-03-26 01:02:33 INFO test: loss: nan - UP: 50.28% UR: 28.59% UF: 36.45% P: 47.83% R: 27.19% F: 34.67%
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+ 2024-03-26 01:02:33 INFO 0:00:08.289445s elapsed
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+ 2024-03-26 01:02:39 INFO lr: 4.9090e-05 - loss: 0.0051 - UP: 89.31% UR: 80.95% UF: 84.92% P: 88.91% R: 80.59% F: 84.55%
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+ 2024-03-26 01:02:39 INFO dev: loss: nan - UP: 55.16% UR: 26.04% UF: 35.38% P: 53.01% R: 25.03% F: 34.00%
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+ 2024-03-26 01:02:41 INFO test: loss: nan - UP: 47.91% UR: 27.91% UF: 35.27% P: 45.41% R: 26.45% F: 33.43%
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+ 2024-03-26 01:02:41 INFO 0:00:08.203805s elapsed
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+ 2024-03-26 01:02:47 INFO lr: 4.9080e-05 - loss: 0.0256 - UP: 84.22% UR: 69.61% UF: 76.22% P: 83.12% R: 68.70% F: 75.22%
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+ 2024-03-26 01:02:48 INFO dev: loss: nan - UP: 46.79% UR: 25.13% UF: 32.69% P: 44.52% R: 23.91% F: 31.11%
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+ 2024-03-26 01:02:49 INFO test: loss: nan - UP: 46.12% UR: 23.87% UF: 31.46% P: 43.14% R: 22.33% F: 29.43%
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+ 2024-03-26 01:02:49 INFO 0:00:08.191864s elapsed
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+ 2024-03-26 01:02:55 INFO lr: 4.9070e-05 - loss: nan - UP: 67.60% UR: 32.48% UF: 43.88% P: 66.30% R: 31.86% F: 43.04%
623
+ 2024-03-26 01:02:56 INFO dev: loss: nan - UP: 47.00% UR: 11.12% UF: 17.98% P: 40.99% R: 9.70% F: 15.68%
624
+ 2024-03-26 01:02:57 INFO test: loss: nan - UP: 43.47% UR: 10.06% UF: 16.33% P: 36.80% R: 8.51% F: 13.83%
625
+ 2024-03-26 01:02:57 INFO 0:00:08.114117s elapsed
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+ 2024-03-26 01:03:03 INFO lr: 4.9060e-05 - loss: 0.0160 - UP: 66.15% UR: 18.12% UF: 28.44% P: 64.30% R: 17.61% F: 27.65%
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+ 2024-03-26 01:03:04 INFO dev: loss: nan - UP: 42.31% UR: 11.88% UF: 18.55% P: 39.42% R: 11.07% F: 17.28%
630
+ 2024-03-26 01:03:05 INFO test: loss: nan - UP: 44.88% UR: 15.19% UF: 22.70% P: 41.32% R: 13.99% F: 20.90%
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+ 2024-03-26 01:03:05 INFO 0:00:08.111718s elapsed
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+ 2024-03-26 01:03:11 INFO lr: 4.9050e-05 - loss: 0.0187 - UP: 62.82% UR: 30.88% UF: 41.40% P: 62.22% R: 30.59% F: 41.01%
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+ 2024-03-26 01:03:12 INFO dev: loss: nan - UP: 43.66% UR: 11.37% UF: 18.04% P: 41.52% R: 10.81% F: 17.16%
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+ 2024-03-26 01:03:13 INFO test: loss: nan - UP: 41.92% UR: 12.34% UF: 19.07% P: 38.48% R: 11.32% F: 17.50%
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+ 2024-03-26 01:03:13 INFO 0:00:08.063587s elapsed
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+ 2024-03-26 01:03:19 INFO lr: 4.9040e-05 - loss: 0.0277 - UP: 69.87% UR: 29.64% UF: 41.62% P: 69.45% R: 29.46% F: 41.37%
641
+ 2024-03-26 01:03:20 INFO dev: loss: nan - UP: 50.22% UR: 11.68% UF: 18.95% P: 46.51% R: 10.81% F: 17.55%
642
+ 2024-03-26 01:03:21 INFO test: loss: nan - UP: 50.32% UR: 11.75% UF: 19.05% P: 45.16% R: 10.54% F: 17.09%
643
+ 2024-03-26 01:03:21 INFO 0:00:08.071065s elapsed
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+
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+ 2024-03-26 01:03:27 INFO lr: 4.9030e-05 - loss: 0.0068 - UP: 81.75% UR: 41.31% UF: 54.88% P: 81.65% R: 41.26% F: 54.82%
647
+ 2024-03-26 01:03:28 INFO dev: loss: nan - UP: 36.70% UR: 26.40% UF: 30.71% P: 34.58% R: 24.87% F: 28.93%
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+ 2024-03-26 01:03:29 INFO test: loss: nan - UP: 37.75% UR: 26.92% UF: 31.43% P: 35.73% R: 25.48% F: 29.75%
649
+ 2024-03-26 01:03:29 INFO 0:00:08.029060s elapsed
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+
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+ 2024-03-26 01:03:35 INFO lr: 4.9020e-05 - loss: 0.0060 - UP: 78.32% UR: 55.97% UF: 65.28% P: 78.28% R: 55.93% F: 65.25%
653
+ 2024-03-26 01:03:36 INFO dev: loss: nan - UP: 44.78% UR: 27.01% UF: 33.69% P: 43.35% R: 26.14% F: 32.62%
654
+ 2024-03-26 01:03:38 INFO test: loss: nan - UP: 43.90% UR: 25.69% UF: 32.41% P: 41.91% R: 24.53% F: 30.95%
655
+ 2024-03-26 01:03:38 INFO 0:00:08.048157s elapsed
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+ 2024-03-26 01:03:43 INFO lr: 4.9010e-05 - loss: 0.0049 - UP: 79.62% UR: 64.40% UF: 71.21% P: 79.48% R: 64.29% F: 71.08%
659
+ 2024-03-26 01:03:44 INFO dev: loss: nan - UP: 29.81% UR: 30.76% UF: 30.28% P: 28.87% R: 29.80% F: 29.33%
660
+ 2024-03-26 01:03:46 INFO test: loss: nan - UP: 36.03% UR: 28.42% UF: 31.77% P: 34.13% R: 26.92% F: 30.10%
661
+ 2024-03-26 01:03:46 INFO 0:00:08.044849s elapsed
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+ 2024-03-26 01:03:46 INFO Epoch 100 / 5000:
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+ 2024-03-26 01:03:51 INFO lr: 4.9000e-05 - loss: 0.0024 - UP: 85.88% UR: 69.61% UF: 76.90% P: 85.84% R: 69.58% F: 76.86%
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+ 2024-03-26 01:03:52 INFO dev: loss: nan - UP: 52.55% UR: 24.62% UF: 33.53% P: 50.60% R: 23.71% F: 32.28%
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+ 2024-03-26 01:03:54 INFO test: loss: nan - UP: 44.73% UR: 24.66% UF: 31.79% P: 42.66% R: 23.52% F: 30.32%
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+ 2024-03-26 01:03:54 INFO 0:00:08.045685s elapsed
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+ 2024-03-26 01:03:59 INFO lr: 4.8990e-05 - loss: 0.0040 - UP: 87.14% UR: 69.01% UF: 77.02% P: 86.95% R: 68.86% F: 76.86%
671
+ 2024-03-26 01:04:00 INFO dev: loss: nan - UP: 44.33% UR: 32.34% UF: 37.39% P: 43.22% R: 31.52% F: 36.45%
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+ 2024-03-26 01:04:02 INFO test: loss: nan - UP: 38.64% UR: 29.58% UF: 33.51% P: 36.93% R: 28.27% F: 32.02%
673
+ 2024-03-26 01:04:02 INFO 0:00:08.035916s elapsed
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+ 2024-03-26 01:04:08 INFO lr: 4.8980e-05 - loss: 0.0046 - UP: 86.87% UR: 71.37% UF: 78.36% P: 86.81% R: 71.32% F: 78.31%
677
+ 2024-03-26 01:04:08 INFO dev: loss: nan - UP: 52.14% UR: 27.87% UF: 36.32% P: 50.81% R: 27.16% F: 35.40%
678
+ 2024-03-26 01:04:10 INFO test: loss: nan - UP: 44.69% UR: 28.44% UF: 34.76% P: 42.63% R: 27.13% F: 33.16%
679
+ 2024-03-26 01:04:10 INFO 0:00:08.033357s elapsed
680
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+ 2024-03-26 01:04:10 INFO Epoch 103 / 5000:
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+ 2024-03-26 01:04:16 INFO lr: 4.8970e-05 - loss: 0.0012 - UP: 82.75% UR: 67.34% UF: 74.26% P: 82.71% R: 67.31% F: 74.22%
683
+ 2024-03-26 01:04:16 INFO dev: loss: nan - UP: 55.30% UR: 21.73% UF: 31.20% P: 53.36% R: 20.96% F: 30.10%
684
+ 2024-03-26 01:04:18 INFO test: loss: nan - UP: 49.63% UR: 21.38% UF: 29.89% P: 46.84% R: 20.18% F: 28.20%
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+ 2024-03-26 01:04:18 INFO 0:00:08.048435s elapsed
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+ 2024-03-26 01:04:18 INFO Epoch 104 / 5000:
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+ 2024-03-26 01:04:24 INFO lr: 4.8960e-05 - loss: nan - UP: 89.21% UR: 76.64% UF: 82.45% P: 89.17% R: 76.61% F: 82.42%
689
+ 2024-03-26 01:04:24 INFO dev: loss: nan - UP: 46.91% UR: 27.72% UF: 34.84% P: 45.45% R: 26.85% F: 33.76%
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+ 2024-03-26 01:04:26 INFO test: loss: nan - UP: 42.50% UR: 27.95% UF: 33.72% P: 40.57% R: 26.68% F: 32.19%
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+ 2024-03-26 01:04:26 INFO 0:00:08.027966s elapsed
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+ 2024-03-26 01:04:32 INFO lr: 4.8950e-05 - loss: 0.0036 - UP: 86.67% UR: 75.37% UF: 80.63% P: 86.52% R: 75.24% F: 80.49%
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+ 2024-03-26 01:04:32 INFO dev: loss: nan - UP: 43.52% UR: 31.73% UF: 36.70% P: 41.50% R: 30.25% F: 35.00%
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+ 2024-03-26 01:04:34 INFO test: loss: nan - UP: 41.27% UR: 30.72% UF: 35.22% P: 39.20% R: 29.18% F: 33.45%
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+ 2024-03-26 01:04:34 INFO 0:00:08.048731s elapsed
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+ 2024-03-26 01:04:40 INFO lr: 4.8940e-05 - loss: 0.0047 - UP: 90.29% UR: 75.24% UF: 82.08% P: 90.23% R: 75.19% F: 82.03%
701
+ 2024-03-26 01:04:40 INFO dev: loss: nan - UP: 50.05% UR: 25.38% UF: 33.68% P: 48.15% R: 24.42% F: 32.40%
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+ 2024-03-26 01:04:42 INFO test: loss: nan - UP: 46.48% UR: 24.87% UF: 32.40% P: 44.31% R: 23.71% F: 30.89%
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+ 2024-03-26 01:04:42 INFO 0:00:08.061350s elapsed
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+ 2024-03-26 01:04:48 INFO lr: 4.8930e-05 - loss: 0.0001 - UP: 90.49% UR: 80.63% UF: 85.28% P: 90.40% R: 80.55% F: 85.19%
707
+ 2024-03-26 01:04:48 INFO dev: loss: nan - UP: 45.02% UR: 35.53% UF: 39.72% P: 43.41% R: 34.26% F: 38.30%
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+ 2024-03-26 01:04:50 INFO test: loss: nan - UP: 39.06% UR: 32.83% UF: 35.67% P: 37.12% R: 31.21% F: 33.91%
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+ 2024-03-26 01:04:50 INFO 0:00:08.085275s elapsed
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+ 2024-03-26 01:04:56 INFO lr: 4.8920e-05 - loss: 0.0004 - UP: 92.32% UR: 83.74% UF: 87.82% P: 92.30% R: 83.73% F: 87.80%
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+ 2024-03-26 01:04:57 INFO dev: loss: nan - UP: 52.28% UR: 30.25% UF: 38.33% P: 50.00% R: 28.93% F: 36.66%
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+ 2024-03-26 01:04:58 INFO test: loss: nan - UP: 45.57% UR: 27.70% UF: 34.45% P: 43.55% R: 26.47% F: 32.93%
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+ 2024-03-26 01:04:58 INFO 0:00:08.102234s elapsed
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+ 2024-03-26 01:05:04 INFO lr: 4.8910e-05 - loss: 0.0014 - UP: 92.75% UR: 85.25% UF: 88.84% P: 92.74% R: 85.23% F: 88.82%
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+ 2024-03-26 01:05:05 INFO dev: loss: nan - UP: 59.44% UR: 21.73% UF: 31.82% P: 57.36% R: 20.96% F: 30.71%
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+ 2024-03-26 01:05:06 INFO test: loss: nan - UP: 57.20% UR: 22.50% UF: 32.30% P: 54.83% R: 21.57% F: 30.96%
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+ 2024-03-26 01:05:06 INFO 0:00:08.129223s elapsed
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+ 2024-03-26 01:05:12 INFO lr: 4.8900e-05 - loss: 0.0039 - UP: 86.64% UR: 71.45% UF: 78.32% P: 86.60% R: 71.42% F: 78.28%
725
+ 2024-03-26 01:05:13 INFO dev: loss: nan - UP: 51.53% UR: 25.58% UF: 34.19% P: 50.00% R: 24.82% F: 33.18%
726
+ 2024-03-26 01:05:14 INFO test: loss: nan - UP: 46.16% UR: 25.76% UF: 33.06% P: 44.30% R: 24.72% F: 31.73%
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+ 2024-03-26 01:05:14 INFO 0:00:08.182509s elapsed
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+ 2024-03-26 01:05:20 INFO lr: 4.8890e-05 - loss: 0.0043 - UP: 85.35% UR: 63.41% UF: 72.76% P: 85.30% R: 63.38% F: 72.72%
731
+ 2024-03-26 01:05:21 INFO dev: loss: nan - UP: 35.70% UR: 33.96% UF: 34.81% P: 34.20% R: 32.54% F: 33.35%
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+ 2024-03-26 01:05:23 INFO test: loss: nan - UP: 33.22% UR: 31.97% UF: 32.58% P: 31.31% R: 30.13% F: 30.71%
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+ 2024-03-26 01:05:23 INFO 0:00:08.202205s elapsed
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+ 2024-03-26 01:05:23 INFO Epoch 112 / 5000:
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+ 2024-03-26 01:05:29 INFO lr: 4.8880e-05 - loss: 0.0076 - UP: 86.13% UR: 77.20% UF: 81.42% P: 86.02% R: 77.10% F: 81.32%
737
+ 2024-03-26 01:05:29 INFO dev: loss: nan - UP: 41.65% UR: 28.88% UF: 34.11% P: 38.80% R: 26.90% F: 31.77%
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+ 2024-03-26 01:05:31 INFO test: loss: nan - UP: 39.96% UR: 28.38% UF: 33.19% P: 37.49% R: 26.62% F: 31.13%
739
+ 2024-03-26 01:05:31 INFO 0:00:08.251204s elapsed
740
+
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+ 2024-03-26 01:05:39 INFO Epoch 82 saved
742
+ 2024-03-26 01:05:39 INFO dev: UP: 52.39% UR: 35.58% UF: 42.38% P: 50.37% R: 34.21% F: 40.75%
743
+ 2024-03-26 01:05:39 INFO test: UP: 49.01% UR: 35.43% UF: 41.13% P: 46.81% R: 33.85% F: 39.29%
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+ 2024-03-26 01:05:39 INFO 0:15:01.748421s elapsed, 0:00:08.051325s/epoch
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1
+ 2024-03-26 00:28:15 INFO
2
+ ---------------------+-------------------------------
3
+ Param | Value
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+ ---------------------+-------------------------------
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+ lr | 5e-05
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+ 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
+ batch_size | 3000
15
+ update_steps | 1
16
+ mode | train
17
+ path | /home/marvin/structured-sentiment-analysis-bis/models/mpqa/sdp_random/40/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/40/train.conllu
29
+ dev | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/mpqa/head_final/sdp_random/40/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 00:28:15 INFO Building the fields
40
+ 2024-03-26 00:28:16 INFO CoNLL(
41
+ (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
42
+ (labels): ChartField()
43
+ )
44
+ 2024-03-26 00:28:16 INFO Building the model
45
+ 2024-03-26 00:28:18 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 00:28:18 INFO Loading the data
65
+ 2024-03-26 00:28:23 INFO
66
+ train: Dataset(n_sentences=2348, n_batches=34, n_buckets=32)
67
+ dev: Dataset(n_sentences=824, n_batches=32, n_buckets=32)
68
+ test: Dataset(n_sentences=2112, n_batches=34, n_buckets=32)
69
+
70
+ 2024-03-26 00:28:23 INFO Epoch 1 / 5000:
71
+ 2024-03-26 00:28:30 INFO lr: 4.9990e-05 - loss: 0.1068 - UP: 0.37% UR: 1.81% UF: 0.62% P: 0.01% R: 0.07% F: 0.02%
72
+ 2024-03-26 00:28:30 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 00:28:32 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 00:28:32 INFO 0:00:08.469910s elapsed
75
+
76
+ 2024-03-26 00:28:32 INFO Epoch 2 / 5000:
77
+ 2024-03-26 00:28:38 INFO lr: 4.9980e-05 - loss: 0.0713 - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
78
+ 2024-03-26 00:28:38 INFO dev: loss: nan - UP: 61.90% UR: 0.66% UF: 1.31% P: 61.90% R: 0.66% F: 1.31%
79
+ 2024-03-26 00:28:40 INFO test: loss: nan - UP: 36.67% UR: 0.23% UF: 0.46% P: 36.67% R: 0.23% F: 0.46%
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+ 2024-03-26 00:28:44 INFO 0:00:07.883357s elapsed (saved)
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+ 2024-03-26 00:29:21 INFO dev: loss: nan - UP: 69.39% UR: 1.73% UF: 3.37% P: 59.18% R: 1.47% F: 2.87%
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+ 2024-03-26 00:29:29 INFO dev: loss: nan - UP: 67.57% UR: 1.27% UF: 2.49% P: 64.86% R: 1.22% F: 2.39%
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+ 2024-03-26 00:29:31 INFO test: loss: nan - UP: 70.69% UR: 1.73% UF: 3.38% P: 61.21% R: 1.50% F: 2.93%
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+ 2024-03-26 00:29:31 INFO 0:00:07.954574s elapsed
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+ 2024-03-26 00:29:37 INFO dev: loss: nan - UP: 60.38% UR: 1.62% UF: 3.16% P: 58.49% R: 1.57% F: 3.06%
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+ 2024-03-26 00:29:39 INFO test: loss: nan - UP: 63.25% UR: 3.13% UF: 5.96% P: 58.12% R: 2.87% F: 5.48%
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+ 2024-03-26 00:29:39 INFO 0:00:08.021132s elapsed
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+ 2024-03-26 00:29:45 INFO lr: 4.9910e-05 - loss: nan - UP: 56.71% UR: 5.79% UF: 10.51% P: 55.91% R: 5.71% F: 10.37%
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+ 2024-03-26 00:29:45 INFO dev: loss: nan - UP: 58.46% UR: 8.07% UF: 14.18% P: 55.51% R: 7.66% F: 13.47%
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+ 2024-03-26 00:29:47 INFO test: loss: nan - UP: 49.59% UR: 7.75% UF: 13.41% P: 44.73% R: 6.99% F: 12.10%
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+ 2024-03-26 00:29:54 INFO 0:00:08.147126s elapsed (saved)
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+ 2024-03-26 00:30:00 INFO lr: 4.9900e-05 - loss: 0.0163 - UP: 57.89% UR: 10.84% UF: 18.26% P: 56.93% R: 10.66% F: 17.95%
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+ 2024-03-26 00:30:00 INFO dev: loss: nan - UP: 47.80% UR: 12.13% UF: 19.35% P: 45.60% R: 11.57% F: 18.46%
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+ 2024-03-26 00:30:02 INFO test: loss: nan - UP: 43.28% UR: 14.22% UF: 21.41% P: 40.39% R: 13.27% F: 19.97%
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+ 2024-03-26 00:30:08 INFO 0:00:07.979614s elapsed (saved)
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+ 2024-03-26 00:30:14 INFO lr: 4.9890e-05 - loss: 0.0193 - UP: 62.83% UR: 12.03% UF: 20.19% P: 62.40% R: 11.95% F: 20.05%
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+ 2024-03-26 00:30:15 INFO dev: loss: nan - UP: 57.68% UR: 8.58% UF: 14.94% P: 52.90% R: 7.87% F: 13.70%
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+ 2024-03-26 00:30:16 INFO 0:00:07.904217s elapsed
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+ 2024-03-26 00:30:22 INFO lr: 4.9880e-05 - loss: nan - UP: 66.90% UR: 15.47% UF: 25.13% P: 66.62% R: 15.41% F: 25.03%
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+ 2024-03-26 00:30:23 INFO dev: loss: nan - UP: 52.64% UR: 12.13% UF: 19.72% P: 48.68% R: 11.22% F: 18.23%
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+ 2024-03-26 00:30:24 INFO test: loss: nan - UP: 51.15% UR: 14.62% UF: 22.74% P: 46.78% R: 13.37% F: 20.80%
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+ 2024-03-26 00:30:24 INFO 0:00:07.951874s elapsed
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+ 2024-03-26 00:30:30 INFO lr: 4.9870e-05 - loss: 0.0141 - UP: 65.39% UR: 20.94% UF: 31.72% P: 65.09% R: 20.84% F: 31.57%
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+ 2024-03-26 00:30:31 INFO dev: loss: nan - UP: 54.10% UR: 14.72% UF: 23.14% P: 52.43% R: 14.26% F: 22.43%
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+ 2024-03-26 00:30:32 INFO test: loss: nan - UP: 48.19% UR: 16.35% UF: 24.42% P: 45.77% R: 15.53% F: 23.19%
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+ 2024-03-26 00:30:39 INFO 0:00:08.004589s elapsed (saved)
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+ 2024-03-26 00:30:45 INFO lr: 4.9860e-05 - loss: 0.0120 - UP: 69.42% UR: 24.42% UF: 36.13% P: 69.28% R: 24.37% F: 36.05%
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+ 2024-03-26 00:30:47 INFO test: loss: nan - UP: 57.11% UR: 10.10% UF: 17.16% P: 51.85% R: 9.17% F: 15.58%
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+ 2024-03-26 00:30:47 INFO 0:00:07.941930s elapsed
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+ 2024-03-26 00:30:53 INFO lr: 4.9850e-05 - loss: nan - UP: 66.08% UR: 30.88% UF: 42.09% P: 66.08% R: 30.88% F: 42.09%
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+ 2024-03-26 00:30:53 INFO dev: loss: nan - UP: 66.79% UR: 9.39% UF: 16.47% P: 64.62% R: 9.09% F: 15.93%
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+ 2024-03-26 00:30:55 INFO test: loss: nan - UP: 56.86% UR: 8.58% UF: 14.91% P: 53.22% R: 8.03% F: 13.95%
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+ 2024-03-26 00:30:55 INFO 0:00:07.997379s elapsed
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+ 2024-03-26 00:31:01 INFO lr: 4.9840e-05 - loss: nan - UP: 73.19% UR: 30.21% UF: 42.77% P: 73.07% R: 30.16% F: 42.70%
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+ 2024-03-26 00:31:02 INFO dev: loss: nan - UP: 65.75% UR: 12.18% UF: 20.56% P: 63.29% R: 11.73% F: 19.79%
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+ 2024-03-26 00:31:03 INFO test: loss: nan - UP: 59.81% UR: 10.88% UF: 18.41% P: 55.75% R: 10.14% F: 17.16%
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+ 2024-03-26 00:31:03 INFO 0:00:08.062175s elapsed
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+ 2024-03-26 00:31:09 INFO lr: 4.9830e-05 - loss: 0.0173 - UP: 68.80% UR: 34.98% UF: 46.38% P: 68.70% R: 34.93% F: 46.31%
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+ 2024-03-26 00:31:10 INFO dev: loss: nan - UP: 61.17% UR: 12.79% UF: 21.16% P: 58.98% R: 12.34% F: 20.40%
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+ 2024-03-26 00:31:11 INFO test: loss: nan - UP: 57.81% UR: 12.36% UF: 20.37% P: 53.26% R: 11.39% F: 18.76%
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+ 2024-03-26 00:31:11 INFO 0:00:08.180435s elapsed
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+ 2024-03-26 00:31:17 INFO lr: 4.9820e-05 - loss: nan - UP: 70.79% UR: 42.04% UF: 52.75% P: 70.65% R: 41.96% F: 52.65%
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+ 2024-03-26 00:31:18 INFO dev: loss: nan - UP: 65.85% UR: 12.34% UF: 20.78% P: 63.41% R: 11.88% F: 20.01%
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+ 2024-03-26 00:31:20 INFO test: loss: nan - UP: 59.61% UR: 12.32% UF: 20.42% P: 55.32% R: 11.43% F: 18.95%
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+ 2024-03-26 00:31:20 INFO 0:00:09.080725s elapsed
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+ 2024-03-26 00:31:26 INFO lr: 4.9810e-05 - loss: nan - UP: 79.65% UR: 41.83% UF: 54.85% P: 79.49% R: 41.75% F: 54.75%
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+ 2024-03-26 00:31:27 INFO dev: loss: nan - UP: 51.53% UR: 22.28% UF: 31.11% P: 50.70% R: 21.93% F: 30.62%
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+ 2024-03-26 00:31:29 INFO test: loss: nan - UP: 44.77% UR: 22.78% UF: 30.19% P: 43.06% R: 21.91% F: 29.04%
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+ 2024-03-26 00:31:35 INFO 0:00:08.266036s elapsed (saved)
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+ 2024-03-26 00:31:41 INFO lr: 4.9800e-05 - loss: 0.0071 - UP: 77.15% UR: 48.60% UF: 59.64% P: 77.05% R: 48.54% F: 59.56%
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+ 2024-03-26 00:31:41 INFO dev: loss: nan - UP: 60.00% UR: 17.97% UF: 27.66% P: 57.97% R: 17.36% F: 26.72%
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+ 2024-03-26 00:31:43 INFO test: loss: nan - UP: 55.54% UR: 19.27% UF: 28.61% P: 53.11% R: 18.42% F: 27.36%
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+ 2024-03-26 00:31:43 INFO 0:00:07.947464s elapsed
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+ 2024-03-26 00:31:49 INFO lr: 4.9790e-05 - loss: 0.0011 - UP: 81.22% UR: 46.66% UF: 59.27% P: 80.94% R: 46.50% F: 59.06%
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+ 2024-03-26 00:31:49 INFO dev: loss: nan - UP: 53.59% UR: 23.86% UF: 33.02% P: 51.88% R: 23.10% F: 31.96%
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+ 2024-03-26 00:31:51 INFO test: loss: nan - UP: 47.24% UR: 25.88% UF: 33.44% P: 45.04% R: 24.68% F: 31.89%
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+ 2024-03-26 00:31:58 INFO 0:00:07.965286s elapsed (saved)
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+ 2024-03-26 00:32:04 INFO lr: 4.9780e-05 - loss: 0.0167 - UP: 71.76% UR: 43.81% UF: 54.40% P: 70.91% R: 43.28% F: 53.75%
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+ 2024-03-26 00:32:04 INFO dev: loss: nan - UP: 30.12% UR: 26.95% UF: 28.45% P: 28.47% R: 25.48% F: 26.90%
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+ 2024-03-26 00:32:06 INFO test: loss: nan - UP: 29.97% UR: 28.06% UF: 28.98% P: 28.32% R: 26.52% F: 27.39%
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+ 2024-03-26 00:32:06 INFO 0:00:07.931464s elapsed
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+ 2024-03-26 00:32:12 INFO lr: 4.9770e-05 - loss: 0.0120 - UP: 66.58% UR: 33.39% UF: 44.48% P: 66.16% R: 33.18% F: 44.20%
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+ 2024-03-26 00:32:12 INFO dev: loss: nan - UP: 45.24% UR: 30.41% UF: 36.37% P: 43.43% R: 29.19% F: 34.91%
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+ 2024-03-26 00:32:14 INFO test: loss: nan - UP: 36.37% UR: 29.94% UF: 32.84% P: 34.55% R: 28.44% F: 31.20%
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+ 2024-03-26 00:32:20 INFO 0:00:07.942510s elapsed (saved)
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+ 2024-03-26 00:32:26 INFO lr: 4.9760e-05 - loss: 0.0093 - UP: 71.89% UR: 40.82% UF: 52.07% P: 71.80% R: 40.77% F: 52.01%
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+ 2024-03-26 00:32:27 INFO dev: loss: nan - UP: 64.99% UR: 14.42% UF: 23.60% P: 62.24% R: 13.81% F: 22.60%
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+ 2024-03-26 00:32:28 INFO test: loss: nan - UP: 55.78% UR: 14.18% UF: 22.61% P: 52.87% R: 13.44% F: 21.43%
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+ 2024-03-26 00:32:28 INFO 0:00:07.919006s elapsed
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+ 2024-03-26 00:32:28 INFO Epoch 25 / 5000:
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+ 2024-03-26 00:32:34 INFO lr: 4.9750e-05 - loss: 0.0062 - UP: 74.31% UR: 48.07% UF: 58.37% P: 74.26% R: 48.03% F: 58.33%
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+ 2024-03-26 00:32:35 INFO dev: loss: nan - UP: 59.41% UR: 18.43% UF: 28.13% P: 57.77% R: 17.92% F: 27.35%
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+ 2024-03-26 00:32:36 INFO test: loss: nan - UP: 52.40% UR: 20.56% UF: 29.53% P: 49.27% R: 19.33% F: 27.77%
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+ 2024-03-26 00:32:36 INFO 0:00:07.964348s elapsed
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+ 2024-03-26 00:32:36 INFO Epoch 26 / 5000:
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+ 2024-03-26 00:32:42 INFO lr: 4.9740e-05 - loss: nan - UP: 79.15% UR: 44.85% UF: 57.26% P: 79.12% R: 44.83% F: 57.24%
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+ 2024-03-26 00:32:43 INFO dev: loss: nan - UP: 51.29% UR: 27.26% UF: 35.60% P: 49.67% R: 26.40% F: 34.47%
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+ 2024-03-26 00:32:44 INFO test: loss: nan - UP: 44.29% UR: 28.61% UF: 34.76% P: 42.26% R: 27.30% F: 33.17%
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+ 2024-03-26 00:32:44 INFO 0:00:08.006270s elapsed
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+ 2024-03-26 00:32:50 INFO lr: 4.9730e-05 - loss: nan - UP: 76.47% UR: 49.70% UF: 60.24% P: 76.47% R: 49.70% F: 60.24%
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+ 2024-03-26 00:32:51 INFO dev: loss: nan - UP: 53.71% UR: 24.97% UF: 34.10% P: 52.95% R: 24.62% F: 33.61%
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+ 2024-03-26 00:32:52 INFO test: loss: nan - UP: 45.43% UR: 26.18% UF: 33.22% P: 43.93% R: 25.31% F: 32.12%
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+ 2024-03-26 00:32:52 INFO 0:00:08.175448s elapsed
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+ 2024-03-26 00:32:59 INFO lr: 4.9720e-05 - loss: 0.0111 - UP: 80.96% UR: 58.71% UF: 68.06% P: 80.87% R: 58.64% F: 67.98%
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+ 2024-03-26 00:32:59 INFO dev: loss: nan - UP: 59.63% UR: 21.07% UF: 31.13% P: 58.05% R: 20.51% F: 30.31%
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+ 2024-03-26 00:33:01 INFO test: loss: nan - UP: 53.67% UR: 23.33% UF: 32.52% P: 51.48% R: 22.37% F: 31.19%
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+ 2024-03-26 00:33:01 INFO 0:00:08.450125s elapsed
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+ 2024-03-26 00:33:07 INFO lr: 4.9710e-05 - loss: nan - UP: 84.53% UR: 58.51% UF: 69.16% P: 84.44% R: 58.45% F: 69.08%
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+ 2024-03-26 00:33:08 INFO dev: loss: nan - UP: 54.70% UR: 27.46% UF: 36.57% P: 52.78% R: 26.50% F: 35.28%
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+ 2024-03-26 00:33:09 INFO test: loss: nan - UP: 46.82% UR: 27.55% UF: 34.69% P: 44.27% R: 26.05% F: 32.80%
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+ 2024-03-26 00:33:16 INFO 0:00:08.466694s elapsed (saved)
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+ 2024-03-26 00:33:22 INFO lr: 4.9700e-05 - loss: nan - UP: 70.42% UR: 47.87% UF: 57.00% P: 70.35% R: 47.82% F: 56.94%
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+ 2024-03-26 00:33:23 INFO dev: loss: nan - UP: 40.80% UR: 29.49% UF: 34.24% P: 39.19% R: 28.32% F: 32.88%
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+ 2024-03-26 00:33:24 INFO test: loss: nan - UP: 39.21% UR: 32.39% UF: 35.47% P: 37.21% R: 30.74% F: 33.67%
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+ 2024-03-26 00:33:24 INFO 0:00:07.924446s elapsed
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+ 2024-03-26 00:33:30 INFO lr: 4.9690e-05 - loss: 0.0004 - UP: 81.91% UR: 53.14% UF: 64.46% P: 81.81% R: 53.08% F: 64.38%
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+ 2024-03-26 00:33:31 INFO dev: loss: nan - UP: 60.61% UR: 23.20% UF: 33.55% P: 58.75% R: 22.49% F: 32.53%
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+ 2024-03-26 00:33:32 INFO test: loss: nan - UP: 52.31% UR: 23.92% UF: 32.83% P: 49.45% R: 22.61% F: 31.03%
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+ 2024-03-26 00:33:32 INFO 0:00:07.947763s elapsed
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+ 2024-03-26 00:33:38 INFO lr: 4.9680e-05 - loss: 0.0025 - UP: 84.34% UR: 64.26% UF: 72.94% P: 84.34% R: 64.26% F: 72.94%
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+ 2024-03-26 00:33:39 INFO dev: loss: nan - UP: 60.14% UR: 25.74% UF: 36.05% P: 58.60% R: 25.08% F: 35.12%
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+ 2024-03-26 00:33:40 INFO test: loss: nan - UP: 52.80% UR: 27.70% UF: 36.34% P: 50.58% R: 26.54% F: 34.81%
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+ 2024-03-26 00:33:40 INFO 0:00:07.990085s elapsed
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+ 2024-03-26 00:33:46 INFO lr: 4.9670e-05 - loss: nan - UP: 87.19% UR: 68.74% UF: 76.88% P: 87.19% R: 68.74% F: 76.88%
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+ 2024-03-26 00:33:47 INFO dev: loss: nan - UP: 54.17% UR: 30.66% UF: 39.16% P: 52.74% R: 29.85% F: 38.12%
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+ 2024-03-26 00:33:48 INFO test: loss: nan - UP: 47.57% UR: 31.46% UF: 37.87% P: 45.59% R: 30.15% F: 36.30%
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+ 2024-03-26 00:33:55 INFO 0:00:08.131607s elapsed (saved)
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+ 2024-03-26 00:34:01 INFO lr: 4.9660e-05 - loss: 0.0041 - UP: 87.71% UR: 71.03% UF: 78.49% P: 87.67% R: 71.00% F: 78.46%
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+ 2024-03-26 00:34:01 INFO dev: loss: nan - UP: 56.22% UR: 29.14% UF: 38.38% P: 54.95% R: 28.48% F: 37.51%
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+ 2024-03-26 00:34:03 INFO test: loss: nan - UP: 50.12% UR: 30.02% UF: 37.55% P: 47.94% R: 28.71% F: 35.91%
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+ 2024-03-26 00:34:09 INFO dev: loss: nan - UP: 57.32% UR: 30.00% UF: 39.39% P: 55.48% R: 29.04% F: 38.12%
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+ 2024-03-26 00:34:24 INFO lr: 4.9640e-05 - loss: 0.0059 - UP: 88.57% UR: 75.91% UF: 81.75% P: 88.57% R: 75.91% F: 81.75%
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+ 2024-03-26 00:34:40 INFO dev: loss: nan - UP: 52.12% UR: 34.37% UF: 41.42% P: 50.81% R: 33.50% F: 40.38%
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+ 2024-03-26 00:34:42 INFO test: loss: nan - UP: 46.29% UR: 33.47% UF: 38.85% P: 44.39% R: 32.09% F: 37.25%
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+ 2024-03-26 00:34:49 INFO 0:00:08.029250s elapsed (saved)
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+ 2024-03-26 00:34:54 INFO lr: 4.9610e-05 - loss: 0.0008 - UP: 89.08% UR: 75.19% UF: 81.55% P: 89.06% R: 75.18% F: 81.53%
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+ 2024-03-26 00:35:02 INFO lr: 4.9600e-05 - loss: 0.0030 - UP: 89.70% UR: 80.48% UF: 84.84% P: 89.67% R: 80.45% F: 84.81%
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+ 2024-03-26 00:35:03 INFO dev: loss: nan - UP: 65.00% UR: 24.42% UF: 35.50% P: 62.84% R: 23.60% F: 34.32%
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+ 2024-03-26 00:35:04 INFO test: loss: nan - UP: 55.33% UR: 23.92% UF: 33.40% P: 52.83% R: 22.84% F: 31.89%
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+ 2024-03-26 00:35:10 INFO lr: 4.9590e-05 - loss: 0.0047 - UP: 91.12% UR: 79.19% UF: 84.74% P: 91.12% R: 79.19% F: 84.74%
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+ 2024-03-26 00:35:11 INFO dev: loss: nan - UP: 58.69% UR: 31.37% UF: 40.89% P: 57.08% R: 30.51% F: 39.76%
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+ 2024-03-26 00:35:12 INFO test: loss: nan - UP: 49.60% UR: 29.85% UF: 37.27% P: 47.56% R: 28.63% F: 35.74%
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+ 2024-03-26 00:35:12 INFO 0:00:08.066909s elapsed
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+ 2024-03-26 00:35:18 INFO lr: 4.9580e-05 - loss: 0.0025 - UP: 90.92% UR: 80.37% UF: 85.32% P: 90.92% R: 80.37% F: 85.32%
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+ 2024-03-26 00:35:19 INFO dev: loss: nan - UP: 58.68% UR: 29.85% UF: 39.57% P: 57.29% R: 29.14% F: 38.63%
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+ 2024-03-26 00:35:21 INFO test: loss: nan - UP: 51.18% UR: 29.28% UF: 37.25% P: 49.00% R: 28.04% F: 35.67%
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+ 2024-03-26 00:35:21 INFO 0:00:08.220897s elapsed
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+ 2024-03-26 00:35:27 INFO lr: 4.9570e-05 - loss: 0.0075 - UP: 80.28% UR: 66.26% UF: 72.60% P: 79.85% R: 65.91% F: 72.21%
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+ 2024-03-26 00:35:28 INFO dev: loss: nan - UP: 45.33% UR: 31.52% UF: 37.19% P: 42.99% R: 29.90% F: 35.27%
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+ 2024-03-26 00:35:29 INFO 0:00:08.575204s elapsed
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+ 2024-03-26 00:35:35 INFO lr: 4.9560e-05 - loss: 0.0091 - UP: 79.04% UR: 52.33% UF: 62.97% P: 78.45% R: 51.93% F: 62.50%
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+ 2024-03-26 00:35:36 INFO dev: loss: nan - UP: 52.21% UR: 20.41% UF: 29.34% P: 49.48% R: 19.34% F: 27.81%
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+ 2024-03-26 00:35:44 INFO lr: 4.9550e-05 - loss: 0.0094 - UP: 80.10% UR: 51.69% UF: 62.83% P: 79.62% R: 51.38% F: 62.45%
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+ 2024-03-26 00:35:44 INFO dev: loss: nan - UP: 60.69% UR: 22.34% UF: 32.65% P: 59.31% R: 21.83% F: 31.91%
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+ 2024-03-26 00:35:46 INFO test: loss: nan - UP: 47.60% UR: 20.56% UF: 28.71% P: 46.28% R: 19.99% F: 27.92%
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+ 2024-03-26 00:35:46 INFO 0:00:08.296462s elapsed
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+ 2024-03-26 00:35:52 INFO lr: 4.9540e-05 - loss: 0.0041 - UP: 75.98% UR: 52.96% UF: 62.42% P: 75.56% R: 52.67% F: 62.07%
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+ 2024-03-26 00:35:53 INFO dev: loss: nan - UP: 44.54% UR: 27.56% UF: 34.05% P: 42.49% R: 26.29% F: 32.49%
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+ 2024-03-26 00:35:54 INFO test: loss: nan - UP: 38.54% UR: 29.24% UF: 33.25% P: 36.79% R: 27.91% F: 31.74%
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+ 2024-03-26 00:35:54 INFO 0:00:08.264763s elapsed
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+ 2024-03-26 00:36:00 INFO lr: 4.9530e-05 - loss: nan - UP: 79.10% UR: 56.41% UF: 65.85% P: 78.10% R: 55.69% F: 65.02%
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+ 2024-03-26 00:36:01 INFO dev: loss: nan - UP: 48.64% UR: 25.43% UF: 33.40% P: 44.56% R: 23.30% F: 30.60%
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+ 2024-03-26 00:36:02 INFO test: loss: nan - UP: 42.44% UR: 25.86% UF: 32.14% P: 39.49% R: 24.07% F: 29.91%
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+ 2024-03-26 00:36:02 INFO 0:00:08.281635s elapsed
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+ 2024-03-26 00:36:08 INFO lr: 4.9520e-05 - loss: 0.0090 - UP: 83.10% UR: 58.04% UF: 68.35% P: 82.68% R: 57.74% F: 68.00%
354
+ 2024-03-26 00:36:09 INFO dev: loss: nan - UP: 57.12% UR: 22.59% UF: 32.38% P: 54.17% R: 21.42% F: 30.70%
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+ 2024-03-26 00:36:11 INFO test: loss: nan - UP: 51.67% UR: 23.52% UF: 32.32% P: 48.24% R: 21.95% F: 30.17%
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+ 2024-03-26 00:36:11 INFO 0:00:08.208979s elapsed
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+ 2024-03-26 00:36:17 INFO lr: 4.9510e-05 - loss: 0.0036 - UP: 83.62% UR: 67.16% UF: 74.49% P: 83.52% R: 67.08% F: 74.40%
360
+ 2024-03-26 00:36:17 INFO dev: loss: nan - UP: 49.84% UR: 31.17% UF: 38.35% P: 48.21% R: 30.15% F: 37.10%
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+ 2024-03-26 00:36:19 INFO test: loss: nan - UP: 45.28% UR: 30.53% UF: 36.47% P: 43.15% R: 29.09% F: 34.76%
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+ 2024-03-26 00:36:19 INFO 0:00:08.224047s elapsed
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+ 2024-03-26 00:36:19 INFO Epoch 50 / 5000:
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+ 2024-03-26 00:36:25 INFO lr: 4.9500e-05 - loss: 0.0058 - UP: 81.20% UR: 71.06% UF: 75.79% P: 81.00% R: 70.88% F: 75.60%
366
+ 2024-03-26 00:36:26 INFO dev: loss: nan - UP: 62.98% UR: 18.22% UF: 28.27% P: 60.70% R: 17.56% F: 27.24%
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+ 2024-03-26 00:36:27 INFO test: loss: nan - UP: 56.56% UR: 19.50% UF: 29.00% P: 52.51% R: 18.11% F: 26.93%
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+ 2024-03-26 00:36:27 INFO 0:00:08.171781s elapsed
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+ 2024-03-26 00:36:33 INFO lr: 4.9490e-05 - loss: 0.0034 - UP: 86.62% UR: 71.85% UF: 78.54% P: 86.60% R: 71.83% F: 78.53%
372
+ 2024-03-26 00:36:34 INFO dev: loss: nan - UP: 47.44% UR: 31.07% UF: 37.55% P: 45.89% R: 30.05% F: 36.32%
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+ 2024-03-26 00:36:35 INFO test: loss: nan - UP: 45.02% UR: 31.99% UF: 37.40% P: 42.52% R: 30.21% F: 35.33%
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+ 2024-03-26 00:36:35 INFO 0:00:08.191707s elapsed
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+ 2024-03-26 00:36:35 INFO Epoch 52 / 5000:
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+ 2024-03-26 00:36:41 INFO lr: 4.9480e-05 - loss: 0.0034 - UP: 89.16% UR: 73.58% UF: 80.62% P: 89.16% R: 73.58% F: 80.62%
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+ 2024-03-26 00:36:42 INFO dev: loss: nan - UP: 53.11% UR: 29.95% UF: 38.30% P: 51.67% R: 29.14% F: 37.26%
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+ 2024-03-26 00:36:43 INFO test: loss: nan - UP: 48.30% UR: 29.37% UF: 36.53% P: 45.48% R: 27.66% F: 34.40%
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+ 2024-03-26 00:36:43 INFO 0:00:08.166709s elapsed
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+ 2024-03-26 00:36:43 INFO Epoch 53 / 5000:
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+ 2024-03-26 00:36:49 INFO lr: 4.9470e-05 - loss: nan - UP: 89.32% UR: 79.14% UF: 83.92% P: 89.32% R: 79.14% F: 83.92%
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+ 2024-03-26 00:36:50 INFO dev: loss: nan - UP: 52.36% UR: 31.47% UF: 39.32% P: 50.59% R: 30.41% F: 37.98%
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+ 2024-03-26 00:36:52 INFO test: loss: nan - UP: 48.04% UR: 31.08% UF: 37.74% P: 45.53% R: 29.45% F: 35.77%
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+ 2024-03-26 00:36:52 INFO 0:00:08.161991s elapsed
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+ 2024-03-26 00:36:52 INFO Epoch 54 / 5000:
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+ 2024-03-26 00:36:58 INFO lr: 4.9460e-05 - loss: 0.0038 - UP: 87.85% UR: 75.65% UF: 81.29% P: 87.83% R: 75.63% F: 81.28%
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+ 2024-03-26 00:36:58 INFO dev: loss: nan - UP: 41.73% UR: 35.23% UF: 38.21% P: 40.47% R: 34.16% F: 37.05%
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+ 2024-03-26 00:37:00 INFO test: loss: nan - UP: 41.88% UR: 35.24% UF: 38.27% P: 39.97% R: 33.64% F: 36.53%
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+ 2024-03-26 00:37:00 INFO 0:00:08.141591s elapsed
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+ 2024-03-26 00:37:00 INFO Epoch 55 / 5000:
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+ 2024-03-26 00:37:06 INFO lr: 4.9450e-05 - loss: nan - UP: 83.39% UR: 67.99% UF: 74.91% P: 83.37% R: 67.98% F: 74.89%
396
+ 2024-03-26 00:37:06 INFO dev: loss: nan - UP: 48.43% UR: 26.65% UF: 34.38% P: 46.68% R: 25.69% F: 33.14%
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+ 2024-03-26 00:37:08 INFO test: loss: nan - UP: 46.57% UR: 26.52% UF: 33.79% P: 43.71% R: 24.89% F: 31.72%
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+ 2024-03-26 00:37:08 INFO 0:00:08.141914s elapsed
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+ 2024-03-26 00:37:08 INFO Epoch 56 / 5000:
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+ 2024-03-26 00:37:14 INFO lr: 4.9440e-05 - loss: 0.0029 - UP: 83.44% UR: 66.38% UF: 73.94% P: 83.34% R: 66.30% F: 73.85%
402
+ 2024-03-26 00:37:14 INFO dev: loss: nan - UP: 49.26% UR: 25.33% UF: 33.46% P: 46.50% R: 23.91% F: 31.58%
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+ 2024-03-26 00:37:16 INFO test: loss: nan - UP: 42.85% UR: 27.72% UF: 33.66% P: 39.29% R: 25.42% F: 30.87%
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+ 2024-03-26 00:37:16 INFO 0:00:08.134372s elapsed
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+ 2024-03-26 00:37:16 INFO Epoch 57 / 5000:
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+ 2024-03-26 00:37:22 INFO lr: 4.9430e-05 - loss: 0.0063 - UP: 83.99% UR: 68.09% UF: 75.21% P: 83.97% R: 68.08% F: 75.19%
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+ 2024-03-26 00:37:23 INFO dev: loss: nan - UP: 49.53% UR: 34.72% UF: 40.82% P: 47.36% R: 33.20% F: 39.03%
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+ 2024-03-26 00:37:24 INFO test: loss: nan - UP: 41.45% UR: 33.68% UF: 37.16% P: 39.08% R: 31.76% F: 35.04%
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+ 2024-03-26 00:37:24 INFO 0:00:08.124460s elapsed
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+ 2024-03-26 00:37:24 INFO Epoch 58 / 5000:
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+ 2024-03-26 00:37:30 INFO lr: 4.9420e-05 - loss: 0.0046 - UP: 87.75% UR: 74.03% UF: 80.31% P: 87.31% R: 73.66% F: 79.90%
414
+ 2024-03-26 00:37:31 INFO dev: loss: nan - UP: 47.29% UR: 35.84% UF: 40.77% P: 45.34% R: 34.37% F: 39.10%
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+ 2024-03-26 00:37:32 INFO test: loss: nan - UP: 41.32% UR: 36.21% UF: 38.60% P: 39.15% R: 34.31% F: 36.57%
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+ 2024-03-26 00:37:32 INFO 0:00:08.125437s elapsed
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+ 2024-03-26 00:37:32 INFO Epoch 59 / 5000:
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+ 2024-03-26 00:37:38 INFO lr: 4.9410e-05 - loss: 0.0046 - UP: 86.11% UR: 76.82% UF: 81.20% P: 86.04% R: 76.76% F: 81.14%
420
+ 2024-03-26 00:37:39 INFO dev: loss: nan - UP: 45.74% UR: 34.92% UF: 39.61% P: 43.75% R: 33.40% F: 37.88%
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+ 2024-03-26 00:37:40 INFO test: loss: nan - UP: 40.37% UR: 36.55% UF: 38.37% P: 37.97% R: 34.38% F: 36.08%
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+ 2024-03-26 00:37:40 INFO 0:00:08.150080s elapsed
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+ 2024-03-26 00:37:40 INFO Epoch 60 / 5000:
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+ 2024-03-26 00:37:46 INFO lr: 4.9400e-05 - loss: 0.0013 - UP: 87.58% UR: 76.63% UF: 81.74% P: 87.56% R: 76.61% F: 81.72%
426
+ 2024-03-26 00:37:47 INFO dev: loss: nan - UP: 60.67% UR: 24.82% UF: 35.23% P: 58.93% R: 24.11% F: 34.22%
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+ 2024-03-26 00:37:49 INFO test: loss: nan - UP: 54.16% UR: 25.04% UF: 34.24% P: 51.28% R: 23.71% F: 32.42%
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+ 2024-03-26 00:37:49 INFO 0:00:08.121754s elapsed
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+ 2024-03-26 00:37:54 INFO lr: 4.9390e-05 - loss: 0.0015 - UP: 89.43% UR: 77.74% UF: 83.17% P: 89.34% R: 77.66% F: 83.09%
432
+ 2024-03-26 00:37:55 INFO dev: loss: nan - UP: 44.89% UR: 37.87% UF: 41.08% P: 43.50% R: 36.70% F: 39.81%
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+ 2024-03-26 00:37:57 INFO test: loss: nan - UP: 40.43% UR: 35.69% UF: 37.91% P: 38.54% R: 34.02% F: 36.14%
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+ 2024-03-26 00:37:57 INFO 0:00:08.128547s elapsed
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+ 2024-03-26 00:38:03 INFO lr: 4.9380e-05 - loss: 0.0041 - UP: 88.18% UR: 79.88% UF: 83.82% P: 88.07% R: 79.78% F: 83.72%
438
+ 2024-03-26 00:38:03 INFO dev: loss: nan - UP: 52.87% UR: 31.78% UF: 39.70% P: 51.10% R: 30.71% F: 38.36%
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+ 2024-03-26 00:38:05 INFO test: loss: nan - UP: 48.78% UR: 30.53% UF: 37.56% P: 46.46% R: 29.07% F: 35.76%
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+ 2024-03-26 00:38:05 INFO 0:00:08.133385s elapsed
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+ 2024-03-26 00:38:11 INFO lr: 4.9370e-05 - loss: 0.0035 - UP: 89.56% UR: 81.17% UF: 85.15% P: 89.54% R: 81.15% F: 85.14%
444
+ 2024-03-26 00:38:11 INFO dev: loss: nan - UP: 52.06% UR: 32.64% UF: 40.12% P: 50.69% R: 31.78% F: 39.06%
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+ 2024-03-26 00:38:13 INFO test: loss: nan - UP: 48.12% UR: 31.99% UF: 38.43% P: 46.34% R: 30.80% F: 37.01%
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+ 2024-03-26 00:38:13 INFO 0:00:08.142656s elapsed
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+ 2024-03-26 00:38:19 INFO lr: 4.9360e-05 - loss: 0.0033 - UP: 92.53% UR: 83.09% UF: 87.56% P: 92.53% R: 83.09% F: 87.56%
450
+ 2024-03-26 00:38:20 INFO dev: loss: nan - UP: 53.29% UR: 33.76% UF: 41.33% P: 51.76% R: 32.79% F: 40.15%
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+ 2024-03-26 00:38:21 INFO test: loss: nan - UP: 49.86% UR: 33.74% UF: 40.25% P: 47.99% R: 32.47% F: 38.73%
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+ 2024-03-26 00:38:21 INFO 0:00:08.123618s elapsed
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+ 2024-03-26 00:38:27 INFO lr: 4.9350e-05 - loss: 0.0008 - UP: 92.50% UR: 85.51% UF: 88.86% P: 92.46% R: 85.47% F: 88.83%
456
+ 2024-03-26 00:38:28 INFO dev: loss: nan - UP: 57.31% UR: 32.03% UF: 41.09% P: 55.68% R: 31.12% F: 39.92%
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+ 2024-03-26 00:38:29 INFO test: loss: nan - UP: 50.41% UR: 29.69% UF: 37.37% P: 48.40% R: 28.50% F: 35.88%
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+ 2024-03-26 00:38:29 INFO 0:00:08.154153s elapsed
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+ 2024-03-26 00:38:35 INFO lr: 4.9340e-05 - loss: 0.0011 - UP: 93.09% UR: 86.57% UF: 89.71% P: 93.09% R: 86.57% F: 89.71%
462
+ 2024-03-26 00:38:36 INFO dev: loss: nan - UP: 58.67% UR: 26.95% UF: 36.94% P: 57.02% R: 26.19% F: 35.90%
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+ 2024-03-26 00:38:37 INFO test: loss: nan - UP: 53.53% UR: 26.60% UF: 35.54% P: 51.15% R: 25.42% F: 33.96%
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+ 2024-03-26 00:38:37 INFO 0:00:08.170551s elapsed
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+ 2024-03-26 00:38:43 INFO lr: 4.9330e-05 - loss: 0.0018 - UP: 94.08% UR: 86.70% UF: 90.24% P: 94.08% R: 86.70% F: 90.24%
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+ 2024-03-26 00:39:14 INFO lr: 4.9300e-05 - loss: 0.0007 - UP: 94.48% UR: 89.13% UF: 91.73% P: 94.46% R: 89.11% F: 91.71%
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+ 2024-03-26 00:39:16 INFO test: loss: nan - UP: 49.19% UR: 34.16% UF: 40.32% P: 47.19% R: 32.77% F: 38.68%
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+ 2024-03-26 00:39:23 INFO 0:00:07.987844s elapsed (saved)
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+ 2024-03-26 00:39:29 INFO lr: 4.9290e-05 - loss: 0.0083 - UP: 94.53% UR: 90.04% UF: 92.23% P: 94.52% R: 90.03% F: 92.22%
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+ 2024-03-26 00:39:45 INFO lr: 4.9270e-05 - loss: 0.0011 - UP: 95.72% UR: 90.09% UF: 92.82% P: 95.72% R: 90.09% F: 92.82%
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+ 2024-03-26 00:39:47 INFO test: loss: nan - UP: 55.78% UR: 27.93% UF: 37.22% P: 53.33% R: 26.71% F: 35.59%
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+ 2024-03-26 00:39:53 INFO lr: 4.9260e-05 - loss: nan - UP: 94.79% UR: 90.53% UF: 92.61% P: 94.79% R: 90.53% F: 92.61%
510
+ 2024-03-26 00:39:53 INFO dev: loss: nan - UP: 54.78% UR: 35.23% UF: 42.88% P: 52.80% R: 33.96% F: 41.33%
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+ 2024-03-26 00:39:55 INFO test: loss: nan - UP: 49.40% UR: 33.93% UF: 40.23% P: 46.94% R: 32.24% F: 38.23%
512
+ 2024-03-26 00:39:55 INFO 0:00:08.177681s elapsed
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+ 2024-03-26 00:40:01 INFO lr: 4.9250e-05 - loss: 0.0011 - UP: 95.14% UR: 90.76% UF: 92.90% P: 95.12% R: 90.75% F: 92.88%
516
+ 2024-03-26 00:40:02 INFO dev: loss: nan - UP: 56.63% UR: 32.54% UF: 41.33% P: 55.21% R: 31.73% F: 40.30%
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+ 2024-03-26 00:40:03 INFO test: loss: nan - UP: 52.73% UR: 32.03% UF: 39.85% P: 50.40% R: 30.61% F: 38.09%
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+ 2024-03-26 00:40:03 INFO 0:00:08.418481s elapsed
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+ 2024-03-26 00:40:09 INFO lr: 4.9240e-05 - loss: 0.0013 - UP: 95.69% UR: 92.13% UF: 93.88% P: 95.69% R: 92.13% F: 93.88%
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+ 2024-03-26 00:40:10 INFO dev: loss: nan - UP: 58.75% UR: 29.49% UF: 39.27% P: 57.13% R: 28.68% F: 38.19%
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+ 2024-03-26 00:40:12 INFO test: loss: nan - UP: 53.97% UR: 28.46% UF: 37.27% P: 51.32% R: 27.07% F: 35.44%
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+ 2024-03-26 00:40:12 INFO 0:00:08.439516s elapsed
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+ 2024-03-26 00:40:18 INFO lr: 4.9230e-05 - loss: 0.0006 - UP: 95.29% UR: 92.36% UF: 93.80% P: 95.29% R: 92.36% F: 93.80%
528
+ 2024-03-26 00:40:19 INFO dev: loss: nan - UP: 55.66% UR: 32.94% UF: 41.39% P: 53.95% R: 31.93% F: 40.11%
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+ 2024-03-26 00:40:20 INFO test: loss: nan - UP: 50.56% UR: 31.63% UF: 38.91% P: 48.09% R: 30.09% F: 37.02%
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+ 2024-03-26 00:40:20 INFO 0:00:08.322702s elapsed
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+ 2024-03-26 00:40:20 INFO Epoch 78 / 5000:
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+ 2024-03-26 00:40:26 INFO lr: 4.9220e-05 - loss: nan - UP: 95.72% UR: 92.79% UF: 94.23% P: 95.72% R: 92.79% F: 94.23%
534
+ 2024-03-26 00:40:27 INFO dev: loss: nan - UP: 56.02% UR: 33.05% UF: 41.57% P: 54.48% R: 32.13% F: 40.42%
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+ 2024-03-26 00:40:28 INFO test: loss: nan - UP: 50.91% UR: 32.35% UF: 39.56% P: 48.62% R: 30.89% F: 37.78%
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+ 2024-03-26 00:40:28 INFO 0:00:08.302172s elapsed
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+ 2024-03-26 00:40:28 INFO Epoch 79 / 5000:
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+ 2024-03-26 00:40:34 INFO lr: 4.9210e-05 - loss: 0.0002 - UP: 96.00% UR: 93.31% UF: 94.64% P: 96.00% R: 93.31% F: 94.64%
540
+ 2024-03-26 00:40:35 INFO dev: loss: nan - UP: 58.85% UR: 31.22% UF: 40.80% P: 57.32% R: 30.41% F: 39.73%
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+ 2024-03-26 00:40:37 INFO test: loss: nan - UP: 53.33% UR: 29.96% UF: 38.37% P: 50.92% R: 28.61% F: 36.63%
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+ 2024-03-26 00:40:37 INFO 0:00:08.253402s elapsed
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+ 2024-03-26 00:40:37 INFO Epoch 80 / 5000:
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+ 2024-03-26 00:40:43 INFO lr: 4.9200e-05 - loss: 0.0005 - UP: 95.99% UR: 92.31% UF: 94.12% P: 95.99% R: 92.31% F: 94.12%
546
+ 2024-03-26 00:40:43 INFO dev: loss: nan - UP: 57.28% UR: 30.76% UF: 40.03% P: 55.48% R: 29.80% F: 38.77%
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+ 2024-03-26 00:40:45 INFO test: loss: nan - UP: 52.47% UR: 30.26% UF: 38.38% P: 49.80% R: 28.71% F: 36.42%
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+ 2024-03-26 00:40:45 INFO 0:00:08.203428s elapsed
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+ 2024-03-26 00:40:45 INFO Epoch 81 / 5000:
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+ 2024-03-26 00:40:51 INFO lr: 4.9190e-05 - loss: 0.0005 - UP: 96.73% UR: 91.86% UF: 94.23% P: 96.73% R: 91.86% F: 94.23%
552
+ 2024-03-26 00:40:52 INFO dev: loss: nan - UP: 61.07% UR: 27.87% UF: 38.27% P: 58.73% R: 26.80% F: 36.81%
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+ 2024-03-26 00:40:53 INFO test: loss: nan - UP: 52.55% UR: 27.26% UF: 35.89% P: 49.61% R: 25.73% F: 33.89%
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+ 2024-03-26 00:40:53 INFO 0:00:08.181035s elapsed
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+ 2024-03-26 00:40:53 INFO Epoch 82 / 5000:
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+ 2024-03-26 00:40:59 INFO lr: 4.9180e-05 - loss: 0.0065 - UP: 95.19% UR: 91.79% UF: 93.46% P: 95.19% R: 91.79% F: 93.46%
558
+ 2024-03-26 00:41:00 INFO dev: loss: nan - UP: 53.43% UR: 33.60% UF: 41.26% P: 51.90% R: 32.64% F: 40.07%
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+ 2024-03-26 00:41:01 INFO test: loss: nan - UP: 47.83% UR: 33.13% UF: 39.15% P: 46.25% R: 32.03% F: 37.85%
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+ 2024-03-26 00:41:01 INFO 0:00:08.175265s elapsed
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+ 2024-03-26 00:41:01 INFO Epoch 83 / 5000:
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+ 2024-03-26 00:41:07 INFO lr: 4.9170e-05 - loss: 0.0017 - UP: 92.19% UR: 88.05% UF: 90.07% P: 92.14% R: 88.00% F: 90.02%
564
+ 2024-03-26 00:41:08 INFO dev: loss: nan - UP: 47.50% UR: 33.81% UF: 39.50% P: 46.43% R: 33.05% F: 38.61%
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+ 2024-03-26 00:41:09 INFO test: loss: nan - UP: 45.36% UR: 35.09% UF: 39.57% P: 43.75% R: 33.85% F: 38.17%
566
+ 2024-03-26 00:41:09 INFO 0:00:08.155429s elapsed
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+ 2024-03-26 00:41:09 INFO Epoch 84 / 5000:
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+ 2024-03-26 00:41:15 INFO lr: 4.9160e-05 - loss: 0.0020 - UP: 92.98% UR: 88.66% UF: 90.77% P: 92.96% R: 88.64% F: 90.75%
570
+ 2024-03-26 00:41:16 INFO dev: loss: nan - UP: 55.59% UR: 32.03% UF: 40.64% P: 54.10% R: 31.17% F: 39.55%
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+ 2024-03-26 00:41:17 INFO test: loss: nan - UP: 49.63% UR: 31.40% UF: 38.46% P: 47.43% R: 30.00% F: 36.75%
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+ 2024-03-26 00:41:17 INFO 0:00:08.125124s elapsed
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+ 2024-03-26 00:41:17 INFO Epoch 85 / 5000:
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+ 2024-03-26 00:41:23 INFO lr: 4.9150e-05 - loss: 0.0003 - UP: 95.32% UR: 91.76% UF: 93.51% P: 95.32% R: 91.76% F: 93.51%
576
+ 2024-03-26 00:41:24 INFO dev: loss: nan - UP: 54.93% UR: 31.93% UF: 40.39% P: 53.54% R: 31.12% F: 39.36%
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+ 2024-03-26 00:41:26 INFO test: loss: nan - UP: 49.54% UR: 31.69% UF: 38.65% P: 47.26% R: 30.23% F: 36.88%
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+ 2024-03-26 00:41:26 INFO 0:00:08.127621s elapsed
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+ 2024-03-26 00:41:26 INFO Epoch 86 / 5000:
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+ 2024-03-26 00:41:32 INFO lr: 4.9140e-05 - loss: 0.0012 - UP: 95.60% UR: 91.59% UF: 93.56% P: 95.60% R: 91.59% F: 93.56%
582
+ 2024-03-26 00:41:32 INFO dev: loss: nan - UP: 54.84% UR: 33.91% UF: 41.91% P: 53.61% R: 33.15% F: 40.97%
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+ 2024-03-26 00:41:34 INFO test: loss: nan - UP: 48.60% UR: 33.00% UF: 39.31% P: 46.36% R: 31.48% F: 37.50%
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+ 2024-03-26 00:41:34 INFO 0:00:08.126091s elapsed
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+ 2024-03-26 00:41:34 INFO Epoch 87 / 5000:
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+ 2024-03-26 00:41:40 INFO lr: 4.9130e-05 - loss: 0.0008 - UP: 95.35% UR: 93.10% UF: 94.21% P: 95.35% R: 93.10% F: 94.21%
588
+ 2024-03-26 00:41:40 INFO dev: loss: nan - UP: 54.29% UR: 35.33% UF: 42.80% P: 52.96% R: 34.47% F: 41.76%
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+ 2024-03-26 00:41:42 INFO test: loss: nan - UP: 48.06% UR: 34.04% UF: 39.85% P: 45.79% R: 32.43% F: 37.97%
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+ 2024-03-26 00:41:49 INFO 0:00:08.114740s elapsed (saved)
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+ 2024-03-26 00:41:49 INFO Epoch 88 / 5000:
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+ 2024-03-26 00:41:54 INFO lr: 4.9120e-05 - loss: 0.0008 - UP: 96.38% UR: 93.36% UF: 94.84% P: 96.38% R: 93.36% F: 94.84%
594
+ 2024-03-26 00:41:55 INFO dev: loss: nan - UP: 58.70% UR: 32.03% UF: 41.44% P: 57.12% R: 31.17% F: 40.33%
595
+ 2024-03-26 00:41:56 INFO test: loss: nan - UP: 51.17% UR: 29.96% UF: 37.79% P: 48.86% R: 28.61% F: 36.09%
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+ 2024-03-26 00:41:56 INFO 0:00:07.891377s elapsed
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+ 2024-03-26 00:41:56 INFO Epoch 89 / 5000:
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+ 2024-03-26 00:42:02 INFO lr: 4.9110e-05 - loss: nan - UP: 94.05% UR: 90.78% UF: 92.38% P: 93.57% R: 90.32% F: 91.92%
600
+ 2024-03-26 00:42:03 INFO dev: loss: nan - UP: 54.83% UR: 30.81% UF: 39.45% P: 53.03% R: 29.80% F: 38.15%
601
+ 2024-03-26 00:42:04 INFO test: loss: nan - UP: 48.88% UR: 27.78% UF: 35.43% P: 46.51% R: 26.43% F: 33.71%
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+ 2024-03-26 00:42:04 INFO 0:00:07.908580s elapsed
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+ 2024-03-26 00:42:04 INFO Epoch 90 / 5000:
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+ 2024-03-26 00:42:10 INFO lr: 4.9100e-05 - loss: 0.0022 - UP: 92.94% UR: 86.85% UF: 89.79% P: 92.65% R: 86.57% F: 89.50%
606
+ 2024-03-26 00:42:11 INFO dev: loss: nan - UP: 54.96% UR: 30.10% UF: 38.90% P: 53.01% R: 29.04% F: 37.52%
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+ 2024-03-26 00:42:12 INFO test: loss: nan - UP: 51.13% UR: 29.28% UF: 37.24% P: 48.69% R: 27.89% F: 35.46%
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+ 2024-03-26 00:42:12 INFO 0:00:07.968908s elapsed
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+ 2024-03-26 00:42:12 INFO Epoch 91 / 5000:
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+ 2024-03-26 00:42:18 INFO lr: 4.9090e-05 - loss: 0.0010 - UP: 95.00% UR: 91.45% UF: 93.19% P: 94.95% R: 91.40% F: 93.14%
612
+ 2024-03-26 00:42:19 INFO dev: loss: nan - UP: 55.59% UR: 31.83% UF: 40.48% P: 53.72% R: 30.76% F: 39.12%
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+ 2024-03-26 00:42:20 INFO test: loss: nan - UP: 50.53% UR: 30.04% UF: 37.68% P: 48.44% R: 28.80% F: 36.12%
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+ 2024-03-26 00:42:20 INFO 0:00:08.030835s elapsed
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+ 2024-03-26 00:42:20 INFO Epoch 92 / 5000:
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+ 2024-03-26 00:42:26 INFO lr: 4.9080e-05 - loss: 0.0021 - UP: 96.59% UR: 90.22% UF: 93.30% P: 96.59% R: 90.22% F: 93.30%
618
+ 2024-03-26 00:42:27 INFO dev: loss: nan - UP: 54.73% UR: 31.73% UF: 40.17% P: 52.80% R: 30.61% F: 38.75%
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+ 2024-03-26 00:42:29 INFO test: loss: nan - UP: 48.28% UR: 30.23% UF: 37.18% P: 46.46% R: 29.09% F: 35.78%
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+ 2024-03-26 00:42:29 INFO 0:00:08.187012s elapsed
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+ 2024-03-26 00:42:29 INFO Epoch 93 / 5000:
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+ 2024-03-26 00:42:35 INFO lr: 4.9070e-05 - loss: nan - UP: 93.35% UR: 91.02% UF: 92.17% P: 93.34% R: 91.01% F: 92.16%
624
+ 2024-03-26 00:42:35 INFO dev: loss: nan - UP: 48.44% UR: 39.34% UF: 43.42% P: 46.56% R: 37.82% F: 41.74%
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+ 2024-03-26 00:42:37 INFO test: loss: nan - UP: 45.69% UR: 37.31% UF: 41.08% P: 43.88% R: 35.83% F: 39.45%
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+ 2024-03-26 00:42:37 INFO 0:00:08.534860s elapsed
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+ 2024-03-26 00:42:37 INFO Epoch 94 / 5000:
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+ 2024-03-26 00:42:43 INFO lr: 4.9060e-05 - loss: 0.0015 - UP: 96.44% UR: 91.86% UF: 94.09% P: 96.42% R: 91.84% F: 94.07%
630
+ 2024-03-26 00:42:44 INFO dev: loss: nan - UP: 57.22% UR: 32.79% UF: 41.69% P: 55.45% R: 31.78% F: 40.40%
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+ 2024-03-26 00:42:46 INFO test: loss: nan - UP: 50.98% UR: 31.33% UF: 38.81% P: 48.92% R: 30.07% F: 37.24%
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+ 2024-03-26 00:42:46 INFO 0:00:08.562107s elapsed
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+ 2024-03-26 00:42:46 INFO Epoch 95 / 5000:
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+ 2024-03-26 00:42:52 INFO lr: 4.9050e-05 - loss: 0.0011 - UP: 96.09% UR: 93.98% UF: 95.02% P: 96.06% R: 93.94% F: 94.99%
636
+ 2024-03-26 00:42:52 INFO dev: loss: nan - UP: 60.12% UR: 31.52% UF: 41.36% P: 58.18% R: 30.51% F: 40.03%
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+ 2024-03-26 00:42:54 INFO test: loss: nan - UP: 54.22% UR: 28.80% UF: 37.62% P: 51.75% R: 27.49% F: 35.90%
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+ 2024-03-26 00:42:54 INFO 0:00:08.264769s elapsed
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+ 2024-03-26 00:42:54 INFO Epoch 96 / 5000:
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+ 2024-03-26 00:43:00 INFO lr: 4.9040e-05 - loss: 0.0007 - UP: 96.67% UR: 93.44% UF: 95.03% P: 96.67% R: 93.44% F: 95.03%
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+ 2024-03-26 00:43:01 INFO dev: loss: nan - UP: 59.09% UR: 33.65% UF: 42.88% P: 56.95% R: 32.44% F: 41.33%
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+ 2024-03-26 00:43:02 INFO test: loss: nan - UP: 52.33% UR: 30.55% UF: 38.58% P: 50.02% R: 29.20% F: 36.87%
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+ 2024-03-26 00:43:02 INFO 0:00:08.257465s elapsed
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+ 2024-03-26 00:43:02 INFO Epoch 97 / 5000:
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+ 2024-03-26 00:43:08 INFO lr: 4.9030e-05 - loss: 0.0006 - UP: 96.35% UR: 92.56% UF: 94.41% P: 96.35% R: 92.56% F: 94.41%
648
+ 2024-03-26 00:43:09 INFO dev: loss: nan - UP: 48.85% UR: 36.70% UF: 41.91% P: 46.89% R: 35.23% F: 40.23%
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+ 2024-03-26 00:43:10 INFO test: loss: nan - UP: 44.97% UR: 34.95% UF: 39.33% P: 43.01% R: 33.42% F: 37.62%
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+ 2024-03-26 00:43:10 INFO 0:00:08.221086s elapsed
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+ 2024-03-26 00:43:10 INFO Epoch 98 / 5000:
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+ 2024-03-26 00:43:16 INFO lr: 4.9020e-05 - loss: 0.0007 - UP: 95.25% UR: 93.88% UF: 94.56% P: 95.25% R: 93.88% F: 94.56%
654
+ 2024-03-26 00:43:17 INFO dev: loss: nan - UP: 55.11% UR: 35.33% UF: 43.06% P: 53.21% R: 34.11% F: 41.57%
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+ 2024-03-26 00:43:19 INFO test: loss: nan - UP: 49.86% UR: 33.59% UF: 40.14% P: 47.60% R: 32.07% F: 38.32%
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+ 2024-03-26 00:43:19 INFO 0:00:08.196293s elapsed
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+ 2024-03-26 00:43:19 INFO Epoch 99 / 5000:
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+ 2024-03-26 00:43:25 INFO lr: 4.9010e-05 - loss: 0.0007 - UP: 97.47% UR: 94.97% UF: 96.21% P: 97.47% R: 94.97% F: 96.21%
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+ 2024-03-26 00:43:39 INFO lr: 4.9000e-05 - loss: 0.0003 - UP: 97.27% UR: 94.66% UF: 95.95% P: 97.27% R: 94.66% F: 95.95%
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+ 2024-03-26 00:43:47 INFO lr: 4.8990e-05 - loss: 0.0012 - UP: 97.09% UR: 95.90% UF: 96.49% P: 97.09% R: 95.90% F: 96.49%
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+ 2024-03-26 00:44:01 INFO lr: 4.8980e-05 - loss: 0.0005 - UP: 97.14% UR: 95.94% UF: 96.53% P: 97.12% R: 95.92% F: 96.52%
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+ 2024-03-26 00:44:09 INFO lr: 4.8970e-05 - loss: 0.0029 - UP: 97.47% UR: 95.66% UF: 96.56% P: 97.47% R: 95.66% F: 96.56%
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+ 2024-03-26 00:44:34 INFO lr: 4.8940e-05 - loss: 0.0007 - UP: 97.60% UR: 96.75% UF: 97.17% P: 97.60% R: 96.75% F: 97.17%
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+ 2024-03-26 00:44:34 INFO dev: loss: nan - UP: 56.35% UR: 34.21% UF: 42.58% P: 54.85% R: 33.30% F: 41.44%
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+ 2024-03-26 00:44:36 INFO test: loss: nan - UP: 51.49% UR: 32.03% UF: 39.49% P: 49.49% R: 30.78% F: 37.96%
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+ 2024-03-26 00:44:42 INFO lr: 4.8930e-05 - loss: 0.0000 - UP: 97.81% UR: 96.77% UF: 97.28% P: 97.81% R: 96.77% F: 97.28%
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+ 2024-03-26 00:44:43 INFO dev: loss: nan - UP: 57.26% UR: 31.42% UF: 40.58% P: 55.23% R: 30.30% F: 39.13%
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+ 2024-03-26 00:44:44 INFO test: loss: nan - UP: 54.24% UR: 30.38% UF: 38.95% P: 52.02% R: 29.14% F: 37.35%
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+ 2024-03-26 00:44:51 INFO lr: 4.8920e-05 - loss: 0.0001 - UP: 94.73% UR: 93.32% UF: 94.02% P: 94.72% R: 93.31% F: 94.01%
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+ 2024-03-26 00:44:51 INFO dev: loss: nan - UP: 61.76% UR: 25.99% UF: 36.58% P: 59.59% R: 25.08% F: 35.30%
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+ 2024-03-26 00:44:53 INFO test: loss: nan - UP: 56.93% UR: 24.91% UF: 34.66% P: 54.51% R: 23.85% F: 33.19%
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+ 2024-03-26 00:44:59 INFO lr: 4.8910e-05 - loss: 0.0002 - UP: 93.51% UR: 91.02% UF: 92.25% P: 93.51% R: 91.02% F: 92.25%
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+ 2024-03-26 00:45:01 INFO 0:00:08.255684s elapsed
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+ 2024-03-26 00:45:07 INFO lr: 4.8900e-05 - loss: 0.0021 - UP: 96.02% UR: 90.16% UF: 93.00% P: 95.93% R: 90.08% F: 92.91%
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+ 2024-03-26 00:45:08 INFO dev: loss: nan - UP: 59.36% UR: 30.10% UF: 39.95% P: 57.76% R: 29.29% F: 38.87%
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+ 2024-03-26 00:45:09 INFO test: loss: nan - UP: 50.46% UR: 23.28% UF: 31.86% P: 48.26% R: 22.27% F: 30.48%
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+ 2024-03-26 00:45:09 INFO 0:00:08.268251s elapsed
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+ 2024-03-26 00:45:15 INFO lr: 4.8890e-05 - loss: 0.0010 - UP: 94.69% UR: 91.32% UF: 92.97% P: 94.65% R: 91.28% F: 92.94%
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+ 2024-03-26 00:45:16 INFO dev: loss: nan - UP: 47.78% UR: 39.95% UF: 43.52% P: 46.57% R: 38.93% F: 42.41%
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+ 2024-03-26 00:45:18 INFO test: loss: nan - UP: 40.83% UR: 37.14% UF: 38.90% P: 39.43% R: 35.88% F: 37.57%
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+ 2024-03-26 00:45:18 INFO 0:00:08.222356s elapsed
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+ 2024-03-26 00:45:24 INFO lr: 4.8880e-05 - loss: 0.0050 - UP: 95.69% UR: 92.08% UF: 93.85% P: 95.66% R: 92.05% F: 93.82%
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+ 2024-03-26 00:45:24 INFO dev: loss: nan - UP: 49.72% UR: 26.80% UF: 34.83% P: 47.83% R: 25.79% F: 33.51%
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+ 2024-03-26 00:45:26 INFO 0:00:08.204459s elapsed
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+ 2024-03-26 00:45:32 INFO lr: 4.8870e-05 - loss: nan - UP: 79.36% UR: 49.45% UF: 60.94% P: 78.84% R: 49.13% F: 60.53%
744
+ 2024-03-26 00:45:32 INFO dev: loss: nan - UP: 52.01% UR: 9.19% UF: 15.62% P: 49.14% R: 8.68% F: 14.75%
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+ 2024-03-26 00:45:34 INFO test: loss: nan - UP: 54.46% UR: 10.59% UF: 17.73% P: 49.78% R: 9.68% F: 16.20%
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+ 2024-03-26 00:45:34 INFO 0:00:08.178559s elapsed
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+ 2024-03-26 00:45:40 INFO lr: 4.8860e-05 - loss: nan - UP: 73.06% UR: 26.69% UF: 39.09% P: 72.12% R: 26.34% F: 38.59%
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+ 2024-03-26 00:45:42 INFO test: loss: nan - UP: 35.08% UR: 26.49% UF: 30.19% P: 32.56% R: 24.59% F: 28.02%
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+ 2024-03-26 00:45:42 INFO 0:00:08.163263s elapsed
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+ 2024-03-26 00:45:42 INFO Epoch 115 / 5000:
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+ 2024-03-26 00:45:48 INFO lr: 4.8850e-05 - loss: 0.0228 - UP: 62.53% UR: 26.91% UF: 37.63% P: 61.02% R: 26.26% F: 36.72%
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+ 2024-03-26 00:45:49 INFO dev: loss: nan - UP: 44.21% UR: 11.62% UF: 18.41% P: 37.26% R: 9.80% F: 15.51%
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+ 2024-03-26 00:45:50 INFO test: loss: nan - UP: 45.63% UR: 11.92% UF: 18.90% P: 39.00% R: 10.18% F: 16.15%
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+ 2024-03-26 00:45:50 INFO 0:00:08.172689s elapsed
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+ 2024-03-26 00:45:56 INFO lr: 4.8840e-05 - loss: 0.0163 - UP: 57.59% UR: 11.39% UF: 19.02% P: 56.52% R: 11.18% F: 18.67%
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+ 2024-03-26 00:45:57 INFO dev: loss: nan - UP: 43.07% UR: 5.99% UF: 10.52% P: 39.42% R: 5.48% F: 9.63%
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+ 2024-03-26 00:45:58 INFO test: loss: nan - UP: 37.33% UR: 5.73% UF: 9.93% P: 34.44% R: 5.28% F: 9.16%
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+ 2024-03-26 00:45:58 INFO 0:00:08.126967s elapsed
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+ 2024-03-26 00:45:58 INFO Epoch 117 / 5000:
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+ 2024-03-26 00:46:04 INFO lr: 4.8830e-05 - loss: 0.0038 - UP: 68.15% UR: 25.04% UF: 36.62% P: 67.88% R: 24.94% F: 36.48%
768
+ 2024-03-26 00:46:05 INFO dev: loss: nan - UP: 36.12% UR: 35.08% UF: 35.59% P: 34.08% R: 33.10% F: 33.58%
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+ 2024-03-26 00:46:07 INFO test: loss: nan - UP: 32.68% UR: 32.58% UF: 32.63% P: 30.84% R: 30.74% F: 30.79%
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+ 2024-03-26 00:46:07 INFO 0:00:08.097911s elapsed
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+ 2024-03-26 00:46:07 INFO Epoch 118 / 5000:
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+ 2024-03-26 00:46:12 INFO lr: 4.8820e-05 - loss: 0.0022 - UP: 83.28% UR: 60.57% UF: 70.13% P: 83.17% R: 60.49% F: 70.04%
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+ 2024-03-26 00:46:13 INFO dev: loss: nan - UP: 51.04% UR: 26.24% UF: 34.66% P: 47.88% R: 24.62% F: 32.52%
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+ 2024-03-26 00:46:15 INFO test: loss: nan - UP: 44.62% UR: 25.16% UF: 32.18% P: 41.59% R: 23.45% F: 29.99%
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+ 2024-03-26 00:46:15 INFO 0:00:08.097979s elapsed
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+ 2024-03-26 00:46:15 INFO Epoch 119 / 5000:
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+ 2024-03-26 00:46:21 INFO lr: 4.8810e-05 - loss: nan - UP: 85.87% UR: 63.70% UF: 73.14% P: 85.79% R: 63.64% F: 73.07%
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+ 2024-03-26 00:46:21 INFO dev: loss: nan - UP: 43.88% UR: 29.29% UF: 35.13% P: 42.05% R: 28.07% F: 33.67%
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+ 2024-03-26 00:46:23 INFO test: loss: nan - UP: 39.70% UR: 27.61% UF: 32.57% P: 37.64% R: 26.18% F: 30.88%
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+ 2024-03-26 00:46:23 INFO 0:00:08.105417s elapsed
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+ 2024-03-26 00:46:23 INFO Epoch 120 / 5000:
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+ 2024-03-26 00:46:29 INFO lr: 4.8800e-05 - loss: 0.0057 - UP: 84.12% UR: 66.04% UF: 73.99% P: 84.05% R: 65.99% F: 73.93%
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+ 2024-03-26 00:46:29 INFO dev: loss: nan - UP: 44.16% UR: 31.12% UF: 36.51% P: 41.21% R: 29.04% F: 34.07%
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+ 2024-03-26 00:46:31 INFO test: loss: nan - UP: 39.20% UR: 29.45% UF: 33.63% P: 36.67% R: 27.55% F: 31.46%
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+ 2024-03-26 00:46:31 INFO 0:00:08.090608s elapsed
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+ 2024-03-26 00:46:31 INFO Epoch 121 / 5000:
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+ 2024-03-26 00:46:37 INFO lr: 4.8790e-05 - loss: 0.0057 - UP: 82.53% UR: 68.24% UF: 74.71% P: 82.49% R: 68.21% F: 74.67%
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+ 2024-03-26 00:46:37 INFO dev: loss: nan - UP: 55.74% UR: 20.96% UF: 30.47% P: 53.85% R: 20.25% F: 29.44%
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+ 2024-03-26 00:46:39 INFO test: loss: nan - UP: 50.10% UR: 20.39% UF: 28.98% P: 47.51% R: 19.33% F: 27.48%
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+ 2024-03-26 00:46:39 INFO 0:00:08.110331s elapsed
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+ 2024-03-26 00:46:39 INFO Epoch 122 / 5000:
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+ 2024-03-26 00:46:45 INFO lr: 4.8780e-05 - loss: 0.0012 - UP: 88.14% UR: 72.53% UF: 79.58% P: 88.10% R: 72.50% F: 79.54%
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+ 2024-03-26 00:46:46 INFO dev: loss: nan - UP: 51.57% UR: 32.49% UF: 39.86% P: 49.64% R: 31.27% F: 38.37%
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+ 2024-03-26 00:46:47 INFO test: loss: nan - UP: 43.31% UR: 28.65% UF: 34.49% P: 40.91% R: 27.07% F: 32.58%
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+ 2024-03-26 00:46:47 INFO 0:00:08.104128s elapsed
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+ 2024-03-26 00:46:47 INFO Epoch 123 / 5000:
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+ 2024-03-26 00:46:53 INFO lr: 4.8770e-05 - loss: 0.0055 - UP: 85.23% UR: 70.52% UF: 77.18% P: 85.05% R: 70.38% F: 77.02%
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+ 2024-03-26 00:46:54 INFO dev: loss: nan - UP: 50.47% UR: 30.25% UF: 37.83% P: 48.18% R: 28.88% F: 36.12%
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+ 2024-03-26 00:46:55 INFO test: loss: nan - UP: 43.22% UR: 26.81% UF: 33.09% P: 39.95% R: 24.78% F: 30.59%
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+ 2024-03-26 00:46:55 INFO 0:00:08.104627s elapsed
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+ 2024-03-26 00:46:55 INFO Epoch 124 / 5000:
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+ 2024-03-26 00:47:01 INFO lr: 4.8760e-05 - loss: 0.0018 - UP: 90.73% UR: 78.42% UF: 84.13% P: 90.58% R: 78.29% F: 83.99%
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+ 2024-03-26 00:47:02 INFO dev: loss: nan - UP: 57.87% UR: 33.05% UF: 42.07% P: 55.64% R: 31.78% F: 40.45%
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+ 2024-03-26 00:47:03 INFO test: loss: nan - UP: 47.48% UR: 28.10% UF: 35.31% P: 44.73% R: 26.47% F: 33.26%
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+ 2024-03-26 00:47:03 INFO 0:00:08.111189s elapsed
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+ 2024-03-26 00:47:03 INFO Epoch 125 / 5000:
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+ 2024-03-26 00:47:09 INFO lr: 4.8750e-05 - loss: nan - UP: 91.25% UR: 80.71% UF: 85.66% P: 91.20% R: 80.66% F: 85.61%
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+ 2024-03-26 00:47:10 INFO dev: loss: nan - UP: 54.86% UR: 33.50% UF: 41.60% P: 53.20% R: 32.49% F: 40.34%
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+ 2024-03-26 00:47:11 INFO test: loss: nan - UP: 45.43% UR: 29.28% UF: 35.61% P: 42.81% R: 27.59% F: 33.56%
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+ 2024-03-26 00:47:11 INFO 0:00:08.128184s elapsed
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+ 2024-03-26 00:47:11 INFO Epoch 126 / 5000:
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+ 2024-03-26 00:47:17 INFO lr: 4.8740e-05 - loss: 0.0046 - UP: 90.54% UR: 81.56% UF: 85.81% P: 90.45% R: 81.48% F: 85.73%
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+ 2024-03-26 00:47:18 INFO dev: loss: nan - UP: 45.15% UR: 35.23% UF: 39.58% P: 43.20% R: 33.71% F: 37.87%
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+ 2024-03-26 00:47:20 INFO test: loss: nan - UP: 38.27% UR: 32.11% UF: 34.92% P: 36.05% R: 30.26% F: 32.90%
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+ 2024-03-26 00:47:20 INFO 0:00:08.136986s elapsed
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+ 2024-03-26 00:47:25 INFO lr: 4.8730e-05 - loss: 0.0037 - UP: 90.04% UR: 79.53% UF: 84.46% P: 89.89% R: 79.40% F: 84.32%
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+ 2024-03-26 00:47:26 INFO dev: loss: nan - UP: 54.23% UR: 27.66% UF: 36.64% P: 52.94% R: 27.01% F: 35.76%
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+ 2024-03-26 00:47:28 INFO test: loss: nan - UP: 45.07% UR: 25.23% UF: 32.35% P: 42.92% R: 24.02% F: 30.80%
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+ 2024-03-26 00:47:28 INFO 0:00:08.149781s elapsed
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+ 2024-03-26 00:47:28 INFO Epoch 128 / 5000:
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+ 2024-03-26 00:47:34 INFO lr: 4.8720e-05 - loss: 0.0017 - UP: 91.48% UR: 82.05% UF: 86.51% P: 91.48% R: 82.05% F: 86.51%
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+ 2024-03-26 00:47:34 INFO dev: loss: nan - UP: 36.44% UR: 41.32% UF: 38.73% P: 34.78% R: 39.44% F: 36.96%
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+ 2024-03-26 00:47:36 INFO test: loss: nan - UP: 32.77% UR: 39.43% UF: 35.79% P: 30.94% R: 37.23% F: 33.79%
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+ 2024-03-26 00:47:36 INFO 0:00:08.148261s elapsed
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+ 2024-03-26 00:47:42 INFO lr: 4.8710e-05 - loss: 0.0038 - UP: 87.44% UR: 83.43% UF: 85.39% P: 87.44% R: 83.43% F: 85.39%
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+ 2024-03-26 00:47:42 INFO dev: loss: nan - UP: 48.75% UR: 29.59% UF: 36.83% P: 47.07% R: 28.58% F: 35.57%
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+ 2024-03-26 00:47:44 INFO test: loss: nan - UP: 43.55% UR: 29.24% UF: 34.99% P: 41.32% R: 27.74% F: 33.19%
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+ 2024-03-26 00:47:44 INFO 0:00:08.169273s elapsed
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+ 2024-03-26 00:47:50 INFO lr: 4.8700e-05 - loss: 0.0033 - UP: 91.18% UR: 82.86% UF: 86.82% P: 91.18% R: 82.86% F: 86.82%
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+ 2024-03-26 00:47:51 INFO dev: loss: nan - UP: 54.36% UR: 31.98% UF: 40.27% P: 52.63% R: 30.96% F: 38.99%
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+ 2024-03-26 00:47:52 INFO test: loss: nan - UP: 47.87% UR: 29.16% UF: 36.24% P: 45.58% R: 27.76% F: 34.51%
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+ 2024-03-26 00:47:52 INFO 0:00:08.224143s elapsed
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+ 2024-03-26 00:47:52 INFO Epoch 131 / 5000:
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+ 2024-03-26 00:47:58 INFO lr: 4.8690e-05 - loss: 0.0018 - UP: 91.60% UR: 87.25% UF: 89.38% P: 91.59% R: 87.24% F: 89.36%
852
+ 2024-03-26 00:47:59 INFO dev: loss: nan - UP: 58.16% UR: 30.76% UF: 40.24% P: 56.14% R: 29.70% F: 38.84%
853
+ 2024-03-26 00:48:00 INFO test: loss: nan - UP: 50.61% UR: 27.34% UF: 35.50% P: 48.53% R: 26.22% F: 34.05%
854
+ 2024-03-26 00:48:00 INFO 0:00:08.232126s elapsed
855
+
856
+ 2024-03-26 00:48:09 INFO Epoch 101 saved
857
+ 2024-03-26 00:48:09 INFO dev: UP: 53.68% UR: 38.12% UF: 44.58% P: 51.89% R: 36.85% F: 43.10%
858
+ 2024-03-26 00:48:09 INFO test: UP: 48.03% UR: 35.56% UF: 40.86% P: 46.03% R: 34.08% F: 39.16%
859
+ 2024-03-26 00:48:09 INFO 0:17:44.950536s elapsed, 0:00:08.129393s/epoch