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SemEval-2022-Task-10
structured-sentiment-analysis
sentiment-analysis
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  1. .gitattributes +5 -0
  2. models/opener_en/byLength_desc40/model_vi_opener_en_infoxlm_6 +3 -0
  3. models/opener_en/byLength_desc40/model_vi_opener_en_infoxlm_6.train.log +572 -11
  4. models/opener_en/byLength_desc40/model_vi_opener_en_mbert_6 +3 -0
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  6. models/opener_en/byLength_desc40/model_vi_opener_en_roberta_6 +3 -0
  7. models/opener_en/byLength_desc40/model_vi_opener_en_roberta_6.train.log +680 -11
  8. models/opener_en/byLength_desc40/model_vi_opener_en_twxlmsa_6 +3 -0
  9. models/opener_en/byLength_desc40/model_vi_opener_en_twxlmsa_6.train.log +974 -11
  10. models/opener_en/byLength_desc40/model_vi_opener_en_xlm_6 +3 -0
  11. models/opener_en/byLength_desc40/model_vi_opener_en_xlm_6.train.log +615 -4
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models/opener_en/byLength_desc40/model_vi_opener_en_infoxlm_6.train.log CHANGED
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- 2023-04-22 21:48:39 INFO
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  ---------------------+-------------------------------
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  Param | Value
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  ---------------------+-------------------------------
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  inference | mfvi
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  ---------------------+-------------------------------
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- 2023-04-22 21:48:40 INFO Building the fields
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- 2023-04-22 21:48:45 INFO CoNLL(
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  (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
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  (labels): ChartField()
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  )
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- 2023-04-22 21:48:45 INFO Building the model
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- 2023-04-22 21:49:27 INFO VISemanticDependencyModel(
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  (encoder): TransformerEmbedding(microsoft/infoxlm-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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  (label_mlp_d): MLP(n_in=768, n_out=600, dropout=0.33)
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  (label_mlp_h): MLP(n_in=768, n_out=600, dropout=0.33)
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  (edge_attn): Biaffine(n_in=600, bias_x=True, bias_y=True)
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- (label_attn): Biaffine(n_in=600, bias_x=True, bias_y=True)
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  (criterion): CrossEntropyLoss()
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  (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)
@@ -60,10 +60,571 @@ inference | mfvi
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  (inference): SemanticDependencyMFVI(max_iter=3)
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  )
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- 2023-04-22 21:49:27 INFO Loading the data
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- 2023-04-22 21:49:27 INFO
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- train: Dataset(n_sentences=1, n_batches=1, n_buckets=1)
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- dev: Dataset(n_sentences=1, n_batches=1, n_buckets=1)
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  test: Dataset(n_sentences=499, n_batches=32, n_buckets=32)
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- 2023-04-22 21:49:29 INFO Epoch 1 / 5000:
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ 2023-04-22 22:17:09 INFO
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  ---------------------+-------------------------------
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  Param | Value
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  ---------------------+-------------------------------
 
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  inference | mfvi
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  ---------------------+-------------------------------
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+ 2023-04-22 22:17:09 INFO Building the fields
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+ 2023-04-22 22:17:14 INFO CoNLL(
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  (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
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  (labels): ChartField()
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  )
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+ 2023-04-22 22:17:14 INFO Building the model
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+ 2023-04-22 22:17:51 INFO VISemanticDependencyModel(
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  (encoder): TransformerEmbedding(microsoft/infoxlm-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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  (label_mlp_d): MLP(n_in=768, n_out=600, dropout=0.33)
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  (label_mlp_h): MLP(n_in=768, n_out=600, dropout=0.33)
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  (edge_attn): Biaffine(n_in=600, bias_x=True, bias_y=True)
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+ (label_attn): Biaffine(n_in=600, n_out=4, bias_x=True, bias_y=True)
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  (criterion): CrossEntropyLoss()
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  (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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  (inference): SemanticDependencyMFVI(max_iter=3)
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  )
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+ 2023-04-22 22:17:51 INFO Loading the data
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+ 2023-04-22 22:17:53 INFO
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+ train: Dataset(n_sentences=696, n_batches=32, n_buckets=32)
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+ dev: Dataset(n_sentences=98, n_batches=32, n_buckets=32)
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  test: Dataset(n_sentences=499, n_batches=32, n_buckets=32)
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+ 2023-04-22 22:17:58 INFO Epoch 1 / 5000:
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+ 2023-04-22 22:24:46 INFO dev: loss: nan - UP: 50.17% UR: 44.00% UF: 46.89% P: 47.62% R: 41.77% F: 44.50%
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+ 2023-04-22 22:29:25 INFO lr: 4.9700e-05 - loss: 0.0088 - UP: 85.20% UR: 70.76% UF: 77.31% P: 85.02% R: 70.62% F: 77.15%
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+ 2023-04-22 22:30:31 INFO lr: 4.9660e-05 - loss: 0.0167 - UP: 86.34% UR: 65.88% UF: 74.74% P: 85.98% R: 65.60% F: 74.42%
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+ 2023-04-22 22:31:02 INFO lr: 4.9630e-05 - loss: 0.0061 - UP: 88.94% UR: 77.58% UF: 82.87% P: 88.78% R: 77.45% F: 82.73%
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+ 2023-04-22 22:31:12 INFO lr: 4.9620e-05 - loss: 0.0041 - UP: 89.06% UR: 80.05% UF: 84.32% P: 88.85% R: 79.86% F: 84.11%
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+ 2023-04-22 22:31:14 INFO test: loss: nan - UP: 66.84% UR: 60.61% UF: 63.57% P: 64.35% R: 58.35% F: 61.20%
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+ 2023-04-22 22:32:11 INFO lr: 4.9600e-05 - loss: 0.0036 - UP: 90.34% UR: 83.75% UF: 86.92% P: 90.26% R: 83.68% F: 86.84%
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+ 2023-04-22 22:32:45 INFO test: loss: nan - UP: 69.48% UR: 61.09% UF: 65.02% P: 66.15% R: 58.16% F: 61.90%
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+ 2023-04-22 22:37:19 INFO test: loss: nan - UP: 72.17% UR: 64.50% UF: 68.12% P: 68.96% R: 61.64% F: 65.09%
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+ 2023-04-22 22:37:38 INFO 0:00:10.137163s elapsed (saved)
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+ 2023-04-22 22:38:10 INFO lr: 4.9340e-05 - loss: 0.0023 - UP: 86.10% UR: 71.93% UF: 78.38% P: 85.94% R: 71.80% F: 78.23%
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+ 2023-04-22 22:38:12 INFO test: loss: nan - UP: 72.42% UR: 54.36% UF: 62.10% P: 69.08% R: 51.86% F: 59.24%
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+ 2023-04-22 22:38:12 INFO 0:00:11.539947s elapsed
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+ 2023-04-22 22:38:24 INFO test: loss: nan - UP: 75.82% UR: 61.33% UF: 67.81% P: 72.61% R: 58.74% F: 64.94%
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+ 2023-04-22 22:38:24 INFO 0:00:11.510517s elapsed
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+ 2023-04-22 22:38:35 INFO test: loss: nan - UP: 73.33% UR: 65.47% UF: 69.18% P: 70.05% R: 62.54% F: 66.08%
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+ 2023-04-22 22:38:35 INFO 0:00:10.989462s elapsed
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+ 2023-04-22 22:38:45 INFO test: loss: nan - UP: 74.90% UR: 61.97% UF: 67.82% P: 71.32% R: 59.01% F: 64.59%
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+ 2023-04-22 22:38:55 INFO test: loss: nan - UP: 73.29% UR: 62.27% UF: 67.33% P: 70.05% R: 59.52% F: 64.36%
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+ 2023-04-22 22:38:55 INFO 0:00:10.412762s elapsed
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+ 2023-04-22 22:39:05 INFO test: loss: nan - UP: 74.23% UR: 64.59% UF: 69.08% P: 70.52% R: 61.36% F: 65.62%
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+ 2023-04-22 22:39:05 INFO 0:00:10.084881s elapsed
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+ 2023-04-22 22:39:15 INFO test: loss: nan - UP: 72.11% UR: 64.62% UF: 68.16% P: 68.95% R: 61.79% F: 65.17%
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+ 2023-04-22 22:39:15 INFO 0:00:10.195390s elapsed
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+ 2023-04-22 22:39:24 INFO lr: 4.9270e-05 - loss: 0.0019 - UP: 94.74% UR: 94.44% UF: 94.59% P: 94.68% R: 94.38% F: 94.53%
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+ 2023-04-22 22:39:25 INFO dev: loss: nan - UP: 64.63% UR: 53.86% UF: 58.76% P: 61.10% R: 50.91% F: 55.54%
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+ 2023-04-22 22:39:26 INFO test: loss: nan - UP: 75.46% UR: 61.73% UF: 67.91% P: 71.85% R: 58.77% F: 64.65%
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+ 2023-04-22 22:39:26 INFO 0:00:10.647270s elapsed
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+ 2023-04-22 22:39:35 INFO lr: 4.9260e-05 - loss: 0.0051 - UP: 95.96% UR: 94.05% UF: 95.00% P: 95.56% R: 93.65% F: 94.60%
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+ 2023-04-22 22:39:35 INFO dev: loss: nan - UP: 63.20% UR: 56.20% UF: 59.49% P: 60.57% R: 53.86% F: 57.02%
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+ 2023-04-22 22:39:36 INFO test: loss: nan - UP: 71.83% UR: 61.49% UF: 66.25% P: 68.58% R: 58.71% F: 63.26%
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+ 2023-04-22 22:39:36 INFO 0:00:10.142632s elapsed
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+ 2023-04-22 22:39:45 INFO lr: 4.9250e-05 - loss: 0.0061 - UP: 96.76% UR: 94.66% UF: 95.70% P: 96.73% R: 94.63% F: 95.67%
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+ 2023-04-22 22:39:45 INFO dev: loss: nan - UP: 63.37% UR: 58.54% UF: 60.86% P: 60.07% R: 55.49% F: 57.69%
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+ 2023-04-22 22:39:46 INFO test: loss: nan - UP: 70.82% UR: 63.60% UF: 67.02% P: 67.29% R: 60.43% F: 63.68%
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+ 2023-04-22 22:39:46 INFO 0:00:10.221788s elapsed
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+ 2023-04-22 22:39:55 INFO lr: 4.9240e-05 - loss: 0.0050 - UP: 96.72% UR: 94.05% UF: 95.37% P: 96.63% R: 93.96% F: 95.28%
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+ 2023-04-22 22:39:56 INFO dev: loss: nan - UP: 64.37% UR: 52.34% UF: 57.74% P: 61.75% R: 50.20% F: 55.38%
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+ 2023-04-22 22:39:57 INFO test: loss: nan - UP: 75.37% UR: 59.76% UF: 66.67% P: 72.36% R: 57.38% F: 64.01%
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+ 2023-04-22 22:39:57 INFO 0:00:10.236369s elapsed
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+ 2023-04-22 22:40:05 INFO lr: 4.9230e-05 - loss: 0.0012 - UP: 96.38% UR: 94.97% UF: 95.67% P: 96.29% R: 94.88% F: 95.58%
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+ 2023-04-22 22:40:06 INFO dev: loss: nan - UP: 63.20% UR: 57.42% UF: 60.17% P: 59.96% R: 54.47% F: 57.08%
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+ 2023-04-22 22:40:07 INFO test: loss: nan - UP: 72.12% UR: 62.24% UF: 66.82% P: 68.49% R: 59.10% F: 63.45%
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+ 2023-04-22 22:40:07 INFO 0:00:10.462636s elapsed
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+ 2023-04-22 22:40:16 INFO dev: loss: nan - UP: 67.55% UR: 52.03% UF: 58.78% P: 64.12% R: 49.39% F: 55.80%
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+ 2023-04-22 22:40:17 INFO test: loss: nan - UP: 76.03% UR: 59.37% UF: 66.68% P: 72.09% R: 56.29% F: 63.22%
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+ 2023-04-22 22:40:26 INFO lr: 4.9210e-05 - loss: 0.0030 - UP: 95.41% UR: 92.00% UF: 93.67% P: 94.96% R: 91.57% F: 93.24%
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+ 2023-04-22 22:40:27 INFO dev: loss: nan - UP: 60.91% UR: 54.47% UF: 57.51% P: 56.93% R: 50.91% F: 53.76%
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+ 2023-04-22 22:40:28 INFO test: loss: nan - UP: 71.74% UR: 62.90% UF: 67.03% P: 67.88% R: 59.52% F: 63.43%
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+ 2023-04-22 22:40:36 INFO lr: 4.9200e-05 - loss: 0.0009 - UP: 95.43% UR: 93.74% UF: 94.58% P: 95.19% R: 93.51% F: 94.34%
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+ 2023-04-22 22:40:37 INFO dev: loss: nan - UP: 63.57% UR: 57.11% UF: 60.17% P: 59.73% R: 53.66% F: 56.53%
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+ 2023-04-22 22:40:38 INFO test: loss: nan - UP: 72.72% UR: 62.03% UF: 66.95% P: 69.18% R: 59.01% F: 63.69%
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+ 2023-04-22 22:40:47 INFO dev: loss: nan - UP: 64.25% UR: 56.81% UF: 60.30% P: 60.34% R: 53.35% F: 56.63%
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+ 2023-04-22 22:40:48 INFO test: loss: nan - UP: 73.51% UR: 62.00% UF: 67.27% P: 70.29% R: 59.28% F: 64.32%
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+ 2023-04-22 22:40:48 INFO 0:00:10.247669s elapsed
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+ 2023-04-22 22:40:59 INFO test: loss: nan - UP: 69.39% UR: 67.52% UF: 68.44% P: 65.66% R: 63.90% F: 64.77%
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+ 2023-04-22 22:41:07 INFO lr: 4.9170e-05 - loss: 0.0021 - UP: 97.37% UR: 95.66% UF: 96.51% P: 97.27% R: 95.56% F: 96.40%
563
+ 2023-04-22 22:41:08 INFO dev: loss: nan - UP: 61.90% UR: 58.94% UF: 60.39% P: 58.80% R: 56.00% F: 57.37%
564
+ 2023-04-22 22:41:10 INFO test: loss: nan - UP: 73.08% UR: 64.47% UF: 68.51% P: 69.69% R: 61.49% F: 65.33%
565
+ 2023-04-22 22:41:10 INFO 0:00:10.770190s elapsed
566
+
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+ 2023-04-22 22:41:10 INFO Epoch 84 / 5000:
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+ 2023-04-22 22:41:18 INFO lr: 4.9160e-05 - loss: 0.0039 - UP: 97.23% UR: 96.38% UF: 96.81% P: 97.17% R: 96.33% F: 96.75%
569
+ 2023-04-22 22:41:19 INFO dev: loss: nan - UP: 61.82% UR: 59.25% UF: 60.51% P: 58.22% R: 55.79% F: 56.98%
570
+ 2023-04-22 22:41:20 INFO test: loss: nan - UP: 72.17% UR: 64.56% UF: 68.15% P: 69.03% R: 61.76% F: 65.19%
571
+ 2023-04-22 22:41:20 INFO 0:00:10.365105s elapsed
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+
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+ 2023-04-22 22:41:29 INFO lr: 4.9150e-05 - loss: 0.0016 - UP: 97.39% UR: 96.43% UF: 96.91% P: 97.39% R: 96.43% F: 96.91%
575
+ 2023-04-22 22:41:29 INFO dev: loss: nan - UP: 64.82% UR: 53.56% UF: 58.65% P: 62.48% R: 51.63% F: 56.54%
576
+ 2023-04-22 22:41:30 INFO test: loss: nan - UP: 75.97% UR: 61.36% UF: 67.89% P: 72.98% R: 58.95% F: 65.22%
577
+ 2023-04-22 22:41:30 INFO 0:00:10.367793s elapsed
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+
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+ 2023-04-22 22:41:39 INFO lr: 4.9140e-05 - loss: 0.0061 - UP: 96.60% UR: 95.10% UF: 95.84% P: 96.57% R: 95.07% F: 95.81%
581
+ 2023-04-22 22:41:40 INFO dev: loss: nan - UP: 63.25% UR: 56.50% UF: 59.69% P: 60.64% R: 54.17% F: 57.22%
582
+ 2023-04-22 22:41:41 INFO test: loss: nan - UP: 73.59% UR: 64.02% UF: 68.47% P: 70.06% R: 60.94% F: 65.18%
583
+ 2023-04-22 22:41:41 INFO 0:00:10.439763s elapsed
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+
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+ 2023-04-22 22:41:41 INFO Epoch 87 / 5000:
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+ 2023-04-22 22:41:49 INFO lr: 4.9130e-05 - loss: 0.0029 - UP: 96.96% UR: 95.94% UF: 96.45% P: 96.94% R: 95.93% F: 96.43%
587
+ 2023-04-22 22:41:50 INFO dev: loss: nan - UP: 63.02% UR: 58.54% UF: 60.70% P: 59.74% R: 55.49% F: 57.53%
588
+ 2023-04-22 22:41:51 INFO test: loss: nan - UP: 72.87% UR: 63.96% UF: 68.12% P: 69.36% R: 60.88% F: 64.84%
589
+ 2023-04-22 22:41:51 INFO 0:00:10.646963s elapsed
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+
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+ 2023-04-22 22:42:00 INFO lr: 4.9120e-05 - loss: 0.0014 - UP: 97.43% UR: 96.71% UF: 97.07% P: 97.34% R: 96.62% F: 96.98%
593
+ 2023-04-22 22:42:01 INFO dev: loss: nan - UP: 63.13% UR: 58.64% UF: 60.80% P: 59.63% R: 55.39% F: 57.43%
594
+ 2023-04-22 22:42:02 INFO test: loss: nan - UP: 72.19% UR: 64.17% UF: 67.95% P: 68.42% R: 60.82% F: 64.40%
595
+ 2023-04-22 22:42:02 INFO 0:00:10.359446s elapsed
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+
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+ 2023-04-22 22:42:02 INFO Epoch 89 / 5000:
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+ 2023-04-22 22:42:10 INFO lr: 4.9110e-05 - loss: 0.0052 - UP: 96.92% UR: 93.90% UF: 95.39% P: 96.77% R: 93.76% F: 95.24%
599
+ 2023-04-22 22:42:11 INFO dev: loss: nan - UP: 65.13% UR: 54.67% UF: 59.45% P: 61.50% R: 51.63% F: 56.13%
600
+ 2023-04-22 22:42:12 INFO test: loss: nan - UP: 74.21% UR: 60.55% UF: 66.69% P: 71.07% R: 57.98% F: 63.86%
601
+ 2023-04-22 22:42:12 INFO 0:00:10.316634s elapsed
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+
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+ 2023-04-22 22:42:12 INFO Epoch 90 / 5000:
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+ 2023-04-22 22:42:21 INFO lr: 4.9100e-05 - loss: 0.0095 - UP: 93.71% UR: 87.07% UF: 90.27% P: 93.60% R: 86.97% F: 90.16%
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+ 2023-04-22 22:42:22 INFO dev: loss: nan - UP: 57.64% UR: 56.71% UF: 57.17% P: 54.34% R: 53.46% F: 53.89%
606
+ 2023-04-22 22:42:23 INFO test: loss: nan - UP: 67.91% UR: 64.71% UF: 66.28% P: 63.70% R: 60.70% F: 62.16%
607
+ 2023-04-22 22:42:23 INFO 0:00:10.736428s elapsed
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+
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+ 2023-04-22 22:42:31 INFO lr: 4.9090e-05 - loss: 0.0006 - UP: 91.57% UR: 86.89% UF: 89.17% P: 91.34% R: 86.67% F: 88.94%
611
+ 2023-04-22 22:42:32 INFO dev: loss: nan - UP: 63.61% UR: 59.86% UF: 61.68% P: 58.75% R: 55.28% F: 56.96%
612
+ 2023-04-22 22:42:33 INFO test: loss: nan - UP: 69.09% UR: 62.81% UF: 65.80% P: 64.84% R: 58.95% F: 61.75%
613
+ 2023-04-22 22:42:33 INFO 0:00:10.341265s elapsed
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+ 2023-04-22 22:42:42 INFO lr: 4.9080e-05 - loss: 0.0060 - UP: 95.86% UR: 93.71% UF: 94.78% P: 95.64% R: 93.49% F: 94.55%
617
+ 2023-04-22 22:42:42 INFO dev: loss: nan - UP: 63.75% UR: 58.43% UF: 60.98% P: 58.54% R: 53.66% F: 55.99%
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+ 2023-04-22 22:42:43 INFO test: loss: nan - UP: 71.61% UR: 63.51% UF: 67.32% P: 67.67% R: 60.01% F: 63.61%
619
+ 2023-04-22 22:42:43 INFO 0:00:10.288454s elapsed
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+ 2023-04-22 22:42:52 INFO lr: 4.9070e-05 - loss: 0.0033 - UP: 95.95% UR: 94.76% UF: 95.35% P: 95.59% R: 94.41% F: 95.00%
623
+ 2023-04-22 22:42:53 INFO dev: loss: nan - UP: 67.91% UR: 55.49% UF: 61.07% P: 63.56% R: 51.93% F: 57.16%
624
+ 2023-04-22 22:42:54 INFO test: loss: nan - UP: 73.17% UR: 59.86% UF: 65.85% P: 69.85% R: 57.14% F: 62.86%
625
+ 2023-04-22 22:42:54 INFO 0:00:10.327772s elapsed
626
+
627
+ 2023-04-22 22:43:52 INFO Epoch 63 saved
628
+ 2023-04-22 22:43:52 INFO dev: UP: 64.09% UR: 58.94% UF: 61.41% P: 61.22% R: 56.30% F: 58.66%
629
+ 2023-04-22 22:43:52 INFO test: UP: 72.17% UR: 64.50% UF: 68.12% P: 68.96% R: 61.64% F: 65.09%
630
+ 2023-04-22 22:43:52 INFO 0:16:53.846328s elapsed, 0:00:10.901573s/epoch
models/opener_en/byLength_desc40/model_vi_opener_en_mbert_6 ADDED
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+ size 773428453
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@@ -1,4 +1,4 @@
1
- 2023-04-22 21:50:55 INFO
2
  ---------------------+-------------------------------
3
  Param | Value
4
  ---------------------+-------------------------------
@@ -35,9 +35,464 @@ bert | bert-base-multilingual-cased
35
  inference | mfvi
36
  ---------------------+-------------------------------
37
 
38
- 2023-04-22 21:50:55 INFO Building the fields
39
- 2023-04-22 21:50:58 INFO CoNLL(
40
  (words): SubwordField(pad=[PAD], unk=[UNK], bos=[CLS])
41
  (labels): ChartField()
42
  )
43
- 2023-04-22 21:50:58 INFO Building the model
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ 2023-04-22 23:52:21 INFO
2
  ---------------------+-------------------------------
3
  Param | Value
4
  ---------------------+-------------------------------
 
35
  inference | mfvi
36
  ---------------------+-------------------------------
37
 
38
+ 2023-04-22 23:52:21 INFO Building the fields
39
+ 2023-04-22 23:52:25 INFO CoNLL(
40
  (words): SubwordField(pad=[PAD], unk=[UNK], bos=[CLS])
41
  (labels): ChartField()
42
  )
43
+ 2023-04-22 23:52:25 INFO Building the model
44
+ 2023-04-22 23:53:01 INFO VISemanticDependencyModel(
45
+ (encoder): TransformerEmbedding(bert-base-multilingual-cased, n_layers=4, n_out=768, stride=256, pooling=mean, pad_index=0, requires_grad=True)
46
+ (encoder_dropout): Dropout(p=0.33, inplace=False)
47
+ (edge_mlp_d): MLP(n_in=768, n_out=600, dropout=0.25)
48
+ (edge_mlp_h): MLP(n_in=768, n_out=600, dropout=0.25)
49
+ (label_mlp_d): MLP(n_in=768, n_out=600, dropout=0.33)
50
+ (label_mlp_h): MLP(n_in=768, n_out=600, dropout=0.33)
51
+ (edge_attn): Biaffine(n_in=600, bias_x=True, bias_y=True)
52
+ (label_attn): Biaffine(n_in=600, n_out=4, bias_x=True, bias_y=True)
53
+ (criterion): CrossEntropyLoss()
54
+ (pair_mlp_d): MLP(n_in=768, n_out=150, dropout=0.25)
55
+ (pair_mlp_h): MLP(n_in=768, n_out=150, dropout=0.25)
56
+ (pair_mlp_g): MLP(n_in=768, n_out=150, dropout=0.25)
57
+ (sib_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
58
+ (cop_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
59
+ (grd_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
60
+ (inference): SemanticDependencyMFVI(max_iter=3)
61
+ )
62
+
63
+ 2023-04-22 23:53:01 INFO Loading the data
64
+ 2023-04-22 23:53:04 INFO
65
+ train: Dataset(n_sentences=696, n_batches=32, n_buckets=32)
66
+ dev: Dataset(n_sentences=98, n_batches=32, n_buckets=32)
67
+ test: Dataset(n_sentences=499, n_batches=32, n_buckets=32)
68
+
69
+ 2023-04-22 23:53:09 INFO Epoch 1 / 5000:
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+ 2023-04-22 23:53:21 INFO lr: 4.9990e-05 - loss: 0.0839 - UP: 1.16% UR: 2.92% UF: 1.67% P: 0.62% R: 1.55% F: 0.88%
71
+ 2023-04-22 23:53:22 INFO dev: loss: nan - UP: 100.00% UR: 0.10% UF: 0.20% P: 100.00% R: 0.10% F: 0.20%
72
+ 2023-04-22 23:53:23 INFO test: loss: 0.1909 - UP: 100.00% UR: 0.12% UF: 0.24% P: 100.00% R: 0.12% F: 0.24%
73
+ 2023-04-22 23:53:33 INFO 0:00:13.655974s elapsed (saved)
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+
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+ 2023-04-22 23:53:33 INFO Epoch 2 / 5000:
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+ 2023-04-22 23:53:41 INFO lr: 4.9980e-05 - loss: 0.0596 - UP: 50.57% UR: 4.56% UF: 8.37% P: 43.86% R: 3.96% F: 7.26%
77
+ 2023-04-22 23:53:41 INFO dev: loss: nan - UP: 81.16% UR: 5.69% UF: 10.64% P: 71.01% R: 4.98% F: 9.31%
78
+ 2023-04-22 23:53:42 INFO test: loss: 0.1586 - UP: 91.76% UR: 7.06% UF: 13.12% P: 81.96% R: 6.31% F: 11.72%
79
+ 2023-04-22 23:53:54 INFO 0:00:09.005438s elapsed (saved)
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+
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+ 2023-04-22 23:53:54 INFO Epoch 3 / 5000:
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+ 2023-04-22 23:54:01 INFO lr: 4.9970e-05 - loss: 0.0712 - UP: 50.32% UR: 8.25% UF: 14.18% P: 45.00% R: 7.38% F: 12.68%
83
+ 2023-04-22 23:54:02 INFO dev: loss: nan - UP: 58.00% UR: 11.79% UF: 19.59% P: 52.50% R: 10.67% F: 17.74%
84
+ 2023-04-22 23:54:04 INFO test: loss: 0.1516 - UP: 68.58% UR: 13.31% UF: 22.30% P: 61.74% R: 11.98% F: 20.07%
85
+ 2023-04-22 23:54:16 INFO 0:00:09.563237s elapsed (saved)
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+
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+ 2023-04-22 23:54:16 INFO Epoch 4 / 5000:
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+ 2023-04-22 23:54:24 INFO lr: 4.9960e-05 - loss: 0.1102 - UP: 52.67% UR: 11.36% UF: 18.69% P: 49.38% R: 10.66% F: 17.53%
89
+ 2023-04-22 23:54:25 INFO dev: loss: nan - UP: 64.32% UR: 14.84% UF: 24.11% P: 60.79% R: 14.02% F: 22.79%
90
+ 2023-04-22 23:54:26 INFO test: loss: 0.1374 - UP: 69.77% UR: 19.44% UF: 30.41% P: 66.52% R: 18.53% F: 28.99%
91
+ 2023-04-22 23:54:37 INFO 0:00:09.380611s elapsed (saved)
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+
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+ 2023-04-22 23:54:37 INFO Epoch 5 / 5000:
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+ 2023-04-22 23:54:45 INFO lr: 4.9950e-05 - loss: 0.0435 - UP: 54.37% UR: 11.84% UF: 19.44% P: 51.73% R: 11.26% F: 18.49%
95
+ 2023-04-22 23:54:45 INFO dev: loss: nan - UP: 75.45% UR: 12.80% UF: 21.89% P: 68.26% R: 11.59% F: 19.81%
96
+ 2023-04-22 23:54:46 INFO test: loss: 0.1436 - UP: 78.52% UR: 15.67% UF: 26.12% P: 70.95% R: 14.16% F: 23.60%
97
+ 2023-04-22 23:54:46 INFO 0:00:08.998083s elapsed
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+
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+ 2023-04-22 23:54:46 INFO Epoch 6 / 5000:
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+ 2023-04-22 23:54:55 INFO lr: 4.9940e-05 - loss: 0.0207 - UP: 61.29% UR: 16.99% UF: 26.60% P: 59.80% R: 16.57% F: 25.95%
101
+ 2023-04-22 23:54:57 INFO dev: loss: nan - UP: 67.99% UR: 20.93% UF: 32.01% P: 65.35% R: 20.12% F: 30.77%
102
+ 2023-04-22 23:54:58 INFO test: loss: 0.1293 - UP: 71.62% UR: 27.50% UF: 39.74% P: 67.14% R: 25.78% F: 37.25%
103
+ 2023-04-22 23:55:09 INFO 0:00:11.566489s elapsed (saved)
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+
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+ 2023-04-22 23:55:09 INFO Epoch 7 / 5000:
106
+ 2023-04-22 23:55:17 INFO lr: 4.9930e-05 - loss: 0.0226 - UP: 60.54% UR: 19.36% UF: 29.34% P: 59.76% R: 19.11% F: 28.96%
107
+ 2023-04-22 23:55:18 INFO dev: loss: nan - UP: 67.27% UR: 18.80% UF: 29.39% P: 62.55% R: 17.48% F: 27.32%
108
+ 2023-04-22 23:55:19 INFO test: loss: 0.1391 - UP: 74.17% UR: 24.96% UF: 37.35% P: 69.42% R: 23.36% F: 34.96%
109
+ 2023-04-22 23:55:19 INFO 0:00:09.617168s elapsed
110
+
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+ 2023-04-22 23:55:19 INFO Epoch 8 / 5000:
112
+ 2023-04-22 23:55:27 INFO lr: 4.9920e-05 - loss: 0.0135 - UP: 69.36% UR: 23.16% UF: 34.72% P: 68.74% R: 22.95% F: 34.41%
113
+ 2023-04-22 23:55:28 INFO dev: loss: nan - UP: 73.62% UR: 19.00% UF: 30.21% P: 66.93% R: 17.28% F: 27.46%
114
+ 2023-04-22 23:55:29 INFO test: loss: 0.1240 - UP: 75.79% UR: 27.41% UF: 40.26% P: 70.45% R: 25.48% F: 37.42%
115
+ 2023-04-22 23:55:29 INFO 0:00:10.187392s elapsed
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+
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+ 2023-04-22 23:55:29 INFO Epoch 9 / 5000:
118
+ 2023-04-22 23:55:37 INFO lr: 4.9910e-05 - loss: 0.0470 - UP: 70.71% UR: 25.83% UF: 37.83% P: 70.06% R: 25.59% F: 37.49%
119
+ 2023-04-22 23:55:38 INFO dev: loss: nan - UP: 75.19% UR: 20.02% UF: 31.62% P: 70.61% R: 18.80% F: 29.70%
120
+ 2023-04-22 23:55:40 INFO test: loss: 0.1354 - UP: 76.03% UR: 27.86% UF: 40.78% P: 71.42% R: 26.17% F: 38.30%
121
+ 2023-04-22 23:55:40 INFO 0:00:10.530325s elapsed
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+
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+ 2023-04-22 23:55:40 INFO Epoch 10 / 5000:
124
+ 2023-04-22 23:55:47 INFO lr: 4.9900e-05 - loss: 0.0236 - UP: 73.29% UR: 35.20% UF: 47.56% P: 73.02% R: 35.06% F: 47.38%
125
+ 2023-04-22 23:55:48 INFO dev: loss: nan - UP: 71.31% UR: 26.52% UF: 38.67% P: 68.58% R: 25.51% F: 37.19%
126
+ 2023-04-22 23:55:49 INFO test: loss: 0.1311 - UP: 74.46% UR: 35.56% UF: 48.13% P: 69.15% R: 33.02% F: 44.70%
127
+ 2023-04-22 23:56:00 INFO 0:00:09.231005s elapsed (saved)
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+
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+ 2023-04-22 23:56:00 INFO Epoch 11 / 5000:
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+ 2023-04-22 23:56:08 INFO lr: 4.9890e-05 - loss: 0.0210 - UP: 72.97% UR: 35.70% UF: 47.94% P: 72.67% R: 35.55% F: 47.75%
131
+ 2023-04-22 23:56:09 INFO dev: loss: nan - UP: 64.23% UR: 33.03% UF: 43.62% P: 60.67% R: 31.20% F: 41.21%
132
+ 2023-04-22 23:56:10 INFO test: loss: 0.1344 - UP: 67.26% UR: 42.11% UF: 51.79% P: 62.97% R: 39.42% F: 48.49%
133
+ 2023-04-22 23:56:22 INFO 0:00:09.643271s elapsed (saved)
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+
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+ 2023-04-22 23:56:22 INFO Epoch 12 / 5000:
136
+ 2023-04-22 23:56:30 INFO lr: 4.9880e-05 - loss: 0.0089 - UP: 78.68% UR: 46.12% UF: 58.15% P: 78.30% R: 45.90% F: 57.87%
137
+ 2023-04-22 23:56:31 INFO dev: loss: nan - UP: 68.38% UR: 29.67% UF: 41.39% P: 65.34% R: 28.35% F: 39.55%
138
+ 2023-04-22 23:56:32 INFO test: loss: 0.1380 - UP: 74.74% UR: 38.58% UF: 50.89% P: 69.59% R: 35.92% F: 47.38%
139
+ 2023-04-22 23:56:32 INFO 0:00:09.716372s elapsed
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+
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+ 2023-04-22 23:56:32 INFO Epoch 13 / 5000:
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+ 2023-04-22 23:56:40 INFO lr: 4.9870e-05 - loss: 0.0274 - UP: 79.87% UR: 54.28% UF: 64.63% P: 79.39% R: 53.96% F: 64.25%
143
+ 2023-04-22 23:56:41 INFO dev: loss: nan - UP: 67.31% UR: 32.01% UF: 43.39% P: 65.81% R: 31.30% F: 42.42%
144
+ 2023-04-22 23:56:43 INFO test: loss: 0.1341 - UP: 73.29% UR: 41.08% UF: 52.65% P: 69.41% R: 38.91% F: 49.86%
145
+ 2023-04-22 23:56:55 INFO 0:00:10.589326s elapsed (saved)
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+
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+ 2023-04-22 23:56:55 INFO Epoch 14 / 5000:
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+ 2023-04-22 23:57:02 INFO lr: 4.9860e-05 - loss: 0.0101 - UP: 80.20% UR: 58.03% UF: 67.33% P: 80.05% R: 57.93% F: 67.21%
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+ 2023-04-22 23:58:03 INFO test: loss: 0.1349 - UP: 69.35% UR: 49.86% UF: 58.02% P: 65.28% R: 46.94% F: 54.61%
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+ 2023-04-22 23:59:28 INFO test: loss: 0.1458 - UP: 72.82% UR: 49.98% UF: 59.28% P: 66.80% R: 45.85% F: 54.38%
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+ 2023-04-22 23:59:39 INFO test: loss: 0.1739 - UP: 72.69% UR: 52.37% UF: 60.88% P: 66.32% R: 47.78% F: 55.54%
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+ 2023-04-22 23:59:49 INFO test: loss: 0.1789 - UP: 70.25% UR: 50.95% UF: 59.06% P: 62.34% R: 45.22% F: 52.41%
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+ 2023-04-22 23:59:56 INFO lr: 4.9740e-05 - loss: 0.0463 - UP: 87.81% UR: 76.14% UF: 81.56% P: 85.96% R: 74.53% F: 79.84%
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+ 2023-04-22 23:59:57 INFO dev: loss: nan - UP: 64.13% UR: 47.97% UF: 54.88% P: 58.15% R: 43.50% F: 49.77%
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+ 2023-04-22 23:59:58 INFO test: loss: 0.1462 - UP: 67.02% UR: 55.21% UF: 60.54% P: 61.08% R: 50.32% F: 55.18%
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+ 2023-04-23 00:00:09 INFO 0:00:08.970841s elapsed (saved)
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+ 2023-04-23 00:00:16 INFO lr: 4.9730e-05 - loss: 0.0056 - UP: 85.47% UR: 69.81% UF: 76.85% P: 83.56% R: 68.24% F: 75.13%
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+ 2023-04-23 00:00:17 INFO dev: loss: nan - UP: 60.58% UR: 42.78% UF: 50.15% P: 56.12% R: 39.63% F: 46.46%
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+ 2023-04-23 00:00:19 INFO test: loss: 0.1498 - UP: 67.44% UR: 52.94% UF: 59.32% P: 61.59% R: 48.35% F: 54.18%
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+ 2023-04-23 00:00:27 INFO lr: 4.9720e-05 - loss: 0.0100 - UP: 88.48% UR: 73.70% UF: 80.42% P: 87.21% R: 72.64% F: 79.26%
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+ 2023-04-23 00:00:27 INFO dev: loss: nan - UP: 63.23% UR: 44.21% UF: 52.03% P: 59.59% R: 41.67% F: 49.04%
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+ 2023-04-23 00:00:29 INFO test: loss: 0.1358 - UP: 70.96% UR: 52.88% UF: 60.60% P: 65.49% R: 48.81% F: 55.93%
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+ 2023-04-23 00:00:29 INFO 0:00:09.848125s elapsed
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+ 2023-04-23 00:00:37 INFO lr: 4.9710e-05 - loss: 0.0147 - UP: 90.64% UR: 82.16% UF: 86.19% P: 90.23% R: 81.79% F: 85.80%
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+ 2023-04-23 00:00:37 INFO dev: loss: nan - UP: 63.99% UR: 43.70% UF: 51.93% P: 59.52% R: 40.65% F: 48.31%
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+ 2023-04-23 00:00:39 INFO test: loss: 0.1515 - UP: 74.28% UR: 50.29% UF: 59.97% P: 68.39% R: 46.30% F: 55.22%
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+ 2023-04-23 00:00:39 INFO 0:00:09.911530s elapsed
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+ 2023-04-23 00:00:46 INFO lr: 4.9700e-05 - loss: 0.0056 - UP: 92.53% UR: 85.21% UF: 88.72% P: 92.45% R: 85.14% F: 88.64%
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+ 2023-04-23 00:00:47 INFO dev: loss: nan - UP: 60.76% UR: 47.05% UF: 53.04% P: 56.30% R: 43.60% F: 49.14%
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+ 2023-04-23 00:00:48 INFO test: loss: 0.1456 - UP: 69.75% UR: 56.17% UF: 62.23% P: 64.09% R: 51.61% F: 57.18%
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+ 2023-04-23 00:00:48 INFO 0:00:09.070103s elapsed
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+ 2023-04-23 00:00:55 INFO lr: 4.9690e-05 - loss: 0.0084 - UP: 92.11% UR: 86.81% UF: 89.38% P: 91.95% R: 86.66% F: 89.23%
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+ 2023-04-23 00:00:56 INFO dev: loss: nan - UP: 67.67% UR: 43.60% UF: 53.03% P: 63.72% R: 41.06% F: 49.94%
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+ 2023-04-23 00:00:57 INFO test: loss: 0.1586 - UP: 75.97% UR: 50.77% UF: 60.86% P: 69.69% R: 46.57% F: 55.83%
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+ 2023-04-23 00:01:08 INFO 0:00:09.041816s elapsed (saved)
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+ 2023-04-23 00:01:15 INFO lr: 4.9680e-05 - loss: 0.0137 - UP: 92.83% UR: 83.06% UF: 87.67% P: 92.73% R: 82.97% F: 87.58%
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+ 2023-04-23 00:01:17 INFO dev: loss: nan - UP: 74.15% UR: 30.89% UF: 43.62% P: 71.46% R: 29.78% F: 42.04%
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+ 2023-04-23 00:01:18 INFO test: loss: 0.1711 - UP: 83.73% UR: 37.13% UF: 51.44% P: 79.24% R: 35.13% F: 48.68%
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+ 2023-04-23 00:01:27 INFO lr: 4.9670e-05 - loss: 0.0204 - UP: 87.83% UR: 78.82% UF: 83.08% P: 87.60% R: 78.62% F: 82.87%
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+ 2023-04-23 00:01:28 INFO dev: loss: nan - UP: 54.59% UR: 47.15% UF: 50.60% P: 50.00% R: 43.19% F: 46.35%
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+ 2023-04-23 00:01:29 INFO test: loss: 0.1595 - UP: 63.88% UR: 55.84% UF: 59.59% P: 58.18% R: 50.86% F: 54.28%
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+ 2023-04-23 00:01:38 INFO lr: 4.9660e-05 - loss: 0.0030 - UP: 90.06% UR: 80.77% UF: 85.16% P: 89.83% R: 80.56% F: 84.95%
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+ 2023-04-23 00:01:38 INFO dev: loss: nan - UP: 66.09% UR: 42.38% UF: 51.64% P: 58.95% R: 37.80% F: 46.07%
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+ 2023-04-23 00:01:39 INFO test: loss: 0.1664 - UP: 72.60% UR: 50.71% UF: 59.71% P: 67.29% R: 47.00% F: 55.34%
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+ 2023-04-23 00:01:47 INFO lr: 4.9650e-05 - loss: 0.0059 - UP: 92.74% UR: 83.18% UF: 87.70% P: 92.56% R: 83.01% F: 87.53%
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+ 2023-04-23 00:01:47 INFO dev: loss: nan - UP: 63.16% UR: 43.90% UF: 51.80% P: 59.21% R: 41.16% F: 48.56%
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+ 2023-04-23 00:01:48 INFO test: loss: 0.1677 - UP: 71.35% UR: 54.27% UF: 61.65% P: 66.55% R: 50.62% F: 57.50%
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+ 2023-04-23 00:01:56 INFO lr: 4.9640e-05 - loss: 0.0071 - UP: 94.26% UR: 89.60% UF: 91.87% P: 94.19% R: 89.54% F: 91.81%
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+ 2023-04-23 00:01:56 INFO dev: loss: nan - UP: 61.89% UR: 45.22% UF: 52.26% P: 58.14% R: 42.48% F: 49.09%
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+ 2023-04-23 00:01:57 INFO test: loss: 0.1687 - UP: 71.37% UR: 54.03% UF: 61.50% P: 66.23% R: 50.14% F: 57.07%
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+ 2023-04-23 00:02:05 INFO lr: 4.9630e-05 - loss: 0.0046 - UP: 93.99% UR: 90.72% UF: 92.33% P: 93.93% R: 90.66% F: 92.26%
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+ 2023-04-23 00:02:05 INFO dev: loss: nan - UP: 66.67% UR: 45.33% UF: 53.96% P: 62.48% R: 42.48% F: 50.57%
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+ 2023-04-23 00:02:07 INFO test: loss: 0.1723 - UP: 75.38% UR: 52.22% UF: 61.70% P: 70.33% R: 48.72% F: 57.56%
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+ 2023-04-23 00:02:18 INFO 0:00:09.212937s elapsed (saved)
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+ 2023-04-23 00:02:25 INFO lr: 4.9620e-05 - loss: 0.0033 - UP: 94.41% UR: 91.46% UF: 92.91% P: 94.39% R: 91.44% F: 92.89%
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+ 2023-04-23 00:02:26 INFO dev: loss: nan - UP: 71.31% UR: 42.17% UF: 53.00% P: 66.67% R: 39.43% F: 49.55%
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+ 2023-04-23 00:02:27 INFO test: loss: 0.1779 - UP: 77.76% UR: 50.44% UF: 61.19% P: 72.55% R: 47.06% F: 57.09%
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+ 2023-04-23 00:02:36 INFO lr: 4.9610e-05 - loss: 0.0036 - UP: 95.61% UR: 90.97% UF: 93.23% P: 95.56% R: 90.92% F: 93.19%
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+ 2023-04-23 00:02:38 INFO dev: loss: nan - UP: 62.87% UR: 49.39% UF: 55.32% P: 58.60% R: 46.04% F: 51.57%
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+ 2023-04-23 00:02:51 INFO 0:00:12.358353s elapsed (saved)
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+ 2023-04-23 00:02:59 INFO lr: 4.9600e-05 - loss: 0.0110 - UP: 96.87% UR: 93.57% UF: 95.19% P: 96.82% R: 93.52% F: 95.14%
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+ 2023-04-23 00:03:01 INFO test: loss: 0.1833 - UP: 71.70% UR: 56.05% UF: 62.92% P: 66.60% R: 52.07% F: 58.44%
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+ 2023-04-23 00:03:09 INFO lr: 4.9590e-05 - loss: 0.0036 - UP: 96.74% UR: 94.27% UF: 95.49% P: 96.70% R: 94.23% F: 95.45%
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+ 2023-04-23 00:03:10 INFO dev: loss: nan - UP: 63.43% UR: 49.19% UF: 55.41% P: 59.24% R: 45.93% F: 51.75%
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+ 2023-04-23 00:03:11 INFO test: loss: 0.1805 - UP: 70.81% UR: 56.44% UF: 62.81% P: 65.66% R: 52.34% F: 58.25%
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+ 2023-04-23 00:03:30 INFO lr: 4.9580e-05 - loss: 0.0019 - UP: 96.70% UR: 94.57% UF: 95.62% P: 96.67% R: 94.54% F: 95.59%
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+ 2023-04-23 00:03:32 INFO test: loss: 0.1811 - UP: 73.41% UR: 54.75% UF: 62.72% P: 68.03% R: 50.74% F: 58.13%
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+ 2023-04-23 00:03:40 INFO lr: 4.9570e-05 - loss: 0.0013 - UP: 96.83% UR: 94.66% UF: 95.73% P: 96.78% R: 94.61% F: 95.69%
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+ 2023-04-23 00:03:42 INFO test: loss: 0.1780 - UP: 73.94% UR: 55.15% UF: 63.17% P: 68.84% R: 51.34% F: 58.82%
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+ 2023-04-23 00:03:50 INFO lr: 4.9560e-05 - loss: 0.0089 - UP: 96.75% UR: 94.92% UF: 95.83% P: 96.71% R: 94.88% F: 95.78%
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+ 2023-04-23 00:03:52 INFO test: loss: 0.1714 - UP: 73.48% UR: 54.45% UF: 62.55% P: 68.76% R: 50.95% F: 58.53%
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+ 2023-04-23 00:04:00 INFO lr: 4.9550e-05 - loss: 0.0029 - UP: 97.28% UR: 94.91% UF: 96.08% P: 97.28% R: 94.91% F: 96.08%
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+ 2023-04-23 00:04:02 INFO test: loss: 0.1862 - UP: 73.21% UR: 54.51% UF: 62.49% P: 68.34% R: 50.89% F: 58.34%
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+ 2023-04-23 00:04:10 INFO dev: loss: nan - UP: 64.95% UR: 44.82% UF: 53.04% P: 60.53% R: 41.77% F: 49.43%
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+ 2023-04-23 00:04:11 INFO test: loss: 0.1897 - UP: 72.52% UR: 54.48% UF: 62.22% P: 67.54% R: 50.74% F: 57.95%
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+ 2023-04-23 00:04:18 INFO lr: 4.9530e-05 - loss: 0.0049 - UP: 96.26% UR: 94.54% UF: 95.39% P: 96.18% R: 94.47% F: 95.32%
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+ 2023-04-23 00:04:19 INFO dev: loss: nan - UP: 65.51% UR: 42.28% UF: 51.39% P: 61.26% R: 39.53% F: 48.05%
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+ 2023-04-23 00:04:20 INFO test: loss: 0.1709 - UP: 73.05% UR: 54.57% UF: 62.47% P: 68.24% R: 50.98% F: 58.36%
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+ 2023-04-23 00:04:20 INFO 0:00:08.734596s elapsed
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+ 2023-04-23 00:04:28 INFO dev: loss: nan - UP: 65.26% UR: 44.11% UF: 52.64% P: 60.60% R: 40.96% F: 48.88%
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+ 2023-04-23 00:04:29 INFO test: loss: 0.1743 - UP: 72.49% UR: 55.36% UF: 62.78% P: 67.91% R: 51.86% F: 58.81%
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+ 2023-04-23 00:04:29 INFO 0:00:08.920501s elapsed
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359
+ 2023-04-23 00:04:37 INFO dev: loss: nan - UP: 64.91% UR: 42.48% UF: 51.35% P: 61.34% R: 40.14% F: 48.53%
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+ 2023-04-23 00:04:38 INFO test: loss: 0.1856 - UP: 74.70% UR: 53.40% UF: 62.28% P: 69.93% R: 49.98% F: 58.30%
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+ 2023-04-23 00:04:45 INFO lr: 4.9500e-05 - loss: 0.0009 - UP: 97.10% UR: 95.29% UF: 96.19% P: 97.01% R: 95.20% F: 96.10%
365
+ 2023-04-23 00:04:46 INFO dev: loss: nan - UP: 65.84% UR: 45.63% UF: 53.90% P: 62.17% R: 43.09% F: 50.90%
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+ 2023-04-23 00:04:46 INFO test: loss: 0.1816 - UP: 73.26% UR: 54.57% UF: 62.55% P: 68.11% R: 50.74% F: 58.16%
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371
+ 2023-04-23 00:04:54 INFO dev: loss: nan - UP: 64.53% UR: 44.92% UF: 52.97% P: 61.17% R: 42.58% F: 50.21%
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+ 2023-04-23 00:04:55 INFO test: loss: 0.1758 - UP: 73.36% UR: 54.60% UF: 62.61% P: 68.33% R: 50.86% F: 58.31%
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+ 2023-04-23 00:04:55 INFO 0:00:08.892787s elapsed
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+ 2023-04-23 00:04:55 INFO Epoch 52 / 5000:
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+ 2023-04-23 00:05:03 INFO lr: 4.9480e-05 - loss: 0.0013 - UP: 97.19% UR: 95.79% UF: 96.48% P: 97.17% R: 95.78% F: 96.47%
377
+ 2023-04-23 00:05:03 INFO dev: loss: nan - UP: 67.61% UR: 41.36% UF: 51.32% P: 63.79% R: 39.02% F: 48.42%
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+ 2023-04-23 00:05:04 INFO test: loss: 0.1941 - UP: 76.15% UR: 51.07% UF: 61.14% P: 71.24% R: 47.78% F: 57.20%
379
+ 2023-04-23 00:05:04 INFO 0:00:08.815882s elapsed
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+ 2023-04-23 00:05:04 INFO Epoch 53 / 5000:
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+ 2023-04-23 00:05:11 INFO lr: 4.9470e-05 - loss: 0.0000 - UP: 97.41% UR: 94.75% UF: 96.06% P: 97.38% R: 94.72% F: 96.03%
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+ 2023-04-23 00:05:12 INFO dev: loss: nan - UP: 63.69% UR: 46.34% UF: 53.65% P: 58.38% R: 42.48% F: 49.18%
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+ 2023-04-23 00:05:13 INFO test: loss: 0.2016 - UP: 71.88% UR: 53.09% UF: 61.08% P: 66.98% R: 49.47% F: 56.91%
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+ 2023-04-23 00:05:13 INFO 0:00:08.874508s elapsed
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+ 2023-04-23 00:05:20 INFO lr: 4.9460e-05 - loss: 0.0090 - UP: 94.34% UR: 91.91% UF: 93.11% P: 94.29% R: 91.87% F: 93.06%
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+ 2023-04-23 00:05:21 INFO dev: loss: nan - UP: 66.86% UR: 46.34% UF: 54.74% P: 61.88% R: 42.89% F: 50.66%
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+ 2023-04-23 00:05:22 INFO test: loss: 0.1791 - UP: 73.50% UR: 53.91% UF: 62.20% P: 68.64% R: 50.35% F: 58.09%
391
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+ 2023-04-23 00:05:22 INFO Epoch 55 / 5000:
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+ 2023-04-23 00:05:30 INFO lr: 4.9450e-05 - loss: 0.0039 - UP: 94.69% UR: 92.40% UF: 93.53% P: 94.62% R: 92.33% F: 93.46%
395
+ 2023-04-23 00:05:30 INFO dev: loss: nan - UP: 66.13% UR: 37.70% UF: 48.03% P: 61.68% R: 35.16% F: 44.79%
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+ 2023-04-23 00:05:31 INFO test: loss: 0.1879 - UP: 73.94% UR: 46.66% UF: 57.22% P: 69.30% R: 43.74% F: 53.63%
397
+ 2023-04-23 00:05:31 INFO 0:00:08.860006s elapsed
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+ 2023-04-23 00:05:31 INFO Epoch 56 / 5000:
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+ 2023-04-23 00:05:39 INFO lr: 4.9440e-05 - loss: 0.0052 - UP: 92.61% UR: 84.56% UF: 88.41% P: 92.58% R: 84.53% F: 88.37%
401
+ 2023-04-23 00:05:39 INFO dev: loss: nan - UP: 59.07% UR: 43.70% UF: 50.23% P: 55.63% R: 41.16% F: 47.31%
402
+ 2023-04-23 00:05:40 INFO test: loss: 0.1634 - UP: 68.95% UR: 54.69% UF: 61.00% P: 63.24% R: 50.17% F: 55.95%
403
+ 2023-04-23 00:05:40 INFO 0:00:08.891948s elapsed
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+
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+ 2023-04-23 00:05:40 INFO Epoch 57 / 5000:
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+ 2023-04-23 00:05:47 INFO lr: 4.9430e-05 - loss: 0.0052 - UP: 93.01% UR: 86.95% UF: 89.88% P: 92.96% R: 86.91% F: 89.83%
407
+ 2023-04-23 00:05:48 INFO dev: loss: nan - UP: 64.49% UR: 43.19% UF: 51.73% P: 60.70% R: 40.65% F: 48.69%
408
+ 2023-04-23 00:05:49 INFO test: loss: 0.1758 - UP: 71.80% UR: 53.94% UF: 61.60% P: 66.81% R: 50.20% F: 57.33%
409
+ 2023-04-23 00:05:49 INFO 0:00:09.114427s elapsed
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+
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+ 2023-04-23 00:05:49 INFO Epoch 58 / 5000:
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+ 2023-04-23 00:05:56 INFO lr: 4.9420e-05 - loss: 0.0026 - UP: 96.26% UR: 93.45% UF: 94.83% P: 96.20% R: 93.39% F: 94.77%
413
+ 2023-04-23 00:05:57 INFO dev: loss: nan - UP: 65.05% UR: 46.34% UF: 54.12% P: 60.91% R: 43.39% F: 50.68%
414
+ 2023-04-23 00:05:58 INFO test: loss: 0.1561 - UP: 71.22% UR: 55.72% UF: 62.52% P: 66.51% R: 52.04% F: 58.39%
415
+ 2023-04-23 00:05:58 INFO 0:00:08.828500s elapsed
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+
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+ 2023-04-23 00:05:58 INFO Epoch 59 / 5000:
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+ 2023-04-23 00:06:05 INFO lr: 4.9410e-05 - loss: 0.0011 - UP: 96.83% UR: 95.13% UF: 95.97% P: 96.77% R: 95.07% F: 95.91%
419
+ 2023-04-23 00:06:06 INFO dev: loss: nan - UP: 66.41% UR: 44.00% UF: 52.93% P: 62.27% R: 41.26% F: 49.63%
420
+ 2023-04-23 00:06:07 INFO test: loss: 0.1645 - UP: 73.63% UR: 54.27% UF: 62.48% P: 68.80% R: 50.71% F: 58.38%
421
+ 2023-04-23 00:06:07 INFO 0:00:09.271520s elapsed
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+ 2023-04-23 00:06:07 INFO Epoch 60 / 5000:
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+ 2023-04-23 00:06:15 INFO lr: 4.9400e-05 - loss: 0.0014 - UP: 98.10% UR: 96.07% UF: 97.08% P: 98.06% R: 96.03% F: 97.03%
425
+ 2023-04-23 00:06:15 INFO dev: loss: nan - UP: 63.55% UR: 46.24% UF: 53.53% P: 59.50% R: 43.29% F: 50.12%
426
+ 2023-04-23 00:06:16 INFO test: loss: 0.1693 - UP: 71.62% UR: 56.05% UF: 62.89% P: 66.33% R: 51.92% F: 58.25%
427
+ 2023-04-23 00:06:16 INFO 0:00:08.776058s elapsed
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+ 2023-04-23 00:06:16 INFO Epoch 61 / 5000:
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+ 2023-04-23 00:06:23 INFO lr: 4.9390e-05 - loss: 0.0015 - UP: 98.29% UR: 96.69% UF: 97.49% P: 98.23% R: 96.64% F: 97.43%
431
+ 2023-04-23 00:06:24 INFO dev: loss: nan - UP: 65.15% UR: 45.22% UF: 53.39% P: 60.47% R: 41.97% F: 49.55%
432
+ 2023-04-23 00:06:25 INFO test: loss: 0.1805 - UP: 73.28% UR: 55.30% UF: 63.03% P: 68.52% R: 51.71% F: 58.94%
433
+ 2023-04-23 00:06:25 INFO 0:00:08.953735s elapsed
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+ 2023-04-23 00:06:25 INFO Epoch 62 / 5000:
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+ 2023-04-23 00:06:32 INFO lr: 4.9380e-05 - loss: 0.0009 - UP: 98.18% UR: 96.19% UF: 97.17% P: 98.10% R: 96.12% F: 97.10%
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+ 2023-04-23 00:06:33 INFO dev: loss: nan - UP: 68.49% UR: 39.53% UF: 50.13% P: 66.02% R: 38.11% F: 48.32%
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+ 2023-04-23 00:06:34 INFO test: loss: 0.2069 - UP: 76.05% UR: 51.77% UF: 61.60% P: 70.69% R: 48.11% F: 57.26%
439
+ 2023-04-23 00:06:34 INFO 0:00:09.165469s elapsed
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+ 2023-04-23 00:06:34 INFO Epoch 63 / 5000:
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+ 2023-04-23 00:06:41 INFO lr: 4.9370e-05 - loss: 0.0116 - UP: 96.16% UR: 92.41% UF: 94.25% P: 96.07% R: 92.33% F: 94.16%
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+ 2023-04-23 00:06:42 INFO dev: loss: nan - UP: 60.37% UR: 46.14% UF: 52.30% P: 55.19% R: 42.17% F: 47.81%
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+ 2023-04-23 00:06:43 INFO test: loss: 0.1881 - UP: 67.35% UR: 56.29% UF: 61.33% P: 62.51% R: 52.25% F: 56.92%
445
+ 2023-04-23 00:06:43 INFO 0:00:08.875332s elapsed
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+ 2023-04-23 00:06:43 INFO Epoch 64 / 5000:
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+ 2023-04-23 00:06:50 INFO lr: 4.9360e-05 - loss: 0.0111 - UP: 88.98% UR: 76.98% UF: 82.54% P: 88.66% R: 76.70% F: 82.24%
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+ 2023-04-23 00:06:51 INFO dev: loss: nan - UP: 53.61% UR: 42.99% UF: 47.72% P: 50.19% R: 40.24% F: 44.67%
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+ 2023-04-23 00:06:52 INFO test: loss: 0.1618 - UP: 65.82% UR: 54.51% UF: 59.63% P: 61.52% R: 50.95% F: 55.74%
451
+ 2023-04-23 00:06:52 INFO 0:00:08.885048s elapsed
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+ 2023-04-23 00:06:52 INFO Epoch 65 / 5000:
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+ 2023-04-23 00:06:59 INFO lr: 4.9350e-05 - loss: 0.0042 - UP: 92.04% UR: 88.41% UF: 90.19% P: 91.96% R: 88.34% F: 90.12%
455
+ 2023-04-23 00:07:00 INFO dev: loss: nan - UP: 60.62% UR: 40.04% UF: 48.23% P: 56.62% R: 37.40% F: 45.04%
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+ 2023-04-23 00:07:01 INFO test: loss: 0.1676 - UP: 73.93% UR: 51.43% UF: 60.66% P: 69.37% R: 48.26% F: 56.92%
457
+ 2023-04-23 00:07:01 INFO 0:00:08.859143s elapsed
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+ 2023-04-23 00:07:01 INFO Epoch 66 / 5000:
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+ 2023-04-23 00:07:08 INFO lr: 4.9340e-05 - loss: 0.0107 - UP: 93.44% UR: 85.95% UF: 89.54% P: 92.96% R: 85.51% F: 89.08%
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+ 2023-04-23 00:07:09 INFO dev: loss: nan - UP: 66.48% UR: 35.87% UF: 46.60% P: 63.47% R: 34.25% F: 44.49%
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+ 2023-04-23 00:07:10 INFO test: loss: 0.1773 - UP: 77.93% UR: 47.33% UF: 58.89% P: 72.61% R: 44.10% F: 54.87%
463
+ 2023-04-23 00:07:10 INFO 0:00:08.906731s elapsed
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+ 2023-04-23 00:07:10 INFO Epoch 67 / 5000:
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+ 2023-04-23 00:07:17 INFO lr: 4.9330e-05 - loss: 0.0091 - UP: 92.16% UR: 82.28% UF: 86.94% P: 91.93% R: 82.07% F: 86.72%
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+ 2023-04-23 00:07:18 INFO dev: loss: nan - UP: 56.03% UR: 52.44% UF: 54.17% P: 52.33% R: 48.98% F: 50.60%
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+ 2023-04-23 00:07:19 INFO test: loss: 0.1914 - UP: 61.25% UR: 59.49% UF: 60.36% P: 55.90% R: 54.30% F: 55.09%
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+ 2023-04-23 00:07:19 INFO 0:00:09.272183s elapsed
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+ 2023-04-23 00:07:19 INFO Epoch 68 / 5000:
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+ 2023-04-23 00:07:26 INFO lr: 4.9320e-05 - loss: 0.0331 - UP: 93.15% UR: 87.31% UF: 90.13% P: 92.90% R: 87.07% F: 89.89%
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+ 2023-04-23 00:07:27 INFO dev: loss: nan - UP: 71.56% UR: 38.11% UF: 49.73% P: 68.70% R: 36.59% F: 47.75%
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+ 2023-04-23 00:07:28 INFO test: loss: 0.1990 - UP: 76.62% UR: 47.78% UF: 58.86% P: 71.39% R: 44.52% F: 54.84%
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+ 2023-04-23 00:07:28 INFO 0:00:08.797456s elapsed
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+ 2023-04-23 00:07:28 INFO Epoch 69 / 5000:
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+ 2023-04-23 00:07:35 INFO lr: 4.9310e-05 - loss: 0.0165 - UP: 93.44% UR: 89.99% UF: 91.69% P: 93.32% R: 89.88% F: 91.57%
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+ 2023-04-23 00:07:36 INFO dev: loss: nan - UP: 65.59% UR: 39.33% UF: 49.17% P: 62.37% R: 37.40% F: 46.76%
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+ 2023-04-23 00:07:37 INFO test: loss: 0.1906 - UP: 73.35% UR: 50.68% UF: 59.94% P: 67.54% R: 46.66% F: 55.19%
481
+ 2023-04-23 00:07:37 INFO 0:00:08.885277s elapsed
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+ 2023-04-23 00:07:37 INFO Epoch 70 / 5000:
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+ 2023-04-23 00:07:44 INFO lr: 4.9300e-05 - loss: 0.0020 - UP: 96.59% UR: 93.23% UF: 94.88% P: 96.48% R: 93.12% F: 94.77%
485
+ 2023-04-23 00:07:45 INFO dev: loss: nan - UP: 66.55% UR: 39.63% UF: 49.68% P: 60.07% R: 35.77% F: 44.84%
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+ 2023-04-23 00:07:46 INFO test: loss: 0.1985 - UP: 73.50% UR: 52.58% UF: 61.31% P: 66.62% R: 47.66% F: 55.57%
487
+ 2023-04-23 00:07:46 INFO 0:00:09.158823s elapsed
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+ 2023-04-23 00:07:46 INFO Epoch 71 / 5000:
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+ 2023-04-23 00:07:53 INFO lr: 4.9290e-05 - loss: 0.0039 - UP: 96.13% UR: 93.73% UF: 94.91% P: 95.90% R: 93.51% F: 94.69%
491
+ 2023-04-23 00:07:54 INFO dev: loss: nan - UP: 63.36% UR: 47.46% UF: 54.27% P: 58.89% R: 44.11% F: 50.44%
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+ 2023-04-23 00:07:55 INFO test: loss: 0.1735 - UP: 68.48% UR: 58.16% UF: 62.90% P: 62.62% R: 53.18% F: 57.52%
493
+ 2023-04-23 00:07:55 INFO 0:00:08.904189s elapsed
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+ 2023-04-23 00:08:32 INFO Epoch 41 saved
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+ 2023-04-23 00:08:32 INFO dev: UP: 63.43% UR: 49.19% UF: 55.41% P: 59.24% R: 45.93% F: 51.75%
497
+ 2023-04-23 00:08:32 INFO test: UP: 70.81% UR: 56.44% UF: 62.81% P: 65.66% R: 52.34% F: 58.25%
498
+ 2023-04-23 00:08:32 INFO 0:11:17.499070s elapsed, 0:00:09.542240s/epoch
models/opener_en/byLength_desc40/model_vi_opener_en_roberta_6 ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:5165b42be79499f773716e89aea2412dc3fca29d3f4ff2799668ba908ff4b3e5
3
+ size 559069669
models/opener_en/byLength_desc40/model_vi_opener_en_roberta_6.train.log CHANGED
@@ -1,4 +1,4 @@
1
- 2023-04-22 21:47:45 INFO
2
  ---------------------+-------------------------------
3
  Param | Value
4
  ---------------------+-------------------------------
@@ -35,13 +35,13 @@ bert | roberta-base
35
  inference | mfvi
36
  ---------------------+-------------------------------
37
 
38
- 2023-04-22 21:47:45 INFO Building the fields
39
- 2023-04-22 21:47:50 INFO CoNLL(
40
  (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
41
  (labels): ChartField()
42
  )
43
- 2023-04-22 21:47:50 INFO Building the model
44
- 2023-04-22 21:48:26 INFO VISemanticDependencyModel(
45
  (encoder): TransformerEmbedding(roberta-base, n_layers=4, n_out=768, stride=256, pooling=mean, pad_index=1, requires_grad=True)
46
  (encoder_dropout): Dropout(p=0.33, inplace=False)
47
  (edge_mlp_d): MLP(n_in=768, n_out=600, dropout=0.25)
@@ -49,7 +49,7 @@ inference | mfvi
49
  (label_mlp_d): MLP(n_in=768, n_out=600, dropout=0.33)
50
  (label_mlp_h): MLP(n_in=768, n_out=600, dropout=0.33)
51
  (edge_attn): Biaffine(n_in=600, bias_x=True, bias_y=True)
52
- (label_attn): Biaffine(n_in=600, bias_x=True, bias_y=True)
53
  (criterion): CrossEntropyLoss()
54
  (pair_mlp_d): MLP(n_in=768, n_out=150, dropout=0.25)
55
  (pair_mlp_h): MLP(n_in=768, n_out=150, dropout=0.25)
@@ -60,10 +60,679 @@ inference | mfvi
60
  (inference): SemanticDependencyMFVI(max_iter=3)
61
  )
62
 
63
- 2023-04-22 21:48:26 INFO Loading the data
64
- 2023-04-22 21:48:27 INFO
65
- train: Dataset(n_sentences=1, n_batches=1, n_buckets=1)
66
- dev: Dataset(n_sentences=1, n_batches=1, n_buckets=1)
67
  test: Dataset(n_sentences=499, n_batches=32, n_buckets=32)
68
 
69
- 2023-04-22 21:48:29 INFO Epoch 1 / 5000:
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ 2023-04-22 21:56:56 INFO
2
  ---------------------+-------------------------------
3
  Param | Value
4
  ---------------------+-------------------------------
 
35
  inference | mfvi
36
  ---------------------+-------------------------------
37
 
38
+ 2023-04-22 21:56:56 INFO Building the fields
39
+ 2023-04-22 21:56:58 INFO CoNLL(
40
  (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
41
  (labels): ChartField()
42
  )
43
+ 2023-04-22 21:56:58 INFO Building the model
44
+ 2023-04-22 21:57:31 INFO VISemanticDependencyModel(
45
  (encoder): TransformerEmbedding(roberta-base, n_layers=4, n_out=768, stride=256, pooling=mean, pad_index=1, requires_grad=True)
46
  (encoder_dropout): Dropout(p=0.33, inplace=False)
47
  (edge_mlp_d): MLP(n_in=768, n_out=600, dropout=0.25)
 
49
  (label_mlp_d): MLP(n_in=768, n_out=600, dropout=0.33)
50
  (label_mlp_h): MLP(n_in=768, n_out=600, dropout=0.33)
51
  (edge_attn): Biaffine(n_in=600, bias_x=True, bias_y=True)
52
+ (label_attn): Biaffine(n_in=600, n_out=4, bias_x=True, bias_y=True)
53
  (criterion): CrossEntropyLoss()
54
  (pair_mlp_d): MLP(n_in=768, n_out=150, dropout=0.25)
55
  (pair_mlp_h): MLP(n_in=768, n_out=150, dropout=0.25)
 
60
  (inference): SemanticDependencyMFVI(max_iter=3)
61
  )
62
 
63
+ 2023-04-22 21:57:31 INFO Loading the data
64
+ 2023-04-22 21:57:34 INFO
65
+ train: Dataset(n_sentences=696, n_batches=32, n_buckets=32)
66
+ dev: Dataset(n_sentences=98, n_batches=32, n_buckets=32)
67
  test: Dataset(n_sentences=499, n_batches=32, n_buckets=32)
68
 
69
+ 2023-04-22 21:57:36 INFO Epoch 1 / 5000:
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+ 2023-04-22 21:57:47 INFO lr: 4.9990e-05 - loss: 0.1498 - UP: 0.91% UR: 2.98% UF: 1.40% P: 0.30% R: 0.97% F: 0.46%
71
+ 2023-04-22 21:57:48 INFO dev: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
72
+ 2023-04-22 21:57:49 INFO test: loss: 0.2122 - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
73
+ 2023-04-22 21:57:49 INFO 0:00:13.225821s elapsed
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+
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+ 2023-04-22 21:57:49 INFO Epoch 2 / 5000:
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+ 2023-04-22 21:57:56 INFO lr: 4.9980e-05 - loss: 0.1276 - UP: 2.61% UR: 1.65% UF: 2.03% P: 2.12% R: 1.34% F: 1.65%
77
+ 2023-04-22 21:57:56 INFO dev: loss: nan - UP: 80.00% UR: 1.22% UF: 2.40% P: 80.00% R: 1.22% F: 2.40%
78
+ 2023-04-22 21:57:57 INFO test: loss: 0.1515 - UP: 98.00% UR: 1.48% UF: 2.91% P: 96.00% R: 1.45% F: 2.85%
79
+ 2023-04-22 21:58:05 INFO 0:00:07.876877s elapsed (saved)
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+
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+ 2023-04-22 21:58:05 INFO Epoch 3 / 5000:
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+ 2023-04-22 21:58:11 INFO lr: 4.9970e-05 - loss: 0.0771 - UP: 63.31% UR: 5.93% UF: 10.85% P: 57.17% R: 5.36% F: 9.80%
83
+ 2023-04-22 21:58:12 INFO dev: loss: nan - UP: 74.73% UR: 6.91% UF: 12.65% P: 69.23% R: 6.40% F: 11.72%
84
+ 2023-04-22 21:58:13 INFO test: loss: 0.1253 - UP: 80.05% UR: 10.17% UF: 18.05% P: 78.62% R: 9.99% F: 17.73%
85
+ 2023-04-22 21:58:21 INFO 0:00:08.316069s elapsed (saved)
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+
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+ 2023-04-22 21:58:21 INFO Epoch 4 / 5000:
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+ 2023-04-22 21:58:28 INFO lr: 4.9960e-05 - loss: 0.0795 - UP: 52.08% UR: 8.32% UF: 14.35% P: 49.31% R: 7.88% F: 13.59%
89
+ 2023-04-22 21:58:29 INFO dev: loss: nan - UP: 75.38% UR: 4.98% UF: 9.34% P: 73.85% R: 4.88% F: 9.15%
90
+ 2023-04-22 21:58:30 INFO test: loss: 0.1307 - UP: 79.82% UR: 8.12% UF: 14.74% P: 73.89% R: 7.52% F: 13.64%
91
+ 2023-04-22 21:58:30 INFO 0:00:08.570529s elapsed
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+
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+ 2023-04-22 21:58:30 INFO Epoch 5 / 5000:
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+ 2023-04-22 21:58:37 INFO lr: 4.9950e-05 - loss: 0.0668 - UP: 46.67% UR: 6.71% UF: 11.74% P: 44.72% R: 6.43% F: 11.25%
95
+ 2023-04-22 21:58:38 INFO dev: loss: nan - UP: 80.00% UR: 0.41% UF: 0.81% P: 80.00% R: 0.41% F: 0.81%
96
+ 2023-04-22 21:58:39 INFO test: loss: 0.1372 - UP: 87.10% UR: 0.81% UF: 1.61% P: 83.87% R: 0.78% F: 1.56%
97
+ 2023-04-22 21:58:39 INFO 0:00:09.609841s elapsed
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+
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+ 2023-04-22 21:58:39 INFO Epoch 6 / 5000:
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+ 2023-04-22 21:58:46 INFO lr: 4.9940e-05 - loss: nan - UP: 37.59% UR: 6.64% UF: 11.29% P: 36.26% R: 6.40% F: 10.89%
101
+ 2023-04-22 21:58:47 INFO dev: loss: nan - UP: 77.14% UR: 5.49% UF: 10.25% P: 74.29% R: 5.28% F: 9.87%
102
+ 2023-04-22 21:58:48 INFO test: loss: 0.1305 - UP: 88.32% UR: 8.90% UF: 16.18% P: 84.43% R: 8.51% F: 15.46%
103
+ 2023-04-22 21:58:48 INFO 0:00:08.327863s elapsed
104
+
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+ 2023-04-22 21:58:48 INFO Epoch 7 / 5000:
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+ 2023-04-22 21:58:54 INFO lr: 4.9930e-05 - loss: 0.0340 - UP: 52.66% UR: 8.77% UF: 15.03% P: 51.77% R: 8.62% F: 14.78%
107
+ 2023-04-22 21:58:55 INFO dev: loss: nan - UP: 71.21% UR: 9.55% UF: 16.85% P: 71.21% R: 9.55% F: 16.85%
108
+ 2023-04-22 21:58:56 INFO test: loss: 0.1198 - UP: 76.66% UR: 14.97% UF: 25.05% P: 75.89% R: 14.82% F: 24.80%
109
+ 2023-04-22 21:59:03 INFO 0:00:08.333887s elapsed (saved)
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+
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+ 2023-04-22 21:59:03 INFO Epoch 8 / 5000:
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+ 2023-04-22 21:59:10 INFO lr: 4.9920e-05 - loss: 0.0678 - UP: 65.84% UR: 14.42% UF: 23.66% P: 65.09% R: 14.26% F: 23.39%
113
+ 2023-04-22 21:59:11 INFO dev: loss: nan - UP: 72.81% UR: 16.06% UF: 26.31% P: 69.59% R: 15.35% F: 25.15%
114
+ 2023-04-22 21:59:12 INFO test: loss: 0.1122 - UP: 74.09% UR: 23.30% UF: 35.45% P: 72.07% R: 22.67% F: 34.49%
115
+ 2023-04-22 21:59:20 INFO 0:00:08.641094s elapsed (saved)
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+
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+ 2023-04-22 21:59:20 INFO Epoch 9 / 5000:
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+ 2023-04-22 21:59:27 INFO lr: 4.9910e-05 - loss: 0.0450 - UP: 68.05% UR: 18.64% UF: 29.26% P: 66.97% R: 18.34% F: 28.80%
119
+ 2023-04-22 21:59:28 INFO dev: loss: nan - UP: 81.05% UR: 7.83% UF: 14.27% P: 80.00% R: 7.72% F: 14.09%
120
+ 2023-04-22 21:59:29 INFO test: loss: 0.1331 - UP: 86.35% UR: 13.37% UF: 23.16% P: 84.41% R: 13.07% F: 22.63%
121
+ 2023-04-22 21:59:29 INFO 0:00:08.955452s elapsed
122
+
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+ 2023-04-22 21:59:29 INFO Epoch 10 / 5000:
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+ 2023-04-22 21:59:36 INFO lr: 4.9900e-05 - loss: nan - UP: 67.55% UR: 21.47% UF: 32.59% P: 66.57% R: 21.16% F: 32.12%
125
+ 2023-04-22 21:59:38 INFO dev: loss: nan - UP: 64.55% UR: 24.80% UF: 35.83% P: 59.52% R: 22.87% F: 33.04%
126
+ 2023-04-22 21:59:40 INFO test: loss: 0.1161 - UP: 68.39% UR: 33.50% UF: 44.98% P: 65.31% R: 32.00% F: 42.95%
127
+ 2023-04-22 21:59:48 INFO 0:00:10.985981s elapsed (saved)
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+
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+ 2023-04-22 21:59:48 INFO Epoch 11 / 5000:
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+ 2023-04-22 21:59:54 INFO lr: 4.9890e-05 - loss: 0.0223 - UP: 65.95% UR: 24.35% UF: 35.57% P: 64.83% R: 23.94% F: 34.96%
131
+ 2023-04-22 21:59:55 INFO dev: loss: nan - UP: 74.11% UR: 21.24% UF: 33.02% P: 70.92% R: 20.33% F: 31.60%
132
+ 2023-04-22 21:59:56 INFO test: loss: 0.1002 - UP: 75.85% UR: 31.09% UF: 44.10% P: 73.12% R: 29.97% F: 42.52%
133
+ 2023-04-22 21:59:56 INFO 0:00:08.839584s elapsed
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+
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+ 2023-04-22 21:59:56 INFO Epoch 12 / 5000:
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+ 2023-04-22 22:00:04 INFO lr: 4.9880e-05 - loss: 0.0466 - UP: 68.57% UR: 29.84% UF: 41.58% P: 67.96% R: 29.57% F: 41.21%
137
+ 2023-04-22 22:00:04 INFO dev: loss: nan - UP: 75.94% UR: 20.53% UF: 32.32% P: 75.56% R: 20.43% F: 32.16%
138
+ 2023-04-22 22:00:06 INFO test: loss: 0.0999 - UP: 79.76% UR: 28.31% UF: 41.79% P: 77.30% R: 27.44% F: 40.50%
139
+ 2023-04-22 22:00:06 INFO 0:00:09.319035s elapsed
140
+
141
+ 2023-04-22 22:00:06 INFO Epoch 13 / 5000:
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+ 2023-04-22 22:00:14 INFO lr: 4.9870e-05 - loss: 0.0178 - UP: 72.88% UR: 30.70% UF: 43.20% P: 72.18% R: 30.40% F: 42.78%
143
+ 2023-04-22 22:00:14 INFO dev: loss: nan - UP: 70.00% UR: 24.90% UF: 36.73% P: 67.14% R: 23.88% F: 35.23%
144
+ 2023-04-22 22:00:15 INFO test: loss: 0.1283 - UP: 75.80% UR: 34.23% UF: 47.16% P: 72.33% R: 32.66% F: 45.00%
145
+ 2023-04-22 22:00:23 INFO 0:00:09.551141s elapsed (saved)
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+
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+ 2023-04-22 22:00:23 INFO Epoch 14 / 5000:
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+ 2023-04-22 22:00:30 INFO lr: 4.9860e-05 - loss: 0.0094 - UP: 76.30% UR: 33.01% UF: 46.09% P: 75.61% R: 32.72% F: 45.67%
149
+ 2023-04-22 22:00:30 INFO dev: loss: nan - UP: 47.61% UR: 38.52% UF: 42.58% P: 45.73% R: 36.99% F: 40.90%
150
+ 2023-04-22 22:00:31 INFO test: loss: 0.1054 - UP: 55.10% UR: 50.20% UF: 52.54% P: 52.62% R: 47.93% F: 50.17%
151
+ 2023-04-22 22:00:39 INFO 0:00:08.583722s elapsed (saved)
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+
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+ 2023-04-22 22:00:39 INFO Epoch 15 / 5000:
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+ 2023-04-22 22:00:46 INFO lr: 4.9850e-05 - loss: 0.0446 - UP: 72.23% UR: 33.44% UF: 45.72% P: 71.88% R: 33.28% F: 45.50%
155
+ 2023-04-22 22:00:47 INFO dev: loss: nan - UP: 60.85% UR: 24.80% UF: 35.23% P: 59.35% R: 24.19% F: 34.37%
156
+ 2023-04-22 22:00:48 INFO test: loss: 0.1049 - UP: 74.29% UR: 35.50% UF: 48.04% P: 71.64% R: 34.23% F: 46.32%
157
+ 2023-04-22 22:00:48 INFO 0:00:09.026444s elapsed
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+
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+ 2023-04-22 22:00:48 INFO Epoch 16 / 5000:
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+ 2023-04-22 22:00:56 INFO lr: 4.9840e-05 - loss: 0.0150 - UP: 74.68% UR: 40.23% UF: 52.29% P: 74.27% R: 40.01% F: 52.00%
161
+ 2023-04-22 22:00:57 INFO dev: loss: nan - UP: 69.82% UR: 27.74% UF: 39.71% P: 68.54% R: 27.24% F: 38.98%
162
+ 2023-04-22 22:00:59 INFO test: loss: 0.0959 - UP: 72.79% UR: 40.69% UF: 52.20% P: 69.98% R: 39.12% F: 50.18%
163
+ 2023-04-22 22:00:59 INFO 0:00:10.559723s elapsed
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+
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+ 2023-04-22 22:00:59 INFO Epoch 17 / 5000:
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+ 2023-04-22 22:01:06 INFO lr: 4.9830e-05 - loss: 0.0170 - UP: 78.19% UR: 40.26% UF: 53.15% P: 78.05% R: 40.19% F: 53.05%
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+ 2023-04-22 22:01:06 INFO dev: loss: nan - UP: 68.18% UR: 27.44% UF: 39.13% P: 67.17% R: 27.03% F: 38.55%
168
+ 2023-04-22 22:01:07 INFO test: loss: 0.1039 - UP: 72.95% UR: 40.87% UF: 52.39% P: 70.42% R: 39.45% F: 50.57%
169
+ 2023-04-22 22:01:07 INFO 0:00:08.906903s elapsed
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+ 2023-04-22 22:01:07 INFO Epoch 18 / 5000:
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+ 2023-04-22 22:01:15 INFO lr: 4.9820e-05 - loss: 0.0359 - UP: 77.46% UR: 50.66% UF: 61.26% P: 77.23% R: 50.52% F: 61.08%
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+ 2023-04-22 22:01:16 INFO dev: loss: nan - UP: 63.75% UR: 35.57% UF: 45.66% P: 62.48% R: 34.86% F: 44.75%
174
+ 2023-04-22 22:01:17 INFO test: loss: 0.0968 - UP: 73.24% UR: 45.94% UF: 56.46% P: 70.55% R: 44.25% F: 54.39%
175
+ 2023-04-22 22:01:24 INFO 0:00:09.217376s elapsed (saved)
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+ 2023-04-22 22:01:24 INFO Epoch 19 / 5000:
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+ 2023-04-22 22:01:31 INFO lr: 4.9810e-05 - loss: 0.0167 - UP: 82.37% UR: 56.82% UF: 67.25% P: 82.28% R: 56.76% F: 67.18%
179
+ 2023-04-22 22:01:32 INFO dev: loss: nan - UP: 64.41% UR: 38.62% UF: 48.28% P: 63.22% R: 37.91% F: 47.40%
180
+ 2023-04-22 22:01:33 INFO test: loss: 0.0968 - UP: 73.53% UR: 49.71% UF: 59.32% P: 70.49% R: 47.66% F: 56.87%
181
+ 2023-04-22 22:01:41 INFO 0:00:09.399765s elapsed (saved)
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+ 2023-04-22 22:01:41 INFO Epoch 20 / 5000:
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+ 2023-04-22 22:01:49 INFO lr: 4.9800e-05 - loss: 0.0251 - UP: 82.41% UR: 58.13% UF: 68.17% P: 82.28% R: 58.04% F: 68.07%
185
+ 2023-04-22 22:01:50 INFO dev: loss: nan - UP: 65.90% UR: 32.22% UF: 43.28% P: 64.45% R: 31.50% F: 42.32%
186
+ 2023-04-22 22:01:51 INFO test: loss: 0.1009 - UP: 78.69% UR: 41.47% UF: 54.32% P: 75.66% R: 39.87% F: 52.22%
187
+ 2023-04-22 22:01:51 INFO 0:00:09.988840s elapsed
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+ 2023-04-22 22:01:51 INFO Epoch 21 / 5000:
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+ 2023-04-22 22:01:59 INFO lr: 4.9790e-05 - loss: 0.0159 - UP: 82.91% UR: 64.43% UF: 72.51% P: 82.78% R: 64.33% F: 72.40%
191
+ 2023-04-22 22:02:01 INFO dev: loss: nan - UP: 58.75% UR: 41.97% UF: 48.96% P: 56.47% R: 40.35% F: 47.07%
192
+ 2023-04-22 22:02:02 INFO test: loss: 0.0987 - UP: 67.88% UR: 53.27% UF: 59.70% P: 65.19% R: 51.16% F: 57.33%
193
+ 2023-04-22 22:02:02 INFO 0:00:10.783547s elapsed
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+ 2023-04-22 22:02:02 INFO Epoch 22 / 5000:
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+ 2023-04-22 22:02:09 INFO lr: 4.9780e-05 - loss: 0.0087 - UP: 86.34% UR: 67.36% UF: 75.68% P: 86.27% R: 67.30% F: 75.61%
197
+ 2023-04-22 22:02:10 INFO dev: loss: nan - UP: 62.25% UR: 41.06% UF: 49.48% P: 59.78% R: 39.43% F: 47.52%
198
+ 2023-04-22 22:02:11 INFO test: loss: 0.1070 - UP: 72.07% UR: 51.01% UF: 59.74% P: 69.04% R: 48.87% F: 57.23%
199
+ 2023-04-22 22:02:18 INFO 0:00:08.508373s elapsed (saved)
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+ 2023-04-22 22:02:18 INFO Epoch 23 / 5000:
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+ 2023-04-22 22:02:25 INFO lr: 4.9770e-05 - loss: nan - UP: 85.97% UR: 69.72% UF: 76.99% P: 85.84% R: 69.61% F: 76.88%
203
+ 2023-04-22 22:02:26 INFO dev: loss: nan - UP: 62.60% UR: 40.14% UF: 48.92% P: 60.06% R: 38.52% F: 46.93%
204
+ 2023-04-22 22:02:27 INFO test: loss: 0.1006 - UP: 74.16% UR: 51.19% UF: 60.57% P: 71.01% R: 49.02% F: 58.00%
205
+ 2023-04-22 22:02:27 INFO 0:00:08.603817s elapsed
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+ 2023-04-22 22:02:27 INFO Epoch 24 / 5000:
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+ 2023-04-22 22:02:35 INFO lr: 4.9760e-05 - loss: nan - UP: 88.28% UR: 72.14% UF: 79.40% P: 88.21% R: 72.08% F: 79.33%
209
+ 2023-04-22 22:02:36 INFO dev: loss: nan - UP: 61.73% UR: 44.92% UF: 52.00% P: 59.22% R: 43.09% F: 49.88%
210
+ 2023-04-22 22:02:38 INFO test: loss: 0.1022 - UP: 71.89% UR: 54.12% UF: 61.75% P: 69.37% R: 52.22% F: 59.58%
211
+ 2023-04-22 22:02:45 INFO 0:00:10.499720s elapsed (saved)
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+ 2023-04-22 22:02:52 INFO lr: 4.9750e-05 - loss: 0.0125 - UP: 87.77% UR: 75.22% UF: 81.01% P: 87.74% R: 75.19% F: 80.98%
215
+ 2023-04-22 22:02:53 INFO dev: loss: nan - UP: 64.94% UR: 44.61% UF: 52.89% P: 62.43% R: 42.89% F: 50.84%
216
+ 2023-04-22 22:02:54 INFO test: loss: 0.1091 - UP: 71.97% UR: 54.09% UF: 61.76% P: 68.59% R: 51.55% F: 58.87%
217
+ 2023-04-22 22:03:03 INFO 0:00:09.247529s elapsed (saved)
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+ 2023-04-22 22:03:03 INFO Epoch 26 / 5000:
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+ 2023-04-22 22:03:10 INFO lr: 4.9740e-05 - loss: 0.0054 - UP: 90.01% UR: 77.48% UF: 83.27% P: 89.92% R: 77.41% F: 83.19%
221
+ 2023-04-22 22:03:10 INFO dev: loss: nan - UP: 69.34% UR: 39.53% UF: 50.36% P: 67.56% R: 38.52% F: 49.06%
222
+ 2023-04-22 22:03:11 INFO test: loss: 0.1276 - UP: 77.23% UR: 49.56% UF: 60.38% P: 74.46% R: 47.78% F: 58.21%
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+ 2023-04-22 22:03:11 INFO 0:00:08.459632s elapsed
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+ 2023-04-22 22:03:23 INFO test: loss: 0.1016 - UP: 70.72% UR: 52.64% UF: 60.36% P: 67.48% R: 50.23% F: 57.59%
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+ 2023-04-22 22:03:31 INFO dev: loss: nan - UP: 66.80% UR: 33.94% UF: 45.01% P: 65.60% R: 33.33% F: 44.20%
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+ 2023-04-22 22:03:49 INFO test: loss: 0.1064 - UP: 70.52% UR: 56.69% UF: 62.85% P: 67.48% R: 54.24% F: 60.14%
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+ 2023-04-22 22:03:58 INFO 0:00:08.393651s elapsed (saved)
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+ 2023-04-22 22:04:16 INFO test: loss: 0.1143 - UP: 71.57% UR: 56.84% UF: 63.36% P: 68.72% R: 54.57% F: 60.83%
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+ 2023-04-22 22:04:26 INFO test: loss: 0.1180 - UP: 71.25% UR: 56.41% UF: 62.97% P: 68.51% R: 54.24% F: 60.55%
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+ 2023-04-22 22:04:34 INFO test: loss: 0.1227 - UP: 63.63% UR: 63.33% UF: 63.48% P: 60.54% R: 60.25% F: 60.39%
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+ 2023-04-22 22:04:41 INFO lr: 4.9650e-05 - loss: 0.0022 - UP: 93.46% UR: 87.57% UF: 90.42% P: 93.40% R: 87.51% F: 90.36%
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+ 2023-04-22 22:04:43 INFO test: loss: 0.1153 - UP: 72.37% UR: 57.56% UF: 64.12% P: 69.30% R: 55.12% F: 61.40%
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+ 2023-04-22 22:04:59 INFO lr: 4.9630e-05 - loss: 0.0012 - UP: 94.93% UR: 90.84% UF: 92.84% P: 94.86% R: 90.78% F: 92.78%
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+ 2023-04-22 22:04:59 INFO dev: loss: nan - UP: 64.16% UR: 47.66% UF: 54.69% P: 60.88% R: 45.22% F: 51.90%
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+ 2023-04-22 22:05:00 INFO test: loss: 0.1126 - UP: 71.89% UR: 58.29% UF: 64.38% P: 68.58% R: 55.60% F: 61.41%
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+ 2023-04-22 22:05:00 INFO 0:00:08.597162s elapsed
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+ 2023-04-22 22:05:07 INFO lr: 4.9620e-05 - loss: 0.0008 - UP: 95.79% UR: 91.57% UF: 93.63% P: 95.74% R: 91.53% F: 93.59%
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+ 2023-04-22 22:05:08 INFO dev: loss: nan - UP: 62.85% UR: 49.70% UF: 55.51% P: 60.15% R: 47.56% F: 53.12%
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+ 2023-04-22 22:05:09 INFO test: loss: 0.1203 - UP: 71.10% UR: 59.76% UF: 64.94% P: 67.94% R: 57.11% F: 62.05%
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+ 2023-04-22 22:05:17 INFO 0:00:08.486653s elapsed (saved)
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+ 2023-04-22 22:05:24 INFO lr: 4.9610e-05 - loss: 0.0050 - UP: 95.31% UR: 91.17% UF: 93.20% P: 95.26% R: 91.13% F: 93.15%
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+ 2023-04-22 22:05:27 INFO 0:00:10.482443s elapsed
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+ 2023-04-22 22:05:36 INFO lr: 4.9600e-05 - loss: 0.0026 - UP: 95.85% UR: 91.93% UF: 93.85% P: 95.75% R: 91.84% F: 93.76%
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+ 2023-04-22 22:05:36 INFO dev: loss: nan - UP: 66.52% UR: 47.05% UF: 55.12% P: 63.36% R: 44.82% F: 52.50%
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+ 2023-04-22 22:05:38 INFO test: loss: 0.1274 - UP: 74.13% UR: 57.44% UF: 64.73% P: 70.98% R: 55.00% F: 61.97%
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+ 2023-04-22 22:05:38 INFO 0:00:10.459965s elapsed
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+ 2023-04-22 22:05:45 INFO lr: 4.9590e-05 - loss: 0.0044 - UP: 95.09% UR: 93.18% UF: 94.13% P: 94.97% R: 93.06% F: 94.01%
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+ 2023-04-22 22:05:46 INFO dev: loss: nan - UP: 64.17% UR: 44.41% UF: 52.49% P: 61.97% R: 42.89% F: 50.69%
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+ 2023-04-22 22:05:47 INFO test: loss: 0.1350 - UP: 74.59% UR: 55.12% UF: 63.39% P: 71.77% R: 53.03% F: 61.00%
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+ 2023-04-22 22:05:47 INFO 0:00:08.993205s elapsed
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+ 2023-04-22 22:05:54 INFO lr: 4.9580e-05 - loss: 0.0057 - UP: 95.50% UR: 92.31% UF: 93.88% P: 95.47% R: 92.28% F: 93.85%
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+ 2023-04-22 22:05:54 INFO dev: loss: nan - UP: 59.34% UR: 51.02% UF: 54.86% P: 56.26% R: 48.37% F: 52.02%
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+ 2023-04-22 22:05:55 INFO test: loss: 0.1237 - UP: 68.31% UR: 61.49% UF: 64.72% P: 65.46% R: 58.92% F: 62.02%
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+ 2023-04-22 22:05:55 INFO 0:00:08.442079s elapsed
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+ 2023-04-22 22:06:02 INFO lr: 4.9570e-05 - loss: 0.0002 - UP: 95.70% UR: 92.25% UF: 93.94% P: 95.61% R: 92.16% F: 93.85%
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+ 2023-04-22 22:06:03 INFO dev: loss: nan - UP: 65.31% UR: 45.53% UF: 53.65% P: 62.83% R: 43.80% F: 51.62%
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+ 2023-04-22 22:06:04 INFO test: loss: 0.1354 - UP: 73.18% UR: 57.23% UF: 64.23% P: 69.97% R: 54.72% F: 61.42%
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+ 2023-04-22 22:06:04 INFO 0:00:08.624134s elapsed
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+ 2023-04-22 22:06:11 INFO lr: 4.9560e-05 - loss: 0.0021 - UP: 95.77% UR: 93.92% UF: 94.84% P: 95.74% R: 93.89% F: 94.81%
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+ 2023-04-22 22:06:11 INFO dev: loss: nan - UP: 64.71% UR: 44.72% UF: 52.88% P: 62.21% R: 42.99% F: 50.84%
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+ 2023-04-22 22:06:12 INFO test: loss: 0.1348 - UP: 74.16% UR: 55.54% UF: 63.51% P: 70.90% R: 53.09% F: 60.72%
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+ 2023-04-22 22:06:12 INFO 0:00:08.455281s elapsed
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+ 2023-04-22 22:06:19 INFO lr: 4.9550e-05 - loss: 0.0031 - UP: 95.58% UR: 93.18% UF: 94.37% P: 95.52% R: 93.12% F: 94.31%
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+ 2023-04-22 22:06:20 INFO dev: loss: nan - UP: 68.80% UR: 44.82% UF: 54.28% P: 66.15% R: 43.09% F: 52.18%
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+ 2023-04-22 22:06:21 INFO test: loss: 0.1290 - UP: 76.45% UR: 54.66% UF: 63.75% P: 73.41% R: 52.49% F: 61.21%
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+ 2023-04-22 22:06:21 INFO 0:00:08.515429s elapsed
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+ 2023-04-22 22:06:28 INFO lr: 4.9540e-05 - loss: 0.0028 - UP: 96.02% UR: 94.08% UF: 95.04% P: 95.93% R: 93.99% F: 94.95%
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+ 2023-04-22 22:06:28 INFO dev: loss: nan - UP: 66.28% UR: 45.93% UF: 54.26% P: 64.08% R: 44.41% F: 52.46%
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+ 2023-04-22 22:06:30 INFO test: loss: 0.1315 - UP: 73.32% UR: 56.90% UF: 64.07% P: 70.01% R: 54.33% F: 61.18%
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+ 2023-04-22 22:06:30 INFO 0:00:08.753515s elapsed
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+ 2023-04-22 22:06:37 INFO lr: 4.9530e-05 - loss: 0.0013 - UP: 96.44% UR: 93.98% UF: 95.19% P: 96.41% R: 93.95% F: 95.16%
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+ 2023-04-22 22:06:37 INFO dev: loss: nan - UP: 64.66% UR: 47.05% UF: 54.47% P: 62.29% R: 45.33% F: 52.47%
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+ 2023-04-22 22:06:38 INFO test: loss: 0.1321 - UP: 72.69% UR: 57.77% UF: 64.38% P: 69.05% R: 54.87% F: 61.15%
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+ 2023-04-22 22:06:38 INFO 0:00:08.587874s elapsed
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+ 2023-04-22 22:06:45 INFO lr: 4.9520e-05 - loss: 0.0009 - UP: 96.09% UR: 94.35% UF: 95.21% P: 96.05% R: 94.30% F: 95.17%
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+ 2023-04-22 22:06:46 INFO dev: loss: nan - UP: 66.04% UR: 46.65% UF: 54.68% P: 63.74% R: 45.02% F: 52.77%
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+ 2023-04-22 22:06:47 INFO test: loss: 0.1289 - UP: 75.25% UR: 56.72% UF: 64.68% P: 72.21% R: 54.42% F: 62.07%
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+ 2023-04-22 22:06:47 INFO 0:00:08.972026s elapsed
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+ 2023-04-22 22:06:54 INFO lr: 4.9510e-05 - loss: 0.0000 - UP: 97.11% UR: 94.64% UF: 95.86% P: 97.06% R: 94.60% F: 95.81%
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+ 2023-04-22 22:06:55 INFO dev: loss: nan - UP: 64.43% UR: 50.81% UF: 56.82% P: 60.82% R: 47.97% F: 53.64%
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+ 2023-04-22 22:06:56 INFO test: loss: 0.1373 - UP: 72.42% UR: 59.82% UF: 65.52% P: 69.35% R: 57.29% F: 62.74%
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+ 2023-04-22 22:07:04 INFO 0:00:08.511537s elapsed (saved)
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+ 2023-04-22 22:07:11 INFO lr: 4.9500e-05 - loss: 0.0002 - UP: 97.33% UR: 95.85% UF: 96.59% P: 97.27% R: 95.79% F: 96.53%
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+ 2023-04-22 22:07:11 INFO dev: loss: nan - UP: 64.99% UR: 47.15% UF: 54.65% P: 62.75% R: 45.53% F: 52.77%
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+ 2023-04-22 22:07:12 INFO test: loss: 0.1476 - UP: 74.14% UR: 57.89% UF: 65.02% P: 70.58% R: 55.12% F: 61.90%
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+ 2023-04-22 22:07:21 INFO lr: 4.9490e-05 - loss: 0.0006 - UP: 96.90% UR: 95.37% UF: 96.12% P: 96.84% R: 95.31% F: 96.07%
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+ 2023-04-22 22:07:22 INFO dev: loss: nan - UP: 61.85% UR: 50.41% UF: 55.54% P: 59.73% R: 48.68% F: 53.64%
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+ 2023-04-22 22:07:24 INFO test: loss: 0.1406 - UP: 71.19% UR: 59.89% UF: 65.05% P: 67.71% R: 56.96% F: 61.87%
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+ 2023-04-22 22:07:31 INFO 0:00:11.514895s elapsed (saved)
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+ 2023-04-22 22:07:38 INFO lr: 4.9480e-05 - loss: 0.0001 - UP: 94.98% UR: 92.90% UF: 93.93% P: 94.89% R: 92.81% F: 93.84%
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+ 2023-04-22 22:07:40 INFO dev: loss: nan - UP: 64.92% UR: 40.24% UF: 49.69% P: 61.97% R: 38.41% F: 47.43%
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+ 2023-04-22 22:07:41 INFO test: loss: 0.1423 - UP: 79.56% UR: 51.10% UF: 62.23% P: 77.26% R: 49.62% F: 60.43%
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+ 2023-04-22 22:07:49 INFO lr: 4.9470e-05 - loss: 0.0180 - UP: 91.73% UR: 82.00% UF: 86.59% P: 91.23% R: 81.55% F: 86.12%
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+ 2023-04-22 22:07:51 INFO dev: loss: nan - UP: 58.18% UR: 47.36% UF: 52.21% P: 55.43% R: 45.12% F: 49.75%
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+ 2023-04-22 22:07:53 INFO test: loss: 0.1123 - UP: 66.71% UR: 60.01% UF: 63.18% P: 63.26% R: 56.90% F: 59.91%
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+ 2023-04-22 22:08:00 INFO lr: 4.9460e-05 - loss: 0.0022 - UP: 90.73% UR: 85.66% UF: 88.12% P: 89.84% R: 84.81% F: 87.25%
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+ 2023-04-22 22:08:02 INFO test: loss: 0.1257 - UP: 76.58% UR: 51.31% UF: 61.45% P: 73.20% R: 49.05% F: 58.74%
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+ 2023-04-22 22:08:09 INFO lr: 4.9450e-05 - loss: 0.0020 - UP: 94.41% UR: 87.04% UF: 90.58% P: 93.81% R: 86.48% F: 89.99%
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+ 2023-04-22 22:08:10 INFO test: loss: 0.1230 - UP: 69.72% UR: 57.89% UF: 63.26% P: 65.58% R: 54.45% F: 59.50%
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+ 2023-04-22 22:08:17 INFO lr: 4.9440e-05 - loss: 0.0074 - UP: 90.14% UR: 83.62% UF: 86.76% P: 88.34% R: 81.95% F: 85.03%
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+ 2023-04-22 22:08:19 INFO test: loss: 0.1223 - UP: 80.43% UR: 45.64% UF: 58.23% P: 77.34% R: 43.89% F: 56.00%
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+ 2023-04-22 22:08:26 INFO lr: 4.9430e-05 - loss: 0.0049 - UP: 92.04% UR: 82.47% UF: 86.99% P: 91.47% R: 81.95% F: 86.45%
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+ 2023-04-22 22:08:27 INFO test: loss: 0.1188 - UP: 68.31% UR: 57.59% UF: 62.50% P: 64.91% R: 54.72% F: 59.38%
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+ 2023-04-22 22:08:34 INFO lr: 4.9420e-05 - loss: nan - UP: 91.54% UR: 84.18% UF: 87.71% P: 90.88% R: 83.57% F: 87.08%
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+ 2023-04-22 22:08:36 INFO test: loss: 0.1351 - UP: 67.57% UR: 60.13% UF: 63.63% P: 63.09% R: 56.14% F: 59.42%
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+ 2023-04-22 22:09:02 INFO test: loss: 0.1178 - UP: 71.56% UR: 59.70% UF: 65.10% P: 67.26% R: 56.11% F: 61.18%
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+ 2023-04-22 22:09:45 INFO test: loss: 0.1313 - UP: 72.68% UR: 60.31% UF: 65.92% P: 69.15% R: 57.38% F: 62.72%
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+ 2023-04-22 22:09:53 INFO dev: loss: nan - UP: 63.17% UR: 45.83% UF: 53.12% P: 61.62% R: 44.72% F: 51.83%
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+ 2023-04-22 22:09:54 INFO test: loss: 0.1352 - UP: 75.42% UR: 57.59% UF: 65.31% P: 71.74% R: 54.78% F: 62.13%
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+ 2023-04-22 22:09:54 INFO 0:00:08.729844s elapsed
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+ 2023-04-22 22:10:01 INFO dev: loss: nan - UP: 64.39% UR: 47.05% UF: 54.37% P: 62.17% R: 45.43% F: 52.50%
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+ 2023-04-22 22:10:02 INFO test: loss: 0.1393 - UP: 76.16% UR: 57.77% UF: 65.71% P: 72.46% R: 54.97% F: 62.51%
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+ 2023-04-22 22:10:10 INFO dev: loss: nan - UP: 62.29% UR: 48.68% UF: 54.65% P: 59.69% R: 46.65% F: 52.37%
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+ 2023-04-22 22:10:11 INFO 0:00:08.967711s elapsed
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+ 2023-04-22 22:10:20 INFO test: loss: 0.1410 - UP: 73.50% UR: 60.85% UF: 66.58% P: 69.38% R: 57.44% F: 62.85%
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+ 2023-04-22 22:10:27 INFO dev: loss: nan - UP: 61.31% UR: 49.59% UF: 54.83% P: 58.17% R: 47.05% F: 52.02%
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+ 2023-04-22 22:10:28 INFO test: loss: 0.1384 - UP: 72.62% UR: 60.37% UF: 65.93% P: 68.74% R: 57.14% F: 62.40%
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+ 2023-04-22 22:10:28 INFO 0:00:08.682944s elapsed
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+ 2023-04-22 22:10:36 INFO dev: loss: nan - UP: 63.49% UR: 48.78% UF: 55.17% P: 61.11% R: 46.95% F: 53.10%
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+ 2023-04-22 22:10:37 INFO test: loss: 0.1463 - UP: 75.43% UR: 60.04% UF: 66.86% P: 71.71% R: 57.08% F: 63.56%
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+ 2023-04-22 22:10:37 INFO 0:00:08.468240s elapsed
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+ 2023-04-22 22:10:37 INFO Epoch 73 / 5000:
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+ 2023-04-22 22:10:44 INFO lr: 4.9270e-05 - loss: 0.0025 - UP: 98.07% UR: 96.92% UF: 97.49% P: 98.03% R: 96.87% F: 97.45%
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+ 2023-04-22 22:10:45 INFO dev: loss: nan - UP: 66.22% UR: 45.02% UF: 53.60% P: 63.83% R: 43.39% F: 51.66%
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+ 2023-04-22 22:10:46 INFO test: loss: 0.1462 - UP: 76.97% UR: 55.99% UF: 64.83% P: 73.40% R: 53.40% F: 61.82%
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+ 2023-04-22 22:10:46 INFO 0:00:08.655168s elapsed
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+ 2023-04-22 22:10:46 INFO Epoch 74 / 5000:
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+ 2023-04-22 22:10:52 INFO lr: 4.9260e-05 - loss: 0.0040 - UP: 98.07% UR: 96.81% UF: 97.44% P: 98.03% R: 96.77% F: 97.39%
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+ 2023-04-22 22:10:53 INFO dev: loss: nan - UP: 62.28% UR: 49.49% UF: 55.15% P: 59.85% R: 47.56% F: 53.00%
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+ 2023-04-22 22:10:54 INFO test: loss: 0.1448 - UP: 73.49% UR: 60.82% UF: 66.56% P: 70.02% R: 57.95% F: 63.42%
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+ 2023-04-22 22:10:54 INFO 0:00:08.814319s elapsed
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+ 2023-04-22 22:10:54 INFO Epoch 75 / 5000:
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+ 2023-04-22 22:11:01 INFO lr: 4.9250e-05 - loss: 0.0002 - UP: 98.12% UR: 97.23% UF: 97.67% P: 98.08% R: 97.18% F: 97.63%
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+ 2023-04-22 22:11:02 INFO dev: loss: nan - UP: 63.82% UR: 49.29% UF: 55.62% P: 61.32% R: 47.36% F: 53.44%
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+ 2023-04-22 22:11:03 INFO test: loss: 0.1459 - UP: 73.41% UR: 60.82% UF: 66.52% P: 69.58% R: 57.65% F: 63.06%
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+ 2023-04-22 22:11:03 INFO 0:00:08.613390s elapsed
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+ 2023-04-22 22:11:03 INFO Epoch 76 / 5000:
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+ 2023-04-22 22:11:10 INFO lr: 4.9240e-05 - loss: 0.0032 - UP: 97.74% UR: 97.61% UF: 97.67% P: 97.69% R: 97.56% F: 97.63%
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+ 2023-04-22 22:11:11 INFO dev: loss: nan - UP: 64.86% UR: 48.78% UF: 55.68% P: 62.43% R: 46.95% F: 53.60%
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+ 2023-04-22 22:11:12 INFO test: loss: 0.1449 - UP: 75.28% UR: 58.19% UF: 65.65% P: 71.57% R: 55.33% F: 62.41%
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+ 2023-04-22 22:11:12 INFO 0:00:08.852579s elapsed
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+ 2023-04-22 22:11:12 INFO Epoch 77 / 5000:
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+ 2023-04-22 22:11:19 INFO lr: 4.9230e-05 - loss: 0.0023 - UP: 98.24% UR: 96.58% UF: 97.40% P: 98.23% R: 96.56% F: 97.39%
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+ 2023-04-22 22:11:19 INFO dev: loss: nan - UP: 63.43% UR: 49.19% UF: 55.41% P: 60.94% R: 47.26% F: 53.23%
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+ 2023-04-22 22:11:20 INFO test: loss: 0.1436 - UP: 75.21% UR: 59.34% UF: 66.34% P: 71.69% R: 56.57% F: 63.24%
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+ 2023-04-22 22:11:20 INFO 0:00:08.613944s elapsed
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+ 2023-04-22 22:11:20 INFO Epoch 78 / 5000:
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+ 2023-04-22 22:11:27 INFO lr: 4.9220e-05 - loss: 0.0002 - UP: 98.42% UR: 97.54% UF: 97.98% P: 98.36% R: 97.48% F: 97.92%
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+ 2023-04-22 22:11:28 INFO dev: loss: nan - UP: 61.44% UR: 48.58% UF: 54.26% P: 59.00% R: 46.65% F: 52.10%
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+ 2023-04-22 22:11:29 INFO test: loss: 0.1429 - UP: 73.92% UR: 58.77% UF: 65.48% P: 70.35% R: 55.93% F: 62.32%
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+ 2023-04-22 22:11:29 INFO 0:00:08.968138s elapsed
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+ 2023-04-22 22:11:29 INFO Epoch 79 / 5000:
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+ 2023-04-22 22:11:36 INFO lr: 4.9210e-05 - loss: 0.0015 - UP: 98.35% UR: 97.61% UF: 97.98% P: 98.32% R: 97.58% F: 97.95%
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+ 2023-04-22 22:11:37 INFO dev: loss: nan - UP: 60.64% UR: 49.80% UF: 54.69% P: 58.54% R: 48.07% F: 52.79%
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+ 2023-04-22 22:11:38 INFO test: loss: 0.1471 - UP: 72.66% UR: 60.79% UF: 66.20% P: 69.81% R: 58.41% F: 63.60%
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+ 2023-04-22 22:11:38 INFO 0:00:08.484030s elapsed
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+ 2023-04-22 22:11:38 INFO Epoch 80 / 5000:
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+ 2023-04-22 22:11:45 INFO lr: 4.9200e-05 - loss: 0.0006 - UP: 98.60% UR: 97.79% UF: 98.19% P: 98.53% R: 97.71% F: 98.12%
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+ 2023-04-22 22:11:46 INFO dev: loss: nan - UP: 64.77% UR: 47.46% UF: 54.78% P: 62.41% R: 45.73% F: 52.79%
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+ 2023-04-22 22:11:47 INFO test: loss: 0.1563 - UP: 75.52% UR: 59.04% UF: 66.27% P: 72.59% R: 56.75% F: 63.70%
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+ 2023-04-22 22:11:47 INFO 0:00:08.718781s elapsed
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+ 2023-04-22 22:11:47 INFO Epoch 81 / 5000:
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+ 2023-04-22 22:11:54 INFO lr: 4.9190e-05 - loss: 0.0044 - UP: 98.53% UR: 98.18% UF: 98.36% P: 98.46% R: 98.11% F: 98.29%
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+ 2023-04-22 22:11:54 INFO dev: loss: nan - UP: 63.91% UR: 49.49% UF: 55.78% P: 61.81% R: 47.87% F: 53.95%
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+ 2023-04-22 22:11:55 INFO test: loss: 0.1534 - UP: 74.20% UR: 58.59% UF: 65.47% P: 70.95% R: 56.02% F: 62.61%
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+ 2023-04-22 22:12:04 INFO 0:00:08.739664s elapsed (saved)
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+ 2023-04-22 22:12:04 INFO Epoch 82 / 5000:
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+ 2023-04-22 22:12:11 INFO lr: 4.9180e-05 - loss: 0.0047 - UP: 96.98% UR: 95.87% UF: 96.42% P: 96.98% R: 95.87% F: 96.42%
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+ 2023-04-22 22:12:12 INFO dev: loss: nan - UP: 59.63% UR: 49.39% UF: 54.03% P: 56.93% R: 47.15% F: 51.58%
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+ 2023-04-22 22:12:13 INFO test: loss: 0.1444 - UP: 71.96% UR: 61.88% UF: 66.54% P: 68.94% R: 59.28% F: 63.75%
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+ 2023-04-22 22:12:13 INFO 0:00:08.871108s elapsed
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+ 2023-04-22 22:12:13 INFO Epoch 83 / 5000:
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+ 2023-04-22 22:12:20 INFO lr: 4.9170e-05 - loss: 0.0017 - UP: 97.88% UR: 96.90% UF: 97.39% P: 97.81% R: 96.83% F: 97.32%
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+ 2023-04-22 22:12:21 INFO dev: loss: nan - UP: 70.46% UR: 39.02% UF: 50.23% P: 68.81% R: 38.11% F: 49.05%
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+ 2023-04-22 22:12:23 INFO test: loss: 0.1636 - UP: 80.87% UR: 51.43% UF: 62.88% P: 78.22% R: 49.74% F: 60.81%
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+ 2023-04-22 22:12:23 INFO 0:00:10.039313s elapsed
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+ 2023-04-22 22:12:23 INFO Epoch 84 / 5000:
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+ 2023-04-22 22:12:31 INFO lr: 4.9160e-05 - loss: 0.0057 - UP: 93.96% UR: 90.51% UF: 92.20% P: 93.83% R: 90.38% F: 92.07%
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+ 2023-04-22 22:12:32 INFO dev: loss: nan - UP: 60.84% UR: 48.78% UF: 54.15% P: 58.56% R: 46.95% F: 52.12%
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+ 2023-04-22 22:12:33 INFO test: loss: 0.1461 - UP: 73.61% UR: 58.35% UF: 65.10% P: 70.37% R: 55.78% F: 62.23%
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+ 2023-04-22 22:12:33 INFO 0:00:10.063029s elapsed
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+ 2023-04-22 22:12:33 INFO Epoch 85 / 5000:
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+ 2023-04-22 22:12:40 INFO lr: 4.9150e-05 - loss: 0.0121 - UP: 95.59% UR: 93.12% UF: 94.34% P: 95.52% R: 93.05% F: 94.27%
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+ 2023-04-22 22:12:40 INFO dev: loss: nan - UP: 62.88% UR: 47.87% UF: 54.36% P: 59.01% R: 44.92% F: 51.01%
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+ 2023-04-22 22:12:41 INFO test: loss: 0.1652 - UP: 72.88% UR: 55.81% UF: 63.21% P: 69.41% R: 53.15% F: 60.21%
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+ 2023-04-22 22:12:41 INFO 0:00:08.480491s elapsed
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+ 2023-04-22 22:12:48 INFO lr: 4.9140e-05 - loss: 0.0008 - UP: 96.31% UR: 92.80% UF: 94.52% P: 95.94% R: 92.44% F: 94.16%
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+ 2023-04-22 22:12:49 INFO dev: loss: nan - UP: 63.83% UR: 48.78% UF: 55.30% P: 60.90% R: 46.54% F: 52.76%
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+ 2023-04-22 22:12:50 INFO test: loss: 0.1502 - UP: 73.93% UR: 58.56% UF: 65.35% P: 70.54% R: 55.87% F: 62.35%
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+ 2023-04-22 22:12:50 INFO 0:00:08.543075s elapsed
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+ 2023-04-22 22:12:57 INFO lr: 4.9130e-05 - loss: 0.0021 - UP: 96.58% UR: 94.13% UF: 95.34% P: 96.38% R: 93.93% F: 95.14%
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+ 2023-04-22 22:12:58 INFO dev: loss: nan - UP: 62.26% UR: 53.15% UF: 57.35% P: 58.33% R: 49.80% F: 53.73%
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+ 2023-04-22 22:12:59 INFO test: loss: 0.1409 - UP: 68.85% UR: 58.44% UF: 63.22% P: 65.33% R: 55.45% F: 59.98%
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+ 2023-04-22 22:12:59 INFO 0:00:08.756811s elapsed
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+ 2023-04-22 22:13:06 INFO lr: 4.9120e-05 - loss: 0.0049 - UP: 93.16% UR: 90.58% UF: 91.85% P: 92.93% R: 90.36% F: 91.63%
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+ 2023-04-22 22:13:06 INFO dev: loss: nan - UP: 62.13% UR: 43.19% UF: 50.96% P: 59.80% R: 41.57% F: 49.04%
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+ 2023-04-22 22:13:07 INFO test: loss: 0.1328 - UP: 73.00% UR: 52.97% UF: 61.40% P: 69.97% R: 50.77% F: 58.84%
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+ 2023-04-22 22:13:07 INFO 0:00:08.539709s elapsed
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+ 2023-04-22 22:13:14 INFO lr: 4.9110e-05 - loss: 0.0057 - UP: 96.37% UR: 92.18% UF: 94.23% P: 96.31% R: 92.12% F: 94.17%
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+ 2023-04-22 22:13:16 INFO test: loss: 0.1437 - UP: 68.27% UR: 61.36% UF: 64.63% P: 64.71% R: 58.16% F: 61.26%
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+ 2023-04-22 22:13:16 INFO 0:00:08.893919s elapsed
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+ 2023-04-22 22:13:23 INFO lr: 4.9100e-05 - loss: nan - UP: 96.91% UR: 94.81% UF: 95.84% P: 96.74% R: 94.64% F: 95.68%
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+ 2023-04-22 22:13:23 INFO dev: loss: nan - UP: 64.21% UR: 46.14% UF: 53.70% P: 62.09% R: 44.61% F: 51.92%
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+ 2023-04-22 22:13:24 INFO test: loss: 0.1480 - UP: 74.70% UR: 57.74% UF: 65.13% P: 71.53% R: 55.30% F: 62.38%
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+ 2023-04-22 22:13:32 INFO lr: 4.9090e-05 - loss: 0.0001 - UP: 97.63% UR: 96.22% UF: 96.92% P: 97.50% R: 96.09% F: 96.79%
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+ 2023-04-22 22:13:32 INFO dev: loss: nan - UP: 62.12% UR: 49.49% UF: 55.09% P: 59.18% R: 47.15% F: 52.49%
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+ 2023-04-22 22:13:33 INFO test: loss: 0.1433 - UP: 71.49% UR: 60.70% UF: 65.65% P: 68.15% R: 57.86% F: 62.59%
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+ 2023-04-22 22:13:33 INFO 0:00:08.711467s elapsed
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+ 2023-04-22 22:13:40 INFO lr: 4.9080e-05 - loss: 0.0002 - UP: 97.94% UR: 97.42% UF: 97.68% P: 97.91% R: 97.39% F: 97.65%
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+ 2023-04-22 22:13:41 INFO dev: loss: nan - UP: 63.64% UR: 45.53% UF: 53.08% P: 61.08% R: 43.70% F: 50.95%
618
+ 2023-04-22 22:13:42 INFO test: loss: 0.1570 - UP: 75.20% UR: 57.47% UF: 65.15% P: 72.16% R: 55.15% F: 62.51%
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+ 2023-04-22 22:13:42 INFO 0:00:08.466607s elapsed
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+ 2023-04-22 22:13:49 INFO lr: 4.9070e-05 - loss: 0.0044 - UP: 98.17% UR: 97.59% UF: 97.88% P: 98.14% R: 97.56% F: 97.85%
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+ 2023-04-22 22:13:49 INFO dev: loss: nan - UP: 61.71% UR: 46.85% UF: 53.26% P: 58.10% R: 44.11% F: 50.14%
624
+ 2023-04-22 22:13:50 INFO test: loss: 0.1581 - UP: 73.88% UR: 59.07% UF: 65.65% P: 70.44% R: 56.32% F: 62.60%
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+ 2023-04-22 22:13:50 INFO 0:00:08.655215s elapsed
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+ 2023-04-22 22:13:50 INFO Epoch 94 / 5000:
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+ 2023-04-22 22:13:57 INFO lr: 4.9060e-05 - loss: 0.0011 - UP: 98.30% UR: 97.31% UF: 97.80% P: 98.26% R: 97.27% F: 97.76%
629
+ 2023-04-22 22:13:58 INFO dev: loss: nan - UP: 62.19% UR: 48.98% UF: 54.80% P: 60.00% R: 47.26% F: 52.87%
630
+ 2023-04-22 22:13:59 INFO test: loss: 0.1552 - UP: 73.39% UR: 60.01% UF: 66.02% P: 69.73% R: 57.02% F: 62.74%
631
+ 2023-04-22 22:13:59 INFO 0:00:08.801561s elapsed
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+ 2023-04-22 22:13:59 INFO Epoch 95 / 5000:
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+ 2023-04-22 22:14:06 INFO lr: 4.9050e-05 - loss: 0.0014 - UP: 98.26% UR: 97.56% UF: 97.91% P: 98.20% R: 97.51% F: 97.85%
635
+ 2023-04-22 22:14:07 INFO dev: loss: nan - UP: 61.46% UR: 48.78% UF: 54.39% P: 59.41% R: 47.15% F: 52.58%
636
+ 2023-04-22 22:14:08 INFO test: loss: 0.1585 - UP: 72.09% UR: 59.34% UF: 65.10% P: 68.68% R: 56.53% F: 62.02%
637
+ 2023-04-22 22:14:08 INFO 0:00:08.577842s elapsed
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+ 2023-04-22 22:14:08 INFO Epoch 96 / 5000:
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+ 2023-04-22 22:14:15 INFO lr: 4.9040e-05 - loss: 0.0010 - UP: 97.80% UR: 96.56% UF: 97.18% P: 97.74% R: 96.50% F: 97.12%
641
+ 2023-04-22 22:14:15 INFO dev: loss: nan - UP: 64.28% UR: 47.36% UF: 54.53% P: 62.76% R: 46.24% F: 53.25%
642
+ 2023-04-22 22:14:17 INFO test: loss: 0.1563 - UP: 74.30% UR: 58.74% UF: 65.61% P: 70.75% R: 55.93% F: 62.47%
643
+ 2023-04-22 22:14:17 INFO 0:00:08.815182s elapsed
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+ 2023-04-22 22:14:17 INFO Epoch 97 / 5000:
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+ 2023-04-22 22:14:23 INFO lr: 4.9030e-05 - loss: 0.0112 - UP: 98.41% UR: 97.71% UF: 98.06% P: 98.37% R: 97.67% F: 98.02%
647
+ 2023-04-22 22:14:24 INFO dev: loss: nan - UP: 62.37% UR: 48.68% UF: 54.68% P: 59.77% R: 46.65% F: 52.40%
648
+ 2023-04-22 22:14:25 INFO test: loss: 0.1562 - UP: 73.64% UR: 59.37% UF: 65.74% P: 70.20% R: 56.60% F: 62.67%
649
+ 2023-04-22 22:14:25 INFO 0:00:08.514079s elapsed
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+ 2023-04-22 22:14:25 INFO Epoch 98 / 5000:
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+ 2023-04-22 22:14:32 INFO lr: 4.9020e-05 - loss: 0.0012 - UP: 98.40% UR: 96.22% UF: 97.30% P: 98.31% R: 96.13% F: 97.21%
653
+ 2023-04-22 22:14:33 INFO dev: loss: nan - UP: 59.22% UR: 50.61% UF: 54.58% P: 56.72% R: 48.48% F: 52.27%
654
+ 2023-04-22 22:14:34 INFO test: loss: 0.1506 - UP: 70.38% UR: 61.18% UF: 65.46% P: 67.08% R: 58.32% F: 62.39%
655
+ 2023-04-22 22:14:34 INFO 0:00:08.940677s elapsed
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+ 2023-04-22 22:14:34 INFO Epoch 99 / 5000:
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+ 2023-04-22 22:14:41 INFO lr: 4.9010e-05 - loss: 0.0078 - UP: 89.98% UR: 83.19% UF: 86.45% P: 89.37% R: 82.63% F: 85.87%
659
+ 2023-04-22 22:14:41 INFO dev: loss: nan - UP: 53.35% UR: 54.27% UF: 53.80% P: 50.15% R: 51.02% F: 50.58%
660
+ 2023-04-22 22:14:42 INFO test: loss: 0.1426 - UP: 62.58% UR: 62.54% UF: 62.56% P: 59.20% R: 59.16% F: 59.18%
661
+ 2023-04-22 22:14:42 INFO 0:00:08.460384s elapsed
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+ 2023-04-22 22:14:42 INFO Epoch 100 / 5000:
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+ 2023-04-22 22:14:50 INFO lr: 4.9000e-05 - loss: 0.0100 - UP: 91.28% UR: 82.32% UF: 86.57% P: 89.10% R: 80.36% F: 84.50%
665
+ 2023-04-22 22:14:50 INFO dev: loss: nan - UP: 58.35% UR: 41.57% UF: 48.55% P: 54.35% R: 38.72% F: 45.22%
666
+ 2023-04-22 22:14:51 INFO test: loss: 0.1471 - UP: 72.50% UR: 50.92% UF: 59.82% P: 68.67% R: 48.23% F: 56.67%
667
+ 2023-04-22 22:14:51 INFO 0:00:08.859751s elapsed
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+ 2023-04-22 22:14:51 INFO Epoch 101 / 5000:
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+ 2023-04-22 22:14:58 INFO lr: 4.8990e-05 - loss: 0.0073 - UP: 92.55% UR: 85.83% UF: 89.07% P: 91.74% R: 85.08% F: 88.28%
671
+ 2023-04-22 22:14:59 INFO dev: loss: nan - UP: 58.47% UR: 46.65% UF: 51.89% P: 54.27% R: 43.29% F: 48.16%
672
+ 2023-04-22 22:15:00 INFO test: loss: 0.1366 - UP: 69.90% UR: 57.14% UF: 62.88% P: 65.36% R: 53.43% F: 58.79%
673
+ 2023-04-22 22:15:00 INFO 0:00:08.717038s elapsed
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+ 2023-04-22 22:15:00 INFO Epoch 102 / 5000:
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+ 2023-04-22 22:15:07 INFO lr: 4.8980e-05 - loss: 0.0001 - UP: 91.25% UR: 86.63% UF: 88.88% P: 90.74% R: 86.14% F: 88.38%
677
+ 2023-04-22 22:15:08 INFO dev: loss: nan - UP: 67.16% UR: 41.57% UF: 51.35% P: 62.07% R: 38.41% F: 47.46%
678
+ 2023-04-22 22:15:09 INFO test: loss: 0.1726 - UP: 73.11% UR: 47.36% UF: 57.48% P: 67.10% R: 43.47% F: 52.76%
679
+ 2023-04-22 22:15:09 INFO 0:00:08.612326s elapsed
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+ 2023-04-22 22:15:09 INFO Epoch 103 / 5000:
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+ 2023-04-22 22:15:16 INFO lr: 4.8970e-05 - loss: 0.0086 - UP: 94.13% UR: 88.99% UF: 91.49% P: 93.71% R: 88.59% F: 91.08%
683
+ 2023-04-22 22:15:16 INFO dev: loss: nan - UP: 63.56% UR: 48.58% UF: 55.07% P: 61.17% R: 46.75% F: 53.00%
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+ 2023-04-22 22:15:17 INFO test: loss: 0.1389 - UP: 72.22% UR: 55.87% UF: 63.00% P: 68.59% R: 53.06% F: 59.84%
685
+ 2023-04-22 22:15:17 INFO 0:00:08.839639s elapsed
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+ 2023-04-22 22:15:17 INFO Epoch 104 / 5000:
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+ 2023-04-22 22:15:24 INFO lr: 4.8960e-05 - loss: 0.0023 - UP: 95.69% UR: 92.68% UF: 94.16% P: 95.40% R: 92.40% F: 93.88%
689
+ 2023-04-22 22:15:25 INFO dev: loss: nan - UP: 66.31% UR: 43.80% UF: 52.75% P: 64.62% R: 42.68% F: 51.41%
690
+ 2023-04-22 22:15:26 INFO test: loss: 0.1424 - UP: 77.47% UR: 51.37% UF: 61.78% P: 74.37% R: 49.32% F: 59.31%
691
+ 2023-04-22 22:15:26 INFO 0:00:08.563874s elapsed
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+ 2023-04-22 22:15:26 INFO Epoch 105 / 5000:
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+ 2023-04-22 22:15:33 INFO lr: 4.8950e-05 - loss: nan - UP: 93.76% UR: 88.21% UF: 90.90% P: 93.55% R: 88.02% F: 90.70%
695
+ 2023-04-22 22:15:34 INFO dev: loss: nan - UP: 65.83% UR: 48.17% UF: 55.63% P: 62.64% R: 45.83% F: 52.93%
696
+ 2023-04-22 22:15:35 INFO test: loss: 0.1314 - UP: 71.38% UR: 54.87% UF: 62.05% P: 68.00% R: 52.28% F: 59.11%
697
+ 2023-04-22 22:15:35 INFO 0:00:09.046363s elapsed
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+
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+ 2023-04-22 22:15:35 INFO Epoch 106 / 5000:
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+ 2023-04-22 22:15:42 INFO lr: 4.8940e-05 - loss: 0.0001 - UP: 96.39% UR: 93.70% UF: 95.02% P: 96.39% R: 93.70% F: 95.02%
701
+ 2023-04-22 22:15:43 INFO dev: loss: nan - UP: 60.92% UR: 51.02% UF: 55.53% P: 57.89% R: 48.48% F: 52.77%
702
+ 2023-04-22 22:15:44 INFO test: loss: 0.1233 - UP: 69.37% UR: 60.70% UF: 64.75% P: 65.44% R: 57.26% F: 61.08%
703
+ 2023-04-22 22:15:44 INFO 0:00:08.475909s elapsed
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+ 2023-04-22 22:15:44 INFO Epoch 107 / 5000:
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+ 2023-04-22 22:15:51 INFO lr: 4.8930e-05 - loss: 0.0033 - UP: 96.50% UR: 94.39% UF: 95.43% P: 96.45% R: 94.35% F: 95.39%
707
+ 2023-04-22 22:15:51 INFO dev: loss: nan - UP: 63.05% UR: 50.81% UF: 56.27% P: 58.76% R: 47.36% F: 52.45%
708
+ 2023-04-22 22:15:52 INFO test: loss: 0.1265 - UP: 72.33% UR: 59.10% UF: 65.05% P: 68.38% R: 55.87% F: 61.50%
709
+ 2023-04-22 22:15:52 INFO 0:00:08.679721s elapsed
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+ 2023-04-22 22:15:52 INFO Epoch 108 / 5000:
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+ 2023-04-22 22:15:59 INFO lr: 4.8920e-05 - loss: 0.0015 - UP: 96.61% UR: 94.94% UF: 95.76% P: 96.55% R: 94.88% F: 95.71%
713
+ 2023-04-22 22:16:00 INFO dev: loss: nan - UP: 65.73% UR: 47.36% UF: 55.05% P: 63.33% R: 45.63% F: 53.04%
714
+ 2023-04-22 22:16:01 INFO test: loss: 0.1307 - UP: 75.29% UR: 57.02% UF: 64.89% P: 71.82% R: 54.39% F: 61.90%
715
+ 2023-04-22 22:16:01 INFO 0:00:08.571844s elapsed
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+ 2023-04-22 22:16:01 INFO Epoch 109 / 5000:
718
+ 2023-04-22 22:16:08 INFO lr: 4.8910e-05 - loss: 0.0044 - UP: 97.33% UR: 95.79% UF: 96.56% P: 97.29% R: 95.75% F: 96.51%
719
+ 2023-04-22 22:16:08 INFO dev: loss: nan - UP: 60.75% UR: 49.70% UF: 54.67% P: 57.76% R: 47.26% F: 51.98%
720
+ 2023-04-22 22:16:09 INFO test: loss: 0.1414 - UP: 71.24% UR: 59.73% UF: 64.98% P: 67.39% R: 56.50% F: 61.47%
721
+ 2023-04-22 22:16:09 INFO 0:00:08.622266s elapsed
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+ 2023-04-22 22:16:16 INFO lr: 4.8900e-05 - loss: nan - UP: 98.07% UR: 97.58% UF: 97.83% P: 98.03% R: 97.54% F: 97.78%
725
+ 2023-04-22 22:16:17 INFO dev: loss: nan - UP: 64.24% UR: 47.46% UF: 54.59% P: 61.90% R: 45.73% F: 52.60%
726
+ 2023-04-22 22:16:18 INFO test: loss: 0.1449 - UP: 74.43% UR: 58.68% UF: 65.62% P: 70.71% R: 55.75% F: 62.35%
727
+ 2023-04-22 22:16:18 INFO 0:00:08.839427s elapsed
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+ 2023-04-22 22:16:25 INFO lr: 4.8890e-05 - loss: 0.0017 - UP: 98.09% UR: 97.21% UF: 97.65% P: 98.05% R: 97.17% F: 97.61%
731
+ 2023-04-22 22:16:26 INFO dev: loss: nan - UP: 63.00% UR: 48.27% UF: 54.66% P: 60.61% R: 46.44% F: 52.59%
732
+ 2023-04-22 22:16:27 INFO test: loss: 0.1496 - UP: 73.87% UR: 59.46% UF: 65.89% P: 69.97% R: 56.32% F: 62.41%
733
+ 2023-04-22 22:16:27 INFO 0:00:08.658002s elapsed
734
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+ 2023-04-22 22:17:00 INFO Epoch 81 saved
736
+ 2023-04-22 22:17:00 INFO dev: UP: 63.91% UR: 49.49% UF: 55.78% P: 61.81% R: 47.87% F: 53.95%
737
+ 2023-04-22 22:17:00 INFO test: UP: 74.20% UR: 58.59% UF: 65.47% P: 70.95% R: 56.02% F: 62.61%
738
+ 2023-04-22 22:17:00 INFO 0:16:37.382051s elapsed, 0:00:08.985424s/epoch
models/opener_en/byLength_desc40/model_vi_opener_en_twxlmsa_6 ADDED
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+ version https://git-lfs.github.com/spec/v1
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+ size 1177852261
models/opener_en/byLength_desc40/model_vi_opener_en_twxlmsa_6.train.log CHANGED
@@ -1,4 +1,4 @@
1
- 2023-04-22 21:49:35 INFO
2
  ---------------------+-------------------------------
3
  Param | Value
4
  ---------------------+-------------------------------
@@ -35,13 +35,13 @@ bert | cardiffnlp/twitter-xlm-roberta-base-sentiment
35
  inference | mfvi
36
  ---------------------+-------------------------------
37
 
38
- 2023-04-22 21:49:35 INFO Building the fields
39
- 2023-04-22 21:49:40 INFO CoNLL(
40
  (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
41
  (labels): ChartField()
42
  )
43
- 2023-04-22 21:49:40 INFO Building the model
44
- 2023-04-22 21:50:18 INFO VISemanticDependencyModel(
45
  (encoder): TransformerEmbedding(cardiffnlp/twitter-xlm-roberta-base-sentiment, n_layers=4, n_out=768, stride=256, pooling=mean, pad_index=1, requires_grad=True)
46
  (encoder_dropout): Dropout(p=0.33, inplace=False)
47
  (edge_mlp_d): MLP(n_in=768, n_out=600, dropout=0.25)
@@ -49,7 +49,7 @@ inference | mfvi
49
  (label_mlp_d): MLP(n_in=768, n_out=600, dropout=0.33)
50
  (label_mlp_h): MLP(n_in=768, n_out=600, dropout=0.33)
51
  (edge_attn): Biaffine(n_in=600, bias_x=True, bias_y=True)
52
- (label_attn): Biaffine(n_in=600, bias_x=True, bias_y=True)
53
  (criterion): CrossEntropyLoss()
54
  (pair_mlp_d): MLP(n_in=768, n_out=150, dropout=0.25)
55
  (pair_mlp_h): MLP(n_in=768, n_out=150, dropout=0.25)
@@ -60,10 +60,973 @@ inference | mfvi
60
  (inference): SemanticDependencyMFVI(max_iter=3)
61
  )
62
 
63
- 2023-04-22 21:50:18 INFO Loading the data
64
- 2023-04-22 21:50:19 INFO
65
- train: Dataset(n_sentences=1, n_batches=1, n_buckets=1)
66
- dev: Dataset(n_sentences=1, n_batches=1, n_buckets=1)
67
  test: Dataset(n_sentences=499, n_batches=32, n_buckets=32)
68
 
69
- 2023-04-22 21:50:21 INFO Epoch 1 / 5000:
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ 2023-04-22 22:44:08 INFO
2
  ---------------------+-------------------------------
3
  Param | Value
4
  ---------------------+-------------------------------
 
35
  inference | mfvi
36
  ---------------------+-------------------------------
37
 
38
+ 2023-04-22 22:44:08 INFO Building the fields
39
+ 2023-04-22 22:44:13 INFO CoNLL(
40
  (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
41
  (labels): ChartField()
42
  )
43
+ 2023-04-22 22:44:13 INFO Building the model
44
+ 2023-04-22 22:44:58 INFO VISemanticDependencyModel(
45
  (encoder): TransformerEmbedding(cardiffnlp/twitter-xlm-roberta-base-sentiment, n_layers=4, n_out=768, stride=256, pooling=mean, pad_index=1, requires_grad=True)
46
  (encoder_dropout): Dropout(p=0.33, inplace=False)
47
  (edge_mlp_d): MLP(n_in=768, n_out=600, dropout=0.25)
 
49
  (label_mlp_d): MLP(n_in=768, n_out=600, dropout=0.33)
50
  (label_mlp_h): MLP(n_in=768, n_out=600, dropout=0.33)
51
  (edge_attn): Biaffine(n_in=600, bias_x=True, bias_y=True)
52
+ (label_attn): Biaffine(n_in=600, n_out=4, bias_x=True, bias_y=True)
53
  (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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  (inference): SemanticDependencyMFVI(max_iter=3)
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  )
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+ 2023-04-22 22:44:58 INFO Loading the data
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+ 2023-04-22 22:45:00 INFO
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+ train: Dataset(n_sentences=696, n_batches=32, n_buckets=32)
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+ dev: Dataset(n_sentences=98, n_batches=32, n_buckets=32)
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  test: Dataset(n_sentences=499, n_batches=32, n_buckets=32)
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+ 2023-04-22 22:45:19 INFO lr: 4.9990e-05 - loss: 0.1099 - UP: 1.46% UR: 8.66% UF: 2.50% P: 0.48% R: 2.83% F: 0.82%
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+ 2023-04-22 22:45:20 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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+ 2023-04-22 22:45:21 INFO test: loss: 0.2074 - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2023-04-22 22:45:30 INFO lr: 4.9980e-05 - loss: 0.0868 - UP: 22.14% UR: 0.91% UF: 1.76% P: 20.36% R: 0.84% F: 1.62%
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+ 2023-04-22 22:45:31 INFO dev: loss: nan - UP: 100.00% UR: 0.30% UF: 0.61% P: 100.00% R: 0.30% F: 0.61%
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+ 2023-04-22 22:45:32 INFO test: loss: 0.1400 - UP: 100.00% UR: 0.27% UF: 0.54% P: 100.00% R: 0.27% F: 0.54%
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+ 2023-04-22 22:46:00 INFO lr: 4.9970e-05 - loss: 0.0764 - UP: 43.86% UR: 2.69% UF: 5.06% P: 42.41% R: 2.60% F: 4.90%
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+ 2023-04-22 22:46:01 INFO dev: loss: nan - UP: 81.67% UR: 4.98% UF: 9.39% P: 81.67% R: 4.98% F: 9.39%
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+ 2023-04-22 22:46:02 INFO test: loss: 0.1332 - UP: 89.89% UR: 4.83% UF: 9.17% P: 88.20% R: 4.74% F: 8.99%
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+ 2023-04-22 22:46:32 INFO dev: loss: nan - UP: 92.31% UR: 2.44% UF: 4.75% P: 92.31% R: 2.44% F: 4.75%
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+ 2023-04-22 22:46:33 INFO test: loss: 0.1520 - UP: 96.70% UR: 2.66% UF: 5.17% P: 95.60% R: 2.63% F: 5.11%
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+ 2023-04-22 22:46:43 INFO lr: 4.9950e-05 - loss: 0.0301 - UP: 61.16% UR: 8.85% UF: 15.47% P: 60.55% R: 8.77% F: 15.32%
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+ 2023-04-22 22:46:45 INFO test: loss: 0.1188 - UP: 76.39% UR: 14.55% UF: 24.44% P: 75.12% R: 14.31% F: 24.04%
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+ 2023-04-22 22:47:13 INFO lr: 4.9940e-05 - loss: 0.0467 - UP: 64.23% UR: 10.49% UF: 18.04% P: 63.78% R: 10.42% F: 17.91%
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+ 2023-04-22 22:47:14 INFO dev: loss: nan - UP: 60.77% UR: 19.21% UF: 29.19% P: 55.95% R: 17.68% F: 26.87%
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+ 2023-04-22 22:47:16 INFO test: loss: 0.1132 - UP: 61.38% UR: 23.94% UF: 34.44% P: 60.45% R: 23.57% F: 33.92%
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+ 2023-04-22 22:47:44 INFO lr: 4.9930e-05 - loss: 0.0552 - UP: 60.53% UR: 13.15% UF: 21.61% P: 60.26% R: 13.09% F: 21.51%
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+ 2023-04-22 22:47:45 INFO dev: loss: nan - UP: 77.44% UR: 10.47% UF: 18.44% P: 75.19% R: 10.16% F: 17.91%
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+ 2023-04-22 22:47:47 INFO test: loss: 0.1172 - UP: 80.51% UR: 16.21% UF: 26.98% P: 79.16% R: 15.94% F: 26.53%
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+ 2023-04-22 22:47:57 INFO lr: 4.9920e-05 - loss: 0.0141 - UP: 66.48% UR: 14.34% UF: 23.60% P: 66.07% R: 14.26% F: 23.45%
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+ 2023-04-22 22:47:59 INFO dev: loss: nan - UP: 72.64% UR: 15.65% UF: 25.75% P: 69.34% R: 14.94% F: 24.58%
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+ 2023-04-22 22:48:01 INFO test: loss: 0.1148 - UP: 75.89% UR: 21.28% UF: 33.24% P: 74.49% R: 20.89% F: 32.63%
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+ 2023-04-22 22:48:01 INFO 0:00:13.636826s elapsed
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+ 2023-04-22 22:48:12 INFO lr: 4.9910e-05 - loss: 0.0140 - UP: 63.74% UR: 19.75% UF: 30.15% P: 63.46% R: 19.66% F: 30.02%
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+ 2023-04-22 22:48:13 INFO dev: loss: nan - UP: 79.31% UR: 14.02% UF: 23.83% P: 76.44% R: 13.52% F: 22.97%
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+ 2023-04-22 22:48:14 INFO test: loss: 0.1207 - UP: 81.76% UR: 19.89% UF: 32.00% P: 80.65% R: 19.62% F: 31.56%
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+ 2023-04-22 22:48:23 INFO lr: 4.9900e-05 - loss: 0.0357 - UP: 67.14% UR: 21.02% UF: 32.01% P: 66.95% R: 20.96% F: 31.92%
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+ 2023-04-22 22:48:24 INFO dev: loss: nan - UP: 72.16% UR: 20.02% UF: 31.34% P: 68.13% R: 18.90% F: 29.59%
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+ 2023-04-22 22:48:25 INFO test: loss: 0.1189 - UP: 73.72% UR: 28.61% UF: 41.23% P: 72.47% R: 28.13% F: 40.53%
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+ 2023-04-22 22:48:44 INFO 0:00:10.944088s elapsed (saved)
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+ 2023-04-22 22:48:54 INFO lr: 4.9890e-05 - loss: 0.0431 - UP: 65.54% UR: 19.11% UF: 29.59% P: 65.28% R: 19.04% F: 29.48%
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+ 2023-04-22 22:48:55 INFO dev: loss: nan - UP: 66.04% UR: 21.34% UF: 32.26% P: 62.26% R: 20.12% F: 30.41%
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+ 2023-04-22 22:48:57 INFO test: loss: 0.1121 - UP: 73.35% UR: 27.50% UF: 40.00% P: 71.50% R: 26.80% F: 38.99%
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+ 2023-04-22 22:49:16 INFO 0:00:13.586462s elapsed (saved)
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+ 2023-04-22 22:49:26 INFO lr: 4.9880e-05 - loss: 0.0156 - UP: 67.54% UR: 25.46% UF: 36.98% P: 67.23% R: 25.34% F: 36.81%
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+ 2023-04-22 22:49:27 INFO dev: loss: nan - UP: 65.99% UR: 23.07% UF: 34.19% P: 63.08% R: 22.05% F: 32.68%
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+ 2023-04-22 22:49:28 INFO test: loss: 0.1201 - UP: 70.79% UR: 32.33% UF: 44.38% P: 68.94% R: 31.48% F: 43.22%
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+ 2023-04-22 22:49:47 INFO 0:00:11.484921s elapsed (saved)
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+ 2023-04-22 22:49:56 INFO lr: 4.9870e-05 - loss: 0.0166 - UP: 69.31% UR: 28.03% UF: 39.91% P: 68.94% R: 27.88% F: 39.70%
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+ 2023-04-22 22:49:57 INFO dev: loss: nan - UP: 49.91% UR: 27.74% UF: 35.66% P: 45.89% R: 25.51% F: 32.79%
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+ 2023-04-22 22:49:59 INFO test: loss: 0.1155 - UP: 65.54% UR: 34.44% UF: 45.15% P: 63.07% R: 33.14% F: 43.45%
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+ 2023-04-22 22:50:18 INFO 0:00:12.298740s elapsed (saved)
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+ 2023-04-22 22:50:27 INFO lr: 4.9860e-05 - loss: 0.0136 - UP: 70.42% UR: 30.89% UF: 42.94% P: 70.29% R: 30.83% F: 42.86%
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+ 2023-04-22 22:50:28 INFO dev: loss: nan - UP: 63.90% UR: 26.63% UF: 37.59% P: 60.73% R: 25.30% F: 35.72%
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+ 2023-04-22 22:50:29 INFO test: loss: 0.1250 - UP: 69.84% UR: 36.34% UF: 47.81% P: 67.87% R: 35.32% F: 46.46%
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+ 2023-04-22 22:50:48 INFO 0:00:11.147385s elapsed (saved)
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+ 2023-04-22 22:50:57 INFO lr: 4.9850e-05 - loss: 0.0132 - UP: 73.45% UR: 32.95% UF: 45.50% P: 72.47% R: 32.51% F: 44.89%
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+ 2023-04-22 22:50:58 INFO dev: loss: nan - UP: 58.59% UR: 29.47% UF: 39.22% P: 54.75% R: 27.54% F: 36.65%
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+ 2023-04-22 22:51:00 INFO test: loss: 0.1321 - UP: 68.06% UR: 38.33% UF: 49.04% P: 65.43% R: 36.85% F: 47.15%
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+ 2023-04-22 22:51:19 INFO 0:00:11.584074s elapsed (saved)
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+ 2023-04-22 22:51:28 INFO lr: 4.9840e-05 - loss: 0.0309 - UP: 72.22% UR: 34.84% UF: 47.01% P: 72.16% R: 34.81% F: 46.97%
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+ 2023-04-22 22:51:29 INFO dev: loss: nan - UP: 71.03% UR: 23.17% UF: 34.94% P: 68.54% R: 22.36% F: 33.72%
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+ 2023-04-22 22:51:30 INFO test: loss: 0.1116 - UP: 75.37% UR: 32.51% UF: 45.42% P: 73.48% R: 31.69% F: 44.29%
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+ 2023-04-22 22:51:41 INFO lr: 4.9830e-05 - loss: 0.0196 - UP: 72.13% UR: 43.70% UF: 54.43% P: 71.91% R: 43.57% F: 54.26%
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+ 2023-04-22 22:51:43 INFO dev: loss: nan - UP: 70.78% UR: 23.88% UF: 35.71% P: 67.47% R: 22.76% F: 34.04%
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+ 2023-04-22 22:51:44 INFO test: loss: 0.1123 - UP: 76.58% UR: 34.44% UF: 47.51% P: 74.90% R: 33.69% F: 46.47%
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+ 2023-04-22 22:51:55 INFO lr: 4.9820e-05 - loss: 0.0089 - UP: 78.56% UR: 45.75% UF: 57.83% P: 78.48% R: 45.71% F: 57.77%
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+ 2023-04-22 22:51:57 INFO dev: loss: nan - UP: 67.74% UR: 29.88% UF: 41.47% P: 65.21% R: 28.76% F: 39.92%
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+ 2023-04-22 22:51:59 INFO test: loss: 0.1177 - UP: 75.00% UR: 39.30% UF: 51.57% P: 73.21% R: 38.36% F: 50.35%
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+ 2023-04-22 22:52:17 INFO 0:00:14.389472s elapsed (saved)
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+ 2023-04-22 22:52:26 INFO lr: 4.9810e-05 - loss: 0.0087 - UP: 79.16% UR: 47.15% UF: 59.10% P: 79.09% R: 47.11% F: 59.05%
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+ 2023-04-22 22:52:26 INFO dev: loss: nan - UP: 66.12% UR: 28.56% UF: 39.89% P: 63.53% R: 27.44% F: 38.33%
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+ 2023-04-22 22:52:28 INFO test: loss: 0.1228 - UP: 73.75% UR: 40.11% UF: 51.96% P: 72.59% R: 39.48% F: 51.14%
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+ 2023-04-22 22:52:38 INFO lr: 4.9800e-05 - loss: nan - UP: 77.19% UR: 50.03% UF: 60.71% P: 77.12% R: 49.99% F: 60.66%
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+ 2023-04-22 22:52:39 INFO dev: loss: nan - UP: 66.60% UR: 32.62% UF: 43.79% P: 64.11% R: 31.40% F: 42.16%
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+ 2023-04-22 22:52:41 INFO test: loss: 0.1277 - UP: 74.03% UR: 40.27% UF: 52.16% P: 72.53% R: 39.45% F: 51.10%
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+ 2023-04-22 22:53:00 INFO 0:00:12.851466s elapsed (saved)
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+ 2023-04-22 22:53:09 INFO lr: 4.9790e-05 - loss: 0.0126 - UP: 78.83% UR: 49.45% UF: 60.78% P: 78.78% R: 49.42% F: 60.74%
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+ 2023-04-22 22:53:10 INFO dev: loss: nan - UP: 62.62% UR: 33.54% UF: 43.68% P: 60.15% R: 32.22% F: 41.96%
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+ 2023-04-22 22:53:11 INFO test: loss: 0.1176 - UP: 72.08% UR: 44.19% UF: 54.79% P: 70.06% R: 42.95% F: 53.26%
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+ 2023-04-22 22:53:22 INFO lr: 4.9780e-05 - loss: 0.0086 - UP: 81.16% UR: 51.30% UF: 62.86% P: 81.13% R: 51.28% F: 62.84%
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+ 2023-04-22 22:53:23 INFO dev: loss: nan - UP: 65.66% UR: 33.03% UF: 43.95% P: 63.03% R: 31.71% F: 42.19%
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+ 2023-04-22 22:53:24 INFO test: loss: 0.1154 - UP: 74.34% UR: 43.10% UF: 54.57% P: 72.67% R: 42.14% F: 53.34%
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+ 2023-04-22 22:53:52 INFO lr: 4.9770e-05 - loss: 0.0157 - UP: 81.52% UR: 56.95% UF: 67.05% P: 81.45% R: 56.91% F: 67.00%
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+ 2023-04-22 22:53:54 INFO dev: loss: nan - UP: 66.87% UR: 34.25% UF: 45.30% P: 64.88% R: 33.23% F: 43.95%
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+ 2023-04-22 22:53:56 INFO test: loss: 0.1164 - UP: 76.89% UR: 43.50% UF: 55.56% P: 75.35% R: 42.62% F: 54.44%
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+ 2023-04-22 22:54:15 INFO 0:00:12.629127s elapsed (saved)
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+ 2023-04-22 22:54:25 INFO lr: 4.9760e-05 - loss: 0.0176 - UP: 83.32% UR: 60.68% UF: 70.22% P: 83.18% R: 60.58% F: 70.11%
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+ 2023-04-22 22:54:27 INFO dev: loss: nan - UP: 63.66% UR: 41.67% UF: 50.37% P: 61.34% R: 40.14% F: 48.53%
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+ 2023-04-22 22:54:28 INFO test: loss: 0.1227 - UP: 68.91% UR: 49.23% UF: 57.43% P: 66.37% R: 47.42% F: 55.32%
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+ 2023-04-22 22:54:57 INFO lr: 4.9750e-05 - loss: 0.0174 - UP: 84.18% UR: 64.55% UF: 73.07% P: 84.12% R: 64.51% F: 73.02%
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+ 2023-04-22 22:54:58 INFO dev: loss: nan - UP: 67.53% UR: 39.53% UF: 49.87% P: 65.10% R: 38.11% F: 48.08%
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+ 2023-04-22 22:54:59 INFO test: loss: 0.1141 - UP: 77.86% UR: 46.60% UF: 58.31% P: 75.95% R: 45.46% F: 56.87%
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+ 2023-04-22 22:55:09 INFO lr: 4.9740e-05 - loss: nan - UP: 84.99% UR: 67.75% UF: 75.40% P: 84.89% R: 67.68% F: 75.32%
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+ 2023-04-22 22:55:11 INFO dev: loss: nan - UP: 71.54% UR: 36.28% UF: 48.15% P: 69.34% R: 35.16% F: 46.66%
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+ 2023-04-22 22:55:13 INFO test: loss: 0.1286 - UP: 80.60% UR: 44.40% UF: 57.26% P: 78.90% R: 43.47% F: 56.05%
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+ 2023-04-22 22:55:22 INFO lr: 4.9730e-05 - loss: 0.0046 - UP: 85.13% UR: 70.45% UF: 77.10% P: 85.09% R: 70.43% F: 77.07%
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+ 2023-04-22 22:55:25 INFO dev: loss: nan - UP: 62.99% UR: 47.05% UF: 53.87% P: 59.86% R: 44.72% F: 51.19%
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+ 2023-04-22 22:55:27 INFO test: loss: 0.1113 - UP: 70.24% UR: 53.06% UF: 60.45% P: 67.72% R: 51.16% F: 58.29%
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+ 2023-04-22 22:55:55 INFO lr: 4.9720e-05 - loss: 0.0212 - UP: 82.93% UR: 60.99% UF: 70.29% P: 82.83% R: 60.92% F: 70.20%
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+ 2023-04-22 22:55:57 INFO dev: loss: nan - UP: 71.05% UR: 19.21% UF: 30.24% P: 70.30% R: 19.00% F: 29.92%
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+ 2023-04-22 22:55:58 INFO test: loss: 0.1632 - UP: 82.61% UR: 27.53% UF: 41.29% P: 81.61% R: 27.20% F: 40.80%
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+ 2023-04-22 22:56:09 INFO lr: 4.9710e-05 - loss: 0.0035 - UP: 85.13% UR: 64.02% UF: 73.08% P: 85.05% R: 63.96% F: 73.01%
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+ 2023-04-22 22:56:10 INFO dev: loss: nan - UP: 71.15% UR: 33.33% UF: 45.40% P: 67.90% R: 31.81% F: 43.32%
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+ 2023-04-22 22:56:12 INFO test: loss: 0.1455 - UP: 81.79% UR: 41.47% UF: 55.04% P: 80.54% R: 40.84% F: 54.20%
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+ 2023-04-22 22:56:23 INFO lr: 4.9700e-05 - loss: nan - UP: 87.64% UR: 70.45% UF: 78.12% P: 87.59% R: 70.41% F: 78.07%
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+ 2023-04-22 22:56:24 INFO dev: loss: nan - UP: 68.12% UR: 42.99% UF: 52.71% P: 65.86% R: 41.57% F: 50.97%
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+ 2023-04-22 22:56:26 INFO test: loss: 0.1365 - UP: 76.17% UR: 49.29% UF: 59.85% P: 74.16% R: 47.99% F: 58.27%
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+ 2023-04-22 22:56:35 INFO lr: 4.9690e-05 - loss: 0.0049 - UP: 88.43% UR: 76.58% UF: 82.08% P: 88.38% R: 76.53% F: 82.03%
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+ 2023-04-22 22:56:36 INFO dev: loss: nan - UP: 63.90% UR: 50.00% UF: 56.10% P: 61.04% R: 47.76% F: 53.59%
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+ 2023-04-22 22:59:05 INFO test: loss: 0.1362 - UP: 73.91% UR: 54.39% UF: 62.67% P: 71.62% R: 52.70% F: 60.72%
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+ 2023-04-22 22:59:14 INFO dev: loss: nan - UP: 67.59% UR: 47.26% UF: 55.62% P: 64.97% R: 45.43% F: 53.47%
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+ 2023-04-22 22:59:15 INFO test: loss: 0.1467 - UP: 75.84% UR: 53.64% UF: 62.84% P: 73.79% R: 52.19% F: 61.14%
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+ 2023-04-22 22:59:24 INFO lr: 4.9580e-05 - loss: 0.0068 - UP: 93.24% UR: 87.09% UF: 90.06% P: 93.19% R: 87.04% F: 90.01%
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+ 2023-04-22 22:59:26 INFO test: loss: 0.1520 - UP: 74.94% UR: 52.61% UF: 61.82% P: 72.66% R: 51.01% F: 59.94%
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+ 2023-04-22 22:59:37 INFO test: loss: 0.1545 - UP: 76.07% UR: 53.94% UF: 63.12% P: 73.99% R: 52.46% F: 61.39%
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+ 2023-04-22 22:59:46 INFO dev: loss: nan - UP: 67.68% UR: 47.66% UF: 55.93% P: 65.08% R: 45.83% F: 53.79%
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+ 2023-04-22 22:59:47 INFO test: loss: 0.1552 - UP: 75.73% UR: 53.49% UF: 62.69% P: 73.89% R: 52.19% F: 61.17%
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+ 2023-04-22 22:59:57 INFO dev: loss: nan - UP: 65.96% UR: 50.81% UF: 57.41% P: 62.53% R: 48.17% F: 54.42%
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+ 2023-04-22 22:59:58 INFO test: loss: 0.1533 - UP: 75.08% UR: 56.66% UF: 64.58% P: 73.04% R: 55.12% F: 62.82%
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+ 2023-04-22 22:59:58 INFO 0:00:10.880790s elapsed
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+ 2023-04-22 23:00:07 INFO lr: 4.9540e-05 - loss: 0.0058 - UP: 94.60% UR: 91.31% UF: 92.93% P: 94.56% R: 91.26% F: 92.88%
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+ 2023-04-22 23:00:07 INFO dev: loss: nan - UP: 68.24% UR: 50.00% UF: 57.71% P: 65.33% R: 47.87% F: 55.25%
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+ 2023-04-22 23:00:08 INFO test: loss: 0.1563 - UP: 76.74% UR: 55.06% UF: 64.11% P: 74.80% R: 53.67% F: 62.50%
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+ 2023-04-22 23:00:28 INFO 0:00:10.429043s elapsed (saved)
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+ 2023-04-22 23:00:37 INFO lr: 4.9530e-05 - loss: 0.0003 - UP: 95.77% UR: 90.66% UF: 93.15% P: 95.74% R: 90.63% F: 93.12%
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+ 2023-04-22 23:00:38 INFO dev: loss: nan - UP: 66.84% UR: 53.05% UF: 59.15% P: 63.38% R: 50.30% F: 56.09%
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+ 2023-04-22 23:00:39 INFO test: loss: 0.1549 - UP: 74.16% UR: 57.26% UF: 64.62% P: 71.81% R: 55.45% F: 62.58%
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+ 2023-04-22 23:01:00 INFO 0:00:10.983332s elapsed (saved)
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+ 2023-04-22 23:01:09 INFO lr: 4.9520e-05 - loss: 0.0035 - UP: 94.88% UR: 91.93% UF: 93.38% P: 94.84% R: 91.88% F: 93.34%
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+ 2023-04-22 23:01:10 INFO dev: loss: nan - UP: 68.02% UR: 51.02% UF: 58.30% P: 64.77% R: 48.58% F: 55.52%
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+ 2023-04-22 23:01:12 INFO test: loss: 0.1585 - UP: 76.13% UR: 54.78% UF: 63.72% P: 74.16% R: 53.37% F: 62.07%
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+ 2023-04-22 23:01:12 INFO 0:00:11.801967s elapsed
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+ 2023-04-22 23:01:22 INFO lr: 4.9510e-05 - loss: 0.0052 - UP: 94.55% UR: 91.37% UF: 92.93% P: 94.50% R: 91.32% F: 92.89%
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+ 2023-04-22 23:01:23 INFO dev: loss: nan - UP: 71.57% UR: 45.53% UF: 55.65% P: 69.01% R: 43.90% F: 53.66%
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+ 2023-04-22 23:01:25 INFO test: loss: 0.1682 - UP: 80.98% UR: 50.26% UF: 62.02% P: 79.47% R: 49.32% F: 60.87%
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+ 2023-04-22 23:01:25 INFO 0:00:13.023831s elapsed
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+ 2023-04-22 23:01:25 INFO Epoch 50 / 5000:
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+ 2023-04-22 23:01:36 INFO lr: 4.9500e-05 - loss: 0.0004 - UP: 95.41% UR: 91.99% UF: 93.67% P: 95.35% R: 91.93% F: 93.61%
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+ 2023-04-22 23:01:37 INFO dev: loss: nan - UP: 68.76% UR: 51.22% UF: 58.71% P: 65.08% R: 48.48% F: 55.56%
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+ 2023-04-22 23:01:38 INFO test: loss: 0.1630 - UP: 75.38% UR: 55.72% UF: 64.07% P: 73.46% R: 54.30% F: 62.44%
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+ 2023-04-22 23:01:38 INFO 0:00:13.223900s elapsed
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+ 2023-04-22 23:01:47 INFO lr: 4.9490e-05 - loss: 0.0007 - UP: 95.39% UR: 92.59% UF: 93.97% P: 95.32% R: 92.52% F: 93.90%
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+ 2023-04-22 23:01:48 INFO dev: loss: nan - UP: 69.27% UR: 49.49% UF: 57.74% P: 65.86% R: 47.05% F: 54.89%
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+ 2023-04-22 23:01:49 INFO test: loss: 0.1647 - UP: 77.60% UR: 54.69% UF: 64.16% P: 75.72% R: 53.37% F: 62.61%
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+ 2023-04-22 23:01:49 INFO 0:00:11.414900s elapsed
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+ 2023-04-22 23:01:58 INFO lr: 4.9480e-05 - loss: 0.0063 - UP: 94.78% UR: 91.16% UF: 92.94% P: 94.69% R: 91.07% F: 92.85%
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+ 2023-04-22 23:01:59 INFO dev: loss: nan - UP: 66.07% UR: 52.64% UF: 58.60% P: 61.99% R: 49.39% F: 54.98%
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+ 2023-04-22 23:02:00 INFO test: loss: 0.1500 - UP: 73.06% UR: 56.41% UF: 63.67% P: 70.95% R: 54.78% F: 61.83%
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+ 2023-04-22 23:02:00 INFO 0:00:10.565482s elapsed
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+ 2023-04-22 23:02:09 INFO lr: 4.9470e-05 - loss: 0.0028 - UP: 93.53% UR: 86.17% UF: 89.70% P: 93.35% R: 86.01% F: 89.53%
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+ 2023-04-22 23:02:09 INFO dev: loss: nan - UP: 66.29% UR: 48.17% UF: 55.80% P: 63.92% R: 46.44% F: 53.80%
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+ 2023-04-22 23:02:10 INFO test: loss: 0.1684 - UP: 75.87% UR: 53.82% UF: 62.97% P: 73.23% R: 51.95% F: 60.78%
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+ 2023-04-22 23:02:19 INFO lr: 4.9460e-05 - loss: 0.0090 - UP: 89.29% UR: 82.39% UF: 85.70% P: 89.11% R: 82.23% F: 85.53%
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+ 2023-04-22 23:02:20 INFO dev: loss: nan - UP: 60.51% UR: 48.27% UF: 53.70% P: 56.94% R: 45.43% F: 50.54%
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+ 2023-04-22 23:02:21 INFO test: loss: 0.1339 - UP: 71.14% UR: 55.42% UF: 62.30% P: 69.00% R: 53.76% F: 60.43%
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+ 2023-04-22 23:02:21 INFO 0:00:10.453728s elapsed
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+ 2023-04-22 23:02:30 INFO lr: 4.9450e-05 - loss: 0.0056 - UP: 93.19% UR: 84.16% UF: 88.45% P: 93.14% R: 84.12% F: 88.40%
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+ 2023-04-22 23:02:31 INFO dev: loss: nan - UP: 62.63% UR: 53.15% UF: 57.50% P: 58.92% R: 50.00% F: 54.10%
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+ 2023-04-22 23:02:32 INFO test: loss: 0.1438 - UP: 70.89% UR: 58.50% UF: 64.10% P: 68.47% R: 56.50% F: 61.91%
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+ 2023-04-22 23:02:32 INFO 0:00:10.797721s elapsed
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+ 2023-04-22 23:02:41 INFO lr: 4.9440e-05 - loss: 0.0032 - UP: 95.40% UR: 89.73% UF: 92.48% P: 95.36% R: 89.68% F: 92.43%
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+ 2023-04-22 23:02:41 INFO dev: loss: nan - UP: 68.88% UR: 48.58% UF: 56.97% P: 65.42% R: 46.14% F: 54.11%
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+ 2023-04-22 23:02:42 INFO test: loss: 0.1629 - UP: 76.52% UR: 55.87% UF: 64.58% P: 74.41% R: 54.33% F: 62.81%
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+ 2023-04-22 23:02:51 INFO lr: 4.9430e-05 - loss: 0.0004 - UP: 95.74% UR: 91.79% UF: 93.72% P: 95.61% R: 91.68% F: 93.60%
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+ 2023-04-22 23:02:52 INFO dev: loss: nan - UP: 63.74% UR: 51.63% UF: 57.05% P: 59.47% R: 48.17% F: 53.23%
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+ 2023-04-22 23:02:53 INFO test: loss: 0.1576 - UP: 73.21% UR: 59.07% UF: 65.39% P: 70.37% R: 56.78% F: 62.85%
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+ 2023-04-22 23:03:02 INFO lr: 4.9420e-05 - loss: 0.0011 - UP: 96.20% UR: 93.29% UF: 94.72% P: 96.09% R: 93.18% F: 94.61%
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+ 2023-04-22 23:03:02 INFO dev: loss: nan - UP: 66.35% UR: 50.30% UF: 57.23% P: 62.20% R: 47.15% F: 53.64%
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+ 2023-04-22 23:03:03 INFO test: loss: 0.1738 - UP: 75.57% UR: 57.05% UF: 65.02% P: 72.93% R: 55.06% F: 62.75%
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+ 2023-04-22 23:03:03 INFO 0:00:10.545837s elapsed
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+ 2023-04-22 23:03:12 INFO lr: 4.9410e-05 - loss: 0.0047 - UP: 97.14% UR: 93.71% UF: 95.40% P: 97.08% R: 93.65% F: 95.34%
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+ 2023-04-22 23:03:13 INFO dev: loss: nan - UP: 64.29% UR: 54.88% UF: 59.21% P: 60.00% R: 51.22% F: 55.26%
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+ 2023-04-22 23:03:14 INFO test: loss: 0.1793 - UP: 72.44% UR: 60.07% UF: 65.68% P: 69.46% R: 57.59% F: 62.97%
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+ 2023-04-22 23:03:14 INFO 0:00:10.758024s elapsed
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+ 2023-04-22 23:03:23 INFO lr: 4.9400e-05 - loss: 0.0012 - UP: 96.67% UR: 94.60% UF: 95.62% P: 96.61% R: 94.54% F: 95.56%
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+ 2023-04-22 23:03:24 INFO dev: loss: nan - UP: 67.56% UR: 51.42% UF: 58.40% P: 63.42% R: 48.27% F: 54.82%
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+ 2023-04-22 23:03:25 INFO test: loss: 0.1864 - UP: 76.42% UR: 57.02% UF: 65.31% P: 74.07% R: 55.27% F: 63.30%
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+ 2023-04-22 23:03:25 INFO 0:00:10.479320s elapsed
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+ 2023-04-22 23:03:34 INFO lr: 4.9390e-05 - loss: 0.0021 - UP: 96.97% UR: 95.03% UF: 95.99% P: 96.93% R: 94.98% F: 95.95%
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+ 2023-04-22 23:03:34 INFO dev: loss: nan - UP: 66.99% UR: 49.70% UF: 57.06% P: 62.88% R: 46.65% F: 53.56%
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+ 2023-04-22 23:03:35 INFO test: loss: 0.1752 - UP: 77.98% UR: 56.23% UF: 65.35% P: 76.06% R: 54.84% F: 63.73%
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+ 2023-04-22 23:03:35 INFO 0:00:10.563054s elapsed
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+ 2023-04-22 23:03:44 INFO lr: 4.9380e-05 - loss: nan - UP: 97.08% UR: 95.07% UF: 96.06% P: 96.99% R: 94.98% F: 95.97%
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+ 2023-04-22 23:03:46 INFO test: loss: 0.1737 - UP: 73.14% UR: 61.39% UF: 66.75% P: 70.12% R: 58.86% F: 64.00%
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+ 2023-04-22 23:03:46 INFO 0:00:10.867370s elapsed
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+ 2023-04-22 23:04:48 INFO test: loss: 0.1821 - UP: 74.32% UR: 58.89% UF: 65.71% P: 71.66% R: 56.78% F: 63.35%
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+ 2023-04-22 23:05:01 INFO test: loss: 0.1900 - UP: 75.13% UR: 59.46% UF: 66.39% P: 72.62% R: 57.47% F: 64.16%
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+ 2023-04-22 23:05:12 INFO Epoch 69 / 5000:
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+ 2023-04-22 23:05:22 INFO lr: 4.9310e-05 - loss: 0.0002 - UP: 98.43% UR: 96.44% UF: 97.43% P: 98.36% R: 96.37% F: 97.35%
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+ 2023-04-22 23:05:24 INFO test: loss: 0.2281 - UP: 76.95% UR: 57.23% UF: 65.64% P: 74.15% R: 55.15% F: 63.25%
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+ 2023-04-22 23:05:35 INFO test: loss: 0.2082 - UP: 70.59% UR: 59.92% UF: 64.82% P: 67.60% R: 57.38% F: 62.07%
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+ 2023-04-22 23:06:02 INFO lr: 4.9290e-05 - loss: 0.0094 - UP: 95.09% UR: 90.58% UF: 92.78% P: 94.72% R: 90.23% F: 92.42%
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+ 2023-04-22 23:06:05 INFO test: loss: 0.1820 - UP: 70.09% UR: 57.02% UF: 62.88% P: 66.83% R: 54.36% F: 59.95%
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+ 2023-04-22 23:06:17 INFO test: loss: 0.1579 - UP: 71.20% UR: 45.67% UF: 55.65% P: 64.89% R: 41.62% F: 50.72%
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+ 2023-04-22 23:06:30 INFO test: loss: 0.1368 - UP: 66.81% UR: 59.19% UF: 62.77% P: 64.26% R: 56.93% F: 60.37%
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+ 2023-04-22 23:06:30 INFO Epoch 74 / 5000:
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+ 2023-04-22 23:06:40 INFO lr: 4.9260e-05 - loss: 0.0132 - UP: 92.47% UR: 79.88% UF: 85.72% P: 91.77% R: 79.28% F: 85.07%
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+ 2023-04-22 23:06:41 INFO dev: loss: nan - UP: 57.87% UR: 48.58% UF: 52.82% P: 54.84% R: 46.04% F: 50.06%
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+ 2023-04-22 23:06:42 INFO test: loss: 0.1729 - UP: 68.27% UR: 54.42% UF: 60.56% P: 64.67% R: 51.55% F: 57.37%
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+ 2023-04-22 23:06:42 INFO 0:00:11.856656s elapsed
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+ 2023-04-22 23:06:42 INFO Epoch 75 / 5000:
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+ 2023-04-22 23:06:50 INFO lr: 4.9250e-05 - loss: 0.0119 - UP: 85.22% UR: 82.36% UF: 83.77% P: 84.79% R: 81.95% F: 83.35%
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+ 2023-04-22 23:06:52 INFO test: loss: 0.1354 - UP: 73.63% UR: 51.58% UF: 60.67% P: 70.83% R: 49.62% F: 58.36%
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+ 2023-04-22 23:06:52 INFO 0:00:10.614076s elapsed
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+ 2023-04-22 23:06:52 INFO Epoch 76 / 5000:
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+ 2023-04-22 23:07:01 INFO lr: 4.9240e-05 - loss: nan - UP: 89.45% UR: 78.96% UF: 83.88% P: 88.71% R: 78.31% F: 83.19%
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+ 2023-04-22 23:07:01 INFO dev: loss: nan - UP: 66.34% UR: 41.06% UF: 50.72% P: 64.86% R: 40.14% F: 49.59%
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+ 2023-04-22 23:07:02 INFO test: loss: 0.1581 - UP: 74.79% UR: 51.13% UF: 60.74% P: 71.57% R: 48.93% F: 58.12%
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+ 2023-04-22 23:07:02 INFO 0:00:10.284757s elapsed
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+ 2023-04-22 23:07:02 INFO Epoch 77 / 5000:
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+ 2023-04-22 23:07:11 INFO lr: 4.9230e-05 - loss: 0.0170 - UP: 89.57% UR: 81.01% UF: 85.07% P: 89.44% R: 80.89% F: 84.95%
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+ 2023-04-22 23:07:12 INFO dev: loss: nan - UP: 61.31% UR: 47.66% UF: 53.63% P: 58.69% R: 45.63% F: 51.34%
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+ 2023-04-22 23:07:13 INFO test: loss: 0.1547 - UP: 68.94% UR: 55.21% UF: 61.31% P: 66.04% R: 52.88% F: 58.73%
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+ 2023-04-22 23:07:13 INFO 0:00:10.348636s elapsed
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+ 2023-04-22 23:07:13 INFO Epoch 78 / 5000:
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+ 2023-04-22 23:07:22 INFO lr: 4.9220e-05 - loss: 0.0027 - UP: 87.96% UR: 79.80% UF: 83.68% P: 87.90% R: 79.74% F: 83.62%
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+ 2023-04-22 23:07:22 INFO dev: loss: nan - UP: 69.32% UR: 41.57% UF: 51.97% P: 67.46% R: 40.45% F: 50.57%
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+ 2023-04-22 23:07:23 INFO test: loss: 0.1712 - UP: 78.51% UR: 49.83% UF: 60.97% P: 75.84% R: 48.14% F: 58.90%
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+ 2023-04-22 23:07:23 INFO 0:00:10.724737s elapsed
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+ 2023-04-22 23:07:23 INFO Epoch 79 / 5000:
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+ 2023-04-22 23:07:32 INFO lr: 4.9210e-05 - loss: 0.0034 - UP: 92.39% UR: 86.20% UF: 89.19% P: 92.17% R: 85.99% F: 88.98%
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+ 2023-04-22 23:07:33 INFO dev: loss: nan - UP: 66.93% UR: 52.64% UF: 58.93% P: 63.57% R: 50.00% F: 55.97%
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+ 2023-04-22 23:07:34 INFO test: loss: 0.1613 - UP: 73.58% UR: 58.01% UF: 64.88% P: 70.79% R: 55.81% F: 62.41%
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+ 2023-04-22 23:07:34 INFO 0:00:10.487125s elapsed
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+ 2023-04-22 23:07:34 INFO Epoch 80 / 5000:
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+ 2023-04-22 23:07:43 INFO lr: 4.9200e-05 - loss: 0.0036 - UP: 95.39% UR: 91.09% UF: 93.19% P: 95.30% R: 91.00% F: 93.10%
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+ 2023-04-22 23:07:43 INFO dev: loss: nan - UP: 65.87% UR: 53.35% UF: 58.96% P: 62.48% R: 50.61% F: 55.92%
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+ 2023-04-22 23:07:44 INFO test: loss: 0.1639 - UP: 71.66% UR: 59.16% UF: 64.81% P: 68.45% R: 56.50% F: 61.90%
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+ 2023-04-22 23:07:44 INFO 0:00:10.432832s elapsed
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+ 2023-04-22 23:07:44 INFO Epoch 81 / 5000:
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+ 2023-04-22 23:07:53 INFO lr: 4.9190e-05 - loss: 0.0068 - UP: 95.87% UR: 93.77% UF: 94.81% P: 95.82% R: 93.73% F: 94.76%
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+ 2023-04-22 23:07:54 INFO dev: loss: nan - UP: 64.89% UR: 52.03% UF: 57.76% P: 60.84% R: 48.78% F: 54.15%
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+ 2023-04-22 23:07:55 INFO test: loss: 0.1582 - UP: 72.64% UR: 58.10% UF: 64.56% P: 69.58% R: 55.66% F: 61.85%
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+ 2023-04-22 23:07:55 INFO 0:00:10.429681s elapsed
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+ 2023-04-22 23:07:55 INFO Epoch 82 / 5000:
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+ 2023-04-22 23:08:04 INFO lr: 4.9180e-05 - loss: 0.0070 - UP: 95.30% UR: 92.83% UF: 94.05% P: 95.20% R: 92.72% F: 93.94%
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+ 2023-04-22 23:08:04 INFO dev: loss: nan - UP: 71.05% UR: 46.65% UF: 56.32% P: 67.96% R: 44.61% F: 53.87%
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+ 2023-04-22 23:08:06 INFO test: loss: 0.1793 - UP: 78.06% UR: 53.79% UF: 63.69% P: 75.30% R: 51.89% F: 61.44%
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+ 2023-04-22 23:08:06 INFO 0:00:10.774963s elapsed
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+ 2023-04-22 23:08:06 INFO Epoch 83 / 5000:
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+ 2023-04-22 23:08:14 INFO lr: 4.9170e-05 - loss: 0.0009 - UP: 96.99% UR: 94.64% UF: 95.80% P: 96.85% R: 94.51% F: 95.67%
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+ 2023-04-22 23:08:15 INFO dev: loss: nan - UP: 67.62% UR: 50.71% UF: 57.96% P: 64.23% R: 48.17% F: 55.05%
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+ 2023-04-22 23:08:16 INFO test: loss: 0.1744 - UP: 74.94% UR: 56.60% UF: 64.49% P: 71.82% R: 54.24% F: 61.81%
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+ 2023-04-22 23:08:16 INFO 0:00:10.360378s elapsed
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+ 2023-04-22 23:08:16 INFO Epoch 84 / 5000:
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+ 2023-04-22 23:08:25 INFO lr: 4.9160e-05 - loss: nan - UP: 97.07% UR: 94.73% UF: 95.88% P: 97.04% R: 94.70% F: 95.85%
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+ 2023-04-22 23:08:25 INFO dev: loss: nan - UP: 67.58% UR: 52.54% UF: 59.12% P: 64.31% R: 50.00% F: 56.26%
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+ 2023-04-22 23:08:26 INFO test: loss: 0.1753 - UP: 74.90% UR: 57.65% UF: 65.15% P: 71.88% R: 55.33% F: 62.53%
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+ 2023-04-22 23:08:26 INFO 0:00:10.472231s elapsed
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+ 2023-04-22 23:08:26 INFO Epoch 85 / 5000:
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+ 2023-04-22 23:08:35 INFO lr: 4.9150e-05 - loss: 0.0004 - UP: 97.46% UR: 96.07% UF: 96.76% P: 97.40% R: 96.02% F: 96.70%
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+ 2023-04-22 23:08:36 INFO dev: loss: nan - UP: 67.59% UR: 52.13% UF: 58.86% P: 64.30% R: 49.59% F: 56.00%
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+ 2023-04-22 23:08:37 INFO test: loss: 0.1829 - UP: 74.98% UR: 57.35% UF: 64.99% P: 72.22% R: 55.24% F: 62.60%
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+ 2023-04-22 23:08:37 INFO 0:00:10.659218s elapsed
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+ 2023-04-22 23:08:37 INFO Epoch 86 / 5000:
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+ 2023-04-22 23:08:46 INFO lr: 4.9140e-05 - loss: 0.0014 - UP: 97.59% UR: 96.64% UF: 97.11% P: 97.51% R: 96.56% F: 97.03%
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+ 2023-04-22 23:08:47 INFO dev: loss: nan - UP: 66.21% UR: 54.17% UF: 59.59% P: 62.98% R: 51.52% F: 56.68%
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+ 2023-04-22 23:08:48 INFO test: loss: 0.1866 - UP: 73.09% UR: 58.47% UF: 64.97% P: 69.85% R: 55.87% F: 62.08%
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+ 2023-04-22 23:08:48 INFO 0:00:10.670276s elapsed
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+ 2023-04-22 23:08:48 INFO Epoch 87 / 5000:
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+ 2023-04-22 23:08:57 INFO lr: 4.9130e-05 - loss: 0.0043 - UP: 97.61% UR: 96.35% UF: 96.98% P: 97.56% R: 96.31% F: 96.93%
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+ 2023-04-22 23:08:57 INFO dev: loss: nan - UP: 68.78% UR: 50.81% UF: 58.45% P: 65.47% R: 48.37% F: 55.64%
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+ 2023-04-22 23:08:58 INFO test: loss: 0.1874 - UP: 77.24% UR: 56.84% UF: 65.48% P: 74.45% R: 54.78% F: 63.12%
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+ 2023-04-22 23:08:58 INFO 0:00:10.448416s elapsed
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+ 2023-04-22 23:08:58 INFO Epoch 88 / 5000:
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+ 2023-04-22 23:09:07 INFO lr: 4.9120e-05 - loss: 0.0017 - UP: 98.13% UR: 96.86% UF: 97.49% P: 98.10% R: 96.83% F: 97.46%
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+ 2023-04-22 23:09:08 INFO dev: loss: nan - UP: 67.54% UR: 52.24% UF: 58.91% P: 64.13% R: 49.59% F: 55.93%
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+ 2023-04-22 23:09:09 INFO test: loss: 0.1879 - UP: 74.79% UR: 57.05% UF: 64.73% P: 71.78% R: 54.75% F: 62.12%
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+ 2023-04-22 23:09:09 INFO 0:00:10.511713s elapsed
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+ 2023-04-22 23:09:09 INFO Epoch 89 / 5000:
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+ 2023-04-22 23:09:18 INFO lr: 4.9110e-05 - loss: 0.0007 - UP: 97.94% UR: 96.25% UF: 97.09% P: 97.94% R: 96.25% F: 97.09%
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+ 2023-04-22 23:09:20 INFO test: loss: 0.1848 - UP: 72.67% UR: 59.16% UF: 65.22% P: 69.26% R: 56.38% F: 62.16%
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+ 2023-04-22 23:09:20 INFO 0:00:10.890120s elapsed
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+ 2023-04-22 23:09:20 INFO Epoch 90 / 5000:
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+ 2023-04-22 23:09:28 INFO lr: 4.9100e-05 - loss: 0.0008 - UP: 97.59% UR: 96.95% UF: 97.27% P: 97.55% R: 96.90% F: 97.22%
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+ 2023-04-22 23:09:29 INFO dev: loss: nan - UP: 67.49% UR: 52.95% UF: 59.34% P: 64.25% R: 50.41% F: 56.49%
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+ 2023-04-22 23:09:30 INFO test: loss: 0.1902 - UP: 75.26% UR: 57.56% UF: 65.23% P: 72.14% R: 55.18% F: 62.53%
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+ 2023-04-22 23:09:30 INFO 0:00:10.397621s elapsed
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+ 2023-04-22 23:09:39 INFO lr: 4.9090e-05 - loss: 0.0001 - UP: 98.31% UR: 97.02% UF: 97.66% P: 98.25% R: 96.96% F: 97.60%
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+ 2023-04-22 23:09:39 INFO dev: loss: nan - UP: 66.80% UR: 51.93% UF: 58.43% P: 64.18% R: 49.90% F: 56.15%
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+ 2023-04-22 23:09:41 INFO test: loss: 0.1987 - UP: 75.60% UR: 57.41% UF: 65.26% P: 72.62% R: 55.15% F: 62.69%
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+ 2023-04-22 23:09:41 INFO 0:00:10.471002s elapsed
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+ 2023-04-22 23:09:49 INFO lr: 4.9080e-05 - loss: 0.0002 - UP: 98.18% UR: 97.31% UF: 97.75% P: 98.08% R: 97.21% F: 97.64%
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+ 2023-04-22 23:09:50 INFO dev: loss: nan - UP: 66.75% UR: 54.07% UF: 59.74% P: 63.49% R: 51.42% F: 56.82%
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+ 2023-04-22 23:09:51 INFO test: loss: 0.1961 - UP: 74.64% UR: 58.71% UF: 65.72% P: 71.49% R: 56.23% F: 62.95%
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+ 2023-04-22 23:10:10 INFO 0:00:10.537248s elapsed (saved)
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+ 2023-04-22 23:10:18 INFO lr: 4.9070e-05 - loss: 0.0003 - UP: 97.60% UR: 97.74% UF: 97.67% P: 97.57% R: 97.71% F: 97.64%
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+ 2023-04-22 23:10:19 INFO dev: loss: nan - UP: 67.97% UR: 51.12% UF: 58.35% P: 64.32% R: 48.37% F: 55.22%
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+ 2023-04-22 23:10:21 INFO test: loss: 0.2022 - UP: 76.19% UR: 56.90% UF: 65.15% P: 73.32% R: 54.75% F: 62.69%
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+ 2023-04-22 23:10:21 INFO 0:00:11.462155s elapsed
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+ 2023-04-22 23:10:31 INFO lr: 4.9060e-05 - loss: 0.0024 - UP: 98.44% UR: 97.06% UF: 97.75% P: 98.43% R: 97.05% F: 97.73%
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+ 2023-04-22 23:10:32 INFO dev: loss: nan - UP: 66.67% UR: 52.64% UF: 58.83% P: 63.45% R: 50.10% F: 55.99%
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+ 2023-04-22 23:10:34 INFO test: loss: 0.1996 - UP: 74.80% UR: 57.86% UF: 65.25% P: 71.67% R: 55.45% F: 62.53%
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+ 2023-04-22 23:11:49 INFO lr: 4.8990e-05 - loss: 0.0004 - UP: 98.73% UR: 98.66% UF: 98.69% P: 98.72% R: 98.64% F: 98.68%
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+ 2023-04-22 23:12:54 INFO test: loss: 0.2002 - UP: 72.49% UR: 61.24% UF: 66.39% P: 68.99% R: 58.29% F: 63.19%
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+ 2023-04-22 23:13:03 INFO lr: 4.8920e-05 - loss: 0.0001 - UP: 98.50% UR: 98.14% UF: 98.32% P: 98.44% R: 98.08% F: 98.26%
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+ 2023-04-22 23:13:03 INFO dev: loss: nan - UP: 66.75% UR: 53.05% UF: 59.12% P: 63.04% R: 50.10% F: 55.83%
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+ 2023-04-22 23:13:04 INFO test: loss: 0.2060 - UP: 75.29% UR: 58.41% UF: 65.78% P: 71.71% R: 55.63% F: 62.66%
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+ 2023-04-22 23:13:04 INFO 0:00:10.697027s elapsed
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+ 2023-04-22 23:13:04 INFO Epoch 109 / 5000:
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+ 2023-04-22 23:13:13 INFO lr: 4.8910e-05 - loss: 0.0000 - UP: 98.92% UR: 98.42% UF: 98.67% P: 98.86% R: 98.36% F: 98.61%
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+ 2023-04-22 23:13:15 INFO test: loss: 0.2068 - UP: 75.25% UR: 58.92% UF: 66.09% P: 72.24% R: 56.57% F: 63.45%
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+ 2023-04-22 23:13:34 INFO 0:00:10.362958s elapsed (saved)
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+ 2023-04-22 23:13:34 INFO Epoch 110 / 5000:
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+ 2023-04-22 23:13:44 INFO lr: 4.8900e-05 - loss: 0.0035 - UP: 99.07% UR: 97.61% UF: 98.33% P: 99.01% R: 97.55% F: 98.28%
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+ 2023-04-22 23:13:45 INFO dev: loss: nan - UP: 68.02% UR: 47.76% UF: 56.12% P: 65.41% R: 45.93% F: 53.97%
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+ 2023-04-22 23:13:47 INFO test: loss: 0.2098 - UP: 76.62% UR: 53.31% UF: 62.87% P: 74.10% R: 51.55% F: 60.80%
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+ 2023-04-22 23:13:47 INFO 0:00:12.287792s elapsed
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+ 2023-04-22 23:13:47 INFO Epoch 111 / 5000:
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+ 2023-04-22 23:13:57 INFO lr: 4.8890e-05 - loss: 0.0035 - UP: 97.37% UR: 96.27% UF: 96.82% P: 97.27% R: 96.16% F: 96.71%
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+ 2023-04-22 23:13:59 INFO dev: loss: nan - UP: 65.92% UR: 51.12% UF: 57.58% P: 61.73% R: 47.87% F: 53.92%
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+ 2023-04-22 23:14:00 INFO test: loss: 0.2103 - UP: 73.59% UR: 58.10% UF: 64.94% P: 70.64% R: 55.78% F: 62.34%
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+ 2023-04-22 23:14:00 INFO 0:00:13.518364s elapsed
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+ 2023-04-22 23:14:00 INFO Epoch 112 / 5000:
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+ 2023-04-22 23:14:11 INFO lr: 4.8880e-05 - loss: 0.0008 - UP: 98.34% UR: 97.05% UF: 97.69% P: 98.30% R: 97.00% F: 97.65%
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+ 2023-04-22 23:14:12 INFO dev: loss: nan - UP: 63.70% UR: 52.44% UF: 57.53% P: 59.88% R: 49.29% F: 54.07%
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+ 2023-04-22 23:14:13 INFO test: loss: 0.2074 - UP: 73.48% UR: 58.89% UF: 65.38% P: 70.66% R: 56.63% F: 62.87%
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+ 2023-04-22 23:14:13 INFO 0:00:13.220281s elapsed
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+ 2023-04-22 23:14:13 INFO Epoch 113 / 5000:
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+ 2023-04-22 23:14:22 INFO lr: 4.8870e-05 - loss: nan - UP: 98.60% UR: 97.67% UF: 98.13% P: 98.54% R: 97.61% F: 98.07%
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+ 2023-04-22 23:14:24 INFO test: loss: 0.2111 - UP: 75.34% UR: 57.92% UF: 65.49% P: 72.67% R: 55.87% F: 63.17%
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+ 2023-04-22 23:14:24 INFO 0:00:10.568040s elapsed
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+ 2023-04-22 23:14:24 INFO Epoch 114 / 5000:
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+ 2023-04-22 23:14:33 INFO lr: 4.8860e-05 - loss: 0.0001 - UP: 98.64% UR: 97.42% UF: 98.02% P: 98.63% R: 97.40% F: 98.01%
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+ 2023-04-22 23:14:33 INFO dev: loss: nan - UP: 65.97% UR: 54.57% UF: 59.73% P: 63.02% R: 52.13% F: 57.06%
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+ 2023-04-22 23:14:34 INFO test: loss: 0.2142 - UP: 73.44% UR: 59.01% UF: 65.44% P: 70.44% R: 56.60% F: 62.76%
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+ 2023-04-22 23:14:54 INFO 0:00:10.367198s elapsed (saved)
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+ 2023-04-22 23:14:54 INFO Epoch 115 / 5000:
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+ 2023-04-22 23:15:03 INFO lr: 4.8850e-05 - loss: 0.0023 - UP: 98.19% UR: 97.95% UF: 98.07% P: 98.11% R: 97.86% F: 97.98%
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+ 2023-04-22 23:15:04 INFO dev: loss: nan - UP: 62.86% UR: 55.39% UF: 58.89% P: 58.94% R: 51.93% F: 55.21%
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+ 2023-04-22 23:15:06 INFO test: loss: 0.2136 - UP: 71.12% UR: 58.71% UF: 64.32% P: 67.79% R: 55.96% F: 61.31%
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+ 2023-04-22 23:15:06 INFO 0:00:11.689500s elapsed
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+ 2023-04-22 23:15:06 INFO Epoch 116 / 5000:
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+ 2023-04-22 23:15:16 INFO lr: 4.8840e-05 - loss: 0.0145 - UP: 93.10% UR: 88.77% UF: 90.88% P: 93.02% R: 88.70% F: 90.81%
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+ 2023-04-22 23:15:18 INFO dev: loss: nan - UP: 59.12% UR: 50.41% UF: 54.42% P: 56.62% R: 48.27% F: 52.11%
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+ 2023-04-22 23:15:19 INFO test: loss: 0.2388 - UP: 67.45% UR: 57.23% UF: 61.92% P: 63.75% R: 54.09% F: 58.52%
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+ 2023-04-22 23:15:19 INFO 0:00:13.715802s elapsed
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+ 2023-04-22 23:15:19 INFO Epoch 117 / 5000:
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+ 2023-04-22 23:15:30 INFO lr: 4.8830e-05 - loss: 0.0049 - UP: 93.43% UR: 92.75% UF: 93.09% P: 93.31% R: 92.64% F: 92.97%
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+ 2023-04-22 23:15:31 INFO dev: loss: nan - UP: 66.20% UR: 48.37% UF: 55.90% P: 63.14% R: 46.14% F: 53.32%
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+ 2023-04-22 23:15:33 INFO test: loss: 0.1588 - UP: 72.37% UR: 56.20% UF: 63.27% P: 69.53% R: 54.00% F: 60.79%
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+ 2023-04-22 23:15:33 INFO 0:00:13.865732s elapsed
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+ 2023-04-22 23:15:33 INFO Epoch 118 / 5000:
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+ 2023-04-22 23:15:42 INFO lr: 4.8820e-05 - loss: 0.0048 - UP: 95.50% UR: 84.86% UF: 89.86% P: 95.27% R: 84.65% F: 89.65%
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+ 2023-04-22 23:15:43 INFO dev: loss: nan - UP: 50.53% UR: 58.03% UF: 54.02% P: 46.73% R: 53.66% F: 49.95%
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+ 2023-04-22 23:15:44 INFO test: loss: 0.1809 - UP: 58.15% UR: 66.25% UF: 61.94% P: 54.38% R: 61.97% F: 57.93%
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+ 2023-04-22 23:15:44 INFO 0:00:10.615658s elapsed
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+ 2023-04-22 23:15:44 INFO Epoch 119 / 5000:
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+ 2023-04-22 23:15:52 INFO lr: 4.8810e-05 - loss: 0.0014 - UP: 92.06% UR: 88.83% UF: 90.42% P: 91.73% R: 88.50% F: 90.09%
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+ 2023-04-22 23:15:53 INFO dev: loss: nan - UP: 68.62% UR: 48.68% UF: 56.96% P: 64.33% R: 45.63% F: 53.39%
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+ 2023-04-22 23:15:54 INFO test: loss: 0.2074 - UP: 73.57% UR: 53.52% UF: 61.96% P: 70.91% R: 51.58% F: 59.72%
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+ 2023-04-22 23:15:54 INFO 0:00:10.221682s elapsed
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+ 2023-04-22 23:15:54 INFO Epoch 120 / 5000:
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+ 2023-04-22 23:16:03 INFO lr: 4.8800e-05 - loss: 0.0011 - UP: 95.47% UR: 93.68% UF: 94.57% P: 95.35% R: 93.57% F: 94.45%
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+ 2023-04-22 23:16:03 INFO dev: loss: nan - UP: 63.22% UR: 52.24% UF: 57.21% P: 59.66% R: 49.29% F: 53.98%
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+ 2023-04-22 23:16:04 INFO test: loss: 0.2092 - UP: 69.22% UR: 60.22% UF: 64.41% P: 66.07% R: 57.47% F: 61.47%
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+ 2023-04-22 23:16:04 INFO 0:00:10.387342s elapsed
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+ 2023-04-22 23:16:13 INFO lr: 4.8790e-05 - loss: 0.0009 - UP: 97.05% UR: 94.35% UF: 95.68% P: 96.95% R: 94.24% F: 95.58%
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+ 2023-04-22 23:16:15 INFO test: loss: 0.1870 - UP: 71.27% UR: 58.26% UF: 64.11% P: 68.28% R: 55.81% F: 61.42%
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+ 2023-04-22 23:16:15 INFO 0:00:10.676067s elapsed
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+ 2023-04-22 23:16:24 INFO lr: 4.8780e-05 - loss: 0.0019 - UP: 94.82% UR: 91.94% UF: 93.36% P: 93.18% R: 90.35% F: 91.74%
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+ 2023-04-22 23:16:25 INFO test: loss: 0.1899 - UP: 74.22% UR: 52.82% UF: 61.72% P: 69.21% R: 49.26% F: 57.56%
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+ 2023-04-22 23:16:34 INFO lr: 4.8770e-05 - loss: 0.0042 - UP: 94.99% UR: 91.19% UF: 93.05% P: 94.65% R: 90.86% F: 92.72%
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+ 2023-04-22 23:16:36 INFO test: loss: 0.1667 - UP: 73.57% UR: 55.54% UF: 63.30% P: 70.45% R: 53.18% F: 60.61%
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+ 2023-04-22 23:16:44 INFO lr: 4.8760e-05 - loss: 0.0023 - UP: 96.61% UR: 93.48% UF: 95.02% P: 96.34% R: 93.21% F: 94.75%
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+ 2023-04-22 23:16:46 INFO test: loss: 0.1656 - UP: 71.12% UR: 59.46% UF: 64.77% P: 67.11% R: 56.11% F: 61.12%
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+ 2023-04-22 23:16:46 INFO Epoch 125 / 5000:
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+ 2023-04-22 23:16:55 INFO lr: 4.8750e-05 - loss: 0.0110 - UP: 97.84% UR: 93.39% UF: 95.56% P: 97.76% R: 93.31% F: 95.48%
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+ 2023-04-22 23:16:56 INFO dev: loss: nan - UP: 69.26% UR: 36.18% UF: 47.53% P: 65.37% R: 34.15% F: 44.86%
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+ 2023-04-22 23:16:57 INFO test: loss: 0.2179 - UP: 76.51% UR: 39.12% UF: 51.77% P: 72.67% R: 37.16% F: 49.17%
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+ 2023-04-22 23:16:57 INFO 0:00:10.733972s elapsed
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+ 2023-04-22 23:17:06 INFO lr: 4.8740e-05 - loss: 0.0015 - UP: 94.80% UR: 92.34% UF: 93.56% P: 94.73% R: 92.27% F: 93.48%
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+ 2023-04-22 23:17:26 INFO lr: 4.8720e-05 - loss: 0.0021 - UP: 97.32% UR: 95.50% UF: 96.40% P: 97.26% R: 95.44% F: 96.34%
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+ 2023-04-22 23:17:48 INFO lr: 4.8700e-05 - loss: 0.0008 - UP: 98.38% UR: 96.92% UF: 97.64% P: 98.37% R: 96.90% F: 97.63%
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+ 2023-04-22 23:18:18 INFO lr: 4.8690e-05 - loss: 0.0001 - UP: 98.25% UR: 97.95% UF: 98.10% P: 98.22% R: 97.92% F: 98.07%
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+ 2023-04-22 23:18:56 INFO lr: 4.8660e-05 - loss: 0.0026 - UP: 98.45% UR: 97.46% UF: 97.95% P: 98.43% R: 97.45% F: 97.94%
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+ 2023-04-22 23:19:07 INFO lr: 4.8650e-05 - loss: nan - UP: 98.64% UR: 98.30% UF: 98.47% P: 98.64% R: 98.30% F: 98.47%
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+ 2023-04-22 23:19:17 INFO lr: 4.8640e-05 - loss: 0.0003 - UP: 98.81% UR: 98.32% UF: 98.56% P: 98.72% R: 98.23% F: 98.48%
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+ 2023-04-22 23:19:19 INFO test: loss: 0.2116 - UP: 72.42% UR: 60.16% UF: 65.72% P: 69.04% R: 57.35% F: 62.65%
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+ 2023-04-22 23:19:28 INFO lr: 4.8630e-05 - loss: 0.0012 - UP: 98.86% UR: 98.39% UF: 98.62% P: 98.81% R: 98.35% F: 98.58%
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+ 2023-04-22 23:19:38 INFO lr: 4.8620e-05 - loss: 0.0002 - UP: 98.73% UR: 98.42% UF: 98.57% P: 98.64% R: 98.33% F: 98.48%
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+ 2023-04-22 23:19:40 INFO test: loss: 0.2284 - UP: 73.70% UR: 58.10% UF: 64.98% P: 70.25% R: 55.39% F: 61.94%
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+ 2023-04-22 23:19:49 INFO lr: 4.8610e-05 - loss: nan - UP: 98.96% UR: 98.61% UF: 98.79% P: 98.92% R: 98.57% F: 98.74%
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+ 2023-04-22 23:19:50 INFO Epoch 140 / 5000:
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+ 2023-04-22 23:19:59 INFO lr: 4.8600e-05 - loss: 0.0001 - UP: 99.17% UR: 98.78% UF: 98.97% P: 99.14% R: 98.75% F: 98.94%
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+ 2023-04-22 23:20:01 INFO test: loss: 0.2160 - UP: 73.04% UR: 59.76% UF: 65.74% P: 69.90% R: 57.20% F: 62.92%
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+ 2023-04-22 23:20:01 INFO 0:00:10.409587s elapsed
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+ 2023-04-22 23:20:01 INFO Epoch 141 / 5000:
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+ 2023-04-22 23:20:09 INFO lr: 4.8590e-05 - loss: 0.0008 - UP: 99.02% UR: 98.72% UF: 98.87% P: 98.96% R: 98.66% F: 98.81%
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+ 2023-04-22 23:20:10 INFO dev: loss: nan - UP: 67.19% UR: 52.44% UF: 58.90% P: 62.63% R: 48.88% F: 54.91%
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+ 2023-04-22 23:20:11 INFO test: loss: 0.2263 - UP: 74.67% UR: 58.83% UF: 65.81% P: 71.80% R: 56.57% F: 63.28%
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+ 2023-04-22 23:20:11 INFO 0:00:10.596247s elapsed
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+ 2023-04-22 23:20:11 INFO Epoch 142 / 5000:
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+ 2023-04-22 23:20:20 INFO lr: 4.8580e-05 - loss: 0.0004 - UP: 99.35% UR: 98.63% UF: 98.99% P: 99.27% R: 98.55% F: 98.91%
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+ 2023-04-22 23:20:21 INFO dev: loss: nan - UP: 67.69% UR: 53.86% UF: 59.99% P: 63.60% R: 50.61% F: 56.37%
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+ 2023-04-22 23:20:22 INFO test: loss: 0.2240 - UP: 73.96% UR: 59.25% UF: 65.80% P: 70.72% R: 56.66% F: 62.91%
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+ 2023-04-22 23:20:22 INFO 0:00:10.328030s elapsed
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+ 2023-04-22 23:20:22 INFO Epoch 143 / 5000:
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+ 2023-04-22 23:20:30 INFO lr: 4.8570e-05 - loss: 0.0006 - UP: 99.04% UR: 99.00% UF: 99.02% P: 99.03% R: 98.98% F: 99.00%
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+ 2023-04-22 23:20:31 INFO dev: loss: nan - UP: 67.00% UR: 54.07% UF: 59.84% P: 62.97% R: 50.81% F: 56.24%
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+ 2023-04-22 23:20:32 INFO test: loss: 0.2227 - UP: 74.03% UR: 59.61% UF: 66.04% P: 70.76% R: 56.99% F: 63.13%
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+ 2023-04-22 23:20:32 INFO 0:00:10.435925s elapsed
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+ 2023-04-22 23:20:32 INFO Epoch 144 / 5000:
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+ 2023-04-22 23:20:41 INFO lr: 4.8560e-05 - loss: 0.0001 - UP: 99.33% UR: 98.95% UF: 99.14% P: 99.30% R: 98.92% F: 99.11%
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+ 2023-04-22 23:20:42 INFO dev: loss: nan - UP: 67.26% UR: 53.46% UF: 59.57% P: 62.92% R: 50.00% F: 55.72%
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+ 2023-04-22 23:20:43 INFO test: loss: 0.2283 - UP: 74.48% UR: 59.19% UF: 65.96% P: 71.48% R: 56.81% F: 63.30%
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+ 2023-04-22 23:20:43 INFO 0:00:10.782270s elapsed
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+ 2023-04-22 23:20:43 INFO Epoch 145 / 5000:
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+ 2023-04-22 23:20:52 INFO lr: 4.8550e-05 - loss: 0.0005 - UP: 99.24% UR: 98.86% UF: 99.05% P: 99.20% R: 98.82% F: 99.01%
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+ 2023-04-22 23:20:52 INFO dev: loss: nan - UP: 68.84% UR: 52.54% UF: 59.60% P: 64.18% R: 48.98% F: 55.56%
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+ 2023-04-22 23:20:53 INFO test: loss: 0.2343 - UP: 74.93% UR: 58.10% UF: 65.45% P: 72.05% R: 55.87% F: 62.94%
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+ 2023-04-22 23:20:53 INFO 0:00:10.329055s elapsed
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+ 2023-04-22 23:21:02 INFO lr: 4.8540e-05 - loss: 0.0013 - UP: 99.25% UR: 99.07% UF: 99.16% P: 99.22% R: 99.04% F: 99.13%
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+ 2023-04-22 23:21:03 INFO dev: loss: nan - UP: 67.72% UR: 56.50% UF: 61.61% P: 63.46% R: 52.95% F: 57.73%
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+ 2023-04-22 23:21:04 INFO test: loss: 0.2334 - UP: 72.95% UR: 59.67% UF: 65.65% P: 69.56% R: 56.90% F: 62.59%
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+ 2023-04-22 23:21:04 INFO 0:00:10.425623s elapsed
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+ 2023-04-22 23:21:12 INFO lr: 4.8530e-05 - loss: 0.0007 - UP: 99.17% UR: 98.63% UF: 98.90% P: 99.12% R: 98.58% F: 98.85%
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+ 2023-04-22 23:21:13 INFO dev: loss: nan - UP: 67.11% UR: 51.42% UF: 58.23% P: 63.26% R: 48.48% F: 54.89%
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+ 2023-04-22 23:21:14 INFO test: loss: 0.2277 - UP: 75.27% UR: 57.77% UF: 65.37% P: 71.96% R: 55.24% F: 62.50%
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+ 2023-04-22 23:21:14 INFO 0:00:10.497516s elapsed
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+ 2023-04-22 23:21:14 INFO Epoch 148 / 5000:
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+ 2023-04-22 23:21:23 INFO lr: 4.8520e-05 - loss: 0.0015 - UP: 99.35% UR: 98.82% UF: 99.08% P: 99.33% R: 98.80% F: 99.07%
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+ 2023-04-22 23:21:24 INFO dev: loss: nan - UP: 63.80% UR: 57.32% UF: 60.39% P: 59.39% R: 53.35% F: 56.21%
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+ 2023-04-22 23:21:25 INFO test: loss: 0.2216 - UP: 71.21% UR: 61.36% UF: 65.92% P: 67.71% R: 58.35% F: 62.68%
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+ 2023-04-22 23:21:25 INFO 0:00:10.701377s elapsed
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+ 2023-04-22 23:21:25 INFO Epoch 149 / 5000:
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+ 2023-04-22 23:21:33 INFO lr: 4.8510e-05 - loss: 0.0001 - UP: 99.19% UR: 99.03% UF: 99.11% P: 99.11% R: 98.95% F: 99.03%
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+ 2023-04-22 23:21:34 INFO dev: loss: nan - UP: 65.78% UR: 55.28% UF: 60.08% P: 61.31% R: 51.52% F: 55.99%
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+ 2023-04-22 23:21:35 INFO test: loss: 0.2249 - UP: 73.20% UR: 60.01% UF: 65.95% P: 69.70% R: 57.14% F: 62.80%
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+ 2023-04-22 23:21:35 INFO 0:00:10.333338s elapsed
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+ 2023-04-22 23:21:35 INFO Epoch 150 / 5000:
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+ 2023-04-22 23:21:44 INFO lr: 4.8500e-05 - loss: nan - UP: 99.44% UR: 99.01% UF: 99.22% P: 99.38% R: 98.95% F: 99.16%
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+ 2023-04-22 23:21:45 INFO dev: loss: nan - UP: 67.56% UR: 53.76% UF: 59.88% P: 63.47% R: 50.51% F: 56.25%
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+ 2023-04-22 23:21:46 INFO test: loss: 0.2277 - UP: 74.06% UR: 58.86% UF: 65.59% P: 70.83% R: 56.29% F: 62.73%
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+ 2023-04-22 23:21:46 INFO 0:00:10.435929s elapsed
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+ 2023-04-22 23:21:46 INFO Epoch 151 / 5000:
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+ 2023-04-22 23:21:54 INFO lr: 4.8490e-05 - loss: 0.0002 - UP: 99.16% UR: 98.95% UF: 99.05% P: 99.13% R: 98.92% F: 99.02%
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+ 2023-04-22 23:21:55 INFO dev: loss: nan - UP: 66.42% UR: 53.86% UF: 59.48% P: 62.41% R: 50.61% F: 55.89%
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+ 2023-04-22 23:21:56 INFO test: loss: 0.2286 - UP: 73.14% UR: 59.43% UF: 65.58% P: 69.73% R: 56.66% F: 62.51%
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+ 2023-04-22 23:21:56 INFO 0:00:10.776238s elapsed
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+ 2023-04-22 23:22:05 INFO lr: 4.8480e-05 - loss: 0.0003 - UP: 99.42% UR: 99.20% UF: 99.31% P: 99.39% R: 99.17% F: 99.28%
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+ 2023-04-22 23:22:06 INFO dev: loss: nan - UP: 65.93% UR: 54.47% UF: 59.65% P: 61.99% R: 51.22% F: 56.09%
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+ 2023-04-22 23:22:07 INFO test: loss: 0.2260 - UP: 72.77% UR: 59.76% UF: 65.63% P: 69.31% R: 56.93% F: 62.51%
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+ 2023-04-22 23:22:16 INFO lr: 4.8470e-05 - loss: 0.0005 - UP: 99.28% UR: 99.07% UF: 99.17% P: 99.19% R: 98.98% F: 99.08%
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+ 2023-04-22 23:22:16 INFO dev: loss: nan - UP: 67.50% UR: 54.88% UF: 60.54% P: 63.62% R: 51.73% F: 57.06%
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+ 2023-04-22 23:22:17 INFO test: loss: 0.2315 - UP: 73.19% UR: 59.16% UF: 65.43% P: 69.83% R: 56.44% F: 62.43%
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+ 2023-04-22 23:22:17 INFO 0:00:10.414748s elapsed
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+ 2023-04-22 23:22:26 INFO lr: 4.8460e-05 - loss: 0.0003 - UP: 99.31% UR: 99.16% UF: 99.23% P: 99.28% R: 99.13% F: 99.20%
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+ 2023-04-22 23:22:27 INFO dev: loss: nan - UP: 68.92% UR: 54.98% UF: 61.16% P: 64.71% R: 51.63% F: 57.43%
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+ 2023-04-22 23:22:28 INFO test: loss: 0.2330 - UP: 73.82% UR: 58.98% UF: 65.57% P: 70.53% R: 56.35% F: 62.65%
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+ 2023-04-22 23:22:28 INFO 0:00:10.462427s elapsed
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+ 2023-04-22 23:22:36 INFO lr: 4.8450e-05 - loss: 0.0001 - UP: 99.39% UR: 99.31% UF: 99.35% P: 99.32% R: 99.23% F: 99.28%
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+ 2023-04-22 23:22:38 INFO test: loss: 0.2427 - UP: 74.47% UR: 58.56% UF: 65.56% P: 71.17% R: 55.96% F: 62.66%
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+ 2023-04-22 23:22:38 INFO 0:00:10.764845s elapsed
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+ 2023-04-22 23:22:47 INFO lr: 4.8440e-05 - loss: 0.0004 - UP: 99.47% UR: 99.23% UF: 99.35% P: 99.42% R: 99.19% F: 99.31%
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+ 2023-04-22 23:22:49 INFO test: loss: 0.2431 - UP: 73.23% UR: 59.19% UF: 65.46% P: 69.98% R: 56.57% F: 62.56%
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+ 2023-04-22 23:22:57 INFO lr: 4.8430e-05 - loss: 0.0024 - UP: 99.11% UR: 99.00% UF: 99.05% P: 99.10% R: 98.98% F: 99.04%
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+ 2023-04-22 23:22:58 INFO dev: loss: nan - UP: 68.24% UR: 55.69% UF: 61.33% P: 64.01% R: 52.24% F: 57.53%
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+ 2023-04-22 23:22:59 INFO test: loss: 0.2431 - UP: 73.49% UR: 59.58% UF: 65.81% P: 70.25% R: 56.96% F: 62.91%
1009
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+ 2023-04-22 23:23:08 INFO lr: 4.8420e-05 - loss: 0.0039 - UP: 99.08% UR: 98.88% UF: 98.98% P: 98.96% R: 98.76% F: 98.86%
1013
+ 2023-04-22 23:23:09 INFO dev: loss: nan - UP: 65.98% UR: 55.18% UF: 60.10% P: 61.73% R: 51.63% F: 56.23%
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+ 2023-04-22 23:23:10 INFO test: loss: 0.2285 - UP: 71.72% UR: 59.64% UF: 65.13% P: 68.02% R: 56.57% F: 61.77%
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+ 2023-04-22 23:23:18 INFO lr: 4.8410e-05 - loss: 0.0076 - UP: 94.97% UR: 93.36% UF: 94.16% P: 93.33% R: 91.75% F: 92.54%
1019
+ 2023-04-22 23:23:19 INFO dev: loss: nan - UP: 64.43% UR: 49.70% UF: 56.11% P: 61.26% R: 47.26% F: 53.36%
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+ 2023-04-22 23:23:20 INFO test: loss: 0.1566 - UP: 69.32% UR: 53.94% UF: 60.67% P: 65.32% R: 50.83% F: 57.17%
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+ 2023-04-22 23:23:30 INFO dev: loss: nan - UP: 62.70% UR: 52.44% UF: 57.11% P: 58.81% R: 49.19% F: 53.57%
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+ 2023-04-22 23:23:31 INFO test: loss: 0.1420 - UP: 70.76% UR: 58.38% UF: 63.98% P: 66.15% R: 54.57% F: 59.81%
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+ 2023-04-22 23:23:31 INFO 0:00:10.433739s elapsed
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+
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+ 2023-04-22 23:24:28 INFO Epoch 130 saved
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+ 2023-04-22 23:24:28 INFO dev: UP: 65.41% UR: 58.03% UF: 61.50% P: 61.74% R: 54.78% F: 58.05%
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+ 2023-04-22 23:24:28 INFO test: UP: 71.95% UR: 61.33% UF: 66.22% P: 68.77% R: 58.62% F: 63.29%
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+ 2023-04-22 23:24:28 INFO 0:30:07.084292s elapsed, 0:00:11.294277s/epoch
models/opener_en/byLength_desc40/model_vi_opener_en_xlm_6 ADDED
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- 2023-04-22 21:50:27 INFO
2
  ---------------------+-------------------------------
3
  Param | Value
4
  ---------------------+-------------------------------
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35
  inference | mfvi
36
  ---------------------+-------------------------------
37
 
38
- 2023-04-22 21:50:28 INFO Building the fields
39
- 2023-04-22 21:50:32 INFO CoNLL(
40
  (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
41
  (labels): ChartField()
42
  )
43
- 2023-04-22 21:50:32 INFO Building the model
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ 2023-04-22 23:24:42 INFO
2
  ---------------------+-------------------------------
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  Param | Value
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  ---------------------+-------------------------------
 
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  inference | mfvi
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  ---------------------+-------------------------------
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38
+ 2023-04-22 23:24:42 INFO Building the fields
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+ 2023-04-22 23:24:47 INFO CoNLL(
40
  (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
41
  (labels): ChartField()
42
  )
43
+ 2023-04-22 23:24:47 INFO Building the model
44
+ 2023-04-22 23:25:27 INFO VISemanticDependencyModel(
45
+ (encoder): TransformerEmbedding(xlm-roberta-base, n_layers=4, n_out=768, stride=256, pooling=mean, pad_index=1, requires_grad=True)
46
+ (encoder_dropout): Dropout(p=0.33, inplace=False)
47
+ (edge_mlp_d): MLP(n_in=768, n_out=600, dropout=0.25)
48
+ (edge_mlp_h): MLP(n_in=768, n_out=600, dropout=0.25)
49
+ (label_mlp_d): MLP(n_in=768, n_out=600, dropout=0.33)
50
+ (label_mlp_h): MLP(n_in=768, n_out=600, dropout=0.33)
51
+ (edge_attn): Biaffine(n_in=600, bias_x=True, bias_y=True)
52
+ (label_attn): Biaffine(n_in=600, n_out=4, bias_x=True, bias_y=True)
53
+ (criterion): CrossEntropyLoss()
54
+ (pair_mlp_d): MLP(n_in=768, n_out=150, dropout=0.25)
55
+ (pair_mlp_h): MLP(n_in=768, n_out=150, dropout=0.25)
56
+ (pair_mlp_g): MLP(n_in=768, n_out=150, dropout=0.25)
57
+ (sib_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
58
+ (cop_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
59
+ (grd_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
60
+ (inference): SemanticDependencyMFVI(max_iter=3)
61
+ )
62
+
63
+ 2023-04-22 23:25:27 INFO Loading the data
64
+ 2023-04-22 23:25:28 INFO
65
+ train: Dataset(n_sentences=696, n_batches=32, n_buckets=32)
66
+ dev: Dataset(n_sentences=98, n_batches=32, n_buckets=32)
67
+ test: Dataset(n_sentences=499, n_batches=32, n_buckets=32)
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+
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+ 2023-04-22 23:25:34 INFO Epoch 1 / 5000:
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+ 2023-04-22 23:25:47 INFO lr: 4.9990e-05 - loss: 0.1630 - UP: 2.61% UR: 5.98% UF: 3.63% P: 1.35% R: 3.08% F: 1.87%
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+ 2023-04-22 23:25:48 INFO dev: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
72
+ 2023-04-22 23:25:49 INFO test: loss: nan - UP: 80.00% UR: 0.12% UF: 0.24% P: 60.00% R: 0.09% F: 0.18%
73
+ 2023-04-22 23:25:49 INFO 0:00:14.825629s elapsed
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+
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+ 2023-04-22 23:25:57 INFO lr: 4.9980e-05 - loss: 0.0843 - UP: 28.65% UR: 2.29% UF: 4.24% P: 26.80% R: 2.14% F: 3.96%
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+ 2023-04-22 23:25:58 INFO dev: loss: nan - UP: 100.00% UR: 0.71% UF: 1.41% P: 100.00% R: 0.71% F: 1.41%
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+ 2023-04-22 23:25:59 INFO test: loss: nan - UP: 98.61% UR: 2.14% UF: 4.19% P: 98.61% R: 2.14% F: 4.19%
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+ 2023-04-22 23:26:17 INFO 0:00:09.779568s elapsed (saved)
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+ 2023-04-22 23:26:17 INFO Epoch 3 / 5000:
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+ 2023-04-22 23:26:25 INFO lr: 4.9970e-05 - loss: 0.1128 - UP: 54.95% UR: 7.78% UF: 13.63% P: 53.39% R: 7.56% F: 13.24%
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+ 2023-04-22 23:26:26 INFO dev: loss: nan - UP: 79.81% UR: 8.43% UF: 15.26% P: 79.81% R: 8.43% F: 15.26%
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+ 2023-04-22 23:26:27 INFO test: loss: nan - UP: 80.81% UR: 10.81% UF: 19.06% P: 77.43% R: 10.35% F: 18.26%
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+ 2023-04-22 23:26:46 INFO 0:00:10.698648s elapsed (saved)
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+ 2023-04-22 23:26:55 INFO lr: 4.9960e-05 - loss: 0.0264 - UP: 56.23% UR: 8.66% UF: 15.01% P: 54.31% R: 8.37% F: 14.50%
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+ 2023-04-22 23:26:56 INFO dev: loss: nan - UP: 72.73% UR: 12.20% UF: 20.89% P: 69.70% R: 11.69% F: 20.02%
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+ 2023-04-22 23:26:57 INFO test: loss: nan - UP: 73.16% UR: 16.78% UF: 27.30% P: 69.08% R: 15.85% F: 25.78%
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+ 2023-04-22 23:27:15 INFO 0:00:11.029190s elapsed (saved)
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+ 2023-04-22 23:27:15 INFO Epoch 5 / 5000:
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+ 2023-04-22 23:27:24 INFO lr: 4.9950e-05 - loss: 0.0382 - UP: 58.55% UR: 12.49% UF: 20.58% P: 56.89% R: 12.13% F: 20.00%
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+ 2023-04-22 23:27:26 INFO dev: loss: nan - UP: 77.78% UR: 11.38% UF: 19.86% P: 77.08% R: 11.28% F: 19.68%
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+ 2023-04-22 23:27:27 INFO test: loss: nan - UP: 81.44% UR: 16.42% UF: 27.33% P: 78.44% R: 15.82% F: 26.33%
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+ 2023-04-22 23:27:27 INFO 0:00:12.094792s elapsed
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+
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+ 2023-04-22 23:27:27 INFO Epoch 6 / 5000:
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+ 2023-04-22 23:27:36 INFO lr: 4.9940e-05 - loss: 0.0239 - UP: 61.76% UR: 15.42% UF: 24.68% P: 60.52% R: 15.11% F: 24.19%
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+ 2023-04-22 23:27:37 INFO dev: loss: nan - UP: 82.24% UR: 8.94% UF: 16.13% P: 82.24% R: 8.94% F: 16.13%
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+ 2023-04-22 23:27:39 INFO test: loss: nan - UP: 85.99% UR: 14.64% UF: 25.02% P: 83.51% R: 14.22% F: 24.30%
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+ 2023-04-22 23:27:39 INFO 0:00:11.413727s elapsed
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+ 2023-04-22 23:27:49 INFO dev: loss: nan - UP: 69.51% UR: 15.75% UF: 25.68% P: 68.61% R: 15.55% F: 25.35%
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+ 2023-04-22 23:27:51 INFO test: loss: nan - UP: 75.65% UR: 23.72% UF: 36.12% P: 72.95% R: 22.88% F: 34.83%
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+ 2023-04-22 23:28:09 INFO 0:00:11.901857s elapsed (saved)
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+
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+ 2023-04-22 23:28:09 INFO Epoch 8 / 5000:
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+ 2023-04-22 23:28:18 INFO lr: 4.9920e-05 - loss: 0.0335 - UP: 68.98% UR: 22.26% UF: 33.65% P: 68.76% R: 22.18% F: 33.54%
113
+ 2023-04-22 23:28:19 INFO dev: loss: nan - UP: 71.24% UR: 16.36% UF: 26.61% P: 70.80% R: 16.26% F: 26.45%
114
+ 2023-04-22 23:28:20 INFO test: loss: nan - UP: 78.63% UR: 25.32% UF: 38.31% P: 76.94% R: 24.78% F: 37.49%
115
+ 2023-04-22 23:28:38 INFO 0:00:10.708161s elapsed (saved)
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+
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+ 2023-04-22 23:28:38 INFO Epoch 9 / 5000:
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+ 2023-04-22 23:28:46 INFO lr: 4.9910e-05 - loss: 0.0155 - UP: 69.16% UR: 27.83% UF: 39.69% P: 69.01% R: 27.77% F: 39.61%
119
+ 2023-04-22 23:28:47 INFO dev: loss: nan - UP: 62.15% UR: 24.70% UF: 35.35% P: 61.13% R: 24.29% F: 34.76%
120
+ 2023-04-22 23:28:49 INFO test: loss: nan - UP: 68.79% UR: 37.79% UF: 48.78% P: 66.54% R: 36.55% F: 47.18%
121
+ 2023-04-22 23:29:08 INFO 0:00:11.069218s elapsed (saved)
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+
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+ 2023-04-22 23:29:08 INFO Epoch 10 / 5000:
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+ 2023-04-22 23:29:17 INFO lr: 4.9900e-05 - loss: 0.0211 - UP: 68.00% UR: 29.60% UF: 41.25% P: 67.66% R: 29.46% F: 41.04%
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+ 2023-04-22 23:29:18 INFO dev: loss: nan - UP: 74.41% UR: 15.96% UF: 26.28% P: 74.41% R: 15.96% F: 26.28%
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+ 2023-04-22 23:29:19 INFO test: loss: nan - UP: 80.47% UR: 26.62% UF: 40.01% P: 78.65% R: 26.02% F: 39.10%
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+ 2023-04-22 23:29:19 INFO 0:00:11.119008s elapsed
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+ 2023-04-22 23:29:30 INFO dev: loss: nan - UP: 64.33% UR: 21.44% UF: 32.16% P: 64.02% R: 21.34% F: 32.01%
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+ 2023-04-22 23:29:31 INFO test: loss: nan - UP: 74.86% UR: 33.17% UF: 45.97% P: 72.68% R: 32.21% F: 44.64%
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+ 2023-04-22 23:29:31 INFO 0:00:11.635497s elapsed
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+ 2023-04-22 23:29:41 INFO lr: 4.9880e-05 - loss: 0.0284 - UP: 73.02% UR: 35.51% UF: 47.78% P: 72.72% R: 35.36% F: 47.58%
137
+ 2023-04-22 23:29:42 INFO dev: loss: nan - UP: 65.09% UR: 29.37% UF: 40.48% P: 64.86% R: 29.27% F: 40.34%
138
+ 2023-04-22 23:29:44 INFO test: loss: nan - UP: 70.14% UR: 40.84% UF: 51.62% P: 67.91% R: 39.54% F: 49.98%
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+ 2023-04-22 23:30:03 INFO 0:00:12.644667s elapsed (saved)
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+ 2023-04-22 23:30:11 INFO lr: 4.9870e-05 - loss: 0.0469 - UP: 74.50% UR: 39.23% UF: 51.39% P: 73.77% R: 38.84% F: 50.89%
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+ 2023-04-22 23:30:12 INFO dev: loss: nan - UP: 65.95% UR: 18.70% UF: 29.14% P: 64.52% R: 18.29% F: 28.50%
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+ 2023-04-22 23:30:14 INFO test: loss: nan - UP: 75.96% UR: 27.47% UF: 40.35% P: 73.29% R: 26.50% F: 38.93%
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+ 2023-04-22 23:30:14 INFO 0:00:10.872830s elapsed
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+ 2023-04-22 23:30:22 INFO lr: 4.9860e-05 - loss: 0.0306 - UP: 72.70% UR: 40.01% UF: 51.61% P: 71.49% R: 39.34% F: 50.76%
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+ 2023-04-22 23:30:23 INFO dev: loss: nan - UP: 61.03% UR: 28.96% UF: 39.28% P: 59.74% R: 28.35% F: 38.46%
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+ 2023-04-22 23:30:25 INFO test: loss: nan - UP: 67.70% UR: 42.08% UF: 51.90% P: 63.19% R: 39.27% F: 48.44%
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+ 2023-04-22 23:30:25 INFO 0:00:11.072142s elapsed
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+
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+ 2023-04-22 23:30:34 INFO lr: 4.9850e-05 - loss: 0.0300 - UP: 73.55% UR: 40.88% UF: 52.55% P: 72.09% R: 40.07% F: 51.51%
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+ 2023-04-22 23:30:35 INFO dev: loss: nan - UP: 60.74% UR: 33.33% UF: 43.04% P: 58.89% R: 32.32% F: 41.73%
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+ 2023-04-22 23:30:37 INFO test: loss: nan - UP: 67.91% UR: 44.58% UF: 53.83% P: 64.41% R: 42.29% F: 51.06%
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+ 2023-04-22 23:30:55 INFO 0:00:11.917311s elapsed (saved)
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+ 2023-04-22 23:31:04 INFO lr: 4.9840e-05 - loss: 0.0297 - UP: 77.76% UR: 45.82% UF: 57.67% P: 76.76% R: 45.23% F: 56.92%
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+ 2023-04-22 23:31:05 INFO dev: loss: nan - UP: 66.58% UR: 27.13% UF: 38.56% P: 66.58% R: 27.13% F: 38.56%
162
+ 2023-04-22 23:31:07 INFO test: loss: nan - UP: 72.80% UR: 40.39% UF: 51.95% P: 70.84% R: 39.30% F: 50.55%
163
+ 2023-04-22 23:31:07 INFO 0:00:12.352835s elapsed
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+
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+ 2023-04-22 23:31:07 INFO Epoch 17 / 5000:
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+ 2023-04-22 23:31:16 INFO lr: 4.9830e-05 - loss: 0.0173 - UP: 79.08% UR: 51.79% UF: 62.59% P: 78.97% R: 51.71% F: 62.50%
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+ 2023-04-22 23:31:18 INFO dev: loss: nan - UP: 62.50% UR: 33.03% UF: 43.22% P: 61.73% R: 32.62% F: 42.69%
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+ 2023-04-22 23:31:20 INFO test: loss: nan - UP: 72.46% UR: 44.94% UF: 55.48% P: 69.73% R: 43.25% F: 53.39%
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+ 2023-04-22 23:31:40 INFO 0:00:12.622092s elapsed (saved)
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+
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+ 2023-04-22 23:31:40 INFO Epoch 18 / 5000:
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+ 2023-04-22 23:31:48 INFO lr: 4.9820e-05 - loss: 0.0160 - UP: 81.15% UR: 55.42% UF: 65.86% P: 81.11% R: 55.39% F: 65.82%
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+ 2023-04-22 23:31:49 INFO dev: loss: nan - UP: 64.05% UR: 38.92% UF: 48.42% P: 62.04% R: 37.70% F: 46.90%
174
+ 2023-04-22 23:31:50 INFO test: loss: nan - UP: 70.68% UR: 48.32% UF: 57.40% P: 67.73% R: 46.30% F: 55.00%
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+ 2023-04-22 23:32:11 INFO 0:00:10.792426s elapsed (saved)
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+ 2023-04-22 23:32:19 INFO lr: 4.9810e-05 - loss: 0.0077 - UP: 81.88% UR: 60.48% UF: 69.57% P: 81.68% R: 60.33% F: 69.40%
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+ 2023-04-22 23:32:20 INFO dev: loss: nan - UP: 63.29% UR: 37.50% UF: 47.10% P: 61.58% R: 36.48% F: 45.82%
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+ 2023-04-22 23:32:22 INFO test: loss: nan - UP: 74.83% UR: 48.63% UF: 58.95% P: 71.67% R: 46.57% F: 56.46%
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+ 2023-04-22 23:32:22 INFO 0:00:10.821959s elapsed
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+ 2023-04-22 23:32:22 INFO Epoch 20 / 5000:
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+ 2023-04-22 23:32:31 INFO lr: 4.9800e-05 - loss: 0.0243 - UP: 84.17% UR: 61.85% UF: 71.31% P: 83.93% R: 61.67% F: 71.10%
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+ 2023-04-22 23:32:32 INFO dev: loss: nan - UP: 65.59% UR: 43.19% UF: 52.08% P: 64.04% R: 42.17% F: 50.86%
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+ 2023-04-22 23:32:34 INFO test: loss: nan - UP: 73.37% UR: 51.13% UF: 60.26% P: 70.38% R: 49.05% F: 57.81%
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+ 2023-04-22 23:32:52 INFO 0:00:12.277566s elapsed (saved)
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+ 2023-04-22 23:37:53 INFO dev: loss: nan - UP: 67.44% UR: 52.85% UF: 59.26% P: 64.85% R: 50.81% F: 56.98%
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+ 2023-04-22 23:38:15 INFO 0:00:12.645491s elapsed (saved)
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+ 2023-04-22 23:38:23 INFO lr: 4.9630e-05 - loss: 0.0013 - UP: 95.15% UR: 90.84% UF: 92.94% P: 95.04% R: 90.73% F: 92.84%
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+ 2023-04-22 23:38:24 INFO dev: loss: nan - UP: 65.45% UR: 54.47% UF: 59.46% P: 63.37% R: 52.74% F: 57.57%
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+ 2023-04-22 23:38:25 INFO test: loss: nan - UP: 72.84% UR: 60.16% UF: 65.90% P: 70.07% R: 57.86% F: 63.38%
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+ 2023-04-22 23:38:53 INFO lr: 4.9620e-05 - loss: 0.0027 - UP: 94.92% UR: 91.78% UF: 93.32% P: 94.86% R: 91.72% F: 93.26%
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+ 2023-04-22 23:39:36 INFO test: loss: nan - UP: 76.30% UR: 56.96% UF: 65.23% P: 73.27% R: 54.69% F: 62.63%
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+ 2023-04-22 23:39:47 INFO dev: loss: nan - UP: 66.09% UR: 54.27% UF: 59.60% P: 63.24% R: 51.93% F: 57.03%
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+ 2023-04-22 23:39:49 INFO test: loss: nan - UP: 72.67% UR: 60.85% UF: 66.24% P: 68.89% R: 57.68% F: 62.79%
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+ 2023-04-22 23:40:01 INFO test: loss: nan - UP: 68.00% UR: 63.63% UF: 65.74% P: 64.19% R: 60.07% F: 62.06%
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+ 2023-04-22 23:40:12 INFO test: loss: nan - UP: 75.93% UR: 28.95% UF: 41.91% P: 69.04% R: 26.32% F: 38.11%
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+ 2023-04-22 23:40:22 INFO dev: loss: nan - UP: 62.27% UR: 48.48% UF: 54.51% P: 60.31% R: 46.95% F: 52.80%
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+ 2023-04-22 23:40:23 INFO test: loss: nan - UP: 71.07% UR: 57.11% UF: 63.33% P: 66.42% R: 53.37% F: 59.18%
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+ 2023-04-22 23:40:33 INFO test: loss: nan - UP: 72.57% UR: 55.03% UF: 62.59% P: 68.51% R: 51.95% F: 59.09%
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+ 2023-04-22 23:40:42 INFO dev: loss: nan - UP: 66.97% UR: 51.52% UF: 58.24% P: 63.94% R: 49.19% F: 55.60%
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+ 2023-04-22 23:40:43 INFO test: loss: nan - UP: 74.73% UR: 58.47% UF: 65.61% P: 70.45% R: 55.12% F: 61.85%
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+ 2023-04-22 23:41:03 INFO test: loss: nan - UP: 74.46% UR: 56.41% UF: 64.19% P: 71.08% R: 53.85% F: 61.27%
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+ 2023-04-22 23:43:23 INFO test: loss: nan - UP: 73.23% UR: 62.09% UF: 67.20% P: 69.70% R: 59.10% F: 63.97%
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+ 2023-04-22 23:43:41 INFO 0:00:10.743182s elapsed (saved)
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+ 2023-04-22 23:43:50 INFO lr: 4.9400e-05 - loss: 0.0010 - UP: 97.92% UR: 97.43% UF: 97.68% P: 97.86% R: 97.37% F: 97.62%
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+ 2023-04-22 23:43:53 INFO test: loss: nan - UP: 76.43% UR: 58.23% UF: 66.10% P: 73.30% R: 55.84% F: 63.39%
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+ 2023-04-22 23:44:02 INFO lr: 4.9390e-05 - loss: 0.0022 - UP: 98.25% UR: 97.15% UF: 97.70% P: 98.21% R: 97.11% F: 97.66%
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+ 2023-04-22 23:44:04 INFO dev: loss: nan - UP: 68.77% UR: 53.05% UF: 59.90% P: 65.61% R: 50.61% F: 57.14%
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+ 2023-04-22 23:44:06 INFO test: loss: nan - UP: 75.50% UR: 59.70% UF: 66.68% P: 72.25% R: 57.14% F: 63.81%
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+ 2023-04-22 23:44:41 INFO test: loss: nan - UP: 74.72% UR: 61.64% UF: 67.55% P: 71.28% R: 58.80% F: 64.44%
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+ 2023-04-22 23:44:59 INFO 0:00:10.878210s elapsed (saved)
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+ 2023-04-22 23:45:23 INFO test: loss: nan - UP: 71.56% UR: 62.87% UF: 66.93% P: 68.05% R: 59.79% F: 63.66%
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+ 2023-04-22 23:45:36 INFO test: loss: nan - UP: 75.48% UR: 60.58% UF: 67.21% P: 72.21% R: 57.95% F: 64.30%
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+ 2023-04-22 23:45:55 INFO 0:00:13.316081s elapsed (saved)
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+ 2023-04-22 23:46:04 INFO lr: 4.9320e-05 - loss: 0.0002 - UP: 98.29% UR: 97.70% UF: 97.99% P: 98.23% R: 97.64% F: 97.94%
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+ 2023-04-22 23:46:06 INFO test: loss: nan - UP: 75.55% UR: 59.79% UF: 66.76% P: 71.93% R: 56.93% F: 63.56%
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+ 2023-04-22 23:46:06 INFO 0:00:11.058045s elapsed
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+ 2023-04-22 23:46:17 INFO dev: loss: nan - UP: 67.61% UR: 55.79% UF: 61.14% P: 64.90% R: 53.56% F: 58.69%
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+ 2023-04-22 23:46:19 INFO test: loss: nan - UP: 74.20% UR: 61.36% UF: 67.17% P: 70.66% R: 58.44% F: 63.97%
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+ 2023-04-22 23:46:19 INFO 0:00:12.502590s elapsed
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+ 2023-04-22 23:46:31 INFO dev: loss: nan - UP: 69.07% UR: 53.56% UF: 60.33% P: 66.97% R: 51.93% F: 58.50%
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+ 2023-04-22 23:46:32 INFO test: loss: nan - UP: 75.77% UR: 60.52% UF: 67.29% P: 72.26% R: 57.71% F: 64.17%
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+ 2023-04-22 23:46:32 INFO 0:00:13.402076s elapsed
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+ 2023-04-22 23:46:42 INFO dev: loss: nan - UP: 67.76% UR: 54.67% UF: 60.52% P: 64.74% R: 52.24% F: 57.82%
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+ 2023-04-22 23:46:43 INFO test: loss: nan - UP: 75.20% UR: 60.85% UF: 67.27% P: 71.50% R: 57.86% F: 63.96%
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+ 2023-04-22 23:46:52 INFO lr: 4.9280e-05 - loss: 0.0011 - UP: 98.60% UR: 97.56% UF: 98.08% P: 98.57% R: 97.54% F: 98.05%
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+ 2023-04-22 23:46:52 INFO dev: loss: nan - UP: 65.38% UR: 55.08% UF: 59.79% P: 62.73% R: 52.85% F: 57.36%
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+ 2023-04-22 23:46:53 INFO test: loss: nan - UP: 74.40% UR: 61.49% UF: 67.33% P: 70.64% R: 58.38% F: 63.92%
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+ 2023-04-22 23:46:53 INFO 0:00:10.277172s elapsed
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+ 2023-04-22 23:47:02 INFO lr: 4.9270e-05 - loss: 0.0006 - UP: 97.89% UR: 97.05% UF: 97.47% P: 97.81% R: 96.97% F: 97.39%
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+ 2023-04-22 23:47:03 INFO dev: loss: nan - UP: 66.67% UR: 55.28% UF: 60.44% P: 63.60% R: 52.74% F: 57.67%
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+ 2023-04-22 23:47:04 INFO test: loss: nan - UP: 74.15% UR: 62.24% UF: 67.67% P: 70.37% R: 59.07% F: 64.23%
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+ 2023-04-22 23:47:04 INFO 0:00:10.334521s elapsed
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+ 2023-04-22 23:47:12 INFO lr: 4.9260e-05 - loss: 0.0044 - UP: 92.90% UR: 88.62% UF: 90.71% P: 92.84% R: 88.56% F: 90.65%
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+ 2023-04-22 23:47:13 INFO dev: loss: nan - UP: 70.13% UR: 48.68% UF: 57.47% P: 66.18% R: 45.93% F: 54.23%
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+ 2023-04-22 23:47:14 INFO test: loss: nan - UP: 74.94% UR: 55.78% UF: 63.96% P: 71.29% R: 53.06% F: 60.84%
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+ 2023-04-22 23:47:14 INFO 0:00:10.692961s elapsed
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+ 2023-04-22 23:47:23 INFO lr: 4.9250e-05 - loss: 0.0105 - UP: 94.59% UR: 87.74% UF: 91.03% P: 94.49% R: 87.65% F: 90.94%
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+ 2023-04-22 23:47:24 INFO dev: loss: nan - UP: 65.39% UR: 48.58% UF: 55.74% P: 63.75% R: 47.36% F: 54.34%
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+ 2023-04-22 23:47:25 INFO test: loss: nan - UP: 72.79% UR: 54.90% UF: 62.59% P: 68.47% R: 51.65% F: 58.88%
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+ 2023-04-22 23:47:25 INFO 0:00:10.214737s elapsed
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+ 2023-04-22 23:47:33 INFO lr: 4.9240e-05 - loss: 0.0078 - UP: 95.26% UR: 92.28% UF: 93.75% P: 95.19% R: 92.21% F: 93.67%
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+ 2023-04-22 23:47:34 INFO dev: loss: nan - UP: 66.45% UR: 52.13% UF: 58.43% P: 63.99% R: 50.20% F: 56.26%
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+ 2023-04-22 23:47:35 INFO test: loss: nan - UP: 73.38% UR: 60.16% UF: 66.11% P: 69.29% R: 56.81% F: 62.43%
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+ 2023-04-22 23:47:35 INFO 0:00:10.375010s elapsed
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+ 2023-04-22 23:47:44 INFO lr: 4.9230e-05 - loss: 0.0124 - UP: 95.64% UR: 92.58% UF: 94.08% P: 95.61% R: 92.55% F: 94.05%
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+ 2023-04-22 23:47:44 INFO dev: loss: nan - UP: 66.75% UR: 52.44% UF: 58.74% P: 64.42% R: 50.61% F: 56.69%
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+ 2023-04-22 23:47:45 INFO test: loss: nan - UP: 72.00% UR: 60.55% UF: 65.78% P: 68.27% R: 57.41% F: 62.37%
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+ 2023-04-22 23:47:45 INFO 0:00:10.325370s elapsed
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+ 2023-04-22 23:47:54 INFO lr: 4.9220e-05 - loss: 0.0046 - UP: 96.70% UR: 94.23% UF: 95.45% P: 96.65% R: 94.19% F: 95.40%
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+ 2023-04-22 23:47:55 INFO dev: loss: nan - UP: 69.21% UR: 50.71% UF: 58.53% P: 66.99% R: 49.09% F: 56.66%
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+ 2023-04-22 23:47:56 INFO test: loss: nan - UP: 76.07% UR: 58.92% UF: 66.41% P: 72.53% R: 56.17% F: 63.31%
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+ 2023-04-22 23:47:56 INFO 0:00:10.553531s elapsed
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+ 2023-04-22 23:48:05 INFO lr: 4.9210e-05 - loss: 0.0039 - UP: 95.35% UR: 91.91% UF: 93.60% P: 95.28% R: 91.85% F: 93.54%
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+ 2023-04-22 23:48:05 INFO dev: loss: nan - UP: 66.76% UR: 50.61% UF: 57.57% P: 63.40% R: 48.07% F: 54.68%
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+ 2023-04-22 23:48:06 INFO test: loss: nan - UP: 74.56% UR: 58.65% UF: 65.65% P: 71.49% R: 56.23% F: 62.95%
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+ 2023-04-22 23:48:15 INFO lr: 4.9200e-05 - loss: 0.0013 - UP: 94.65% UR: 92.77% UF: 93.70% P: 94.56% R: 92.68% F: 93.61%
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+ 2023-04-22 23:48:17 INFO test: loss: nan - UP: 72.76% UR: 59.10% UF: 65.22% P: 69.16% R: 56.17% F: 61.99%
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+ 2023-04-22 23:48:27 INFO test: loss: nan - UP: 76.04% UR: 57.20% UF: 65.29% P: 72.43% R: 54.48% F: 62.19%
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+ 2023-04-22 23:48:38 INFO test: loss: nan - UP: 71.60% UR: 63.48% UF: 67.30% P: 67.76% R: 60.07% F: 63.68%
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+ 2023-04-22 23:48:48 INFO test: loss: nan - UP: 74.67% UR: 55.09% UF: 63.40% P: 70.54% R: 52.04% F: 59.89%
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+ 2023-04-22 23:48:58 INFO Epoch 85 / 5000:
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+ 2023-04-22 23:49:07 INFO lr: 4.9150e-05 - loss: 0.0112 - UP: 86.52% UR: 70.97% UF: 77.98% P: 85.35% R: 70.01% F: 76.93%
575
+ 2023-04-22 23:49:08 INFO dev: loss: nan - UP: 68.59% UR: 47.05% UF: 55.82% P: 65.04% R: 44.61% F: 52.92%
576
+ 2023-04-22 23:49:09 INFO test: loss: nan - UP: 71.11% UR: 54.54% UF: 61.74% P: 66.51% R: 51.01% F: 57.74%
577
+ 2023-04-22 23:49:09 INFO 0:00:10.587313s elapsed
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+ 2023-04-22 23:49:09 INFO Epoch 86 / 5000:
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+ 2023-04-22 23:49:18 INFO lr: 4.9140e-05 - loss: 0.0037 - UP: 91.37% UR: 83.77% UF: 87.40% P: 91.02% R: 83.44% F: 87.06%
581
+ 2023-04-22 23:49:18 INFO dev: loss: nan - UP: 65.96% UR: 53.56% UF: 59.11% P: 61.95% R: 50.30% F: 55.52%
582
+ 2023-04-22 23:49:19 INFO test: loss: nan - UP: 72.01% UR: 57.38% UF: 63.87% P: 66.17% R: 52.73% F: 58.69%
583
+ 2023-04-22 23:49:19 INFO 0:00:10.264392s elapsed
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+ 2023-04-22 23:49:19 INFO Epoch 87 / 5000:
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+ 2023-04-22 23:49:28 INFO lr: 4.9130e-05 - loss: 0.0088 - UP: 94.34% UR: 88.02% UF: 91.07% P: 94.19% R: 87.88% F: 90.93%
587
+ 2023-04-22 23:49:28 INFO dev: loss: nan - UP: 64.08% UR: 55.28% UF: 59.36% P: 59.01% R: 50.91% F: 54.66%
588
+ 2023-04-22 23:49:29 INFO test: loss: nan - UP: 68.80% UR: 61.70% UF: 65.05% P: 64.12% R: 57.50% F: 60.63%
589
+ 2023-04-22 23:49:29 INFO 0:00:10.322067s elapsed
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+ 2023-04-22 23:49:29 INFO Epoch 88 / 5000:
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+ 2023-04-22 23:49:38 INFO lr: 4.9120e-05 - loss: 0.0075 - UP: 95.46% UR: 92.69% UF: 94.06% P: 95.03% R: 92.28% F: 93.64%
593
+ 2023-04-22 23:49:39 INFO dev: loss: nan - UP: 64.99% UR: 57.93% UF: 61.26% P: 60.21% R: 53.66% F: 56.74%
594
+ 2023-04-22 23:49:40 INFO test: loss: nan - UP: 71.33% UR: 61.27% UF: 65.92% P: 66.90% R: 57.47% F: 61.83%
595
+ 2023-04-22 23:49:40 INFO 0:00:10.834138s elapsed
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+ 2023-04-22 23:49:40 INFO Epoch 89 / 5000:
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+ 2023-04-22 23:49:49 INFO lr: 4.9110e-05 - loss: 0.0039 - UP: 96.39% UR: 94.26% UF: 95.31% P: 96.21% R: 94.08% F: 95.14%
599
+ 2023-04-22 23:49:50 INFO dev: loss: nan - UP: 65.98% UR: 51.83% UF: 58.05% P: 62.61% R: 49.19% F: 55.09%
600
+ 2023-04-22 23:49:51 INFO test: loss: nan - UP: 73.65% UR: 60.82% UF: 66.62% P: 69.26% R: 57.20% F: 62.65%
601
+ 2023-04-22 23:49:51 INFO 0:00:10.293362s elapsed
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+ 2023-04-22 23:49:51 INFO Epoch 90 / 5000:
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+ 2023-04-22 23:49:59 INFO lr: 4.9100e-05 - loss: 0.0029 - UP: 97.68% UR: 95.48% UF: 96.57% P: 97.60% R: 95.41% F: 96.49%
605
+ 2023-04-22 23:50:00 INFO dev: loss: nan - UP: 64.56% UR: 54.98% UF: 59.39% P: 60.50% R: 51.52% F: 55.65%
606
+ 2023-04-22 23:50:01 INFO test: loss: nan - UP: 72.66% UR: 63.05% UF: 67.52% P: 68.14% R: 59.13% F: 63.32%
607
+ 2023-04-22 23:50:01 INFO 0:00:10.307165s elapsed
608
+
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+ 2023-04-22 23:50:01 INFO Epoch 91 / 5000:
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+ 2023-04-22 23:50:10 INFO lr: 4.9090e-05 - loss: 0.1183 - UP: 96.94% UR: 95.76% UF: 96.35% P: 96.82% R: 95.65% F: 96.23%
611
+ 2023-04-22 23:50:10 INFO dev: loss: nan - UP: 64.51% UR: 58.74% UF: 61.49% P: 60.49% R: 55.08% F: 57.66%
612
+ 2023-04-22 23:50:11 INFO test: loss: nan - UP: 70.55% UR: 62.75% UF: 66.42% P: 65.25% R: 58.04% F: 61.44%
613
+ 2023-04-22 23:50:11 INFO 0:00:10.305386s elapsed
614
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+ 2023-04-22 23:50:11 INFO Epoch 92 / 5000:
616
+ 2023-04-22 23:50:20 INFO lr: 4.9080e-05 - loss: 0.0171 - UP: 94.95% UR: 89.86% UF: 92.33% P: 94.32% R: 89.27% F: 91.73%
617
+ 2023-04-22 23:50:21 INFO dev: loss: nan - UP: 67.23% UR: 52.95% UF: 59.24% P: 62.32% R: 49.09% F: 54.92%
618
+ 2023-04-22 23:50:22 INFO test: loss: nan - UP: 74.61% UR: 58.01% UF: 65.27% P: 69.91% R: 54.36% F: 61.16%
619
+ 2023-04-22 23:50:22 INFO 0:00:10.554449s elapsed
620
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+ 2023-04-22 23:50:22 INFO Epoch 93 / 5000:
622
+ 2023-04-22 23:50:30 INFO lr: 4.9070e-05 - loss: 0.0027 - UP: 96.91% UR: 93.99% UF: 95.43% P: 96.70% R: 93.79% F: 95.22%
623
+ 2023-04-22 23:50:31 INFO dev: loss: nan - UP: 68.00% UR: 51.83% UF: 58.82% P: 64.53% R: 49.19% F: 55.82%
624
+ 2023-04-22 23:50:32 INFO test: loss: nan - UP: 74.14% UR: 59.61% UF: 66.09% P: 70.42% R: 56.63% F: 62.77%
625
+ 2023-04-22 23:50:32 INFO 0:00:10.232312s elapsed
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+ 2023-04-22 23:50:32 INFO Epoch 94 / 5000:
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+ 2023-04-22 23:50:41 INFO lr: 4.9060e-05 - loss: 0.0014 - UP: 91.84% UR: 90.05% UF: 90.94% P: 91.71% R: 89.92% F: 90.80%
629
+ 2023-04-22 23:50:41 INFO dev: loss: nan - UP: 72.23% UR: 36.48% UF: 48.48% P: 69.01% R: 34.86% F: 46.32%
630
+ 2023-04-22 23:50:42 INFO test: loss: nan - UP: 81.22% UR: 46.60% UF: 59.23% P: 77.33% R: 44.37% F: 56.39%
631
+ 2023-04-22 23:50:42 INFO 0:00:10.357682s elapsed
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+ 2023-04-22 23:50:42 INFO Epoch 95 / 5000:
634
+ 2023-04-22 23:50:51 INFO lr: 4.9050e-05 - loss: 0.0142 - UP: 82.19% UR: 80.48% UF: 81.32% P: 82.11% R: 80.40% F: 81.25%
635
+ 2023-04-22 23:50:52 INFO dev: loss: nan - UP: 64.22% UR: 47.05% UF: 54.31% P: 60.89% R: 44.61% F: 51.50%
636
+ 2023-04-22 23:50:53 INFO test: loss: nan - UP: 74.67% UR: 56.05% UF: 64.03% P: 71.13% R: 53.40% F: 61.00%
637
+ 2023-04-22 23:50:53 INFO 0:00:10.754620s elapsed
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+ 2023-04-22 23:50:53 INFO Epoch 96 / 5000:
640
+ 2023-04-22 23:51:02 INFO lr: 4.9040e-05 - loss: 0.0032 - UP: 94.56% UR: 89.27% UF: 91.84% P: 94.48% R: 89.20% F: 91.76%
641
+ 2023-04-22 23:51:02 INFO dev: loss: nan - UP: 64.55% UR: 52.74% UF: 58.05% P: 60.45% R: 49.39% F: 54.36%
642
+ 2023-04-22 23:51:03 INFO test: loss: nan - UP: 73.61% UR: 59.52% UF: 65.82% P: 69.58% R: 56.26% F: 62.22%
643
+ 2023-04-22 23:51:03 INFO 0:00:10.248255s elapsed
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+ 2023-04-22 23:51:03 INFO Epoch 97 / 5000:
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+ 2023-04-22 23:51:12 INFO lr: 4.9030e-05 - loss: 0.0021 - UP: 96.02% UR: 93.31% UF: 94.65% P: 95.95% R: 93.24% F: 94.57%
647
+ 2023-04-22 23:51:13 INFO dev: loss: nan - UP: 65.13% UR: 51.83% UF: 57.72% P: 60.92% R: 48.48% F: 53.99%
648
+ 2023-04-22 23:51:14 INFO test: loss: nan - UP: 74.13% UR: 60.28% UF: 66.49% P: 69.86% R: 56.81% F: 62.66%
649
+ 2023-04-22 23:51:14 INFO 0:00:10.322036s elapsed
650
+
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+ 2023-04-22 23:52:06 INFO Epoch 67 saved
652
+ 2023-04-22 23:52:06 INFO dev: UP: 68.49% UR: 56.10% UF: 61.68% P: 65.63% R: 53.76% F: 59.11%
653
+ 2023-04-22 23:52:06 INFO test: UP: 75.48% UR: 60.58% UF: 67.21% P: 72.21% R: 57.95% F: 64.30%
654
+ 2023-04-22 23:52:06 INFO 0:18:03.668695s elapsed, 0:00:11.171842s/epoch