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SemEval-2022-Task-10
structured-sentiment-analysis
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  1. .gitattributes +5 -0
  2. models/opener_en/byLength_desc80/model_vi_opener_en_infoxlm_6 +3 -0
  3. models/opener_en/byLength_desc80/model_vi_opener_en_infoxlm_6.train.log +534 -0
  4. models/opener_en/byLength_desc80/model_vi_opener_en_mbert_6 +3 -0
  5. models/opener_en/byLength_desc80/model_vi_opener_en_mbert_6.train.log +1068 -0
  6. models/opener_en/byLength_desc80/model_vi_opener_en_roberta_6 +3 -0
  7. models/opener_en/byLength_desc80/model_vi_opener_en_roberta_6.train.log +588 -0
  8. models/opener_en/byLength_desc80/model_vi_opener_en_twxlmsa_6 +3 -0
  9. models/opener_en/byLength_desc80/model_vi_opener_en_twxlmsa_6.train.log +510 -0
  10. models/opener_en/byLength_desc80/model_vi_opener_en_xlm_6 +3 -0
  11. models/opener_en/byLength_desc80/model_vi_opener_en_xlm_6.train.log +486 -0
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+ 2023-04-26 07:25:00 INFO
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+ ---------------------+-------------------------------
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+ Param | Value
4
+ ---------------------+-------------------------------
5
+ lr | 5e-05
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+ mu | 0.9
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+ nu | 0.999
8
+ eps | 1e-06
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+ weight_decay | 0.0
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+ lr_rate | 1
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+ patience | 30
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+ update-steps | 1
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+ warmup | 0.0
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+ update_steps | 1
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+ mode | train
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+ path | /content/gdrive/MyDrive/models/model_vi_opener_en_infoxlm_6
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+ device | 0
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+ seed | 1
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+ threads | 16
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+ local_rank | -1
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+ feat | None
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+ build | True
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+ checkpoint | False
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+ encoder | bert
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+ max_len | None
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+ buckets | 32
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+ train | /content/gdrive/MyDrive/sentiment_graphs/opener_en/head_final/sdp_byLength_desc/80/train.conllu
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+ dev | /content/gdrive/MyDrive/sentiment_graphs/opener_en/head_final/sdp_byLength_desc/80/dev.conllu
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+ test | /content/gdrive/MyDrive/sentiment_graphs/opener_en/head_final/sdp/test.conllu
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+ embed | data/glove.6B.100d.txt
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+ unk | unk
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+ n_embed | 100
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+ n_embed_proj | 125
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+ bert | microsoft/infoxlm-base
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+ inference | mfvi
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+ ---------------------+-------------------------------
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+
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+ 2023-04-26 07:25:00 INFO Building the fields
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+ 2023-04-26 07:25:08 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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+ 2023-04-26 07:25:08 INFO Building the model
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+ 2023-04-26 07:25:41 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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+ (edge_mlp_h): 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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+ (pair_mlp_g): MLP(n_in=768, n_out=150, dropout=0.25)
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+ (sib_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
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+ (cop_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
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+ (grd_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
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+ (inference): SemanticDependencyMFVI(max_iter=3)
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+ )
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+
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+ 2023-04-26 07:25:41 INFO Loading the data
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+ 2023-04-26 07:25:44 INFO
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+ train: Dataset(n_sentences=1394, n_batches=32, n_buckets=32)
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+ dev: Dataset(n_sentences=198, 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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+
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+ 2023-04-26 07:25:50 INFO Epoch 1 / 5000:
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+ 2023-04-26 07:26:06 INFO lr: 4.9990e-05 - loss: 0.1804 - UP: 2.09% UR: 11.56% UF: 3.54% P: 0.72% R: 3.97% F: 1.22%
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+ 2023-04-26 07:26:07 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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+ 2023-04-26 07:26:08 INFO test: loss: 0.1903 - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2023-04-26 07:26:08 INFO 0:00:18.490561s elapsed
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+
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+ 2023-04-26 07:26:08 INFO Epoch 2 / 5000:
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+ 2023-04-26 07:26:20 INFO lr: 4.9980e-05 - loss: 0.0927 - UP: 20.11% UR: 0.35% UF: 0.70% P: 15.64% R: 0.28% F: 0.54%
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+ 2023-04-26 07:26:21 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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+ 2023-04-26 07:26:22 INFO test: loss: 0.1676 - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2023-04-26 07:26:22 INFO 0:00:14.215177s elapsed
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+
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+ 2023-04-26 07:26:22 INFO Epoch 3 / 5000:
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+ 2023-04-26 07:26:35 INFO lr: 4.9970e-05 - loss: 0.1878 - UP: 65.96% UR: 3.68% UF: 6.97% P: 60.49% R: 3.37% F: 6.39%
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+ 2023-04-26 07:26:36 INFO dev: loss: nan - UP: 82.23% UR: 11.14% UF: 19.62% P: 78.17% R: 10.59% F: 18.66%
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+ 2023-04-26 07:26:37 INFO test: loss: 0.1277 - UP: 84.19% UR: 11.41% UF: 20.10% P: 79.73% R: 10.81% F: 19.03%
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+ 2023-04-26 07:26:55 INFO 0:00:14.493367s elapsed (saved)
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+
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+ 2023-04-26 07:26:55 INFO Epoch 4 / 5000:
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+ 2023-04-26 07:27:07 INFO lr: 4.9960e-05 - loss: 0.1388 - UP: 67.54% UR: 8.86% UF: 15.67% P: 64.32% R: 8.44% F: 14.92%
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+ 2023-04-26 07:27:08 INFO dev: loss: nan - UP: 79.45% UR: 13.82% UF: 23.55% P: 76.28% R: 13.27% F: 22.61%
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+ 2023-04-26 07:27:10 INFO test: loss: 0.1103 - UP: 81.05% UR: 15.36% UF: 25.83% P: 75.16% R: 14.25% F: 23.95%
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+ 2023-04-26 07:27:29 INFO 0:00:14.421954s elapsed (saved)
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+
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+ 2023-04-26 07:27:29 INFO Epoch 5 / 5000:
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+ 2023-04-26 07:27:41 INFO lr: 4.9950e-05 - loss: 0.1007 - UP: 65.59% UR: 12.37% UF: 20.82% P: 62.93% R: 11.87% F: 19.97%
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+ 2023-04-26 07:27:42 INFO dev: loss: nan - UP: 80.60% UR: 14.86% UF: 25.09% P: 78.36% R: 14.44% F: 24.39%
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+ 2023-04-26 07:27:43 INFO test: loss: 0.1088 - UP: 81.37% UR: 15.42% UF: 25.93% P: 77.07% R: 14.61% F: 24.56%
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+ 2023-04-26 07:28:02 INFO 0:00:14.507732s elapsed (saved)
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+
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+ 2023-04-26 07:28:02 INFO Epoch 6 / 5000:
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+ 2023-04-26 07:28:14 INFO lr: 4.9940e-05 - loss: 0.1783 - UP: 67.57% UR: 11.99% UF: 20.36% P: 65.41% R: 11.61% F: 19.71%
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+ 2023-04-26 07:28:15 INFO dev: loss: nan - UP: 56.74% UR: 30.12% UF: 39.35% P: 53.76% R: 28.54% F: 37.29%
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+ 2023-04-26 07:28:16 INFO test: loss: 0.1001 - UP: 59.92% UR: 33.35% UF: 42.85% P: 56.13% R: 31.24% F: 40.14%
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+ 2023-04-26 07:28:35 INFO 0:00:14.137355s elapsed (saved)
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+
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+ 2023-04-26 07:28:35 INFO Epoch 7 / 5000:
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+ 2023-04-26 07:28:47 INFO lr: 4.9930e-05 - loss: 0.0437 - UP: 65.41% UR: 15.90% UF: 25.59% P: 63.15% R: 15.35% F: 24.70%
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+ 2023-04-26 07:28:48 INFO dev: loss: nan - UP: 73.39% UR: 22.01% UF: 33.86% P: 68.58% R: 20.56% F: 31.64%
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+ 2023-04-26 07:28:49 INFO test: loss: 0.0947 - UP: 75.86% UR: 24.75% UF: 37.32% P: 70.95% R: 23.15% F: 34.91%
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+ 2023-04-26 07:28:49 INFO 0:00:14.300593s elapsed
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+
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+ 2023-04-26 07:28:49 INFO Epoch 8 / 5000:
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+ 2023-04-26 07:29:02 INFO lr: 4.9920e-05 - loss: 0.0846 - UP: 63.38% UR: 18.86% UF: 29.07% P: 60.87% R: 18.12% F: 27.92%
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+ 2023-04-26 07:29:03 INFO dev: loss: nan - UP: 69.10% UR: 29.99% UF: 41.82% P: 63.87% R: 27.72% F: 38.66%
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+ 2023-04-26 07:29:04 INFO test: loss: 0.0888 - UP: 71.01% UR: 31.06% UF: 43.22% P: 64.80% R: 28.34% F: 39.44%
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+ 2023-04-26 07:29:22 INFO 0:00:14.872120s elapsed (saved)
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+
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+ 2023-04-26 07:29:22 INFO Epoch 9 / 5000:
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+ 2023-04-26 07:29:34 INFO lr: 4.9910e-05 - loss: 0.1106 - UP: 63.40% UR: 21.21% UF: 31.79% P: 61.23% R: 20.49% F: 30.70%
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+ 2023-04-26 07:29:35 INFO dev: loss: nan - UP: 62.31% UR: 39.00% UF: 47.97% P: 60.00% R: 37.55% F: 46.19%
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+ 2023-04-26 07:29:36 INFO test: loss: 0.0820 - UP: 65.99% UR: 41.29% UF: 50.80% P: 63.53% R: 39.75% F: 48.90%
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+ 2023-04-26 07:29:54 INFO 0:00:13.954311s elapsed (saved)
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+
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+ 2023-04-26 07:29:54 INFO Epoch 10 / 5000:
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+ 2023-04-26 07:30:06 INFO lr: 4.9900e-05 - loss: 0.0247 - UP: 63.90% UR: 22.56% UF: 33.35% P: 62.53% R: 22.08% F: 32.64%
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+ 2023-04-26 07:30:07 INFO dev: loss: nan - UP: 56.99% UR: 39.82% UF: 46.88% P: 55.12% R: 38.51% F: 45.34%
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+ 2023-04-26 07:30:08 INFO test: loss: 0.0934 - UP: 61.34% UR: 42.71% UF: 50.36% P: 59.56% R: 41.47% F: 48.90%
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+ 2023-04-26 07:30:08 INFO 0:00:14.267838s elapsed
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+
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+ 2023-04-26 07:30:08 INFO Epoch 11 / 5000:
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+ 2023-04-26 07:30:21 INFO lr: 4.9890e-05 - loss: 0.0725 - UP: 62.10% UR: 23.24% UF: 33.82% P: 60.24% R: 22.54% F: 32.81%
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+ 2023-04-26 07:30:22 INFO dev: loss: nan - UP: 60.75% UR: 32.46% UF: 42.31% P: 59.07% R: 31.57% F: 41.15%
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+ 2023-04-26 07:30:23 INFO test: loss: 0.0869 - UP: 64.72% UR: 34.83% UF: 45.29% P: 62.37% R: 33.56% F: 43.64%
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+ 2023-04-26 07:30:23 INFO 0:00:14.804538s elapsed
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+
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+ 2023-04-26 07:30:23 INFO Epoch 12 / 5000:
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+ 2023-04-26 07:30:36 INFO lr: 4.9880e-05 - loss: 0.0301 - UP: 62.28% UR: 28.80% UF: 39.38% P: 59.90% R: 27.69% F: 37.88%
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+ 2023-04-26 07:30:37 INFO dev: loss: nan - UP: 73.92% UR: 29.44% UF: 42.11% P: 70.29% R: 27.99% F: 40.04%
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+ 2023-04-26 07:30:38 INFO test: loss: 0.0824 - UP: 76.52% UR: 32.57% UF: 45.69% P: 72.55% R: 30.88% F: 43.32%
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+ 2023-04-26 07:30:38 INFO 0:00:15.337091s elapsed
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+
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+ 2023-04-26 07:30:38 INFO Epoch 13 / 5000:
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+ 2023-04-26 07:30:51 INFO lr: 4.9870e-05 - loss: 0.0316 - UP: 68.82% UR: 29.22% UF: 41.02% P: 66.92% R: 28.41% F: 39.89%
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+ 2023-04-26 07:30:51 INFO dev: loss: nan - UP: 65.86% UR: 40.99% UF: 50.53% P: 63.76% R: 39.68% F: 48.92%
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+ 2023-04-26 07:30:53 INFO test: loss: 0.0781 - UP: 66.81% UR: 43.37% UF: 52.60% P: 63.97% R: 41.53% F: 50.37%
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+ 2023-04-26 07:31:11 INFO 0:00:14.121467s elapsed (saved)
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+
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+ 2023-04-26 07:31:11 INFO Epoch 14 / 5000:
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+ 2023-04-26 07:31:23 INFO lr: 4.9860e-05 - loss: 0.1036 - UP: 69.36% UR: 32.42% UF: 44.18% P: 67.32% R: 31.46% F: 42.88%
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+ 2023-04-26 07:31:24 INFO dev: loss: nan - UP: 59.73% UR: 44.98% UF: 51.31% P: 56.80% R: 42.78% F: 48.80%
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+ 2023-04-26 07:31:25 INFO test: loss: 0.0914 - UP: 63.25% UR: 47.75% UF: 54.42% P: 60.42% R: 45.61% F: 51.98%
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+ 2023-04-26 07:31:25 INFO 0:00:14.205817s elapsed
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+
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+ 2023-04-26 07:31:25 INFO Epoch 15 / 5000:
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+ 2023-04-26 07:31:38 INFO lr: 4.9850e-05 - loss: 0.0264 - UP: 71.05% UR: 34.68% UF: 46.61% P: 69.25% R: 33.80% F: 45.43%
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+ 2023-04-26 07:31:39 INFO dev: loss: nan - UP: 60.79% UR: 46.49% UF: 52.69% P: 58.72% R: 44.91% F: 50.90%
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+ 2023-04-26 07:31:40 INFO test: loss: 0.0798 - UP: 63.22% UR: 48.29% UF: 54.76% P: 60.89% R: 46.51% F: 52.74%
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+ 2023-04-26 07:31:58 INFO 0:00:14.589447s elapsed (saved)
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+
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+ 2023-04-26 07:31:58 INFO Epoch 16 / 5000:
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+ 2023-04-26 07:32:11 INFO lr: 4.9840e-05 - loss: 0.0198 - UP: 70.76% UR: 34.25% UF: 46.16% P: 69.57% R: 33.67% F: 45.38%
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+ 2023-04-26 07:32:12 INFO dev: loss: nan - UP: 62.74% UR: 45.74% UF: 52.90% P: 59.81% R: 43.60% F: 50.44%
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+ 2023-04-26 07:32:13 INFO test: loss: 0.0930 - UP: 63.69% UR: 47.18% UF: 54.20% P: 60.19% R: 44.58% F: 51.22%
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+ 2023-04-26 07:32:13 INFO 0:00:14.799629s elapsed
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+
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+ 2023-04-26 07:32:13 INFO Epoch 17 / 5000:
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+ 2023-04-26 07:32:25 INFO lr: 4.9830e-05 - loss: 0.0206 - UP: 71.90% UR: 36.32% UF: 48.26% P: 70.70% R: 35.71% F: 47.45%
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+ 2023-04-26 07:32:27 INFO dev: loss: nan - UP: 58.86% UR: 48.90% UF: 53.42% P: 56.54% R: 46.97% F: 51.31%
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+ 2023-04-26 07:32:28 INFO test: loss: 0.0865 - UP: 61.89% UR: 49.80% UF: 55.19% P: 59.34% R: 47.75% F: 52.92%
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+ 2023-04-26 07:32:46 INFO 0:00:15.051503s elapsed (saved)
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+
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+ 2023-04-26 07:32:46 INFO Epoch 18 / 5000:
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+ 2023-04-26 07:32:58 INFO lr: 4.9820e-05 - loss: 0.0886 - UP: 73.49% UR: 37.76% UF: 49.88% P: 72.36% R: 37.18% F: 49.12%
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+ 2023-04-26 07:32:59 INFO dev: loss: nan - UP: 54.42% UR: 53.78% UF: 54.10% P: 52.47% R: 51.86% F: 52.16%
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+ 2023-04-26 07:33:00 INFO test: loss: 0.0917 - UP: 57.95% UR: 54.87% UF: 56.37% P: 55.12% R: 52.19% F: 53.61%
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+ 2023-04-26 07:33:19 INFO 0:00:14.376426s elapsed (saved)
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+
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+ 2023-04-26 07:33:19 INFO Epoch 19 / 5000:
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+ 2023-04-26 07:33:31 INFO lr: 4.9810e-05 - loss: 0.0691 - UP: 70.82% UR: 40.68% UF: 51.67% P: 69.69% R: 40.03% F: 50.85%
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+ 2023-04-26 07:33:32 INFO dev: loss: nan - UP: 56.45% UR: 55.71% UF: 56.07% P: 53.94% R: 53.23% F: 53.58%
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+ 2023-04-26 07:33:33 INFO test: loss: 0.0847 - UP: 57.97% UR: 56.53% UF: 57.24% P: 55.56% R: 54.18% F: 54.86%
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+ 2023-04-26 07:33:51 INFO 0:00:14.614103s elapsed (saved)
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+
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+ 2023-04-26 07:33:51 INFO Epoch 20 / 5000:
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+ 2023-04-26 07:34:04 INFO lr: 4.9800e-05 - loss: 0.0352 - UP: 72.12% UR: 43.71% UF: 54.43% P: 71.58% R: 43.38% F: 54.02%
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+ 2023-04-26 07:35:28 INFO test: loss: 0.0870 - UP: 72.40% UR: 50.68% UF: 59.62% P: 69.77% R: 48.84% F: 57.46%
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+ 2023-04-26 07:36:02 INFO test: loss: 0.0862 - UP: 67.21% UR: 56.93% UF: 61.64% P: 63.93% R: 54.15% F: 58.64%
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+ 2023-04-26 07:36:35 INFO test: loss: 0.0849 - UP: 70.29% UR: 56.63% UF: 62.72% P: 66.95% R: 53.94% F: 59.75%
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+ 2023-04-26 07:36:50 INFO test: loss: 0.1006 - UP: 66.50% UR: 57.47% UF: 61.66% P: 63.74% R: 55.09% F: 59.10%
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+ 2023-04-26 07:37:05 INFO test: loss: 0.0921 - UP: 68.23% UR: 58.74% UF: 63.13% P: 65.71% R: 56.57% F: 60.79%
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+ 2023-04-26 07:37:25 INFO 0:00:14.732021s elapsed (saved)
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+ 2023-04-26 07:37:37 INFO lr: 4.9720e-05 - loss: 0.0097 - UP: 82.03% UR: 58.27% UF: 68.14% P: 81.39% R: 57.82% F: 67.61%
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+ 2023-04-26 07:37:38 INFO dev: loss: nan - UP: 68.16% UR: 58.73% UF: 63.10% P: 65.20% R: 56.19% F: 60.36%
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+ 2023-04-26 07:37:39 INFO test: loss: 0.0847 - UP: 68.91% UR: 59.07% UF: 63.61% P: 66.06% R: 56.63% F: 60.98%
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+ 2023-04-26 07:37:58 INFO 0:00:14.414572s elapsed (saved)
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+ 2023-04-26 07:38:11 INFO lr: 4.9710e-05 - loss: 0.0098 - UP: 80.21% UR: 59.78% UF: 68.50% P: 79.85% R: 59.51% F: 68.20%
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+ 2023-04-26 07:38:26 INFO lr: 4.9700e-05 - loss: 0.0112 - UP: 83.90% UR: 58.43% UF: 68.89% P: 83.25% R: 57.98% F: 68.35%
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+ 2023-04-26 07:38:27 INFO dev: loss: nan - UP: 69.50% UR: 57.98% UF: 63.22% P: 67.02% R: 55.91% F: 60.97%
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+ 2023-04-26 07:38:29 INFO test: loss: 0.0870 - UP: 72.23% UR: 57.95% UF: 64.31% P: 69.83% R: 56.02% F: 62.17%
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+ 2023-04-26 07:38:48 INFO 0:00:15.133855s elapsed (saved)
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+ 2023-04-26 07:39:02 INFO test: loss: 0.1001 - UP: 72.46% UR: 57.59% UF: 64.18% P: 70.26% R: 55.84% F: 62.23%
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+ 2023-04-26 07:39:17 INFO test: loss: 0.0943 - UP: 75.75% UR: 55.54% UF: 64.09% P: 72.95% R: 53.49% F: 61.72%
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+ 2023-04-26 07:39:30 INFO lr: 4.9670e-05 - loss: 0.0089 - UP: 83.64% UR: 65.95% UF: 73.75% P: 83.06% R: 65.50% F: 73.24%
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+ 2023-04-26 07:39:31 INFO dev: loss: nan - UP: 69.78% UR: 56.53% UF: 62.46% P: 67.57% R: 54.75% F: 60.49%
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+ 2023-04-26 07:39:32 INFO test: loss: 0.0966 - UP: 72.74% UR: 57.35% UF: 64.14% P: 70.41% R: 55.51% F: 62.08%
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+ 2023-04-26 07:39:45 INFO lr: 4.9660e-05 - loss: 0.0649 - UP: 84.03% UR: 60.75% UF: 70.52% P: 83.46% R: 60.34% F: 70.04%
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+ 2023-04-26 07:39:45 INFO dev: loss: nan - UP: 63.02% UR: 62.59% UF: 62.80% P: 60.46% R: 60.04% F: 60.25%
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+ 2023-04-26 07:39:47 INFO test: loss: 0.0909 - UP: 66.65% UR: 62.54% UF: 64.53% P: 64.33% R: 60.37% F: 62.29%
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+ 2023-04-26 07:39:59 INFO lr: 4.9650e-05 - loss: 0.0139 - UP: 84.46% UR: 68.58% UF: 75.69% P: 82.40% R: 66.91% F: 73.85%
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+ 2023-04-26 07:40:00 INFO dev: loss: nan - UP: 67.08% UR: 59.15% UF: 62.87% P: 64.82% R: 57.15% F: 60.75%
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+ 2023-04-26 07:40:01 INFO test: loss: 0.0990 - UP: 68.87% UR: 60.37% UF: 64.34% P: 65.84% R: 57.71% F: 61.51%
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+ 2023-04-26 07:40:01 INFO 0:00:14.573885s elapsed
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+ 2023-04-26 07:40:13 INFO lr: 4.9640e-05 - loss: nan - UP: 83.95% UR: 71.38% UF: 77.16% P: 82.89% R: 70.49% F: 76.19%
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+ 2023-04-26 07:40:14 INFO dev: loss: nan - UP: 76.49% UR: 50.34% UF: 60.72% P: 74.09% R: 48.76% F: 58.81%
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+ 2023-04-26 07:40:15 INFO test: loss: 0.0961 - UP: 79.99% UR: 52.61% UF: 63.47% P: 77.56% R: 51.01% F: 61.54%
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+ 2023-04-26 07:40:15 INFO 0:00:14.077336s elapsed
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+ 2023-04-26 07:40:27 INFO lr: 4.9630e-05 - loss: 0.0096 - UP: 83.98% UR: 72.18% UF: 77.63% P: 83.48% R: 71.74% F: 77.17%
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+ 2023-04-26 07:40:28 INFO dev: loss: nan - UP: 61.94% UR: 66.16% UF: 63.98% P: 59.37% R: 63.41% F: 61.32%
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+ 2023-04-26 07:40:29 INFO test: loss: 0.0991 - UP: 64.02% UR: 65.05% UF: 64.53% P: 61.44% R: 62.42% F: 61.93%
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+ 2023-04-26 07:40:47 INFO 0:00:14.132884s elapsed (saved)
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+ 2023-04-26 07:41:00 INFO lr: 4.9620e-05 - loss: 0.0134 - UP: 84.79% UR: 77.89% UF: 81.19% P: 84.39% R: 77.53% F: 80.81%
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+ 2023-04-26 07:41:01 INFO dev: loss: nan - UP: 66.04% UR: 63.27% UF: 64.63% P: 63.39% R: 60.73% F: 62.03%
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+ 2023-04-26 07:41:03 INFO test: loss: 0.0912 - UP: 69.14% UR: 64.44% UF: 66.71% P: 66.35% R: 61.85% F: 64.02%
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+ 2023-04-26 07:41:20 INFO 0:00:15.164255s elapsed (saved)
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+ 2023-04-26 07:41:33 INFO lr: 4.9610e-05 - loss: 0.0132 - UP: 87.78% UR: 76.61% UF: 81.82% P: 87.36% R: 76.24% F: 81.42%
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+ 2023-04-26 07:41:34 INFO dev: loss: nan - UP: 70.37% UR: 60.94% UF: 65.32% P: 66.96% R: 57.98% F: 62.15%
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+ 2023-04-26 07:41:36 INFO test: loss: 0.0889 - UP: 73.11% UR: 61.73% UF: 66.94% P: 70.65% R: 59.64% F: 64.68%
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+ 2023-04-26 07:41:53 INFO 0:00:15.263823s elapsed (saved)
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+ 2023-04-26 07:42:05 INFO lr: 4.9600e-05 - loss: 0.0204 - UP: 89.59% UR: 80.91% UF: 85.03% P: 89.30% R: 80.65% F: 84.75%
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+ 2023-04-26 07:42:06 INFO dev: loss: nan - UP: 70.95% UR: 58.12% UF: 63.89% P: 68.51% R: 56.12% F: 61.70%
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+ 2023-04-26 07:42:08 INFO test: loss: 0.1013 - UP: 74.21% UR: 60.70% UF: 66.78% P: 71.96% R: 58.86% F: 64.75%
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+ 2023-04-26 07:42:08 INFO 0:00:14.778110s elapsed
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+ 2023-04-26 07:42:21 INFO lr: 4.9590e-05 - loss: nan - UP: 88.37% UR: 81.92% UF: 85.03% P: 88.14% R: 81.71% F: 84.80%
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+ 2023-04-26 07:42:22 INFO dev: loss: nan - UP: 65.35% UR: 66.16% UF: 65.76% P: 62.70% R: 63.48% F: 63.09%
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+ 2023-04-26 07:42:23 INFO test: loss: 0.0955 - UP: 66.67% UR: 66.77% UF: 66.72% P: 64.17% R: 64.26% F: 64.21%
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+ 2023-04-26 07:42:43 INFO 0:00:15.211375s elapsed (saved)
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+ 2023-04-26 07:42:54 INFO lr: 4.9580e-05 - loss: 0.0123 - UP: 89.34% UR: 82.45% UF: 85.76% P: 88.58% R: 81.75% F: 85.02%
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+ 2023-04-26 07:42:56 INFO dev: loss: nan - UP: 67.24% UR: 61.97% UF: 64.50% P: 64.33% R: 59.28% F: 61.70%
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+ 2023-04-26 07:42:57 INFO test: loss: 0.1067 - UP: 69.20% UR: 63.05% UF: 65.98% P: 66.91% R: 60.97% F: 63.80%
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+ 2023-04-26 07:43:10 INFO lr: 4.9570e-05 - loss: 0.0129 - UP: 88.51% UR: 81.21% UF: 84.70% P: 87.90% R: 80.65% F: 84.12%
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+ 2023-04-26 07:43:11 INFO dev: loss: nan - UP: 73.02% UR: 58.25% UF: 64.80% P: 70.26% R: 56.05% F: 62.36%
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+ 2023-04-26 07:43:13 INFO test: loss: 0.1066 - UP: 74.68% UR: 59.19% UF: 66.04% P: 72.35% R: 57.35% F: 63.98%
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+ 2023-04-26 07:43:13 INFO 0:00:15.590528s elapsed
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+ 2023-04-26 07:43:25 INFO lr: 4.9560e-05 - loss: 0.0135 - UP: 90.60% UR: 84.49% UF: 87.44% P: 90.29% R: 84.20% F: 87.13%
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+ 2023-04-26 07:43:26 INFO dev: loss: nan - UP: 73.86% UR: 60.04% UF: 66.24% P: 70.81% R: 57.57% F: 63.51%
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+ 2023-04-26 07:43:27 INFO test: loss: 0.1035 - UP: 75.01% UR: 61.06% UF: 67.32% P: 72.78% R: 59.25% F: 65.32%
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+ 2023-04-26 07:43:47 INFO 0:00:14.619443s elapsed (saved)
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+ 2023-04-26 07:43:59 INFO lr: 4.9550e-05 - loss: 0.0032 - UP: 90.35% UR: 84.09% UF: 87.11% P: 90.17% R: 83.92% F: 86.93%
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+ 2023-04-26 07:44:00 INFO dev: loss: nan - UP: 74.04% UR: 59.63% UF: 66.06% P: 71.05% R: 57.22% F: 63.39%
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+ 2023-04-26 07:44:01 INFO test: loss: 0.1080 - UP: 75.04% UR: 59.70% UF: 66.50% P: 72.99% R: 58.07% F: 64.68%
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+ 2023-04-26 07:44:14 INFO lr: 4.9540e-05 - loss: 0.0069 - UP: 91.57% UR: 85.43% UF: 88.39% P: 91.26% R: 85.15% F: 88.10%
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+ 2023-04-26 07:44:15 INFO dev: loss: nan - UP: 66.19% UR: 63.82% UF: 64.99% P: 63.84% R: 61.55% F: 62.68%
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+ 2023-04-26 07:44:16 INFO test: loss: 0.1131 - UP: 68.18% UR: 65.59% UF: 66.86% P: 65.99% R: 63.48% F: 64.71%
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+ 2023-04-26 07:44:29 INFO lr: 4.9530e-05 - loss: 0.0074 - UP: 92.38% UR: 87.74% UF: 90.00% P: 92.20% R: 87.57% F: 89.83%
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+ 2023-04-26 07:44:30 INFO dev: loss: nan - UP: 70.54% UR: 62.24% UF: 66.13% P: 68.04% R: 60.04% F: 63.79%
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+ 2023-04-26 07:44:31 INFO test: loss: 0.1087 - UP: 72.19% UR: 63.39% UF: 67.50% P: 69.92% R: 61.39% F: 65.38%
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+ 2023-04-26 07:45:03 INFO lr: 4.9520e-05 - loss: 0.0079 - UP: 92.70% UR: 87.61% UF: 90.08% P: 92.47% R: 87.38% F: 89.85%
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+ 2023-04-26 07:45:04 INFO dev: loss: nan - UP: 66.48% UR: 65.34% UF: 65.90% P: 63.33% R: 62.24% F: 62.78%
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+ 2023-04-26 07:45:05 INFO test: loss: 0.1159 - UP: 68.96% UR: 66.47% UF: 67.69% P: 66.36% R: 63.96% F: 65.14%
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+ 2023-04-26 07:45:18 INFO lr: 4.9510e-05 - loss: 0.0032 - UP: 93.02% UR: 89.36% UF: 91.15% P: 92.77% R: 89.12% F: 90.91%
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+ 2023-04-26 07:45:18 INFO dev: loss: nan - UP: 67.03% UR: 63.07% UF: 64.99% P: 64.18% R: 60.39% F: 62.23%
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+ 2023-04-26 07:45:20 INFO test: loss: 0.1123 - UP: 69.72% UR: 64.35% UF: 66.93% P: 67.63% R: 62.42% F: 64.92%
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+ 2023-04-26 07:45:33 INFO lr: 4.9500e-05 - loss: 0.0126 - UP: 92.98% UR: 89.18% UF: 91.04% P: 92.64% R: 88.86% F: 90.71%
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+ 2023-04-26 07:45:33 INFO dev: loss: nan - UP: 70.99% UR: 59.08% UF: 64.49% P: 68.35% R: 56.88% F: 62.09%
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+ 2023-04-26 07:45:35 INFO test: loss: 0.1162 - UP: 75.31% UR: 60.40% UF: 67.04% P: 72.94% R: 58.50% F: 64.92%
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+ 2023-04-26 07:45:47 INFO lr: 4.9490e-05 - loss: 0.0173 - UP: 91.21% UR: 85.55% UF: 88.29% P: 90.51% R: 84.89% F: 87.61%
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+ 2023-04-26 07:45:49 INFO test: loss: 0.1278 - UP: 70.30% UR: 62.57% UF: 66.21% P: 65.55% R: 58.35% F: 61.74%
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+ 2023-04-26 07:45:49 INFO 0:00:14.762438s elapsed
374
+
375
+ 2023-04-26 07:45:49 INFO Epoch 52 / 5000:
376
+ 2023-04-26 07:46:02 INFO lr: 4.9480e-05 - loss: 0.0061 - UP: 91.51% UR: 86.50% UF: 88.93% P: 90.99% R: 86.01% F: 88.43%
377
+ 2023-04-26 07:46:02 INFO dev: loss: nan - UP: 68.49% UR: 60.25% UF: 64.11% P: 64.35% R: 56.60% F: 60.23%
378
+ 2023-04-26 07:46:03 INFO test: loss: 0.1157 - UP: 72.43% UR: 63.75% UF: 67.81% P: 68.72% R: 60.49% F: 64.34%
379
+ 2023-04-26 07:46:03 INFO 0:00:14.054947s elapsed
380
+
381
+ 2023-04-26 07:46:03 INFO Epoch 53 / 5000:
382
+ 2023-04-26 07:46:16 INFO lr: 4.9470e-05 - loss: 0.0066 - UP: 90.59% UR: 81.50% UF: 85.80% P: 88.66% R: 79.77% F: 83.98%
383
+ 2023-04-26 07:46:16 INFO dev: loss: nan - UP: 65.72% UR: 62.24% UF: 63.94% P: 61.58% R: 58.32% F: 59.91%
384
+ 2023-04-26 07:46:17 INFO test: loss: 0.1358 - UP: 68.91% UR: 64.41% UF: 66.58% P: 62.51% R: 58.44% F: 60.41%
385
+ 2023-04-26 07:46:17 INFO 0:00:13.938553s elapsed
386
+
387
+ 2023-04-26 07:46:17 INFO Epoch 54 / 5000:
388
+ 2023-04-26 07:46:29 INFO lr: 4.9460e-05 - loss: 0.0245 - UP: 89.43% UR: 81.60% UF: 85.33% P: 88.19% R: 80.47% F: 84.15%
389
+ 2023-04-26 07:46:31 INFO dev: loss: nan - UP: 71.26% UR: 58.32% UF: 64.15% P: 67.65% R: 55.36% F: 60.89%
390
+ 2023-04-26 07:46:32 INFO test: loss: 0.0970 - UP: 72.87% UR: 60.40% UF: 66.05% P: 69.70% R: 57.77% F: 63.18%
391
+ 2023-04-26 07:46:32 INFO 0:00:14.667143s elapsed
392
+
393
+ 2023-04-26 07:46:32 INFO Epoch 55 / 5000:
394
+ 2023-04-26 07:46:44 INFO lr: 4.9450e-05 - loss: 0.0036 - UP: 91.87% UR: 85.55% UF: 88.60% P: 91.59% R: 85.30% F: 88.33%
395
+ 2023-04-26 07:46:45 INFO dev: loss: nan - UP: 66.64% UR: 62.79% UF: 64.66% P: 63.28% R: 59.63% F: 61.40%
396
+ 2023-04-26 07:46:46 INFO test: loss: 0.1171 - UP: 70.69% UR: 67.34% UF: 68.98% P: 66.60% R: 63.45% F: 64.99%
397
+ 2023-04-26 07:46:46 INFO 0:00:14.023836s elapsed
398
+
399
+ 2023-04-26 07:46:46 INFO Epoch 56 / 5000:
400
+ 2023-04-26 07:46:58 INFO lr: 4.9440e-05 - loss: 0.0012 - UP: 92.80% UR: 88.08% UF: 90.38% P: 92.58% R: 87.87% F: 90.17%
401
+ 2023-04-26 07:46:59 INFO dev: loss: nan - UP: 69.09% UR: 63.34% UF: 66.09% P: 65.64% R: 60.18% F: 62.79%
402
+ 2023-04-26 07:47:00 INFO test: loss: 0.1169 - UP: 70.36% UR: 65.41% UF: 67.79% P: 66.62% R: 61.94% F: 64.20%
403
+ 2023-04-26 07:47:00 INFO 0:00:14.147411s elapsed
404
+
405
+ 2023-04-26 07:47:00 INFO Epoch 57 / 5000:
406
+ 2023-04-26 07:47:12 INFO lr: 4.9430e-05 - loss: 0.0079 - UP: 94.14% UR: 89.67% UF: 91.85% P: 94.00% R: 89.55% F: 91.72%
407
+ 2023-04-26 07:47:13 INFO dev: loss: nan - UP: 67.40% UR: 62.86% UF: 65.05% P: 64.09% R: 59.77% F: 61.85%
408
+ 2023-04-26 07:47:14 INFO test: loss: 0.1233 - UP: 72.65% UR: 64.53% UF: 68.35% P: 68.74% R: 61.06% F: 64.67%
409
+ 2023-04-26 07:47:14 INFO 0:00:13.798779s elapsed
410
+
411
+ 2023-04-26 07:47:14 INFO Epoch 58 / 5000:
412
+ 2023-04-26 07:47:26 INFO lr: 4.9420e-05 - loss: 0.0021 - UP: 94.36% UR: 91.57% UF: 92.94% P: 94.26% R: 91.48% F: 92.85%
413
+ 2023-04-26 07:47:27 INFO dev: loss: nan - UP: 68.61% UR: 63.27% UF: 65.83% P: 65.40% R: 60.32% F: 62.75%
414
+ 2023-04-26 07:47:28 INFO test: loss: 0.1255 - UP: 70.49% UR: 65.89% UF: 68.11% P: 66.61% R: 62.27% F: 64.37%
415
+ 2023-04-26 07:47:28 INFO 0:00:13.741165s elapsed
416
+
417
+ 2023-04-26 07:47:28 INFO Epoch 59 / 5000:
418
+ 2023-04-26 07:47:40 INFO lr: 4.9410e-05 - loss: 0.0036 - UP: 94.64% UR: 92.02% UF: 93.31% P: 94.46% R: 91.85% F: 93.13%
419
+ 2023-04-26 07:47:41 INFO dev: loss: nan - UP: 70.36% UR: 62.04% UF: 65.94% P: 67.00% R: 59.08% F: 62.79%
420
+ 2023-04-26 07:47:42 INFO test: loss: 0.1246 - UP: 72.53% UR: 64.32% UF: 68.18% P: 69.23% R: 61.39% F: 65.08%
421
+ 2023-04-26 07:47:42 INFO 0:00:13.806162s elapsed
422
+
423
+ 2023-04-26 07:47:42 INFO Epoch 60 / 5000:
424
+ 2023-04-26 07:47:54 INFO lr: 4.9400e-05 - loss: 0.0045 - UP: 95.16% UR: 92.44% UF: 93.78% P: 94.98% R: 92.26% F: 93.60%
425
+ 2023-04-26 07:47:54 INFO dev: loss: nan - UP: 68.01% UR: 63.89% UF: 65.89% P: 64.42% R: 60.52% F: 62.41%
426
+ 2023-04-26 07:47:55 INFO test: loss: 0.1275 - UP: 69.84% UR: 65.62% UF: 67.66% P: 66.56% R: 62.54% F: 64.49%
427
+ 2023-04-26 07:47:55 INFO 0:00:13.732497s elapsed
428
+
429
+ 2023-04-26 07:47:55 INFO Epoch 61 / 5000:
430
+ 2023-04-26 07:48:07 INFO lr: 4.9390e-05 - loss: 0.0005 - UP: 95.04% UR: 92.55% UF: 93.78% P: 94.88% R: 92.39% F: 93.62%
431
+ 2023-04-26 07:48:08 INFO dev: loss: nan - UP: 66.71% UR: 64.79% UF: 65.74% P: 62.89% R: 61.07% F: 61.97%
432
+ 2023-04-26 07:48:09 INFO test: loss: 0.1210 - UP: 70.32% UR: 66.80% UF: 68.51% P: 66.57% R: 63.24% F: 64.86%
433
+ 2023-04-26 07:48:09 INFO 0:00:13.976774s elapsed
434
+
435
+ 2023-04-26 07:48:09 INFO Epoch 62 / 5000:
436
+ 2023-04-26 07:48:21 INFO lr: 4.9380e-05 - loss: 0.0048 - UP: 95.28% UR: 91.74% UF: 93.48% P: 95.21% R: 91.67% F: 93.41%
437
+ 2023-04-26 07:48:22 INFO dev: loss: nan - UP: 63.72% UR: 67.54% UF: 65.58% P: 60.03% R: 63.62% F: 61.77%
438
+ 2023-04-26 07:48:23 INFO test: loss: 0.1247 - UP: 66.96% UR: 69.30% UF: 68.11% P: 63.40% R: 65.62% F: 64.49%
439
+ 2023-04-26 07:48:23 INFO 0:00:13.759691s elapsed
440
+
441
+ 2023-04-26 07:48:23 INFO Epoch 63 / 5000:
442
+ 2023-04-26 07:48:35 INFO lr: 4.9370e-05 - loss: 0.0027 - UP: 94.48% UR: 92.83% UF: 93.65% P: 94.41% R: 92.76% F: 93.58%
443
+ 2023-04-26 07:48:36 INFO dev: loss: nan - UP: 66.55% UR: 66.64% UF: 66.60% P: 62.91% R: 63.00% F: 62.96%
444
+ 2023-04-26 07:48:37 INFO test: loss: 0.1151 - UP: 68.12% UR: 67.40% UF: 67.76% P: 64.19% R: 63.51% F: 63.84%
445
+ 2023-04-26 07:48:37 INFO 0:00:13.773932s elapsed
446
+
447
+ 2023-04-26 07:48:37 INFO Epoch 64 / 5000:
448
+ 2023-04-26 07:48:49 INFO lr: 4.9360e-05 - loss: 0.0018 - UP: 92.76% UR: 89.90% UF: 91.31% P: 92.62% R: 89.76% F: 91.17%
449
+ 2023-04-26 07:48:50 INFO dev: loss: nan - UP: 68.34% UR: 61.76% UF: 64.88% P: 64.54% R: 58.32% F: 61.27%
450
+ 2023-04-26 07:48:51 INFO test: loss: 0.1126 - UP: 71.36% UR: 65.05% UF: 68.06% P: 67.52% R: 61.55% F: 64.39%
451
+ 2023-04-26 07:48:51 INFO 0:00:14.383403s elapsed
452
+
453
+ 2023-04-26 07:48:51 INFO Epoch 65 / 5000:
454
+ 2023-04-26 07:49:03 INFO lr: 4.9350e-05 - loss: 0.0021 - UP: 94.80% UR: 91.05% UF: 92.89% P: 94.63% R: 90.89% F: 92.73%
455
+ 2023-04-26 07:49:04 INFO dev: loss: nan - UP: 68.11% UR: 64.79% UF: 66.41% P: 64.28% R: 61.14% F: 62.67%
456
+ 2023-04-26 07:49:05 INFO test: loss: 0.1332 - UP: 71.00% UR: 65.92% UF: 68.37% P: 67.20% R: 62.39% F: 64.70%
457
+ 2023-04-26 07:49:05 INFO 0:00:14.234383s elapsed
458
+
459
+ 2023-04-26 07:49:05 INFO Epoch 66 / 5000:
460
+ 2023-04-26 07:49:18 INFO lr: 4.9340e-05 - loss: 0.0009 - UP: 94.65% UR: 92.42% UF: 93.52% P: 94.44% R: 92.21% F: 93.31%
461
+ 2023-04-26 07:49:18 INFO dev: loss: nan - UP: 70.13% UR: 62.65% UF: 66.18% P: 66.44% R: 59.35% F: 62.70%
462
+ 2023-04-26 07:49:20 INFO test: loss: 0.1231 - UP: 73.67% UR: 64.44% UF: 68.75% P: 69.46% R: 60.76% F: 64.82%
463
+ 2023-04-26 07:49:20 INFO 0:00:14.159969s elapsed
464
+
465
+ 2023-04-26 07:49:20 INFO Epoch 67 / 5000:
466
+ 2023-04-26 07:49:32 INFO lr: 4.9330e-05 - loss: 0.0106 - UP: 95.04% UR: 91.37% UF: 93.17% P: 94.91% R: 91.25% F: 93.04%
467
+ 2023-04-26 07:49:33 INFO dev: loss: nan - UP: 70.40% UR: 61.35% UF: 65.56% P: 66.77% R: 58.18% F: 62.18%
468
+ 2023-04-26 07:49:34 INFO test: loss: 0.1269 - UP: 73.92% UR: 64.84% UF: 69.08% P: 70.06% R: 61.45% F: 65.48%
469
+ 2023-04-26 07:49:34 INFO 0:00:14.100634s elapsed
470
+
471
+ 2023-04-26 07:49:34 INFO Epoch 68 / 5000:
472
+ 2023-04-26 07:49:46 INFO lr: 4.9320e-05 - loss: 0.0110 - UP: 95.04% UR: 92.52% UF: 93.76% P: 94.96% R: 92.44% F: 93.68%
473
+ 2023-04-26 07:49:46 INFO dev: loss: nan - UP: 69.09% UR: 60.87% UF: 64.72% P: 65.42% R: 57.63% F: 61.28%
474
+ 2023-04-26 07:49:48 INFO test: loss: 0.1276 - UP: 74.38% UR: 63.72% UF: 68.64% P: 70.79% R: 60.64% F: 65.32%
475
+ 2023-04-26 07:49:48 INFO 0:00:13.822657s elapsed
476
+
477
+ 2023-04-26 07:49:48 INFO Epoch 69 / 5000:
478
+ 2023-04-26 07:50:00 INFO lr: 4.9310e-05 - loss: 0.0154 - UP: 94.19% UR: 90.93% UF: 92.53% P: 93.90% R: 90.65% F: 92.24%
479
+ 2023-04-26 07:50:00 INFO dev: loss: nan - UP: 67.73% UR: 64.37% UF: 66.01% P: 64.33% R: 61.14% F: 62.69%
480
+ 2023-04-26 07:50:02 INFO test: loss: 0.1289 - UP: 70.75% UR: 65.86% UF: 68.22% P: 66.70% R: 62.09% F: 64.31%
481
+ 2023-04-26 07:50:02 INFO 0:00:13.972706s elapsed
482
+
483
+ 2023-04-26 07:50:02 INFO Epoch 70 / 5000:
484
+ 2023-04-26 07:50:14 INFO lr: 4.9300e-05 - loss: 0.0066 - UP: 94.77% UR: 92.95% UF: 93.85% P: 94.66% R: 92.84% F: 93.74%
485
+ 2023-04-26 07:50:14 INFO dev: loss: nan - UP: 67.44% UR: 61.69% UF: 64.44% P: 63.76% R: 58.32% F: 60.92%
486
+ 2023-04-26 07:50:15 INFO test: loss: 0.1311 - UP: 71.27% UR: 63.81% UF: 67.34% P: 67.33% R: 60.28% F: 63.61%
487
+ 2023-04-26 07:50:15 INFO 0:00:13.842266s elapsed
488
+
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+ 2023-04-26 07:50:15 INFO Epoch 71 / 5000:
490
+ 2023-04-26 07:50:27 INFO lr: 4.9290e-05 - loss: 0.0011 - UP: 95.41% UR: 92.62% UF: 94.00% P: 95.26% R: 92.48% F: 93.85%
491
+ 2023-04-26 07:50:28 INFO dev: loss: nan - UP: 66.48% UR: 64.37% UF: 65.41% P: 62.22% R: 60.25% F: 61.22%
492
+ 2023-04-26 07:50:29 INFO test: loss: 0.1292 - UP: 67.91% UR: 66.16% UF: 67.02% P: 64.25% R: 62.60% F: 63.42%
493
+ 2023-04-26 07:50:29 INFO 0:00:13.807623s elapsed
494
+
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+ 2023-04-26 07:50:29 INFO Epoch 72 / 5000:
496
+ 2023-04-26 07:50:41 INFO lr: 4.9280e-05 - loss: 0.0006 - UP: 96.22% UR: 93.13% UF: 94.65% P: 96.07% R: 92.98% F: 94.50%
497
+ 2023-04-26 07:50:42 INFO dev: loss: nan - UP: 67.00% UR: 64.51% UF: 65.73% P: 63.07% R: 60.73% F: 61.88%
498
+ 2023-04-26 07:50:43 INFO test: loss: 0.1235 - UP: 69.04% UR: 66.98% UF: 67.99% P: 65.31% R: 63.36% F: 64.32%
499
+ 2023-04-26 07:50:43 INFO 0:00:13.821790s elapsed
500
+
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+ 2023-04-26 07:50:43 INFO Epoch 73 / 5000:
502
+ 2023-04-26 07:50:55 INFO lr: 4.9270e-05 - loss: 0.0012 - UP: 96.22% UR: 94.92% UF: 95.56% P: 96.03% R: 94.73% F: 95.38%
503
+ 2023-04-26 07:50:56 INFO dev: loss: nan - UP: 68.76% UR: 63.89% UF: 66.24% P: 65.28% R: 60.66% F: 62.89%
504
+ 2023-04-26 07:50:57 INFO test: loss: 0.1390 - UP: 71.87% UR: 66.41% UF: 69.03% P: 67.98% R: 62.81% F: 65.30%
505
+ 2023-04-26 07:50:57 INFO 0:00:14.171998s elapsed
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+
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+ 2023-04-26 07:50:57 INFO Epoch 74 / 5000:
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+ 2023-04-26 07:51:09 INFO lr: 4.9260e-05 - loss: 0.0022 - UP: 96.84% UR: 94.96% UF: 95.89% P: 96.76% R: 94.89% F: 95.81%
509
+ 2023-04-26 07:51:10 INFO dev: loss: nan - UP: 66.97% UR: 65.41% UF: 66.18% P: 63.52% R: 62.04% F: 62.77%
510
+ 2023-04-26 07:51:11 INFO test: loss: 0.1431 - UP: 69.63% UR: 68.43% UF: 69.02% P: 65.94% R: 64.81% F: 65.37%
511
+ 2023-04-26 07:51:11 INFO 0:00:14.111710s elapsed
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+
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+ 2023-04-26 07:51:11 INFO Epoch 75 / 5000:
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+ 2023-04-26 07:51:23 INFO lr: 4.9250e-05 - loss: 0.0015 - UP: 96.43% UR: 95.76% UF: 96.09% P: 96.37% R: 95.70% F: 96.03%
515
+ 2023-04-26 07:51:24 INFO dev: loss: nan - UP: 68.41% UR: 62.24% UF: 65.18% P: 65.31% R: 59.42% F: 62.23%
516
+ 2023-04-26 07:51:25 INFO test: loss: 0.1459 - UP: 72.22% UR: 66.31% UF: 69.14% P: 68.70% R: 63.08% F: 65.77%
517
+ 2023-04-26 07:51:25 INFO 0:00:14.041307s elapsed
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+
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+ 2023-04-26 07:51:25 INFO Epoch 76 / 5000:
520
+ 2023-04-26 07:51:37 INFO lr: 4.9240e-05 - loss: 0.0015 - UP: 96.61% UR: 95.87% UF: 96.24% P: 96.53% R: 95.79% F: 96.16%
521
+ 2023-04-26 07:51:38 INFO dev: loss: nan - UP: 67.02% UR: 65.68% UF: 66.34% P: 63.23% R: 61.97% F: 62.59%
522
+ 2023-04-26 07:51:39 INFO test: loss: 0.1487 - UP: 69.93% UR: 68.00% UF: 68.95% P: 66.26% R: 64.44% F: 65.34%
523
+ 2023-04-26 07:51:39 INFO 0:00:14.104499s elapsed
524
+
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+ 2023-04-26 07:51:39 INFO Epoch 77 / 5000:
526
+ 2023-04-26 07:51:51 INFO lr: 4.9230e-05 - loss: 0.0003 - UP: 96.50% UR: 95.79% UF: 96.15% P: 96.35% R: 95.64% F: 96.00%
527
+ 2023-04-26 07:51:52 INFO dev: loss: nan - UP: 62.73% UR: 66.09% UF: 64.37% P: 59.20% R: 62.38% F: 60.75%
528
+ 2023-04-26 07:51:53 INFO test: loss: 0.1449 - UP: 66.64% UR: 69.03% UF: 67.81% P: 62.73% R: 64.99% F: 63.84%
529
+ 2023-04-26 07:51:53 INFO 0:00:14.034668s elapsed
530
+
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+ 2023-04-26 07:52:43 INFO Epoch 47 saved
532
+ 2023-04-26 07:52:43 INFO dev: UP: 70.54% UR: 62.24% UF: 66.13% P: 68.04% R: 60.04% F: 63.79%
533
+ 2023-04-26 07:52:43 INFO test: UP: 72.19% UR: 63.39% UF: 67.50% P: 69.92% R: 61.39% F: 65.38%
534
+ 2023-04-26 07:52:43 INFO 0:18:37.208121s elapsed, 0:00:14.509196s/epoch
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+ size 773428453
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1
+ 2023-04-27 08:17:26 INFO
2
+ ---------------------+-------------------------------
3
+ Param | Value
4
+ ---------------------+-------------------------------
5
+ lr | 5e-05
6
+ mu | 0.9
7
+ nu | 0.999
8
+ eps | 1e-06
9
+ weight_decay | 0.0
10
+ lr_rate | 1
11
+ patience | 30
12
+ update-steps | 1
13
+ warmup | 0.0
14
+ update_steps | 1
15
+ mode | train
16
+ path | /content/gdrive/MyDrive/models/model_vi_opener_en_mbert_6
17
+ device | 0
18
+ seed | 1
19
+ threads | 16
20
+ local_rank | -1
21
+ feat | None
22
+ build | True
23
+ checkpoint | False
24
+ encoder | bert
25
+ max_len | None
26
+ buckets | 32
27
+ train | /content/gdrive/MyDrive/sentiment_graphs/opener_en/head_final/sdp_byLength_desc/80/train.conllu
28
+ dev | /content/gdrive/MyDrive/sentiment_graphs/opener_en/head_final/sdp_byLength_desc/80/dev.conllu
29
+ test | /content/gdrive/MyDrive/sentiment_graphs/opener_en/head_final/sdp/test.conllu
30
+ embed | data/glove.6B.100d.txt
31
+ unk | unk
32
+ n_embed | 100
33
+ n_embed_proj | 125
34
+ bert | bert-base-multilingual-cased
35
+ inference | mfvi
36
+ ---------------------+-------------------------------
37
+
38
+ 2023-04-27 08:17:27 INFO Building the fields
39
+ 2023-04-27 08:17:31 INFO CoNLL(
40
+ (words): SubwordField(pad=[PAD], unk=[UNK], bos=[CLS])
41
+ (labels): ChartField()
42
+ )
43
+ 2023-04-27 08:17:31 INFO Building the model
44
+ 2023-04-27 08:18:08 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
+ 2023-04-27 08:18:08 INFO Loading the data
64
+ 2023-04-27 08:18:10 INFO
65
+ train: Dataset(n_sentences=1394, n_batches=32, n_buckets=32)
66
+ dev: Dataset(n_sentences=198, n_batches=32, n_buckets=32)
67
+ test: Dataset(n_sentences=499, n_batches=32, n_buckets=32)
68
+
69
+ 2023-04-27 08:18:16 INFO Epoch 1 / 5000:
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+ 2023-04-27 08:18:31 INFO lr: 4.9990e-05 - loss: 0.1509 - UP: 1.41% UR: 3.86% UF: 2.06% P: 0.47% R: 1.28% F: 0.68%
71
+ 2023-04-27 08:18:32 INFO dev: loss: 0.1369 - UP: 86.49% UR: 6.60% UF: 12.27% P: 72.97% R: 5.57% F: 10.35%
72
+ 2023-04-27 08:18:33 INFO test: loss: nan - UP: 92.70% UR: 6.52% UF: 12.18% P: 79.83% R: 5.61% F: 10.49%
73
+ 2023-04-27 08:18:43 INFO 0:00:16.499755s elapsed (saved)
74
+
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+ 2023-04-27 08:18:43 INFO Epoch 2 / 5000:
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+ 2023-04-27 08:18:53 INFO lr: 4.9980e-05 - loss: 0.0675 - UP: 63.57% UR: 10.11% UF: 17.45% P: 56.71% R: 9.02% F: 15.56%
77
+ 2023-04-27 08:18:54 INFO dev: loss: 0.1179 - UP: 80.16% UR: 13.62% UF: 23.28% P: 76.52% R: 13.00% F: 22.22%
78
+ 2023-04-27 08:18:55 INFO test: loss: nan - UP: 83.78% UR: 14.04% UF: 24.04% P: 76.94% R: 12.89% F: 22.08%
79
+ 2023-04-27 08:19:07 INFO 0:00:12.056889s elapsed (saved)
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+
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+ 2023-04-27 08:19:07 INFO Epoch 3 / 5000:
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+ 2023-04-27 08:19:16 INFO lr: 4.9970e-05 - loss: 0.0818 - UP: 57.27% UR: 16.46% UF: 25.57% P: 52.69% R: 15.15% F: 23.53%
83
+ 2023-04-27 08:19:17 INFO dev: loss: 0.1244 - UP: 88.75% UR: 9.77% UF: 17.60% P: 84.37% R: 9.28% F: 16.73%
84
+ 2023-04-27 08:19:19 INFO test: loss: nan - UP: 87.47% UR: 10.32% UF: 18.47% P: 82.61% R: 9.75% F: 17.44%
85
+ 2023-04-27 08:19:19 INFO 0:00:12.740002s elapsed
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+
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+ 2023-04-27 08:19:19 INFO Epoch 4 / 5000:
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+ 2023-04-27 08:19:30 INFO lr: 4.9960e-05 - loss: 0.0708 - UP: 51.96% UR: 13.06% UF: 20.87% P: 49.45% R: 12.43% F: 19.87%
89
+ 2023-04-27 08:19:31 INFO dev: loss: 0.1105 - UP: 66.83% UR: 27.85% UF: 39.32% P: 62.71% R: 26.13% F: 36.89%
90
+ 2023-04-27 08:19:33 INFO test: loss: nan - UP: 66.64% UR: 30.03% UF: 41.41% P: 62.49% R: 28.16% F: 38.83%
91
+ 2023-04-27 08:19:45 INFO 0:00:13.228265s elapsed (saved)
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+
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+ 2023-04-27 08:19:45 INFO Epoch 5 / 5000:
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+ 2023-04-27 08:19:55 INFO lr: 4.9950e-05 - loss: 0.3112 - UP: 63.29% UR: 21.21% UF: 31.78% P: 61.33% R: 20.55% F: 30.79%
95
+ 2023-04-27 08:19:56 INFO dev: loss: 0.1157 - UP: 79.21% UR: 20.70% UF: 32.82% P: 72.11% R: 18.84% F: 29.88%
96
+ 2023-04-27 08:19:57 INFO test: loss: nan - UP: 81.05% UR: 23.36% UF: 36.27% P: 74.35% R: 21.43% F: 33.27%
97
+ 2023-04-27 08:19:57 INFO 0:00:12.118911s elapsed
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+
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+ 2023-04-27 08:19:57 INFO Epoch 6 / 5000:
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+ 2023-04-27 08:20:08 INFO lr: 4.9940e-05 - loss: 0.0195 - UP: 66.88% UR: 27.63% UF: 39.10% P: 64.79% R: 26.76% F: 37.88%
101
+ 2023-04-27 08:20:09 INFO dev: loss: 0.1152 - UP: 82.82% UR: 22.21% UF: 35.03% P: 78.46% R: 21.05% F: 33.19%
102
+ 2023-04-27 08:20:10 INFO test: loss: nan - UP: 81.85% UR: 24.09% UF: 37.22% P: 77.64% R: 22.85% F: 35.31%
103
+ 2023-04-27 08:20:10 INFO 0:00:12.942294s elapsed
104
+
105
+ 2023-04-27 08:20:10 INFO Epoch 7 / 5000:
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+ 2023-04-27 08:20:20 INFO lr: 4.9930e-05 - loss: 0.0326 - UP: 67.85% UR: 26.97% UF: 38.60% P: 66.52% R: 26.44% F: 37.84%
107
+ 2023-04-27 08:20:21 INFO dev: loss: 0.1145 - UP: 70.45% UR: 29.85% UF: 41.93% P: 64.12% R: 27.17% F: 38.16%
108
+ 2023-04-27 08:20:22 INFO test: loss: nan - UP: 73.04% UR: 30.67% UF: 43.20% P: 68.80% R: 28.89% F: 40.69%
109
+ 2023-04-27 08:20:33 INFO 0:00:11.770828s elapsed (saved)
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+
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+ 2023-04-27 08:20:33 INFO Epoch 8 / 5000:
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+ 2023-04-27 08:20:43 INFO lr: 4.9920e-05 - loss: 0.0882 - UP: 71.13% UR: 35.35% UF: 47.22% P: 69.40% R: 34.49% F: 46.08%
113
+ 2023-04-27 08:20:44 INFO dev: loss: 0.1224 - UP: 76.54% UR: 27.37% UF: 40.32% P: 72.88% R: 26.07% F: 38.40%
114
+ 2023-04-27 08:20:46 INFO test: loss: nan - UP: 80.69% UR: 29.76% UF: 43.48% P: 75.70% R: 27.92% F: 40.79%
115
+ 2023-04-27 08:20:57 INFO 0:00:12.659834s elapsed (saved)
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+
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+ 2023-04-27 08:20:57 INFO Epoch 9 / 5000:
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+ 2023-04-27 08:21:07 INFO lr: 4.9910e-05 - loss: 0.0150 - UP: 75.94% UR: 35.29% UF: 48.18% P: 74.39% R: 34.57% F: 47.20%
119
+ 2023-04-27 08:21:09 INFO dev: loss: 0.1227 - UP: 75.96% UR: 32.81% UF: 45.82% P: 71.02% R: 30.67% F: 42.84%
120
+ 2023-04-27 08:21:11 INFO test: loss: nan - UP: 74.62% UR: 35.13% UF: 47.77% P: 70.51% R: 33.20% F: 45.15%
121
+ 2023-04-27 08:21:24 INFO 0:00:14.129675s elapsed (saved)
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+
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+ 2023-04-27 08:21:24 INFO Epoch 10 / 5000:
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+ 2023-04-27 08:21:34 INFO lr: 4.9900e-05 - loss: 0.0206 - UP: 75.77% UR: 41.87% UF: 53.93% P: 74.94% R: 41.40% F: 53.34%
125
+ 2023-04-27 08:21:35 INFO dev: loss: 0.1218 - UP: 78.17% UR: 28.82% UF: 42.11% P: 73.69% R: 27.17% F: 39.70%
126
+ 2023-04-27 08:21:37 INFO test: loss: nan - UP: 78.26% UR: 31.30% UF: 44.72% P: 74.19% R: 29.67% F: 42.39%
127
+ 2023-04-27 08:21:37 INFO 0:00:12.295310s elapsed
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+
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+ 2023-04-27 08:21:37 INFO Epoch 11 / 5000:
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+ 2023-04-27 08:21:48 INFO lr: 4.9890e-05 - loss: 0.7045 - UP: 77.49% UR: 41.46% UF: 54.02% P: 76.81% R: 41.10% F: 53.55%
131
+ 2023-04-27 08:21:49 INFO dev: loss: 0.1203 - UP: 68.80% UR: 38.51% UF: 49.38% P: 62.65% R: 35.08% F: 44.97%
132
+ 2023-04-27 08:21:50 INFO test: loss: nan - UP: 69.33% UR: 38.76% UF: 49.72% P: 63.77% R: 35.65% F: 45.73%
133
+ 2023-04-27 08:22:02 INFO 0:00:13.314953s elapsed (saved)
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+
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+ 2023-04-27 08:22:02 INFO Epoch 12 / 5000:
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+ 2023-04-27 08:22:11 INFO lr: 4.9880e-05 - loss: 0.0623 - UP: 70.61% UR: 36.34% UF: 47.98% P: 69.73% R: 35.89% F: 47.39%
137
+ 2023-04-27 08:22:13 INFO dev: loss: 0.1151 - UP: 81.52% UR: 29.44% UF: 43.25% P: 76.76% R: 27.72% F: 40.73%
138
+ 2023-04-27 08:22:15 INFO test: loss: nan - UP: 80.94% UR: 29.22% UF: 42.94% P: 76.34% R: 27.56% F: 40.50%
139
+ 2023-04-27 08:22:15 INFO 0:00:13.046295s elapsed
140
+
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+ 2023-04-27 08:22:15 INFO Epoch 13 / 5000:
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+ 2023-04-27 08:22:25 INFO lr: 4.9870e-05 - loss: 0.0394 - UP: 73.17% UR: 45.12% UF: 55.82% P: 72.17% R: 44.50% F: 55.06%
143
+ 2023-04-27 08:22:26 INFO dev: loss: 0.1228 - UP: 77.67% UR: 33.49% UF: 46.80% P: 73.05% R: 31.50% F: 44.02%
144
+ 2023-04-27 08:22:27 INFO test: loss: nan - UP: 77.28% UR: 36.34% UF: 49.44% P: 70.92% R: 33.35% F: 45.37%
145
+ 2023-04-27 08:22:27 INFO 0:00:12.508746s elapsed
146
+
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+ 2023-04-27 08:22:27 INFO Epoch 14 / 5000:
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+ 2023-04-27 08:22:37 INFO lr: 4.9860e-05 - loss: 0.0118 - UP: 81.27% UR: 50.62% UF: 62.38% P: 80.77% R: 50.30% F: 62.00%
149
+ 2023-04-27 08:22:38 INFO dev: loss: 0.1265 - UP: 75.62% UR: 35.63% UF: 48.43% P: 71.82% R: 33.84% F: 46.00%
150
+ 2023-04-27 08:22:39 INFO test: loss: nan - UP: 78.36% UR: 38.58% UF: 51.70% P: 73.02% R: 35.95% F: 48.18%
151
+ 2023-04-27 08:22:50 INFO 0:00:11.746315s elapsed (saved)
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+
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+ 2023-04-27 08:22:50 INFO Epoch 15 / 5000:
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+ 2023-04-27 08:23:00 INFO lr: 4.9850e-05 - loss: 0.0461 - UP: 81.88% UR: 54.49% UF: 65.44% P: 81.23% R: 54.06% F: 64.92%
155
+ 2023-04-27 08:23:01 INFO dev: loss: 0.1388 - UP: 74.47% UR: 38.31% UF: 50.59% P: 70.45% R: 36.24% F: 47.87%
156
+ 2023-04-27 08:23:02 INFO test: loss: nan - UP: 76.97% UR: 42.98% UF: 55.16% P: 72.92% R: 40.72% F: 52.26%
157
+ 2023-04-27 08:23:14 INFO 0:00:12.158363s elapsed (saved)
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+
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+ 2023-04-27 08:23:14 INFO Epoch 16 / 5000:
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+ 2023-04-27 08:23:25 INFO lr: 4.9840e-05 - loss: 0.0209 - UP: 80.69% UR: 56.18% UF: 66.24% P: 80.17% R: 55.81% F: 65.81%
161
+ 2023-04-27 08:23:26 INFO dev: loss: 0.1271 - UP: 71.86% UR: 39.34% UF: 50.84% P: 68.22% R: 37.35% F: 48.27%
162
+ 2023-04-27 08:23:27 INFO test: loss: nan - UP: 70.53% UR: 42.20% UF: 52.80% P: 66.80% R: 39.96% F: 50.01%
163
+ 2023-04-27 08:23:38 INFO 0:00:12.625015s elapsed (saved)
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+
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+ 2023-04-27 08:23:38 INFO Epoch 17 / 5000:
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+ 2023-04-27 08:23:48 INFO lr: 4.9830e-05 - loss: 0.0269 - UP: 82.05% UR: 57.14% UF: 67.37% P: 81.73% R: 56.91% F: 67.10%
167
+ 2023-04-27 08:23:49 INFO dev: loss: 0.1236 - UP: 77.81% UR: 40.03% UF: 52.86% P: 71.66% R: 36.86% F: 48.68%
168
+ 2023-04-27 08:23:51 INFO test: loss: nan - UP: 75.62% UR: 40.72% UF: 52.93% P: 71.36% R: 38.42% F: 49.95%
169
+ 2023-04-27 08:24:03 INFO 0:00:13.071822s elapsed (saved)
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+
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+ 2023-04-27 08:24:03 INFO Epoch 18 / 5000:
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+ 2023-04-27 08:24:13 INFO lr: 4.9820e-05 - loss: 0.0286 - UP: 84.01% UR: 59.64% UF: 69.76% P: 83.53% R: 59.29% F: 69.35%
173
+ 2023-04-27 08:24:14 INFO dev: loss: 0.1370 - UP: 72.61% UR: 47.04% UF: 57.10% P: 68.05% R: 44.09% F: 53.51%
174
+ 2023-04-27 08:24:16 INFO test: loss: nan - UP: 72.11% UR: 48.23% UF: 57.80% P: 67.73% R: 45.31% F: 54.30%
175
+ 2023-04-27 08:24:27 INFO 0:00:12.343172s elapsed (saved)
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+
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+ 2023-04-27 08:24:27 INFO Epoch 19 / 5000:
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+ 2023-04-27 08:24:37 INFO lr: 4.9810e-05 - loss: 0.0067 - UP: 84.50% UR: 68.55% UF: 75.69% P: 84.20% R: 68.31% F: 75.43%
179
+ 2023-04-27 08:24:39 INFO dev: loss: 0.1468 - UP: 78.04% UR: 41.06% UF: 53.81% P: 73.59% R: 38.72% F: 50.74%
180
+ 2023-04-27 08:24:41 INFO test: loss: nan - UP: 80.17% UR: 42.95% UF: 55.94% P: 75.44% R: 40.42% F: 52.63%
181
+ 2023-04-27 08:24:41 INFO 0:00:13.634585s elapsed
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+
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+ 2023-04-27 08:24:41 INFO Epoch 20 / 5000:
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+ 2023-04-27 08:24:51 INFO lr: 4.9800e-05 - loss: 0.0253 - UP: 86.50% UR: 69.23% UF: 76.90% P: 86.29% R: 69.06% F: 76.72%
185
+ 2023-04-27 08:24:52 INFO dev: loss: 0.1472 - UP: 76.41% UR: 44.77% UF: 56.46% P: 70.19% R: 41.13% F: 51.86%
186
+ 2023-04-27 08:24:53 INFO test: loss: nan - UP: 77.26% UR: 46.97% UF: 58.42% P: 72.39% R: 44.01% F: 54.74%
187
+ 2023-04-27 08:24:53 INFO 0:00:12.310014s elapsed
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+
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+ 2023-04-27 08:24:53 INFO Epoch 21 / 5000:
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+ 2023-04-27 08:25:03 INFO lr: 4.9790e-05 - loss: 0.0185 - UP: 89.35% UR: 72.33% UF: 79.95% P: 89.19% R: 72.21% F: 79.80%
191
+ 2023-04-27 08:25:04 INFO dev: loss: 0.1522 - UP: 73.30% UR: 46.84% UF: 57.15% P: 68.78% R: 43.95% F: 53.63%
192
+ 2023-04-27 08:25:05 INFO test: loss: nan - UP: 76.57% UR: 50.32% UF: 60.73% P: 71.98% R: 47.30% F: 57.09%
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+ 2023-04-27 08:25:16 INFO 0:00:11.805509s elapsed (saved)
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+ 2023-04-27 08:25:16 INFO Epoch 22 / 5000:
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+ 2023-04-27 08:25:26 INFO lr: 4.9780e-05 - loss: 0.0126 - UP: 89.89% UR: 77.27% UF: 83.10% P: 89.74% R: 77.14% F: 82.97%
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+ 2023-04-27 08:25:27 INFO dev: loss: 0.1608 - UP: 73.53% UR: 49.86% UF: 59.43% P: 68.36% R: 46.35% F: 55.25%
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+ 2023-04-27 08:25:29 INFO test: loss: nan - UP: 73.80% UR: 50.92% UF: 60.26% P: 68.94% R: 47.57% F: 56.30%
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+ 2023-04-27 08:25:41 INFO 0:00:12.685225s elapsed (saved)
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+ 2023-04-27 08:25:51 INFO lr: 4.9770e-05 - loss: 0.0066 - UP: 87.91% UR: 77.87% UF: 82.59% P: 87.75% R: 77.73% F: 82.44%
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+ 2023-04-27 08:25:54 INFO test: loss: nan - UP: 71.51% UR: 52.34% UF: 60.44% P: 66.39% R: 48.60% F: 56.12%
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+ 2023-04-27 08:26:10 INFO test: loss: nan - UP: 73.27% UR: 49.71% UF: 59.23% P: 68.77% R: 46.66% F: 55.60%
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+ 2023-04-27 08:26:22 INFO test: loss: nan - UP: 71.24% UR: 54.72% UF: 61.90% P: 67.03% R: 51.49% F: 58.25%
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+ 2023-04-27 08:26:45 INFO dev: loss: 0.1707 - UP: 67.59% UR: 50.34% UF: 57.71% P: 62.42% R: 46.49% F: 53.29%
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+ 2023-04-27 08:26:46 INFO test: loss: nan - UP: 71.69% UR: 52.82% UF: 60.83% P: 66.90% R: 49.29% F: 56.76%
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+ 2023-04-27 08:26:59 INFO dev: loss: 0.1726 - UP: 76.91% UR: 46.29% UF: 57.79% P: 71.20% R: 42.85% F: 53.50%
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+ 2023-04-27 08:27:01 INFO test: loss: nan - UP: 75.90% UR: 46.00% UF: 57.28% P: 71.12% R: 43.10% F: 53.67%
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+ 2023-04-27 08:27:11 INFO lr: 4.9720e-05 - loss: 0.0156 - UP: 90.45% UR: 79.23% UF: 84.47% P: 90.13% R: 78.95% F: 84.17%
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+ 2023-04-27 08:27:11 INFO dev: loss: 0.1618 - UP: 69.94% UR: 53.92% UF: 60.89% P: 63.43% R: 48.90% F: 55.22%
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+ 2023-04-27 08:27:12 INFO test: loss: nan - UP: 71.14% UR: 55.00% UF: 62.04% P: 65.99% R: 51.01% F: 57.54%
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+ 2023-04-27 08:27:23 INFO dev: loss: 0.1647 - UP: 72.81% UR: 50.28% UF: 59.48% P: 67.13% R: 46.35% F: 54.84%
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+ 2023-04-27 08:27:24 INFO 0:00:11.663323s elapsed
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+ 2023-04-27 08:27:34 INFO lr: 4.9700e-05 - loss: 0.0076 - UP: 92.35% UR: 86.44% UF: 89.30% P: 92.11% R: 86.21% F: 89.06%
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+ 2023-04-27 08:27:35 INFO dev: loss: 0.1667 - UP: 74.30% UR: 49.52% UF: 59.43% P: 68.83% R: 45.87% F: 55.06%
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+ 2023-04-27 08:27:36 INFO test: loss: nan - UP: 76.33% UR: 51.10% UF: 61.22% P: 71.69% R: 47.99% F: 57.49%
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+ 2023-04-27 08:27:46 INFO dev: loss: 0.1762 - UP: 69.74% UR: 53.09% UF: 60.29% P: 64.59% R: 49.17% F: 55.84%
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+ 2023-04-27 08:27:47 INFO test: loss: nan - UP: 71.73% UR: 57.35% UF: 63.74% P: 67.38% R: 53.88% F: 59.88%
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+ 2023-04-27 08:27:58 INFO lr: 4.9680e-05 - loss: 0.0041 - UP: 93.49% UR: 87.74% UF: 90.52% P: 93.39% R: 87.64% F: 90.42%
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+ 2023-04-27 08:27:58 INFO dev: loss: 0.1668 - UP: 70.63% UR: 51.93% UF: 59.85% P: 65.48% R: 48.14% F: 55.49%
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+ 2023-04-27 08:27:59 INFO test: loss: nan - UP: 73.35% UR: 55.84% UF: 63.41% P: 69.39% R: 52.82% F: 59.98%
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+ 2023-04-27 08:27:59 INFO 0:00:11.726063s elapsed
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+ 2023-04-27 08:28:09 INFO lr: 4.9670e-05 - loss: 0.0102 - UP: 94.32% UR: 87.70% UF: 90.89% P: 94.11% R: 87.50% F: 90.68%
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+ 2023-04-27 08:28:10 INFO dev: loss: 0.1794 - UP: 70.97% UR: 53.30% UF: 60.88% P: 65.20% R: 48.97% F: 55.93%
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+ 2023-04-27 08:28:11 INFO test: loss: nan - UP: 73.17% UR: 56.81% UF: 63.96% P: 69.67% R: 54.09% F: 60.90%
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+ 2023-04-27 08:28:11 INFO 0:00:11.765084s elapsed
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+ 2023-04-27 08:28:21 INFO lr: 4.9660e-05 - loss: 0.0089 - UP: 93.91% UR: 88.49% UF: 91.12% P: 93.69% R: 88.29% F: 90.91%
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+ 2023-04-27 08:28:22 INFO dev: loss: 0.1824 - UP: 68.29% UR: 55.09% UF: 60.98% P: 63.43% R: 51.17% F: 56.64%
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+ 2023-04-27 08:28:23 INFO test: loss: nan - UP: 70.51% UR: 59.04% UF: 64.27% P: 66.69% R: 55.84% F: 60.79%
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+ 2023-04-27 08:28:34 INFO 0:00:12.160101s elapsed (saved)
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+ 2023-04-27 08:28:44 INFO lr: 4.9650e-05 - loss: 0.0067 - UP: 93.58% UR: 89.83% UF: 91.67% P: 93.50% R: 89.76% F: 91.60%
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+ 2023-04-27 08:28:46 INFO dev: loss: 0.1755 - UP: 71.47% UR: 53.92% UF: 61.47% P: 65.72% R: 49.59% F: 56.53%
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+ 2023-04-27 08:28:47 INFO test: loss: nan - UP: 72.16% UR: 57.50% UF: 64.00% P: 67.61% R: 53.88% F: 59.97%
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+ 2023-04-27 08:28:47 INFO 0:00:13.328718s elapsed
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+ 2023-04-27 08:28:59 INFO lr: 4.9640e-05 - loss: 0.0072 - UP: 91.34% UR: 82.97% UF: 86.95% P: 90.85% R: 82.52% F: 86.49%
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+ 2023-04-27 08:29:00 INFO dev: loss: 0.1954 - UP: 63.08% UR: 53.23% UF: 57.74% P: 57.86% R: 48.83% F: 52.97%
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+ 2023-04-27 08:29:02 INFO test: loss: nan - UP: 68.83% UR: 60.25% UF: 64.25% P: 63.00% R: 55.15% F: 58.81%
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+ 2023-04-27 08:29:02 INFO 0:00:14.371922s elapsed
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+ 2023-04-27 08:29:12 INFO lr: 4.9630e-05 - loss: 0.0041 - UP: 91.57% UR: 87.84% UF: 89.67% P: 90.38% R: 86.70% F: 88.51%
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+ 2023-04-27 08:29:12 INFO dev: loss: 0.1466 - UP: 68.78% UR: 54.54% UF: 60.84% P: 62.53% R: 49.59% F: 55.31%
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+ 2023-04-27 08:29:13 INFO test: loss: nan - UP: 70.41% UR: 56.53% UF: 62.72% P: 65.90% R: 52.91% F: 58.70%
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+ 2023-04-27 08:29:13 INFO 0:00:11.809012s elapsed
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+ 2023-04-27 08:29:24 INFO lr: 4.9620e-05 - loss: 0.0045 - UP: 94.27% UR: 84.95% UF: 89.37% P: 94.08% R: 84.79% F: 89.19%
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+ 2023-04-27 08:29:25 INFO dev: loss: 0.1691 - UP: 70.91% UR: 55.16% UF: 62.05% P: 65.78% R: 51.17% F: 57.56%
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+ 2023-04-27 08:29:26 INFO test: loss: nan - UP: 73.19% UR: 58.59% UF: 65.08% P: 68.70% R: 55.00% F: 61.09%
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+ 2023-04-27 08:29:36 INFO 0:00:12.228230s elapsed (saved)
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+ 2023-04-27 08:29:47 INFO lr: 4.9610e-05 - loss: 0.0093 - UP: 92.27% UR: 89.47% UF: 90.85% P: 92.15% R: 89.35% F: 90.73%
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+ 2023-04-27 08:29:47 INFO dev: loss: 0.1879 - UP: 73.50% UR: 49.79% UF: 59.37% P: 68.93% R: 46.70% F: 55.68%
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+ 2023-04-27 08:29:48 INFO 0:00:11.991835s elapsed
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+ 2023-04-27 08:30:00 INFO lr: 4.9600e-05 - loss: 0.0010 - UP: 93.82% UR: 88.29% UF: 90.97% P: 93.65% R: 88.12% F: 90.80%
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+ 2023-04-27 08:30:01 INFO dev: loss: 0.1812 - UP: 74.12% UR: 50.62% UF: 60.16% P: 68.68% R: 46.91% F: 55.74%
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+ 2023-04-27 08:30:02 INFO test: loss: nan - UP: 74.48% UR: 54.27% UF: 62.79% P: 70.26% R: 51.19% F: 59.23%
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+ 2023-04-27 08:30:02 INFO 0:00:13.902392s elapsed
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+ 2023-04-27 08:30:13 INFO lr: 4.9590e-05 - loss: 0.0051 - UP: 95.17% UR: 89.32% UF: 92.15% P: 95.04% R: 89.20% F: 92.03%
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+ 2023-04-27 08:30:14 INFO dev: loss: 0.1796 - UP: 72.50% UR: 53.30% UF: 61.43% P: 66.51% R: 48.90% F: 56.36%
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+ 2023-04-27 08:30:15 INFO test: loss: nan - UP: 73.95% UR: 56.38% UF: 63.98% P: 69.79% R: 53.21% F: 60.39%
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+ 2023-04-27 08:30:15 INFO 0:00:12.407750s elapsed
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+ 2023-04-27 08:30:25 INFO lr: 4.9580e-05 - loss: 0.0054 - UP: 95.57% UR: 90.74% UF: 93.09% P: 95.44% R: 90.62% F: 92.97%
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+ 2023-04-27 08:30:26 INFO dev: loss: 0.1875 - UP: 69.58% UR: 54.26% UF: 60.97% P: 63.76% R: 49.72% F: 55.87%
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+ 2023-04-27 08:30:27 INFO test: loss: nan - UP: 72.12% UR: 59.10% UF: 64.96% P: 67.62% R: 55.42% F: 60.92%
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+ 2023-04-27 08:30:27 INFO 0:00:12.116698s elapsed
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+ 2023-04-27 08:30:37 INFO lr: 4.9570e-05 - loss: 0.0033 - UP: 93.82% UR: 91.99% UF: 92.90% P: 93.70% R: 91.88% F: 92.78%
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+ 2023-04-27 08:30:38 INFO dev: loss: 0.1966 - UP: 77.18% UR: 50.00% UF: 60.68% P: 70.81% R: 45.87% F: 55.68%
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+ 2023-04-27 08:30:39 INFO test: loss: nan - UP: 77.80% UR: 50.56% UF: 61.29% P: 73.99% R: 48.08% F: 58.29%
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+ 2023-04-27 08:30:39 INFO 0:00:11.916210s elapsed
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+ 2023-04-27 08:30:49 INFO lr: 4.9560e-05 - loss: 0.0009 - UP: 95.28% UR: 87.54% UF: 91.25% P: 95.09% R: 87.36% F: 91.06%
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+ 2023-04-27 08:30:50 INFO dev: loss: 0.1893 - UP: 76.38% UR: 50.28% UF: 60.64% P: 71.06% R: 46.77% F: 56.41%
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+ 2023-04-27 08:30:51 INFO test: loss: nan - UP: 76.59% UR: 52.43% UF: 62.25% P: 72.75% R: 49.80% F: 59.13%
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+ 2023-04-27 08:30:51 INFO 0:00:11.822279s elapsed
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+ 2023-04-27 08:31:01 INFO lr: 4.9550e-05 - loss: 0.0096 - UP: 93.13% UR: 89.74% UF: 91.41% P: 93.01% R: 89.62% F: 91.29%
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+ 2023-04-27 08:31:02 INFO dev: loss: 0.2009 - UP: 68.00% UR: 60.80% UF: 64.20% P: 60.00% R: 53.65% F: 56.64%
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+ 2023-04-27 08:31:03 INFO test: loss: nan - UP: 66.62% UR: 59.16% UF: 62.67% P: 60.50% R: 53.73% F: 56.91%
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+ 2023-04-27 08:31:03 INFO 0:00:12.523067s elapsed
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+ 2023-04-27 08:31:13 INFO lr: 4.9540e-05 - loss: 0.0057 - UP: 92.97% UR: 87.10% UF: 89.94% P: 92.31% R: 86.48% F: 89.30%
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+ 2023-04-27 08:31:14 INFO dev: loss: 0.1534 - UP: 66.28% UR: 54.61% UF: 59.88% P: 61.35% R: 50.55% F: 55.43%
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+ 2023-04-27 08:31:15 INFO test: loss: nan - UP: 68.57% UR: 56.29% UF: 61.83% P: 64.56% R: 53.00% F: 58.21%
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+ 2023-04-27 08:31:15 INFO 0:00:12.147633s elapsed
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+ 2023-04-27 08:31:25 INFO lr: 4.9530e-05 - loss: 0.0292 - UP: 91.05% UR: 85.96% UF: 88.43% P: 89.87% R: 84.84% F: 87.29%
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+ 2023-04-27 08:31:26 INFO dev: loss: 0.1707 - UP: 77.80% UR: 47.25% UF: 58.79% P: 70.78% R: 42.98% F: 53.49%
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+ 2023-04-27 08:31:27 INFO test: loss: nan - UP: 76.17% UR: 48.72% UF: 59.43% P: 71.26% R: 45.58% F: 55.60%
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+ 2023-04-27 08:31:27 INFO 0:00:11.875896s elapsed
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+ 2023-04-27 08:31:37 INFO lr: 4.9520e-05 - loss: 0.3616 - UP: 92.12% UR: 84.84% UF: 88.33% P: 91.65% R: 84.41% F: 87.88%
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+ 2023-04-27 08:31:38 INFO dev: loss: 0.1847 - UP: 76.51% UR: 47.04% UF: 58.26% P: 70.81% R: 43.54% F: 53.92%
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+ 2023-04-27 08:31:39 INFO test: loss: nan - UP: 76.20% UR: 48.99% UF: 59.64% P: 71.36% R: 45.88% F: 55.85%
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+ 2023-04-27 08:31:39 INFO 0:00:11.834920s elapsed
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+ 2023-04-27 08:31:49 INFO lr: 4.9510e-05 - loss: 0.0239 - UP: 90.41% UR: 80.11% UF: 84.95% P: 88.59% R: 78.50% F: 83.24%
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+ 2023-04-27 08:31:50 INFO dev: loss: 0.1309 - UP: 75.84% UR: 47.94% UF: 58.74% P: 71.71% R: 45.32% F: 55.54%
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+ 2023-04-27 08:31:51 INFO test: loss: nan - UP: 75.33% UR: 48.66% UF: 59.12% P: 70.70% R: 45.67% F: 55.49%
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+ 2023-04-27 08:31:51 INFO 0:00:11.919236s elapsed
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+ 2023-04-27 08:32:01 INFO lr: 4.9500e-05 - loss: 0.0228 - UP: 92.54% UR: 84.85% UF: 88.53% P: 92.14% R: 84.49% F: 88.15%
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+ 2023-04-27 08:32:02 INFO dev: loss: 0.1509 - UP: 70.17% UR: 54.20% UF: 61.16% P: 64.65% R: 49.93% F: 56.34%
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+ 2023-04-27 08:32:03 INFO test: loss: nan - UP: 71.06% UR: 56.47% UF: 62.93% P: 66.24% R: 52.64% F: 58.66%
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+ 2023-04-27 08:32:13 INFO lr: 4.9490e-05 - loss: 0.0054 - UP: 94.53% UR: 89.93% UF: 92.17% P: 94.31% R: 89.72% F: 91.96%
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+ 2023-04-27 08:32:14 INFO dev: loss: 0.1617 - UP: 71.96% UR: 52.06% UF: 60.42% P: 67.11% R: 48.56% F: 56.34%
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+ 2023-04-27 08:32:15 INFO test: loss: nan - UP: 73.78% UR: 54.60% UF: 62.76% P: 69.25% R: 51.25% F: 58.91%
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+ 2023-04-27 08:32:25 INFO lr: 4.9480e-05 - loss: 0.0074 - UP: 95.63% UR: 91.43% UF: 93.48% P: 95.46% R: 91.28% F: 93.32%
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+ 2023-04-27 08:32:26 INFO dev: loss: 0.1698 - UP: 70.08% UR: 53.65% UF: 60.77% P: 64.96% R: 49.72% F: 56.33%
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+ 2023-04-27 08:32:27 INFO test: loss: nan - UP: 72.30% UR: 57.20% UF: 63.87% P: 67.68% R: 53.55% F: 59.79%
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+ 2023-04-27 08:32:37 INFO lr: 4.9470e-05 - loss: 0.0041 - UP: 96.02% UR: 92.18% UF: 94.06% P: 95.97% R: 92.14% F: 94.02%
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+ 2023-04-27 08:32:38 INFO dev: loss: 0.1735 - UP: 69.31% UR: 57.02% UF: 62.57% P: 63.04% R: 51.86% F: 56.91%
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+ 2023-04-27 08:32:39 INFO test: loss: nan - UP: 69.90% UR: 59.37% UF: 64.21% P: 65.49% R: 55.63% F: 60.16%
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+ 2023-04-27 08:32:49 INFO lr: 4.9460e-05 - loss: 0.0013 - UP: 95.82% UR: 93.91% UF: 94.85% P: 95.76% R: 93.85% F: 94.79%
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+ 2023-04-27 08:32:51 INFO test: loss: nan - UP: 72.32% UR: 56.47% UF: 63.42% P: 67.99% R: 53.09% F: 59.63%
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+ 2023-04-27 08:33:38 INFO dev: loss: 0.1849 - UP: 71.64% UR: 55.78% UF: 62.72% P: 65.11% R: 50.69% F: 57.00%
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+ 2023-04-27 08:33:50 INFO dev: loss: 0.1947 - UP: 71.44% UR: 53.51% UF: 61.19% P: 66.57% R: 49.86% F: 57.02%
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+ 2023-04-27 08:33:51 INFO test: loss: nan - UP: 71.74% UR: 56.78% UF: 63.39% P: 67.51% R: 53.43% F: 59.65%
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+ 2023-04-27 08:33:51 INFO 0:00:11.998502s elapsed
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+ 2023-04-27 08:34:02 INFO dev: loss: 0.1901 - UP: 71.27% UR: 55.78% UF: 62.58% P: 65.55% R: 51.31% F: 57.56%
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+ 2023-04-27 08:34:04 INFO test: loss: nan - UP: 73.09% UR: 59.19% UF: 65.41% P: 68.51% R: 55.48% F: 61.31%
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+ 2023-04-27 08:34:04 INFO 0:00:12.251167s elapsed
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+ 2023-04-27 08:34:15 INFO dev: loss: 0.1904 - UP: 77.98% UR: 50.41% UF: 61.24% P: 72.02% R: 46.56% F: 56.56%
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+ 2023-04-27 08:34:16 INFO test: loss: nan - UP: 76.59% UR: 51.74% UF: 61.75% P: 72.07% R: 48.69% F: 58.12%
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+ 2023-04-27 08:34:16 INFO 0:00:12.193032s elapsed
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+ 2023-04-27 08:34:26 INFO lr: 4.9380e-05 - loss: 0.0059 - UP: 96.82% UR: 92.87% UF: 94.80% P: 96.77% R: 92.82% F: 94.75%
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+ 2023-04-27 08:34:27 INFO dev: loss: 0.1839 - UP: 66.23% UR: 59.77% UF: 62.83% P: 60.29% R: 54.40% F: 57.19%
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+ 2023-04-27 08:34:28 INFO test: loss: nan - UP: 66.92% UR: 62.90% UF: 64.85% P: 62.20% R: 58.47% F: 60.28%
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+ 2023-04-27 08:34:28 INFO 0:00:12.021173s elapsed
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+ 2023-04-27 08:34:39 INFO dev: loss: 0.1845 - UP: 71.02% UR: 55.30% UF: 62.18% P: 65.55% R: 51.03% F: 57.39%
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+ 2023-04-27 08:34:40 INFO test: loss: nan - UP: 73.26% UR: 57.38% UF: 64.35% P: 68.79% R: 53.88% F: 60.43%
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+ 2023-04-27 08:34:51 INFO dev: loss: 0.1878 - UP: 71.45% UR: 55.09% UF: 62.21% P: 65.39% R: 50.41% F: 56.93%
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+ 2023-04-27 08:34:52 INFO test: loss: nan - UP: 72.49% UR: 58.13% UF: 64.52% P: 68.05% R: 54.57% F: 60.57%
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+ 2023-04-27 08:34:52 INFO 0:00:12.150682s elapsed
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+ 2023-04-27 08:35:02 INFO lr: 4.9350e-05 - loss: 0.0007 - UP: 97.78% UR: 96.07% UF: 96.91% P: 97.75% R: 96.04% F: 96.88%
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+ 2023-04-27 08:35:03 INFO dev: loss: 0.1954 - UP: 71.74% UR: 55.71% UF: 62.72% P: 66.34% R: 51.51% F: 57.99%
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+ 2023-04-27 08:35:04 INFO test: loss: nan - UP: 73.51% UR: 58.04% UF: 64.87% P: 68.92% R: 54.42% F: 60.82%
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+ 2023-04-27 08:35:15 INFO 0:00:12.310050s elapsed (saved)
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+ 2023-04-27 08:35:26 INFO lr: 4.9340e-05 - loss: 0.0011 - UP: 97.97% UR: 96.62% UF: 97.29% P: 97.94% R: 96.59% F: 97.26%
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+ 2023-04-27 08:35:27 INFO dev: loss: 0.1971 - UP: 73.22% UR: 54.54% UF: 62.51% P: 67.77% R: 50.48% F: 57.86%
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+ 2023-04-27 08:35:29 INFO test: loss: nan - UP: 73.47% UR: 57.59% UF: 64.57% P: 69.20% R: 54.24% F: 60.81%
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+ 2023-04-27 08:35:29 INFO 0:00:13.223597s elapsed
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+ 2023-04-27 08:35:29 INFO Epoch 67 / 5000:
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+ 2023-04-27 08:35:42 INFO dev: loss: 0.1938 - UP: 71.92% UR: 55.85% UF: 62.87% P: 66.70% R: 51.79% F: 58.30%
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+ 2023-04-27 08:35:43 INFO test: loss: nan - UP: 72.83% UR: 57.77% UF: 64.43% P: 68.49% R: 54.33% F: 60.60%
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+ 2023-04-27 08:35:56 INFO 0:00:14.170866s elapsed (saved)
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+ 2023-04-27 08:35:56 INFO Epoch 68 / 5000:
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+ 2023-04-27 08:36:06 INFO lr: 4.9320e-05 - loss: 0.0001 - UP: 98.21% UR: 96.15% UF: 97.17% P: 98.19% R: 96.13% F: 97.15%
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+ 2023-04-27 08:36:07 INFO dev: loss: 0.2074 - UP: 68.77% UR: 58.60% UF: 63.28% P: 63.03% R: 53.71% F: 58.00%
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+ 2023-04-27 08:36:09 INFO test: loss: nan - UP: 68.93% UR: 62.15% UF: 65.37% P: 64.31% R: 57.98% F: 60.98%
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+ 2023-04-27 08:36:09 INFO 0:00:13.160493s elapsed
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+ 2023-04-27 08:36:09 INFO Epoch 69 / 5000:
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+ 2023-04-27 08:36:21 INFO lr: 4.9310e-05 - loss: 0.0001 - UP: 97.35% UR: 96.13% UF: 96.73% P: 97.33% R: 96.11% F: 96.71%
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+ 2023-04-27 08:36:22 INFO dev: loss: 0.1866 - UP: 72.87% UR: 55.78% UF: 63.19% P: 67.57% R: 51.72% F: 58.59%
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+ 2023-04-27 08:36:23 INFO test: loss: nan - UP: 73.09% UR: 57.56% UF: 64.40% P: 68.72% R: 54.12% F: 60.55%
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+ 2023-04-27 08:36:35 INFO 0:00:14.710687s elapsed (saved)
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+ 2023-04-27 08:36:35 INFO Epoch 70 / 5000:
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+ 2023-04-27 08:36:46 INFO lr: 4.9300e-05 - loss: 0.0013 - UP: 98.06% UR: 96.94% UF: 97.50% P: 98.00% R: 96.88% F: 97.44%
485
+ 2023-04-27 08:36:47 INFO dev: loss: 0.1912 - UP: 70.46% UR: 56.60% UF: 62.78% P: 65.50% R: 52.61% F: 58.35%
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+ 2023-04-27 08:36:48 INFO test: loss: nan - UP: 72.89% UR: 59.40% UF: 65.46% P: 68.33% R: 55.69% F: 61.37%
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+ 2023-04-27 08:36:48 INFO 0:00:12.971740s elapsed
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+ 2023-04-27 08:36:48 INFO Epoch 71 / 5000:
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+ 2023-04-27 08:37:00 INFO lr: 4.9290e-05 - loss: 0.0019 - UP: 98.40% UR: 96.59% UF: 97.48% P: 98.36% R: 96.55% F: 97.44%
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+ 2023-04-27 08:37:01 INFO dev: loss: 0.2054 - UP: 72.71% UR: 56.81% UF: 63.78% P: 66.55% R: 51.99% F: 58.38%
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+ 2023-04-27 08:37:03 INFO test: loss: nan - UP: 73.02% UR: 59.13% UF: 65.34% P: 68.13% R: 55.18% F: 60.97%
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+ 2023-04-27 08:37:03 INFO 0:00:14.254149s elapsed
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+ 2023-04-27 08:37:03 INFO Epoch 72 / 5000:
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+ 2023-04-27 08:37:13 INFO lr: 4.9280e-05 - loss: 0.0023 - UP: 98.11% UR: 97.32% UF: 97.71% P: 98.03% R: 97.24% F: 97.63%
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+ 2023-04-27 08:37:14 INFO dev: loss: 0.1976 - UP: 73.57% UR: 55.91% UF: 63.54% P: 67.78% R: 51.51% F: 58.54%
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+ 2023-04-27 08:37:15 INFO test: loss: nan - UP: 73.76% UR: 56.69% UF: 64.11% P: 68.81% R: 52.88% F: 59.81%
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+ 2023-04-27 08:37:15 INFO 0:00:12.586401s elapsed
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+ 2023-04-27 08:37:15 INFO Epoch 73 / 5000:
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+ 2023-04-27 08:37:26 INFO lr: 4.9270e-05 - loss: 0.0006 - UP: 97.65% UR: 95.98% UF: 96.81% P: 97.60% R: 95.93% F: 96.76%
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+ 2023-04-27 08:37:27 INFO dev: loss: 0.1900 - UP: 71.19% UR: 58.80% UF: 64.41% P: 65.11% R: 53.78% F: 58.91%
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+ 2023-04-27 08:37:28 INFO test: loss: nan - UP: 71.83% UR: 60.49% UF: 65.67% P: 67.24% R: 56.63% F: 61.48%
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+ 2023-04-27 08:37:40 INFO 0:00:12.415741s elapsed (saved)
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+ 2023-04-27 08:37:40 INFO Epoch 74 / 5000:
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+ 2023-04-27 08:37:50 INFO lr: 4.9260e-05 - loss: 0.0043 - UP: 98.14% UR: 96.13% UF: 97.13% P: 98.11% R: 96.11% F: 97.10%
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+ 2023-04-27 08:37:51 INFO dev: loss: 0.2078 - UP: 71.69% UR: 56.26% UF: 63.04% P: 65.99% R: 51.79% F: 58.03%
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+ 2023-04-27 08:37:52 INFO test: loss: nan - UP: 72.95% UR: 59.82% UF: 65.74% P: 68.02% R: 55.78% F: 61.29%
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+ 2023-04-27 08:37:52 INFO 0:00:12.315253s elapsed
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+ 2023-04-27 08:37:52 INFO Epoch 75 / 5000:
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+ 2023-04-27 08:38:03 INFO lr: 4.9250e-05 - loss: 0.0011 - UP: 97.63% UR: 97.42% UF: 97.53% P: 97.56% R: 97.34% F: 97.45%
515
+ 2023-04-27 08:38:04 INFO dev: loss: 0.2186 - UP: 71.53% UR: 57.36% UF: 63.66% P: 66.04% R: 52.96% F: 58.78%
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+ 2023-04-27 08:38:05 INFO test: loss: nan - UP: 72.30% UR: 60.13% UF: 65.66% P: 67.95% R: 56.50% F: 61.70%
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+ 2023-04-27 08:38:05 INFO 0:00:13.021598s elapsed
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+ 2023-04-27 08:38:05 INFO Epoch 76 / 5000:
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+ 2023-04-27 08:38:16 INFO lr: 4.9240e-05 - loss: 0.0019 - UP: 98.19% UR: 97.20% UF: 97.69% P: 98.07% R: 97.08% F: 97.57%
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+ 2023-04-27 08:38:17 INFO dev: loss: 0.2133 - UP: 74.63% UR: 55.43% UF: 63.61% P: 68.33% R: 50.76% F: 58.25%
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+ 2023-04-27 08:38:18 INFO test: loss: nan - UP: 74.04% UR: 57.59% UF: 64.79% P: 69.69% R: 54.21% F: 60.98%
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+ 2023-04-27 08:38:18 INFO 0:00:12.887482s elapsed
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+ 2023-04-27 08:38:18 INFO Epoch 77 / 5000:
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+ 2023-04-27 08:38:29 INFO lr: 4.9230e-05 - loss: 0.0006 - UP: 97.94% UR: 97.06% UF: 97.50% P: 97.86% R: 96.98% F: 97.42%
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+ 2023-04-27 08:38:29 INFO dev: loss: 0.2031 - UP: 73.35% UR: 57.15% UF: 64.24% P: 67.34% R: 52.48% F: 58.99%
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+ 2023-04-27 08:38:31 INFO test: loss: nan - UP: 73.29% UR: 58.89% UF: 65.31% P: 68.67% R: 55.18% F: 61.19%
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+ 2023-04-27 08:38:42 INFO 0:00:12.448521s elapsed (saved)
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+ 2023-04-27 08:38:42 INFO Epoch 78 / 5000:
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+ 2023-04-27 08:38:53 INFO lr: 4.9220e-05 - loss: 0.0042 - UP: 98.14% UR: 96.83% UF: 97.48% P: 98.08% R: 96.77% F: 97.42%
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+ 2023-04-27 08:38:54 INFO dev: loss: 0.2108 - UP: 73.20% UR: 55.98% UF: 63.45% P: 67.63% R: 51.72% F: 58.61%
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+ 2023-04-27 08:38:55 INFO test: loss: nan - UP: 72.97% UR: 58.01% UF: 64.64% P: 68.38% R: 54.36% F: 60.57%
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+ 2023-04-27 08:38:55 INFO 0:00:13.230782s elapsed
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+ 2023-04-27 08:38:55 INFO Epoch 79 / 5000:
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+ 2023-04-27 08:39:07 INFO lr: 4.9210e-05 - loss: 0.0007 - UP: 98.51% UR: 97.09% UF: 97.80% P: 98.44% R: 97.02% F: 97.73%
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+ 2023-04-27 08:39:08 INFO dev: loss: 0.2298 - UP: 71.20% UR: 57.63% UF: 63.70% P: 65.93% R: 53.37% F: 58.99%
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+ 2023-04-27 08:39:09 INFO test: loss: nan - UP: 70.70% UR: 59.43% UF: 64.58% P: 66.00% R: 55.48% F: 60.28%
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+ 2023-04-27 08:39:21 INFO 0:00:13.965477s elapsed (saved)
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+ 2023-04-27 08:39:21 INFO Epoch 80 / 5000:
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+ 2023-04-27 08:39:32 INFO lr: 4.9200e-05 - loss: 0.0009 - UP: 97.84% UR: 96.96% UF: 97.40% P: 97.35% R: 96.48% F: 96.91%
545
+ 2023-04-27 08:39:35 INFO dev: loss: 0.2574 - UP: 72.40% UR: 54.13% UF: 61.94% P: 64.67% R: 48.35% F: 55.33%
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+ 2023-04-27 08:39:37 INFO test: loss: nan - UP: 70.72% UR: 58.32% UF: 63.92% P: 62.77% R: 51.77% F: 56.74%
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+ 2023-04-27 08:39:37 INFO 0:00:16.126861s elapsed
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+ 2023-04-27 08:39:37 INFO Epoch 81 / 5000:
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+ 2023-04-27 08:39:48 INFO lr: 4.9190e-05 - loss: 0.0028 - UP: 96.12% UR: 92.79% UF: 94.43% P: 94.77% R: 91.49% F: 93.10%
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+ 2023-04-27 08:39:49 INFO dev: loss: 0.1650 - UP: 69.93% UR: 55.50% UF: 61.89% P: 64.73% R: 51.38% F: 57.29%
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+ 2023-04-27 08:39:50 INFO test: loss: nan - UP: 68.52% UR: 59.86% UF: 63.90% P: 63.58% R: 55.54% F: 59.29%
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+ 2023-04-27 08:39:50 INFO 0:00:13.455017s elapsed
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+ 2023-04-27 08:39:50 INFO Epoch 82 / 5000:
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+ 2023-04-27 08:40:01 INFO lr: 4.9180e-05 - loss: 0.0142 - UP: 94.73% UR: 89.74% UF: 92.17% P: 93.56% R: 88.64% F: 91.04%
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+ 2023-04-27 08:40:02 INFO dev: loss: 0.1782 - UP: 71.76% UR: 49.11% UF: 58.31% P: 66.53% R: 45.53% F: 54.06%
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+ 2023-04-27 08:40:03 INFO test: loss: nan - UP: 74.36% UR: 51.46% UF: 60.83% P: 69.17% R: 47.87% F: 56.58%
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+ 2023-04-27 08:40:03 INFO 0:00:12.331870s elapsed
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+ 2023-04-27 08:40:03 INFO Epoch 83 / 5000:
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+ 2023-04-27 08:40:13 INFO lr: 4.9170e-05 - loss: 0.0085 - UP: 94.10% UR: 88.34% UF: 91.13% P: 92.56% R: 86.89% F: 89.64%
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+ 2023-04-27 08:40:14 INFO dev: loss: 0.1664 - UP: 68.81% UR: 56.74% UF: 62.19% P: 63.55% R: 52.41% F: 57.44%
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+ 2023-04-27 08:40:15 INFO test: loss: nan - UP: 68.91% UR: 57.47% UF: 62.67% P: 64.17% R: 53.52% F: 58.36%
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+ 2023-04-27 08:40:15 INFO 0:00:12.190050s elapsed
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+ 2023-04-27 08:40:15 INFO Epoch 84 / 5000:
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+ 2023-04-27 08:40:25 INFO lr: 4.9160e-05 - loss: 0.0106 - UP: 94.04% UR: 85.81% UF: 89.74% P: 93.55% R: 85.37% F: 89.27%
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+ 2023-04-27 08:40:26 INFO dev: loss: 0.1708 - UP: 66.75% UR: 58.39% UF: 62.29% P: 62.19% R: 54.40% F: 58.03%
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+ 2023-04-27 08:40:27 INFO test: loss: nan - UP: 65.64% UR: 59.28% UF: 62.30% P: 60.93% R: 55.03% F: 57.83%
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+ 2023-04-27 08:40:27 INFO 0:00:12.086355s elapsed
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+ 2023-04-27 08:40:27 INFO Epoch 85 / 5000:
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+ 2023-04-27 08:40:37 INFO lr: 4.9150e-05 - loss: 0.0095 - UP: 95.11% UR: 89.37% UF: 92.15% P: 94.89% R: 89.16% F: 91.94%
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+ 2023-04-27 08:40:38 INFO dev: loss: 0.1713 - UP: 70.86% UR: 55.36% UF: 62.16% P: 65.23% R: 50.96% F: 57.22%
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+ 2023-04-27 08:40:39 INFO test: loss: nan - UP: 72.42% UR: 57.86% UF: 64.33% P: 67.47% R: 53.91% F: 59.93%
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+ 2023-04-27 08:40:39 INFO 0:00:12.095303s elapsed
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+ 2023-04-27 08:40:39 INFO Epoch 86 / 5000:
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+ 2023-04-27 08:40:50 INFO lr: 4.9140e-05 - loss: 0.0012 - UP: 96.19% UR: 93.92% UF: 95.04% P: 96.12% R: 93.85% F: 94.97%
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+ 2023-04-27 08:41:15 INFO dev: loss: 0.1919 - UP: 70.94% UR: 54.40% UF: 61.58% P: 66.28% R: 50.83% F: 57.53%
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+ 2023-04-27 08:41:38 INFO lr: 4.9100e-05 - loss: 0.0062 - UP: 94.80% UR: 90.00% UF: 92.34% P: 94.58% R: 89.79% F: 92.12%
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+ 2023-04-27 08:41:39 INFO dev: loss: 0.1902 - UP: 68.66% UR: 59.22% UF: 63.59% P: 63.88% R: 55.09% F: 59.16%
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+ 2023-04-27 08:42:02 INFO lr: 4.9090e-05 - loss: 0.0045 - UP: 96.23% UR: 90.83% UF: 93.45% P: 96.06% R: 90.68% F: 93.29%
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+ 2023-04-27 08:42:03 INFO dev: loss: 0.1892 - UP: 67.65% UR: 56.53% UF: 61.60% P: 62.47% R: 52.20% F: 56.88%
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+ 2023-04-27 08:42:31 INFO dev: loss: 0.1914 - UP: 73.19% UR: 55.78% UF: 63.31% P: 68.05% R: 51.86% F: 58.86%
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+ 2023-04-27 08:42:43 INFO dev: loss: 0.2151 - UP: 72.64% UR: 54.61% UF: 62.35% P: 68.44% R: 51.44% F: 58.74%
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+ 2023-04-27 08:42:44 INFO Epoch 95 / 5000:
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+ 2023-04-27 08:42:55 INFO dev: loss: 0.1738 - UP: 68.54% UR: 55.30% UF: 61.21% P: 63.34% R: 51.10% F: 56.57%
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+ 2023-04-27 08:43:07 INFO dev: loss: 0.2155 - UP: 69.81% UR: 52.96% UF: 60.23% P: 64.64% R: 49.04% F: 55.77%
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+ 2023-04-27 08:43:19 INFO dev: loss: 0.1978 - UP: 71.39% UR: 56.81% UF: 63.27% P: 66.21% R: 52.68% F: 58.67%
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+ 2023-04-27 08:43:20 INFO test: loss: nan - UP: 71.12% UR: 57.38% UF: 63.51% P: 66.63% R: 53.76% F: 59.51%
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+ 2023-04-27 08:43:31 INFO dev: loss: 0.2225 - UP: 77.33% UR: 49.04% UF: 60.02% P: 72.67% R: 46.08% F: 56.40%
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+ 2023-04-27 08:43:32 INFO test: loss: nan - UP: 76.95% UR: 50.29% UF: 60.83% P: 72.66% R: 47.48% F: 57.43%
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+ 2023-04-27 08:43:43 INFO lr: 4.9010e-05 - loss: 0.0013 - UP: 97.22% UR: 94.17% UF: 95.67% P: 97.16% R: 94.11% F: 95.61%
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+ 2023-04-27 08:43:43 INFO dev: loss: 0.2214 - UP: 70.98% UR: 58.05% UF: 63.87% P: 64.51% R: 52.75% F: 58.04%
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+ 2023-04-27 08:43:44 INFO 0:00:12.088504s elapsed
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+ 2023-04-27 08:43:44 INFO Epoch 100 / 5000:
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+ 2023-04-27 08:43:55 INFO lr: 4.9000e-05 - loss: 0.0036 - UP: 97.43% UR: 96.47% UF: 96.95% P: 97.35% R: 96.39% F: 96.87%
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+ 2023-04-27 08:43:55 INFO dev: loss: 0.2075 - UP: 73.43% UR: 59.49% UF: 65.73% P: 67.06% R: 54.33% F: 60.03%
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+ 2023-04-27 08:43:56 INFO test: loss: nan - UP: 73.45% UR: 59.61% UF: 65.81% P: 68.39% R: 55.51% F: 61.28%
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+ 2023-04-27 08:44:07 INFO 0:00:12.065035s elapsed (saved)
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+ 2023-04-27 08:44:07 INFO Epoch 101 / 5000:
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+ 2023-04-27 08:44:18 INFO lr: 4.8990e-05 - loss: 0.0001 - UP: 97.96% UR: 95.64% UF: 96.79% P: 97.84% R: 95.54% F: 96.68%
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+ 2023-04-27 08:44:19 INFO dev: loss: 0.2195 - UP: 72.14% UR: 58.94% UF: 64.88% P: 65.74% R: 53.71% F: 59.12%
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+ 2023-04-27 08:44:21 INFO test: loss: nan - UP: 71.67% UR: 59.70% UF: 65.14% P: 66.67% R: 55.54% F: 60.60%
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+ 2023-04-27 08:44:21 INFO 0:00:13.806543s elapsed
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+ 2023-04-27 08:44:21 INFO Epoch 102 / 5000:
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+ 2023-04-27 08:44:34 INFO lr: 4.8980e-05 - loss: 0.0049 - UP: 97.59% UR: 97.13% UF: 97.36% P: 97.51% R: 97.05% F: 97.28%
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+ 2023-04-27 08:44:34 INFO dev: loss: 0.2035 - UP: 74.15% UR: 57.22% UF: 64.60% P: 68.00% R: 52.48% F: 59.24%
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+ 2023-04-27 08:44:35 INFO test: loss: nan - UP: 73.57% UR: 58.04% UF: 64.89% P: 68.44% R: 54.00% F: 60.37%
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+ 2023-04-27 08:44:35 INFO 0:00:13.944466s elapsed
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+ 2023-04-27 08:44:35 INFO Epoch 103 / 5000:
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+ 2023-04-27 08:44:46 INFO lr: 4.8970e-05 - loss: 0.0012 - UP: 98.76% UR: 97.32% UF: 98.03% P: 98.73% R: 97.29% F: 98.00%
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+ 2023-04-27 08:44:46 INFO dev: loss: 0.2172 - UP: 73.56% UR: 57.77% UF: 64.71% P: 66.90% R: 52.54% F: 58.86%
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+ 2023-04-27 08:44:48 INFO test: loss: nan - UP: 74.14% UR: 58.68% UF: 65.51% P: 69.60% R: 55.09% F: 61.50%
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+ 2023-04-27 08:44:48 INFO 0:00:12.309244s elapsed
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+ 2023-04-27 08:44:48 INFO Epoch 104 / 5000:
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+ 2023-04-27 08:44:58 INFO lr: 4.8960e-05 - loss: 0.0012 - UP: 98.61% UR: 97.78% UF: 98.19% P: 98.58% R: 97.75% F: 98.16%
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+ 2023-04-27 08:44:59 INFO dev: loss: 0.2251 - UP: 73.17% UR: 57.02% UF: 64.09% P: 67.34% R: 52.48% F: 58.99%
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+ 2023-04-27 08:45:00 INFO test: loss: nan - UP: 73.91% UR: 59.52% UF: 65.94% P: 69.27% R: 55.78% F: 61.80%
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+ 2023-04-27 08:45:00 INFO 0:00:12.167117s elapsed
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+ 2023-04-27 08:45:00 INFO Epoch 105 / 5000:
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+ 2023-04-27 08:45:10 INFO lr: 4.8950e-05 - loss: 0.0005 - UP: 98.72% UR: 97.70% UF: 98.21% P: 98.67% R: 97.65% F: 98.16%
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+ 2023-04-27 08:45:11 INFO dev: loss: 0.2326 - UP: 72.59% UR: 57.91% UF: 64.42% P: 66.47% R: 53.03% F: 58.99%
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+ 2023-04-27 08:45:12 INFO test: loss: nan - UP: 73.60% UR: 60.01% UF: 66.11% P: 68.90% R: 56.17% F: 61.89%
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+ 2023-04-27 08:45:12 INFO 0:00:12.381877s elapsed
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+ 2023-04-27 08:45:12 INFO Epoch 106 / 5000:
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+ 2023-04-27 08:45:22 INFO lr: 4.8940e-05 - loss: 0.0033 - UP: 98.34% UR: 97.99% UF: 98.17% P: 98.34% R: 97.99% F: 98.17%
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+ 2023-04-27 08:45:23 INFO dev: loss: 0.2172 - UP: 69.98% UR: 60.94% UF: 65.15% P: 63.51% R: 55.30% F: 59.12%
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+ 2023-04-27 08:45:24 INFO test: loss: nan - UP: 71.64% UR: 62.15% UF: 66.56% P: 66.70% R: 57.86% F: 61.97%
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+ 2023-04-27 08:45:24 INFO 0:00:12.133860s elapsed
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+ 2023-04-27 08:45:24 INFO Epoch 107 / 5000:
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+ 2023-04-27 08:45:35 INFO lr: 4.8930e-05 - loss: 0.0023 - UP: 98.69% UR: 97.91% UF: 98.30% P: 98.64% R: 97.86% F: 98.25%
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+ 2023-04-27 08:45:35 INFO dev: loss: 0.2294 - UP: 73.68% UR: 58.53% UF: 65.24% P: 66.84% R: 53.09% F: 59.18%
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+ 2023-04-27 08:45:36 INFO test: loss: nan - UP: 74.35% UR: 59.07% UF: 65.84% P: 69.45% R: 55.18% F: 61.50%
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+ 2023-04-27 08:45:36 INFO 0:00:11.942283s elapsed
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+ 2023-04-27 08:45:36 INFO Epoch 108 / 5000:
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+ 2023-04-27 08:45:47 INFO lr: 4.8920e-05 - loss: 0.0018 - UP: 98.70% UR: 98.09% UF: 98.40% P: 98.66% R: 98.05% F: 98.36%
713
+ 2023-04-27 08:45:47 INFO dev: loss: 0.2261 - UP: 72.31% UR: 58.73% UF: 64.82% P: 65.20% R: 52.96% F: 58.44%
714
+ 2023-04-27 08:45:48 INFO test: loss: nan - UP: 73.26% UR: 60.28% UF: 66.14% P: 68.27% R: 56.17% F: 61.63%
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+ 2023-04-27 08:45:48 INFO 0:00:12.192504s elapsed
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+ 2023-04-27 08:45:48 INFO Epoch 109 / 5000:
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+ 2023-04-27 08:45:59 INFO lr: 4.8910e-05 - loss: 0.0024 - UP: 98.50% UR: 97.93% UF: 98.21% P: 98.46% R: 97.90% F: 98.18%
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+ 2023-04-27 08:46:00 INFO dev: loss: 0.2409 - UP: 72.39% UR: 57.70% UF: 64.22% P: 66.26% R: 52.82% F: 58.78%
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+ 2023-04-27 08:46:01 INFO test: loss: nan - UP: 73.78% UR: 60.04% UF: 66.20% P: 68.95% R: 56.11% F: 61.87%
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+ 2023-04-27 08:46:01 INFO 0:00:12.512639s elapsed
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+ 2023-04-27 08:46:01 INFO Epoch 110 / 5000:
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+ 2023-04-27 08:46:11 INFO lr: 4.8900e-05 - loss: 0.0011 - UP: 98.86% UR: 97.38% UF: 98.12% P: 98.79% R: 97.32% F: 98.05%
725
+ 2023-04-27 08:46:12 INFO dev: loss: 0.2320 - UP: 73.82% UR: 53.92% UF: 62.32% P: 67.89% R: 49.59% F: 57.31%
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+ 2023-04-27 08:46:13 INFO test: loss: nan - UP: 74.19% UR: 56.14% UF: 63.92% P: 69.25% R: 52.40% F: 59.66%
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+ 2023-04-27 08:46:13 INFO 0:00:12.289538s elapsed
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+ 2023-04-27 08:46:13 INFO Epoch 111 / 5000:
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+ 2023-04-27 08:46:24 INFO lr: 4.8890e-05 - loss: 0.0011 - UP: 98.15% UR: 97.08% UF: 97.61% P: 98.14% R: 97.07% F: 97.60%
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+ 2023-04-27 08:46:24 INFO dev: loss: 0.2165 - UP: 69.17% UR: 56.95% UF: 62.47% P: 62.49% R: 51.44% F: 56.43%
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+ 2023-04-27 08:46:25 INFO test: loss: nan - UP: 72.02% UR: 60.52% UF: 65.77% P: 67.46% R: 56.69% F: 61.60%
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+ 2023-04-27 08:46:25 INFO 0:00:12.138707s elapsed
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+ 2023-04-27 08:46:25 INFO Epoch 112 / 5000:
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+ 2023-04-27 08:46:36 INFO lr: 4.8880e-05 - loss: 0.0006 - UP: 98.42% UR: 97.08% UF: 97.75% P: 98.39% R: 97.05% F: 97.72%
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+ 2023-04-27 08:46:36 INFO dev: loss: 0.2264 - UP: 72.82% UR: 57.50% UF: 64.26% P: 66.03% R: 52.13% F: 58.26%
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+ 2023-04-27 08:46:37 INFO test: loss: nan - UP: 73.02% UR: 59.31% UF: 65.46% P: 68.30% R: 55.48% F: 61.23%
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+ 2023-04-27 08:46:37 INFO 0:00:12.119998s elapsed
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+ 2023-04-27 08:46:48 INFO lr: 4.8870e-05 - loss: 0.0008 - UP: 98.49% UR: 97.64% UF: 98.06% P: 98.42% R: 97.57% F: 97.99%
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+ 2023-04-27 08:46:48 INFO dev: loss: 0.2349 - UP: 73.91% UR: 57.29% UF: 64.55% P: 66.81% R: 51.79% F: 58.35%
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+ 2023-04-27 08:46:49 INFO test: loss: nan - UP: 73.67% UR: 57.59% UF: 64.65% P: 68.80% R: 53.79% F: 60.38%
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+ 2023-04-27 08:46:49 INFO 0:00:12.084693s elapsed
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+ 2023-04-27 08:46:49 INFO Epoch 114 / 5000:
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+ 2023-04-27 08:47:00 INFO lr: 4.8860e-05 - loss: 0.0013 - UP: 98.62% UR: 97.68% UF: 98.15% P: 98.57% R: 97.63% F: 98.10%
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+ 2023-04-27 08:47:01 INFO dev: loss: 0.2410 - UP: 71.87% UR: 56.95% UF: 63.55% P: 65.80% R: 52.13% F: 58.17%
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+ 2023-04-27 08:47:02 INFO test: loss: nan - UP: 72.07% UR: 58.10% UF: 64.34% P: 67.65% R: 54.54% F: 60.39%
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+ 2023-04-27 08:47:02 INFO 0:00:12.338757s elapsed
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+ 2023-04-27 08:47:02 INFO Epoch 115 / 5000:
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+ 2023-04-27 08:47:12 INFO lr: 4.8850e-05 - loss: 0.0001 - UP: 98.80% UR: 97.98% UF: 98.39% P: 98.76% R: 97.94% F: 98.35%
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+ 2023-04-27 08:47:13 INFO dev: loss: 0.2480 - UP: 69.84% UR: 59.08% UF: 64.01% P: 63.41% R: 53.65% F: 58.12%
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+ 2023-04-27 08:47:14 INFO test: loss: nan - UP: 69.97% UR: 60.28% UF: 64.76% P: 65.24% R: 56.20% F: 60.39%
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+ 2023-04-27 08:47:14 INFO 0:00:12.252888s elapsed
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+ 2023-04-27 08:47:14 INFO Epoch 116 / 5000:
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+ 2023-04-27 08:47:24 INFO lr: 4.8840e-05 - loss: 0.0012 - UP: 98.47% UR: 97.61% UF: 98.04% P: 98.45% R: 97.59% F: 98.02%
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+ 2023-04-27 08:47:25 INFO dev: loss: 0.2490 - UP: 70.23% UR: 57.43% UF: 63.19% P: 64.09% R: 52.41% F: 57.66%
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+ 2023-04-27 08:47:26 INFO test: loss: nan - UP: 71.34% UR: 61.15% UF: 65.85% P: 67.08% R: 57.50% F: 61.92%
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+ 2023-04-27 08:47:26 INFO 0:00:12.060244s elapsed
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+ 2023-04-27 08:47:26 INFO Epoch 117 / 5000:
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+ 2023-04-27 08:47:37 INFO lr: 4.8830e-05 - loss: 0.0009 - UP: 98.75% UR: 98.02% UF: 98.39% P: 98.71% R: 97.98% F: 98.35%
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+ 2023-04-27 08:47:38 INFO test: loss: nan - UP: 74.83% UR: 58.16% UF: 65.46% P: 70.41% R: 54.72% F: 61.58%
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+ 2023-04-27 08:47:38 INFO 0:00:12.139362s elapsed
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+ 2023-04-27 08:48:12 INFO lr: 4.8810e-05 - loss: 0.0010 - UP: 98.80% UR: 98.43% UF: 98.61% P: 98.76% R: 98.39% F: 98.57%
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+ 2023-04-27 08:48:27 INFO lr: 4.8800e-05 - loss: 0.0003 - UP: 98.93% UR: 98.61% UF: 98.77% P: 98.89% R: 98.57% F: 98.73%
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+ 2023-04-27 08:49:04 INFO lr: 4.8770e-05 - loss: 0.0032 - UP: 99.34% UR: 98.77% UF: 99.05% P: 99.32% R: 98.75% F: 99.03%
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+ 2023-04-27 08:49:17 INFO dev: loss: 0.2456 - UP: 73.54% UR: 57.91% UF: 64.79% P: 67.34% R: 53.03% F: 59.33%
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+ 2023-04-27 08:49:29 INFO lr: 4.8750e-05 - loss: 0.0003 - UP: 98.70% UR: 98.22% UF: 98.46% P: 98.64% R: 98.16% F: 98.40%
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+ 2023-04-27 08:49:29 INFO dev: loss: 0.2316 - UP: 72.47% UR: 59.22% UF: 65.18% P: 66.41% R: 54.26% F: 59.73%
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+ 2023-04-27 08:49:41 INFO lr: 4.8740e-05 - loss: 0.0003 - UP: 99.13% UR: 97.78% UF: 98.45% P: 99.07% R: 97.72% F: 98.39%
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+ 2023-04-27 08:49:41 INFO dev: loss: 0.2299 - UP: 72.71% UR: 56.26% UF: 63.44% P: 66.67% R: 51.58% F: 58.16%
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+ 2023-04-27 08:49:42 INFO test: loss: nan - UP: 74.93% UR: 57.92% UF: 65.34% P: 70.13% R: 54.21% F: 61.15%
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+ 2023-04-27 08:49:53 INFO lr: 4.8730e-05 - loss: 0.0015 - UP: 98.84% UR: 98.30% UF: 98.57% P: 98.80% R: 98.26% F: 98.53%
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+ 2023-04-27 08:49:53 INFO dev: loss: 0.2230 - UP: 70.64% UR: 61.07% UF: 65.51% P: 65.08% R: 56.26% F: 60.35%
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+ 2023-04-27 08:50:05 INFO lr: 4.8720e-05 - loss: 0.0003 - UP: 98.92% UR: 98.21% UF: 98.56% P: 98.89% R: 98.18% F: 98.53%
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+ 2023-04-27 08:50:05 INFO dev: loss: 0.2449 - UP: 74.51% UR: 57.50% UF: 64.91% P: 68.27% R: 52.68% F: 59.47%
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+ 2023-04-27 08:50:06 INFO test: loss: nan - UP: 75.02% UR: 59.01% UF: 66.06% P: 70.26% R: 55.27% F: 61.87%
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+ 2023-04-27 08:50:06 INFO 0:00:12.152279s elapsed
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+ 2023-04-27 08:50:17 INFO lr: 4.8710e-05 - loss: 0.0004 - UP: 99.32% UR: 98.78% UF: 99.05% P: 99.32% R: 98.78% F: 99.05%
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+ 2023-04-27 08:50:18 INFO dev: loss: 0.2382 - UP: 72.91% UR: 59.42% UF: 65.48% P: 66.84% R: 54.47% F: 60.02%
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+ 2023-04-27 08:50:19 INFO 0:00:12.489801s elapsed
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+ 2023-04-27 08:50:29 INFO lr: 4.8700e-05 - loss: 0.0003 - UP: 99.17% UR: 98.82% UF: 99.00% P: 99.11% R: 98.76% F: 98.94%
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+ 2023-04-27 08:50:30 INFO dev: loss: 0.2508 - UP: 72.01% UR: 59.63% UF: 65.24% P: 65.86% R: 54.54% F: 59.67%
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+ 2023-04-27 08:50:31 INFO 0:00:12.396079s elapsed
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+ 2023-04-27 08:50:42 INFO lr: 4.8690e-05 - loss: 0.0000 - UP: 98.96% UR: 98.14% UF: 98.55% P: 98.92% R: 98.10% F: 98.51%
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+ 2023-04-27 08:50:42 INFO dev: loss: 0.2561 - UP: 72.15% UR: 58.80% UF: 64.80% P: 65.99% R: 53.78% F: 59.26%
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+ 2023-04-27 08:50:43 INFO 0:00:12.210331s elapsed
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+ 2023-04-27 08:50:54 INFO lr: 4.8680e-05 - loss: 0.2596 - UP: 98.72% UR: 98.06% UF: 98.39% P: 98.65% R: 97.99% F: 98.32%
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+ 2023-04-27 08:50:55 INFO dev: loss: 0.2333 - UP: 67.85% UR: 61.55% UF: 64.55% P: 61.94% R: 56.19% F: 58.93%
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+ 2023-04-27 08:50:56 INFO test: loss: nan - UP: 69.08% UR: 64.14% UF: 66.52% P: 64.47% R: 59.86% F: 62.08%
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+ 2023-04-27 08:50:56 INFO 0:00:12.100582s elapsed
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+ 2023-04-27 08:50:56 INFO Epoch 133 / 5000:
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+ 2023-04-27 08:51:06 INFO lr: 4.8670e-05 - loss: 0.0012 - UP: 98.89% UR: 98.47% UF: 98.68% P: 98.82% R: 98.40% F: 98.61%
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+ 2023-04-27 08:51:07 INFO dev: loss: 0.2340 - UP: 72.80% UR: 59.63% UF: 65.56% P: 66.50% R: 54.47% F: 59.89%
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+ 2023-04-27 08:51:08 INFO test: loss: nan - UP: 72.74% UR: 60.58% UF: 66.11% P: 68.14% R: 56.75% F: 61.92%
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+ 2023-04-27 08:51:08 INFO 0:00:12.094077s elapsed
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+ 2023-04-27 08:51:08 INFO Epoch 134 / 5000:
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+ 2023-04-27 08:51:18 INFO lr: 4.8660e-05 - loss: 0.0019 - UP: 98.91% UR: 98.53% UF: 98.72% P: 98.85% R: 98.48% F: 98.66%
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+ 2023-04-27 08:51:19 INFO dev: loss: 0.2442 - UP: 74.17% UR: 58.67% UF: 65.51% P: 68.17% R: 53.92% F: 60.22%
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+ 2023-04-27 08:51:20 INFO test: loss: nan - UP: 72.60% UR: 60.61% UF: 66.06% P: 67.90% R: 56.69% F: 61.79%
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+ 2023-04-27 08:51:20 INFO 0:00:12.386865s elapsed
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+ 2023-04-27 08:51:20 INFO Epoch 135 / 5000:
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+ 2023-04-27 08:51:30 INFO lr: 4.8650e-05 - loss: 0.0006 - UP: 99.15% UR: 99.00% UF: 99.07% P: 99.10% R: 98.95% F: 99.03%
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+ 2023-04-27 08:51:32 INFO 0:00:12.284518s elapsed
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+ 2023-04-27 08:51:32 INFO Epoch 136 / 5000:
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+ 2023-04-27 08:51:43 INFO lr: 4.8640e-05 - loss: 0.0015 - UP: 99.26% UR: 98.67% UF: 98.96% P: 99.24% R: 98.65% F: 98.94%
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+ 2023-04-27 08:51:43 INFO dev: loss: 0.2537 - UP: 75.62% UR: 58.67% UF: 66.07% P: 69.50% R: 53.92% F: 60.73%
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+ 2023-04-27 08:51:44 INFO test: loss: nan - UP: 73.38% UR: 59.40% UF: 65.65% P: 68.64% R: 55.57% F: 61.42%
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+ 2023-04-27 08:51:57 INFO 0:00:12.087746s elapsed (saved)
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+ 2023-04-27 08:51:57 INFO Epoch 137 / 5000:
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+ 2023-04-27 08:52:07 INFO lr: 4.8630e-05 - loss: 0.0003 - UP: 98.87% UR: 98.97% UF: 98.92% P: 98.85% R: 98.95% F: 98.90%
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+ 2023-04-27 08:52:08 INFO dev: loss: 0.2535 - UP: 76.57% UR: 57.77% UF: 65.86% P: 70.37% R: 53.09% F: 60.53%
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+ 2023-04-27 08:52:09 INFO test: loss: nan - UP: 74.96% UR: 58.19% UF: 65.52% P: 70.68% R: 54.87% F: 61.78%
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+ 2023-04-27 08:52:09 INFO 0:00:12.552359s elapsed
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+ 2023-04-27 08:52:09 INFO Epoch 138 / 5000:
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+ 2023-04-27 08:52:20 INFO lr: 4.8620e-05 - loss: 0.0004 - UP: 99.40% UR: 99.17% UF: 99.29% P: 99.35% R: 99.12% F: 99.24%
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+ 2023-04-27 08:52:21 INFO dev: loss: 0.2534 - UP: 72.43% UR: 60.18% UF: 65.74% P: 66.47% R: 55.23% F: 60.33%
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+ 2023-04-27 08:52:23 INFO test: loss: nan - UP: 71.47% UR: 61.33% UF: 66.02% P: 66.87% R: 57.38% F: 61.76%
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+ 2023-04-27 08:52:23 INFO 0:00:13.733980s elapsed
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+ 2023-04-27 08:52:23 INFO Epoch 139 / 5000:
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+ 2023-04-27 08:52:34 INFO lr: 4.8610e-05 - loss: 0.0006 - UP: 99.40% UR: 99.06% UF: 99.23% P: 99.36% R: 99.02% F: 99.19%
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+ 2023-04-27 08:52:35 INFO dev: loss: 0.2631 - UP: 72.58% UR: 60.25% UF: 65.84% P: 66.28% R: 55.02% F: 60.13%
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+ 2023-04-27 08:52:36 INFO test: loss: nan - UP: 71.31% UR: 60.55% UF: 65.49% P: 66.65% R: 56.60% F: 61.21%
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+ 2023-04-27 08:52:36 INFO 0:00:13.456762s elapsed
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+ 2023-04-27 08:52:36 INFO Epoch 140 / 5000:
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+ 2023-04-27 08:52:47 INFO lr: 4.8600e-05 - loss: 0.0003 - UP: 99.39% UR: 98.76% UF: 99.07% P: 99.36% R: 98.73% F: 99.04%
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+ 2023-04-27 08:52:47 INFO dev: loss: 0.2586 - UP: 69.65% UR: 59.35% UF: 64.09% P: 63.84% R: 54.40% F: 58.74%
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+ 2023-04-27 08:52:49 INFO test: loss: nan - UP: 70.22% UR: 61.70% UF: 65.68% P: 65.89% R: 57.89% F: 61.63%
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+ 2023-04-27 08:52:49 INFO 0:00:12.264076s elapsed
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+ 2023-04-27 08:52:49 INFO Epoch 141 / 5000:
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+ 2023-04-27 08:52:59 INFO lr: 4.8590e-05 - loss: 0.0001 - UP: 99.16% UR: 99.11% UF: 99.14% P: 99.09% R: 99.05% F: 99.07%
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+ 2023-04-27 08:53:00 INFO dev: loss: 0.2496 - UP: 71.21% UR: 58.87% UF: 64.46% P: 65.89% R: 54.47% F: 59.64%
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+ 2023-04-27 08:53:01 INFO test: loss: nan - UP: 70.91% UR: 59.98% UF: 64.99% P: 66.52% R: 56.26% F: 60.96%
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+ 2023-04-27 08:53:01 INFO 0:00:12.048504s elapsed
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+ 2023-04-27 08:53:01 INFO Epoch 142 / 5000:
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+ 2023-04-27 08:53:11 INFO lr: 4.8580e-05 - loss: 0.0001 - UP: 99.25% UR: 98.33% UF: 98.78% P: 99.18% R: 98.26% F: 98.72%
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+ 2023-04-27 08:53:11 INFO dev: loss: 0.2390 - UP: 67.06% UR: 61.76% UF: 64.30% P: 61.54% R: 56.67% F: 59.00%
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+ 2023-04-27 08:53:12 INFO test: loss: nan - UP: 67.89% UR: 63.18% UF: 65.45% P: 63.19% R: 58.80% F: 60.91%
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+ 2023-04-27 08:53:12 INFO 0:00:11.922861s elapsed
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+ 2023-04-27 08:53:23 INFO lr: 4.8570e-05 - loss: 0.0005 - UP: 99.03% UR: 98.28% UF: 98.65% P: 99.00% R: 98.25% F: 98.62%
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+ 2023-04-27 08:53:23 INFO dev: loss: 0.2439 - UP: 68.15% UR: 59.01% UF: 63.25% P: 62.35% R: 53.99% F: 57.87%
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+ 2023-04-27 08:53:24 INFO test: loss: nan - UP: 68.62% UR: 61.39% UF: 64.81% P: 64.04% R: 57.29% F: 60.47%
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+ 2023-04-27 08:53:24 INFO 0:00:11.944625s elapsed
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+ 2023-04-27 08:53:35 INFO lr: 4.8560e-05 - loss: 0.0013 - UP: 99.17% UR: 98.72% UF: 98.95% P: 99.15% R: 98.70% F: 98.93%
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+ 2023-04-27 08:53:35 INFO dev: loss: 0.2485 - UP: 74.18% UR: 57.50% UF: 64.78% P: 68.15% R: 52.82% F: 59.51%
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+ 2023-04-27 08:53:37 INFO test: loss: nan - UP: 71.90% UR: 59.70% UF: 65.24% P: 67.65% R: 56.17% F: 61.38%
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+ 2023-04-27 08:53:37 INFO 0:00:12.177559s elapsed
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+ 2023-04-27 08:53:47 INFO lr: 4.8550e-05 - loss: 0.0015 - UP: 99.23% UR: 98.68% UF: 98.95% P: 99.22% R: 98.67% F: 98.94%
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+ 2023-04-27 08:53:48 INFO dev: loss: 0.2454 - UP: 71.14% UR: 61.21% UF: 65.80% P: 64.75% R: 55.71% F: 59.89%
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+ 2023-04-27 08:53:49 INFO test: loss: nan - UP: 68.33% UR: 62.06% UF: 65.04% P: 63.88% R: 58.01% F: 60.80%
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+ 2023-04-27 08:53:49 INFO 0:00:12.110215s elapsed
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+ 2023-04-27 08:53:59 INFO lr: 4.8540e-05 - loss: 0.0001 - UP: 99.31% UR: 98.87% UF: 99.09% P: 99.26% R: 98.82% F: 99.04%
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+ 2023-04-27 08:54:01 INFO 0:00:12.073913s elapsed
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+ 2023-04-27 08:54:11 INFO lr: 4.8530e-05 - loss: 0.0004 - UP: 99.23% UR: 99.09% UF: 99.16% P: 99.21% R: 99.07% F: 99.14%
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+ 2023-04-27 08:54:13 INFO 0:00:12.168105s elapsed
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+ 2023-04-27 08:54:23 INFO lr: 4.8520e-05 - loss: 0.0025 - UP: 99.43% UR: 99.17% UF: 99.30% P: 99.40% R: 99.14% F: 99.27%
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+ 2023-04-27 08:54:35 INFO lr: 4.8510e-05 - loss: 0.0012 - UP: 98.76% UR: 97.97% UF: 98.37% P: 98.73% R: 97.94% F: 98.34%
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+ 2023-04-27 08:54:36 INFO dev: loss: 0.2461 - UP: 74.24% UR: 55.09% UF: 63.25% P: 68.21% R: 50.62% F: 58.11%
960
+ 2023-04-27 08:54:37 INFO test: loss: nan - UP: 73.01% UR: 57.56% UF: 64.37% P: 68.38% R: 53.91% F: 60.29%
961
+ 2023-04-27 08:54:37 INFO 0:00:12.365600s elapsed
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+ 2023-04-27 08:54:48 INFO lr: 4.8500e-05 - loss: 0.0006 - UP: 98.92% UR: 98.19% UF: 98.55% P: 98.89% R: 98.16% F: 98.52%
965
+ 2023-04-27 08:54:48 INFO dev: loss: 0.2519 - UP: 72.23% UR: 55.98% UF: 63.08% P: 66.46% R: 51.51% F: 58.04%
966
+ 2023-04-27 08:54:50 INFO test: loss: nan - UP: 72.08% UR: 58.83% UF: 64.78% P: 67.34% R: 54.97% F: 60.53%
967
+ 2023-04-27 08:54:50 INFO 0:00:12.090782s elapsed
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+
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970
+ 2023-04-27 08:55:00 INFO lr: 4.8490e-05 - loss: 0.0022 - UP: 99.30% UR: 98.48% UF: 98.88% P: 99.25% R: 98.43% F: 98.83%
971
+ 2023-04-27 08:55:01 INFO dev: loss: 0.2651 - UP: 70.75% UR: 60.04% UF: 64.96% P: 64.83% R: 55.02% F: 59.52%
972
+ 2023-04-27 08:55:02 INFO test: loss: nan - UP: 70.35% UR: 61.82% UF: 65.81% P: 65.34% R: 57.41% F: 61.12%
973
+ 2023-04-27 08:55:02 INFO 0:00:12.020413s elapsed
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+ 2023-04-27 08:55:12 INFO lr: 4.8480e-05 - loss: 0.0016 - UP: 98.35% UR: 98.48% UF: 98.41% P: 98.32% R: 98.45% F: 98.38%
977
+ 2023-04-27 08:55:13 INFO dev: loss: 0.2585 - UP: 66.16% UR: 56.46% UF: 60.93% P: 61.32% R: 52.34% F: 56.47%
978
+ 2023-04-27 08:55:14 INFO test: loss: nan - UP: 67.93% UR: 61.00% UF: 64.28% P: 63.26% R: 56.81% F: 59.86%
979
+ 2023-04-27 08:55:14 INFO 0:00:12.092634s elapsed
980
+
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+ 2023-04-27 08:55:14 INFO Epoch 153 / 5000:
982
+ 2023-04-27 08:55:24 INFO lr: 4.8470e-05 - loss: 0.0006 - UP: 98.49% UR: 98.12% UF: 98.31% P: 98.46% R: 98.09% F: 98.28%
983
+ 2023-04-27 08:55:25 INFO dev: loss: 0.2376 - UP: 72.60% UR: 55.57% UF: 62.95% P: 66.94% R: 51.24% F: 58.04%
984
+ 2023-04-27 08:55:26 INFO test: loss: nan - UP: 73.06% UR: 59.25% UF: 65.43% P: 68.18% R: 55.30% F: 61.07%
985
+ 2023-04-27 08:55:26 INFO 0:00:12.025189s elapsed
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+
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+ 2023-04-27 08:55:26 INFO Epoch 154 / 5000:
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+ 2023-04-27 08:55:36 INFO lr: 4.8460e-05 - loss: 0.0007 - UP: 99.08% UR: 98.64% UF: 98.86% P: 99.03% R: 98.59% F: 98.81%
989
+ 2023-04-27 08:55:37 INFO dev: loss: 0.2526 - UP: 70.81% UR: 55.23% UF: 62.06% P: 65.43% R: 51.03% F: 57.34%
990
+ 2023-04-27 08:55:38 INFO test: loss: nan - UP: 72.27% UR: 59.55% UF: 65.30% P: 67.44% R: 55.57% F: 60.93%
991
+ 2023-04-27 08:55:38 INFO 0:00:12.436444s elapsed
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+
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+ 2023-04-27 08:55:38 INFO Epoch 155 / 5000:
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+ 2023-04-27 08:55:49 INFO lr: 4.8450e-05 - loss: 0.0006 - UP: 99.19% UR: 98.93% UF: 99.06% P: 99.17% R: 98.91% F: 99.04%
995
+ 2023-04-27 08:55:49 INFO dev: loss: 0.2664 - UP: 69.74% UR: 56.26% UF: 62.28% P: 64.62% R: 52.13% F: 57.71%
996
+ 2023-04-27 08:55:50 INFO test: loss: nan - UP: 71.72% UR: 60.79% UF: 65.81% P: 66.81% R: 56.63% F: 61.30%
997
+ 2023-04-27 08:55:50 INFO 0:00:12.333715s elapsed
998
+
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+ 2023-04-27 08:55:50 INFO Epoch 156 / 5000:
1000
+ 2023-04-27 08:56:01 INFO lr: 4.8440e-05 - loss: 0.0009 - UP: 99.29% UR: 98.64% UF: 98.96% P: 99.25% R: 98.60% F: 98.92%
1001
+ 2023-04-27 08:56:02 INFO dev: loss: 0.2696 - UP: 70.07% UR: 56.19% UF: 62.37% P: 64.92% R: 52.06% F: 57.79%
1002
+ 2023-04-27 08:56:03 INFO test: loss: nan - UP: 71.76% UR: 60.82% UF: 65.84% P: 66.77% R: 56.60% F: 61.26%
1003
+ 2023-04-27 08:56:03 INFO 0:00:12.045877s elapsed
1004
+
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+ 2023-04-27 08:56:03 INFO Epoch 157 / 5000:
1006
+ 2023-04-27 08:56:13 INFO lr: 4.8430e-05 - loss: 0.0003 - UP: 99.08% UR: 98.03% UF: 98.55% P: 98.94% R: 97.90% F: 98.41%
1007
+ 2023-04-27 08:56:14 INFO dev: loss: 0.2692 - UP: 71.93% UR: 53.92% UF: 61.64% P: 66.88% R: 50.14% F: 57.31%
1008
+ 2023-04-27 08:56:15 INFO test: loss: nan - UP: 73.03% UR: 57.20% UF: 64.15% P: 68.29% R: 53.49% F: 59.99%
1009
+ 2023-04-27 08:56:15 INFO 0:00:12.285601s elapsed
1010
+
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+ 2023-04-27 08:56:25 INFO lr: 4.8420e-05 - loss: 0.0004 - UP: 98.76% UR: 98.31% UF: 98.54% P: 98.67% R: 98.21% F: 98.44%
1013
+ 2023-04-27 08:56:26 INFO dev: loss: 0.2399 - UP: 72.27% UR: 55.91% UF: 63.05% P: 66.76% R: 51.65% F: 58.24%
1014
+ 2023-04-27 08:56:27 INFO test: loss: nan - UP: 73.61% UR: 57.17% UF: 64.36% P: 69.22% R: 53.76% F: 60.52%
1015
+ 2023-04-27 08:56:27 INFO 0:00:12.062928s elapsed
1016
+
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+ 2023-04-27 08:56:27 INFO Epoch 159 / 5000:
1018
+ 2023-04-27 08:56:37 INFO lr: 4.8410e-05 - loss: 0.0008 - UP: 98.90% UR: 97.88% UF: 98.38% P: 98.84% R: 97.82% F: 98.32%
1019
+ 2023-04-27 08:56:38 INFO dev: loss: 0.2886 - UP: 70.61% UR: 56.19% UF: 62.58% P: 64.91% R: 51.65% F: 57.53%
1020
+ 2023-04-27 08:56:39 INFO test: loss: nan - UP: 71.08% UR: 58.77% UF: 64.34% P: 66.48% R: 54.97% F: 60.18%
1021
+ 2023-04-27 08:56:39 INFO 0:00:12.474843s elapsed
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+
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1024
+ 2023-04-27 08:56:50 INFO lr: 4.8400e-05 - loss: 0.0017 - UP: 98.09% UR: 96.09% UF: 97.08% P: 98.01% R: 96.01% F: 97.00%
1025
+ 2023-04-27 08:56:51 INFO dev: loss: 0.2569 - UP: 70.97% UR: 54.81% UF: 61.85% P: 65.09% R: 50.28% F: 56.73%
1026
+ 2023-04-27 08:56:52 INFO test: loss: nan - UP: 72.68% UR: 55.90% UF: 63.20% P: 68.72% R: 52.85% F: 59.75%
1027
+ 2023-04-27 08:56:52 INFO 0:00:12.267528s elapsed
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+
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+ 2023-04-27 08:57:02 INFO lr: 4.8390e-05 - loss: 0.0114 - UP: 96.56% UR: 89.88% UF: 93.10% P: 96.49% R: 89.82% F: 93.04%
1031
+ 2023-04-27 08:57:03 INFO dev: loss: 0.2104 - UP: 77.73% UR: 47.04% UF: 58.61% P: 71.36% R: 43.19% F: 53.81%
1032
+ 2023-04-27 08:57:04 INFO test: loss: nan - UP: 79.96% UR: 44.79% UF: 57.42% P: 75.75% R: 42.44% F: 54.40%
1033
+ 2023-04-27 08:57:04 INFO 0:00:11.958485s elapsed
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+
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+ 2023-04-27 08:57:04 INFO Epoch 162 / 5000:
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+ 2023-04-27 08:57:14 INFO lr: 4.8380e-05 - loss: 0.0102 - UP: 93.72% UR: 86.36% UF: 89.89% P: 93.36% R: 86.02% F: 89.54%
1037
+ 2023-04-27 08:57:15 INFO dev: loss: 0.2302 - UP: 65.43% UR: 52.34% UF: 58.16% P: 61.48% R: 49.17% F: 54.64%
1038
+ 2023-04-27 08:57:16 INFO test: loss: nan - UP: 67.48% UR: 55.00% UF: 60.60% P: 63.00% R: 51.34% F: 56.58%
1039
+ 2023-04-27 08:57:16 INFO 0:00:12.071219s elapsed
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+ 2023-04-27 08:57:16 INFO Epoch 163 / 5000:
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+ 2023-04-27 08:57:26 INFO lr: 4.8370e-05 - loss: 0.0167 - UP: 94.62% UR: 86.12% UF: 90.17% P: 94.01% R: 85.57% F: 89.59%
1043
+ 2023-04-27 08:57:27 INFO dev: loss: 0.1884 - UP: 67.69% UR: 54.75% UF: 60.53% P: 61.39% R: 49.66% F: 54.90%
1044
+ 2023-04-27 08:57:28 INFO test: loss: nan - UP: 67.91% UR: 55.33% UF: 60.98% P: 62.06% R: 50.56% F: 55.72%
1045
+ 2023-04-27 08:57:28 INFO 0:00:12.030212s elapsed
1046
+
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+ 2023-04-27 08:57:28 INFO Epoch 164 / 5000:
1048
+ 2023-04-27 08:57:38 INFO lr: 4.8360e-05 - loss: 0.0050 - UP: 96.04% UR: 92.30% UF: 94.13% P: 95.76% R: 92.03% F: 93.86%
1049
+ 2023-04-27 08:57:39 INFO dev: loss: 0.2071 - UP: 71.06% UR: 50.83% UF: 59.26% P: 66.06% R: 47.25% F: 55.09%
1050
+ 2023-04-27 08:57:40 INFO test: loss: nan - UP: 72.18% UR: 54.03% UF: 61.80% P: 67.54% R: 50.56% F: 57.83%
1051
+ 2023-04-27 08:57:40 INFO 0:00:12.416671s elapsed
1052
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1054
+ 2023-04-27 08:57:50 INFO lr: 4.8350e-05 - loss: 0.0071 - UP: 96.46% UR: 92.69% UF: 94.54% P: 96.14% R: 92.39% F: 94.23%
1055
+ 2023-04-27 08:57:51 INFO dev: loss: 0.2013 - UP: 74.77% UR: 55.02% UF: 63.39% P: 67.38% R: 49.59% F: 57.13%
1056
+ 2023-04-27 08:57:52 INFO test: loss: nan - UP: 72.04% UR: 56.14% UF: 63.10% P: 67.04% R: 52.25% F: 58.73%
1057
+ 2023-04-27 08:57:52 INFO 0:00:12.286448s elapsed
1058
+
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+ 2023-04-27 08:57:52 INFO Epoch 166 / 5000:
1060
+ 2023-04-27 08:58:03 INFO lr: 4.8340e-05 - loss: 0.3172 - UP: 97.50% UR: 95.44% UF: 96.46% P: 97.42% R: 95.36% F: 96.38%
1061
+ 2023-04-27 08:58:03 INFO dev: loss: 0.2132 - UP: 72.03% UR: 58.80% UF: 64.75% P: 66.13% R: 53.99% F: 59.45%
1062
+ 2023-04-27 08:58:04 INFO test: loss: nan - UP: 70.57% UR: 58.56% UF: 64.01% P: 65.15% R: 54.06% F: 59.09%
1063
+ 2023-04-27 08:58:04 INFO 0:00:11.974883s elapsed
1064
+
1065
+ 2023-04-27 08:58:44 INFO Epoch 136 saved
1066
+ 2023-04-27 08:58:44 INFO dev: UP: 75.62% UR: 58.67% UF: 66.07% P: 69.50% R: 53.92% F: 60.73%
1067
+ 2023-04-27 08:58:44 INFO test: UP: 73.38% UR: 59.40% UF: 65.65% P: 68.64% R: 55.57% F: 61.42%
1068
+ 2023-04-27 08:58:44 INFO 0:34:35.172169s elapsed, 0:00:12.501037s/epoch
models/opener_en/byLength_desc80/model_vi_opener_en_roberta_6 ADDED
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1
+ 2023-04-26 07:03:14 INFO
2
+ ---------------------+-------------------------------
3
+ Param | Value
4
+ ---------------------+-------------------------------
5
+ lr | 5e-05
6
+ mu | 0.9
7
+ nu | 0.999
8
+ eps | 1e-06
9
+ weight_decay | 0.0
10
+ lr_rate | 1
11
+ patience | 30
12
+ update-steps | 1
13
+ warmup | 0.0
14
+ update_steps | 1
15
+ mode | train
16
+ path | /content/gdrive/MyDrive/models/model_vi_opener_en_roberta_6
17
+ device | 0
18
+ seed | 1
19
+ threads | 16
20
+ local_rank | -1
21
+ feat | None
22
+ build | True
23
+ checkpoint | False
24
+ encoder | bert
25
+ max_len | None
26
+ buckets | 32
27
+ train | /content/gdrive/MyDrive/sentiment_graphs/opener_en/head_final/sdp_byLength_desc/80/train.conllu
28
+ dev | /content/gdrive/MyDrive/sentiment_graphs/opener_en/head_final/sdp_byLength_desc/80/dev.conllu
29
+ test | /content/gdrive/MyDrive/sentiment_graphs/opener_en/head_final/sdp/test.conllu
30
+ embed | data/glove.6B.100d.txt
31
+ unk | unk
32
+ n_embed | 100
33
+ n_embed_proj | 125
34
+ bert | roberta-base
35
+ inference | mfvi
36
+ ---------------------+-------------------------------
37
+
38
+ 2023-04-26 07:03:14 INFO Building the fields
39
+ 2023-04-26 07:03:24 INFO CoNLL(
40
+ (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
41
+ (labels): ChartField()
42
+ )
43
+ 2023-04-26 07:03:24 INFO Building the model
44
+ 2023-04-26 07:03:54 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)
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
+ 2023-04-26 07:03:54 INFO Loading the data
64
+ 2023-04-26 07:03:58 INFO
65
+ train: Dataset(n_sentences=1394, n_batches=32, n_buckets=32)
66
+ dev: Dataset(n_sentences=198, n_batches=32, n_buckets=32)
67
+ test: Dataset(n_sentences=499, n_batches=32, n_buckets=32)
68
+
69
+ 2023-04-26 07:04:00 INFO Epoch 1 / 5000:
70
+ 2023-04-26 07:04:14 INFO lr: 4.9990e-05 - loss: 0.1339 - UP: 0.97% UR: 4.16% UF: 1.58% P: 0.45% R: 1.93% F: 0.73%
71
+ 2023-04-26 07:04:15 INFO dev: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
72
+ 2023-04-26 07:04:16 INFO test: loss: 0.1664 - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
73
+ 2023-04-26 07:04:16 INFO 0:00:15.377176s elapsed
74
+
75
+ 2023-04-26 07:04:16 INFO Epoch 2 / 5000:
76
+ 2023-04-26 07:04:25 INFO lr: 4.9980e-05 - loss: 0.1879 - UP: 31.04% UR: 3.55% UF: 6.37% P: 28.80% R: 3.29% F: 5.91%
77
+ 2023-04-26 07:04:26 INFO dev: loss: nan - UP: 60.44% UR: 13.14% UF: 21.58% P: 57.59% R: 12.52% F: 20.56%
78
+ 2023-04-26 07:04:27 INFO test: loss: 0.1201 - UP: 57.18% UR: 14.07% UF: 22.58% P: 55.95% R: 13.76% F: 22.09%
79
+ 2023-04-26 07:04:34 INFO 0:00:10.915001s elapsed (saved)
80
+
81
+ 2023-04-26 07:04:34 INFO Epoch 3 / 5000:
82
+ 2023-04-26 07:04:44 INFO lr: 4.9970e-05 - loss: 0.1002 - UP: 48.75% UR: 7.84% UF: 13.51% P: 46.54% R: 7.48% F: 12.90%
83
+ 2023-04-26 07:04:45 INFO dev: loss: nan - UP: 79.86% UR: 7.91% UF: 14.39% P: 77.08% R: 7.63% F: 13.89%
84
+ 2023-04-26 07:04:46 INFO test: loss: 0.1232 - UP: 73.54% UR: 8.72% UF: 15.60% P: 68.45% R: 8.12% F: 14.52%
85
+ 2023-04-26 07:04:46 INFO 0:00:11.490057s elapsed
86
+
87
+ 2023-04-26 07:04:46 INFO Epoch 4 / 5000:
88
+ 2023-04-26 07:04:56 INFO lr: 4.9960e-05 - loss: 0.0852 - UP: 58.16% UR: 12.59% UF: 20.70% P: 56.25% R: 12.18% F: 20.02%
89
+ 2023-04-26 07:04:57 INFO dev: loss: nan - UP: 82.81% UR: 10.94% UF: 19.32% P: 80.21% R: 10.59% F: 18.71%
90
+ 2023-04-26 07:04:58 INFO test: loss: 0.0929 - UP: 88.01% UR: 12.41% UF: 21.75% P: 86.08% R: 12.13% F: 21.27%
91
+ 2023-04-26 07:04:58 INFO 0:00:12.242433s elapsed
92
+
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+ 2023-04-26 07:04:58 INFO Epoch 5 / 5000:
94
+ 2023-04-26 07:05:08 INFO lr: 4.9950e-05 - loss: 0.0521 - UP: 65.62% UR: 16.38% UF: 26.22% P: 64.00% R: 15.98% F: 25.58%
95
+ 2023-04-26 07:05:09 INFO dev: loss: nan - UP: 66.33% UR: 27.51% UF: 38.89% P: 63.35% R: 26.27% F: 37.14%
96
+ 2023-04-26 07:05:10 INFO test: loss: 0.0894 - UP: 68.04% UR: 29.88% UF: 41.53% P: 65.57% R: 28.80% F: 40.02%
97
+ 2023-04-26 07:05:18 INFO 0:00:12.184409s elapsed (saved)
98
+
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+ 2023-04-26 07:06:04 INFO test: loss: 0.0898 - UP: 67.87% UR: 36.34% UF: 47.34% P: 66.52% R: 35.62% F: 46.39%
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+ 2023-04-26 07:06:23 INFO dev: loss: nan - UP: 77.12% UR: 31.29% UF: 44.52% P: 73.22% R: 29.71% F: 42.27%
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+ 2023-04-26 07:06:24 INFO test: loss: 0.0867 - UP: 77.42% UR: 34.77% UF: 47.99% P: 75.27% R: 33.81% F: 46.66%
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+ 2023-04-26 07:06:43 INFO dev: loss: nan - UP: 75.32% UR: 32.53% UF: 45.44% P: 71.97% R: 31.09% F: 43.42%
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+ 2023-04-26 07:06:45 INFO test: loss: 0.0910 - UP: 74.76% UR: 35.68% UF: 48.30% P: 72.61% R: 34.65% F: 46.91%
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+ 2023-04-26 07:07:04 INFO dev: loss: nan - UP: 82.39% UR: 28.95% UF: 42.85% P: 78.86% R: 27.72% F: 41.02%
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+ 2023-04-26 07:07:05 INFO test: loss: 0.0890 - UP: 82.54% UR: 32.12% UF: 46.24% P: 80.37% R: 31.27% F: 45.02%
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+ 2023-04-26 07:07:18 INFO test: loss: 0.0806 - UP: 78.31% UR: 41.20% UF: 54.00% P: 75.33% R: 39.63% F: 51.94%
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+ 2023-04-26 07:07:36 INFO dev: loss: nan - UP: 71.05% UR: 44.57% UF: 54.78% P: 67.98% R: 42.64% F: 52.41%
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+ 2023-04-26 07:07:38 INFO test: loss: 0.0946 - UP: 74.53% UR: 45.31% UF: 56.35% P: 71.95% R: 43.74% F: 54.40%
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+ 2023-04-26 07:07:46 INFO 0:00:12.079171s elapsed (saved)
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+ 2023-04-26 07:08:11 INFO test: loss: 0.0942 - UP: 76.37% UR: 47.81% UF: 58.81% P: 73.43% R: 45.97% F: 56.54%
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+ 2023-04-26 07:08:32 INFO test: loss: 0.0892 - UP: 68.59% UR: 51.34% UF: 58.73% P: 65.65% R: 49.14% F: 56.21%
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+ 2023-04-26 07:08:51 INFO dev: loss: nan - UP: 49.17% UR: 59.22% UF: 53.73% P: 45.80% R: 55.16% F: 50.05%
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+ 2023-04-26 07:08:52 INFO test: loss: 0.1103 - UP: 52.72% UR: 61.42% UF: 56.74% P: 50.44% R: 58.77% F: 54.29%
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+ 2023-04-26 07:09:03 INFO lr: 4.9820e-05 - loss: 0.0447 - UP: 80.05% UR: 55.51% UF: 65.56% P: 79.61% R: 55.20% F: 65.20%
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+ 2023-04-26 07:09:04 INFO dev: loss: nan - UP: 79.33% UR: 42.23% UF: 55.12% P: 75.58% R: 40.23% F: 52.51%
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+ 2023-04-26 07:09:05 INFO test: loss: 0.0902 - UP: 77.79% UR: 43.34% UF: 55.67% P: 75.30% R: 41.96% F: 53.89%
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+ 2023-04-26 07:09:05 INFO 0:00:13.014827s elapsed
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+ 2023-04-26 07:09:16 INFO lr: 4.9810e-05 - loss: 0.0251 - UP: 85.64% UR: 60.40% UF: 70.83% P: 85.05% R: 59.98% F: 70.35%
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+ 2023-04-26 07:09:17 INFO dev: loss: nan - UP: 72.80% UR: 47.87% UF: 57.76% P: 69.98% R: 46.01% F: 55.52%
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+ 2023-04-26 07:09:18 INFO test: loss: 0.0906 - UP: 75.38% UR: 49.08% UF: 59.45% P: 72.69% R: 47.33% F: 57.33%
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+ 2023-04-26 07:09:27 INFO 0:00:12.925402s elapsed (saved)
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+ 2023-04-26 07:09:27 INFO Epoch 20 / 5000:
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+ 2023-04-26 07:09:37 INFO lr: 4.9800e-05 - loss: 0.0161 - UP: 86.33% UR: 68.56% UF: 76.42% P: 85.93% R: 68.24% F: 76.07%
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+ 2023-04-26 07:09:38 INFO dev: loss: nan - UP: 78.28% UR: 43.88% UF: 56.24% P: 74.97% R: 42.02% F: 53.86%
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+ 2023-04-26 07:09:39 INFO test: loss: 0.1008 - UP: 80.32% UR: 42.74% UF: 55.79% P: 78.05% R: 41.53% F: 54.22%
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+ 2023-04-26 07:09:39 INFO 0:00:12.486114s elapsed
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+ 2023-04-26 07:09:39 INFO Epoch 21 / 5000:
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+ 2023-04-26 07:09:49 INFO lr: 4.9790e-05 - loss: 0.0131 - UP: 85.11% UR: 67.87% UF: 75.52% P: 84.84% R: 67.65% F: 75.28%
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+ 2023-04-26 07:09:50 INFO dev: loss: nan - UP: 74.85% UR: 50.34% UF: 60.20% P: 71.68% R: 48.21% F: 57.65%
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+ 2023-04-26 07:09:52 INFO test: loss: 0.0920 - UP: 74.73% UR: 51.07% UF: 60.68% P: 72.00% R: 49.20% F: 58.45%
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+ 2023-04-26 07:10:00 INFO 0:00:12.576316s elapsed (saved)
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+ 2023-04-26 07:10:00 INFO Epoch 22 / 5000:
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+ 2023-04-26 07:10:10 INFO lr: 4.9780e-05 - loss: 0.0062 - UP: 87.29% UR: 70.37% UF: 77.92% P: 87.06% R: 70.18% F: 77.71%
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+ 2023-04-26 07:10:11 INFO dev: loss: nan - UP: 70.23% UR: 51.44% UF: 59.39% P: 66.57% R: 48.76% F: 56.29%
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+ 2023-04-26 07:10:12 INFO test: loss: 0.1003 - UP: 72.80% UR: 52.43% UF: 60.96% P: 70.28% R: 50.62% F: 58.85%
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+ 2023-04-26 07:10:12 INFO 0:00:12.391937s elapsed
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+ 2023-04-26 07:10:23 INFO lr: 4.9770e-05 - loss: 0.0127 - UP: 88.59% UR: 72.39% UF: 79.68% P: 87.99% R: 71.90% F: 79.14%
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+ 2023-04-26 07:10:24 INFO dev: loss: nan - UP: 73.35% UR: 48.83% UF: 58.63% P: 69.83% R: 46.49% F: 55.82%
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+ 2023-04-26 07:10:25 INFO test: loss: 0.0932 - UP: 75.02% UR: 48.69% UF: 59.05% P: 72.14% R: 46.82% F: 56.78%
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+ 2023-04-26 07:10:25 INFO 0:00:12.926830s elapsed
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+ 2023-04-26 07:10:36 INFO lr: 4.9760e-05 - loss: 0.0156 - UP: 85.63% UR: 72.81% UF: 78.70% P: 85.31% R: 72.53% F: 78.40%
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+ 2023-04-26 07:10:36 INFO dev: loss: nan - UP: 64.35% UR: 56.12% UF: 59.96% P: 60.09% R: 52.41% F: 55.99%
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+ 2023-04-26 07:10:38 INFO test: loss: 0.1020 - UP: 66.37% UR: 57.02% UF: 61.34% P: 63.74% R: 54.75% F: 58.91%
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+ 2023-04-26 07:10:38 INFO 0:00:12.541984s elapsed
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+ 2023-04-26 07:10:38 INFO Epoch 25 / 5000:
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+ 2023-04-26 07:10:48 INFO lr: 4.9750e-05 - loss: 0.0155 - UP: 86.65% UR: 72.68% UF: 79.05% P: 86.33% R: 72.41% F: 78.76%
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+ 2023-04-26 07:10:49 INFO dev: loss: nan - UP: 73.42% UR: 52.61% UF: 61.30% P: 69.96% R: 50.14% F: 58.41%
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+ 2023-04-26 07:10:50 INFO test: loss: 0.0912 - UP: 75.29% UR: 53.06% UF: 62.25% P: 72.68% R: 51.22% F: 60.09%
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+ 2023-04-26 07:10:58 INFO 0:00:12.263623s elapsed (saved)
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+ 2023-04-26 07:10:58 INFO Epoch 26 / 5000:
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+ 2023-04-26 07:11:08 INFO lr: 4.9740e-05 - loss: 0.0143 - UP: 89.68% UR: 77.34% UF: 83.05% P: 89.50% R: 77.18% F: 82.89%
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+ 2023-04-26 07:11:09 INFO dev: loss: nan - UP: 73.19% UR: 49.38% UF: 58.97% P: 69.83% R: 47.11% F: 56.26%
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+ 2023-04-26 07:11:10 INFO test: loss: 0.1031 - UP: 73.91% UR: 50.95% UF: 60.32% P: 72.15% R: 49.74% F: 58.89%
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+ 2023-04-26 07:11:10 INFO 0:00:12.079593s elapsed
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+ 2023-04-26 07:11:20 INFO lr: 4.9730e-05 - loss: 0.0125 - UP: 90.74% UR: 77.78% UF: 83.76% P: 90.57% R: 77.64% F: 83.61%
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+ 2023-04-26 07:11:21 INFO dev: loss: nan - UP: 66.75% UR: 57.84% UF: 61.97% P: 63.65% R: 55.16% F: 59.10%
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+ 2023-04-26 07:11:22 INFO test: loss: 0.1089 - UP: 70.37% UR: 58.50% UF: 63.89% P: 67.94% R: 56.47% F: 61.68%
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+ 2023-04-26 07:11:31 INFO 0:00:12.551399s elapsed (saved)
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+ 2023-04-26 07:11:41 INFO lr: 4.9720e-05 - loss: 0.0196 - UP: 91.11% UR: 81.93% UF: 86.28% P: 91.00% R: 81.84% F: 86.17%
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+ 2023-04-26 07:11:42 INFO dev: loss: nan - UP: 74.68% UR: 51.72% UF: 61.11% P: 71.40% R: 49.45% F: 58.43%
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+ 2023-04-26 07:11:43 INFO test: loss: 0.1010 - UP: 78.26% UR: 51.74% UF: 62.29% P: 76.12% R: 50.32% F: 60.59%
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+ 2023-04-26 07:11:43 INFO 0:00:12.254463s elapsed
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+ 2023-04-26 07:11:54 INFO lr: 4.9710e-05 - loss: 0.0092 - UP: 92.16% UR: 84.95% UF: 88.41% P: 92.08% R: 84.88% F: 88.34%
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+ 2023-04-26 07:11:55 INFO dev: loss: nan - UP: 72.25% UR: 53.71% UF: 61.62% P: 69.29% R: 51.51% F: 59.09%
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+ 2023-04-26 07:11:56 INFO test: loss: 0.1051 - UP: 75.52% UR: 55.12% UF: 63.72% P: 73.57% R: 53.70% F: 62.08%
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+ 2023-04-26 07:11:56 INFO 0:00:12.623391s elapsed
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+ 2023-04-26 07:12:06 INFO lr: 4.9700e-05 - loss: 0.0089 - UP: 93.57% UR: 84.66% UF: 88.89% P: 93.50% R: 84.60% F: 88.83%
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+ 2023-04-26 07:12:08 INFO dev: loss: nan - UP: 69.44% UR: 56.74% UF: 62.45% P: 66.41% R: 54.26% F: 59.73%
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+ 2023-04-26 07:12:09 INFO test: loss: 0.1176 - UP: 72.45% UR: 58.26% UF: 64.58% P: 69.89% R: 56.20% F: 62.31%
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+ 2023-04-26 07:12:16 INFO 0:00:12.916947s elapsed (saved)
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+ 2023-04-26 07:12:26 INFO lr: 4.9690e-05 - loss: 0.0070 - UP: 90.93% UR: 82.80% UF: 86.67% P: 90.74% R: 82.63% F: 86.50%
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+ 2023-04-26 07:12:27 INFO dev: loss: nan - UP: 71.61% UR: 49.79% UF: 58.74% P: 69.14% R: 48.07% F: 56.71%
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+ 2023-04-26 07:12:28 INFO test: loss: 0.1128 - UP: 76.79% UR: 52.34% UF: 62.25% P: 74.05% R: 50.47% F: 60.03%
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+ 2023-04-26 07:12:28 INFO 0:00:12.176483s elapsed
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+ 2023-04-26 07:12:39 INFO lr: 4.9680e-05 - loss: 0.0094 - UP: 92.16% UR: 82.68% UF: 87.16% P: 92.02% R: 82.55% F: 87.03%
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+ 2023-04-26 07:12:40 INFO dev: loss: nan - UP: 67.78% UR: 57.29% UF: 62.09% P: 65.09% R: 55.02% F: 59.63%
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+ 2023-04-26 07:12:41 INFO test: loss: 0.1086 - UP: 71.80% UR: 59.40% UF: 65.01% P: 69.03% R: 57.11% F: 62.50%
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+ 2023-04-26 07:12:52 INFO lr: 4.9670e-05 - loss: 0.0081 - UP: 92.92% UR: 84.28% UF: 88.39% P: 92.55% R: 83.95% F: 88.04%
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+ 2023-04-26 07:12:53 INFO dev: loss: nan - UP: 68.57% UR: 52.96% UF: 59.76% P: 65.89% R: 50.89% F: 57.43%
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+ 2023-04-26 07:12:54 INFO test: loss: 0.1065 - UP: 74.76% UR: 56.32% UF: 64.25% P: 72.32% R: 54.48% F: 62.14%
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+ 2023-04-26 07:13:05 INFO lr: 4.9660e-05 - loss: 0.0091 - UP: 93.30% UR: 84.82% UF: 88.86% P: 92.91% R: 84.47% F: 88.49%
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+ 2023-04-26 07:13:05 INFO dev: loss: nan - UP: 74.25% UR: 51.38% UF: 60.73% P: 70.68% R: 48.90% F: 57.80%
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+ 2023-04-26 07:13:07 INFO test: loss: 0.1267 - UP: 78.09% UR: 53.79% UF: 63.70% P: 75.81% R: 52.22% F: 61.84%
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+ 2023-04-26 07:13:17 INFO lr: 4.9650e-05 - loss: 0.0060 - UP: 93.26% UR: 87.69% UF: 90.39% P: 92.88% R: 87.32% F: 90.01%
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+ 2023-04-26 07:13:18 INFO dev: loss: nan - UP: 72.03% UR: 53.30% UF: 61.26% P: 68.96% R: 51.03% F: 58.66%
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+ 2023-04-26 07:13:19 INFO test: loss: 0.1196 - UP: 76.76% UR: 56.23% UF: 64.91% P: 73.96% R: 54.18% F: 62.54%
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+ 2023-04-26 07:13:29 INFO lr: 4.9640e-05 - loss: 0.0082 - UP: 93.92% UR: 86.61% UF: 90.11% P: 93.64% R: 86.35% F: 89.85%
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+ 2023-04-26 07:13:30 INFO dev: loss: nan - UP: 73.75% UR: 51.58% UF: 60.70% P: 70.01% R: 48.97% F: 57.63%
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+ 2023-04-26 07:13:31 INFO test: loss: 0.1106 - UP: 77.66% UR: 53.18% UF: 63.13% P: 74.92% R: 51.31% F: 60.91%
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+ 2023-04-26 07:13:41 INFO lr: 4.9630e-05 - loss: 0.0020 - UP: 93.59% UR: 87.73% UF: 90.56% P: 93.46% R: 87.61% F: 90.44%
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+ 2023-04-26 07:13:42 INFO dev: loss: nan - UP: 70.68% UR: 56.53% UF: 62.82% P: 67.15% R: 53.71% F: 59.69%
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+ 2023-04-26 07:14:39 INFO test: loss: 0.1109 - UP: 75.67% UR: 59.89% UF: 66.86% P: 73.00% R: 57.77% F: 64.50%
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+ 2023-04-26 07:15:04 INFO test: loss: 0.1254 - UP: 72.02% UR: 63.78% UF: 67.65% P: 68.78% R: 60.91% F: 64.61%
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+ 2023-04-26 07:15:15 INFO dev: loss: nan - UP: 67.63% UR: 57.77% UF: 62.31% P: 64.25% R: 54.88% F: 59.20%
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+ 2023-04-26 07:15:16 INFO test: loss: 0.1298 - UP: 74.78% UR: 62.21% UF: 67.92% P: 72.13% R: 60.01% F: 65.51%
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+ 2023-04-26 07:15:27 INFO dev: loss: nan - UP: 69.85% UR: 54.81% UF: 61.43% P: 66.52% R: 52.20% F: 58.50%
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+ 2023-04-26 07:15:28 INFO test: loss: 0.1281 - UP: 77.96% UR: 58.07% UF: 66.56% P: 75.73% R: 56.41% F: 64.66%
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+ 2023-04-26 07:15:39 INFO dev: loss: nan - UP: 66.37% UR: 60.80% UF: 63.46% P: 62.69% R: 57.43% F: 59.94%
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+ 2023-04-26 07:15:40 INFO test: loss: 0.1348 - UP: 71.55% UR: 65.05% UF: 68.14% P: 68.66% R: 62.42% F: 65.39%
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+ 2023-04-26 07:15:48 INFO 0:00:11.978784s elapsed (saved)
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+ 2023-04-26 07:16:12 INFO dev: loss: nan - UP: 73.79% UR: 53.65% UF: 62.13% P: 70.39% R: 51.17% F: 59.26%
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+ 2023-04-26 07:16:14 INFO test: loss: 0.1301 - UP: 78.79% UR: 56.75% UF: 65.98% P: 76.57% R: 55.15% F: 64.12%
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+ 2023-04-26 07:16:14 INFO 0:00:12.933592s elapsed
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+ 2023-04-26 07:16:25 INFO dev: loss: nan - UP: 68.11% UR: 57.43% UF: 62.31% P: 64.68% R: 54.54% F: 59.18%
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+ 2023-04-26 07:16:26 INFO test: loss: 0.1250 - UP: 74.40% UR: 62.99% UF: 68.22% P: 71.66% R: 60.67% F: 65.71%
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+ 2023-04-26 07:16:26 INFO 0:00:12.599020s elapsed
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+ 2023-04-26 07:16:37 INFO lr: 4.9500e-05 - loss: 0.0046 - UP: 96.79% UR: 94.87% UF: 95.82% P: 96.73% R: 94.81% F: 95.76%
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+ 2023-04-26 07:16:37 INFO dev: loss: nan - UP: 72.04% UR: 55.30% UF: 62.57% P: 68.19% R: 52.34% F: 59.22%
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+ 2023-04-26 07:16:39 INFO test: loss: 0.1290 - UP: 76.43% UR: 59.70% UF: 67.04% P: 73.38% R: 57.32% F: 64.36%
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+ 2023-04-26 07:16:39 INFO 0:00:12.204102s elapsed
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+ 2023-04-26 07:16:49 INFO lr: 4.9490e-05 - loss: 0.0036 - UP: 96.22% UR: 92.62% UF: 94.39% P: 96.17% R: 92.57% F: 94.34%
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+ 2023-04-26 07:16:50 INFO dev: loss: nan - UP: 69.03% UR: 57.02% UF: 62.45% P: 64.95% R: 53.65% F: 58.76%
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+ 2023-04-26 07:16:51 INFO test: loss: 0.1219 - UP: 74.84% UR: 61.67% UF: 67.62% P: 72.12% R: 59.43% F: 65.17%
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+ 2023-04-26 07:16:51 INFO 0:00:12.080099s elapsed
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+ 2023-04-26 07:17:01 INFO lr: 4.9480e-05 - loss: 0.0052 - UP: 95.67% UR: 93.32% UF: 94.48% P: 95.49% R: 93.15% F: 94.30%
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+ 2023-04-26 07:17:02 INFO dev: loss: nan - UP: 73.22% UR: 54.54% UF: 62.51% P: 69.90% R: 52.06% F: 59.68%
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+ 2023-04-26 07:17:03 INFO test: loss: 0.1340 - UP: 76.88% UR: 57.71% UF: 65.93% P: 74.59% R: 55.99% F: 63.97%
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+ 2023-04-26 07:17:03 INFO 0:00:12.043912s elapsed
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+ 2023-04-26 07:17:13 INFO lr: 4.9470e-05 - loss: 0.0120 - UP: 96.09% UR: 93.40% UF: 94.73% P: 96.04% R: 93.35% F: 94.68%
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+ 2023-04-26 07:17:14 INFO dev: loss: nan - UP: 71.89% UR: 54.88% UF: 62.25% P: 68.29% R: 52.13% F: 59.13%
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+ 2023-04-26 07:17:15 INFO test: loss: 0.1294 - UP: 75.60% UR: 59.86% UF: 66.81% P: 73.66% R: 58.32% F: 65.09%
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+ 2023-04-26 07:17:15 INFO 0:00:12.032491s elapsed
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+ 2023-04-26 07:17:15 INFO Epoch 54 / 5000:
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+ 2023-04-26 07:17:25 INFO lr: 4.9460e-05 - loss: 0.0009 - UP: 96.36% UR: 94.00% UF: 95.17% P: 96.24% R: 93.88% F: 95.05%
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+ 2023-04-26 07:17:26 INFO dev: loss: nan - UP: 70.11% UR: 58.73% UF: 63.92% P: 66.42% R: 55.64% F: 60.55%
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+ 2023-04-26 07:17:27 INFO test: loss: 0.1224 - UP: 73.77% UR: 63.42% UF: 68.20% P: 71.59% R: 61.55% F: 66.19%
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+ 2023-04-26 07:17:35 INFO 0:00:11.952265s elapsed (saved)
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+ 2023-04-26 07:17:35 INFO Epoch 55 / 5000:
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+ 2023-04-26 07:17:45 INFO lr: 4.9450e-05 - loss: 0.0057 - UP: 97.32% UR: 94.86% UF: 96.07% P: 97.14% R: 94.69% F: 95.90%
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+ 2023-04-26 07:17:46 INFO dev: loss: nan - UP: 68.92% UR: 59.63% UF: 63.94% P: 65.58% R: 56.74% F: 60.84%
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+ 2023-04-26 07:17:47 INFO test: loss: 0.1353 - UP: 74.05% UR: 64.17% UF: 68.76% P: 71.79% R: 62.21% F: 66.66%
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+ 2023-04-26 07:17:55 INFO 0:00:12.714209s elapsed (saved)
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+ 2023-04-26 07:17:55 INFO Epoch 56 / 5000:
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+ 2023-04-26 07:18:06 INFO lr: 4.9440e-05 - loss: 0.0086 - UP: 96.64% UR: 93.59% UF: 95.09% P: 96.32% R: 93.28% F: 94.78%
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+ 2023-04-26 07:18:07 INFO dev: loss: nan - UP: 69.72% UR: 60.80% UF: 64.95% P: 66.25% R: 57.77% F: 61.72%
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+ 2023-04-26 07:18:08 INFO test: loss: 0.1383 - UP: 72.46% UR: 63.63% UF: 67.76% P: 69.85% R: 61.33% F: 65.32%
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+ 2023-04-26 07:18:15 INFO 0:00:12.600643s elapsed (saved)
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+ 2023-04-26 07:18:15 INFO Epoch 57 / 5000:
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+ 2023-04-26 07:18:26 INFO lr: 4.9430e-05 - loss: 0.0038 - UP: 96.66% UR: 94.69% UF: 95.66% P: 96.45% R: 94.48% F: 95.45%
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+ 2023-04-26 07:18:26 INFO dev: loss: nan - UP: 70.37% UR: 58.80% UF: 64.07% P: 66.67% R: 55.71% F: 60.70%
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+ 2023-04-26 07:18:28 INFO test: loss: 0.1488 - UP: 74.71% UR: 62.42% UF: 68.02% P: 72.11% R: 60.25% F: 65.65%
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+ 2023-04-26 07:18:28 INFO 0:00:12.404516s elapsed
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+ 2023-04-26 07:18:28 INFO Epoch 58 / 5000:
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+ 2023-04-26 07:18:38 INFO lr: 4.9420e-05 - loss: 0.0044 - UP: 96.92% UR: 94.44% UF: 95.67% P: 96.85% R: 94.37% F: 95.60%
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+ 2023-04-26 07:18:39 INFO dev: loss: nan - UP: 72.67% UR: 55.78% UF: 63.11% P: 69.53% R: 53.37% F: 60.39%
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+ 2023-04-26 07:18:40 INFO test: loss: 0.1463 - UP: 76.85% UR: 58.32% UF: 66.31% P: 74.30% R: 56.38% F: 64.12%
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+ 2023-04-26 07:18:40 INFO 0:00:12.661674s elapsed
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+ 2023-04-26 07:18:40 INFO Epoch 59 / 5000:
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+ 2023-04-26 07:18:51 INFO lr: 4.9410e-05 - loss: 0.0058 - UP: 97.14% UR: 95.14% UF: 96.13% P: 97.09% R: 95.09% F: 96.08%
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+ 2023-04-26 07:18:52 INFO dev: loss: nan - UP: 70.26% UR: 56.88% UF: 62.87% P: 66.95% R: 54.20% F: 59.90%
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+ 2023-04-26 07:18:53 INFO test: loss: 0.1371 - UP: 75.64% UR: 61.00% UF: 67.54% P: 73.17% R: 59.01% F: 65.33%
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+ 2023-04-26 07:18:53 INFO 0:00:13.119797s elapsed
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+ 2023-04-26 07:18:53 INFO Epoch 60 / 5000:
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+ 2023-04-26 07:19:04 INFO lr: 4.9400e-05 - loss: 0.0180 - UP: 94.07% UR: 89.54% UF: 91.75% P: 93.84% R: 89.32% F: 91.52%
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+ 2023-04-26 07:19:04 INFO dev: loss: nan - UP: 70.13% UR: 55.23% UF: 61.79% P: 66.38% R: 52.27% F: 58.48%
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+ 2023-04-26 07:19:06 INFO test: loss: 0.1140 - UP: 73.16% UR: 57.17% UF: 64.18% P: 70.72% R: 55.27% F: 62.05%
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+ 2023-04-26 07:19:06 INFO 0:00:12.341419s elapsed
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+ 2023-04-26 07:19:06 INFO Epoch 61 / 5000:
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+ 2023-04-26 07:19:16 INFO lr: 4.9390e-05 - loss: 0.0008 - UP: 93.46% UR: 84.61% UF: 88.81% P: 93.13% R: 84.31% F: 88.50%
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+ 2023-04-26 07:19:16 INFO dev: loss: nan - UP: 57.74% UR: 64.65% UF: 61.00% P: 53.26% R: 59.63% F: 56.26%
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+ 2023-04-26 07:19:18 INFO test: loss: 0.1421 - UP: 61.54% UR: 69.45% UF: 65.26% P: 57.85% R: 65.29% F: 61.34%
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+ 2023-04-26 07:19:18 INFO 0:00:11.850248s elapsed
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+ 2023-04-26 07:19:28 INFO lr: 4.9380e-05 - loss: 0.0051 - UP: 94.54% UR: 89.66% UF: 92.04% P: 94.26% R: 89.40% F: 91.76%
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+ 2023-04-26 07:19:28 INFO dev: loss: nan - UP: 66.30% UR: 58.60% UF: 62.21% P: 61.79% R: 54.61% F: 57.98%
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+ 2023-04-26 07:19:30 INFO test: loss: 0.1527 - UP: 72.21% UR: 62.66% UF: 67.10% P: 69.25% R: 60.10% F: 64.35%
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+ 2023-04-26 07:19:30 INFO 0:00:11.939342s elapsed
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+ 2023-04-26 07:19:40 INFO lr: 4.9370e-05 - loss: 0.0188 - UP: 94.05% UR: 91.61% UF: 92.82% P: 93.88% R: 91.44% F: 92.65%
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+ 2023-04-26 07:19:41 INFO dev: loss: nan - UP: 61.08% UR: 61.62% UF: 61.35% P: 57.12% R: 57.63% F: 57.38%
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+ 2023-04-26 07:19:42 INFO test: loss: 0.1393 - UP: 64.47% UR: 64.74% UF: 64.61% P: 61.20% R: 61.45% F: 61.33%
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+ 2023-04-26 07:19:42 INFO 0:00:12.398490s elapsed
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+ 2023-04-26 07:19:52 INFO lr: 4.9360e-05 - loss: 0.0695 - UP: 90.76% UR: 82.84% UF: 86.62% P: 88.92% R: 81.17% F: 84.87%
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+ 2023-04-26 07:19:53 INFO dev: loss: nan - UP: 62.86% UR: 58.67% UF: 60.69% P: 58.66% R: 54.75% F: 56.63%
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+ 2023-04-26 07:19:54 INFO test: loss: 0.1493 - UP: 65.37% UR: 60.58% UF: 62.89% P: 61.43% R: 56.93% F: 59.09%
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+ 2023-04-26 07:19:54 INFO 0:00:12.309229s elapsed
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+ 2023-04-26 07:19:54 INFO Epoch 65 / 5000:
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+ 2023-04-26 07:20:05 INFO lr: 4.9350e-05 - loss: 0.0110 - UP: 88.09% UR: 74.38% UF: 80.65% P: 85.64% R: 72.32% F: 78.42%
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+ 2023-04-26 07:20:05 INFO dev: loss: nan - UP: 69.78% UR: 53.51% UF: 60.57% P: 66.37% R: 50.89% F: 57.61%
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+ 2023-04-26 07:20:06 INFO test: loss: 0.1089 - UP: 69.92% UR: 54.78% UF: 61.43% P: 67.60% R: 52.97% F: 59.40%
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+ 2023-04-26 07:20:06 INFO 0:00:12.041732s elapsed
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+ 2023-04-26 07:20:17 INFO lr: 4.9340e-05 - loss: 0.0142 - UP: 92.97% UR: 87.08% UF: 89.92% P: 92.71% R: 86.84% F: 89.68%
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+ 2023-04-26 07:20:17 INFO dev: loss: nan - UP: 72.95% UR: 52.68% UF: 61.18% P: 69.43% R: 50.14% F: 58.23%
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+ 2023-04-26 07:20:18 INFO test: loss: 0.1154 - UP: 76.43% UR: 54.72% UF: 63.78% P: 73.74% R: 52.79% F: 61.53%
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+ 2023-04-26 07:20:18 INFO 0:00:12.129525s elapsed
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+ 2023-04-26 07:20:29 INFO lr: 4.9330e-05 - loss: 0.0049 - UP: 93.68% UR: 90.63% UF: 92.13% P: 93.54% R: 90.50% F: 92.00%
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+ 2023-04-26 07:20:29 INFO dev: loss: nan - UP: 70.34% UR: 55.78% UF: 62.22% P: 66.78% R: 52.96% F: 59.07%
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+ 2023-04-26 07:20:30 INFO test: loss: 0.1253 - UP: 74.42% UR: 59.19% UF: 65.94% P: 71.61% R: 56.96% F: 63.45%
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+ 2023-04-26 07:20:30 INFO 0:00:12.033924s elapsed
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+ 2023-04-26 07:20:41 INFO lr: 4.9320e-05 - loss: 0.0040 - UP: 95.81% UR: 91.81% UF: 93.77% P: 95.61% R: 91.61% F: 93.57%
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+ 2023-04-26 07:20:42 INFO dev: loss: nan - UP: 69.63% UR: 59.77% UF: 64.32% P: 65.95% R: 56.60% F: 60.92%
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+ 2023-04-26 07:20:43 INFO test: loss: 0.1318 - UP: 72.28% UR: 62.57% UF: 67.08% P: 69.32% R: 60.01% F: 64.33%
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+ 2023-04-26 07:20:43 INFO 0:00:12.177281s elapsed
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+ 2023-04-26 07:20:53 INFO lr: 4.9310e-05 - loss: 0.0031 - UP: 96.17% UR: 94.83% UF: 95.49% P: 96.09% R: 94.75% F: 95.41%
479
+ 2023-04-26 07:20:54 INFO dev: loss: nan - UP: 67.46% UR: 60.73% UF: 63.92% P: 63.41% R: 57.08% F: 60.08%
480
+ 2023-04-26 07:20:55 INFO test: loss: 0.1507 - UP: 70.67% UR: 63.99% UF: 67.16% P: 67.87% R: 61.45% F: 64.50%
481
+ 2023-04-26 07:20:55 INFO 0:00:12.322068s elapsed
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+ 2023-04-26 07:21:05 INFO lr: 4.9300e-05 - loss: 0.0033 - UP: 97.80% UR: 94.88% UF: 96.32% P: 97.73% R: 94.81% F: 96.25%
485
+ 2023-04-26 07:21:06 INFO dev: loss: nan - UP: 66.47% UR: 61.35% UF: 63.81% P: 62.52% R: 57.70% F: 60.01%
486
+ 2023-04-26 07:21:07 INFO test: loss: 0.1463 - UP: 70.42% UR: 64.96% UF: 67.58% P: 67.57% R: 62.33% F: 64.85%
487
+ 2023-04-26 07:21:07 INFO 0:00:11.954953s elapsed
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+
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+ 2023-04-26 07:21:17 INFO lr: 4.9290e-05 - loss: 0.0041 - UP: 96.72% UR: 95.45% UF: 96.08% P: 96.65% R: 95.38% F: 96.01%
491
+ 2023-04-26 07:21:18 INFO dev: loss: nan - UP: 66.64% UR: 59.77% UF: 63.02% P: 62.58% R: 56.12% F: 59.17%
492
+ 2023-04-26 07:21:19 INFO test: loss: 0.1519 - UP: 72.29% UR: 63.78% UF: 67.77% P: 69.86% R: 61.64% F: 65.49%
493
+ 2023-04-26 07:21:19 INFO 0:00:11.999487s elapsed
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+
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+ 2023-04-26 07:21:29 INFO lr: 4.9280e-05 - loss: 0.0073 - UP: 97.53% UR: 94.89% UF: 96.19% P: 97.47% R: 94.83% F: 96.13%
497
+ 2023-04-26 07:21:30 INFO dev: loss: nan - UP: 68.62% UR: 57.91% UF: 62.81% P: 64.71% R: 54.61% F: 59.23%
498
+ 2023-04-26 07:21:31 INFO test: loss: 0.1357 - UP: 72.13% UR: 62.57% UF: 67.01% P: 69.80% R: 60.55% F: 64.85%
499
+ 2023-04-26 07:21:31 INFO 0:00:12.042108s elapsed
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+
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+ 2023-04-26 07:21:41 INFO lr: 4.9270e-05 - loss: 0.0006 - UP: 96.43% UR: 94.97% UF: 95.70% P: 96.36% R: 94.90% F: 95.62%
503
+ 2023-04-26 07:21:42 INFO dev: loss: nan - UP: 70.23% UR: 57.43% UF: 63.19% P: 66.53% R: 54.40% F: 59.86%
504
+ 2023-04-26 07:21:43 INFO test: loss: 0.1389 - UP: 74.32% UR: 62.03% UF: 67.62% P: 71.39% R: 59.58% F: 64.96%
505
+ 2023-04-26 07:21:43 INFO 0:00:12.497220s elapsed
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+
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+ 2023-04-26 07:21:43 INFO Epoch 74 / 5000:
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+ 2023-04-26 07:21:54 INFO lr: 4.9260e-05 - loss: 0.0055 - UP: 97.40% UR: 96.03% UF: 96.71% P: 97.34% R: 95.97% F: 96.65%
509
+ 2023-04-26 07:21:54 INFO dev: loss: nan - UP: 69.02% UR: 58.53% UF: 63.34% P: 66.10% R: 56.05% F: 60.66%
510
+ 2023-04-26 07:21:55 INFO test: loss: 0.1503 - UP: 74.10% UR: 63.72% UF: 68.52% P: 71.53% R: 61.52% F: 66.15%
511
+ 2023-04-26 07:21:55 INFO 0:00:11.989779s elapsed
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+
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+ 2023-04-26 07:21:55 INFO Epoch 75 / 5000:
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+ 2023-04-26 07:22:06 INFO lr: 4.9250e-05 - loss: 0.0003 - UP: 97.99% UR: 96.59% UF: 97.29% P: 97.91% R: 96.51% F: 97.21%
515
+ 2023-04-26 07:22:06 INFO dev: loss: nan - UP: 71.62% UR: 56.40% UF: 63.10% P: 68.38% R: 53.85% F: 60.25%
516
+ 2023-04-26 07:22:07 INFO test: loss: 0.1417 - UP: 75.70% UR: 60.37% UF: 67.17% P: 73.24% R: 58.41% F: 64.99%
517
+ 2023-04-26 07:22:07 INFO 0:00:11.991488s elapsed
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+
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+ 2023-04-26 07:22:07 INFO Epoch 76 / 5000:
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+ 2023-04-26 07:22:18 INFO lr: 4.9240e-05 - loss: 0.0021 - UP: 98.17% UR: 96.77% UF: 97.47% P: 98.09% R: 96.70% F: 97.39%
521
+ 2023-04-26 07:22:18 INFO dev: loss: nan - UP: 71.30% UR: 56.05% UF: 62.76% P: 68.42% R: 53.78% F: 60.22%
522
+ 2023-04-26 07:22:19 INFO test: loss: 0.1416 - UP: 75.91% UR: 60.10% UF: 67.08% P: 73.24% R: 57.98% F: 64.72%
523
+ 2023-04-26 07:22:19 INFO 0:00:12.020413s elapsed
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+
525
+ 2023-04-26 07:22:19 INFO Epoch 77 / 5000:
526
+ 2023-04-26 07:22:30 INFO lr: 4.9230e-05 - loss: 0.0018 - UP: 98.04% UR: 96.77% UF: 97.40% P: 97.92% R: 96.66% F: 97.28%
527
+ 2023-04-26 07:22:30 INFO dev: loss: nan - UP: 71.03% UR: 56.33% UF: 62.83% P: 67.91% R: 53.85% F: 60.07%
528
+ 2023-04-26 07:22:32 INFO test: loss: 0.1501 - UP: 76.92% UR: 60.16% UF: 67.51% P: 74.30% R: 58.10% F: 65.21%
529
+ 2023-04-26 07:22:32 INFO 0:00:12.041310s elapsed
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+
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+ 2023-04-26 07:22:42 INFO lr: 4.9220e-05 - loss: 0.0023 - UP: 98.19% UR: 97.14% UF: 97.66% P: 98.16% R: 97.11% F: 97.63%
533
+ 2023-04-26 07:22:43 INFO dev: loss: nan - UP: 69.42% UR: 57.29% UF: 62.77% P: 66.42% R: 54.81% F: 60.06%
534
+ 2023-04-26 07:22:44 INFO test: loss: 0.1547 - UP: 74.84% UR: 62.84% UF: 68.32% P: 71.93% R: 60.40% F: 65.66%
535
+ 2023-04-26 07:22:44 INFO 0:00:12.355917s elapsed
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+
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+ 2023-04-26 07:22:44 INFO Epoch 79 / 5000:
538
+ 2023-04-26 07:22:54 INFO lr: 4.9210e-05 - loss: 0.0011 - UP: 98.63% UR: 97.66% UF: 98.14% P: 98.60% R: 97.63% F: 98.11%
539
+ 2023-04-26 07:22:55 INFO dev: loss: nan - UP: 68.24% UR: 58.53% UF: 63.01% P: 64.80% R: 55.57% F: 59.83%
540
+ 2023-04-26 07:22:56 INFO test: loss: 0.1627 - UP: 73.52% UR: 64.35% UF: 68.63% P: 70.66% R: 61.85% F: 65.96%
541
+ 2023-04-26 07:22:56 INFO 0:00:12.211806s elapsed
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+
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544
+ 2023-04-26 07:23:06 INFO lr: 4.9200e-05 - loss: 0.0003 - UP: 97.48% UR: 95.87% UF: 96.67% P: 97.43% R: 95.82% F: 96.62%
545
+ 2023-04-26 07:23:07 INFO dev: loss: nan - UP: 73.29% UR: 51.72% UF: 60.65% P: 70.76% R: 49.93% F: 58.55%
546
+ 2023-04-26 07:23:08 INFO test: loss: 0.1440 - UP: 77.75% UR: 55.99% UF: 65.10% P: 75.31% R: 54.24% F: 63.06%
547
+ 2023-04-26 07:23:08 INFO 0:00:11.938795s elapsed
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+
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+ 2023-04-26 07:23:18 INFO lr: 4.9190e-05 - loss: 0.0019 - UP: 96.98% UR: 95.95% UF: 96.46% P: 96.92% R: 95.89% F: 96.40%
551
+ 2023-04-26 07:23:19 INFO dev: loss: nan - UP: 70.11% UR: 56.46% UF: 62.55% P: 66.61% R: 53.65% F: 59.43%
552
+ 2023-04-26 07:23:20 INFO test: loss: 0.1437 - UP: 74.52% UR: 60.82% UF: 66.98% P: 72.45% R: 59.13% F: 65.12%
553
+ 2023-04-26 07:23:20 INFO 0:00:12.000579s elapsed
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+
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+ 2023-04-26 07:23:30 INFO lr: 4.9180e-05 - loss: 0.0014 - UP: 97.91% UR: 96.91% UF: 97.41% P: 97.85% R: 96.85% F: 97.35%
557
+ 2023-04-26 07:23:31 INFO dev: loss: nan - UP: 69.04% UR: 56.12% UF: 61.91% P: 65.14% R: 52.96% F: 58.42%
558
+ 2023-04-26 07:23:32 INFO test: loss: 0.1486 - UP: 74.84% UR: 60.97% UF: 67.20% P: 72.47% R: 59.04% F: 65.07%
559
+ 2023-04-26 07:23:32 INFO 0:00:12.008631s elapsed
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+
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+ 2023-04-26 07:23:42 INFO lr: 4.9170e-05 - loss: 0.0003 - UP: 98.13% UR: 97.49% UF: 97.81% P: 98.10% R: 97.46% F: 97.78%
563
+ 2023-04-26 07:23:43 INFO dev: loss: nan - UP: 68.26% UR: 57.84% UF: 62.62% P: 64.61% R: 54.75% F: 59.27%
564
+ 2023-04-26 07:23:44 INFO test: loss: 0.1474 - UP: 73.66% UR: 63.15% UF: 68.00% P: 71.20% R: 61.03% F: 65.72%
565
+ 2023-04-26 07:23:44 INFO 0:00:12.295605s elapsed
566
+
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+ 2023-04-26 07:23:44 INFO Epoch 84 / 5000:
568
+ 2023-04-26 07:23:54 INFO lr: 4.9160e-05 - loss: 0.0010 - UP: 98.42% UR: 97.65% UF: 98.04% P: 98.42% R: 97.65% F: 98.04%
569
+ 2023-04-26 07:23:55 INFO dev: loss: nan - UP: 68.91% UR: 56.40% UF: 62.03% P: 65.13% R: 53.30% F: 58.62%
570
+ 2023-04-26 07:23:56 INFO test: loss: 0.1444 - UP: 74.83% UR: 61.30% UF: 67.40% P: 72.40% R: 59.31% F: 65.21%
571
+ 2023-04-26 07:23:56 INFO 0:00:12.085646s elapsed
572
+
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+ 2023-04-26 07:23:56 INFO Epoch 85 / 5000:
574
+ 2023-04-26 07:24:07 INFO lr: 4.9150e-05 - loss: 0.0014 - UP: 98.50% UR: 97.12% UF: 97.81% P: 98.44% R: 97.06% F: 97.75%
575
+ 2023-04-26 07:24:07 INFO dev: loss: nan - UP: 65.75% UR: 57.84% UF: 61.54% P: 61.92% R: 54.47% F: 57.96%
576
+ 2023-04-26 07:24:08 INFO test: loss: 0.1397 - UP: 70.66% UR: 64.68% UF: 67.54% P: 67.99% R: 62.24% F: 64.99%
577
+ 2023-04-26 07:24:08 INFO 0:00:12.004469s elapsed
578
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+ 2023-04-26 07:24:08 INFO Epoch 86 / 5000:
580
+ 2023-04-26 07:24:19 INFO lr: 4.9140e-05 - loss: 0.0004 - UP: 96.98% UR: 95.00% UF: 95.98% P: 96.94% R: 94.96% F: 95.94%
581
+ 2023-04-26 07:24:19 INFO dev: loss: nan - UP: 62.80% UR: 60.39% UF: 61.57% P: 59.37% R: 57.08% F: 58.20%
582
+ 2023-04-26 07:24:20 INFO test: loss: 0.1311 - UP: 67.53% UR: 65.35% UF: 66.42% P: 64.78% R: 62.69% F: 63.72%
583
+ 2023-04-26 07:24:20 INFO 0:00:12.008725s elapsed
584
+
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+ 2023-04-26 07:24:50 INFO Epoch 56 saved
586
+ 2023-04-26 07:24:50 INFO dev: UP: 69.72% UR: 60.80% UF: 64.95% P: 66.25% R: 57.77% F: 61.72%
587
+ 2023-04-26 07:24:50 INFO test: UP: 72.46% UR: 63.63% UF: 67.76% P: 69.85% R: 61.33% F: 65.32%
588
+ 2023-04-26 07:24:50 INFO 0:17:42.584845s elapsed, 0:00:12.355638s/epoch
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1
+ 2023-04-26 07:52:55 INFO
2
+ ---------------------+-------------------------------
3
+ Param | Value
4
+ ---------------------+-------------------------------
5
+ lr | 5e-05
6
+ mu | 0.9
7
+ nu | 0.999
8
+ eps | 1e-06
9
+ weight_decay | 0.0
10
+ lr_rate | 1
11
+ patience | 30
12
+ update-steps | 1
13
+ warmup | 0.0
14
+ update_steps | 1
15
+ mode | train
16
+ path | /content/gdrive/MyDrive/models/model_vi_opener_en_twxlmsa_6
17
+ device | 0
18
+ seed | 1
19
+ threads | 16
20
+ local_rank | -1
21
+ feat | None
22
+ build | True
23
+ checkpoint | False
24
+ encoder | bert
25
+ max_len | None
26
+ buckets | 32
27
+ train | /content/gdrive/MyDrive/sentiment_graphs/opener_en/head_final/sdp_byLength_desc/80/train.conllu
28
+ dev | /content/gdrive/MyDrive/sentiment_graphs/opener_en/head_final/sdp_byLength_desc/80/dev.conllu
29
+ test | /content/gdrive/MyDrive/sentiment_graphs/opener_en/head_final/sdp/test.conllu
30
+ embed | data/glove.6B.100d.txt
31
+ unk | unk
32
+ n_embed | 100
33
+ n_embed_proj | 125
34
+ bert | cardiffnlp/twitter-xlm-roberta-base-sentiment
35
+ inference | mfvi
36
+ ---------------------+-------------------------------
37
+
38
+ 2023-04-26 07:52:55 INFO Building the fields
39
+ 2023-04-26 07:53:03 INFO CoNLL(
40
+ (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
41
+ (labels): ChartField()
42
+ )
43
+ 2023-04-26 07:53:03 INFO Building the model
44
+ 2023-04-26 07:54:42 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)
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
+ 2023-04-26 07:54:42 INFO Loading the data
64
+ 2023-04-26 07:54:45 INFO
65
+ train: Dataset(n_sentences=1394, n_batches=32, n_buckets=32)
66
+ dev: Dataset(n_sentences=198, n_batches=32, n_buckets=32)
67
+ test: Dataset(n_sentences=499, n_batches=32, n_buckets=32)
68
+
69
+ 2023-04-26 07:54:51 INFO Epoch 1 / 5000:
70
+ 2023-04-26 07:55:07 INFO lr: 4.9990e-05 - loss: 0.2997 - UP: 1.44% UR: 2.57% UF: 1.84% P: 0.64% R: 1.14% F: 0.82%
71
+ 2023-04-26 07:55:07 INFO dev: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
72
+ 2023-04-26 07:55:09 INFO test: loss: 0.1538 - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
73
+ 2023-04-26 07:55:09 INFO 0:00:18.033842s elapsed
74
+
75
+ 2023-04-26 07:55:09 INFO Epoch 2 / 5000:
76
+ 2023-04-26 07:55:20 INFO lr: 4.9980e-05 - loss: 0.0690 - UP: 52.66% UR: 2.72% UF: 5.18% P: 51.71% R: 2.68% F: 5.09%
77
+ 2023-04-26 07:55:21 INFO dev: loss: nan - UP: 87.97% UR: 8.05% UF: 14.74% P: 87.22% R: 7.98% F: 14.62%
78
+ 2023-04-26 07:55:22 INFO test: loss: 0.0985 - UP: 85.30% UR: 8.06% UF: 14.73% P: 83.71% R: 7.91% F: 14.45%
79
+ 2023-04-26 07:55:42 INFO 0:00:13.433079s elapsed (saved)
80
+
81
+ 2023-04-26 07:55:42 INFO Epoch 3 / 5000:
82
+ 2023-04-26 07:55:54 INFO lr: 4.9970e-05 - loss: 0.2069 - UP: 67.46% UR: 10.83% UF: 18.66% P: 66.54% R: 10.68% F: 18.41%
83
+ 2023-04-26 07:55:56 INFO dev: loss: nan - UP: 82.06% UR: 12.59% UF: 21.82% P: 80.27% R: 12.31% F: 21.35%
84
+ 2023-04-26 07:55:57 INFO test: loss: 0.0891 - UP: 84.41% UR: 13.40% UF: 23.13% P: 83.08% R: 13.19% F: 22.77%
85
+ 2023-04-26 07:56:16 INFO 0:00:14.861386s elapsed (saved)
86
+
87
+ 2023-04-26 07:56:16 INFO Epoch 4 / 5000:
88
+ 2023-04-26 07:56:28 INFO lr: 4.9960e-05 - loss: 0.0385 - UP: 66.57% UR: 17.58% UF: 27.82% P: 65.41% R: 17.28% F: 27.34%
89
+ 2023-04-26 07:56:29 INFO dev: loss: nan - UP: 62.05% UR: 31.16% UF: 41.48% P: 59.59% R: 29.92% F: 39.84%
90
+ 2023-04-26 07:56:31 INFO test: loss: 0.0792 - UP: 64.36% UR: 31.18% UF: 42.01% P: 63.05% R: 30.55% F: 41.15%
91
+ 2023-04-26 07:56:50 INFO 0:00:14.278035s elapsed (saved)
92
+
93
+ 2023-04-26 07:56:50 INFO Epoch 5 / 5000:
94
+ 2023-04-26 07:57:02 INFO lr: 4.9950e-05 - loss: 0.0612 - UP: 67.97% UR: 23.96% UF: 35.43% P: 67.16% R: 23.67% F: 35.01%
95
+ 2023-04-26 07:57:03 INFO dev: loss: nan - UP: 73.92% UR: 23.59% UF: 35.77% P: 71.34% R: 22.76% F: 34.52%
96
+ 2023-04-26 07:57:05 INFO test: loss: 0.0790 - UP: 77.28% UR: 25.35% UF: 38.18% P: 76.36% R: 25.05% F: 37.73%
97
+ 2023-04-26 07:57:05 INFO 0:00:14.557936s elapsed
98
+
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+ 2023-04-26 07:57:20 INFO test: loss: 0.0761 - UP: 70.61% UR: 36.98% UF: 48.53% P: 69.68% R: 36.49% F: 47.90%
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+ 2023-04-26 07:57:55 INFO test: loss: 0.0888 - UP: 79.77% UR: 29.16% UF: 42.71% P: 79.03% R: 28.89% F: 42.31%
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+ 2023-04-26 07:58:08 INFO dev: loss: nan - UP: 80.92% UR: 28.89% UF: 42.57% P: 78.61% R: 28.06% F: 41.36%
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+ 2023-04-26 07:58:10 INFO test: loss: 0.0726 - UP: 82.96% UR: 29.82% UF: 43.87% P: 81.53% R: 29.31% F: 43.12%
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+ 2023-04-26 07:58:23 INFO dev: loss: nan - UP: 72.35% UR: 34.73% UF: 46.93% P: 68.91% R: 33.08% F: 44.70%
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+ 2023-04-26 07:58:24 INFO test: loss: 0.0831 - UP: 75.69% UR: 36.28% UF: 49.05% P: 74.43% R: 35.68% F: 48.24%
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+ 2023-04-26 07:58:44 INFO 0:00:14.369872s elapsed (saved)
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+ 2023-04-26 07:58:56 INFO lr: 4.9900e-05 - loss: 0.0281 - UP: 76.57% UR: 43.97% UF: 55.86% P: 76.06% R: 43.68% F: 55.49%
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+ 2023-04-26 07:58:57 INFO dev: loss: nan - UP: 72.85% UR: 40.23% UF: 51.84% P: 69.24% R: 38.24% F: 49.27%
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+ 2023-04-26 07:58:58 INFO test: loss: 0.0792 - UP: 74.05% UR: 40.57% UF: 52.42% P: 72.51% R: 39.72% F: 51.33%
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+ 2023-04-26 07:59:18 INFO 0:00:13.924825s elapsed (saved)
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+ 2023-04-26 07:59:32 INFO dev: loss: nan - UP: 74.12% UR: 40.78% UF: 52.62% P: 71.50% R: 39.34% F: 50.75%
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+ 2023-04-26 07:59:34 INFO test: loss: 0.0829 - UP: 76.21% UR: 40.90% UF: 53.23% P: 74.75% R: 40.11% F: 52.21%
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+ 2023-04-26 08:00:06 INFO lr: 4.9880e-05 - loss: 0.0151 - UP: 81.67% UR: 56.19% UF: 66.57% P: 81.53% R: 56.09% F: 66.46%
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+ 2023-04-26 08:00:09 INFO test: loss: 0.0815 - UP: 74.89% UR: 46.00% UF: 56.99% P: 73.17% R: 44.94% F: 55.68%
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+ 2023-04-26 08:00:39 INFO lr: 4.9870e-05 - loss: 0.0189 - UP: 83.14% UR: 60.62% UF: 70.12% P: 82.92% R: 60.46% F: 69.94%
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+ 2023-04-26 08:00:41 INFO dev: loss: nan - UP: 74.51% UR: 44.02% UF: 55.34% P: 70.78% R: 41.82% F: 52.57%
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+ 2023-04-26 08:00:42 INFO test: loss: 0.0780 - UP: 77.98% UR: 43.83% UF: 56.12% P: 76.48% R: 42.98% F: 55.03%
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+ 2023-04-26 08:00:55 INFO lr: 4.9860e-05 - loss: 0.0186 - UP: 84.17% UR: 64.12% UF: 72.79% P: 84.02% R: 64.00% F: 72.66%
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+ 2023-04-26 08:00:57 INFO test: loss: 0.0824 - UP: 70.65% UR: 53.03% UF: 60.59% P: 69.16% R: 51.92% F: 59.31%
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+ 2023-04-26 08:01:29 INFO lr: 4.9850e-05 - loss: 0.0135 - UP: 85.96% UR: 66.34% UF: 74.88% P: 85.69% R: 66.13% F: 74.65%
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+ 2023-04-26 08:01:32 INFO test: loss: 0.0932 - UP: 80.68% UR: 42.47% UF: 55.65% P: 78.96% R: 41.56% F: 54.46%
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+ 2023-04-26 08:01:44 INFO lr: 4.9840e-05 - loss: 0.0303 - UP: 85.99% UR: 70.83% UF: 77.68% P: 85.83% R: 70.69% F: 77.53%
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+ 2023-04-26 08:01:47 INFO test: loss: 0.0868 - UP: 68.06% UR: 56.20% UF: 61.56% P: 66.08% R: 54.57% F: 59.78%
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+ 2023-04-26 08:02:07 INFO 0:00:15.214935s elapsed (saved)
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+ 2023-04-26 08:02:19 INFO lr: 4.9830e-05 - loss: 0.0095 - UP: 87.40% UR: 72.40% UF: 79.20% P: 87.23% R: 72.26% F: 79.04%
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+ 2023-04-26 08:02:20 INFO dev: loss: nan - UP: 69.67% UR: 53.71% UF: 60.66% P: 66.82% R: 51.51% F: 58.17%
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+ 2023-04-26 08:02:22 INFO test: loss: 0.0941 - UP: 73.48% UR: 53.94% UF: 62.21% P: 71.63% R: 52.58% F: 60.64%
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+ 2023-04-26 08:02:41 INFO 0:00:14.930442s elapsed (saved)
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+ 2023-04-26 08:02:53 INFO lr: 4.9820e-05 - loss: 0.0122 - UP: 88.16% UR: 73.27% UF: 80.03% P: 87.75% R: 72.93% F: 79.66%
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+ 2023-04-26 08:02:54 INFO dev: loss: nan - UP: 68.66% UR: 51.99% UF: 59.18% P: 64.76% R: 49.04% F: 55.81%
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+ 2023-04-26 08:02:56 INFO test: loss: 0.0852 - UP: 70.44% UR: 54.81% UF: 61.65% P: 68.27% R: 53.12% F: 59.75%
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+ 2023-04-26 08:02:56 INFO 0:00:14.895800s elapsed
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+ 2023-04-26 08:03:08 INFO lr: 4.9810e-05 - loss: 0.0115 - UP: 88.34% UR: 75.17% UF: 81.22% P: 88.00% R: 74.88% F: 80.91%
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+ 2023-04-26 08:03:10 INFO dev: loss: nan - UP: 72.50% UR: 50.96% UF: 59.85% P: 68.88% R: 48.42% F: 56.87%
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+ 2023-04-26 08:03:11 INFO test: loss: 0.0910 - UP: 76.00% UR: 51.13% UF: 61.13% P: 74.16% R: 49.89% F: 59.65%
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+ 2023-04-26 08:03:11 INFO 0:00:15.497680s elapsed
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+ 2023-04-26 08:03:11 INFO Epoch 20 / 5000:
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+ 2023-04-26 08:03:24 INFO lr: 4.9800e-05 - loss: 0.0094 - UP: 90.20% UR: 78.43% UF: 83.91% P: 89.93% R: 78.20% F: 83.66%
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+ 2023-04-26 08:03:25 INFO dev: loss: nan - UP: 73.07% UR: 48.14% UF: 58.04% P: 70.25% R: 46.29% F: 55.80%
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+ 2023-04-26 08:03:26 INFO test: loss: 0.0909 - UP: 76.75% UR: 48.93% UF: 59.76% P: 75.28% R: 47.99% F: 58.62%
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+ 2023-04-26 08:03:26 INFO 0:00:14.656650s elapsed
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+ 2023-04-26 08:03:26 INFO Epoch 21 / 5000:
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+ 2023-04-26 08:03:38 INFO lr: 4.9790e-05 - loss: 0.0027 - UP: 91.80% UR: 81.09% UF: 86.11% P: 91.73% R: 81.02% F: 86.04%
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+ 2023-04-26 08:03:39 INFO dev: loss: nan - UP: 69.20% UR: 57.02% UF: 62.52% P: 65.78% R: 54.20% F: 59.43%
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+ 2023-04-26 08:03:40 INFO test: loss: 0.0956 - UP: 73.11% UR: 55.48% UF: 63.09% P: 71.16% R: 54.00% F: 61.40%
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+ 2023-04-26 08:03:59 INFO 0:00:14.402515s elapsed (saved)
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+ 2023-04-26 08:03:59 INFO Epoch 22 / 5000:
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+ 2023-04-26 08:04:11 INFO lr: 4.9780e-05 - loss: 0.0084 - UP: 91.19% UR: 83.29% UF: 87.06% P: 91.11% R: 83.21% F: 86.98%
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+ 2023-04-26 08:04:12 INFO dev: loss: nan - UP: 73.42% UR: 54.33% UF: 62.45% P: 69.61% R: 51.51% F: 59.21%
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+ 2023-04-26 08:04:13 INFO test: loss: 0.0939 - UP: 76.75% UR: 54.39% UF: 63.66% P: 74.83% R: 53.03% F: 62.07%
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+ 2023-04-26 08:04:13 INFO 0:00:13.986999s elapsed
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+ 2023-04-26 08:04:13 INFO Epoch 23 / 5000:
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+ 2023-04-26 08:04:25 INFO lr: 4.9770e-05 - loss: 0.0087 - UP: 92.74% UR: 84.27% UF: 88.30% P: 92.65% R: 84.20% F: 88.22%
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+ 2023-04-26 08:04:26 INFO dev: loss: nan - UP: 70.23% UR: 55.50% UF: 62.01% P: 66.75% R: 52.75% F: 58.93%
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+ 2023-04-26 08:04:28 INFO test: loss: 0.0966 - UP: 74.42% UR: 56.57% UF: 64.28% P: 72.84% R: 55.36% F: 62.91%
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+ 2023-04-26 08:04:28 INFO 0:00:14.552710s elapsed
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+ 2023-04-26 08:04:28 INFO Epoch 24 / 5000:
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+ 2023-04-26 08:04:41 INFO lr: 4.9760e-05 - loss: 0.0062 - UP: 93.60% UR: 86.61% UF: 89.97% P: 93.53% R: 86.55% F: 89.90%
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+ 2023-04-26 08:04:42 INFO dev: loss: nan - UP: 68.68% UR: 57.02% UF: 62.31% P: 65.37% R: 54.26% F: 59.30%
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+ 2023-04-26 08:04:43 INFO test: loss: 0.1017 - UP: 73.27% UR: 58.01% UF: 64.76% P: 71.41% R: 56.53% F: 63.11%
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+ 2023-04-26 08:04:43 INFO 0:00:15.923467s elapsed
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+ 2023-04-26 08:04:43 INFO Epoch 25 / 5000:
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+ 2023-04-26 08:04:56 INFO lr: 4.9750e-05 - loss: 0.0063 - UP: 92.45% UR: 86.24% UF: 89.24% P: 92.32% R: 86.12% F: 89.12%
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+ 2023-04-26 08:04:57 INFO dev: loss: nan - UP: 67.78% UR: 58.87% UF: 63.01% P: 64.05% R: 55.64% F: 59.55%
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+ 2023-04-26 08:04:59 INFO test: loss: 0.1002 - UP: 69.41% UR: 58.62% UF: 63.56% P: 67.33% R: 56.87% F: 61.66%
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+ 2023-04-26 08:05:17 INFO 0:00:15.030590s elapsed (saved)
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+ 2023-04-26 08:05:17 INFO Epoch 26 / 5000:
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+ 2023-04-26 08:05:29 INFO lr: 4.9740e-05 - loss: 0.0056 - UP: 93.79% UR: 86.90% UF: 90.21% P: 93.72% R: 86.83% F: 90.14%
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+ 2023-04-26 08:05:30 INFO dev: loss: nan - UP: 68.84% UR: 57.43% UF: 62.62% P: 65.62% R: 54.75% F: 59.69%
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+ 2023-04-26 08:05:31 INFO test: loss: 0.1008 - UP: 71.86% UR: 58.19% UF: 64.31% P: 70.07% R: 56.75% F: 62.71%
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+ 2023-04-26 08:05:51 INFO 0:00:14.204172s elapsed (saved)
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+ 2023-04-26 08:06:03 INFO lr: 4.9730e-05 - loss: 0.0045 - UP: 94.33% UR: 88.34% UF: 91.23% P: 94.24% R: 88.26% F: 91.15%
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+ 2023-04-26 08:06:04 INFO dev: loss: nan - UP: 72.45% UR: 54.61% UF: 62.27% P: 69.34% R: 52.27% F: 59.61%
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+ 2023-04-26 08:06:06 INFO test: loss: 0.1068 - UP: 75.50% UR: 56.66% UF: 64.74% P: 73.81% R: 55.39% F: 63.29%
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+ 2023-04-26 08:06:06 INFO 0:00:15.142195s elapsed
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+ 2023-04-26 08:06:18 INFO lr: 4.9720e-05 - loss: 0.0080 - UP: 94.59% UR: 89.61% UF: 92.04% P: 94.51% R: 89.54% F: 91.95%
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+ 2023-04-26 08:06:20 INFO dev: loss: nan - UP: 69.51% UR: 57.22% UF: 62.77% P: 66.42% R: 54.68% F: 59.98%
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+ 2023-04-26 08:06:21 INFO test: loss: 0.1027 - UP: 72.27% UR: 60.25% UF: 65.71% P: 70.28% R: 58.59% F: 63.90%
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+ 2023-04-26 08:06:40 INFO 0:00:15.619239s elapsed (saved)
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+ 2023-04-26 08:06:52 INFO lr: 4.9710e-05 - loss: 0.0058 - UP: 95.19% UR: 90.55% UF: 92.81% P: 95.09% R: 90.45% F: 92.71%
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+ 2023-04-26 08:06:53 INFO dev: loss: nan - UP: 70.56% UR: 58.18% UF: 63.78% P: 66.89% R: 55.16% F: 60.46%
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+ 2023-04-26 08:06:55 INFO test: loss: 0.1097 - UP: 71.49% UR: 60.10% UF: 65.30% P: 69.05% R: 58.04% F: 63.07%
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+ 2023-04-26 08:07:13 INFO 0:00:14.509147s elapsed (saved)
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+ 2023-04-26 08:07:26 INFO lr: 4.9700e-05 - loss: 0.0044 - UP: 94.63% UR: 90.40% UF: 92.47% P: 94.56% R: 90.34% F: 92.41%
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+ 2023-04-26 08:07:27 INFO dev: loss: nan - UP: 75.19% UR: 54.40% UF: 63.13% P: 71.67% R: 51.86% F: 60.18%
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+ 2023-04-26 08:07:28 INFO test: loss: 0.1086 - UP: 78.45% UR: 53.64% UF: 63.71% P: 77.04% R: 52.67% F: 62.57%
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+ 2023-04-26 08:07:28 INFO 0:00:15.169858s elapsed
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+ 2023-04-26 08:07:41 INFO lr: 4.9690e-05 - loss: 0.0145 - UP: 96.25% UR: 91.06% UF: 93.58% P: 96.16% R: 90.98% F: 93.50%
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+ 2023-04-26 08:07:42 INFO dev: loss: nan - UP: 68.44% UR: 57.57% UF: 62.53% P: 65.00% R: 54.68% F: 59.39%
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+ 2023-04-26 08:07:44 INFO test: loss: 0.1116 - UP: 72.23% UR: 59.58% UF: 65.30% P: 70.25% R: 57.95% F: 63.51%
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+ 2023-04-26 08:07:44 INFO 0:00:15.081869s elapsed
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+ 2023-04-26 08:07:56 INFO lr: 4.9680e-05 - loss: 0.0246 - UP: 93.60% UR: 87.45% UF: 90.42% P: 93.44% R: 87.30% F: 90.27%
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+ 2023-04-26 08:07:56 INFO dev: loss: nan - UP: 65.17% UR: 62.04% UF: 63.57% P: 61.78% R: 58.80% F: 60.25%
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+ 2023-04-26 08:07:58 INFO test: loss: 0.1040 - UP: 69.38% UR: 62.93% UF: 66.00% P: 67.25% R: 61.00% F: 63.98%
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+ 2023-04-26 08:08:10 INFO lr: 4.9670e-05 - loss: 0.0109 - UP: 94.65% UR: 90.08% UF: 92.31% P: 94.53% R: 89.97% F: 92.19%
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+ 2023-04-26 08:08:11 INFO dev: loss: nan - UP: 64.65% UR: 59.49% UF: 61.96% P: 61.36% R: 56.46% F: 58.81%
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+ 2023-04-26 08:08:12 INFO test: loss: 0.1067 - UP: 69.41% UR: 62.45% UF: 65.75% P: 67.49% R: 60.73% F: 63.93%
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+ 2023-04-26 08:08:24 INFO lr: 4.9660e-05 - loss: 0.0057 - UP: 94.66% UR: 91.50% UF: 93.05% P: 94.62% R: 91.46% F: 93.01%
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+ 2023-04-26 08:08:25 INFO dev: loss: nan - UP: 69.29% UR: 58.67% UF: 63.54% P: 65.80% R: 55.71% F: 60.34%
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+ 2023-04-26 08:08:26 INFO test: loss: 0.1138 - UP: 72.66% UR: 60.01% UF: 65.73% P: 70.91% R: 58.56% F: 64.14%
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+ 2023-04-26 08:08:39 INFO lr: 4.9650e-05 - loss: 0.0036 - UP: 96.07% UR: 92.60% UF: 94.31% P: 95.97% R: 92.51% F: 94.21%
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+ 2023-04-26 08:08:39 INFO dev: loss: nan - UP: 69.12% UR: 58.18% UF: 63.18% P: 65.77% R: 55.36% F: 60.12%
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+ 2023-04-26 08:08:41 INFO test: loss: 0.1175 - UP: 73.60% UR: 59.67% UF: 65.91% P: 71.97% R: 58.35% F: 64.44%
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+ 2023-04-26 08:08:53 INFO lr: 4.9640e-05 - loss: 0.0065 - UP: 96.21% UR: 92.77% UF: 94.46% P: 96.11% R: 92.68% F: 94.37%
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+ 2023-04-26 08:08:53 INFO dev: loss: nan - UP: 70.76% UR: 56.26% UF: 62.68% P: 67.73% R: 53.85% F: 60.00%
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+ 2023-04-26 08:08:54 INFO test: loss: 0.1177 - UP: 72.75% UR: 57.77% UF: 64.40% P: 70.28% R: 55.81% F: 62.21%
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+ 2023-04-26 08:09:06 INFO lr: 4.9630e-05 - loss: 0.0055 - UP: 95.49% UR: 92.25% UF: 93.84% P: 95.13% R: 91.91% F: 93.49%
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+ 2023-04-26 08:09:07 INFO dev: loss: nan - UP: 71.59% UR: 58.05% UF: 64.11% P: 67.85% R: 55.02% F: 60.77%
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+ 2023-04-26 08:10:27 INFO test: loss: 0.1184 - UP: 77.16% UR: 56.08% UF: 64.95% P: 75.08% R: 54.57% F: 63.21%
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+ 2023-04-26 08:10:48 INFO 0:00:14.039771s elapsed (saved)
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+ 2023-04-26 08:10:59 INFO lr: 4.9580e-05 - loss: 0.0019 - UP: 97.06% UR: 94.52% UF: 95.77% P: 96.97% R: 94.43% F: 95.69%
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+ 2023-04-26 08:11:37 INFO test: loss: 0.1232 - UP: 76.02% UR: 57.50% UF: 65.48% P: 73.82% R: 55.84% F: 63.58%
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+ 2023-04-26 08:12:09 INFO dev: loss: nan - UP: 72.20% UR: 56.26% UF: 63.24% P: 68.76% R: 53.58% F: 60.22%
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+ 2023-04-26 08:12:38 INFO dev: loss: nan - UP: 73.11% UR: 51.24% UF: 60.25% P: 69.48% R: 48.69% F: 57.26%
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+ 2023-04-26 08:12:39 INFO test: loss: 0.1103 - UP: 78.08% UR: 50.74% UF: 61.51% P: 74.87% R: 48.66% F: 58.98%
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+ 2023-04-26 08:12:52 INFO lr: 4.9530e-05 - loss: 0.0234 - UP: 89.76% UR: 75.48% UF: 82.00% P: 87.71% R: 73.76% F: 80.13%
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+ 2023-04-26 08:13:07 INFO dev: loss: nan - UP: 66.69% UR: 57.02% UF: 61.48% P: 62.19% R: 53.16% F: 57.32%
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+ 2023-04-26 08:13:08 INFO test: loss: 0.1590 - UP: 69.00% UR: 57.23% UF: 62.56% P: 63.39% R: 52.58% F: 57.48%
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+ 2023-04-26 08:13:20 INFO lr: 4.9510e-05 - loss: 0.0113 - UP: 92.68% UR: 83.70% UF: 87.96% P: 90.91% R: 82.10% F: 86.28%
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+ 2023-04-26 08:13:22 INFO test: loss: 0.1128 - UP: 72.02% UR: 57.41% UF: 63.89% P: 69.59% R: 55.48% F: 61.74%
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+ 2023-04-26 08:13:22 INFO 0:00:14.085470s elapsed
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+ 2023-04-26 08:13:34 INFO lr: 4.9500e-05 - loss: 0.0038 - UP: 95.09% UR: 89.57% UF: 92.25% P: 94.86% R: 89.35% F: 92.02%
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+ 2023-04-26 08:13:35 INFO dev: loss: nan - UP: 68.01% UR: 59.08% UF: 63.23% P: 64.21% R: 55.78% F: 59.70%
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+ 2023-04-26 08:13:37 INFO test: loss: 0.1222 - UP: 71.49% UR: 60.10% UF: 65.30% P: 67.00% R: 56.32% F: 61.20%
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+ 2023-04-26 08:13:37 INFO 0:00:14.356749s elapsed
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+ 2023-04-26 08:13:48 INFO lr: 4.9490e-05 - loss: 0.0035 - UP: 96.15% UR: 92.03% UF: 94.05% P: 95.66% R: 91.57% F: 93.57%
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+ 2023-04-26 08:13:49 INFO dev: loss: nan - UP: 68.93% UR: 57.98% UF: 62.98% P: 64.60% R: 54.33% F: 59.02%
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+ 2023-04-26 08:13:51 INFO test: loss: 0.1143 - UP: 72.56% UR: 60.25% UF: 65.83% P: 69.50% R: 57.71% F: 63.06%
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+ 2023-04-26 08:13:51 INFO 0:00:14.046193s elapsed
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+ 2023-04-26 08:13:51 INFO Epoch 52 / 5000:
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+ 2023-04-26 08:14:03 INFO lr: 4.9480e-05 - loss: 0.0093 - UP: 96.49% UR: 93.85% UF: 95.15% P: 96.40% R: 93.76% F: 95.06%
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+ 2023-04-26 08:14:03 INFO dev: loss: nan - UP: 71.82% UR: 56.60% UF: 63.31% P: 68.94% R: 54.33% F: 60.77%
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+ 2023-04-26 08:14:05 INFO test: loss: 0.1295 - UP: 75.03% UR: 58.59% UF: 65.80% P: 72.01% R: 56.23% F: 63.15%
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+ 2023-04-26 08:14:05 INFO 0:00:14.050604s elapsed
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+ 2023-04-26 08:14:17 INFO lr: 4.9470e-05 - loss: 0.0019 - UP: 97.03% UR: 95.18% UF: 96.10% P: 96.97% R: 95.12% F: 96.04%
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+ 2023-04-26 08:14:17 INFO dev: loss: nan - UP: 69.76% UR: 59.01% UF: 63.93% P: 66.67% R: 56.40% F: 61.10%
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+ 2023-04-26 08:14:18 INFO test: loss: 0.1239 - UP: 73.60% UR: 60.67% UF: 66.51% P: 70.30% R: 57.95% F: 63.53%
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+ 2023-04-26 08:14:18 INFO 0:00:13.644454s elapsed
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+ 2023-04-26 08:14:18 INFO Epoch 54 / 5000:
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+ 2023-04-26 08:14:30 INFO lr: 4.9460e-05 - loss: 0.0014 - UP: 97.65% UR: 95.61% UF: 96.62% P: 97.60% R: 95.56% F: 96.57%
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+ 2023-04-26 08:14:31 INFO dev: loss: nan - UP: 70.92% UR: 57.70% UF: 63.63% P: 67.79% R: 55.16% F: 60.83%
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+ 2023-04-26 08:14:32 INFO test: loss: 0.1285 - UP: 74.99% UR: 60.01% UF: 66.67% P: 72.05% R: 57.65% F: 64.05%
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+ 2023-04-26 08:14:32 INFO 0:00:13.778676s elapsed
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+ 2023-04-26 08:14:32 INFO Epoch 55 / 5000:
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+ 2023-04-26 08:14:44 INFO lr: 4.9450e-05 - loss: 0.0034 - UP: 97.93% UR: 95.78% UF: 96.84% P: 97.88% R: 95.73% F: 96.79%
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+ 2023-04-26 08:14:45 INFO dev: loss: nan - UP: 69.26% UR: 57.63% UF: 62.91% P: 66.53% R: 55.36% F: 60.44%
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+ 2023-04-26 08:14:46 INFO test: loss: 0.1358 - UP: 73.91% UR: 61.39% UF: 67.07% P: 71.08% R: 59.04% F: 64.50%
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+ 2023-04-26 08:14:46 INFO 0:00:13.665057s elapsed
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+ 2023-04-26 08:14:46 INFO Epoch 56 / 5000:
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+ 2023-04-26 08:14:58 INFO lr: 4.9440e-05 - loss: 0.0019 - UP: 97.77% UR: 96.01% UF: 96.88% P: 97.72% R: 95.96% F: 96.83%
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+ 2023-04-26 08:14:59 INFO dev: loss: nan - UP: 70.15% UR: 56.74% UF: 62.74% P: 67.52% R: 54.61% F: 60.38%
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+ 2023-04-26 08:15:00 INFO test: loss: 0.1333 - UP: 75.17% UR: 59.67% UF: 66.53% P: 72.13% R: 57.26% F: 63.84%
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+ 2023-04-26 08:15:00 INFO 0:00:14.085311s elapsed
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+ 2023-04-26 08:15:00 INFO Epoch 57 / 5000:
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+ 2023-04-26 08:15:12 INFO lr: 4.9430e-05 - loss: 0.0020 - UP: 97.89% UR: 96.44% UF: 97.16% P: 97.86% R: 96.41% F: 97.13%
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+ 2023-04-26 08:15:13 INFO dev: loss: nan - UP: 69.24% UR: 57.91% UF: 63.07% P: 66.69% R: 55.78% F: 60.75%
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+ 2023-04-26 08:15:14 INFO test: loss: 0.1394 - UP: 74.25% UR: 61.18% UF: 67.09% P: 71.28% R: 58.74% F: 64.41%
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+ 2023-04-26 08:15:14 INFO 0:00:14.157111s elapsed
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+ 2023-04-26 08:15:14 INFO Epoch 58 / 5000:
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+ 2023-04-26 08:15:26 INFO lr: 4.9420e-05 - loss: 0.0017 - UP: 98.02% UR: 96.90% UF: 97.46% P: 97.91% R: 96.79% F: 97.35%
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+ 2023-04-26 08:15:27 INFO dev: loss: nan - UP: 74.37% UR: 55.09% UF: 63.30% P: 71.40% R: 52.89% F: 60.77%
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+ 2023-04-26 08:15:28 INFO test: loss: 0.1468 - UP: 77.64% UR: 55.24% UF: 64.55% P: 74.88% R: 53.27% F: 62.26%
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+ 2023-04-26 08:15:28 INFO 0:00:14.127832s elapsed
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+ 2023-04-26 08:15:28 INFO Epoch 59 / 5000:
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+ 2023-04-26 08:15:40 INFO lr: 4.9410e-05 - loss: 0.0026 - UP: 97.71% UR: 94.83% UF: 96.25% P: 97.68% R: 94.80% F: 96.22%
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+ 2023-04-26 08:15:41 INFO dev: loss: nan - UP: 66.85% UR: 59.22% UF: 62.80% P: 64.13% R: 56.81% F: 60.25%
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+ 2023-04-26 08:15:42 INFO test: loss: 0.1317 - UP: 72.28% UR: 62.27% UF: 66.90% P: 69.38% R: 59.76% F: 64.21%
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+ 2023-04-26 08:15:42 INFO 0:00:13.674232s elapsed
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+ 2023-04-26 08:15:42 INFO Epoch 60 / 5000:
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+ 2023-04-26 08:15:54 INFO lr: 4.9400e-05 - loss: 0.0021 - UP: 97.95% UR: 95.96% UF: 96.94% P: 97.90% R: 95.91% F: 96.90%
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+ 2023-04-26 08:15:54 INFO dev: loss: nan - UP: 69.21% UR: 56.74% UF: 62.36% P: 65.94% R: 54.06% F: 59.41%
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+ 2023-04-26 08:15:56 INFO test: loss: 0.1383 - UP: 75.18% UR: 59.43% UF: 66.39% P: 72.24% R: 57.11% F: 63.79%
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+ 2023-04-26 08:15:56 INFO 0:00:13.703630s elapsed
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+ 2023-04-26 08:15:56 INFO Epoch 61 / 5000:
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+ 2023-04-26 08:16:07 INFO lr: 4.9390e-05 - loss: 0.0032 - UP: 98.20% UR: 96.73% UF: 97.46% P: 98.17% R: 96.70% F: 97.43%
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+ 2023-04-26 08:16:08 INFO dev: loss: nan - UP: 69.47% UR: 58.05% UF: 63.24% P: 66.42% R: 55.50% F: 60.47%
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+ 2023-04-26 08:16:09 INFO test: loss: 0.1407 - UP: 73.50% UR: 61.36% UF: 66.89% P: 70.39% R: 58.77% F: 64.06%
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+ 2023-04-26 08:16:09 INFO 0:00:13.596352s elapsed
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+ 2023-04-26 08:16:09 INFO Epoch 62 / 5000:
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+ 2023-04-26 08:16:21 INFO lr: 4.9380e-05 - loss: 0.0024 - UP: 98.26% UR: 96.70% UF: 97.47% P: 98.21% R: 96.65% F: 97.42%
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+ 2023-04-26 08:16:22 INFO dev: loss: nan - UP: 71.08% UR: 56.81% UF: 63.15% P: 68.24% R: 54.54% F: 60.63%
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+ 2023-04-26 08:16:23 INFO test: loss: 0.1455 - UP: 75.02% UR: 60.28% UF: 66.85% P: 72.09% R: 57.92% F: 64.23%
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+ 2023-04-26 08:16:23 INFO 0:00:13.628803s elapsed
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+ 2023-04-26 08:16:35 INFO lr: 4.9370e-05 - loss: 0.0017 - UP: 98.27% UR: 97.48% UF: 97.87% P: 98.25% R: 97.46% F: 97.85%
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+ 2023-04-26 08:16:35 INFO dev: loss: nan - UP: 68.70% UR: 57.22% UF: 62.44% P: 65.81% R: 54.81% F: 59.81%
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+ 2023-04-26 08:16:36 INFO test: loss: 0.1437 - UP: 74.46% UR: 61.06% UF: 67.10% P: 71.51% R: 58.65% F: 64.44%
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+ 2023-04-26 08:16:36 INFO 0:00:13.655222s elapsed
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+ 2023-04-26 08:16:36 INFO Epoch 64 / 5000:
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+ 2023-04-26 08:16:48 INFO lr: 4.9360e-05 - loss: 0.0005 - UP: 98.33% UR: 97.42% UF: 97.88% P: 98.30% R: 97.39% F: 97.85%
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+ 2023-04-26 08:16:49 INFO dev: loss: nan - UP: 71.31% UR: 56.74% UF: 63.19% P: 68.45% R: 54.47% F: 60.67%
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+ 2023-04-26 08:16:51 INFO test: loss: 0.1560 - UP: 75.68% UR: 60.01% UF: 66.94% P: 72.78% R: 57.71% F: 64.38%
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+ 2023-04-26 08:16:51 INFO 0:00:14.258287s elapsed
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+ 2023-04-26 08:17:03 INFO lr: 4.9350e-05 - loss: 0.0010 - UP: 98.25% UR: 97.52% UF: 97.88% P: 98.21% R: 97.48% F: 97.84%
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+ 2023-04-26 08:17:03 INFO dev: loss: nan - UP: 69.52% UR: 58.67% UF: 63.63% P: 66.59% R: 56.19% F: 60.95%
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+ 2023-04-26 08:17:05 INFO test: loss: 0.1447 - UP: 74.57% UR: 60.64% UF: 66.89% P: 71.42% R: 58.07% F: 64.06%
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+ 2023-04-26 08:17:05 INFO 0:00:14.024420s elapsed
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+ 2023-04-26 08:17:17 INFO lr: 4.9340e-05 - loss: 0.0004 - UP: 98.65% UR: 97.39% UF: 98.02% P: 98.62% R: 97.36% F: 97.99%
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+ 2023-04-26 08:17:17 INFO dev: loss: nan - UP: 69.86% UR: 57.70% UF: 63.20% P: 66.78% R: 55.16% F: 60.41%
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+ 2023-04-26 08:17:19 INFO test: loss: 0.1478 - UP: 74.38% UR: 60.19% UF: 66.53% P: 71.50% R: 57.86% F: 63.96%
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+ 2023-04-26 08:17:19 INFO 0:00:13.879315s elapsed
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+ 2023-04-26 08:17:30 INFO lr: 4.9330e-05 - loss: 0.0012 - UP: 98.70% UR: 97.97% UF: 98.34% P: 98.67% R: 97.94% F: 98.31%
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+ 2023-04-26 08:17:31 INFO dev: loss: nan - UP: 71.39% UR: 56.12% UF: 62.84% P: 68.33% R: 53.71% F: 60.15%
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+ 2023-04-26 08:17:32 INFO test: loss: 0.1513 - UP: 75.45% UR: 59.10% UF: 66.28% P: 72.87% R: 57.08% F: 64.01%
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+ 2023-04-26 08:17:32 INFO 0:00:13.696322s elapsed
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+ 2023-04-26 08:17:44 INFO lr: 4.9320e-05 - loss: 0.0008 - UP: 98.86% UR: 97.90% UF: 98.37% P: 98.80% R: 97.84% F: 98.31%
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+ 2023-04-26 08:17:45 INFO dev: loss: nan - UP: 68.30% UR: 59.28% UF: 63.48% P: 65.37% R: 56.74% F: 60.75%
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+ 2023-04-26 08:17:46 INFO test: loss: 0.1511 - UP: 72.66% UR: 61.94% UF: 66.87% P: 69.62% R: 59.34% F: 64.07%
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+ 2023-04-26 08:17:46 INFO 0:00:13.537446s elapsed
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+ 2023-04-26 08:17:46 INFO Epoch 69 / 5000:
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+ 2023-04-26 08:17:58 INFO lr: 4.9310e-05 - loss: 0.0009 - UP: 98.70% UR: 98.06% UF: 98.38% P: 98.66% R: 98.02% F: 98.34%
479
+ 2023-04-26 08:17:58 INFO dev: loss: nan - UP: 71.34% UR: 57.02% UF: 63.38% P: 68.33% R: 54.61% F: 60.70%
480
+ 2023-04-26 08:17:59 INFO test: loss: 0.1458 - UP: 74.83% UR: 59.58% UF: 66.34% P: 71.80% R: 57.17% F: 63.65%
481
+ 2023-04-26 08:17:59 INFO 0:00:13.615979s elapsed
482
+
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+ 2023-04-26 08:17:59 INFO Epoch 70 / 5000:
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+ 2023-04-26 08:18:11 INFO lr: 4.9300e-05 - loss: 0.0008 - UP: 98.79% UR: 98.06% UF: 98.43% P: 98.75% R: 98.02% F: 98.39%
485
+ 2023-04-26 08:18:12 INFO dev: loss: nan - UP: 71.22% UR: 57.36% UF: 63.54% P: 68.15% R: 54.88% F: 60.80%
486
+ 2023-04-26 08:18:13 INFO test: loss: 0.1447 - UP: 75.78% UR: 60.16% UF: 67.07% P: 72.66% R: 57.68% F: 64.31%
487
+ 2023-04-26 08:18:13 INFO 0:00:13.633117s elapsed
488
+
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+ 2023-04-26 08:18:13 INFO Epoch 71 / 5000:
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+ 2023-04-26 08:18:25 INFO lr: 4.9290e-05 - loss: 0.0005 - UP: 98.71% UR: 98.05% UF: 98.38% P: 98.68% R: 98.02% F: 98.35%
491
+ 2023-04-26 08:18:26 INFO dev: loss: nan - UP: 70.44% UR: 59.01% UF: 64.22% P: 67.49% R: 56.53% F: 61.53%
492
+ 2023-04-26 08:18:27 INFO test: loss: 0.1468 - UP: 73.54% UR: 61.67% UF: 67.08% P: 70.48% R: 59.10% F: 64.29%
493
+ 2023-04-26 08:18:27 INFO 0:00:13.752987s elapsed
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+
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+ 2023-04-26 08:18:27 INFO Epoch 72 / 5000:
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+ 2023-04-26 08:18:39 INFO lr: 4.9280e-05 - loss: 0.0046 - UP: 98.67% UR: 97.82% UF: 98.24% P: 98.66% R: 97.81% F: 98.23%
497
+ 2023-04-26 08:18:39 INFO dev: loss: nan - UP: 72.53% UR: 57.02% UF: 63.84% P: 69.29% R: 54.47% F: 60.99%
498
+ 2023-04-26 08:18:40 INFO test: loss: 0.1428 - UP: 74.73% UR: 59.89% UF: 66.49% P: 71.90% R: 57.62% F: 63.97%
499
+ 2023-04-26 08:18:40 INFO 0:00:13.588733s elapsed
500
+
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+ 2023-04-26 08:18:40 INFO Epoch 73 / 5000:
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+ 2023-04-26 08:18:52 INFO lr: 4.9270e-05 - loss: 0.0004 - UP: 98.39% UR: 97.92% UF: 98.15% P: 98.32% R: 97.85% F: 98.08%
503
+ 2023-04-26 08:18:53 INFO dev: loss: nan - UP: 71.61% UR: 57.43% UF: 63.74% P: 68.78% R: 55.16% F: 61.22%
504
+ 2023-04-26 08:18:54 INFO test: loss: 0.1426 - UP: 75.77% UR: 59.10% UF: 66.41% P: 72.95% R: 56.90% F: 63.93%
505
+ 2023-04-26 08:18:54 INFO 0:00:13.603591s elapsed
506
+
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+ 2023-04-26 08:19:51 INFO Epoch 43 saved
508
+ 2023-04-26 08:19:51 INFO dev: UP: 75.88% UR: 57.57% UF: 65.47% P: 72.44% R: 54.95% F: 62.50%
509
+ 2023-04-26 08:19:51 INFO test: UP: 76.02% UR: 57.50% UF: 65.48% P: 73.82% R: 55.84% F: 63.58%
510
+ 2023-04-26 08:19:51 INFO 0:17:34.904558s elapsed, 0:00:14.450747s/epoch
models/opener_en/byLength_desc80/model_vi_opener_en_xlm_6 ADDED
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1
+ 2023-04-27 07:52:44 INFO
2
+ ---------------------+-------------------------------
3
+ Param | Value
4
+ ---------------------+-------------------------------
5
+ lr | 5e-05
6
+ mu | 0.9
7
+ nu | 0.999
8
+ eps | 1e-06
9
+ weight_decay | 0.0
10
+ lr_rate | 1
11
+ patience | 30
12
+ update-steps | 1
13
+ warmup | 0.0
14
+ update_steps | 1
15
+ mode | train
16
+ path | /content/gdrive/MyDrive/models/model_vi_opener_en_xlm_6
17
+ device | 0
18
+ seed | 1
19
+ threads | 16
20
+ local_rank | -1
21
+ feat | None
22
+ build | True
23
+ checkpoint | False
24
+ encoder | bert
25
+ max_len | None
26
+ buckets | 32
27
+ train | /content/gdrive/MyDrive/sentiment_graphs/opener_en/head_final/sdp_byLength_desc/80/train.conllu
28
+ dev | /content/gdrive/MyDrive/sentiment_graphs/opener_en/head_final/sdp_byLength_desc/80/dev.conllu
29
+ test | /content/gdrive/MyDrive/sentiment_graphs/opener_en/head_final/sdp/test.conllu
30
+ embed | data/glove.6B.100d.txt
31
+ unk | unk
32
+ n_embed | 100
33
+ n_embed_proj | 125
34
+ bert | xlm-roberta-base
35
+ inference | mfvi
36
+ ---------------------+-------------------------------
37
+
38
+ 2023-04-27 07:52:44 INFO Building the fields
39
+ 2023-04-27 07:52:48 INFO CoNLL(
40
+ (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
41
+ (labels): ChartField()
42
+ )
43
+ 2023-04-27 07:52:48 INFO Building the model
44
+ 2023-04-27 07:53:28 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
+ 2023-04-27 07:53:28 INFO Loading the data
64
+ 2023-04-27 07:53:31 INFO
65
+ train: Dataset(n_sentences=1394, n_batches=32, n_buckets=32)
66
+ dev: Dataset(n_sentences=198, n_batches=32, n_buckets=32)
67
+ test: Dataset(n_sentences=499, n_batches=32, n_buckets=32)
68
+
69
+ 2023-04-27 07:53:33 INFO Epoch 1 / 5000:
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+ 2023-04-27 07:53:48 INFO lr: 4.9990e-05 - loss: 0.1500 - UP: 1.90% UR: 8.26% UF: 3.09% P: 0.68% R: 2.95% F: 1.10%
71
+ 2023-04-27 07:53:49 INFO dev: loss: nan - UP: 84.78% UR: 2.68% UF: 5.20% P: 73.91% R: 2.34% F: 4.53%
72
+ 2023-04-27 07:53:50 INFO test: loss: 0.1726 - UP: 90.83% UR: 3.29% UF: 6.35% P: 69.17% R: 2.51% F: 4.84%
73
+ 2023-04-27 07:54:57 INFO 0:00:16.754016s elapsed (saved)
74
+
75
+ 2023-04-27 07:54:57 INFO Epoch 2 / 5000:
76
+ 2023-04-27 07:55:08 INFO lr: 4.9980e-05 - loss: 0.0659 - UP: 43.58% UR: 7.14% UF: 12.27% P: 39.68% R: 6.50% F: 11.17%
77
+ 2023-04-27 07:55:09 INFO dev: loss: nan - UP: 82.16% UR: 12.04% UF: 21.00% P: 77.00% R: 11.28% F: 19.68%
78
+ 2023-04-27 07:55:10 INFO test: loss: 0.1323 - UP: 82.14% UR: 12.77% UF: 22.10% P: 78.06% R: 12.13% F: 21.00%
79
+ 2023-04-27 07:55:30 INFO 0:00:13.077398s elapsed (saved)
80
+
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+ 2023-04-27 07:55:30 INFO Epoch 3 / 5000:
82
+ 2023-04-27 07:55:40 INFO lr: 4.9970e-05 - loss: 0.1397 - UP: 63.26% UR: 10.46% UF: 17.96% P: 59.51% R: 9.84% F: 16.89%
83
+ 2023-04-27 07:55:42 INFO dev: loss: nan - UP: 80.00% UR: 10.18% UF: 18.06% P: 78.38% R: 9.97% F: 17.69%
84
+ 2023-04-27 07:55:43 INFO test: loss: 0.1155 - UP: 84.40% UR: 11.59% UF: 20.38% P: 80.44% R: 11.05% F: 19.43%
85
+ 2023-04-27 07:55:43 INFO 0:00:13.853551s elapsed
86
+
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+ 2023-04-27 07:55:43 INFO Epoch 4 / 5000:
88
+ 2023-04-27 07:55:55 INFO lr: 4.9960e-05 - loss: 0.0972 - UP: 65.48% UR: 15.35% UF: 24.87% P: 63.63% R: 14.92% F: 24.17%
89
+ 2023-04-27 07:55:56 INFO dev: loss: nan - UP: 74.62% UR: 20.43% UF: 32.07% P: 73.12% R: 20.01% F: 31.43%
90
+ 2023-04-27 07:55:58 INFO test: loss: 0.0977 - UP: 77.96% UR: 22.09% UF: 34.43% P: 75.51% R: 21.40% F: 33.35%
91
+ 2023-04-27 07:56:18 INFO 0:00:14.414489s elapsed (saved)
92
+
93
+ 2023-04-27 07:56:18 INFO Epoch 5 / 5000:
94
+ 2023-04-27 07:56:29 INFO lr: 4.9950e-05 - loss: 0.0516 - UP: 66.03% UR: 19.69% UF: 30.33% P: 65.27% R: 19.46% F: 29.98%
95
+ 2023-04-27 07:56:30 INFO dev: loss: nan - UP: 83.73% UR: 14.51% UF: 24.74% P: 79.76% R: 13.82% F: 23.56%
96
+ 2023-04-27 07:56:32 INFO test: loss: 0.0963 - UP: 83.31% UR: 15.82% UF: 26.59% P: 80.13% R: 15.21% F: 25.57%
97
+ 2023-04-27 07:56:32 INFO 0:00:13.854044s elapsed
98
+
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+ 2023-04-27 07:56:32 INFO Epoch 6 / 5000:
100
+ 2023-04-27 07:56:43 INFO lr: 4.9940e-05 - loss: 0.1005 - UP: 65.21% UR: 25.26% UF: 36.41% P: 63.76% R: 24.70% F: 35.60%
101
+ 2023-04-27 07:56:45 INFO dev: loss: nan - UP: 77.22% UR: 25.17% UF: 37.97% P: 72.78% R: 23.73% F: 35.79%
102
+ 2023-04-27 07:56:48 INFO test: loss: 0.0985 - UP: 77.18% UR: 26.95% UF: 39.96% P: 73.81% R: 25.78% F: 38.21%
103
+ 2023-04-27 07:57:09 INFO 0:00:16.677977s elapsed (saved)
104
+
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+ 2023-04-27 07:57:09 INFO Epoch 7 / 5000:
106
+ 2023-04-27 07:57:20 INFO lr: 4.9930e-05 - loss: 0.0321 - UP: 69.86% UR: 26.51% UF: 38.44% P: 67.79% R: 25.73% F: 37.30%
107
+ 2023-04-27 07:57:22 INFO dev: loss: nan - UP: 69.66% UR: 34.11% UF: 45.80% P: 66.85% R: 32.74% F: 43.95%
108
+ 2023-04-27 07:57:24 INFO test: loss: 0.0884 - UP: 70.09% UR: 33.75% UF: 45.56% P: 67.27% R: 32.39% F: 43.72%
109
+ 2023-04-27 07:57:42 INFO 0:00:14.498712s elapsed (saved)
110
+
111
+ 2023-04-27 07:57:42 INFO Epoch 8 / 5000:
112
+ 2023-04-27 07:57:54 INFO lr: 4.9920e-05 - loss: 0.0266 - UP: 71.04% UR: 32.36% UF: 44.46% P: 70.07% R: 31.91% F: 43.85%
113
+ 2023-04-27 07:57:55 INFO dev: loss: nan - UP: 69.05% UR: 38.51% UF: 49.45% P: 66.46% R: 37.07% F: 47.59%
114
+ 2023-04-27 07:57:56 INFO test: loss: 0.0846 - UP: 68.59% UR: 39.87% UF: 50.43% P: 66.61% R: 38.73% F: 48.98%
115
+ 2023-04-27 07:58:15 INFO 0:00:13.767471s elapsed (saved)
116
+
117
+ 2023-04-27 07:58:15 INFO Epoch 9 / 5000:
118
+ 2023-04-27 07:58:26 INFO lr: 4.9910e-05 - loss: 0.0607 - UP: 72.54% UR: 37.76% UF: 49.66% P: 71.86% R: 37.40% F: 49.20%
119
+ 2023-04-27 07:58:27 INFO dev: loss: nan - UP: 68.77% UR: 36.66% UF: 47.82% P: 65.55% R: 34.94% F: 45.58%
120
+ 2023-04-27 07:58:28 INFO test: loss: 0.0892 - UP: 69.09% UR: 37.85% UF: 48.91% P: 66.50% R: 36.43% F: 47.07%
121
+ 2023-04-27 07:58:28 INFO 0:00:13.021073s elapsed
122
+
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+ 2023-04-27 07:58:28 INFO Epoch 10 / 5000:
124
+ 2023-04-27 07:58:39 INFO lr: 4.9900e-05 - loss: 0.0146 - UP: 72.09% UR: 39.14% UF: 50.74% P: 71.56% R: 38.86% F: 50.37%
125
+ 2023-04-27 07:58:40 INFO dev: loss: nan - UP: 62.87% UR: 45.53% UF: 52.81% P: 59.26% R: 42.92% F: 49.78%
126
+ 2023-04-27 07:58:41 INFO test: loss: 0.1001 - UP: 64.25% UR: 47.03% UF: 54.30% P: 61.57% R: 45.06% F: 52.04%
127
+ 2023-04-27 07:59:01 INFO 0:00:13.277021s elapsed (saved)
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+
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+ 2023-04-27 07:59:01 INFO Epoch 11 / 5000:
130
+ 2023-04-27 07:59:12 INFO lr: 4.9890e-05 - loss: 0.0255 - UP: 72.79% UR: 46.32% UF: 56.61% P: 72.06% R: 45.86% F: 56.05%
131
+ 2023-04-27 07:59:13 INFO dev: loss: nan - UP: 67.48% UR: 45.39% UF: 54.28% P: 65.13% R: 43.81% F: 52.38%
132
+ 2023-04-27 07:59:14 INFO test: loss: 0.0876 - UP: 69.18% UR: 46.21% UF: 55.41% P: 67.28% R: 44.94% F: 53.89%
133
+ 2023-04-27 07:59:33 INFO 0:00:13.813575s elapsed (saved)
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+
135
+ 2023-04-27 07:59:33 INFO Epoch 12 / 5000:
136
+ 2023-04-27 07:59:44 INFO lr: 4.9880e-05 - loss: 0.0175 - UP: 76.65% UR: 48.61% UF: 59.49% P: 76.23% R: 48.35% F: 59.17%
137
+ 2023-04-27 07:59:46 INFO dev: loss: nan - UP: 76.46% UR: 37.76% UF: 50.55% P: 72.98% R: 36.04% F: 48.25%
138
+ 2023-04-27 07:59:47 INFO test: loss: 0.0899 - UP: 77.39% UR: 38.55% UF: 51.46% P: 75.27% R: 37.49% F: 50.05%
139
+ 2023-04-27 07:59:47 INFO 0:00:14.157135s elapsed
140
+
141
+ 2023-04-27 07:59:47 INFO Epoch 13 / 5000:
142
+ 2023-04-27 07:59:59 INFO lr: 4.9870e-05 - loss: 0.0204 - UP: 79.60% UR: 50.39% UF: 61.72% P: 79.28% R: 50.19% F: 61.46%
143
+ 2023-04-27 08:00:00 INFO dev: loss: nan - UP: 71.69% UR: 46.15% UF: 56.15% P: 69.12% R: 44.50% F: 54.14%
144
+ 2023-04-27 08:00:02 INFO test: loss: 0.0933 - UP: 71.36% UR: 47.30% UF: 56.89% P: 69.54% R: 46.09% F: 55.44%
145
+ 2023-04-27 08:00:21 INFO 0:00:14.725742s elapsed (saved)
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+
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+ 2023-04-27 08:00:21 INFO Epoch 14 / 5000:
148
+ 2023-04-27 08:00:32 INFO lr: 4.9860e-05 - loss: 0.0410 - UP: 78.47% UR: 57.71% UF: 66.51% P: 78.23% R: 57.53% F: 66.30%
149
+ 2023-04-27 08:00:34 INFO dev: loss: nan - UP: 81.97% UR: 37.21% UF: 51.18% P: 77.58% R: 35.21% F: 48.44%
150
+ 2023-04-27 08:00:35 INFO test: loss: 0.0958 - UP: 80.18% UR: 38.45% UF: 51.98% P: 77.60% R: 37.22% F: 50.31%
151
+ 2023-04-27 08:00:35 INFO 0:00:14.223817s elapsed
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+
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+ 2023-04-27 08:00:35 INFO Epoch 15 / 5000:
154
+ 2023-04-27 08:00:47 INFO lr: 4.9850e-05 - loss: 0.0180 - UP: 80.76% UR: 57.19% UF: 66.96% P: 80.14% R: 56.75% F: 66.44%
155
+ 2023-04-27 08:00:48 INFO dev: loss: nan - UP: 69.49% UR: 48.56% UF: 57.17% P: 66.63% R: 46.56% F: 54.82%
156
+ 2023-04-27 08:00:50 INFO test: loss: 0.1038 - UP: 68.93% UR: 49.74% UF: 57.78% P: 65.87% R: 47.54% F: 55.22%
157
+ 2023-04-27 08:01:10 INFO 0:00:14.869252s elapsed (saved)
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+
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+ 2023-04-27 08:01:10 INFO Epoch 16 / 5000:
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+ 2023-04-27 08:01:21 INFO lr: 4.9840e-05 - loss: 0.0081 - UP: 81.94% UR: 60.43% UF: 69.56% P: 81.42% R: 60.05% F: 69.12%
161
+ 2023-04-27 08:01:22 INFO dev: loss: nan - UP: 76.63% UR: 39.68% UF: 52.29% P: 73.84% R: 38.24% F: 50.39%
162
+ 2023-04-27 08:01:24 INFO test: loss: 0.1066 - UP: 79.85% UR: 42.59% UF: 55.55% P: 76.57% R: 40.84% F: 53.27%
163
+ 2023-04-27 08:01:24 INFO 0:00:14.543110s elapsed
164
+
165
+ 2023-04-27 08:01:24 INFO Epoch 17 / 5000:
166
+ 2023-04-27 08:01:36 INFO lr: 4.9830e-05 - loss: 0.0171 - UP: 83.31% UR: 61.99% UF: 71.08% P: 82.58% R: 61.45% F: 70.46%
167
+ 2023-04-27 08:01:37 INFO dev: loss: nan - UP: 68.91% UR: 50.62% UF: 58.37% P: 63.86% R: 46.91% F: 54.08%
168
+ 2023-04-27 08:01:39 INFO test: loss: 0.0977 - UP: 72.03% UR: 51.31% UF: 59.93% P: 68.73% R: 48.96% F: 57.18%
169
+ 2023-04-27 08:01:39 INFO 0:00:15.184986s elapsed
170
+
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+ 2023-04-27 08:01:39 INFO Epoch 18 / 5000:
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+ 2023-04-27 08:01:54 INFO lr: 4.9820e-05 - loss: 0.0208 - UP: 85.04% UR: 65.57% UF: 74.04% P: 84.26% R: 64.97% F: 73.37%
173
+ 2023-04-27 08:01:54 INFO dev: loss: nan - UP: 59.08% UR: 59.97% UF: 59.52% P: 56.03% R: 56.88% F: 56.45%
174
+ 2023-04-27 08:01:55 INFO test: loss: 0.1022 - UP: 64.52% UR: 60.28% UF: 62.33% P: 61.39% R: 57.35% F: 59.30%
175
+ 2023-04-27 08:02:14 INFO 0:00:16.160808s elapsed (saved)
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+
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+ 2023-04-27 08:02:28 INFO test: loss: 0.1220 - UP: 74.45% UR: 47.06% UF: 57.67% P: 69.15% R: 43.71% F: 53.56%
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+ 2023-04-27 08:02:42 INFO test: loss: 0.0972 - UP: 75.96% UR: 49.77% UF: 60.14% P: 73.10% R: 47.90% F: 57.88%
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+ 2023-04-27 08:02:55 INFO lr: 4.9790e-05 - loss: 0.0404 - UP: 84.98% UR: 71.34% UF: 77.57% P: 84.17% R: 70.66% F: 76.83%
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+ 2023-04-27 08:03:30 INFO test: loss: 0.1017 - UP: 75.76% UR: 52.91% UF: 62.31% P: 72.90% R: 50.92% F: 59.96%
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+ 2023-04-27 08:03:45 INFO test: loss: 0.0959 - UP: 73.21% UR: 55.84% UF: 63.36% P: 69.33% R: 52.88% F: 60.00%
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+ 2023-04-27 08:04:16 INFO dev: loss: nan - UP: 71.85% UR: 55.64% UF: 62.71% P: 67.85% R: 52.54% F: 59.22%
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+ 2023-04-27 08:04:18 INFO test: loss: 0.0980 - UP: 73.49% UR: 56.38% UF: 63.81% P: 70.42% R: 54.03% F: 61.14%
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+ 2023-04-27 08:04:37 INFO 0:00:13.262337s elapsed (saved)
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+ 2023-04-27 08:04:49 INFO lr: 4.9750e-05 - loss: 0.0288 - UP: 87.12% UR: 78.12% UF: 82.37% P: 86.80% R: 77.83% F: 82.07%
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+ 2023-04-27 08:04:50 INFO dev: loss: nan - UP: 69.01% UR: 58.67% UF: 63.42% P: 65.13% R: 55.36% F: 59.85%
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+ 2023-04-27 08:04:53 INFO test: loss: 0.1007 - UP: 71.06% UR: 60.76% UF: 65.51% P: 67.00% R: 57.29% F: 61.76%
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+ 2023-04-27 08:05:11 INFO 0:00:15.121322s elapsed (saved)
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+ 2023-04-27 08:05:22 INFO lr: 4.9740e-05 - loss: 0.0059 - UP: 89.22% UR: 77.65% UF: 83.03% P: 88.45% R: 76.98% F: 82.32%
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+ 2023-04-27 08:05:23 INFO dev: loss: nan - UP: 68.94% UR: 55.71% UF: 61.62% P: 65.11% R: 52.61% F: 58.20%
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+ 2023-04-27 08:05:25 INFO test: loss: 0.1092 - UP: 72.01% UR: 57.86% UF: 64.17% P: 69.01% R: 55.45% F: 61.49%
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+ 2023-04-27 08:05:40 INFO test: loss: 0.1008 - UP: 74.59% UR: 58.65% UF: 65.66% P: 70.67% R: 55.57% F: 62.22%
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+ 2023-04-27 08:05:53 INFO dev: loss: nan - UP: 67.90% UR: 61.97% UF: 64.80% P: 64.28% R: 58.67% F: 61.34%
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+ 2023-04-27 08:05:54 INFO test: loss: 0.1120 - UP: 72.55% UR: 62.45% UF: 67.12% P: 68.65% R: 59.10% F: 63.52%
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+ 2023-04-27 08:06:13 INFO 0:00:13.882882s elapsed (saved)
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+ 2023-04-27 08:06:25 INFO dev: loss: nan - UP: 75.98% UR: 56.12% UF: 64.56% P: 72.63% R: 53.65% F: 61.71%
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+ 2023-04-27 08:06:26 INFO test: loss: 0.1096 - UP: 78.20% UR: 57.50% UF: 66.27% P: 75.25% R: 55.33% F: 63.77%
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+ 2023-04-27 08:06:47 INFO 0:00:13.295320s elapsed (saved)
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+ 2023-04-27 08:06:58 INFO lr: 4.9700e-05 - loss: 0.0047 - UP: 92.99% UR: 84.86% UF: 88.74% P: 92.79% R: 84.68% F: 88.55%
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+ 2023-04-27 08:06:59 INFO dev: loss: nan - UP: 75.55% UR: 59.08% UF: 66.31% P: 71.77% R: 56.12% F: 62.99%
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+ 2023-04-27 08:07:02 INFO test: loss: 0.1093 - UP: 75.90% UR: 57.62% UF: 65.51% P: 72.52% R: 55.06% F: 62.59%
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+ 2023-04-27 08:07:21 INFO 0:00:14.739559s elapsed (saved)
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+ 2023-04-27 08:07:34 INFO dev: loss: nan - UP: 74.63% UR: 55.43% UF: 63.61% P: 71.85% R: 53.37% F: 61.25%
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+ 2023-04-27 08:07:35 INFO test: loss: 0.1178 - UP: 78.52% UR: 57.14% UF: 66.14% P: 75.86% R: 55.21% F: 63.91%
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+ 2023-04-27 08:07:35 INFO 0:00:13.864557s elapsed
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+ 2023-04-27 08:07:47 INFO lr: 4.9680e-05 - loss: 0.0048 - UP: 92.97% UR: 86.06% UF: 89.38% P: 92.85% R: 85.96% F: 89.27%
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+ 2023-04-27 08:07:48 INFO dev: loss: nan - UP: 79.63% UR: 52.68% UF: 63.41% P: 76.20% R: 50.41% F: 60.68%
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+ 2023-04-27 08:07:49 INFO test: loss: 0.1164 - UP: 82.95% UR: 53.73% UF: 65.21% P: 80.24% R: 51.98% F: 63.09%
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+ 2023-04-27 08:07:49 INFO 0:00:14.324093s elapsed
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+ 2023-04-27 08:08:02 INFO lr: 4.9670e-05 - loss: 0.0049 - UP: 93.77% UR: 88.99% UF: 91.32% P: 93.70% R: 88.93% F: 91.25%
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+ 2023-04-27 08:08:02 INFO dev: loss: nan - UP: 73.68% UR: 59.70% UF: 65.96% P: 70.12% R: 56.81% F: 62.77%
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+ 2023-04-27 08:08:03 INFO test: loss: 0.1119 - UP: 77.76% UR: 60.46% UF: 68.03% P: 74.73% R: 58.10% F: 65.38%
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+ 2023-04-27 08:08:03 INFO 0:00:13.906676s elapsed
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+ 2023-04-27 08:08:03 INFO Epoch 34 / 5000:
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+ 2023-04-27 08:08:14 INFO lr: 4.9660e-05 - loss: 0.0084 - UP: 94.36% UR: 90.03% UF: 92.14% P: 94.19% R: 89.86% F: 91.97%
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+ 2023-04-27 08:08:15 INFO dev: loss: nan - UP: 73.98% UR: 58.87% UF: 65.57% P: 70.53% R: 56.12% F: 62.50%
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+ 2023-04-27 08:08:16 INFO test: loss: 0.1169 - UP: 77.28% UR: 61.00% UF: 68.18% P: 74.19% R: 58.56% F: 65.45%
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+ 2023-04-27 08:08:16 INFO 0:00:12.659545s elapsed
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+ 2023-04-27 08:08:27 INFO lr: 4.9650e-05 - loss: 0.0032 - UP: 94.73% UR: 90.30% UF: 92.46% P: 94.68% R: 90.25% F: 92.41%
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+ 2023-04-27 08:08:28 INFO dev: loss: nan - UP: 70.14% UR: 62.52% UF: 66.11% P: 66.20% R: 59.01% F: 62.40%
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+ 2023-04-27 08:08:29 INFO test: loss: 0.1208 - UP: 74.34% UR: 64.53% UF: 69.09% P: 71.14% R: 61.76% F: 66.12%
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+ 2023-04-27 08:08:29 INFO 0:00:12.662389s elapsed
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+ 2023-04-27 08:08:40 INFO lr: 4.9640e-05 - loss: nan - UP: 94.36% UR: 89.40% UF: 91.81% P: 94.31% R: 89.35% F: 91.76%
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+ 2023-04-27 08:08:41 INFO dev: loss: nan - UP: 75.51% UR: 55.57% UF: 64.03% P: 72.15% R: 53.09% F: 61.17%
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+ 2023-04-27 08:08:42 INFO test: loss: 0.1191 - UP: 79.52% UR: 57.44% UF: 66.70% P: 76.64% R: 55.36% F: 64.28%
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+ 2023-04-27 08:08:42 INFO 0:00:13.171702s elapsed
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+ 2023-04-27 08:08:53 INFO lr: 4.9630e-05 - loss: 0.0034 - UP: 94.12% UR: 89.89% UF: 91.96% P: 94.03% R: 89.80% F: 91.87%
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+ 2023-04-27 08:08:54 INFO dev: loss: nan - UP: 74.39% UR: 56.33% UF: 64.11% P: 71.03% R: 53.78% F: 61.21%
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+ 2023-04-27 08:08:55 INFO test: loss: 0.1147 - UP: 78.52% UR: 58.92% UF: 67.32% P: 75.30% R: 56.50% F: 64.56%
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+ 2023-04-27 08:08:55 INFO 0:00:12.974395s elapsed
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+ 2023-04-27 08:09:06 INFO lr: 4.9620e-05 - loss: 0.0038 - UP: 95.25% UR: 91.46% UF: 93.32% P: 95.19% R: 91.40% F: 93.26%
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+ 2023-04-27 08:09:06 INFO dev: loss: nan - UP: 70.60% UR: 61.28% UF: 65.61% P: 67.43% R: 58.53% F: 62.67%
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+ 2023-04-27 08:09:08 INFO test: loss: 0.1182 - UP: 75.66% UR: 63.90% UF: 69.28% P: 72.55% R: 61.27% F: 66.44%
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+ 2023-04-27 08:09:08 INFO 0:00:12.777090s elapsed
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+ 2023-04-27 08:09:19 INFO lr: 4.9610e-05 - loss: 0.0077 - UP: 95.72% UR: 92.33% UF: 93.99% P: 95.68% R: 92.29% F: 93.95%
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+ 2023-04-27 08:09:19 INFO dev: loss: nan - UP: 72.99% UR: 61.14% UF: 66.54% P: 69.46% R: 58.18% F: 63.32%
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+ 2023-04-27 08:09:20 INFO test: loss: 0.1172 - UP: 77.01% UR: 63.99% UF: 69.90% P: 73.63% R: 61.18% F: 66.83%
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+ 2023-04-27 08:09:39 INFO 0:00:12.764933s elapsed (saved)
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+ 2023-04-27 08:09:50 INFO lr: 4.9600e-05 - loss: 0.0099 - UP: 95.08% UR: 91.85% UF: 93.44% P: 95.01% R: 91.78% F: 93.37%
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+ 2023-04-27 08:09:51 INFO dev: loss: nan - UP: 68.46% UR: 63.14% UF: 65.69% P: 64.50% R: 59.49% F: 61.90%
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+ 2023-04-27 08:09:52 INFO test: loss: 0.1260 - UP: 72.72% UR: 64.29% UF: 68.25% P: 69.48% R: 61.42% F: 65.20%
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+ 2023-04-27 08:09:52 INFO 0:00:13.123181s elapsed
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+ 2023-04-27 08:10:04 INFO lr: 4.9590e-05 - loss: nan - UP: 95.12% UR: 92.01% UF: 93.54% P: 94.99% R: 91.89% F: 93.41%
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+ 2023-04-27 08:10:05 INFO dev: loss: nan - UP: 71.44% UR: 59.35% UF: 64.84% P: 67.63% R: 56.19% F: 61.38%
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+ 2023-04-27 08:10:07 INFO test: loss: 0.1274 - UP: 74.82% UR: 62.06% UF: 67.84% P: 71.32% R: 59.16% F: 64.68%
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+ 2023-04-27 08:10:07 INFO 0:00:14.667748s elapsed
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+ 2023-04-27 08:10:19 INFO lr: 4.9580e-05 - loss: 0.0062 - UP: 94.79% UR: 92.04% UF: 93.40% P: 94.60% R: 91.86% F: 93.21%
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+ 2023-04-27 08:10:20 INFO dev: loss: nan - UP: 69.33% UR: 58.46% UF: 63.43% P: 65.17% R: 54.95% F: 59.63%
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+ 2023-04-27 08:10:21 INFO test: loss: 0.1081 - UP: 76.79% UR: 62.21% UF: 68.73% P: 73.55% R: 59.58% F: 65.83%
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+ 2023-04-27 08:10:21 INFO 0:00:14.560826s elapsed
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+ 2023-04-27 08:10:33 INFO lr: 4.9570e-05 - loss: 0.0073 - UP: 93.34% UR: 89.20% UF: 91.22% P: 93.09% R: 88.97% F: 90.98%
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+ 2023-04-27 08:10:33 INFO dev: loss: nan - UP: 71.52% UR: 56.46% UF: 63.11% P: 66.29% R: 52.34% F: 58.49%
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+ 2023-04-27 08:10:34 INFO test: loss: 0.1228 - UP: 75.99% UR: 57.50% UF: 65.46% P: 72.24% R: 54.66% F: 62.23%
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+ 2023-04-27 08:10:34 INFO 0:00:13.181300s elapsed
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+ 2023-04-27 08:10:46 INFO lr: 4.9560e-05 - loss: 0.0090 - UP: 93.26% UR: 88.94% UF: 91.04% P: 93.01% R: 88.70% F: 90.80%
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+ 2023-04-27 08:10:46 INFO dev: loss: nan - UP: 74.98% UR: 55.43% UF: 63.74% P: 71.63% R: 52.96% F: 60.89%
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+ 2023-04-27 08:10:48 INFO test: loss: 0.1203 - UP: 79.76% UR: 57.08% UF: 66.54% P: 76.68% R: 54.87% F: 63.97%
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+ 2023-04-27 08:10:48 INFO 0:00:13.047070s elapsed
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+ 2023-04-27 08:10:59 INFO lr: 4.9550e-05 - loss: 0.0009 - UP: 95.38% UR: 92.04% UF: 93.68% P: 95.26% R: 91.93% F: 93.56%
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+ 2023-04-27 08:11:00 INFO dev: loss: nan - UP: 72.64% UR: 59.15% UF: 65.20% P: 69.26% R: 56.40% F: 62.17%
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+ 2023-04-27 08:11:01 INFO test: loss: 0.1120 - UP: 77.11% UR: 61.21% UF: 68.25% P: 74.68% R: 59.28% F: 66.09%
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+ 2023-04-27 08:11:12 INFO lr: 4.9540e-05 - loss: 0.0021 - UP: 96.50% UR: 93.86% UF: 95.16% P: 96.43% R: 93.79% F: 95.09%
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+ 2023-04-27 08:11:12 INFO dev: loss: nan - UP: 69.44% UR: 59.22% UF: 63.92% P: 65.81% R: 56.12% F: 60.58%
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+ 2023-04-27 08:11:13 INFO test: loss: 0.1251 - UP: 76.38% UR: 61.70% UF: 68.26% P: 73.69% R: 59.52% F: 65.85%
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+ 2023-04-27 08:11:25 INFO lr: 4.9530e-05 - loss: 0.0020 - UP: 96.66% UR: 93.78% UF: 95.20% P: 96.62% R: 93.75% F: 95.17%
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+ 2023-04-27 08:11:26 INFO dev: loss: nan - UP: 69.97% UR: 57.36% UF: 63.04% P: 66.44% R: 54.47% F: 59.86%
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+ 2023-04-27 08:11:27 INFO test: loss: 0.1287 - UP: 75.53% UR: 60.94% UF: 67.46% P: 72.88% R: 58.80% F: 65.09%
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+ 2023-04-27 08:11:38 INFO lr: 4.9520e-05 - loss: 0.0050 - UP: 96.06% UR: 95.37% UF: 95.71% P: 96.01% R: 95.32% F: 95.66%
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+ 2023-04-27 08:11:39 INFO dev: loss: nan - UP: 73.65% UR: 58.25% UF: 65.05% P: 69.65% R: 55.09% F: 61.52%
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+ 2023-04-27 08:11:40 INFO test: loss: 0.1326 - UP: 76.85% UR: 61.03% UF: 68.03% P: 74.23% R: 58.95% F: 65.71%
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+ 2023-04-27 08:11:51 INFO lr: 4.9510e-05 - loss: 0.0010 - UP: 96.79% UR: 95.60% UF: 96.20% P: 96.72% R: 95.54% F: 96.13%
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+ 2023-04-27 08:11:52 INFO dev: loss: nan - UP: 71.33% UR: 58.53% UF: 64.30% P: 67.73% R: 55.57% F: 61.05%
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+ 2023-04-27 08:11:53 INFO test: loss: 0.1278 - UP: 76.35% UR: 61.97% UF: 68.41% P: 73.04% R: 59.28% F: 65.44%
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+ 2023-04-27 08:12:04 INFO lr: 4.9500e-05 - loss: 0.0028 - UP: 97.42% UR: 96.13% UF: 96.77% P: 97.39% R: 96.11% F: 96.74%
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+ 2023-04-27 08:12:05 INFO dev: loss: nan - UP: 69.47% UR: 60.25% UF: 64.53% P: 65.98% R: 57.22% F: 61.29%
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+ 2023-04-27 08:12:06 INFO test: loss: 0.1322 - UP: 74.13% UR: 64.02% UF: 68.71% P: 71.16% R: 61.45% F: 65.95%
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+ 2023-04-27 08:12:17 INFO lr: 4.9490e-05 - loss: 0.0105 - UP: 96.26% UR: 93.87% UF: 95.05% P: 96.14% R: 93.75% F: 94.93%
371
+ 2023-04-27 08:12:18 INFO dev: loss: nan - UP: 68.72% UR: 62.10% UF: 65.25% P: 64.99% R: 58.73% F: 61.71%
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+ 2023-04-27 08:12:19 INFO test: loss: 0.1285 - UP: 72.80% UR: 64.78% UF: 68.55% P: 69.67% R: 62.00% F: 65.61%
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+ 2023-04-27 08:12:30 INFO lr: 4.9480e-05 - loss: 0.0008 - UP: 96.90% UR: 95.64% UF: 96.27% P: 96.77% R: 95.52% F: 96.14%
377
+ 2023-04-27 08:12:31 INFO dev: loss: nan - UP: 70.48% UR: 56.33% UF: 62.61% P: 67.30% R: 53.78% F: 59.79%
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+ 2023-04-27 08:12:32 INFO test: loss: 0.1394 - UP: 75.92% UR: 61.49% UF: 67.95% P: 72.64% R: 58.83% F: 65.01%
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+ 2023-04-27 08:12:32 INFO 0:00:13.276171s elapsed
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+ 2023-04-27 08:12:44 INFO lr: 4.9470e-05 - loss: 0.0025 - UP: 97.34% UR: 94.73% UF: 96.02% P: 97.27% R: 94.66% F: 95.95%
383
+ 2023-04-27 08:12:44 INFO dev: loss: nan - UP: 66.92% UR: 60.11% UF: 63.33% P: 62.25% R: 55.91% F: 58.91%
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+ 2023-04-27 08:12:45 INFO test: loss: 0.1523 - UP: 72.21% UR: 64.71% UF: 68.26% P: 68.44% R: 61.33% F: 64.69%
385
+ 2023-04-27 08:12:45 INFO 0:00:13.039404s elapsed
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+ 2023-04-27 08:12:57 INFO lr: 4.9460e-05 - loss: 0.0354 - UP: 94.16% UR: 91.77% UF: 92.95% P: 92.15% R: 89.81% F: 90.97%
389
+ 2023-04-27 08:12:57 INFO dev: loss: nan - UP: 64.10% UR: 64.58% UF: 64.34% P: 59.39% R: 59.83% F: 59.61%
390
+ 2023-04-27 08:12:58 INFO test: loss: 0.1275 - UP: 64.46% UR: 65.14% UF: 64.80% P: 60.45% R: 61.09% F: 60.77%
391
+ 2023-04-27 08:12:58 INFO 0:00:13.018704s elapsed
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+ 2023-04-27 08:12:58 INFO Epoch 55 / 5000:
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+ 2023-04-27 08:13:10 INFO lr: 4.9450e-05 - loss: 0.0266 - UP: 91.70% UR: 86.33% UF: 88.94% P: 89.86% R: 84.59% F: 87.14%
395
+ 2023-04-27 08:13:10 INFO dev: loss: nan - UP: 70.53% UR: 61.07% UF: 65.46% P: 65.29% R: 56.53% F: 60.60%
396
+ 2023-04-27 08:13:11 INFO test: loss: 0.1259 - UP: 71.18% UR: 59.79% UF: 64.99% P: 67.80% R: 56.96% F: 61.91%
397
+ 2023-04-27 08:13:11 INFO 0:00:13.017160s elapsed
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+ 2023-04-27 08:13:11 INFO Epoch 56 / 5000:
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+ 2023-04-27 08:13:23 INFO lr: 4.9440e-05 - loss: 0.0031 - UP: 87.69% UR: 83.43% UF: 85.51% P: 86.25% R: 82.06% F: 84.10%
401
+ 2023-04-27 08:13:23 INFO dev: loss: nan - UP: 72.60% UR: 58.32% UF: 64.68% P: 67.47% R: 54.20% F: 60.11%
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+ 2023-04-27 08:13:24 INFO test: loss: 0.1263 - UP: 75.66% UR: 58.92% UF: 66.25% P: 71.43% R: 55.63% F: 62.55%
403
+ 2023-04-27 08:13:24 INFO 0:00:13.060235s elapsed
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+ 2023-04-27 08:13:24 INFO Epoch 57 / 5000:
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+ 2023-04-27 08:13:36 INFO lr: 4.9430e-05 - loss: 0.0154 - UP: 92.89% UR: 88.15% UF: 90.46% P: 92.16% R: 87.46% F: 89.75%
407
+ 2023-04-27 08:13:36 INFO dev: loss: nan - UP: 69.21% UR: 61.83% UF: 65.31% P: 64.13% R: 57.29% F: 60.52%
408
+ 2023-04-27 08:13:37 INFO test: loss: 0.1251 - UP: 71.54% UR: 61.09% UF: 65.91% P: 67.73% R: 57.83% F: 62.39%
409
+ 2023-04-27 08:13:37 INFO 0:00:13.027211s elapsed
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+ 2023-04-27 08:13:37 INFO Epoch 58 / 5000:
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+ 2023-04-27 08:13:49 INFO lr: 4.9420e-05 - loss: 0.0024 - UP: 93.33% UR: 88.21% UF: 90.70% P: 92.60% R: 87.52% F: 89.99%
413
+ 2023-04-27 08:13:50 INFO dev: loss: nan - UP: 73.77% UR: 56.67% UF: 64.10% P: 68.85% R: 52.89% F: 59.82%
414
+ 2023-04-27 08:13:51 INFO test: loss: 0.1258 - UP: 77.53% UR: 58.23% UF: 66.51% P: 73.07% R: 54.87% F: 62.68%
415
+ 2023-04-27 08:13:51 INFO 0:00:13.365759s elapsed
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+ 2023-04-27 08:13:51 INFO Epoch 59 / 5000:
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+ 2023-04-27 08:14:02 INFO lr: 4.9410e-05 - loss: 0.0063 - UP: 94.16% UR: 90.70% UF: 92.40% P: 93.89% R: 90.44% F: 92.14%
419
+ 2023-04-27 08:14:03 INFO dev: loss: nan - UP: 73.57% UR: 55.71% UF: 63.41% P: 68.39% R: 51.79% F: 58.94%
420
+ 2023-04-27 08:14:04 INFO test: loss: 0.1489 - UP: 76.85% UR: 59.13% UF: 66.84% P: 72.70% R: 55.93% F: 63.22%
421
+ 2023-04-27 08:14:04 INFO 0:00:13.275610s elapsed
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+ 2023-04-27 08:14:04 INFO Epoch 60 / 5000:
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+ 2023-04-27 08:14:15 INFO lr: 4.9400e-05 - loss: 0.0023 - UP: 95.23% UR: 90.66% UF: 92.89% P: 95.13% R: 90.57% F: 92.80%
425
+ 2023-04-27 08:14:16 INFO dev: loss: nan - UP: 73.92% UR: 58.67% UF: 65.41% P: 69.93% R: 55.50% F: 61.89%
426
+ 2023-04-27 08:14:17 INFO test: loss: 0.1373 - UP: 77.45% UR: 59.82% UF: 67.51% P: 73.08% R: 56.44% F: 63.69%
427
+ 2023-04-27 08:14:17 INFO 0:00:13.241810s elapsed
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+ 2023-04-27 08:14:17 INFO Epoch 61 / 5000:
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+ 2023-04-27 08:14:29 INFO lr: 4.9390e-05 - loss: 0.0003 - UP: 96.36% UR: 94.27% UF: 95.30% P: 96.25% R: 94.16% F: 95.19%
431
+ 2023-04-27 08:14:29 INFO dev: loss: nan - UP: 73.77% UR: 58.80% UF: 65.44% P: 68.85% R: 54.88% F: 61.08%
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+ 2023-04-27 08:14:30 INFO test: loss: 0.1352 - UP: 78.51% UR: 61.64% UF: 69.06% P: 74.13% R: 58.19% F: 65.20%
433
+ 2023-04-27 08:14:30 INFO 0:00:13.049161s elapsed
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+ 2023-04-27 08:14:30 INFO Epoch 62 / 5000:
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+ 2023-04-27 08:14:42 INFO lr: 4.9380e-05 - loss: 0.0025 - UP: 97.18% UR: 95.32% UF: 96.24% P: 97.11% R: 95.25% F: 96.17%
437
+ 2023-04-27 08:14:42 INFO dev: loss: nan - UP: 71.28% UR: 63.00% UF: 66.89% P: 65.91% R: 58.25% F: 61.85%
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+ 2023-04-27 08:14:43 INFO test: loss: 0.1380 - UP: 75.46% UR: 64.32% UF: 69.45% P: 71.14% R: 60.64% F: 65.47%
439
+ 2023-04-27 08:14:43 INFO 0:00:13.054161s elapsed
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+ 2023-04-27 08:14:43 INFO Epoch 63 / 5000:
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+ 2023-04-27 08:14:55 INFO lr: 4.9370e-05 - loss: 0.0014 - UP: 97.00% UR: 95.98% UF: 96.49% P: 96.94% R: 95.92% F: 96.43%
443
+ 2023-04-27 08:14:55 INFO dev: loss: nan - UP: 73.36% UR: 60.59% UF: 66.37% P: 68.19% R: 56.33% F: 61.69%
444
+ 2023-04-27 08:14:57 INFO test: loss: 0.1433 - UP: 77.90% UR: 63.42% UF: 69.92% P: 74.19% R: 60.40% F: 66.59%
445
+ 2023-04-27 08:14:57 INFO 0:00:13.028582s elapsed
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+ 2023-04-27 08:14:57 INFO Epoch 64 / 5000:
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+ 2023-04-27 08:15:08 INFO lr: 4.9360e-05 - loss: 0.0006 - UP: 97.74% UR: 96.34% UF: 97.03% P: 97.70% R: 96.30% F: 96.99%
449
+ 2023-04-27 08:15:09 INFO dev: loss: nan - UP: 70.77% UR: 61.62% UF: 65.88% P: 65.80% R: 57.29% F: 61.25%
450
+ 2023-04-27 08:15:10 INFO test: loss: 0.1488 - UP: 77.11% UR: 64.17% UF: 70.05% P: 73.49% R: 61.15% F: 66.75%
451
+ 2023-04-27 08:15:10 INFO 0:00:13.100127s elapsed
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+ 2023-04-27 08:15:10 INFO Epoch 65 / 5000:
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+ 2023-04-27 08:15:21 INFO lr: 4.9350e-05 - loss: 0.0005 - UP: 97.82% UR: 96.31% UF: 97.06% P: 97.79% R: 96.28% F: 97.03%
455
+ 2023-04-27 08:15:22 INFO dev: loss: nan - UP: 68.67% UR: 64.37% UF: 66.45% P: 63.68% R: 59.70% F: 61.63%
456
+ 2023-04-27 08:15:23 INFO test: loss: 0.1474 - UP: 73.43% UR: 66.41% UF: 69.74% P: 69.29% R: 62.66% F: 65.81%
457
+ 2023-04-27 08:15:23 INFO 0:00:13.272480s elapsed
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+ 2023-04-27 08:15:23 INFO Epoch 66 / 5000:
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+ 2023-04-27 08:15:34 INFO lr: 4.9340e-05 - loss: 0.0004 - UP: 97.84% UR: 96.93% UF: 97.38% P: 97.77% R: 96.86% F: 97.31%
461
+ 2023-04-27 08:15:35 INFO dev: loss: nan - UP: 70.09% UR: 62.04% UF: 65.82% P: 65.11% R: 57.63% F: 61.15%
462
+ 2023-04-27 08:15:36 INFO test: loss: 0.1449 - UP: 75.97% UR: 65.38% UF: 70.28% P: 71.97% R: 61.94% F: 66.58%
463
+ 2023-04-27 08:15:36 INFO 0:00:13.414574s elapsed
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+ 2023-04-27 08:15:36 INFO Epoch 67 / 5000:
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+ 2023-04-27 08:15:48 INFO lr: 4.9330e-05 - loss: 0.0049 - UP: 98.11% UR: 96.97% UF: 97.54% P: 98.06% R: 96.92% F: 97.49%
467
+ 2023-04-27 08:15:49 INFO dev: loss: nan - UP: 71.37% UR: 59.83% UF: 65.10% P: 66.20% R: 55.50% F: 60.38%
468
+ 2023-04-27 08:15:50 INFO test: loss: 0.1517 - UP: 77.93% UR: 63.75% UF: 70.13% P: 74.17% R: 60.67% F: 66.74%
469
+ 2023-04-27 08:15:50 INFO 0:00:13.317695s elapsed
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+ 2023-04-27 08:15:50 INFO Epoch 68 / 5000:
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+ 2023-04-27 08:16:01 INFO lr: 4.9320e-05 - loss: 0.0042 - UP: 98.17% UR: 97.51% UF: 97.84% P: 98.08% R: 97.42% F: 97.75%
473
+ 2023-04-27 08:16:02 INFO dev: loss: nan - UP: 70.14% UR: 63.34% UF: 66.57% P: 65.50% R: 59.15% F: 62.16%
474
+ 2023-04-27 08:16:03 INFO test: loss: 0.1547 - UP: 75.70% UR: 65.83% UF: 70.42% P: 71.82% R: 62.45% F: 66.81%
475
+ 2023-04-27 08:16:03 INFO 0:00:13.124636s elapsed
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+ 2023-04-27 08:16:03 INFO Epoch 69 / 5000:
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+ 2023-04-27 08:16:14 INFO lr: 4.9310e-05 - loss: 0.0030 - UP: 98.42% UR: 97.75% UF: 98.08% P: 98.39% R: 97.72% F: 98.05%
479
+ 2023-04-27 08:16:15 INFO dev: loss: nan - UP: 71.59% UR: 62.38% UF: 66.67% P: 66.54% R: 57.98% F: 61.96%
480
+ 2023-04-27 08:16:16 INFO test: loss: 0.1607 - UP: 76.57% UR: 65.20% UF: 70.43% P: 72.81% R: 62.00% F: 66.97%
481
+ 2023-04-27 08:16:16 INFO 0:00:13.325830s elapsed
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+
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+ 2023-04-27 08:17:12 INFO Epoch 39 saved
484
+ 2023-04-27 08:17:12 INFO dev: UP: 72.99% UR: 61.14% UF: 66.54% P: 69.46% R: 58.18% F: 63.32%
485
+ 2023-04-27 08:17:12 INFO test: UP: 77.01% UR: 63.99% UF: 69.90% P: 73.63% R: 61.18% F: 66.83%
486
+ 2023-04-27 08:17:12 INFO 0:15:47.560769s elapsed, 0:00:13.732765s/epoch