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SemEval-2022-Task-10
structured-sentiment-analysis
sentiment-analysis
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  1. .gitattributes +4 -0
  2. models/mpqa/sdp_random/20/model_vi_mpqa_infoxlm_10 +3 -0
  3. models/mpqa/sdp_random/20/model_vi_mpqa_infoxlm_10.train.log +745 -0
  4. models/mpqa/sdp_random/20/model_vi_mpqa_mbert_8 +3 -0
  5. models/mpqa/sdp_random/20/model_vi_mpqa_mbert_8.train.log +613 -0
  6. models/mpqa/sdp_random/20/model_vi_mpqa_roberta_6 +3 -0
  7. models/mpqa/sdp_random/20/model_vi_mpqa_roberta_6.train.log +444 -0
  8. models/mpqa/sdp_random/20/model_vi_mpqa_twxlmsa_9 +3 -0
  9. models/mpqa/sdp_random/20/model_vi_mpqa_twxlmsa_9.train.log +535 -0
  10. models/mpqa/sdp_random/20/model_vi_mpqa_xlm_10.train.log +91 -0
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+ 2024-01-01 21:46:43 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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+ batch_size | 1500
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+ update_steps | 1
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+ mode | train
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+ path | /home/marvin/structured-sentiment-analysis-bis/models/mpqa/sdp_random/20/model_vi_mpqa_infoxlm_10
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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/mpqa/head_final/sdp_random/20/train.conllu
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+ dev | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/mpqa/head_final/sdp_random/20/dev.conllu
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+ test | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/mpqa/head_final/sdp/test.conllu
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+ embed | data/glove.6B.100d.txt
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+ unk | unk
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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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+ 2024-01-01 21:46:43 INFO Building the fields
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+ 2024-01-01 21:46:45 INFO CoNLL(
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+ (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
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+ (labels): ChartField()
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+ )
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+ 2024-01-01 21:46:45 INFO Building the model
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+ 2024-01-01 21:46:49 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=5, 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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+ 2024-01-01 21:46:49 INFO Loading the data
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+ 2024-01-01 21:46:53 INFO
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+ train: Dataset(n_sentences=1173, n_batches=35, n_buckets=32)
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+ dev: Dataset(n_sentences=411, n_batches=32, n_buckets=32)
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+ test: Dataset(n_sentences=2112, n_batches=48, n_buckets=32)
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+
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+ 2024-01-01 21:46:53 INFO Epoch 1 / 5000:
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+ 2024-01-01 21:47:01 INFO lr: 4.9990e-05 - loss: 0.1303 - UP: 0.38% UR: 4.97% UF: 0.71% P: 0.06% R: 0.81% F: 0.11%
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+ 2024-01-01 21:47:02 INFO dev: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2024-01-01 21:47:06 INFO test: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2024-01-01 21:47:06 INFO 0:00:12.407293s elapsed
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+
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+ 2024-01-01 21:47:06 INFO Epoch 2 / 5000:
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+ 2024-01-01 21:47:12 INFO lr: 4.9980e-05 - loss: 0.1122 - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2024-01-01 21:47:13 INFO dev: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2024-01-01 21:47:17 INFO test: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2024-01-01 21:47:17 INFO 0:00:11.000811s elapsed
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+
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+ 2024-01-01 21:47:17 INFO Epoch 3 / 5000:
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+ 2024-01-01 21:47:23 INFO lr: 4.9970e-05 - loss: 0.1109 - UP: 25.00% UR: 0.03% UF: 0.07% P: 0.00% R: 0.00% F: 0.00%
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+ 2024-01-01 21:47:24 INFO dev: loss: nan - UP: 100.00% UR: 0.11% UF: 0.21% P: 0.00% R: 0.00% F: 0.00%
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+ 2024-01-01 21:47:28 INFO test: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2024-01-01 21:47:28 INFO 0:00:11.036353s elapsed
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+ 2024-01-01 21:47:34 INFO lr: 4.9960e-05 - loss: 0.0644 - UP: 12.33% UR: 0.30% UF: 0.59% P: 9.59% R: 0.24% F: 0.46%
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+ 2024-01-01 21:47:35 INFO dev: loss: nan - UP: 28.57% UR: 0.21% UF: 0.42% P: 14.29% R: 0.11% F: 0.21%
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+ 2024-01-01 21:47:39 INFO test: loss: nan - UP: 66.67% UR: 0.04% UF: 0.08% P: 33.33% R: 0.02% F: 0.04%
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+ 2024-01-01 21:47:44 INFO 0:00:10.997785s elapsed (saved)
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+ 2024-01-01 21:47:50 INFO lr: 4.9950e-05 - loss: 0.0629 - UP: 9.89% UR: 0.30% UF: 0.59% P: 4.40% R: 0.13% F: 0.26%
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+ 2024-01-01 21:47:51 INFO dev: loss: nan - UP: 60.00% UR: 0.32% UF: 0.63% P: 40.00% R: 0.21% F: 0.42%
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+ 2024-01-01 21:47:55 INFO test: loss: nan - UP: 50.00% UR: 0.13% UF: 0.25% P: 41.67% R: 0.11% F: 0.21%
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+ 2024-01-01 21:48:01 INFO 0:00:11.106490s elapsed (saved)
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+ 2024-01-01 21:48:07 INFO lr: 4.9940e-05 - loss: 0.0530 - UP: 31.25% UR: 0.67% UF: 1.32% P: 28.12% R: 0.61% F: 1.18%
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+ 2024-01-01 21:48:09 INFO dev: loss: nan - UP: 50.00% UR: 0.21% UF: 0.42% P: 50.00% R: 0.21% F: 0.42%
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+ 2024-01-01 21:48:12 INFO test: loss: nan - UP: 73.33% UR: 0.23% UF: 0.46% P: 60.00% R: 0.19% F: 0.38%
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+ 2024-01-01 21:48:18 INFO 0:00:10.983044s elapsed (saved)
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+ 2024-01-01 21:48:22 INFO lr: 4.9930e-05 - loss: 0.0662 - UP: 37.25% UR: 0.64% UF: 1.26% P: 31.37% R: 0.54% F: 1.06%
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+ 2024-01-01 21:48:23 INFO dev: loss: nan - UP: 62.16% UR: 2.44% UF: 4.69% P: 48.65% R: 1.91% F: 3.67%
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+ 2024-01-01 21:48:24 INFO test: loss: nan - UP: 67.53% UR: 2.77% UF: 5.32% P: 49.48% R: 2.03% F: 3.90%
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+ 2024-01-01 21:48:30 INFO 0:00:05.866980s elapsed (saved)
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+ 2024-01-01 21:48:30 INFO Epoch 8 / 5000:
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+ 2024-01-01 21:48:37 INFO lr: 4.9920e-05 - loss: 0.0170 - UP: 35.50% UR: 2.39% UF: 4.47% P: 33.00% R: 2.22% F: 4.16%
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+ 2024-01-01 21:48:38 INFO dev: loss: nan - UP: 67.86% UR: 4.03% UF: 7.61% P: 60.71% R: 3.61% F: 6.81%
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+ 2024-01-01 21:48:41 INFO test: loss: nan - UP: 68.75% UR: 4.42% UF: 8.30% P: 58.22% R: 3.74% F: 7.03%
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+ 2024-01-01 21:48:48 INFO 0:00:10.965302s elapsed (saved)
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+
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+ 2024-01-01 21:48:48 INFO Epoch 9 / 5000:
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+ 2024-01-01 21:48:55 INFO lr: 4.9910e-05 - loss: 0.0765 - UP: 46.12% UR: 3.39% UF: 6.32% P: 42.92% R: 3.16% F: 5.89%
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+ 2024-01-01 21:48:56 INFO dev: loss: nan - UP: 62.30% UR: 4.03% UF: 7.57% P: 52.46% R: 3.39% F: 6.37%
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+ 2024-01-01 21:48:59 INFO test: loss: nan - UP: 62.09% UR: 5.16% UF: 9.52% P: 54.45% R: 4.52% F: 8.35%
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+ 2024-01-01 21:48:59 INFO 0:00:11.071177s elapsed
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+
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+ 2024-01-01 21:48:59 INFO Epoch 10 / 5000:
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+ 2024-01-01 21:49:06 INFO lr: 4.9900e-05 - loss: nan - UP: 43.94% UR: 5.24% UF: 9.37% P: 42.54% R: 5.08% F: 9.07%
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+ 2024-01-01 21:49:07 INFO dev: loss: nan - UP: 57.89% UR: 2.33% UF: 4.49% P: 47.37% R: 1.91% F: 3.67%
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+ 2024-01-01 21:49:10 INFO test: loss: nan - UP: 63.41% UR: 3.70% UF: 6.99% P: 50.36% R: 2.94% F: 5.55%
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+ 2024-01-01 21:49:10 INFO 0:00:11.032840s elapsed
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+ 2024-01-01 21:49:17 INFO lr: 4.9890e-05 - loss: 0.0415 - UP: 41.23% UR: 4.27% UF: 7.74% P: 39.29% R: 4.07% F: 7.37%
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+ 2024-01-01 21:49:18 INFO dev: loss: nan - UP: 32.22% UR: 6.15% UF: 10.33% P: 28.89% R: 5.51% F: 9.26%
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+ 2024-01-01 21:49:21 INFO test: loss: nan - UP: 29.31% UR: 7.39% UF: 11.81% P: 24.62% R: 6.21% F: 9.92%
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+ 2024-01-01 21:49:28 INFO 0:00:11.186915s elapsed (saved)
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+ 2024-01-01 21:49:34 INFO lr: 4.9880e-05 - loss: 0.0089 - UP: 38.42% UR: 4.74% UF: 8.44% P: 37.60% R: 4.64% F: 8.26%
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+ 2024-01-01 21:49:36 INFO dev: loss: nan - UP: 41.92% UR: 7.42% UF: 12.61% P: 36.53% R: 6.47% F: 10.99%
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+ 2024-01-01 21:49:39 INFO test: loss: nan - UP: 38.91% UR: 10.97% UF: 17.11% P: 35.46% R: 9.99% F: 15.59%
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+ 2024-01-01 21:49:45 INFO 0:00:11.413154s elapsed (saved)
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+ 2024-01-01 21:49:52 INFO lr: 4.9870e-05 - loss: 0.0673 - UP: 67.37% UR: 10.76% UF: 18.55% P: 66.53% R: 10.62% F: 18.32%
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+ 2024-01-01 21:49:53 INFO dev: loss: nan - UP: 39.39% UR: 12.41% UF: 18.87% P: 36.36% R: 11.45% F: 17.42%
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+ 2024-01-01 21:49:57 INFO test: loss: nan - UP: 34.40% UR: 16.31% UF: 22.13% P: 32.31% R: 15.32% F: 20.78%
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+ 2024-01-01 21:50:04 INFO 0:00:11.232388s elapsed (saved)
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+ 2024-01-01 21:50:11 INFO lr: 4.9860e-05 - loss: 0.0056 - UP: 49.31% UR: 7.23% UF: 12.61% P: 49.08% R: 7.19% F: 12.55%
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+ 2024-01-01 21:50:12 INFO dev: loss: nan - UP: 40.15% UR: 5.83% UF: 10.19% P: 38.69% R: 5.62% F: 9.81%
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+ 2024-01-01 21:50:15 INFO test: loss: nan - UP: 39.76% UR: 6.28% UF: 10.84% P: 38.42% R: 6.06% F: 10.47%
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+ 2024-01-01 21:50:22 INFO lr: 4.9850e-05 - loss: 0.0072 - UP: 57.21% UR: 13.21% UF: 21.46% P: 56.33% R: 13.01% F: 21.14%
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+ 2024-01-01 21:50:23 INFO dev: loss: nan - UP: 38.22% UR: 14.10% UF: 20.60% P: 35.06% R: 12.94% F: 18.90%
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+ 2024-01-01 21:50:27 INFO test: loss: nan - UP: 35.76% UR: 17.43% UF: 23.44% P: 34.07% R: 16.61% F: 22.33%
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+ 2024-01-01 21:50:32 INFO 0:00:11.394642s elapsed (saved)
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+ 2024-01-01 21:50:39 INFO lr: 4.9840e-05 - loss: 0.0276 - UP: 59.74% UR: 19.80% UF: 29.74% P: 59.33% R: 19.66% F: 29.54%
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+ 2024-01-01 21:50:40 INFO dev: loss: nan - UP: 40.03% UR: 24.92% UF: 30.72% P: 37.48% R: 23.33% F: 28.76%
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+ 2024-01-01 21:50:43 INFO test: loss: nan - UP: 30.65% UR: 25.57% UF: 27.88% P: 29.23% R: 24.38% F: 26.59%
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+ 2024-01-01 21:50:50 INFO 0:00:11.164538s elapsed (saved)
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+ 2024-01-01 21:50:56 INFO lr: 4.9830e-05 - loss: 0.0052 - UP: 52.83% UR: 16.61% UF: 25.27% P: 52.41% R: 16.47% F: 25.06%
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+ 2024-01-01 21:50:58 INFO dev: loss: nan - UP: 50.31% UR: 8.59% UF: 14.67% P: 40.99% R: 7.00% F: 11.96%
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+ 2024-01-01 21:51:01 INFO test: loss: nan - UP: 43.85% UR: 10.31% UF: 16.70% P: 38.10% R: 8.96% F: 14.51%
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+ 2024-01-01 21:51:01 INFO 0:00:11.146862s elapsed
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+ 2024-01-01 21:51:08 INFO lr: 4.9820e-05 - loss: 0.0104 - UP: 52.27% UR: 12.37% UF: 20.01% P: 51.70% R: 12.24% F: 19.79%
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+ 2024-01-01 21:51:09 INFO dev: loss: nan - UP: 35.73% UR: 15.27% UF: 21.40% P: 33.75% R: 14.42% F: 20.21%
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+ 2024-01-01 21:51:12 INFO test: loss: nan - UP: 32.76% UR: 20.79% UF: 25.44% P: 30.83% R: 19.56% F: 23.94%
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+ 2024-01-01 21:51:12 INFO 0:00:11.202155s elapsed
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+ 2024-01-01 21:51:12 INFO Epoch 19 / 5000:
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+ 2024-01-01 21:51:19 INFO lr: 4.9810e-05 - loss: 0.0135 - UP: 55.57% UR: 16.10% UF: 24.97% P: 55.57% R: 16.10% F: 24.97%
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+ 2024-01-01 21:51:20 INFO dev: loss: nan - UP: 37.26% UR: 18.77% UF: 24.96% P: 34.74% R: 17.50% F: 23.27%
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+ 2024-01-01 21:51:23 INFO test: loss: nan - UP: 30.84% UR: 22.95% UF: 26.31% P: 29.08% R: 21.64% F: 24.81%
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+ 2024-01-01 21:51:23 INFO 0:00:11.229254s elapsed
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+ 2024-01-01 21:55:37 INFO lr: 4.9590e-05 - loss: 0.0097 - UP: 81.55% UR: 54.82% UF: 65.57% P: 81.55% R: 54.82% F: 65.57%
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+ 2024-01-01 21:55:38 INFO dev: loss: nan - UP: 43.24% UR: 28.84% UF: 34.61% P: 41.65% R: 27.78% F: 33.33%
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+ 2024-01-01 21:55:48 INFO 0:00:11.163276s elapsed (saved)
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+ 2024-01-01 21:55:55 INFO lr: 4.9580e-05 - loss: 0.0137 - UP: 77.22% UR: 58.22% UF: 66.39% P: 77.17% R: 58.18% F: 66.35%
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+ 2024-01-01 22:00:29 INFO 0:00:10.889657s elapsed (saved)
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+ 2024-01-01 22:00:51 INFO 0:00:11.081708s elapsed
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+ 2024-01-01 22:01:02 INFO 0:00:11.178187s elapsed
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+ 2024-01-01 22:01:13 INFO 0:00:11.129881s elapsed
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+ 2024-01-01 22:01:20 INFO lr: 4.9310e-05 - loss: 0.0037 - UP: 87.28% UR: 67.80% UF: 76.31% P: 87.23% R: 67.76% F: 76.28%
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+ 2024-01-01 22:01:21 INFO dev: loss: nan - UP: 40.88% UR: 23.54% UF: 29.88% P: 38.86% R: 22.38% F: 28.40%
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+ 2024-01-01 22:01:24 INFO test: loss: nan - UP: 41.98% UR: 28.65% UF: 34.06% P: 39.32% R: 26.83% F: 31.90%
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+ 2024-01-01 22:01:31 INFO lr: 4.9300e-05 - loss: 0.0047 - UP: 82.87% UR: 68.77% UF: 75.17% P: 82.79% R: 68.71% F: 75.09%
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+ 2024-01-01 22:01:35 INFO 0:00:11.179747s elapsed
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+ 2024-01-01 22:01:47 INFO test: loss: nan - UP: 40.65% UR: 33.13% UF: 36.51% P: 38.40% R: 31.29% F: 34.48%
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+ 2024-01-01 22:01:53 INFO lr: 4.9280e-05 - loss: 0.0009 - UP: 91.01% UR: 81.68% UF: 86.09% P: 91.01% R: 81.68% F: 86.09%
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+ 2024-01-01 22:01:54 INFO dev: loss: nan - UP: 44.02% UR: 30.43% UF: 35.99% P: 41.56% R: 28.74% F: 33.98%
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+ 2024-01-01 22:01:58 INFO 0:00:11.122313s elapsed
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+ 2024-01-01 22:02:04 INFO lr: 4.9270e-05 - loss: 0.0012 - UP: 91.49% UR: 80.94% UF: 85.89% P: 91.49% R: 80.94% F: 85.89%
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+ 2024-01-01 22:02:09 INFO test: loss: nan - UP: 44.26% UR: 28.10% UF: 34.38% P: 41.66% R: 26.45% F: 32.36%
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+ 2024-01-01 22:02:09 INFO 0:00:11.104447s elapsed
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+ 2024-01-01 22:02:16 INFO lr: 4.9260e-05 - loss: 0.0007 - UP: 92.11% UR: 83.93% UF: 87.83% P: 92.11% R: 83.93% F: 87.83%
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+ 2024-01-01 22:02:17 INFO dev: loss: nan - UP: 45.68% UR: 31.92% UF: 37.58% P: 41.88% R: 29.27% F: 34.46%
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+ 2024-01-01 22:02:20 INFO test: loss: nan - UP: 40.97% UR: 32.88% UF: 36.48% P: 38.81% R: 31.14% F: 34.56%
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+ 2024-01-01 22:02:20 INFO 0:00:11.238920s elapsed
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+ 2024-01-01 22:02:27 INFO lr: 4.9250e-05 - loss: 0.0082 - UP: 88.37% UR: 79.16% UF: 83.51% P: 88.37% R: 79.16% F: 83.51%
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+ 2024-01-01 22:02:28 INFO dev: loss: nan - UP: 41.49% UR: 35.95% UF: 38.52% P: 35.86% R: 31.07% F: 33.30%
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+ 2024-01-01 22:02:31 INFO test: loss: nan - UP: 34.86% UR: 35.37% UF: 35.11% P: 32.78% R: 33.26% F: 33.02%
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+ 2024-01-01 22:02:38 INFO lr: 4.9240e-05 - loss: nan - UP: 85.10% UR: 70.66% UF: 77.21% P: 84.94% R: 70.52% F: 77.06%
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+ 2024-01-01 22:02:39 INFO dev: loss: nan - UP: 56.88% UR: 16.22% UF: 25.25% P: 52.04% R: 14.85% F: 23.10%
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+ 2024-01-01 22:02:42 INFO test: loss: nan - UP: 58.19% UR: 18.99% UF: 28.64% P: 55.60% R: 18.15% F: 27.37%
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+ 2024-01-01 22:02:42 INFO 0:00:11.214301s elapsed
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+ 2024-01-01 22:02:49 INFO lr: 4.9230e-05 - loss: 0.0042 - UP: 89.91% UR: 74.55% UF: 81.51% P: 89.91% R: 74.55% F: 81.51%
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+ 2024-01-01 22:02:50 INFO dev: loss: nan - UP: 53.81% UR: 24.71% UF: 33.87% P: 49.88% R: 22.91% F: 31.40%
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+ 2024-01-01 22:02:53 INFO 0:00:11.101684s elapsed
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+ 2024-01-01 22:03:00 INFO lr: 4.9220e-05 - loss: 0.0020 - UP: 90.60% UR: 80.07% UF: 85.01% P: 90.60% R: 80.07% F: 85.01%
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+ 2024-01-01 22:03:01 INFO dev: loss: nan - UP: 43.18% UR: 26.19% UF: 32.61% P: 39.51% R: 23.97% F: 29.83%
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+ 2024-01-01 22:03:11 INFO lr: 4.9210e-05 - loss: 0.0038 - UP: 91.93% UR: 81.98% UF: 86.67% P: 91.90% R: 81.95% F: 86.64%
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+ 2024-01-01 22:03:38 INFO test: loss: nan - UP: 44.63% UR: 27.80% UF: 34.26% P: 42.93% R: 26.75% F: 32.96%
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+ 2024-01-01 22:03:45 INFO 0:00:11.091176s elapsed (saved)
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+ 2024-01-01 22:04:02 INFO 0:00:11.097454s elapsed (saved)
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+ 2024-01-01 22:06:02 INFO dev: loss: nan - UP: 44.59% UR: 31.50% UF: 36.92% P: 42.04% R: 29.69% F: 34.80%
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+ 2024-01-01 22:06:05 INFO test: loss: nan - UP: 38.23% UR: 33.00% UF: 35.42% P: 36.17% R: 31.23% F: 33.52%
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+ 2024-01-01 22:06:13 INFO dev: loss: nan - UP: 46.61% UR: 30.65% UF: 36.98% P: 44.19% R: 29.06% F: 35.06%
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+ 2024-01-01 22:06:24 INFO dev: loss: nan - UP: 47.51% UR: 28.31% UF: 35.48% P: 45.37% R: 27.04% F: 33.89%
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+ 2024-01-01 22:06:27 INFO 0:00:11.123868s elapsed
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+ 2024-01-01 22:06:35 INFO dev: loss: nan - UP: 47.11% UR: 28.53% UF: 35.54% P: 44.31% R: 26.83% F: 33.42%
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+ 2024-01-01 22:06:39 INFO test: loss: nan - UP: 41.32% UR: 30.76% UF: 35.27% P: 39.02% R: 29.05% F: 33.31%
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+ 2024-01-01 22:06:39 INFO 0:00:11.306524s elapsed
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+ 2024-01-01 22:06:45 INFO lr: 4.9030e-05 - loss: 0.0013 - UP: 93.30% UR: 88.00% UF: 90.57% P: 93.30% R: 88.00% F: 90.57%
648
+ 2024-01-01 22:06:47 INFO dev: loss: nan - UP: 47.53% UR: 29.59% UF: 36.47% P: 45.14% R: 28.10% F: 34.64%
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+ 2024-01-01 22:06:50 INFO test: loss: nan - UP: 42.11% UR: 31.19% UF: 35.83% P: 39.83% R: 29.50% F: 33.89%
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+ 2024-01-01 22:06:50 INFO 0:00:11.118057s elapsed
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+ 2024-01-01 22:06:56 INFO lr: 4.9020e-05 - loss: 0.0006 - UP: 92.89% UR: 88.27% UF: 90.52% P: 92.89% R: 88.27% F: 90.52%
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+ 2024-01-01 22:06:58 INFO dev: loss: nan - UP: 48.27% UR: 29.59% UF: 36.69% P: 45.50% R: 27.89% F: 34.58%
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+ 2024-01-01 22:07:01 INFO test: loss: nan - UP: 42.71% UR: 31.76% UF: 36.43% P: 40.27% R: 29.94% F: 34.34%
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+ 2024-01-01 22:07:01 INFO 0:00:11.209343s elapsed
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+ 2024-01-01 22:07:08 INFO lr: 4.9010e-05 - loss: 0.0011 - UP: 93.97% UR: 89.01% UF: 91.42% P: 93.97% R: 89.01% F: 91.42%
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+ 2024-01-01 22:07:09 INFO dev: loss: nan - UP: 49.82% UR: 29.80% UF: 37.29% P: 47.16% R: 28.21% F: 35.30%
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+ 2024-01-01 22:07:12 INFO test: loss: nan - UP: 43.50% UR: 31.12% UF: 36.29% P: 41.23% R: 29.50% F: 34.39%
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+ 2024-01-01 22:07:12 INFO 0:00:11.244049s elapsed
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+ 2024-01-01 22:07:19 INFO lr: 4.9000e-05 - loss: 0.0028 - UP: 93.10% UR: 89.85% UF: 91.45% P: 93.10% R: 89.85% F: 91.45%
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+ 2024-01-01 22:07:20 INFO dev: loss: nan - UP: 47.27% UR: 35.74% UF: 40.70% P: 44.74% R: 33.83% F: 38.53%
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+ 2024-01-01 22:07:24 INFO test: loss: nan - UP: 41.20% UR: 35.43% UF: 38.10% P: 38.87% R: 33.42% F: 35.94%
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+ 2024-01-01 22:07:24 INFO 0:00:11.218400s elapsed
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+ 2024-01-01 22:07:30 INFO lr: 4.8990e-05 - loss: 0.0005 - UP: 94.67% UR: 89.55% UF: 92.04% P: 94.67% R: 89.55% F: 92.04%
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+ 2024-01-01 22:07:31 INFO dev: loss: nan - UP: 48.18% UR: 30.86% UF: 37.62% P: 45.70% R: 29.27% F: 35.68%
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+ 2024-01-01 22:07:35 INFO test: loss: nan - UP: 43.85% UR: 32.94% UF: 37.62% P: 41.55% R: 31.21% F: 35.64%
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+ 2024-01-01 22:07:35 INFO 0:00:11.133219s elapsed
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+ 2024-01-01 22:07:41 INFO lr: 4.8980e-05 - loss: nan - UP: 94.53% UR: 90.59% UF: 92.52% P: 94.49% R: 90.55% F: 92.48%
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+ 2024-01-01 22:07:43 INFO dev: loss: nan - UP: 48.63% UR: 28.21% UF: 35.70% P: 46.44% R: 26.94% F: 34.09%
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+ 2024-01-01 22:07:46 INFO test: loss: nan - UP: 45.95% UR: 31.31% UF: 37.25% P: 43.81% R: 29.85% F: 35.51%
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+ 2024-01-01 22:07:46 INFO 0:00:11.239377s elapsed
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+ 2024-01-01 22:07:53 INFO lr: 4.8970e-05 - loss: 0.0032 - UP: 88.71% UR: 68.17% UF: 77.10% P: 88.71% R: 68.17% F: 77.10%
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+ 2024-01-01 22:07:54 INFO dev: loss: nan - UP: 33.28% UR: 46.66% UF: 38.85% P: 31.54% R: 44.22% F: 36.82%
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+ 2024-01-01 22:07:57 INFO test: loss: nan - UP: 27.66% UR: 41.81% UF: 33.30% P: 26.00% R: 39.30% F: 31.29%
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+ 2024-01-01 22:07:57 INFO 0:00:11.202396s elapsed
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+ 2024-01-01 22:08:04 INFO lr: 4.8960e-05 - loss: 0.0008 - UP: 85.10% UR: 74.12% UF: 79.23% P: 85.10% R: 74.12% F: 79.23%
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+ 2024-01-01 22:08:05 INFO dev: loss: nan - UP: 52.46% UR: 28.31% UF: 36.78% P: 49.51% R: 26.72% F: 34.71%
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+ 2024-01-01 22:08:08 INFO test: loss: nan - UP: 45.10% UR: 29.45% UF: 35.63% P: 43.06% R: 28.12% F: 34.02%
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+ 2024-01-01 22:08:08 INFO 0:00:11.107939s elapsed
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+ 2024-01-01 22:08:15 INFO lr: 4.8950e-05 - loss: 0.0015 - UP: 93.88% UR: 85.58% UF: 89.54% P: 93.84% R: 85.55% F: 89.50%
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+ 2024-01-01 22:08:16 INFO dev: loss: nan - UP: 53.89% UR: 29.37% UF: 38.02% P: 51.56% R: 28.10% F: 36.38%
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+ 2024-01-01 22:08:20 INFO test: loss: nan - UP: 46.82% UR: 28.90% UF: 35.74% P: 44.39% R: 27.40% F: 33.89%
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+ 2024-01-01 22:08:20 INFO 0:00:11.295888s elapsed
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+ 2024-01-01 22:08:26 INFO lr: 4.8940e-05 - loss: nan - UP: 89.01% UR: 81.95% UF: 85.33% P: 88.94% R: 81.88% F: 85.26%
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+ 2024-01-01 22:08:27 INFO dev: loss: nan - UP: 45.07% UR: 27.15% UF: 33.88% P: 42.43% R: 25.56% F: 31.90%
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+ 2024-01-01 22:08:31 INFO test: loss: nan - UP: 41.89% UR: 28.97% UF: 34.25% P: 40.05% R: 27.70% F: 32.75%
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+ 2024-01-01 22:08:31 INFO 0:00:11.083729s elapsed
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+ 2024-01-01 22:08:37 INFO lr: 4.8930e-05 - loss: 0.0007 - UP: 92.27% UR: 84.67% UF: 88.31% P: 92.23% R: 84.64% F: 88.27%
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+ 2024-01-01 22:08:38 INFO dev: loss: nan - UP: 51.70% UR: 25.77% UF: 34.39% P: 48.94% R: 24.39% F: 32.55%
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+ 2024-01-01 22:08:42 INFO 0:00:11.163471s elapsed
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+ 2024-01-01 22:08:48 INFO lr: 4.8920e-05 - loss: 0.0004 - UP: 93.27% UR: 87.13% UF: 90.09% P: 93.23% R: 87.09% F: 90.06%
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+ 2024-01-01 22:08:50 INFO dev: loss: nan - UP: 49.32% UR: 34.36% UF: 40.50% P: 47.34% R: 32.98% F: 38.87%
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+ 2024-01-01 22:08:53 INFO test: loss: nan - UP: 42.77% UR: 33.00% UF: 37.26% P: 40.94% R: 31.59% F: 35.66%
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+ 2024-01-01 22:09:00 INFO lr: 4.8910e-05 - loss: 0.0020 - UP: 94.11% UR: 88.67% UF: 91.31% P: 94.08% R: 88.64% F: 91.28%
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+ 2024-01-01 22:09:01 INFO dev: loss: nan - UP: 46.44% UR: 36.69% UF: 41.00% P: 44.30% R: 34.99% F: 39.10%
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+ 2024-01-01 22:09:04 INFO 0:00:11.053901s elapsed
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+ 2024-01-01 22:09:12 INFO dev: loss: nan - UP: 48.08% UR: 34.57% UF: 40.22% P: 46.31% R: 33.30% F: 38.74%
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+ 2024-01-01 22:09:15 INFO test: loss: nan - UP: 42.24% UR: 33.04% UF: 37.08% P: 40.35% R: 31.57% F: 35.42%
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+ 2024-01-01 22:09:22 INFO lr: 4.8890e-05 - loss: 0.0018 - UP: 94.68% UR: 90.39% UF: 92.48% P: 94.65% R: 90.35% F: 92.45%
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+ 2024-01-01 22:09:23 INFO dev: loss: nan - UP: 50.72% UR: 33.40% UF: 40.28% P: 48.31% R: 31.81% F: 38.36%
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+ 2024-01-01 22:09:33 INFO lr: 4.8880e-05 - loss: 0.0021 - UP: 93.75% UR: 90.18% UF: 91.93% P: 93.68% R: 90.12% F: 91.86%
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+ 2024-01-01 22:09:34 INFO dev: loss: nan - UP: 51.96% UR: 33.72% UF: 40.90% P: 49.18% R: 31.92% F: 38.71%
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+ 2024-01-01 22:09:38 INFO 0:00:11.247332s elapsed
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+ 2024-01-01 22:09:50 INFO Epoch 82 saved
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+ 2024-01-01 22:09:50 INFO dev: UP: 56.36% UR: 34.78% UF: 43.02% P: 52.23% R: 32.24% F: 39.87%
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+ 2024-01-01 22:09:50 INFO test: UP: 43.63% UR: 29.94% UF: 35.51% P: 41.56% R: 28.52% F: 33.83%
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+ 2024-01-01 22:09:50 INFO 0:20:44.550877s elapsed, 0:00:11.112061s/epoch
models/mpqa/sdp_random/20/model_vi_mpqa_mbert_8 ADDED
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1
+ 2024-01-01 21:20:40 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
+ batch_size | 4000
15
+ update_steps | 1
16
+ mode | train
17
+ path | /home/marvin/structured-sentiment-analysis-bis/models/mpqa/sdp_random/20/model_vi_mpqa_mbert_8
18
+ device | 1
19
+ seed | 1
20
+ threads | 16
21
+ local_rank | -1
22
+ feat | None
23
+ build | True
24
+ checkpoint | False
25
+ encoder | bert
26
+ max_len | None
27
+ buckets | 32
28
+ train | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/mpqa/head_final/sdp_random/20/train.conllu
29
+ dev | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/mpqa/head_final/sdp_random/20/dev.conllu
30
+ test | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/mpqa/head_final/sdp/test.conllu
31
+ embed | data/glove.6B.100d.txt
32
+ unk | unk
33
+ n_embed | 100
34
+ n_embed_proj | 125
35
+ bert | bert-base-multilingual-cased
36
+ inference | mfvi
37
+ ---------------------+-------------------------------
38
+
39
+ 2024-01-01 21:20:40 INFO Building the fields
40
+ 2024-01-01 21:20:41 INFO CoNLL(
41
+ (words): SubwordField(pad=[PAD], unk=[UNK], bos=[CLS])
42
+ (labels): ChartField()
43
+ )
44
+ 2024-01-01 21:20:41 INFO Building the model
45
+ 2024-01-01 21:20:43 INFO VISemanticDependencyModel(
46
+ (encoder): TransformerEmbedding(bert-base-multilingual-cased, n_layers=4, n_out=768, stride=256, pooling=mean, pad_index=0, requires_grad=True)
47
+ (encoder_dropout): Dropout(p=0.33, inplace=False)
48
+ (edge_mlp_d): MLP(n_in=768, n_out=600, dropout=0.25)
49
+ (edge_mlp_h): MLP(n_in=768, n_out=600, dropout=0.25)
50
+ (label_mlp_d): MLP(n_in=768, n_out=600, dropout=0.33)
51
+ (label_mlp_h): MLP(n_in=768, n_out=600, dropout=0.33)
52
+ (edge_attn): Biaffine(n_in=600, bias_x=True, bias_y=True)
53
+ (label_attn): Biaffine(n_in=600, n_out=5, bias_x=True, bias_y=True)
54
+ (criterion): CrossEntropyLoss()
55
+ (pair_mlp_d): MLP(n_in=768, n_out=150, dropout=0.25)
56
+ (pair_mlp_h): MLP(n_in=768, n_out=150, dropout=0.25)
57
+ (pair_mlp_g): MLP(n_in=768, n_out=150, dropout=0.25)
58
+ (sib_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
59
+ (cop_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
60
+ (grd_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
61
+ (inference): SemanticDependencyMFVI(max_iter=3)
62
+ )
63
+
64
+ 2024-01-01 21:20:43 INFO Loading the data
65
+ 2024-01-01 21:20:47 INFO
66
+ train: Dataset(n_sentences=1173, n_batches=32, n_buckets=32)
67
+ dev: Dataset(n_sentences=411, n_batches=32, n_buckets=32)
68
+ test: Dataset(n_sentences=2112, n_batches=34, n_buckets=32)
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+
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+ 2024-01-01 21:20:47 INFO Epoch 1 / 5000:
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+ 2024-01-01 21:20:54 INFO lr: 4.9990e-05 - loss: 0.0848 - UP: 0.30% UR: 2.96% UF: 0.55% P: 0.00% R: 0.03% F: 0.01%
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+ 2024-01-01 21:20:55 INFO dev: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2024-01-01 21:20:58 INFO test: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2024-01-01 21:20:58 INFO 0:00:10.783322s elapsed
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+
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+ 2024-01-01 21:21:03 INFO lr: 4.9980e-05 - loss: 0.1020 - UP: 2.60% UR: 0.24% UF: 0.43% P: 1.86% R: 0.17% F: 0.31%
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+ 2024-01-01 21:21:04 INFO dev: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2024-01-01 21:21:07 INFO test: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2024-01-01 21:21:07 INFO 0:00:09.413722s elapsed
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+
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+ 2024-01-01 21:21:13 INFO lr: 4.9970e-05 - loss: 0.0267 - UP: 6.04% UR: 0.61% UF: 1.10% P: 6.04% R: 0.61% F: 1.10%
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+ 2024-01-01 21:21:14 INFO dev: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2024-01-01 21:21:17 INFO test: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2024-01-01 21:21:17 INFO 0:00:09.785984s elapsed
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+
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+ 2024-01-01 21:21:24 INFO dev: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2024-01-01 21:21:26 INFO test: loss: nan - UP: 66.67% UR: 0.04% UF: 0.08% P: 33.33% R: 0.02% F: 0.04%
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+ 2024-01-01 21:21:26 INFO 0:00:09.568764s elapsed
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+
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+ 2024-01-01 21:21:26 INFO Epoch 5 / 5000:
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+ 2024-01-01 21:21:32 INFO lr: 4.9950e-05 - loss: 0.0335 - UP: 9.17% UR: 1.38% UF: 2.40% P: 8.95% R: 1.34% F: 2.34%
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+ 2024-01-01 21:21:33 INFO dev: loss: nan - UP: 47.22% UR: 1.80% UF: 3.47% P: 38.89% R: 1.48% F: 2.86%
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+ 2024-01-01 21:21:36 INFO test: loss: nan - UP: 58.44% UR: 1.90% UF: 3.68% P: 46.10% R: 1.50% F: 2.91%
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+ 2024-01-01 21:21:39 INFO 0:00:09.393624s elapsed (saved)
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+ 2024-01-01 21:21:44 INFO lr: 4.9940e-05 - loss: 0.0295 - UP: 32.52% UR: 2.25% UF: 4.21% P: 31.07% R: 2.15% F: 4.02%
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+ 2024-01-01 21:21:46 INFO dev: loss: nan - UP: 64.00% UR: 1.70% UF: 3.31% P: 60.00% R: 1.59% F: 3.10%
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+ 2024-01-01 21:21:48 INFO test: loss: nan - UP: 49.15% UR: 1.84% UF: 3.54% P: 39.55% R: 1.48% F: 2.85%
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+ 2024-01-01 21:21:52 INFO 0:00:09.681098s elapsed (saved)
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+ 2024-01-01 21:21:58 INFO lr: 4.9930e-05 - loss: 0.0604 - UP: 22.25% UR: 2.66% UF: 4.74% P: 22.25% R: 2.66% F: 4.74%
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+ 2024-01-01 21:21:59 INFO dev: loss: nan - UP: 68.00% UR: 1.80% UF: 3.51% P: 64.00% R: 1.70% F: 3.31%
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+ 2024-01-01 21:22:02 INFO test: loss: nan - UP: 65.12% UR: 1.77% UF: 3.46% P: 58.14% R: 1.58% F: 3.09%
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+ 2024-01-01 21:22:06 INFO 0:00:09.615667s elapsed (saved)
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+ 2024-01-01 21:22:06 INFO Epoch 8 / 5000:
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+ 2024-01-01 21:22:12 INFO lr: 4.9920e-05 - loss: 0.0078 - UP: 53.64% UR: 1.98% UF: 3.82% P: 51.82% R: 1.92% F: 3.70%
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+ 2024-01-01 21:22:13 INFO dev: loss: nan - UP: 58.33% UR: 0.74% UF: 1.47% P: 41.67% R: 0.53% F: 1.05%
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+ 2024-01-01 21:22:16 INFO test: loss: nan - UP: 62.50% UR: 0.85% UF: 1.67% P: 50.00% R: 0.68% F: 1.33%
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+ 2024-01-01 21:22:16 INFO 0:00:09.809352s elapsed
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+
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+ 2024-01-01 21:22:16 INFO Epoch 9 / 5000:
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+ 2024-01-01 21:22:21 INFO lr: 4.9910e-05 - loss: 0.0245 - UP: 35.42% UR: 3.23% UF: 5.91% P: 35.06% R: 3.19% F: 5.85%
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+ 2024-01-01 21:22:22 INFO dev: loss: nan - UP: 61.11% UR: 2.33% UF: 4.49% P: 47.22% R: 1.80% F: 3.47%
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+ 2024-01-01 21:22:25 INFO test: loss: nan - UP: 54.21% UR: 2.45% UF: 4.69% P: 41.59% R: 1.88% F: 3.60%
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+ 2024-01-01 21:22:29 INFO 0:00:09.695071s elapsed (saved)
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+
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+ 2024-01-01 21:22:29 INFO Epoch 10 / 5000:
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+ 2024-01-01 21:22:35 INFO lr: 4.9900e-05 - loss: nan - UP: 43.03% UR: 3.63% UF: 6.70% P: 42.63% R: 3.60% F: 6.63%
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+ 2024-01-01 21:22:36 INFO dev: loss: nan - UP: 69.23% UR: 0.95% UF: 1.88% P: 69.23% R: 0.95% F: 1.88%
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+ 2024-01-01 21:22:39 INFO test: loss: nan - UP: 66.67% UR: 0.93% UF: 1.83% P: 57.58% R: 0.80% F: 1.58%
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+ 2024-01-01 21:22:39 INFO 0:00:09.913642s elapsed
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+ 2024-01-01 21:22:45 INFO lr: 4.9890e-05 - loss: 0.0193 - UP: 54.57% UR: 5.82% UF: 10.51% P: 53.94% R: 5.75% F: 10.39%
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+ 2024-01-01 21:22:46 INFO dev: loss: nan - UP: 48.89% UR: 2.33% UF: 4.45% P: 37.78% R: 1.80% F: 3.44%
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+ 2024-01-01 21:22:49 INFO test: loss: nan - UP: 42.86% UR: 4.18% UF: 7.62% P: 37.45% R: 3.66% F: 6.66%
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+ 2024-01-01 21:22:49 INFO 0:00:09.723129s elapsed
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+ 2024-01-01 21:22:54 INFO lr: 4.9880e-05 - loss: 0.0069 - UP: 43.25% UR: 6.35% UF: 11.08% P: 42.79% R: 6.29% F: 10.96%
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+ 2024-01-01 21:22:56 INFO dev: loss: nan - UP: 56.00% UR: 2.97% UF: 5.64% P: 46.00% R: 2.44% F: 4.63%
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+ 2024-01-01 21:22:58 INFO test: loss: nan - UP: 50.70% UR: 3.82% UF: 7.11% P: 39.50% R: 2.98% F: 5.54%
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+ 2024-01-01 21:23:02 INFO 0:00:09.577462s elapsed (saved)
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+ 2024-01-01 21:23:06 INFO lr: 4.9870e-05 - loss: 0.0139 - UP: 56.10% UR: 9.58% UF: 16.37% P: 56.10% R: 9.58% F: 16.37%
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+ 2024-01-01 21:23:07 INFO dev: loss: nan - UP: 51.85% UR: 1.48% UF: 2.89% P: 44.44% R: 1.27% F: 2.47%
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+ 2024-01-01 21:23:08 INFO test: loss: nan - UP: 64.46% UR: 2.26% UF: 4.37% P: 54.22% R: 1.90% F: 3.67%
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+ 2024-01-01 21:23:08 INFO 0:00:06.361992s elapsed
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+ 2024-01-01 21:23:12 INFO lr: 4.9860e-05 - loss: 0.0055 - UP: 69.64% UR: 14.18% UF: 23.57% P: 69.31% R: 14.12% F: 23.46%
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+ 2024-01-01 21:23:12 INFO dev: loss: nan - UP: 52.38% UR: 4.67% UF: 8.57% P: 46.43% R: 4.14% F: 7.59%
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+ 2024-01-01 21:23:14 INFO test: loss: nan - UP: 50.88% UR: 6.13% UF: 10.94% P: 42.63% R: 5.13% F: 9.16%
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+ 2024-01-01 21:23:17 INFO 0:00:05.212054s elapsed (saved)
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+ 2024-01-01 21:23:23 INFO lr: 4.9850e-05 - loss: 0.0042 - UP: 57.91% UR: 17.71% UF: 27.13% P: 57.91% R: 17.71% F: 27.13%
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+ 2024-01-01 21:23:24 INFO dev: loss: nan - UP: 60.32% UR: 4.03% UF: 7.55% P: 47.62% R: 3.18% F: 5.96%
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+ 2024-01-01 21:23:27 INFO test: loss: nan - UP: 56.64% UR: 5.05% UF: 9.27% P: 45.97% R: 4.10% F: 7.53%
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+ 2024-01-01 21:23:27 INFO 0:00:09.618189s elapsed
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+ 2024-01-01 21:23:33 INFO lr: 4.9840e-05 - loss: 0.0231 - UP: 58.52% UR: 16.97% UF: 26.32% P: 58.40% R: 16.94% F: 26.26%
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+ 2024-01-01 21:23:34 INFO dev: loss: nan - UP: 45.45% UR: 2.65% UF: 5.01% P: 36.36% R: 2.12% F: 4.01%
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+ 2024-01-01 21:23:37 INFO test: loss: nan - UP: 50.00% UR: 5.18% UF: 9.38% P: 43.06% R: 4.46% F: 8.08%
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+ 2024-01-01 21:23:37 INFO 0:00:09.767341s elapsed
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+ 2024-01-01 21:23:43 INFO lr: 4.9830e-05 - loss: 0.0066 - UP: 58.95% UR: 21.04% UF: 31.01% P: 58.76% R: 20.97% F: 30.91%
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+ 2024-01-01 21:23:44 INFO dev: loss: nan - UP: 64.58% UR: 3.29% UF: 6.26% P: 58.33% R: 2.97% F: 5.65%
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+ 2024-01-01 21:23:47 INFO test: loss: nan - UP: 64.83% UR: 3.23% UF: 6.16% P: 51.27% R: 2.56% F: 4.87%
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+ 2024-01-01 21:23:47 INFO 0:00:09.731079s elapsed
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+ 2024-01-01 21:23:52 INFO lr: 4.9820e-05 - loss: 0.0567 - UP: 32.82% UR: 5.71% UF: 9.73% P: 32.82% R: 5.71% F: 9.73%
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+ 2024-01-01 21:23:53 INFO dev: loss: nan - UP: 60.00% UR: 1.59% UF: 3.10% P: 52.00% R: 1.38% F: 2.69%
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+ 2024-01-01 21:23:56 INFO test: loss: nan - UP: 65.28% UR: 1.99% UF: 3.85% P: 54.86% R: 1.67% F: 3.24%
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+ 2024-01-01 21:23:56 INFO 0:00:09.660187s elapsed
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+ 2024-01-01 21:24:02 INFO lr: 4.9810e-05 - loss: 0.0161 - UP: 59.89% UR: 7.43% UF: 13.22% P: 59.62% R: 7.39% F: 13.16%
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+ 2024-01-01 21:24:03 INFO dev: loss: nan - UP: 20.00% UR: 0.11% UF: 0.21% P: 20.00% R: 0.11% F: 0.21%
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+ 2024-01-01 21:24:06 INFO test: loss: nan - UP: 66.67% UR: 0.34% UF: 0.67% P: 66.67% R: 0.34% F: 0.67%
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+ 2024-01-01 21:24:06 INFO 0:00:09.687149s elapsed
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+ 2024-01-01 21:24:12 INFO lr: 4.9800e-05 - loss: nan - UP: 32.33% UR: 8.71% UF: 13.72% P: 32.21% R: 8.67% F: 13.67%
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+ 2024-01-01 21:24:13 INFO dev: loss: nan - UP: 10.31% UR: 9.76% UF: 10.03% P: 9.98% R: 9.44% F: 9.70%
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+ 2024-01-01 21:24:16 INFO test: loss: nan - UP: 9.89% UR: 10.65% UF: 10.25% P: 9.42% R: 10.14% F: 9.77%
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+ 2024-01-01 21:24:20 INFO 0:00:09.716315s elapsed (saved)
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+ 2024-01-01 21:24:25 INFO lr: 4.9790e-05 - loss: 0.0023 - UP: 35.02% UR: 7.43% UF: 12.26% P: 35.02% R: 7.43% F: 12.26%
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+ 2024-01-01 21:24:27 INFO dev: loss: nan - UP: 51.43% UR: 1.91% UF: 3.68% P: 45.71% R: 1.70% F: 3.27%
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+ 2024-01-01 21:24:29 INFO test: loss: nan - UP: 65.22% UR: 2.85% UF: 5.47% P: 54.59% R: 2.39% F: 4.57%
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+ 2024-01-01 21:24:29 INFO 0:00:09.674456s elapsed
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+ 2024-01-01 21:24:35 INFO lr: 4.9780e-05 - loss: 0.0165 - UP: 45.27% UR: 7.39% UF: 12.71% P: 44.65% R: 7.29% F: 12.54%
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+ 2024-01-01 21:24:36 INFO dev: loss: nan - UP: 55.88% UR: 4.03% UF: 7.52% P: 41.18% R: 2.97% F: 5.54%
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+ 2024-01-01 21:24:39 INFO test: loss: nan - UP: 51.19% UR: 4.10% UF: 7.59% P: 39.84% R: 3.19% F: 5.91%
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+ 2024-01-01 21:24:39 INFO 0:00:09.767640s elapsed
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+ 2024-01-01 21:24:45 INFO lr: 4.9770e-05 - loss: nan - UP: 59.04% UR: 8.24% UF: 14.45% P: 58.80% R: 8.20% F: 14.40%
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+ 2024-01-01 21:24:46 INFO dev: loss: nan - UP: 62.30% UR: 4.03% UF: 7.57% P: 52.46% R: 3.39% F: 6.37%
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+ 2024-01-01 21:24:49 INFO test: loss: nan - UP: 52.91% UR: 4.04% UF: 7.50% P: 42.66% R: 3.25% F: 6.05%
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+ 2024-01-01 21:24:49 INFO 0:00:09.649647s elapsed
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+ 2024-01-01 21:24:56 INFO dev: loss: nan - UP: 61.19% UR: 4.35% UF: 8.12% P: 53.73% R: 3.82% F: 7.13%
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+ 2024-01-01 21:24:59 INFO test: loss: nan - UP: 58.35% UR: 5.09% UF: 9.37% P: 49.15% R: 4.29% F: 7.89%
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+ 2024-01-01 21:33:03 INFO test: loss: nan - UP: 49.24% UR: 6.15% UF: 10.93% P: 43.32% R: 5.41% F: 9.62%
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+ 2024-01-01 21:33:18 INFO lr: 4.9270e-05 - loss: 0.0065 - UP: 77.69% UR: 37.11% UF: 50.23% P: 77.55% R: 37.04% F: 50.14%
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+ 2024-01-01 21:33:19 INFO dev: loss: nan - UP: 43.69% UR: 10.29% UF: 16.65% P: 40.99% R: 9.65% F: 15.62%
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+ 2024-01-01 21:33:22 INFO test: loss: nan - UP: 42.19% UR: 10.16% UF: 16.38% P: 37.46% R: 9.02% F: 14.54%
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+ 2024-01-01 21:33:28 INFO lr: 4.9260e-05 - loss: 0.0051 - UP: 78.28% UR: 49.18% UF: 60.40% P: 78.28% R: 49.18% F: 60.40%
510
+ 2024-01-01 21:33:29 INFO dev: loss: nan - UP: 38.59% UR: 7.53% UF: 12.60% P: 36.96% R: 7.21% F: 12.07%
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+ 2024-01-01 21:33:32 INFO test: loss: nan - UP: 39.59% UR: 7.39% UF: 12.46% P: 36.54% R: 6.82% F: 11.50%
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+ 2024-01-01 21:33:32 INFO 0:00:09.540306s elapsed
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+ 2024-01-01 21:33:37 INFO lr: 4.9250e-05 - loss: 0.0071 - UP: 83.00% UR: 56.47% UF: 67.21% P: 83.00% R: 56.47% F: 67.21%
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+ 2024-01-01 21:33:38 INFO dev: loss: nan - UP: 18.66% UR: 22.48% UF: 20.39% P: 17.34% R: 20.89% F: 18.95%
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+ 2024-01-01 21:33:41 INFO test: loss: nan - UP: 26.30% UR: 23.79% UF: 24.98% P: 24.60% R: 22.25% F: 23.36%
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+ 2024-01-01 21:33:41 INFO 0:00:09.537728s elapsed
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+ 2024-01-01 21:33:47 INFO lr: 4.9240e-05 - loss: nan - UP: 80.42% UR: 59.50% UF: 68.39% P: 80.42% R: 59.50% F: 68.39%
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+ 2024-01-01 21:33:48 INFO dev: loss: nan - UP: 28.51% UR: 20.68% UF: 23.97% P: 26.46% R: 19.19% F: 22.25%
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+ 2024-01-01 21:33:51 INFO test: loss: nan - UP: 27.39% UR: 19.59% UF: 22.84% P: 25.35% R: 18.13% F: 21.14%
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+ 2024-01-01 21:33:51 INFO 0:00:09.726940s elapsed
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+ 2024-01-01 21:33:57 INFO lr: 4.9230e-05 - loss: 0.0078 - UP: 84.28% UR: 59.09% UF: 69.47% P: 84.18% R: 59.03% F: 69.39%
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+ 2024-01-01 21:33:58 INFO dev: loss: nan - UP: 38.60% UR: 11.13% UF: 17.28% P: 33.46% R: 9.65% F: 14.98%
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+ 2024-01-01 21:34:00 INFO test: loss: nan - UP: 39.85% UR: 12.36% UF: 18.87% P: 36.65% R: 11.37% F: 17.35%
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+ 2024-01-01 21:34:00 INFO 0:00:09.511856s elapsed
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+ 2024-01-01 21:34:06 INFO lr: 4.9220e-05 - loss: 0.0127 - UP: 79.29% UR: 45.31% UF: 57.67% P: 79.00% R: 45.14% F: 57.45%
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+ 2024-01-01 21:34:07 INFO dev: loss: nan - UP: 48.65% UR: 3.82% UF: 7.08% P: 45.95% R: 3.61% F: 6.69%
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+ 2024-01-01 21:34:10 INFO test: loss: nan - UP: 53.94% UR: 5.79% UF: 10.46% P: 48.62% R: 5.22% F: 9.43%
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+ 2024-01-01 21:34:10 INFO 0:00:09.521612s elapsed
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+ 2024-01-01 21:34:16 INFO lr: 4.9210e-05 - loss: 0.0170 - UP: 76.21% UR: 44.37% UF: 56.09% P: 76.04% R: 44.27% F: 55.96%
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+ 2024-01-01 21:34:17 INFO dev: loss: nan - UP: 44.40% UR: 11.35% UF: 18.07% P: 41.08% R: 10.50% F: 16.72%
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+ 2024-01-01 21:34:20 INFO test: loss: nan - UP: 36.76% UR: 10.97% UF: 16.89% P: 33.07% R: 9.87% F: 15.20%
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+ 2024-01-01 21:34:20 INFO 0:00:09.636961s elapsed
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+ 2024-01-01 21:34:25 INFO lr: 4.9200e-05 - loss: 0.0259 - UP: 80.81% UR: 44.30% UF: 57.23% P: 80.63% R: 44.20% F: 57.10%
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+ 2024-01-01 21:34:26 INFO dev: loss: nan - UP: 42.04% UR: 10.07% UF: 16.25% P: 32.74% R: 7.85% F: 12.66%
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+ 2024-01-01 21:34:29 INFO test: loss: nan - UP: 37.03% UR: 11.22% UF: 17.22% P: 30.75% R: 9.32% F: 14.30%
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+ 2024-01-01 21:34:35 INFO lr: 4.9190e-05 - loss: 0.0077 - UP: 82.24% UR: 54.49% UF: 65.55% P: 81.99% R: 54.32% F: 65.35%
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+ 2024-01-01 21:34:36 INFO dev: loss: nan - UP: 34.58% UR: 16.65% UF: 22.48% P: 32.16% R: 15.48% F: 20.90%
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+ 2024-01-01 21:34:39 INFO test: loss: nan - UP: 31.50% UR: 18.11% UF: 22.99% P: 29.22% R: 16.80% F: 21.33%
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+ 2024-01-01 21:34:44 INFO lr: 4.9180e-05 - loss: 0.0057 - UP: 83.53% UR: 60.37% UF: 70.09% P: 83.30% R: 60.20% F: 69.89%
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+ 2024-01-01 21:34:49 INFO test: loss: nan - UP: 29.25% UR: 20.90% UF: 24.38% P: 27.00% R: 19.29% F: 22.50%
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+ 2024-01-01 21:34:49 INFO 0:00:09.579666s elapsed
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+ 2024-01-01 21:34:54 INFO lr: 4.9170e-05 - loss: 0.0040 - UP: 83.78% UR: 65.98% UF: 73.82% P: 83.65% R: 65.88% F: 73.71%
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+ 2024-01-01 21:34:55 INFO dev: loss: nan - UP: 39.88% UR: 14.00% UF: 20.72% P: 37.16% R: 13.04% F: 19.31%
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+ 2024-01-01 21:34:58 INFO test: loss: nan - UP: 39.89% UR: 16.75% UF: 23.60% P: 36.67% R: 15.40% F: 21.69%
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+ 2024-01-01 21:35:05 INFO dev: loss: nan - UP: 41.25% UR: 13.26% UF: 20.06% P: 39.27% R: 12.62% F: 19.10%
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+ 2024-01-01 21:35:08 INFO test: loss: nan - UP: 41.23% UR: 15.74% UF: 22.78% P: 37.96% R: 14.49% F: 20.98%
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+ 2024-01-01 21:35:14 INFO lr: 4.9150e-05 - loss: 0.0025 - UP: 86.28% UR: 74.42% UF: 79.91% P: 86.28% R: 74.42% F: 79.91%
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+ 2024-01-01 21:35:18 INFO test: loss: nan - UP: 43.49% UR: 13.69% UF: 20.83% P: 40.54% R: 12.76% F: 19.41%
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+ 2024-01-01 21:35:18 INFO 0:00:09.717911s elapsed
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+ 2024-01-01 21:35:33 INFO lr: 4.9130e-05 - loss: 0.0016 - UP: 91.24% UR: 75.93% UF: 82.88% P: 91.24% R: 75.93% F: 82.88%
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+ 2024-01-01 21:35:34 INFO dev: loss: nan - UP: 40.53% UR: 12.94% UF: 19.61% P: 37.54% R: 11.98% F: 18.17%
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+ 2024-01-01 21:35:37 INFO test: loss: nan - UP: 39.84% UR: 15.49% UF: 22.30% P: 36.41% R: 14.16% F: 20.39%
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+ 2024-01-01 21:35:42 INFO lr: 4.9120e-05 - loss: 0.0022 - UP: 88.93% UR: 79.13% UF: 83.74% P: 88.82% R: 79.03% F: 83.64%
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+ 2024-01-01 21:35:46 INFO test: loss: nan - UP: 40.69% UR: 14.54% UF: 21.42% P: 37.49% R: 13.40% F: 19.74%
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+ 2024-01-01 21:35:52 INFO lr: 4.9110e-05 - loss: 0.0010 - UP: 92.58% UR: 83.43% UF: 87.77% P: 92.58% R: 83.43% F: 87.77%
600
+ 2024-01-01 21:35:53 INFO dev: loss: nan - UP: 36.58% UR: 13.15% UF: 19.34% P: 33.92% R: 12.20% F: 17.94%
601
+ 2024-01-01 21:35:54 INFO test: loss: nan - UP: 39.81% UR: 15.55% UF: 22.36% P: 36.45% R: 14.24% F: 20.48%
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+ 2024-01-01 21:35:54 INFO 0:00:07.754302s elapsed
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+ 2024-01-01 21:35:58 INFO lr: 4.9100e-05 - loss: nan - UP: 90.72% UR: 84.81% UF: 87.67% P: 90.72% R: 84.81% F: 87.67%
606
+ 2024-01-01 21:35:58 INFO dev: loss: nan - UP: 40.91% UR: 12.41% UF: 19.04% P: 37.76% R: 11.45% F: 17.58%
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+ 2024-01-01 21:35:59 INFO test: loss: nan - UP: 43.11% UR: 14.68% UF: 21.91% P: 39.70% R: 13.52% F: 20.17%
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+ 2024-01-01 21:35:59 INFO 0:00:05.239193s elapsed
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+
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+ 2024-01-01 21:36:07 INFO Epoch 60 saved
611
+ 2024-01-01 21:36:07 INFO dev: UP: 34.13% UR: 22.80% UF: 27.34% P: 31.90% R: 21.31% F: 25.56%
612
+ 2024-01-01 21:36:07 INFO test: UP: 34.94% UR: 27.36% UF: 30.69% P: 32.76% R: 25.65% F: 28.77%
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+ 2024-01-01 21:36:07 INFO 0:14:19.668359s elapsed, 0:00:09.551871s/epoch
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1
+ 2024-01-01 21:36:09 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
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+ lr_rate | 1
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+ patience | 30
12
+ 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/mpqa/sdp_random/20/model_vi_mpqa_roberta_6
17
+ device | 1
18
+ seed | 1
19
+ threads | 16
20
+ local_rank | -1
21
+ feat | None
22
+ build | True
23
+ checkpoint | False
24
+ encoder | bert
25
+ max_len | None
26
+ buckets | 32
27
+ train | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/mpqa/head_final/sdp_random/20/train.conllu
28
+ dev | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/mpqa/head_final/sdp_random/20/dev.conllu
29
+ test | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/mpqa/head_final/sdp/test.conllu
30
+ embed | data/glove.6B.100d.txt
31
+ unk | unk
32
+ n_embed | 100
33
+ n_embed_proj | 125
34
+ bert | roberta-base
35
+ inference | mfvi
36
+ ---------------------+-------------------------------
37
+
38
+ 2024-01-01 21:36:09 INFO Building the fields
39
+ 2024-01-01 21:36:10 INFO CoNLL(
40
+ (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
41
+ (labels): ChartField()
42
+ )
43
+ 2024-01-01 21:36:10 INFO Building the model
44
+ 2024-01-01 21:36:12 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=5, bias_x=True, bias_y=True)
53
+ (criterion): CrossEntropyLoss()
54
+ (pair_mlp_d): MLP(n_in=768, n_out=150, dropout=0.25)
55
+ (pair_mlp_h): MLP(n_in=768, n_out=150, dropout=0.25)
56
+ (pair_mlp_g): MLP(n_in=768, n_out=150, dropout=0.25)
57
+ (sib_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
58
+ (cop_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
59
+ (grd_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
60
+ (inference): SemanticDependencyMFVI(max_iter=3)
61
+ )
62
+
63
+ 2024-01-01 21:36:12 INFO Loading the data
64
+ 2024-01-01 21:36:16 INFO
65
+ train: Dataset(n_sentences=1173, n_batches=32, n_buckets=32)
66
+ dev: Dataset(n_sentences=411, n_batches=32, n_buckets=32)
67
+ test: Dataset(n_sentences=2112, n_batches=32, n_buckets=32)
68
+
69
+ 2024-01-01 21:36:16 INFO Epoch 1 / 5000:
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+ 2024-01-01 21:36:23 INFO lr: 4.9990e-05 - loss: 0.1028 - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2024-01-01 21:36:24 INFO dev: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2024-01-01 21:36:27 INFO test: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2024-01-01 21:36:27 INFO 0:00:11.058570s elapsed
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+
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+ 2024-01-01 21:36:27 INFO Epoch 2 / 5000:
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+ 2024-01-01 21:36:33 INFO lr: 4.9980e-05 - loss: 0.0611 - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2024-01-01 21:36:34 INFO dev: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2024-01-01 21:36:37 INFO test: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2024-01-01 21:36:37 INFO 0:00:09.661861s elapsed
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+
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+ 2024-01-01 21:36:42 INFO lr: 4.9970e-05 - loss: 0.0419 - UP: 15.04% UR: 0.57% UF: 1.10% P: 15.04% R: 0.57% F: 1.10%
83
+ 2024-01-01 21:36:43 INFO dev: loss: nan - UP: 20.00% UR: 0.11% UF: 0.21% P: 0.00% R: 0.00% F: 0.00%
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+ 2024-01-01 21:36:46 INFO test: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2024-01-01 21:36:46 INFO 0:00:09.714427s elapsed
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+
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+ 2024-01-01 21:36:53 INFO dev: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2024-01-01 21:36:56 INFO test: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2024-01-01 21:36:56 INFO 0:00:09.829087s elapsed
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+
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+ 2024-01-01 21:36:56 INFO Epoch 5 / 5000:
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+ 2024-01-01 21:37:02 INFO lr: 4.9950e-05 - loss: 0.0538 - UP: 19.39% UR: 1.08% UF: 2.04% P: 19.39% R: 1.08% F: 2.04%
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+ 2024-01-01 21:37:03 INFO dev: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2024-01-01 21:37:06 INFO test: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2024-01-01 21:37:06 INFO 0:00:09.642123s elapsed
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+
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+ 2024-01-01 21:37:12 INFO lr: 4.9940e-05 - loss: 0.0330 - UP: 25.44% UR: 1.95% UF: 3.62% P: 24.56% R: 1.88% F: 3.50%
101
+ 2024-01-01 21:37:13 INFO dev: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2024-01-01 21:37:16 INFO test: loss: nan - UP: 100.00% UR: 0.02% UF: 0.04% P: 100.00% R: 0.02% F: 0.04%
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+ 2024-01-01 21:37:16 INFO 0:00:09.873496s elapsed
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+
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+ 2024-01-01 21:37:21 INFO lr: 4.9930e-05 - loss: 0.0309 - UP: 26.83% UR: 1.11% UF: 2.13% P: 26.83% R: 1.11% F: 2.13%
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+ 2024-01-01 21:37:23 INFO dev: loss: nan - UP: 38.89% UR: 0.74% UF: 1.46% P: 27.78% R: 0.53% F: 1.04%
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+ 2024-01-01 21:37:26 INFO test: loss: nan - UP: 38.79% UR: 0.95% UF: 1.86% P: 35.34% R: 0.87% F: 1.69%
109
+ 2024-01-01 21:37:27 INFO 0:00:09.744746s elapsed (saved)
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+
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+ 2024-01-01 21:37:27 INFO Epoch 8 / 5000:
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+ 2024-01-01 21:37:33 INFO lr: 4.9920e-05 - loss: nan - UP: 20.48% UR: 2.02% UF: 3.67% P: 19.80% R: 1.95% F: 3.55%
113
+ 2024-01-01 21:37:34 INFO dev: loss: nan - UP: 66.67% UR: 0.21% UF: 0.42% P: 66.67% R: 0.21% F: 0.42%
114
+ 2024-01-01 21:37:37 INFO test: loss: nan - UP: 56.60% UR: 0.63% UF: 1.25% P: 47.17% R: 0.53% F: 1.04%
115
+ 2024-01-01 21:37:37 INFO 0:00:09.725019s elapsed
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+
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+ 2024-01-01 21:37:37 INFO Epoch 9 / 5000:
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+ 2024-01-01 21:37:43 INFO lr: 4.9910e-05 - loss: 0.0404 - UP: 47.10% UR: 4.91% UF: 8.89% P: 46.45% R: 4.84% F: 8.77%
119
+ 2024-01-01 21:37:44 INFO dev: loss: nan - UP: 44.44% UR: 0.42% UF: 0.84% P: 22.22% R: 0.21% F: 0.42%
120
+ 2024-01-01 21:37:47 INFO test: loss: nan - UP: 67.24% UR: 0.82% UF: 1.63% P: 58.62% R: 0.72% F: 1.42%
121
+ 2024-01-01 21:37:47 INFO 0:00:09.674721s elapsed
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+
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+ 2024-01-01 21:37:47 INFO Epoch 10 / 5000:
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+ 2024-01-01 21:37:52 INFO lr: 4.9900e-05 - loss: 0.0070 - UP: 61.79% UR: 9.51% UF: 16.49% P: 61.79% R: 9.51% F: 16.49%
125
+ 2024-01-01 21:37:54 INFO dev: loss: nan - UP: 51.85% UR: 2.97% UF: 5.62% P: 46.30% R: 2.65% F: 5.02%
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+ 2024-01-01 21:37:57 INFO test: loss: nan - UP: 45.78% UR: 3.78% UF: 6.99% P: 41.69% R: 3.44% F: 6.36%
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+ 2024-01-01 21:37:59 INFO 0:00:09.701902s elapsed (saved)
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+
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+ 2024-01-01 21:38:05 INFO lr: 4.9890e-05 - loss: 0.0074 - UP: 55.91% UR: 10.02% UF: 16.99% P: 55.91% R: 10.02% F: 16.99%
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+ 2024-01-01 21:38:06 INFO dev: loss: nan - UP: 51.61% UR: 1.70% UF: 3.29% P: 48.39% R: 1.59% F: 3.08%
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+ 2024-01-01 21:38:09 INFO test: loss: nan - UP: 38.07% UR: 2.66% UF: 4.98% P: 36.56% R: 2.56% F: 4.78%
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+ 2024-01-01 21:38:09 INFO 0:00:09.674819s elapsed
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+
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+ 2024-01-01 21:38:14 INFO lr: 4.9880e-05 - loss: nan - UP: 45.31% UR: 11.36% UF: 18.17% P: 45.31% R: 11.36% F: 18.17%
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+ 2024-01-01 21:38:16 INFO dev: loss: nan - UP: 66.67% UR: 0.21% UF: 0.42% P: 66.67% R: 0.21% F: 0.42%
138
+ 2024-01-01 21:38:18 INFO test: loss: nan - UP: 71.05% UR: 1.14% UF: 2.25% P: 65.79% R: 1.06% F: 2.08%
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+ 2024-01-01 21:38:18 INFO 0:00:09.600616s elapsed
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+ 2024-01-01 21:38:24 INFO lr: 4.9870e-05 - loss: 0.0069 - UP: 63.40% UR: 13.68% UF: 22.50% P: 63.40% R: 13.68% F: 22.50%
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+ 2024-01-01 21:38:25 INFO dev: loss: nan - UP: 51.85% UR: 1.48% UF: 2.89% P: 44.44% R: 1.27% F: 2.47%
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+ 2024-01-01 21:38:28 INFO test: loss: nan - UP: 49.46% UR: 4.88% UF: 8.88% P: 46.25% R: 4.56% F: 8.31%
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+ 2024-01-01 21:38:28 INFO 0:00:09.726760s elapsed
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+
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+ 2024-01-01 21:38:34 INFO lr: 4.9860e-05 - loss: 0.0091 - UP: 68.49% UR: 26.52% UF: 38.24% P: 68.40% R: 26.49% F: 38.19%
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+ 2024-01-01 21:38:35 INFO dev: loss: nan - UP: 58.70% UR: 2.86% UF: 5.46% P: 45.65% R: 2.23% F: 4.25%
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+ 2024-01-01 21:38:38 INFO test: loss: nan - UP: 52.28% UR: 4.84% UF: 8.86% P: 47.95% R: 4.44% F: 8.12%
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+ 2024-01-01 21:38:38 INFO 0:00:09.764081s elapsed
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+
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+ 2024-01-01 21:38:44 INFO lr: 4.9850e-05 - loss: nan - UP: 72.61% UR: 30.12% UF: 42.58% P: 72.45% R: 30.05% F: 42.48%
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+ 2024-01-01 21:38:45 INFO dev: loss: nan - UP: 63.16% UR: 1.27% UF: 2.49% P: 63.16% R: 1.27% F: 2.49%
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+ 2024-01-01 21:38:48 INFO test: loss: nan - UP: 63.04% UR: 4.65% UF: 8.66% P: 59.60% R: 4.39% F: 8.19%
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+ 2024-01-01 21:38:48 INFO 0:00:09.760321s elapsed
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+ 2024-01-01 21:38:53 INFO lr: 4.9840e-05 - loss: 0.0089 - UP: 75.52% UR: 38.89% UF: 51.34% P: 75.52% R: 38.89% F: 51.34%
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+ 2024-01-01 21:38:54 INFO dev: loss: nan - UP: 48.65% UR: 13.36% UF: 20.97% P: 46.33% R: 12.73% F: 19.97%
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+ 2024-01-01 21:38:57 INFO test: loss: nan - UP: 39.08% UR: 17.77% UF: 24.43% P: 36.57% R: 16.63% F: 22.86%
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+ 2024-01-01 21:39:00 INFO 0:00:09.532283s elapsed (saved)
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+
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+ 2024-01-01 21:39:06 INFO lr: 4.9830e-05 - loss: 0.0040 - UP: 80.41% UR: 35.19% UF: 48.96% P: 80.41% R: 35.19% F: 48.96%
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+ 2024-01-01 21:39:07 INFO dev: loss: nan - UP: 48.00% UR: 3.82% UF: 7.07% P: 41.33% R: 3.29% F: 6.09%
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+ 2024-01-01 21:39:10 INFO test: loss: nan - UP: 50.43% UR: 7.39% UF: 12.90% P: 46.25% R: 6.78% F: 11.83%
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+ 2024-01-01 21:39:10 INFO 0:00:09.728512s elapsed
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+ 2024-01-01 21:39:15 INFO lr: 4.9820e-05 - loss: nan - UP: 75.21% UR: 38.96% UF: 51.33% P: 75.21% R: 38.96% F: 51.33%
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+ 2024-01-01 21:39:16 INFO dev: loss: nan - UP: 57.33% UR: 9.12% UF: 15.74% P: 51.33% R: 8.17% F: 14.09%
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+ 2024-01-01 21:39:19 INFO test: loss: nan - UP: 45.39% UR: 13.12% UF: 20.36% P: 42.47% R: 12.28% F: 19.05%
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+ 2024-01-01 21:39:19 INFO 0:00:09.676777s elapsed
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+ 2024-01-01 21:39:25 INFO lr: 4.9810e-05 - loss: 0.0173 - UP: 74.33% UR: 42.15% UF: 53.80% P: 74.16% R: 42.05% F: 53.67%
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+ 2024-01-01 21:39:26 INFO dev: loss: nan - UP: 48.24% UR: 8.70% UF: 14.73% P: 40.00% R: 7.21% F: 12.22%
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+ 2024-01-01 21:39:29 INFO test: loss: nan - UP: 45.59% UR: 10.69% UF: 17.32% P: 40.36% R: 9.47% F: 15.33%
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+ 2024-01-01 21:39:29 INFO 0:00:09.664905s elapsed
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+ 2024-01-01 21:39:35 INFO lr: 4.9800e-05 - loss: 0.0243 - UP: 72.11% UR: 29.38% UF: 41.75% P: 71.95% R: 29.31% F: 41.65%
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+ 2024-01-01 21:39:36 INFO dev: loss: nan - UP: 57.53% UR: 4.45% UF: 8.27% P: 43.84% R: 3.39% F: 6.30%
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+ 2024-01-01 21:39:39 INFO test: loss: nan - UP: 51.21% UR: 6.72% UF: 11.88% P: 42.51% R: 5.58% F: 9.86%
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+ 2024-01-01 21:39:39 INFO 0:00:09.755510s elapsed
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+ 2024-01-01 21:39:44 INFO lr: 4.9790e-05 - loss: 0.0119 - UP: 70.56% UR: 30.86% UF: 42.94% P: 70.56% R: 30.86% F: 42.94%
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+ 2024-01-01 21:39:46 INFO dev: loss: nan - UP: 53.95% UR: 8.70% UF: 14.98% P: 49.34% R: 7.95% F: 13.70%
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+ 2024-01-01 21:39:49 INFO test: loss: nan - UP: 41.11% UR: 11.43% UF: 17.89% P: 38.37% R: 10.67% F: 16.70%
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+ 2024-01-01 21:39:49 INFO 0:00:09.765654s elapsed
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+ 2024-01-01 21:39:54 INFO lr: 4.9780e-05 - loss: 0.0037 - UP: 79.41% UR: 44.20% UF: 56.79% P: 79.35% R: 44.17% F: 56.75%
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+ 2024-01-01 21:45:14 INFO dev: loss: nan - UP: 51.24% UR: 17.50% UF: 26.09% P: 48.14% R: 16.44% F: 24.51%
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+ 2024-01-01 21:45:17 INFO test: loss: nan - UP: 35.44% UR: 18.61% UF: 24.41% P: 33.27% R: 17.47% F: 22.91%
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+ 2024-01-01 21:45:17 INFO 0:00:09.664874s elapsed
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+ 2024-01-01 21:45:22 INFO lr: 4.9450e-05 - loss: 0.0092 - UP: 77.84% UR: 52.54% UF: 62.73% P: 77.79% R: 52.50% F: 62.69%
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+ 2024-01-01 21:45:23 INFO dev: loss: nan - UP: 36.57% UR: 20.36% UF: 26.16% P: 33.90% R: 18.88% F: 24.25%
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+ 2024-01-01 21:45:26 INFO test: loss: nan - UP: 33.95% UR: 23.01% UF: 27.43% P: 32.01% R: 21.70% F: 25.87%
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+ 2024-01-01 21:45:26 INFO 0:00:09.634289s elapsed
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+ 2024-01-01 21:45:32 INFO lr: 4.9440e-05 - loss: 0.0075 - UP: 76.68% UR: 46.76% UF: 58.09% P: 76.52% R: 46.66% F: 57.97%
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+ 2024-01-01 21:45:33 INFO dev: loss: nan - UP: 33.44% UR: 21.42% UF: 26.12% P: 29.47% R: 18.88% F: 23.01%
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+ 2024-01-01 21:45:36 INFO test: loss: nan - UP: 31.42% UR: 27.23% UF: 29.18% P: 28.99% R: 25.12% F: 26.92%
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+ 2024-01-01 21:45:36 INFO 0:00:09.654443s elapsed
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+ 2024-01-01 21:45:42 INFO lr: 4.9430e-05 - loss: 0.0035 - UP: 80.74% UR: 53.41% UF: 64.29% P: 80.59% R: 53.31% F: 64.17%
407
+ 2024-01-01 21:45:43 INFO dev: loss: nan - UP: 42.48% UR: 13.79% UF: 20.82% P: 39.87% R: 12.94% F: 19.54%
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+ 2024-01-01 21:45:46 INFO test: loss: nan - UP: 39.32% UR: 17.77% UF: 24.48% P: 36.93% R: 16.69% F: 22.99%
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+ 2024-01-01 21:45:46 INFO 0:00:09.751460s elapsed
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+ 2024-01-01 21:45:51 INFO lr: 4.9420e-05 - loss: 0.0070 - UP: 73.60% UR: 40.67% UF: 52.39% P: 72.87% R: 40.27% F: 51.87%
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+ 2024-01-01 21:45:52 INFO dev: loss: nan - UP: 46.75% UR: 8.38% UF: 14.21% P: 42.01% R: 7.53% F: 12.77%
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+ 2024-01-01 21:45:55 INFO test: loss: nan - UP: 46.18% UR: 10.48% UF: 17.08% P: 42.55% R: 9.66% F: 15.74%
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+ 2024-01-01 21:45:55 INFO 0:00:09.719429s elapsed
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+ 2024-01-01 21:46:01 INFO lr: 4.9410e-05 - loss: nan - UP: 84.50% UR: 57.92% UF: 68.73% P: 84.36% R: 57.82% F: 68.61%
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+ 2024-01-01 21:46:02 INFO dev: loss: nan - UP: 42.99% UR: 23.75% UF: 30.60% P: 38.20% R: 21.10% F: 27.19%
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+ 2024-01-01 21:46:05 INFO test: loss: nan - UP: 35.27% UR: 24.72% UF: 29.07% P: 32.89% R: 23.05% F: 27.11%
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+ 2024-01-01 21:46:05 INFO 0:00:09.770640s elapsed
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+ 2024-01-01 21:46:11 INFO lr: 4.9400e-05 - loss: 0.0017 - UP: 82.71% UR: 61.58% UF: 70.60% P: 82.62% R: 61.51% F: 70.52%
425
+ 2024-01-01 21:46:12 INFO dev: loss: nan - UP: 59.04% UR: 11.77% UF: 19.63% P: 52.66% R: 10.50% F: 17.51%
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+ 2024-01-01 21:46:15 INFO test: loss: nan - UP: 47.41% UR: 12.38% UF: 19.63% P: 44.42% R: 11.60% F: 18.40%
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+ 2024-01-01 21:46:15 INFO 0:00:09.632163s elapsed
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+ 2024-01-01 21:46:20 INFO lr: 4.9390e-05 - loss: 0.0018 - UP: 88.65% UR: 70.86% UF: 78.76% P: 88.60% R: 70.82% F: 78.72%
431
+ 2024-01-01 21:46:21 INFO dev: loss: nan - UP: 51.24% UR: 21.95% UF: 30.73% P: 46.78% R: 20.04% F: 28.06%
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+ 2024-01-01 21:46:24 INFO test: loss: nan - UP: 40.29% UR: 22.76% UF: 29.08% P: 37.93% R: 21.42% F: 27.38%
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+ 2024-01-01 21:46:24 INFO 0:00:09.593376s elapsed
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+ 2024-01-01 21:46:30 INFO lr: 4.9380e-05 - loss: 0.0034 - UP: 92.87% UR: 75.33% UF: 83.18% P: 92.87% R: 75.33% F: 83.18%
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+ 2024-01-01 21:46:31 INFO dev: loss: nan - UP: 51.81% UR: 19.72% UF: 28.57% P: 47.35% R: 18.03% F: 26.11%
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+ 2024-01-01 21:46:34 INFO test: loss: nan - UP: 42.49% UR: 22.06% UF: 29.04% P: 40.17% R: 20.85% F: 27.45%
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+ 2024-01-01 21:46:34 INFO 0:00:09.352278s elapsed
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+
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+ 2024-01-01 21:46:41 INFO Epoch 32 saved
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+ 2024-01-01 21:46:41 INFO dev: UP: 33.75% UR: 34.46% UF: 34.10% P: 32.19% R: 32.87% F: 32.53%
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+ 2024-01-01 21:46:41 INFO test: UP: 28.05% UR: 33.23% UF: 30.43% P: 26.41% R: 31.29% F: 28.65%
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+ 2024-01-01 21:46:41 INFO 0:10:02.700857s elapsed, 0:00:09.720982s/epoch
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1
+ 2024-01-01 22:09:53 INFO
2
+ ---------------------+-------------------------------
3
+ Param | Value
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+ ---------------------+-------------------------------
5
+ lr | 5e-05
6
+ mu | 0.9
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+ nu | 0.999
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+ eps | 1e-06
9
+ weight_decay | 0.0
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+ lr_rate | 1
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+ patience | 30
12
+ update-steps | 1
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+ warmup | 0.0
14
+ batch_size | 3000
15
+ update_steps | 1
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+ mode | train
17
+ path | /home/marvin/structured-sentiment-analysis-bis/models/mpqa/sdp_random/20/model_vi_mpqa_twxlmsa_9
18
+ device | 1
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+ seed | 1
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+ threads | 16
21
+ local_rank | -1
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+ feat | None
23
+ build | True
24
+ checkpoint | False
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+ encoder | bert
26
+ max_len | None
27
+ buckets | 32
28
+ train | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/mpqa/head_final/sdp_random/20/train.conllu
29
+ dev | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/mpqa/head_final/sdp_random/20/dev.conllu
30
+ test | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/mpqa/head_final/sdp/test.conllu
31
+ embed | data/glove.6B.100d.txt
32
+ unk | unk
33
+ n_embed | 100
34
+ n_embed_proj | 125
35
+ bert | cardiffnlp/twitter-xlm-roberta-base-sentiment
36
+ inference | mfvi
37
+ ---------------------+-------------------------------
38
+
39
+ 2024-01-01 22:09:53 INFO Building the fields
40
+ 2024-01-01 22:09:56 INFO CoNLL(
41
+ (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
42
+ (labels): ChartField()
43
+ )
44
+ 2024-01-01 22:09:56 INFO Building the model
45
+ 2024-01-01 22:10:01 INFO VISemanticDependencyModel(
46
+ (encoder): TransformerEmbedding(cardiffnlp/twitter-xlm-roberta-base-sentiment, n_layers=4, n_out=768, stride=256, pooling=mean, pad_index=1, requires_grad=True)
47
+ (encoder_dropout): Dropout(p=0.33, inplace=False)
48
+ (edge_mlp_d): MLP(n_in=768, n_out=600, dropout=0.25)
49
+ (edge_mlp_h): MLP(n_in=768, n_out=600, dropout=0.25)
50
+ (label_mlp_d): MLP(n_in=768, n_out=600, dropout=0.33)
51
+ (label_mlp_h): MLP(n_in=768, n_out=600, dropout=0.33)
52
+ (edge_attn): Biaffine(n_in=600, bias_x=True, bias_y=True)
53
+ (label_attn): Biaffine(n_in=600, n_out=5, bias_x=True, bias_y=True)
54
+ (criterion): CrossEntropyLoss()
55
+ (pair_mlp_d): MLP(n_in=768, n_out=150, dropout=0.25)
56
+ (pair_mlp_h): MLP(n_in=768, n_out=150, dropout=0.25)
57
+ (pair_mlp_g): MLP(n_in=768, n_out=150, dropout=0.25)
58
+ (sib_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
59
+ (cop_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
60
+ (grd_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
61
+ (inference): SemanticDependencyMFVI(max_iter=3)
62
+ )
63
+
64
+ 2024-01-01 22:10:01 INFO Loading the data
65
+ 2024-01-01 22:10:05 INFO
66
+ train: Dataset(n_sentences=1173, n_batches=32, n_buckets=32)
67
+ dev: Dataset(n_sentences=411, n_batches=32, n_buckets=32)
68
+ test: Dataset(n_sentences=2112, n_batches=32, n_buckets=32)
69
+
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+ 2024-01-01 22:10:05 INFO Epoch 1 / 5000:
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+ 2024-01-01 22:10:12 INFO lr: 4.9990e-05 - loss: 0.1190 - UP: 0.87% UR: 0.50% UF: 0.64% P: 0.35% R: 0.20% F: 0.25%
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+ 2024-01-01 22:10:14 INFO dev: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2024-01-01 22:10:17 INFO test: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2024-01-01 22:10:17 INFO 0:00:11.805605s elapsed
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+
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+ 2024-01-01 22:10:23 INFO lr: 4.9980e-05 - loss: 0.0592 - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2024-01-01 22:10:24 INFO dev: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2024-01-01 22:10:27 INFO test: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2024-01-01 22:10:27 INFO 0:00:10.240674s elapsed
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+
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+ 2024-01-01 22:10:33 INFO lr: 4.9970e-05 - loss: 0.0339 - UP: 5.59% UR: 0.30% UF: 0.57% P: 5.59% R: 0.30% F: 0.57%
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+ 2024-01-01 22:10:34 INFO dev: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2024-01-01 22:10:37 INFO test: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2024-01-01 22:10:37 INFO 0:00:10.052059s elapsed
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+ 2024-01-01 22:10:43 INFO lr: 4.9960e-05 - loss: 0.0731 - UP: 10.84% UR: 0.30% UF: 0.59% P: 10.84% R: 0.30% F: 0.59%
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+ 2024-01-01 22:10:44 INFO dev: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2024-01-01 22:10:47 INFO test: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2024-01-01 22:10:47 INFO 0:00:10.626207s elapsed
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+
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+ 2024-01-01 22:10:54 INFO lr: 4.9950e-05 - loss: 0.0208 - UP: 10.72% UR: 2.15% UF: 3.58% P: 10.72% R: 2.15% F: 3.58%
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+ 2024-01-01 22:10:55 INFO dev: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2024-01-01 22:10:58 INFO test: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2024-01-01 22:10:58 INFO 0:00:10.384027s elapsed
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+ 2024-01-01 22:11:04 INFO lr: 4.9940e-05 - loss: 0.0240 - UP: 11.70% UR: 0.37% UF: 0.72% P: 11.70% R: 0.37% F: 0.72%
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+ 2024-01-01 22:11:05 INFO dev: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2024-01-01 22:11:08 INFO test: loss: nan - UP: 69.23% UR: 0.19% UF: 0.38% P: 38.46% R: 0.11% F: 0.21%
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+ 2024-01-01 22:11:08 INFO 0:00:10.552719s elapsed
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+ 2024-01-01 22:11:15 INFO lr: 4.9930e-05 - loss: 0.0146 - UP: 35.88% UR: 1.58% UF: 3.03% P: 35.88% R: 1.58% F: 3.03%
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+ 2024-01-01 22:11:16 INFO dev: loss: nan - UP: 100.00% UR: 0.21% UF: 0.42% P: 100.00% R: 0.21% F: 0.42%
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+ 2024-01-01 22:11:19 INFO test: loss: nan - UP: 71.43% UR: 0.21% UF: 0.42% P: 35.71% R: 0.11% F: 0.21%
110
+ 2024-01-01 22:11:24 INFO 0:00:10.514400s elapsed (saved)
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+ 2024-01-01 22:11:30 INFO lr: 4.9920e-05 - loss: nan - UP: 43.32% UR: 2.72% UF: 5.12% P: 42.25% R: 2.66% F: 5.00%
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+ 2024-01-01 22:11:31 INFO dev: loss: nan - UP: 78.57% UR: 1.17% UF: 2.30% P: 71.43% R: 1.06% F: 2.09%
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+ 2024-01-01 22:11:34 INFO test: loss: nan - UP: 50.36% UR: 1.46% UF: 2.83% P: 45.26% R: 1.31% F: 2.55%
116
+ 2024-01-01 22:11:41 INFO 0:00:10.477966s elapsed (saved)
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+
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+ 2024-01-01 22:11:41 INFO Epoch 9 / 5000:
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+ 2024-01-01 22:11:47 INFO lr: 4.9910e-05 - loss: 0.0277 - UP: 55.73% UR: 6.05% UF: 10.92% P: 55.73% R: 6.05% F: 10.92%
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+ 2024-01-01 22:11:48 INFO dev: loss: nan - UP: 50.47% UR: 5.73% UF: 10.29% P: 48.60% R: 5.51% F: 9.90%
121
+ 2024-01-01 22:11:51 INFO test: loss: nan - UP: 27.13% UR: 6.72% UF: 10.77% P: 25.60% R: 6.34% F: 10.16%
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+ 2024-01-01 22:11:57 INFO 0:00:10.394234s elapsed (saved)
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+
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+ 2024-01-01 22:12:04 INFO lr: 4.9900e-05 - loss: 0.0070 - UP: 61.83% UR: 10.89% UF: 18.52% P: 61.83% R: 10.89% F: 18.52%
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+ 2024-01-01 22:12:05 INFO dev: loss: nan - UP: 56.36% UR: 3.29% UF: 6.21% P: 52.73% R: 3.08% F: 5.81%
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+ 2024-01-01 22:12:08 INFO test: loss: nan - UP: 54.68% UR: 3.95% UF: 7.37% P: 47.66% R: 3.44% F: 6.42%
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+ 2024-01-01 22:12:08 INFO 0:00:10.563945s elapsed
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+
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+ 2024-01-01 22:12:14 INFO lr: 4.9890e-05 - loss: 0.0204 - UP: 57.12% UR: 12.00% UF: 19.83% P: 56.96% R: 11.97% F: 19.78%
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+ 2024-01-01 22:12:15 INFO dev: loss: nan - UP: 57.14% UR: 4.24% UF: 7.90% P: 51.43% R: 3.82% F: 7.11%
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+ 2024-01-01 22:12:18 INFO test: loss: nan - UP: 55.78% UR: 6.32% UF: 11.35% P: 48.51% R: 5.49% F: 9.87%
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+ 2024-01-01 22:12:18 INFO 0:00:10.468988s elapsed
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+
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+ 2024-01-01 22:12:24 INFO lr: 4.9880e-05 - loss: nan - UP: 61.54% UR: 10.22% UF: 17.53% P: 61.34% R: 10.18% F: 17.47%
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+ 2024-01-01 22:12:26 INFO dev: loss: nan - UP: 58.82% UR: 1.06% UF: 2.08% P: 58.82% R: 1.06% F: 2.08%
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+ 2024-01-01 22:12:28 INFO test: loss: nan - UP: 62.23% UR: 2.47% UF: 4.76% P: 54.79% R: 2.18% F: 4.19%
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+ 2024-01-01 22:12:28 INFO 0:00:10.256919s elapsed
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+ 2024-01-01 22:12:35 INFO lr: 4.9870e-05 - loss: 0.0144 - UP: 71.29% UR: 14.35% UF: 23.89% P: 71.12% R: 14.32% F: 23.84%
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+ 2024-01-01 22:12:36 INFO dev: loss: nan - UP: 58.75% UR: 4.98% UF: 9.19% P: 47.50% R: 4.03% F: 7.43%
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+ 2024-01-01 22:12:38 INFO test: loss: nan - UP: 53.51% UR: 6.13% UF: 11.00% P: 43.54% R: 4.99% F: 8.95%
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+ 2024-01-01 22:12:38 INFO 0:00:09.783728s elapsed
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+
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+ 2024-01-01 22:12:42 INFO lr: 4.9860e-05 - loss: 0.0089 - UP: 62.72% UR: 17.08% UF: 26.84% P: 62.35% R: 16.97% F: 26.68%
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+ 2024-01-01 22:12:42 INFO dev: loss: nan - UP: 49.16% UR: 9.33% UF: 15.69% P: 39.66% R: 7.53% F: 12.66%
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+ 2024-01-01 22:12:44 INFO test: loss: nan - UP: 45.27% UR: 12.23% UF: 19.26% P: 40.42% R: 10.92% F: 17.20%
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+ 2024-01-01 22:12:50 INFO 0:00:05.667831s elapsed (saved)
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+ 2024-01-01 22:19:59 INFO dev: loss: nan - UP: 40.04% UR: 19.19% UF: 25.95% P: 36.73% R: 17.60% F: 23.80%
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+ 2024-01-01 22:20:30 INFO dev: loss: nan - UP: 47.79% UR: 20.68% UF: 28.87% P: 44.61% R: 19.30% F: 26.94%
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+ 2024-01-01 22:20:51 INFO dev: loss: nan - UP: 54.07% UR: 15.48% UF: 24.07% P: 50.74% R: 14.53% F: 22.59%
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+ 2024-01-01 22:21:02 INFO dev: loss: nan - UP: 51.06% UR: 15.38% UF: 23.63% P: 46.83% R: 14.10% F: 21.68%
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+ 2024-01-01 22:21:05 INFO test: loss: nan - UP: 47.92% UR: 18.49% UF: 26.68% P: 45.35% R: 17.49% F: 25.25%
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402
+ 2024-01-01 22:21:13 INFO dev: loss: nan - UP: 50.94% UR: 14.42% UF: 22.48% P: 46.82% R: 13.26% F: 20.66%
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+ 2024-01-01 22:21:16 INFO test: loss: nan - UP: 51.63% UR: 18.36% UF: 27.09% P: 48.78% R: 17.35% F: 25.59%
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+ 2024-01-01 22:21:16 INFO 0:00:10.480285s elapsed
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+ 2024-01-01 22:21:22 INFO lr: 4.9430e-05 - loss: 0.0009 - UP: 94.41% UR: 89.18% UF: 91.72% P: 94.41% R: 89.18% F: 91.72%
408
+ 2024-01-01 22:21:23 INFO dev: loss: nan - UP: 50.48% UR: 16.86% UF: 25.28% P: 45.40% R: 15.16% F: 22.73%
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+ 2024-01-01 22:21:26 INFO test: loss: nan - UP: 50.00% UR: 20.71% UF: 29.28% P: 47.40% R: 19.63% F: 27.76%
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+ 2024-01-01 22:21:26 INFO 0:00:10.495206s elapsed
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414
+ 2024-01-01 22:21:34 INFO dev: loss: nan - UP: 50.00% UR: 16.86% UF: 25.22% P: 45.91% R: 15.48% F: 23.16%
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+ 2024-01-01 22:21:37 INFO test: loss: nan - UP: 50.20% UR: 20.77% UF: 29.38% P: 47.75% R: 19.75% F: 27.95%
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+ 2024-01-01 22:21:37 INFO 0:00:10.554840s elapsed
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420
+ 2024-01-01 22:21:44 INFO dev: loss: nan - UP: 52.68% UR: 17.71% UF: 26.51% P: 47.95% R: 16.12% F: 24.13%
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+ 2024-01-01 22:21:47 INFO test: loss: nan - UP: 51.40% UR: 20.94% UF: 29.76% P: 48.55% R: 19.78% F: 28.10%
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+ 2024-01-01 22:21:47 INFO 0:00:10.625651s elapsed
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426
+ 2024-01-01 22:21:55 INFO dev: loss: nan - UP: 52.80% UR: 18.03% UF: 26.88% P: 48.45% R: 16.54% F: 24.66%
427
+ 2024-01-01 22:21:58 INFO test: loss: nan - UP: 51.92% UR: 20.87% UF: 29.78% P: 49.03% R: 19.71% F: 28.12%
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+ 2024-01-01 22:21:58 INFO 0:00:10.607329s elapsed
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+ 2024-01-01 22:22:04 INFO lr: 4.9390e-05 - loss: 0.0005 - UP: 96.67% UR: 91.70% UF: 94.12% P: 96.67% R: 91.70% F: 94.12%
432
+ 2024-01-01 22:22:06 INFO dev: loss: nan - UP: 50.14% UR: 19.09% UF: 27.65% P: 45.96% R: 17.50% F: 25.35%
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+ 2024-01-01 22:22:08 INFO test: loss: nan - UP: 48.50% UR: 22.82% UF: 31.03% P: 45.80% R: 21.55% F: 29.31%
434
+ 2024-01-01 22:22:08 INFO 0:00:10.655520s elapsed
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+ 2024-01-01 22:22:08 INFO Epoch 62 / 5000:
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+ 2024-01-01 22:22:15 INFO lr: 4.9380e-05 - loss: 0.0008 - UP: 96.06% UR: 93.38% UF: 94.70% P: 96.06% R: 93.38% F: 94.70%
438
+ 2024-01-01 22:22:16 INFO dev: loss: nan - UP: 50.13% UR: 19.72% UF: 28.31% P: 45.55% R: 17.92% F: 25.72%
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+ 2024-01-01 22:22:19 INFO test: loss: nan - UP: 49.77% UR: 22.80% UF: 31.27% P: 47.00% R: 21.53% F: 29.53%
440
+ 2024-01-01 22:22:19 INFO 0:00:10.444257s elapsed
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+ 2024-01-01 22:22:19 INFO Epoch 63 / 5000:
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+ 2024-01-01 22:22:25 INFO lr: 4.9370e-05 - loss: 0.0008 - UP: 97.48% UR: 92.47% UF: 94.91% P: 97.48% R: 92.47% F: 94.91%
444
+ 2024-01-01 22:22:26 INFO dev: loss: nan - UP: 51.32% UR: 16.44% UF: 24.90% P: 47.35% R: 15.16% F: 22.97%
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+ 2024-01-01 22:22:29 INFO test: loss: nan - UP: 52.82% UR: 20.75% UF: 29.79% P: 50.03% R: 19.65% F: 28.22%
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+ 2024-01-01 22:22:29 INFO 0:00:10.307935s elapsed
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+ 2024-01-01 22:22:36 INFO lr: 4.9360e-05 - loss: 0.0001 - UP: 94.82% UR: 91.70% UF: 93.23% P: 94.82% R: 91.70% F: 93.23%
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+ 2024-01-01 22:22:37 INFO dev: loss: nan - UP: 45.41% UR: 18.88% UF: 26.67% P: 41.33% R: 17.18% F: 24.27%
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+ 2024-01-01 22:22:40 INFO test: loss: nan - UP: 47.73% UR: 22.40% UF: 30.49% P: 45.29% R: 21.26% F: 28.93%
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+ 2024-01-01 22:22:40 INFO 0:00:10.447649s elapsed
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+ 2024-01-01 22:22:46 INFO lr: 4.9350e-05 - loss: 0.0033 - UP: 95.94% UR: 90.66% UF: 93.23% P: 95.94% R: 90.66% F: 93.23%
456
+ 2024-01-01 22:22:47 INFO dev: loss: nan - UP: 40.89% UR: 20.47% UF: 27.28% P: 36.86% R: 18.45% F: 24.59%
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+ 2024-01-01 22:22:50 INFO test: loss: nan - UP: 41.82% UR: 23.75% UF: 30.29% P: 39.51% R: 22.44% F: 28.62%
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+ 2024-01-01 22:22:50 INFO 0:00:10.069370s elapsed
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+ 2024-01-01 22:22:50 INFO Epoch 66 / 5000:
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+ 2024-01-01 22:22:56 INFO lr: 4.9340e-05 - loss: 0.0017 - UP: 94.79% UR: 91.13% UF: 92.92% P: 94.79% R: 91.13% F: 92.92%
462
+ 2024-01-01 22:22:57 INFO dev: loss: nan - UP: 47.40% UR: 19.30% UF: 27.43% P: 42.71% R: 17.39% F: 24.72%
463
+ 2024-01-01 22:23:00 INFO test: loss: nan - UP: 44.95% UR: 21.45% UF: 29.04% P: 42.29% R: 20.18% F: 27.32%
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+ 2024-01-01 22:23:00 INFO 0:00:10.611597s elapsed
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+ 2024-01-01 22:23:00 INFO Epoch 67 / 5000:
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+ 2024-01-01 22:23:07 INFO lr: 4.9330e-05 - loss: 0.0003 - UP: 95.77% UR: 92.87% UF: 94.30% P: 95.77% R: 92.87% F: 94.30%
468
+ 2024-01-01 22:23:08 INFO dev: loss: nan - UP: 46.34% UR: 18.77% UF: 26.72% P: 42.15% R: 17.07% F: 24.30%
469
+ 2024-01-01 22:23:11 INFO test: loss: nan - UP: 45.44% UR: 24.21% UF: 31.59% P: 43.22% R: 23.03% F: 30.05%
470
+ 2024-01-01 22:23:11 INFO 0:00:10.453873s elapsed
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+ 2024-01-01 22:23:11 INFO Epoch 68 / 5000:
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+ 2024-01-01 22:23:17 INFO lr: 4.9320e-05 - loss: 0.0011 - UP: 96.14% UR: 93.68% UF: 94.89% P: 96.14% R: 93.68% F: 94.89%
474
+ 2024-01-01 22:23:18 INFO dev: loss: nan - UP: 49.69% UR: 17.18% UF: 25.53% P: 44.79% R: 15.48% F: 23.01%
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+ 2024-01-01 22:23:21 INFO test: loss: nan - UP: 51.10% UR: 21.11% UF: 29.87% P: 48.18% R: 19.90% F: 28.17%
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+ 2024-01-01 22:23:21 INFO 0:00:10.395828s elapsed
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+ 2024-01-01 22:23:21 INFO Epoch 69 / 5000:
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+ 2024-01-01 22:23:28 INFO lr: 4.9310e-05 - loss: 0.0005 - UP: 96.37% UR: 93.61% UF: 94.97% P: 96.37% R: 93.61% F: 94.97%
480
+ 2024-01-01 22:23:29 INFO dev: loss: nan - UP: 41.50% UR: 24.60% UF: 30.89% P: 38.64% R: 22.91% F: 28.76%
481
+ 2024-01-01 22:23:32 INFO test: loss: nan - UP: 38.87% UR: 28.40% UF: 32.82% P: 37.28% R: 27.23% F: 31.47%
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+ 2024-01-01 22:23:32 INFO 0:00:10.461977s elapsed
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+ 2024-01-01 22:23:32 INFO Epoch 70 / 5000:
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+ 2024-01-01 22:23:38 INFO lr: 4.9300e-05 - loss: nan - UP: 92.27% UR: 93.11% UF: 92.69% P: 92.27% R: 93.11% F: 92.69%
486
+ 2024-01-01 22:23:39 INFO dev: loss: nan - UP: 39.45% UR: 24.39% UF: 30.14% P: 36.02% R: 22.27% F: 27.52%
487
+ 2024-01-01 22:23:42 INFO test: loss: nan - UP: 33.74% UR: 25.54% UF: 29.08% P: 31.82% R: 24.09% F: 27.42%
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+ 2024-01-01 22:23:42 INFO 0:00:10.380642s elapsed
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+ 2024-01-01 22:23:48 INFO lr: 4.9290e-05 - loss: 0.0155 - UP: 60.90% UR: 29.95% UF: 40.15% P: 60.90% R: 29.95% F: 40.15%
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+ 2024-01-01 22:23:50 INFO dev: loss: nan - UP: 23.53% UR: 0.42% UF: 0.83% P: 17.65% R: 0.32% F: 0.62%
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+ 2024-01-01 22:23:53 INFO test: loss: nan - UP: 69.31% UR: 1.48% UF: 2.90% P: 60.40% R: 1.29% F: 2.52%
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+ 2024-01-01 22:23:53 INFO 0:00:10.443691s elapsed
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+ 2024-01-01 22:23:53 INFO Epoch 72 / 5000:
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+ 2024-01-01 22:23:59 INFO lr: 4.9280e-05 - loss: 0.0087 - UP: 73.12% UR: 26.52% UF: 38.92% P: 73.03% R: 26.49% F: 38.88%
498
+ 2024-01-01 22:24:00 INFO dev: loss: nan - UP: 34.62% UR: 12.41% UF: 18.27% P: 32.25% R: 11.56% F: 17.02%
499
+ 2024-01-01 22:24:03 INFO test: loss: nan - UP: 35.63% UR: 12.57% UF: 18.59% P: 32.99% R: 11.64% F: 17.21%
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+ 2024-01-01 22:24:03 INFO 0:00:10.382254s elapsed
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+ 2024-01-01 22:24:09 INFO lr: 4.9270e-05 - loss: 0.0012 - UP: 62.89% UR: 41.18% UF: 49.77% P: 62.78% R: 41.11% F: 49.69%
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+ 2024-01-01 22:24:10 INFO dev: loss: nan - UP: 48.28% UR: 11.88% UF: 19.06% P: 43.53% R: 10.71% F: 17.19%
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+ 2024-01-01 22:24:13 INFO test: loss: nan - UP: 46.94% UR: 12.15% UF: 19.30% P: 42.12% R: 10.90% F: 17.32%
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+ 2024-01-01 22:24:13 INFO 0:00:10.456293s elapsed
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+ 2024-01-01 22:24:20 INFO lr: 4.9260e-05 - loss: nan - UP: 84.97% UR: 46.55% UF: 60.15% P: 84.79% R: 46.45% F: 60.02%
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+ 2024-01-01 22:24:21 INFO dev: loss: nan - UP: 48.57% UR: 12.62% UF: 20.03% P: 42.45% R: 11.03% F: 17.51%
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+ 2024-01-01 22:24:24 INFO test: loss: nan - UP: 46.50% UR: 15.28% UF: 23.00% P: 41.93% R: 13.78% F: 20.74%
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+ 2024-01-01 22:24:24 INFO 0:00:10.380565s elapsed
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+ 2024-01-01 22:24:30 INFO lr: 4.9250e-05 - loss: 0.0068 - UP: 88.97% UR: 56.40% UF: 69.04% P: 88.65% R: 56.20% F: 68.79%
516
+ 2024-01-01 22:24:31 INFO dev: loss: nan - UP: 33.48% UR: 15.80% UF: 21.47% P: 31.24% R: 14.74% F: 20.03%
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+ 2024-01-01 22:24:34 INFO test: loss: nan - UP: 38.53% UR: 19.67% UF: 26.05% P: 36.26% R: 18.51% F: 24.51%
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+ 2024-01-01 22:24:34 INFO 0:00:10.406279s elapsed
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+ 2024-01-01 22:24:40 INFO lr: 4.9240e-05 - loss: 0.0037 - UP: 87.95% UR: 67.23% UF: 76.20% P: 87.82% R: 67.13% F: 76.09%
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+ 2024-01-01 22:24:42 INFO dev: loss: nan - UP: 43.51% UR: 12.09% UF: 18.92% P: 38.93% R: 10.82% F: 16.93%
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+ 2024-01-01 22:24:45 INFO test: loss: nan - UP: 47.10% UR: 18.55% UF: 26.62% P: 43.29% R: 17.05% F: 24.47%
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+ 2024-01-01 22:24:45 INFO 0:00:10.416880s elapsed
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+ 2024-01-01 22:24:51 INFO lr: 4.9230e-05 - loss: 0.0121 - UP: 89.80% UR: 70.12% UF: 78.75% P: 89.75% R: 70.08% F: 78.71%
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+ 2024-01-01 22:24:52 INFO dev: loss: nan - UP: 38.40% UR: 14.21% UF: 20.74% P: 36.96% R: 13.68% F: 19.97%
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+ 2024-01-01 22:24:55 INFO test: loss: nan - UP: 41.54% UR: 18.72% UF: 25.81% P: 39.38% R: 17.75% F: 24.47%
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+ 2024-01-01 22:24:55 INFO 0:00:10.356810s elapsed
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+ 2024-01-01 22:25:07 INFO Epoch 47 saved
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+ 2024-01-01 22:25:07 INFO dev: UP: 52.05% UR: 22.91% UF: 31.81% P: 50.12% R: 22.06% F: 30.63%
534
+ 2024-01-01 22:25:07 INFO test: UP: 45.14% UR: 24.07% UF: 31.39% P: 42.61% R: 22.71% F: 29.63%
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+ 2024-01-01 22:25:07 INFO 0:13:21.807769s elapsed, 0:00:10.413088s/epoch
models/mpqa/sdp_random/20/model_vi_mpqa_xlm_10.train.log ADDED
@@ -0,0 +1,91 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ 2024-01-01 22:25:11 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
+ batch_size | 1500
15
+ update_steps | 1
16
+ mode | train
17
+ path | /home/marvin/structured-sentiment-analysis-bis/models/mpqa/sdp_random/20/model_vi_mpqa_xlm_10
18
+ device | 1
19
+ seed | 1
20
+ threads | 16
21
+ local_rank | -1
22
+ feat | None
23
+ build | True
24
+ checkpoint | False
25
+ encoder | bert
26
+ max_len | None
27
+ buckets | 32
28
+ train | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/mpqa/head_final/sdp_random/20/train.conllu
29
+ dev | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/mpqa/head_final/sdp_random/20/dev.conllu
30
+ test | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/mpqa/head_final/sdp/test.conllu
31
+ embed | data/glove.6B.100d.txt
32
+ unk | unk
33
+ n_embed | 100
34
+ n_embed_proj | 125
35
+ bert | xlm-roberta-base
36
+ inference | mfvi
37
+ ---------------------+-------------------------------
38
+
39
+ 2024-01-01 22:25:11 INFO Building the fields
40
+ 2024-01-01 22:25:13 INFO CoNLL(
41
+ (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
42
+ (labels): ChartField()
43
+ )
44
+ 2024-01-01 22:25:13 INFO Building the model
45
+ 2024-01-01 22:25:16 INFO VISemanticDependencyModel(
46
+ (encoder): TransformerEmbedding(xlm-roberta-base, n_layers=4, n_out=768, stride=256, pooling=mean, pad_index=1, requires_grad=True)
47
+ (encoder_dropout): Dropout(p=0.33, inplace=False)
48
+ (edge_mlp_d): MLP(n_in=768, n_out=600, dropout=0.25)
49
+ (edge_mlp_h): MLP(n_in=768, n_out=600, dropout=0.25)
50
+ (label_mlp_d): MLP(n_in=768, n_out=600, dropout=0.33)
51
+ (label_mlp_h): MLP(n_in=768, n_out=600, dropout=0.33)
52
+ (edge_attn): Biaffine(n_in=600, bias_x=True, bias_y=True)
53
+ (label_attn): Biaffine(n_in=600, n_out=5, bias_x=True, bias_y=True)
54
+ (criterion): CrossEntropyLoss()
55
+ (pair_mlp_d): MLP(n_in=768, n_out=150, dropout=0.25)
56
+ (pair_mlp_h): MLP(n_in=768, n_out=150, dropout=0.25)
57
+ (pair_mlp_g): MLP(n_in=768, n_out=150, dropout=0.25)
58
+ (sib_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
59
+ (cop_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
60
+ (grd_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
61
+ (inference): SemanticDependencyMFVI(max_iter=3)
62
+ )
63
+
64
+ 2024-01-01 22:25:16 INFO Loading the data
65
+ 2024-01-01 22:25:20 INFO
66
+ train: Dataset(n_sentences=1173, n_batches=35, n_buckets=32)
67
+ dev: Dataset(n_sentences=411, n_batches=32, n_buckets=32)
68
+ test: Dataset(n_sentences=2112, n_batches=48, n_buckets=32)
69
+
70
+ 2024-01-01 22:25:20 INFO Epoch 1 / 5000:
71
+ 2024-01-01 22:25:28 INFO lr: 4.9990e-05 - loss: 0.0936 - UP: 0.33% UR: 3.26% UF: 0.60% P: 0.00% R: 0.03% F: 0.01%
72
+ 2024-01-01 22:25:29 INFO dev: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
73
+ 2024-01-01 22:25:32 INFO test: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
74
+ 2024-01-01 22:25:32 INFO 0:00:12.269536s elapsed
75
+
76
+ 2024-01-01 22:25:32 INFO Epoch 2 / 5000:
77
+ 2024-01-01 22:25:39 INFO lr: 4.9980e-05 - loss: 0.1021 - UP: 0.88% UR: 0.03% UF: 0.06% P: 0.88% R: 0.03% F: 0.06%
78
+ 2024-01-01 22:25:40 INFO dev: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
79
+ 2024-01-01 22:25:43 INFO test: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
80
+ 2024-01-01 22:25:43 INFO 0:00:10.961220s elapsed
81
+
82
+ 2024-01-01 22:25:43 INFO Epoch 3 / 5000:
83
+ 2024-01-01 22:25:50 INFO lr: 4.9970e-05 - loss: 0.0290 - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
84
+ 2024-01-01 22:25:51 INFO dev: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
85
+ 2024-01-01 22:25:54 INFO test: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
86
+ 2024-01-01 22:25:54 INFO 0:00:11.125191s elapsed
87
+
88
+ 2024-01-01 22:25:54 INFO Epoch 4 / 5000:
89
+ 2024-01-01 22:26:01 INFO lr: 4.9960e-05 - loss: 0.0528 - UP: 6.82% UR: 0.40% UF: 0.76% P: 5.11% R: 0.30% F: 0.57%
90
+ 2024-01-01 22:26:02 INFO dev: loss: nan - UP: 50.00% UR: 0.11% UF: 0.21% P: 50.00% R: 0.11% F: 0.21%
91
+ 2024-01-01 22:26:05 INFO test: loss: nan - UP: 31.82% UR: 0.15% UF: 0.29% P: 18.18% R: 0.08% F: 0.17%