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SemEval-2022-Task-10
structured-sentiment-analysis
sentiment-analysis
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  1. .gitattributes +2 -0
  2. models/opener_en/sdp_byLength_asc/10/model_vi_opener_en_roberta_6 +3 -0
  3. models/opener_en/sdp_byLength_asc/10/model_vi_opener_en_roberta_6.train.log +414 -0
  4. models/opener_en/sdp_byLength_asc/10/model_vi_opener_en_xlm_6 +3 -0
  5. models/opener_en/sdp_byLength_asc/10/model_vi_opener_en_xlm_6.train.log +558 -0
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+ 2024-08-11 16:53:16 INFO
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+ ---------------------+-------------------------------
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+ Param | Value
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+ ---------------------+-------------------------------
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+ lr | 5e-05
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+ mu | 0.9
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+ nu | 0.999
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+ eps | 1e-06
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+ weight_decay | 0.0
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+ lr_rate | 1
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+ patience | 30
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+ update-steps | 1
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+ warmup | 0.0
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+ update_steps | 1
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+ mode | train
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+ path | /home/marvin/structured-sentiment-analysis-bis/models/opener_en/sdp_byLength_asc/10/model_vi_opener_en_roberta_6
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+ device | 1
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+ seed | 1
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+ threads | 16
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+ local_rank | -1
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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 | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/opener_en/head_final/sdp_byLength_asc/10/train.conllu
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+ dev | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/opener_en/head_final/sdp_byLength_asc/10/dev.conllu
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+ test | /home/marvin/structured-sentiment-analysis-bis/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 | roberta-base
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+ inference | mfvi
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+ ---------------------+-------------------------------
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+
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+ 2024-08-11 16:53:16 INFO Building the fields
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+ 2024-08-11 16:53:16 INFO CoNLL(
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+ (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
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+ (labels): ChartField()
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+ )
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+ 2024-08-11 16:53:16 INFO Building the model
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+ 2024-08-11 16:53:17 INFO VISemanticDependencyModel(
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+ (encoder): TransformerEmbedding(roberta-base, n_layers=4, n_out=768, stride=256, pooling=mean, pad_index=1, requires_grad=True)
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+ (encoder_dropout): Dropout(p=0.33, inplace=False)
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+ (edge_mlp_d): MLP(n_in=768, n_out=600, dropout=0.25)
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+ (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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+ 2024-08-11 16:53:17 INFO Loading the data
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+ 2024-08-11 16:53:18 INFO
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+ train: Dataset(n_sentences=173, n_batches=6, n_buckets=6)
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+ dev: Dataset(n_sentences=23, n_batches=6, n_buckets=6)
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+ test: Dataset(n_sentences=499, n_batches=32, n_buckets=32)
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+
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+ 2024-08-11 16:53:18 INFO Epoch 1 / 5000:
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+ 2024-08-11 16:53:19 INFO lr: 4.9990e-05 - loss: 0.5072 - UP: 25.00% UR: 1.91% UF: 3.55% P: 12.50% R: 0.96% F: 1.78%
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+ 2024-08-11 16:53:19 INFO dev: loss: nan - UP: 28.57% UR: 19.35% UF: 23.08% P: 14.29% R: 9.68% F: 11.54%
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+ 2024-08-11 16:53:19 INFO test: loss: nan - UP: 5.99% UR: 5.89% UF: 5.94% P: 3.29% R: 3.23% F: 3.26%
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+ 2024-08-11 16:53:21 INFO 0:00:01.253559s elapsed (saved)
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+
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+ 2024-08-11 16:53:21 INFO Epoch 2 / 5000:
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+ 2024-08-11 16:53:21 INFO lr: 4.9980e-05 - loss: 0.4087 - UP: 16.83% UR: 5.41% UF: 8.19% P: 11.88% R: 3.82% F: 5.78%
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+ 2024-08-11 16:53:21 INFO dev: loss: nan - UP: 56.25% UR: 29.03% UF: 38.30% P: 25.00% R: 12.90% F: 17.02%
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+ 2024-08-11 16:53:22 INFO test: loss: nan - UP: 10.46% UR: 17.99% UF: 13.23% P: 7.11% R: 12.22% F: 8.99%
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+ 2024-08-11 16:53:25 INFO 0:00:00.805621s elapsed (saved)
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+
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+ 2024-08-11 16:53:25 INFO Epoch 3 / 5000:
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+ 2024-08-11 16:53:25 INFO lr: 4.9970e-05 - loss: 0.4043 - UP: 38.95% UR: 11.78% UF: 18.09% P: 35.79% R: 10.83% F: 16.63%
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+ 2024-08-11 16:53:25 INFO dev: loss: nan - UP: 50.00% UR: 3.23% UF: 6.06% P: 50.00% R: 3.23% F: 6.06%
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+ 2024-08-11 16:53:25 INFO test: loss: nan - UP: 42.42% UR: 0.42% UF: 0.84% P: 18.18% R: 0.18% F: 0.36%
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+ 2024-08-11 16:53:25 INFO 0:00:00.778143s elapsed
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+
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+ 2024-08-11 16:53:25 INFO Epoch 4 / 5000:
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+ 2024-08-11 16:53:26 INFO lr: 4.9960e-05 - loss: 0.2695 - UP: 54.03% UR: 21.34% UF: 30.59% P: 37.90% R: 14.97% F: 21.46%
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+ 2024-08-11 16:53:26 INFO dev: loss: nan - UP: 64.29% UR: 29.03% UF: 40.00% P: 57.14% R: 25.81% F: 35.56%
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+ 2024-08-11 16:53:26 INFO test: loss: nan - UP: 57.76% UR: 2.02% UF: 3.91% P: 46.55% R: 1.63% F: 3.15%
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+ 2024-08-11 16:53:29 INFO 0:00:00.758108s elapsed (saved)
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+
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+ 2024-08-11 16:53:29 INFO Epoch 5 / 5000:
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+ 2024-08-11 16:53:29 INFO lr: 4.9950e-05 - loss: 0.3708 - UP: 84.52% UR: 22.61% UF: 35.68% P: 70.24% R: 18.79% F: 29.65%
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+ 2024-08-11 16:53:29 INFO dev: loss: nan - UP: 52.38% UR: 35.48% UF: 42.31% P: 28.57% R: 19.35% F: 23.08%
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+ 2024-08-11 16:53:30 INFO test: loss: nan - UP: 41.83% UR: 7.73% UF: 13.04% P: 33.66% R: 6.22% F: 10.50%
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+ 2024-08-11 16:53:30 INFO 0:00:00.776283s elapsed
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+ 2024-08-11 16:53:30 INFO Epoch 6 / 5000:
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+ 2024-08-11 16:53:30 INFO lr: 4.9940e-05 - loss: 0.2197 - UP: 75.60% UR: 60.19% UF: 67.02% P: 62.40% R: 49.68% F: 55.32%
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+ 2024-08-11 16:53:30 INFO dev: loss: nan - UP: 63.16% UR: 38.71% UF: 48.00% P: 47.37% R: 29.03% F: 36.00%
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+ 2024-08-11 16:53:31 INFO test: loss: nan - UP: 29.47% UR: 7.46% UF: 11.90% P: 21.96% R: 5.55% F: 8.87%
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+ 2024-08-11 16:53:34 INFO 0:00:00.800603s elapsed (saved)
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+ 2024-08-11 16:53:34 INFO Epoch 7 / 5000:
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+ 2024-08-11 16:53:34 INFO lr: 4.9930e-05 - loss: 0.1989 - UP: 82.08% UR: 55.41% UF: 66.16% P: 73.11% R: 49.36% F: 58.94%
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+ 2024-08-11 16:53:34 INFO dev: loss: nan - UP: 61.29% UR: 61.29% UF: 61.29% P: 38.71% R: 38.71% F: 38.71%
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+ 2024-08-11 16:53:34 INFO test: loss: nan - UP: 44.55% UR: 10.35% UF: 16.80% P: 37.14% R: 8.63% F: 14.01%
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+ 2024-08-11 16:53:37 INFO 0:00:00.778065s elapsed (saved)
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+
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+ 2024-08-11 16:53:37 INFO Epoch 8 / 5000:
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+ 2024-08-11 16:53:37 INFO lr: 4.9920e-05 - loss: 0.0431 - UP: 82.58% UR: 69.43% UF: 75.43% P: 74.62% R: 62.74% F: 68.17%
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+ 2024-08-11 16:53:37 INFO dev: loss: nan - UP: 68.75% UR: 35.48% UF: 46.81% P: 50.00% R: 25.81% F: 34.04%
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+ 2024-08-11 16:53:38 INFO test: loss: nan - UP: 58.29% UR: 9.45% UF: 16.26% P: 50.28% R: 8.15% F: 14.03%
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+ 2024-08-11 16:53:38 INFO 0:00:00.757785s elapsed
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+
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+ 2024-08-11 16:53:38 INFO Epoch 9 / 5000:
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+ 2024-08-11 16:53:38 INFO lr: 4.9910e-05 - loss: 0.1083 - UP: 87.11% UR: 62.42% UF: 72.73% P: 79.56% R: 57.01% F: 66.42%
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+ 2024-08-11 16:53:38 INFO dev: loss: nan - UP: 76.00% UR: 61.29% UF: 67.86% P: 60.00% R: 48.39% F: 53.57%
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+ 2024-08-11 16:53:39 INFO test: loss: nan - UP: 35.96% UR: 16.81% UF: 22.91% P: 28.02% R: 13.10% F: 17.85%
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+ 2024-08-11 16:53:42 INFO 0:00:00.829568s elapsed (saved)
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+
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+ 2024-08-11 16:53:42 INFO Epoch 10 / 5000:
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+ 2024-08-11 16:53:42 INFO lr: 4.9900e-05 - loss: 0.0800 - UP: 90.91% UR: 76.43% UF: 83.04% P: 85.61% R: 71.97% F: 78.20%
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+ 2024-08-11 16:53:42 INFO dev: loss: nan - UP: 62.50% UR: 64.52% UF: 63.49% P: 43.75% R: 45.16% F: 44.44%
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+ 2024-08-11 16:53:42 INFO test: loss: nan - UP: 39.24% UR: 14.10% UF: 20.74% P: 31.85% R: 11.44% F: 16.83%
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+ 2024-08-11 16:53:42 INFO 0:00:00.773583s elapsed
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+ 2024-08-11 16:53:42 INFO Epoch 11 / 5000:
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+ 2024-08-11 16:53:43 INFO lr: 4.9890e-05 - loss: 0.1526 - UP: 87.38% UR: 88.22% UF: 87.80% P: 79.81% R: 80.57% F: 80.19%
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+ 2024-08-11 16:53:43 INFO dev: loss: nan - UP: 70.83% UR: 54.84% UF: 61.82% P: 58.33% R: 45.16% F: 50.91%
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+ 2024-08-11 16:53:43 INFO test: loss: nan - UP: 45.79% UR: 16.42% UF: 24.17% P: 39.39% R: 14.13% F: 20.80%
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+ 2024-08-11 16:53:43 INFO 0:00:00.849428s elapsed
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+ 2024-08-11 16:53:43 INFO Epoch 12 / 5000:
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+ 2024-08-11 16:53:44 INFO lr: 4.9880e-05 - loss: 0.0347 - UP: 94.42% UR: 80.89% UF: 87.14% P: 88.85% R: 76.11% F: 81.99%
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+ 2024-08-11 16:53:44 INFO dev: loss: nan - UP: 72.00% UR: 58.06% UF: 64.29% P: 40.00% R: 32.26% F: 35.71%
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+ 2024-08-11 16:53:44 INFO test: loss: nan - UP: 45.40% UR: 17.14% UF: 24.89% P: 35.89% R: 13.55% F: 19.68%
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+ 2024-08-11 16:53:44 INFO 0:00:00.743689s elapsed
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+ 2024-08-11 16:53:44 INFO lr: 4.9870e-05 - loss: 0.0027 - UP: 90.97% UR: 86.62% UF: 88.74% P: 87.96% R: 83.76% F: 85.81%
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+ 2024-08-11 16:53:44 INFO dev: loss: nan - UP: 65.38% UR: 54.84% UF: 59.65% P: 42.31% R: 35.48% F: 38.60%
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+ 2024-08-11 16:53:45 INFO test: loss: nan - UP: 52.88% UR: 14.13% UF: 22.30% P: 44.86% R: 11.98% F: 18.91%
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+ 2024-08-11 16:53:45 INFO 0:00:00.761084s elapsed
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+ 2024-08-11 16:53:45 INFO lr: 4.9860e-05 - loss: 0.0016 - UP: 93.77% UR: 91.08% UF: 92.41% P: 89.51% R: 86.94% F: 88.21%
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+ 2024-08-11 16:53:45 INFO dev: loss: nan - UP: 62.07% UR: 58.06% UF: 60.00% P: 41.38% R: 38.71% F: 40.00%
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+ 2024-08-11 16:53:46 INFO test: loss: nan - UP: 54.89% UR: 14.73% UF: 23.23% P: 46.57% R: 12.50% F: 19.70%
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+ 2024-08-11 16:53:46 INFO 0:00:00.795051s elapsed
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+ 2024-08-11 16:53:46 INFO lr: 4.9850e-05 - loss: 0.0945 - UP: 93.83% UR: 92.04% UF: 92.93% P: 91.56% R: 89.81% F: 90.68%
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+ 2024-08-11 16:53:46 INFO dev: loss: nan - UP: 60.71% UR: 54.84% UF: 57.63% P: 42.86% R: 38.71% F: 40.68%
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+ 2024-08-11 16:53:46 INFO test: loss: nan - UP: 49.61% UR: 15.36% UF: 23.46% P: 42.69% R: 13.22% F: 20.19%
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+ 2024-08-11 16:53:46 INFO 0:00:00.752704s elapsed
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+ 2024-08-11 16:53:47 INFO lr: 4.9840e-05 - loss: 0.0337 - UP: 94.79% UR: 86.94% UF: 90.70% P: 93.06% R: 85.35% F: 89.04%
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+ 2024-08-11 16:53:47 INFO dev: loss: nan - UP: 79.17% UR: 61.29% UF: 69.09% P: 62.50% R: 48.39% F: 54.55%
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+ 2024-08-11 16:53:47 INFO test: loss: nan - UP: 46.26% UR: 16.81% UF: 24.66% P: 40.37% R: 14.67% F: 21.52%
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+ 2024-08-11 16:53:50 INFO 0:00:00.774817s elapsed (saved)
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+ 2024-08-11 16:53:50 INFO Epoch 17 / 5000:
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+ 2024-08-11 16:53:50 INFO lr: 4.9830e-05 - loss: 0.0844 - UP: 94.17% UR: 92.68% UF: 93.42% P: 91.91% R: 90.45% F: 91.17%
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+ 2024-08-11 16:53:50 INFO dev: loss: nan - UP: 100.00% UR: 45.16% UF: 62.22% P: 71.43% R: 32.26% F: 44.44%
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+ 2024-08-11 16:53:51 INFO test: loss: nan - UP: 60.94% UR: 9.42% UF: 16.31% P: 52.73% R: 8.15% F: 14.12%
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+ 2024-08-11 16:53:51 INFO 0:00:00.780425s elapsed
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+ 2024-08-11 16:53:51 INFO Epoch 18 / 5000:
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+ 2024-08-11 16:53:51 INFO lr: 4.9820e-05 - loss: 0.0304 - UP: 98.94% UR: 89.49% UF: 93.98% P: 97.89% R: 88.54% F: 92.98%
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+ 2024-08-11 16:53:51 INFO dev: loss: nan - UP: 76.92% UR: 64.52% UF: 70.18% P: 73.08% R: 61.29% F: 66.67%
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+ 2024-08-11 16:53:51 INFO test: loss: nan - UP: 41.86% UR: 20.34% UF: 27.38% P: 36.46% R: 17.72% F: 23.85%
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+ 2024-08-11 16:53:54 INFO 0:00:00.756063s elapsed (saved)
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+ 2024-08-11 16:53:54 INFO Epoch 19 / 5000:
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+ 2024-08-11 16:53:55 INFO lr: 4.9810e-05 - loss: 0.0238 - UP: 94.94% UR: 95.54% UF: 95.24% P: 93.04% R: 93.63% F: 93.33%
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+ 2024-08-11 16:53:55 INFO dev: loss: nan - UP: 82.35% UR: 45.16% UF: 58.33% P: 58.82% R: 32.26% F: 41.67%
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+ 2024-08-11 16:53:55 INFO test: loss: nan - UP: 53.53% UR: 16.48% UF: 25.20% P: 44.51% R: 13.70% F: 20.96%
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+ 2024-08-11 16:53:55 INFO 0:00:00.766402s elapsed
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+ 2024-08-11 16:53:55 INFO Epoch 20 / 5000:
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+ 2024-08-11 16:53:55 INFO lr: 4.9800e-05 - loss: 0.0215 - UP: 99.29% UR: 88.85% UF: 93.78% P: 96.80% R: 86.62% F: 91.43%
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+ 2024-08-11 16:53:55 INFO dev: loss: nan - UP: 56.82% UR: 80.65% UF: 66.67% P: 45.45% R: 64.52% F: 53.33%
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+ 2024-08-11 16:53:56 INFO test: loss: nan - UP: 24.73% UR: 25.11% UF: 24.92% P: 20.57% R: 20.89% F: 20.73%
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+ 2024-08-11 16:53:56 INFO 0:00:00.767133s elapsed
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+ 2024-08-11 16:53:56 INFO Epoch 21 / 5000:
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+ 2024-08-11 16:53:56 INFO lr: 4.9790e-05 - loss: 0.0325 - UP: 92.40% UR: 96.82% UF: 94.56% P: 92.10% R: 96.50% F: 94.25%
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+ 2024-08-11 16:53:56 INFO dev: loss: nan - UP: 60.71% UR: 54.84% UF: 57.63% P: 53.57% R: 48.39% F: 50.85%
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+ 2024-08-11 16:53:57 INFO test: loss: nan - UP: 50.00% UR: 15.94% UF: 24.17% P: 44.41% R: 14.16% F: 21.47%
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+ 2024-08-11 16:53:57 INFO 0:00:00.765334s elapsed
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+ 2024-08-11 16:54:14 INFO test: loss: nan - UP: 41.91% UR: 18.44% UF: 25.61% P: 36.08% R: 15.88% F: 22.05%
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+ 2024-08-11 16:54:15 INFO dev: loss: nan - UP: 55.56% UR: 64.52% UF: 59.70% P: 47.22% R: 54.84% F: 50.75%
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+ 2024-08-11 16:54:15 INFO test: loss: nan - UP: 41.37% UR: 18.80% UF: 25.86% P: 35.86% R: 16.30% F: 22.41%
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+ 2024-08-11 16:54:15 INFO dev: loss: nan - UP: 56.76% UR: 67.74% UF: 61.76% P: 37.84% R: 45.16% F: 41.18%
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+ 2024-08-11 16:54:17 INFO test: loss: nan - UP: 45.38% UR: 17.78% UF: 25.55% P: 39.37% R: 15.42% F: 22.16%
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+ 2024-08-11 16:54:17 INFO dev: loss: nan - UP: 67.86% UR: 61.29% UF: 64.41% P: 57.14% R: 51.61% F: 54.24%
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+ 2024-08-11 16:54:19 INFO test: loss: nan - UP: 43.77% UR: 18.77% UF: 26.28% P: 36.88% R: 15.82% F: 22.14%
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+ 2024-08-11 16:54:20 INFO test: loss: nan - UP: 42.80% UR: 20.98% UF: 28.15% P: 36.39% R: 17.84% F: 23.94%
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+ 2024-08-11 16:54:25 INFO lr: 4.9460e-05 - loss: 0.0004 - UP: 98.43% UR: 100.00% UF: 99.21% P: 98.43% R: 100.00% F: 99.21%
389
+ 2024-08-11 16:54:25 INFO dev: loss: nan - UP: 60.53% UR: 74.19% UF: 66.67% P: 52.63% R: 64.52% F: 57.97%
390
+ 2024-08-11 16:54:25 INFO test: loss: nan - UP: 39.67% UR: 22.25% UF: 28.51% P: 32.88% R: 18.44% F: 23.63%
391
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+
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+ 2024-08-11 16:54:25 INFO lr: 4.9450e-05 - loss: 0.0135 - UP: 99.05% UR: 99.36% UF: 99.21% P: 99.05% R: 99.36% F: 99.21%
395
+ 2024-08-11 16:54:26 INFO dev: loss: nan - UP: 57.58% UR: 61.29% UF: 59.37% P: 48.48% R: 51.61% F: 50.00%
396
+ 2024-08-11 16:54:26 INFO test: loss: nan - UP: 44.33% UR: 20.89% UF: 28.40% P: 37.28% R: 17.57% F: 23.88%
397
+ 2024-08-11 16:54:26 INFO 0:00:00.786890s elapsed
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+ 2024-08-11 16:54:26 INFO lr: 4.9440e-05 - loss: 0.0005 - UP: 99.36% UR: 99.04% UF: 99.20% P: 99.36% R: 99.04% F: 99.20%
401
+ 2024-08-11 16:54:26 INFO dev: loss: nan - UP: 57.58% UR: 61.29% UF: 59.37% P: 48.48% R: 51.61% F: 50.00%
402
+ 2024-08-11 16:54:27 INFO test: loss: nan - UP: 46.61% UR: 19.53% UF: 27.53% P: 39.34% R: 16.48% F: 23.23%
403
+ 2024-08-11 16:54:27 INFO 0:00:00.800889s elapsed
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+ 2024-08-11 16:54:27 INFO lr: 4.9430e-05 - loss: 0.0141 - UP: 99.68% UR: 98.41% UF: 99.04% P: 99.68% R: 98.41% F: 99.04%
407
+ 2024-08-11 16:54:27 INFO dev: loss: nan - UP: 55.88% UR: 61.29% UF: 58.46% P: 47.06% R: 51.61% F: 49.23%
408
+ 2024-08-11 16:54:27 INFO test: loss: nan - UP: 44.04% UR: 20.98% UF: 28.42% P: 36.50% R: 17.39% F: 23.55%
409
+ 2024-08-11 16:54:27 INFO 0:00:00.775602s elapsed
410
+
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+ 2024-08-11 16:54:31 INFO Epoch 27 saved
412
+ 2024-08-11 16:54:31 INFO dev: UP: 86.96% UR: 64.52% UF: 74.07% P: 86.96% R: 64.52% F: 74.07%
413
+ 2024-08-11 16:54:31 INFO test: UP: 55.75% UR: 14.64% UF: 23.19% P: 49.77% R: 13.07% F: 20.70%
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+ 2024-08-11 16:54:31 INFO 0:00:44.897452s elapsed, 0:00:00.787675s/epoch
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1
+ 2024-08-11 16:54:33 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 | /home/marvin/structured-sentiment-analysis-bis/models/opener_en/sdp_byLength_asc/10/model_vi_opener_en_xlm_6
17
+ device | 1
18
+ seed | 1
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+ threads | 16
20
+ local_rank | -1
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+ feat | None
22
+ build | True
23
+ checkpoint | False
24
+ encoder | bert
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+ max_len | None
26
+ buckets | 32
27
+ train | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/opener_en/head_final/sdp_byLength_asc/10/train.conllu
28
+ dev | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/opener_en/head_final/sdp_byLength_asc/10/dev.conllu
29
+ test | /home/marvin/structured-sentiment-analysis-bis/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
+ 2024-08-11 16:54:33 INFO Building the fields
39
+ 2024-08-11 16:54:34 INFO CoNLL(
40
+ (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
41
+ (labels): ChartField()
42
+ )
43
+ 2024-08-11 16:54:34 INFO Building the model
44
+ 2024-08-11 16:54:37 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
+ 2024-08-11 16:54:37 INFO Loading the data
64
+ 2024-08-11 16:54:37 INFO
65
+ train: Dataset(n_sentences=173, n_batches=6, n_buckets=6)
66
+ dev: Dataset(n_sentences=23, n_batches=6, n_buckets=6)
67
+ test: Dataset(n_sentences=499, n_batches=32, n_buckets=32)
68
+
69
+ 2024-08-11 16:54:37 INFO Epoch 1 / 5000:
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+ 2024-08-11 16:54:38 INFO lr: 4.9990e-05 - loss: 0.7152 - UP: 15.37% UR: 25.80% UF: 19.26% P: 4.36% R: 7.32% F: 5.47%
71
+ 2024-08-11 16:54:38 INFO dev: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
72
+ 2024-08-11 16:54:38 INFO test: loss: 0.3446 - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
73
+ 2024-08-11 16:54:38 INFO 0:00:01.295692s elapsed
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+
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+ 2024-08-11 16:54:38 INFO Epoch 2 / 5000:
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+ 2024-08-11 16:54:39 INFO lr: 4.9980e-05 - loss: 0.5676 - UP: 16.53% UR: 6.37% UF: 9.20% P: 9.92% R: 3.82% F: 5.52%
77
+ 2024-08-11 16:54:39 INFO dev: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
78
+ 2024-08-11 16:54:39 INFO test: loss: 0.5820 - UP: 9.74% UR: 21.37% UF: 13.38% P: 6.52% R: 14.31% F: 8.96%
79
+ 2024-08-11 16:54:39 INFO 0:00:00.834175s elapsed
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+
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+ 2024-08-11 16:54:39 INFO Epoch 3 / 5000:
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+ 2024-08-11 16:54:40 INFO lr: 4.9970e-05 - loss: 0.4878 - UP: 31.08% UR: 7.32% UF: 11.86% P: 25.68% R: 6.05% F: 9.79%
83
+ 2024-08-11 16:54:40 INFO dev: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
84
+ 2024-08-11 16:54:40 INFO test: loss: 0.2732 - UP: 5.71% UR: 0.18% UF: 0.35% P: 2.86% R: 0.09% F: 0.18%
85
+ 2024-08-11 16:54:40 INFO 0:00:00.874526s elapsed
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+
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+ 2024-08-11 16:54:40 INFO Epoch 4 / 5000:
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+ 2024-08-11 16:54:41 INFO lr: 4.9960e-05 - loss: 0.3055 - UP: 31.67% UR: 6.05% UF: 10.16% P: 10.00% R: 1.91% F: 3.21%
89
+ 2024-08-11 16:54:41 INFO dev: loss: nan - UP: 50.00% UR: 6.45% UF: 11.43% P: 50.00% R: 6.45% F: 11.43%
90
+ 2024-08-11 16:54:41 INFO test: loss: 0.1980 - UP: 66.67% UR: 0.06% UF: 0.12% P: 66.67% R: 0.06% F: 0.12%
91
+ 2024-08-11 16:54:46 INFO 0:00:00.882625s elapsed (saved)
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+
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+ 2024-08-11 16:54:46 INFO Epoch 5 / 5000:
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+ 2024-08-11 16:54:46 INFO lr: 4.9950e-05 - loss: 0.4239 - UP: 52.50% UR: 6.69% UF: 11.86% P: 50.00% R: 6.37% F: 11.30%
95
+ 2024-08-11 16:54:46 INFO dev: loss: nan - UP: 85.71% UR: 19.35% UF: 31.58% P: 57.14% R: 12.90% F: 21.05%
96
+ 2024-08-11 16:54:47 INFO test: loss: 0.1906 - UP: 26.62% UR: 8.66% UF: 13.07% P: 20.69% R: 6.73% F: 10.16%
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+ 2024-08-11 16:54:54 INFO 0:00:00.846272s elapsed (saved)
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+
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+ 2024-08-11 16:54:54 INFO Epoch 6 / 5000:
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+ 2024-08-11 16:54:54 INFO lr: 4.9940e-05 - loss: 0.2943 - UP: 60.67% UR: 17.20% UF: 26.80% P: 51.69% R: 14.65% F: 22.83%
101
+ 2024-08-11 16:54:54 INFO dev: loss: nan - UP: 68.42% UR: 41.94% UF: 52.00% P: 47.37% R: 29.03% F: 36.00%
102
+ 2024-08-11 16:54:55 INFO test: loss: 0.2020 - UP: 28.48% UR: 18.44% UF: 22.39% P: 20.65% R: 13.37% F: 16.23%
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+ 2024-08-11 16:55:02 INFO 0:00:00.872343s elapsed (saved)
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+
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+ 2024-08-11 16:55:02 INFO Epoch 7 / 5000:
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+ 2024-08-11 16:55:02 INFO lr: 4.9930e-05 - loss: 0.2907 - UP: 74.67% UR: 35.67% UF: 48.28% P: 65.33% R: 31.21% F: 42.24%
107
+ 2024-08-11 16:55:02 INFO dev: loss: nan - UP: 80.00% UR: 51.61% UF: 62.75% P: 60.00% R: 38.71% F: 47.06%
108
+ 2024-08-11 16:55:03 INFO test: loss: 0.1906 - UP: 32.23% UR: 17.42% UF: 22.61% P: 24.58% R: 13.28% F: 17.24%
109
+ 2024-08-11 16:55:10 INFO 0:00:00.875149s elapsed (saved)
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+
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+ 2024-08-11 16:55:10 INFO Epoch 8 / 5000:
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+ 2024-08-11 16:55:10 INFO lr: 4.9920e-05 - loss: 0.2448 - UP: 76.36% UR: 40.13% UF: 52.61% P: 66.67% R: 35.03% F: 45.93%
113
+ 2024-08-11 16:55:10 INFO dev: loss: nan - UP: 86.67% UR: 41.94% UF: 56.52% P: 66.67% R: 32.26% F: 43.48%
114
+ 2024-08-11 16:55:11 INFO test: loss: 0.1816 - UP: 52.32% UR: 16.36% UF: 24.93% P: 41.41% R: 12.95% F: 19.73%
115
+ 2024-08-11 16:55:11 INFO 0:00:00.850499s elapsed
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+
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+ 2024-08-11 16:55:11 INFO Epoch 9 / 5000:
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+ 2024-08-11 16:55:11 INFO lr: 4.9910e-05 - loss: 0.4092 - UP: 78.37% UR: 51.91% UF: 62.45% P: 66.83% R: 44.27% F: 53.26%
119
+ 2024-08-11 16:55:11 INFO dev: loss: nan - UP: 95.00% UR: 61.29% UF: 74.51% P: 75.00% R: 48.39% F: 58.82%
120
+ 2024-08-11 16:55:12 INFO test: loss: 0.1998 - UP: 55.06% UR: 17.08% UF: 26.08% P: 43.39% R: 13.46% F: 20.55%
121
+ 2024-08-11 16:55:19 INFO 0:00:00.857354s elapsed (saved)
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+
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+ 2024-08-11 16:55:19 INFO Epoch 10 / 5000:
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+ 2024-08-11 16:55:19 INFO lr: 4.9900e-05 - loss: 0.1495 - UP: 85.65% UR: 57.01% UF: 68.45% P: 77.99% R: 51.91% F: 62.33%
125
+ 2024-08-11 16:55:19 INFO dev: loss: nan - UP: 81.82% UR: 58.06% UF: 67.92% P: 63.64% R: 45.16% F: 52.83%
126
+ 2024-08-11 16:55:20 INFO test: loss: 0.1756 - UP: 43.31% UR: 21.67% UF: 28.89% P: 35.04% R: 17.54% F: 23.38%
127
+ 2024-08-11 16:55:20 INFO 0:00:00.834674s elapsed
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+
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+ 2024-08-11 16:55:20 INFO Epoch 11 / 5000:
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+ 2024-08-11 16:55:20 INFO lr: 4.9890e-05 - loss: 0.1638 - UP: 82.88% UR: 67.83% UF: 74.61% P: 75.10% R: 61.46% F: 67.60%
131
+ 2024-08-11 16:55:20 INFO dev: loss: nan - UP: 80.95% UR: 54.84% UF: 65.38% P: 66.67% R: 45.16% F: 53.85%
132
+ 2024-08-11 16:55:20 INFO test: loss: 0.1616 - UP: 43.09% UR: 21.82% UF: 28.97% P: 36.00% R: 18.23% F: 24.20%
133
+ 2024-08-11 16:55:20 INFO 0:00:00.845268s elapsed
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+
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+ 2024-08-11 16:55:20 INFO Epoch 12 / 5000:
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+ 2024-08-11 16:55:21 INFO lr: 4.9880e-05 - loss: 0.0549 - UP: 84.33% UR: 71.97% UF: 77.66% P: 76.49% R: 65.29% F: 70.45%
137
+ 2024-08-11 16:55:21 INFO dev: loss: nan - UP: 74.19% UR: 74.19% UF: 74.19% P: 61.29% R: 61.29% F: 61.29%
138
+ 2024-08-11 16:55:21 INFO test: loss: 0.2194 - UP: 25.57% UR: 27.41% UF: 26.46% P: 20.19% R: 21.64% F: 20.89%
139
+ 2024-08-11 16:55:28 INFO 0:00:00.836048s elapsed (saved)
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+
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+ 2024-08-11 16:55:29 INFO lr: 4.9870e-05 - loss: 0.1706 - UP: 79.73% UR: 73.89% UF: 76.69% P: 74.57% R: 69.11% F: 71.74%
143
+ 2024-08-11 16:55:29 INFO dev: loss: nan - UP: 94.74% UR: 58.06% UF: 72.00% P: 78.95% R: 48.39% F: 60.00%
144
+ 2024-08-11 16:55:29 INFO test: loss: 0.1761 - UP: 54.45% UR: 19.20% UF: 28.39% P: 44.95% R: 15.85% F: 23.43%
145
+ 2024-08-11 16:55:29 INFO 0:00:00.897588s elapsed
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+
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+ 2024-08-11 16:55:29 INFO Epoch 14 / 5000:
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+ 2024-08-11 16:55:30 INFO lr: 4.9860e-05 - loss: 0.1197 - UP: 86.91% UR: 82.48% UF: 84.64% P: 82.21% R: 78.03% F: 80.07%
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+ 2024-08-11 16:55:30 INFO dev: loss: nan - UP: 77.78% UR: 67.74% UF: 72.41% P: 70.37% R: 61.29% F: 65.52%
150
+ 2024-08-11 16:55:30 INFO test: loss: 0.2208 - UP: 42.60% UR: 22.76% UF: 29.67% P: 36.67% R: 19.59% F: 25.54%
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+ 2024-08-11 16:55:38 INFO 0:00:00.860907s elapsed (saved)
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+
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+ 2024-08-11 16:55:38 INFO lr: 4.9850e-05 - loss: 0.1590 - UP: 92.67% UR: 68.47% UF: 78.75% P: 87.07% R: 64.33% F: 73.99%
155
+ 2024-08-11 16:55:38 INFO dev: loss: nan - UP: 76.19% UR: 51.61% UF: 61.54% P: 57.14% R: 38.71% F: 46.15%
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+ 2024-08-11 16:55:39 INFO test: loss: 0.2427 - UP: 34.04% UR: 21.79% UF: 26.57% P: 26.87% R: 17.20% F: 20.98%
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+ 2024-08-11 16:55:39 INFO 0:00:00.851085s elapsed
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+
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+ 2024-08-11 16:55:39 INFO lr: 4.9840e-05 - loss: 0.0617 - UP: 85.15% UR: 89.49% UF: 87.27% P: 81.21% R: 85.35% F: 83.23%
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+ 2024-08-11 16:55:39 INFO dev: loss: nan - UP: 66.67% UR: 51.61% UF: 58.18% P: 58.33% R: 45.16% F: 50.91%
162
+ 2024-08-11 16:55:39 INFO test: loss: 0.2601 - UP: 39.09% UR: 21.04% UF: 27.35% P: 33.76% R: 18.17% F: 23.63%
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+ 2024-08-11 16:55:39 INFO 0:00:00.836831s elapsed
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+
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+ 2024-08-11 16:55:39 INFO Epoch 17 / 5000:
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+ 2024-08-11 16:55:40 INFO lr: 4.9830e-05 - loss: 0.0216 - UP: 92.96% UR: 84.08% UF: 88.29% P: 88.38% R: 79.94% F: 83.95%
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+ 2024-08-11 16:55:40 INFO dev: loss: nan - UP: 79.17% UR: 61.29% UF: 69.09% P: 45.83% R: 35.48% F: 40.00%
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+ 2024-08-11 16:55:40 INFO test: loss: 0.2359 - UP: 40.16% UR: 22.91% UF: 29.18% P: 31.80% R: 18.14% F: 23.10%
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+ 2024-08-11 16:55:40 INFO 0:00:00.821852s elapsed
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+
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+ 2024-08-11 16:55:40 INFO Epoch 18 / 5000:
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+ 2024-08-11 16:55:41 INFO lr: 4.9820e-05 - loss: 0.1642 - UP: 90.55% UR: 88.54% UF: 89.53% P: 88.93% R: 86.94% F: 87.92%
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+ 2024-08-11 16:55:41 INFO dev: loss: nan - UP: 72.00% UR: 58.06% UF: 64.29% P: 64.00% R: 51.61% F: 57.14%
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+ 2024-08-11 16:55:41 INFO test: loss: 0.2459 - UP: 35.07% UR: 24.63% UF: 28.94% P: 29.61% R: 20.80% F: 24.43%
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+ 2024-08-11 16:55:41 INFO 0:00:00.830016s elapsed
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+
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+ 2024-08-11 16:55:41 INFO lr: 4.9810e-05 - loss: 0.0638 - UP: 93.25% UR: 92.36% UF: 92.80% P: 91.00% R: 90.13% F: 90.56%
179
+ 2024-08-11 16:55:42 INFO dev: loss: nan - UP: 73.08% UR: 61.29% UF: 66.67% P: 65.38% R: 54.84% F: 59.65%
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+ 2024-08-11 16:55:53 INFO test: loss: 0.3213 - UP: 35.09% UR: 24.90% UF: 29.13% P: 30.28% R: 21.49% F: 25.14%
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+ 2024-08-11 16:55:54 INFO test: loss: 0.2763 - UP: 40.78% UR: 21.76% UF: 28.38% P: 35.01% R: 18.68% F: 24.37%
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+ 2024-08-11 16:55:55 INFO dev: loss: nan - UP: 90.91% UR: 64.52% UF: 75.47% P: 86.36% R: 61.29% F: 71.70%
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+ 2024-08-11 16:55:55 INFO test: loss: 0.2722 - UP: 43.59% UR: 20.83% UF: 28.19% P: 39.17% R: 18.71% F: 25.33%
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+ 2024-08-11 16:56:03 INFO test: loss: 0.3105 - UP: 39.87% UR: 23.57% UF: 29.63% P: 35.53% R: 21.01% F: 26.40%
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+ 2024-08-11 16:56:13 INFO test: loss: 0.2502 - UP: 40.72% UR: 23.69% UF: 29.96% P: 35.43% R: 20.62% F: 26.06%
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+ 2024-08-11 16:56:15 INFO test: loss: 0.2631 - UP: 45.96% UR: 20.07% UF: 27.94% P: 40.98% R: 17.90% F: 24.92%
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+ 2024-08-11 16:56:15 INFO dev: loss: nan - UP: 71.43% UR: 64.52% UF: 67.80% P: 67.86% R: 61.29% F: 64.41%
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+ 2024-08-11 16:56:15 INFO test: loss: 0.3166 - UP: 39.43% UR: 24.09% UF: 29.90% P: 34.34% R: 20.98% F: 26.04%
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+ 2024-08-11 16:56:16 INFO lr: 4.9660e-05 - loss: 0.0105 - UP: 97.44% UR: 96.82% UF: 97.12% P: 97.44% R: 96.82% F: 97.12%
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+ 2024-08-11 16:56:16 INFO test: loss: 0.3072 - UP: 37.93% UR: 25.32% UF: 30.37% P: 33.18% R: 22.16% F: 26.57%
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+ 2024-08-11 16:56:17 INFO lr: 4.9650e-05 - loss: 0.0329 - UP: 97.12% UR: 96.82% UF: 96.97% P: 97.12% R: 96.82% F: 96.97%
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+ 2024-08-11 16:56:17 INFO test: loss: 0.2949 - UP: 39.03% UR: 24.66% UF: 30.23% P: 34.30% R: 21.67% F: 26.56%
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+ 2024-08-11 16:56:18 INFO lr: 4.9640e-05 - loss: 0.0318 - UP: 97.70% UR: 94.90% UF: 96.28% P: 97.70% R: 94.90% F: 96.28%
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+ 2024-08-11 16:56:18 INFO dev: loss: nan - UP: 85.71% UR: 58.06% UF: 69.23% P: 85.71% R: 58.06% F: 69.23%
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+ 2024-08-11 16:56:18 INFO test: loss: 0.2628 - UP: 43.04% UR: 23.42% UF: 30.34% P: 37.94% R: 20.65% F: 26.74%
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+ 2024-08-11 16:56:18 INFO lr: 4.9630e-05 - loss: 0.0445 - UP: 99.34% UR: 96.18% UF: 97.73% P: 98.36% R: 95.22% F: 96.76%
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+ 2024-08-11 16:56:19 INFO dev: loss: nan - UP: 74.07% UR: 64.52% UF: 68.97% P: 70.37% R: 61.29% F: 65.52%
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+ 2024-08-11 16:56:19 INFO test: loss: 0.3110 - UP: 39.54% UR: 26.08% UF: 31.43% P: 34.51% R: 22.76% F: 27.43%
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+ 2024-08-11 16:56:19 INFO lr: 4.9620e-05 - loss: 0.0527 - UP: 96.53% UR: 97.45% UF: 96.99% P: 95.58% R: 96.50% F: 96.04%
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+ 2024-08-11 16:56:19 INFO dev: loss: nan - UP: 68.97% UR: 64.52% UF: 66.67% P: 65.52% R: 61.29% F: 63.33%
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+ 2024-08-11 16:56:20 INFO test: loss: 0.3597 - UP: 38.70% UR: 26.26% UF: 31.29% P: 33.85% R: 22.97% F: 27.37%
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+ 2024-08-11 16:56:20 INFO lr: 4.9610e-05 - loss: 0.0431 - UP: 98.68% UR: 95.22% UF: 96.92% P: 98.68% R: 95.22% F: 96.92%
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+ 2024-08-11 16:56:20 INFO dev: loss: nan - UP: 73.08% UR: 61.29% UF: 66.67% P: 73.08% R: 61.29% F: 66.67%
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+ 2024-08-11 16:56:21 INFO test: loss: 0.3153 - UP: 41.88% UR: 23.82% UF: 30.36% P: 35.24% R: 20.04% F: 25.55%
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+ 2024-08-11 16:56:21 INFO lr: 4.9600e-05 - loss: 0.0238 - UP: 99.67% UR: 97.45% UF: 98.55% P: 99.35% R: 97.13% F: 98.23%
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+ 2024-08-11 16:56:21 INFO dev: loss: nan - UP: 60.00% UR: 67.74% UF: 63.64% P: 60.00% R: 67.74% F: 63.64%
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+ 2024-08-11 16:56:21 INFO test: loss: 0.3882 - UP: 35.79% UR: 26.26% UF: 30.29% P: 30.48% R: 22.37% F: 25.80%
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+ 2024-08-11 16:56:22 INFO lr: 4.9590e-05 - loss: 0.0425 - UP: 95.62% UR: 97.45% UF: 96.53% P: 95.31% R: 97.13% F: 96.21%
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+ 2024-08-11 16:56:22 INFO dev: loss: nan - UP: 78.26% UR: 58.06% UF: 66.67% P: 78.26% R: 58.06% F: 66.67%
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+ 2024-08-11 16:56:22 INFO test: loss: 0.3514 - UP: 32.64% UR: 24.24% UF: 27.82% P: 28.01% R: 20.80% F: 23.87%
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+ 2024-08-11 16:56:23 INFO lr: 4.9580e-05 - loss: 0.0401 - UP: 98.28% UR: 90.76% UF: 94.37% P: 97.93% R: 90.45% F: 94.04%
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+ 2024-08-11 16:56:23 INFO dev: loss: nan - UP: 65.52% UR: 61.29% UF: 63.33% P: 65.52% R: 61.29% F: 63.33%
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+ 2024-08-11 16:56:23 INFO test: loss: 0.4199 - UP: 26.46% UR: 27.44% UF: 26.94% P: 22.65% R: 23.48% F: 23.06%
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+ 2024-08-11 16:56:24 INFO lr: 4.9570e-05 - loss: 0.1114 - UP: 96.76% UR: 95.22% UF: 95.99% P: 96.76% R: 95.22% F: 95.99%
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+ 2024-08-11 16:56:24 INFO test: loss: 0.4769 - UP: 21.73% UR: 31.39% UF: 25.68% P: 18.15% R: 26.23% F: 21.46%
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+ 2024-08-11 16:56:25 INFO lr: 4.9560e-05 - loss: 0.0511 - UP: 92.62% UR: 95.86% UF: 94.21% P: 91.69% R: 94.90% F: 93.27%
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+ 2024-08-11 16:56:25 INFO dev: loss: nan - UP: 66.67% UR: 70.97% UF: 68.75% P: 66.67% R: 70.97% F: 68.75%
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+ 2024-08-11 16:56:25 INFO test: loss: 0.4208 - UP: 17.51% UR: 32.81% UF: 22.84% P: 14.06% R: 26.35% F: 18.34%
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+ 2024-08-11 16:56:25 INFO dev: loss: nan - UP: 72.00% UR: 58.06% UF: 64.29% P: 72.00% R: 58.06% F: 64.29%
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+ 2024-08-11 16:56:26 INFO test: loss: 0.4763 - UP: 16.74% UR: 30.40% UF: 21.59% P: 13.32% R: 24.18% F: 17.18%
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+ 2024-08-11 16:56:27 INFO test: loss: 0.3895 - UP: 22.46% UR: 32.69% UF: 26.63% P: 18.32% R: 26.65% F: 21.71%
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+ 2024-08-11 16:56:28 INFO test: loss: 0.4426 - UP: 22.67% UR: 30.37% UF: 25.96% P: 18.86% R: 25.26% F: 21.60%
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+ 2024-08-11 16:56:29 INFO dev: loss: nan - UP: 90.91% UR: 64.52% UF: 75.47% P: 90.91% R: 64.52% F: 75.47%
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+ 2024-08-11 16:56:29 INFO test: loss: 0.3104 - UP: 35.01% UR: 23.27% UF: 27.96% P: 29.47% R: 19.59% F: 23.54%
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+ 2024-08-11 16:56:37 INFO lr: 4.9500e-05 - loss: 0.0029 - UP: 99.33% UR: 94.59% UF: 96.90% P: 99.33% R: 94.59% F: 96.90%
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+ 2024-08-11 16:56:47 INFO dev: loss: nan - UP: 76.92% UR: 64.52% UF: 70.18% P: 46.15% R: 38.71% F: 42.11%
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+ 2024-08-11 16:56:47 INFO test: loss: 0.3489 - UP: 30.27% UR: 30.27% UF: 30.27% P: 24.98% R: 24.99% F: 24.99%
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+ 2024-08-11 16:56:48 INFO dev: loss: nan - UP: 70.83% UR: 54.84% UF: 61.82% P: 70.83% R: 54.84% F: 61.82%
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+ 2024-08-11 16:56:48 INFO test: loss: 0.3175 - UP: 29.58% UR: 28.55% UF: 29.06% P: 25.86% R: 24.96% F: 25.40%
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+ 2024-08-11 16:56:49 INFO dev: loss: nan - UP: 75.00% UR: 58.06% UF: 65.45% P: 70.83% R: 54.84% F: 61.82%
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+ 2024-08-11 16:56:49 INFO test: loss: 0.3994 - UP: 25.97% UR: 32.03% UF: 28.68% P: 21.05% R: 25.96% F: 23.25%
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+ 2024-08-11 16:56:50 INFO dev: loss: nan - UP: 67.74% UR: 67.74% UF: 67.74% P: 64.52% R: 64.52% F: 64.52%
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+ 2024-08-11 16:56:50 INFO test: loss: 0.3885 - UP: 26.07% UR: 31.21% UF: 28.41% P: 22.09% R: 26.44% F: 24.07%
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+ 2024-08-11 16:56:50 INFO dev: loss: nan - UP: 73.33% UR: 70.97% UF: 72.13% P: 70.00% R: 67.74% F: 68.85%
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+ 2024-08-11 16:56:51 INFO test: loss: 0.3640 - UP: 27.32% UR: 28.80% UF: 28.04% P: 23.17% R: 24.42% F: 23.78%
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413
+ 2024-08-11 16:56:51 INFO dev: loss: nan - UP: 72.00% UR: 58.06% UF: 64.29% P: 64.00% R: 51.61% F: 57.14%
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+ 2024-08-11 16:56:52 INFO test: loss: 0.4140 - UP: 25.12% UR: 30.46% UF: 27.53% P: 20.49% R: 24.84% F: 22.46%
415
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+ 2024-08-11 16:56:52 INFO lr: 4.9410e-05 - loss: 0.0101 - UP: 100.00% UR: 98.41% UF: 99.20% P: 99.68% R: 98.09% F: 98.88%
419
+ 2024-08-11 16:56:52 INFO dev: loss: nan - UP: 72.00% UR: 58.06% UF: 64.29% P: 64.00% R: 51.61% F: 57.14%
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+ 2024-08-11 16:56:53 INFO test: loss: 0.4727 - UP: 22.62% UR: 31.39% UF: 26.30% P: 18.43% R: 25.57% F: 21.42%
421
+ 2024-08-11 16:56:53 INFO 0:00:00.869858s elapsed
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+ 2024-08-11 16:56:53 INFO lr: 4.9400e-05 - loss: 0.0955 - UP: 98.72% UR: 98.41% UF: 98.56% P: 98.40% R: 98.09% F: 98.25%
425
+ 2024-08-11 16:56:53 INFO dev: loss: nan - UP: 72.00% UR: 58.06% UF: 64.29% P: 68.00% R: 54.84% F: 60.71%
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+ 2024-08-11 16:56:53 INFO test: loss: 0.4754 - UP: 23.91% UR: 30.97% UF: 26.99% P: 19.55% R: 25.32% F: 22.07%
427
+ 2024-08-11 16:56:53 INFO 0:00:00.853223s elapsed
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+ 2024-08-11 16:56:54 INFO lr: 4.9390e-05 - loss: 0.0195 - UP: 97.76% UR: 97.13% UF: 97.44% P: 97.76% R: 97.13% F: 97.44%
431
+ 2024-08-11 16:56:54 INFO dev: loss: nan - UP: 70.83% UR: 54.84% UF: 61.82% P: 70.83% R: 54.84% F: 61.82%
432
+ 2024-08-11 16:56:54 INFO test: loss: 0.4061 - UP: 32.23% UR: 26.80% UF: 29.27% P: 26.79% R: 22.28% F: 24.32%
433
+ 2024-08-11 16:56:54 INFO 0:00:00.859267s elapsed
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+ 2024-08-11 16:56:55 INFO lr: 4.9380e-05 - loss: 0.0208 - UP: 98.09% UR: 98.09% UF: 98.09% P: 98.09% R: 98.09% F: 98.09%
437
+ 2024-08-11 16:56:55 INFO dev: loss: nan - UP: 73.91% UR: 54.84% UF: 62.96% P: 73.91% R: 54.84% F: 62.96%
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+ 2024-08-11 16:56:55 INFO test: loss: 0.3568 - UP: 38.05% UR: 24.99% UF: 30.17% P: 31.89% R: 20.95% F: 25.29%
439
+ 2024-08-11 16:56:55 INFO 0:00:00.874150s elapsed
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+ 2024-08-11 16:56:56 INFO lr: 4.9370e-05 - loss: 0.0565 - UP: 99.68% UR: 98.41% UF: 99.04% P: 99.68% R: 98.41% F: 99.04%
443
+ 2024-08-11 16:56:56 INFO dev: loss: nan - UP: 72.00% UR: 58.06% UF: 64.29% P: 72.00% R: 58.06% F: 64.29%
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+ 2024-08-11 16:56:56 INFO test: loss: 0.3721 - UP: 33.85% UR: 26.92% UF: 29.99% P: 28.54% R: 22.70% F: 25.29%
445
+ 2024-08-11 16:56:56 INFO 0:00:00.854826s elapsed
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+ 2024-08-11 16:56:56 INFO lr: 4.9360e-05 - loss: 0.0073 - UP: 98.38% UR: 96.82% UF: 97.59% P: 98.06% R: 96.50% F: 97.27%
449
+ 2024-08-11 16:56:57 INFO dev: loss: nan - UP: 63.89% UR: 74.19% UF: 68.66% P: 61.11% R: 70.97% F: 65.67%
450
+ 2024-08-11 16:56:57 INFO test: loss: 0.3985 - UP: 28.02% UR: 29.19% UF: 28.59% P: 23.67% R: 24.66% F: 24.16%
451
+ 2024-08-11 16:56:57 INFO 0:00:00.821678s elapsed
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+ 2024-08-11 16:56:57 INFO lr: 4.9350e-05 - loss: 0.0008 - UP: 97.78% UR: 98.41% UF: 98.10% P: 97.47% R: 98.09% F: 97.78%
455
+ 2024-08-11 16:56:57 INFO dev: loss: nan - UP: 63.33% UR: 61.29% UF: 62.30% P: 63.33% R: 61.29% F: 62.30%
456
+ 2024-08-11 16:56:58 INFO test: loss: 0.3450 - UP: 30.64% UR: 28.34% UF: 29.44% P: 26.04% R: 24.09% F: 25.02%
457
+ 2024-08-11 16:56:58 INFO 0:00:00.857680s elapsed
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+ 2024-08-11 16:56:58 INFO lr: 4.9340e-05 - loss: 0.1967 - UP: 95.09% UR: 98.73% UF: 96.87% P: 94.79% R: 98.41% F: 96.56%
461
+ 2024-08-11 16:56:58 INFO dev: loss: nan - UP: 73.91% UR: 54.84% UF: 62.96% P: 73.91% R: 54.84% F: 62.96%
462
+ 2024-08-11 16:56:59 INFO test: loss: 0.2962 - UP: 40.65% UR: 25.99% UF: 31.71% P: 34.37% R: 21.97% F: 26.81%
463
+ 2024-08-11 16:56:59 INFO 0:00:00.869963s elapsed
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+ 2024-08-11 16:56:59 INFO lr: 4.9330e-05 - loss: 0.0353 - UP: 96.14% UR: 95.22% UF: 95.68% P: 95.82% R: 94.90% F: 95.36%
467
+ 2024-08-11 16:56:59 INFO dev: loss: nan - UP: 73.91% UR: 54.84% UF: 62.96% P: 73.91% R: 54.84% F: 62.96%
468
+ 2024-08-11 16:56:59 INFO test: loss: 0.3185 - UP: 41.77% UR: 25.96% UF: 32.02% P: 35.60% R: 22.12% F: 27.29%
469
+ 2024-08-11 16:56:59 INFO 0:00:00.878472s elapsed
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+ 2024-08-11 16:57:00 INFO lr: 4.9320e-05 - loss: 0.0179 - UP: 97.07% UR: 94.90% UF: 95.97% P: 96.42% R: 94.27% F: 95.33%
473
+ 2024-08-11 16:57:00 INFO dev: loss: nan - UP: 65.38% UR: 54.84% UF: 59.65% P: 65.38% R: 54.84% F: 59.65%
474
+ 2024-08-11 16:57:00 INFO test: loss: 0.3387 - UP: 37.88% UR: 26.83% UF: 31.41% P: 32.21% R: 22.82% F: 26.71%
475
+ 2024-08-11 16:57:00 INFO 0:00:00.871119s elapsed
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+ 2024-08-11 16:57:00 INFO Epoch 69 / 5000:
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+ 2024-08-11 16:57:01 INFO lr: 4.9310e-05 - loss: 0.0529 - UP: 98.71% UR: 97.13% UF: 97.91% P: 98.38% R: 96.82% F: 97.59%
479
+ 2024-08-11 16:57:01 INFO dev: loss: nan - UP: 62.07% UR: 58.06% UF: 60.00% P: 62.07% R: 58.06% F: 60.00%
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+ 2024-08-11 16:57:01 INFO test: loss: 0.4288 - UP: 29.56% UR: 29.76% UF: 29.66% P: 24.88% R: 25.05% F: 24.97%
481
+ 2024-08-11 16:57:01 INFO 0:00:00.869476s elapsed
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+ 2024-08-11 16:57:01 INFO Epoch 70 / 5000:
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+ 2024-08-11 16:57:02 INFO lr: 4.9300e-05 - loss: 0.0004 - UP: 97.45% UR: 97.45% UF: 97.45% P: 97.13% R: 97.13% F: 97.13%
485
+ 2024-08-11 16:57:02 INFO dev: loss: nan - UP: 61.76% UR: 67.74% UF: 64.62% P: 58.82% R: 64.52% F: 61.54%
486
+ 2024-08-11 16:57:02 INFO test: loss: 0.5012 - UP: 26.65% UR: 30.82% UF: 28.58% P: 22.37% R: 25.87% F: 23.99%
487
+ 2024-08-11 16:57:02 INFO 0:00:00.880862s elapsed
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+ 2024-08-11 16:57:03 INFO lr: 4.9290e-05 - loss: 0.2560 - UP: 95.67% UR: 98.41% UF: 97.02% P: 95.36% R: 98.09% F: 96.70%
491
+ 2024-08-11 16:57:03 INFO dev: loss: nan - UP: 58.97% UR: 74.19% UF: 65.71% P: 56.41% R: 70.97% F: 62.86%
492
+ 2024-08-11 16:57:03 INFO test: loss: 0.4878 - UP: 24.24% UR: 29.31% UF: 26.54% P: 20.02% R: 24.21% F: 21.92%
493
+ 2024-08-11 16:57:03 INFO 0:00:00.853172s elapsed
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+ 2024-08-11 16:57:03 INFO lr: 4.9280e-05 - loss: 0.2204 - UP: 93.77% UR: 91.08% UF: 92.41% P: 93.11% R: 90.45% F: 91.76%
497
+ 2024-08-11 16:57:03 INFO dev: loss: nan - UP: 66.67% UR: 64.52% UF: 65.57% P: 66.67% R: 64.52% F: 65.57%
498
+ 2024-08-11 16:57:04 INFO test: loss: 0.4121 - UP: 27.16% UR: 26.98% UF: 27.07% P: 22.51% R: 22.37% F: 22.44%
499
+ 2024-08-11 16:57:04 INFO 0:00:00.827186s elapsed
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+ 2024-08-11 16:57:04 INFO lr: 4.9270e-05 - loss: 0.7745 - UP: 90.07% UR: 80.89% UF: 85.23% P: 87.94% R: 78.98% F: 83.22%
503
+ 2024-08-11 16:57:04 INFO dev: loss: nan - UP: 80.00% UR: 51.61% UF: 62.75% P: 80.00% R: 51.61% F: 62.75%
504
+ 2024-08-11 16:57:05 INFO test: loss: 0.3077 - UP: 32.18% UR: 23.60% UF: 27.23% P: 27.37% R: 20.07% F: 23.16%
505
+ 2024-08-11 16:57:05 INFO 0:00:00.868027s elapsed
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+ 2024-08-11 16:57:05 INFO lr: 4.9260e-05 - loss: 0.1814 - UP: 93.24% UR: 65.92% UF: 77.24% P: 92.34% R: 65.29% F: 76.49%
509
+ 2024-08-11 16:57:05 INFO dev: loss: nan - UP: 71.43% UR: 48.39% UF: 57.69% P: 66.67% R: 45.16% F: 53.85%
510
+ 2024-08-11 16:57:06 INFO test: loss: 0.2835 - UP: 29.07% UR: 31.54% UF: 30.25% P: 24.65% R: 26.74% F: 25.65%
511
+ 2024-08-11 16:57:06 INFO 0:00:00.852176s elapsed
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+ 2024-08-11 16:57:06 INFO lr: 4.9250e-05 - loss: 0.1781 - UP: 86.73% UR: 81.21% UF: 83.88% P: 86.39% R: 80.89% F: 83.55%
515
+ 2024-08-11 16:57:06 INFO dev: loss: nan - UP: 71.43% UR: 64.52% UF: 67.80% P: 67.86% R: 61.29% F: 64.41%
516
+ 2024-08-11 16:57:06 INFO test: loss: 0.2848 - UP: 29.56% UR: 32.72% UF: 31.06% P: 25.82% R: 28.58% F: 27.13%
517
+ 2024-08-11 16:57:06 INFO 0:00:00.835550s elapsed
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+ 2024-08-11 16:57:06 INFO Epoch 76 / 5000:
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+ 2024-08-11 16:57:07 INFO lr: 4.9240e-05 - loss: 0.2534 - UP: 96.58% UR: 80.89% UF: 88.04% P: 96.58% R: 80.89% F: 88.04%
521
+ 2024-08-11 16:57:07 INFO dev: loss: nan - UP: 85.71% UR: 58.06% UF: 69.23% P: 76.19% R: 51.61% F: 61.54%
522
+ 2024-08-11 16:57:07 INFO test: loss: 0.2677 - UP: 35.73% UR: 27.74% UF: 31.23% P: 31.10% R: 24.15% F: 27.19%
523
+ 2024-08-11 16:57:07 INFO 0:00:00.875237s elapsed
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+ 2024-08-11 16:57:08 INFO lr: 4.9230e-05 - loss: 0.0601 - UP: 93.62% UR: 84.08% UF: 88.59% P: 93.26% R: 83.76% F: 88.26%
527
+ 2024-08-11 16:57:08 INFO dev: loss: nan - UP: 86.96% UR: 64.52% UF: 74.07% P: 69.57% R: 51.61% F: 59.26%
528
+ 2024-08-11 16:57:08 INFO test: loss: 0.2652 - UP: 36.81% UR: 26.53% UF: 30.84% P: 31.74% R: 22.88% F: 26.59%
529
+ 2024-08-11 16:57:08 INFO 0:00:00.819470s elapsed
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+ 2024-08-11 16:57:08 INFO lr: 4.9220e-05 - loss: 0.1407 - UP: 94.98% UR: 84.39% UF: 89.38% P: 93.55% R: 83.12% F: 88.03%
533
+ 2024-08-11 16:57:09 INFO dev: loss: nan - UP: 70.37% UR: 61.29% UF: 65.52% P: 62.96% R: 54.84% F: 58.62%
534
+ 2024-08-11 16:57:09 INFO test: loss: 0.3185 - UP: 34.98% UR: 27.38% UF: 30.71% P: 30.66% R: 24.00% F: 26.92%
535
+ 2024-08-11 16:57:09 INFO 0:00:00.831691s elapsed
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+ 2024-08-11 16:57:09 INFO lr: 4.9210e-05 - loss: 0.0196 - UP: 93.24% UR: 87.90% UF: 90.49% P: 93.24% R: 87.90% F: 90.49%
539
+ 2024-08-11 16:57:09 INFO dev: loss: nan - UP: 75.86% UR: 70.97% UF: 73.33% P: 68.97% R: 64.52% F: 66.67%
540
+ 2024-08-11 16:57:10 INFO test: loss: 0.4327 - UP: 22.51% UR: 31.66% UF: 26.31% P: 19.23% R: 27.04% F: 22.48%
541
+ 2024-08-11 16:57:10 INFO 0:00:00.855603s elapsed
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+ 2024-08-11 16:57:10 INFO lr: 4.9200e-05 - loss: 0.0450 - UP: 94.18% UR: 87.58% UF: 90.76% P: 93.15% R: 86.62% F: 89.77%
545
+ 2024-08-11 16:57:10 INFO dev: loss: nan - UP: 59.46% UR: 70.97% UF: 64.71% P: 45.95% R: 54.84% F: 50.00%
546
+ 2024-08-11 16:57:11 INFO test: loss: 0.4921 - UP: 21.14% UR: 32.18% UF: 25.52% P: 17.33% R: 26.38% F: 20.92%
547
+ 2024-08-11 16:57:11 INFO 0:00:00.873572s elapsed
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+ 2024-08-11 16:57:11 INFO Epoch 81 / 5000:
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+ 2024-08-11 16:57:11 INFO lr: 4.9190e-05 - loss: 0.0412 - UP: 92.06% UR: 92.36% UF: 92.21% P: 90.48% R: 90.76% F: 90.62%
551
+ 2024-08-11 16:57:11 INFO dev: loss: nan - UP: 52.63% UR: 64.52% UF: 57.97% P: 50.00% R: 61.29% F: 55.07%
552
+ 2024-08-11 16:57:11 INFO test: loss: 0.5593 - UP: 19.76% UR: 33.23% UF: 24.78% P: 16.40% R: 27.59% F: 20.57%
553
+ 2024-08-11 16:57:11 INFO 0:00:00.855273s elapsed
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+
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+ 2024-08-11 16:57:19 INFO Epoch 51 saved
556
+ 2024-08-11 16:57:19 INFO dev: UP: 89.29% UR: 80.65% UF: 84.75% P: 85.71% R: 77.42% F: 81.36%
557
+ 2024-08-11 16:57:19 INFO test: UP: 29.36% UR: 27.29% UF: 28.29% P: 25.56% R: 23.75% F: 24.62%
558
+ 2024-08-11 16:57:19 INFO 0:01:09.784824s elapsed, 0:00:00.861541s/epoch